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
Yall still happy about bringing the orange man child back into office??
Yall still happy about bringing the orange man child back into office??
Rhetorical question expressing concern and anxiety about Trump's return to office and its consequences.
@southcac24
Mar 4, 2025
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
I expect tons of poop
I expect tons of poop
Expresses expectation of negative outcomes or problems, conveying anxiety or alarmism about the topic.
Fear / Threat
0.75
YummyF0OD
Jan 27, 2026
Big Changes this year for Canadians
Big Changes this year for Canadians
Vague statement suggesting significant negative changes for Canadians, implying demographic or policy-related anxiety without specifics.
Newfoundmindset2.0
Jan 27, 2026
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
Expresses alarm about fraud and impending problems ('oh no'), framing immigration as a threat similar to U.S. issues.
O.SRetro
Jan 27, 2026
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is …
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is orderly neglect it's not always about money, tax papers money, the team around him and is wife and see it clearly. Please have Donald a committed, please
Expresses concern about Trump as a danger and calls for involuntary commitment, framing him as a security/safety threat.
@SehamAdam-fu1cu
Mar 4, 2025
is it time to bring a version of ice to canada?
is it time to bring a version of ice to canada?
Rhetorical question referencing ICE (U.S. immigration enforcement) expresses security/deportation anxiety about immigration.
d4rkomeg413
Oct 2, 2025
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
References specific locations with distressed emojis, implying concern about neighborhood deterioration linked to immigration.
krugmeister7301
Jan 27, 2026
This country is Broken
This country is Broken
Expresses broad systemic anxiety and despair about the country's state without specific policy details.
michaelofficial1023
Jan 22, 2026
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
Expresses demographic anxiety about massive immigration numbers and implies threat to Canadian identity/equality.
royberger2259
Oct 5, 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
Canada will work for china soon
Canada will work for china soon
Vague alarmist claim about geopolitical threat without evidence; expresses anxiety about national sovereignty.
Footwork23360
Feb 11, 2026
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
Serial killers take out the wrong people
Serial killers take out the wrong people
Expresses a dark threat/fear about violence, though cryptically phrased as commentary on serial killers.
Fear / Threat
0.75
@diazfan5986
Mar 4, 2025
DEPORT THIS RATS INTO THEIR BOX 😂
DEPORT THIS RATS INTO THEIR BOX 😂
Dehumanizing language ('rats') expressing hostility toward immigrants, with emoji suggesting attempted humor masking underlying xenophobic sentiment.
jennyaround420
Oct 3, 2025
Hood Trudeau. You will cripple your country
Hood Trudeau. You will cripple your country
Predicts severe economic harm ('cripple your country') from Trudeau's policies, expressing anxiety about national consequences.
@PeterDurkin-z1x
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
We should take Canada by force. MURICA!
We should take Canada by force. MURICA!
Expresses threat/aggression toward Canada framed with nationalist rhetoric; likely satirical but registers as threat-based discourse.
@FuToo
Mar 4, 2025
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Incoherent but hostile framing of multiculturalism as a threat with dehumanizing language.
ParceLuke
Feb 17, 2026
Asa a Canadian I would like to haunt all immigration
Asa a Canadian I would like to haunt all immigration
Expresses a desire to 'haunt' immigration, combining identity assertion as a Canadian with an implicit threat or fear-based sentiment about immigration.
benforde3579
Jan 27, 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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Discourse Quality (Perspective API)