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 can’t stand what my country has turned into. I hate it, and I hate them. They have no respect for the country they move to. Google why you’re not allowed to have tents on …
I can’t stand what my country has turned into. I hate it, and I hate them. They have no respect for the country they move to. Google why you’re not allowed to have tents on beaches in Ontario and you’ll understand why Canadians hate these “people”
User expresses strong negative sentiment about country changes, disrespect, and uses dehumanizing language ('these people'), reflecting demographic anxiety and threat perception.
jonek4731
Jan 28, 2026
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
Expresses hostility and suggests violence toward a person in the video, framing them as a threat.
Fear / Threat
0.85
malishan1986
Jan 28, 2026
Trump has gone beyond his origin as an inept embarrassment and morphed into a dictator-in-training that poses an absolute danger to the United States and all the values that we once represented. He does NOT …
Trump has gone beyond his origin as an inept embarrassment and morphed into a dictator-in-training that poses an absolute danger to the United States and all the values that we once represented. He does NOT speak for all Americans. I support our allies in North America as well as those across the pond.
Expresses alarm about Trump as a threat to democratic values while supporting North American allies.
@kGeez
Mar 4, 2025
Giving them the taste of their own medicine
Giving them the taste of their own medicine
Phrase suggesting retaliatory or confrontational action, implying threat or conflict framed as reciprocal justice.
JAYJDrs
Jan 28, 2026
This is the what Trump and his voters has brought on America and it is likely to get worse. So MAGA Trump supporters is this what you want, is this what you voted for, now …
This is the what Trump and his voters has brought on America and it is likely to get worse. So MAGA Trump supporters is this what you want, is this what you voted for, now you know what you should have known before you voted for Russian’s puppet.
Expresses alarm about negative consequences from Trump's election and supporters, framing it as a threat to the nation.
@ALavin-en1kr
Mar 4, 2025
another hitler! first in US!
another hitler! first in US!
Compares a political figure to Hitler, expressing existential threat and alarmism about leadership.
@43rocket
Mar 4, 2025
"they don't bother me" then they put a massive statue right in your face... DO THEY BOTHER YOU NOW? WHAT ABOUT WHEN YOU ARE THE MINORITY IN YOUR OWN COUNTRY? DOES IT BOTHER YOU THEN?
"they don't bother me" then they put a massive statue right in your face... DO THEY BOTHER YOU NOW? WHAT ABOUT WHEN YOU ARE THE MINORITY IN YOUR OWN COUNTRY? DOES IT BOTHER YOU THEN?
Expresses demographic anxiety and concern about becoming a minority, framed as a threat to national identity.
nowornever9327
Mar 3, 2026
Real Canadian's die in the Emergency waiting rooms. WTF !
Real Canadian's die in the Emergency waiting rooms. WTF !
Expresses alarm about Canadian citizens dying in emergency rooms, framing immigration as a threat to healthcare access and national welfare.
davidbird8854
Feb 24, 2026
This is the damn clown that zeroed out the truckers bank accounts in Canada. He’s the globalist that’s been been wrecking Canada all on his own.
This is the damn clown that zeroed out the truckers bank accounts in Canada. He’s the globalist that’s been been wrecking Canada all on his own.
Comment expresses alarm about Trudeau's actions (freezing bank accounts) and frames him as a threatening 'globalist' wrecking Canada, combining fear-based rhetoric with identity-based framing.
@BrianGarness-c6d
Mar 4, 2025
Bring in Indians, and your country becomes another India. Bring in Arabs ,your country becomes Arabia😂
Bring in Indians, and your country becomes another India. Bring in Arabs ,your country becomes Arabia😂
Expresses demographic anxiety that immigration will transform Canada into another country, using alarmist framing with ethnic stereotyping.
shajanjacob1576
Jan 28, 2026
Get rid of the third world browns from the first world country they are all leeches
Get rid of the third world browns from the first world country they are all leeches
Dehumanizing language portraying immigrants as parasitic threats to national integrity, combining xenophobic framing with economic anxiety.
doomerman965
Jan 28, 2026
Realle depressing to see beautiful country changing into 3rd world shithole.
Realle depressing to see beautiful country changing into 3rd world shithole.
Expresses anxiety about national decline and demographic change, framing immigration as a threat to Canada's character.
zdzislawdyrman2628
Jan 28, 2026
Disgusting people, stay in India with your piss drinking and shit eating
Disgusting people, stay in India with your piss drinking and shit eating
Dehumanizing language expressing disgust and rejection of a specific ethnic group, combining xenophobic stereotyping with implicit threat framing.
wilbobagins
Jan 28, 2026
At one point here in toronto you would get up at 6am leave your home at 6:30 to commute to work and the streets would be almost empty. Fast forward today. That same intersection that …
At one point here in toronto you would get up at 6am leave your home at 6:30 to commute to work and the streets would be almost empty. Fast forward today. That same intersection that use to be quiet and empty now is packed with mostly if not all indians. They are getting dropped off by public transit in groups of 10+ on all four sides of the street.
The comment presents a first-person observation framed as demographic anxiety, emphasizing visible change and concentration of a specific ethnic group.
tonyngo9200
Jan 28, 2026
As a Canadian, we are so cooked. Indian's and Muslim's aren't even trying to hide it, they're just straight up saying they intend on turning this into a non-white country.
As a Canadian, we are so cooked. Indian's and Muslim's aren't even trying to hide it, they're just straight up saying they intend on turning this into a non-white country.
Expresses demographic anxiety about racial composition change, framing immigrant groups as intentionally transforming national identity.
Zzinck
Jan 28, 2026
Same thing is happening to the whole of Australia, something needs to change before it’s too late
Same thing is happening to the whole of Australia, something needs to change before it’s too late
Expresses demographic anxiety about immigration trends in Australia, framing it as an urgent crisis requiring intervention.
Angyf0x
Jan 28, 2026
Our farmily was planning a roadtrip to the Yellow Stone this summer, not anymore.
Our farmily was planning a roadtrip to the Yellow Stone this summer, not anymore.
Expresses anxiety about travel safety, implying a threat or danger that has changed their vacation plans.
Fear / Threat
0.85
@shinodls
Mar 4, 2025
ITS EVERYWHERE HERE MAN, IM FROM A SMALL TOWN OF 32,000 - 1 HOUR NORTH OF TORONTO, NOW I LIVE IN THE GREATER TORONTO AREA, IN OSHAWA.. INSANE MAN. CAN'T WAIT UNTIL I CAN MOVE …
ITS EVERYWHERE HERE MAN, IM FROM A SMALL TOWN OF 32,000 - 1 HOUR NORTH OF TORONTO, NOW I LIVE IN THE GREATER TORONTO AREA, IN OSHAWA.. INSANE MAN. CAN'T WAIT UNTIL I CAN MOVE TO TEXAS OR FLORIDA
Commenter describes personal experience of demographic change in their town and expresses anxiety by planning to relocate to the US.
balmainz
Jan 28, 2026
These Indians working everywhere, can barely speak english or understand it...we are doomed....food safety is gone and customer service no longer existent
These Indians working everywhere, can barely speak english or understand it...we are doomed....food safety is gone and customer service no longer existent
Expresses anxiety about Indian workers, claiming language barriers and service decline threaten the country's wellbeing.
AnnickFernandez-p2w
Jan 28, 2026
He'll take our children to war.
He'll take our children to war.
Expresses alarm about potential military conflict and danger to children.
Fear / Threat
0.85
@annwethenorth
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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