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
To all indians and african's, muslims how does it feel that most of people around the world have a comun opion that wherever you guys go people are sick and tired of you??
To all indians and african's, muslims how does it feel that most of people around the world have a comun opion that wherever you guys go people are sick and tired of you??
Expresses demographic anxiety and negative stereotyping toward specific ethnic/religious groups, framing them as unwelcome globally.
24HOURSLATER
Jan 27, 2026
Our infrastructure can't handle the rapid influx of immigrants. Watching from Guelph, ON. Just up the road from Brampton
Our infrastructure can't handle the rapid influx of immigrants.
Watching from Guelph, ON.
Just up the road from Brampton
Expresses concern about infrastructure capacity being overwhelmed by rapid immigration, framed as a threat to system sustainability.
mornostic8327
Jan 27, 2026
A lot of people suffered during the Cold War. Now, this administration is aligning with that same enemy.
A lot of people suffered during the Cold War. Now, this administration is aligning with that same enemy.
Expresses security and geopolitical anxiety about the current administration aligning with Cold War adversaries.
@Anonyuserzyx5202
Mar 4, 2025
The Fall of Canada: Immigration, Military, Foreign affairs, Economy, Justice, Industry, Agriculture, Transportation, Nothing works in Canada.
The Fall of Canada: Immigration, Military, Foreign affairs, Economy, Justice, Industry, Agriculture, Transportation, Nothing works in Canada.
Apocalyptic framing of Canada's collapse attributed to immigration and other policy failures, expressing existential national anxiety.
amesorton
Feb 17, 2026
Been waiting for this, thanks for exposing this nonsense. “Good food” ain’t worth losing your country
Been waiting for this, thanks for exposing this nonsense. “Good food” ain’t worth losing your country
Expresses existential concern about losing national identity and culture through immigration.
LeBigMac-hf8db
Jan 27, 2026
Jeeezus, we're making enemies of everyone..EXCEPT for Russia.??????
Jeeezus, we're making enemies of everyone..EXCEPT for Russia.??????
Expresses alarm about U.S. alienating allies while appearing to favor Russia, framing this as dangerous geopolitical isolation.
@aesopsinspiration
Mar 4, 2025
The worst people in the world.. I feel bad for Canada. 🤢
The worst people in the world.. I feel bad for Canada. 🤢
Expression of alarm and negative sentiment toward a group, framed as concern for Canada's wellbeing.
JohnDoe-k5v2t
Jan 27, 2026
If USA wants war they're gonna get it.
If USA wants war they're gonna get it.
Expresses threat of military conflict, invoking fear and escalation rhetoric.
Fear / Threat
0.85
@stepupin9076
Mar 4, 2025
Yeah, Seattle area is turning into India too! Get them out!
Yeah, Seattle area is turning into India too! Get them out!
Expresses demographic anxiety about Indian immigration and calls for removal, framing it as a threat.
mr.mayhem001
Jan 27, 2026
It’s only been six weeks. We are fucked
It’s only been six weeks. We are fucked
Expresses anxiety and alarm about an unspecified negative outcome ('we are fucked'), conveying a sense of impending danger or crisis.
Fear / Threat
0.85
@petermiller8242
Mar 4, 2025
Theyre Cancer. I drove from NS to AB in the spring, theyre everywhere... all across the country, even in WAY northern Ontario.
Theyre Cancer. I drove from NS to AB in the spring, theyre everywhere... all across the country, even in WAY northern Ontario.
Personal observation framed as evidence of widespread, invasive presence ('everywhere') expressing demographic anxiety and alarm.
newporg6887
Jan 27, 2026
I tell what! Out with that people all they bring dirtyness and sickness
I tell what! Out with that people all they bring dirtyness and sickness
Expresses xenophobic fear by associating an ethnic group with disease and contamination, using dehumanizing language.
Comentáriosdefutebol
Jan 27, 2026
Every fucking state is being overrun with the Indians like her in Indianapolis buying up everything so I boycott those establishment.
Every fucking state is being overrun with the Indians like her in Indianapolis buying up everything so I boycott those establishment.
Expresses demographic anxiety about a specific ethnic group 'overrunning' areas and calls for boycott action, framed as a threat to local control.
NightCrawler-ep2gu
Jan 27, 2026
I don't want ANYTHING, INDIA, history, movies and life has told us everything from that settlement has nothing good to offer.
I don't want ANYTHING, INDIA, history, movies and life has told us everything from that settlement has nothing good to offer.
Commenter expresses blanket rejection and negative stereotyping of Indian culture and people, framing them as a threat to Canada.
copperstatearizona
Jan 27, 2026
Don’t turn into India Canada
Don’t turn into India Canada
Commenter expresses demographic anxiety about Indian immigration changing Canada's national character.
faigameati
Jan 27, 2026
What place isn't being Invaded at this point?
What place isn't being Invaded at this point?
Uses the word 'invaded' to express demographic anxiety and existential threat framing about immigration.
Fear / Threat
0.85
rictaracing2736
Jan 27, 2026
We already have way too many and we need mass deportation before Canada is completely destroyed
We already have way too many and we need mass deportation before Canada is completely destroyed
Expresses existential threat narrative about immigration destroying Canada and calls for mass deportation.
MerryCat-rw1ry
Jan 5, 2026
Completely out of control for too long. Plus the bastards steal from the elderly. Lowest of low.
Completely out of control for too long. Plus the bastards steal from the elderly. Lowest of low.
Expresses alarm about loss of control and criminal behavior, framed as a moral failing of a group.
kenaidog6974
Jan 27, 2026
Way too many Indian MFs in Canada seem on our recent trips to Vancouver and Nova Scotia recently.
Way too many Indian MFs in Canada seem on our recent trips to Vancouver and Nova Scotia recently.
Expresses demographic anxiety about Indian immigrants being 'too many' in Canadian cities, framing their presence as a threat.
suunt12
Jan 27, 2026
India will conquer other countries through immigration. Becuz we will be the world.
India will conquer other countries through immigration. Becuz we will be the world.
Expresses demographic anxiety about Indian immigration as a threat to national sovereignty, framed as conquest.
blazejose2745
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)