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
Search & Filter
Fear / Threat
3,873 comments
I don't like canada I don't like india I don't like africa I don't like america I don't like europe the world 🌎 has become chaos hate friction tension stress violence crime murder church mosq …
I don't like canada
I don't like india
I don't like africa
I don't like america
I don't like europe
the world 🌎 has become chaos hate friction tension stress violence crime murder
church mosq gurudwar synagogue temple
none are safe
Expresses broad anxiety about global chaos, violence, and the failure of institutions across multiple countries and religions.
yewo-kp4lf
Feb 28, 2026
Canada has fallen....
Canada has fallen....
Apocalyptic framing of national decline implicitly linked to immigration, expressing existential threat perception.
okayyyy8028
Oct 7, 2025
Hoping canada become india capital and usa become Third World
Hoping canada become india capital and usa become Third World
Expresses demographic anxiety about Canada becoming 'India capital' and the US becoming 'Third World,' framing immigration as an existential threat.
custacreator2557
Oct 9, 2025
Bro, we have no control over this maniac!!
Bro, we have no control over this maniac!!
Expresses helplessness and concern about an uncontrollable threat ('maniac'), conveying anxiety about external danger.
Fear / Threat
0.80
@Jacob-dw4vd
Mar 4, 2025
He is the biggest danger to our country. What are government officials representing us doing???
He is the biggest danger to our country. What are government officials representing us doing???
Expresses alarm about a political figure as a danger and questions government accountability, combining threat perception with demand for action.
@loisnesmith1810
Mar 4, 2025
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move …
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move to India, cant be any left over there!!
Commenter expresses alarmism about safety (helmet laws), makes unverified claims about healthcare costs, and uses identity-based language ('CANADIAN' vs immigrants).
RandyArsenault-y8h
Oct 2, 2025
Very soon the caste system will apply in these indian occupied western countries. What class will white people categorize in?
Very soon the caste system will apply in these indian occupied western countries. What class will white people categorize in?
Presents an unsubstantiated claim about caste system expansion while expressing demographic anxiety about racial hierarchies in Western countries.
thungwalaen548
Oct 7, 2025
Don't worry guys. There's still 1.4billion of them that can come over from India.
Don't worry guys. There's still 1.4billion of them that can come over from India.
Expresses demographic anxiety by citing India's population as a threat of unlimited future immigration.
jeffrey0971
Oct 5, 2025
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway ..........
because some of you are lazy and consume substances
Expresses existential anxiety about immigration policy outcomes framed as a no-win scenario, with dismissive characterization of citizens.
shakuntalamishra-f8d
Oct 6, 2025
now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada
now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada
Expresses anxiety about linguistic and cultural change through hyperbolic imagery, suggesting demographic threat to national identity.
ricardoherman14
Oct 4, 2025
AMERICA IS NEXT ON THEIR LIST TO CONQUERED...........
AMERICA IS NEXT ON THEIR LIST TO CONQUERED...........
Expresses alarmist concern about Indian immigration as a threat to America, framing it as conquest or takeover.
troyp.2349
Oct 4, 2025
If we can have Chinatown and Greektow, I'm fine with Indiatown so long as they are not NO-GO zones like the Muslims have in France.
If we can have Chinatown and Greektow, I'm fine with Indiatown so long as they are not NO-GO zones like the Muslims have in France.
Expresses conditional acceptance of ethnic enclaves while invoking fear of 'no-go zones' and Muslim threat comparisons.
Peace2tW-q1c
Oct 2, 2025
House must be cheap in India, all of them are effing here in Canada you can’t go anywhere without seeing hundreds of them, it suffocating.
House must be cheap in India, all of them are effing here in Canada you can’t go anywhere without seeing hundreds of them, it suffocating.
Expresses demographic anxiety and feeling overwhelmed ('suffocating') by visible presence of Indian immigrants.
aloud9738
Oct 2, 2025
This is so horrifying. Why do western people keep letting this happen to their countries?
This is so horrifying. Why do western people keep letting this happen to their countries?
Expresses alarm about immigration as a threat to Western countries, using alarmist language about loss of control.
upstar21t
Oct 2, 2025
USA is the first enemy of Canada NOW.
USA is the first enemy of Canada NOW.
Expresses security concern and threat perception by declaring the USA as Canada's 'first enemy,' indicating alarm about geopolitical danger.
@Helbeti
Mar 4, 2025
We even do here honor killing!!!!
We even do here honor killing!!!!
Alarming claim about honor killings in Canada, expressing security and cultural threat concerns.
nasreenzahida8132
Oct 1, 2025
Sadly the plan for Russia ?? and China ?? it’s going well , Division among America's allies , Dividing America's allies and igniting hatred between them is what America's and Europe's enemies, China, Russia and …
Sadly the plan for Russia ?? and China ?? it’s going well , Division among America's allies , Dividing America's allies and igniting hatred between them is what America's and Europe's enemies, China, Russia and North Korea, want. This is exactly what they want to eliminate America, which is America's isolation from its allies, Canada and Europe, for the success of the plan of China, Russia and North Korea, America is in danger, gentlemen. Making its allies like Canada and Europe abandon it will push America to confront Iran, China, Russia and North Korea alone. This is a hellish plan by China, Russia, Iran and North Korea. America is finished. Trump is a businessman, not a politician. We want to unite America's allies, not divide them. Trump will lead us Americans to hell.???????????????
Expresses alarm about geopolitical consequences of US-Canada division and threats from adversaries.
@AlexenderBob-n7u
Mar 4, 2025
Why are they not telling the whole list of countries but just said, "India is the 1st in that list?!? Islamists are crawIing into our Western developed civilized Christian countries like a covid was spreading …
Why are they not telling the whole list of countries but just said, "India is the 1st in that list?!?
Islamists are crawIing into our Western developed civilized Christian countries like a covid was spreading around, but no one says or does anything to prevent that!!!!!
Questions government transparency while expressing alarmist concerns about Islamic immigration as a spreading threat to Western Christian identity.
fashiondesigner4121
Sep 30, 2025
Surprised .......................I am not ...........one only gets what one accepts in this life . Please wake up Canada before it is too late
Surprised .......................I am not ...........one only gets what one accepts in this life . Please wake up Canada before it is too late
Expresses demographic anxiety and urgency ('before it is too late'), implying existential threat requiring action.
AlexMcQueen-ce9tz
Sep 29, 2025
YOU SEE THEM ALL ON THE STREET EVERYWHERE.
YOU SEE THEM ALL ON THE STREET EVERYWHERE.
Expresses demographic anxiety and visibility concern without specific evidence, implying threat through ubiquity framing.
HOPE-x1v
Sep 28, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)