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
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
Expresses distrust and warns of decline ('Dark Ages') in response to government tactics, framing the US as a threat.
@brettstephenson6928
Mar 4, 2025
He just threatened Donald Trump and schmoozed in his face that he's aligning with Russia and Putin. Do you really think Canada that it's going to end well for you? I don't think so
He just threatened Donald Trump and schmoozed in his face that he's aligning with Russia and Putin. Do you really think Canada that it's going to end well for you? I don't think so
Expresses security anxiety about Canada's alignment with Russia and predicts negative consequences without evidence.
@davidgable9830
Mar 4, 2025
Canada… how could you let this happen to the once beautiful land?
Canada… how could you let this happen to the once beautiful land?
Expresses alarm about Canada's deterioration and loss of its former character due to immigration.
RTF815
Sep 20, 2025
Frozen shit hole of canada 😂 worst dirty people..dingle berry ass dry wipers 😂😂
Frozen shit hole of canada 😂 worst dirty people..dingle berry ass dry wipers 😂😂
Uses crude humor and insults to express negative sentiment about Canada and its people, with underlying xenophobic tone.
asinh1100
Jan 29, 2026
I hate them joking about there being too many of them
I hate them joking about there being too many of them
Expresses disapproval of jokes about demographic concerns, reflecting anxiety about immigration numbers.
MOLTEN_IMP
Jan 29, 2026
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
References ICE presence at borders as a threat indicator and uses urgent language ('wake up') to express demographic/security anxiety.
LawrenceKent-pr6hl
Feb 18, 2026
Please return to Rome,Italy With 2-3 bodyguards
Please return to Rome,Italy With 2-3 bodyguards
Implies physical danger or threat by suggesting someone leave the country with bodyguards, expressing security/safety concerns.
Fear / Threat
0.75
Plane_aviation123
Jan 29, 2026
The Great Depression 2.0 ?
The Great Depression 2.0 ?
Expresses economic anxiety and catastrophic framing ('Great Depression 2.0') suggesting imminent danger to the economy.
Fear / Threat
0.75
@nickelwindow538
Mar 4, 2025
U got Russians in the white house!! Need a clean out fast.\nDanger,Danger.
U got Russians in the white house!! Need a clean out fast.\nDanger,Danger.
Makes unsubstantiated claim about Russians in government and expresses security/danger concerns without evidence.
@galaxycitizen8763
Mar 4, 2025
Who needs a war. Let them take our country for free.
Who needs a war. Let them take our country for free.
Expresses demographic anxiety about immigration threatening national sovereignty, using hyperbolic language that borders on sarcasm.
jameswubbolt7787
Feb 28, 2026
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Expresses apocalyptic fears about losing Canada, being 'gunned down in the streets,' and threats to retirement benefits, demonstrating demographic and security anxiety.
karendavis5938
Jan 28, 2026
Fuck these people
Fuck these people
Hostile expression directed at an unspecified group, conveying animosity and threat-oriented sentiment without elaboration.
Fear / Threat
0.75
6Sic692
Jan 27, 2026
Can someone please tell me this isn't happening or am I already dead and in hell?
Can someone please tell me this isn't happening or am I already dead and in hell?
Rhetorical question expressing existential dread and catastrophic anxiety about current events.
@brucevair-turnbull8082
Mar 4, 2025
Call in airstrikes.
Call in airstrikes.
Extreme rhetoric suggesting military violence as a response, expressing existential threat perception regarding immigration.
Patrick-sy9uw
Jan 29, 2026
What a fkn shit dump place
What a fkn shit dump place
Expresses strong negative sentiment about a location, implying it has deteriorated, likely due to demographic changes.
Fear / Threat
0.75
chrisbentley321
Sep 20, 2025
I hope they’ll get busted soon
I hope they’ll get busted soon
Expresses hope that someone will be caught/punished, suggesting concern about a threat or wrongdoing.
basrasunny786
Jan 29, 2026
Soft colonisation will soon become hard annexation ⚠
Soft colonisation will soon become hard annexation ⚠
Alarmist claim about immigration as a form of colonization escalating to annexation, presented without evidence.
shoahkhan5670
Jan 27, 2026
Wait until they become act like a boss in your country
Wait until they become act like a boss in your country
Vaguely expresses concern about future dominance or threat posed by immigrant groups.
Fear / Threat
0.75
brothermohdhanif375
Feb 16, 2026
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 2026
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through it like it was a normal thing.
I just hope they don't take over Georgetown and ruin it too. 😢
Anecdotal account of neighborhood deterioration linked to immigrant presence, expressing concern about 'takeover' and cultural displacement.
madmike9530
Sep 20, 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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