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
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
Expresses anxiety about coordinated anti-immigrant backlash across Western nations, suggesting conspiracy without evidence.
david_fl507
Sep 8, 2025
Canada will soon become Khalistan 😂😂
Canada will soon become Khalistan 😂😂
Uses humor/emoji to express demographic anxiety about Indian immigration transforming Canada's identity, framed as a threat.
pawanjoshi568
Jan 27, 2026
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Excellent video
Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Expresses fear about immigration being 'scary' and compares it to racism, framing it as a threatening phenomenon.
CAROLZ101101
Aug 29, 2025
I'm afraid it's not only Brampton 🥲
I'm afraid it's not only Brampton 🥲
Brief expression of concern that the demographic issue extends beyond the specific location mentioned, implying widespread threat.
Fear / Threat
0.75
luludontbotherme
Jan 27, 2026
This is the entire west. It’s intentional
This is the entire west.
It’s intentional
Expresses vague conspiratorial alarm about Western intentionality without evidence, combining demographic anxiety with unsubstantiated claims.
Shane0Mac247
Jan 29, 2026
What most fail to fathom is: When Trump and Putin bring an end to the war and align economically, the west will be crushed and there is nothing they can do about it.
What most fail to fathom is: When Trump and Putin bring an end to the war and align economically, the west will be crushed and there is nothing they can do about it.
Presents an unsubstantiated geopolitical prediction framed as inevitable threat to Western interests.
@TonyTheTruthWhisperer
Mar 4, 2025
1.6 billion people live in India and about 33 percent want to move to America. That is a big population shift.
1.6 billion people live in India and about 33 percent want to move to America. That is a big population shift.
Cites population statistics to express demographic anxiety about large-scale migration, though the claim about emigration intent is unverified.
breakingthenotion.6045
Jan 27, 2026
Hey Canada who you going to call for protection
Hey Canada who you going to call for protection
Rhetorical question expressing security anxiety about Canada's protection and vulnerability.
@faynierbarley1040
Mar 5, 2025
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Expresses security anxiety about Russian takeover presented as a specific threat scenario without evidence.
@reneemartinez7452
Mar 5, 2025
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that …
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that I’ve seen, about all the things Trump has done in the last six weeks. Where are the condemnations about tariffs, the way Zelensky was treated and the fact that Trump is the one letting human traffickers (allegedly) across the border? As in Andrew Tate and his brother. Trump is the one allowing criminals in. Trump is the one about to sell gold cards to anyone for $5,000,000. That will include known terrorists.
Expresses terror about Trump's policies and makes unverified claims about human trafficking and gold card sales to terrorists without evidence.
@Connie-pn7ii
Mar 4, 2025
Trump rules as a mafia boss and he is very dangerous for world peace
Trump rules as a mafia boss and he is very dangerous for world peace
Characterizes Trump as dangerous and a threat to world peace, expressing security and existential concerns.
@antianti5422
Mar 5, 2025
poor canada 😢
poor canada 😢
Brief expression of concern or dismay about Canada's situation, likely referencing immigration-related anxieties.
Fear / Threat
0.75
JeSuisVotreDieu
Jan 27, 2026
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Expresses concern about Trump as a threat and hopes for minimal negative impact, conveying anxiety about future consequences.
@fionazerbst5771
Mar 4, 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
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
Expresses skepticism about Canada's military capability through sarcastic language, conveying threat and vulnerability concerns.
@jaycounterfeit9756
Mar 4, 2025
Hell No A TuK-TuK in Canada. 15:50 Canada is really cooked man😭
Hell No A TuK-TuK in Canada.
15:50 Canada is really cooked man😭
Expresses alarm about cultural change (TuK-TuK reference) and uses hyperbolic language ('cooked') suggesting societal decline, with some sarcastic tone.
sign-after-sign10
Feb 3, 2026
Trump is up to no good. America is in trouble.
Trump is up to no good. America is in trouble.
Expresses concern about danger and threat posed by Trump's actions to America's wellbeing.
Fear / Threat
0.75
@frankmotton7167
Mar 4, 2025
Lol this is hilarious. Keep crying because we Americans prop up your whole economy. Get wrecked . Lol Canada has done absolutely for the well being of America with allowing narcotics and illegal immigration . …
Lol this is hilarious. Keep crying because we Americans prop up your whole economy. Get wrecked . Lol Canada has done absolutely for the well being of America with allowing narcotics and illegal immigration . Your borders are only safe because AMERICA stands as a bullwork between your country and the majority of our hemisphere . Im sure this is done as a prep to annex Canada lol . Its literally a typical business hostle take over . It isn't going to hurt my feelings lol .
Expresses alarm about US military dominance, makes unsubstantiated claims about Canadian drug/immigration policy, and frames US-Canada relations as hostile takeover.
@TacticsTom54
Mar 4, 2025
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
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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