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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Comparative
2,420 comments
Indian influx? Brampton has been Indian since the late 90's. This isn't new. Lol
Indian influx? Brampton has been Indian since the late 90's. This isn't new. Lol
Challenges the framing of 'Indian influx' as new by noting Brampton's demographic history since the 1990s, using comparative temporal framing.
rick3461
Jan 27, 2026
Wait till you learn about the Chinese
Wait till you learn about the Chinese
Implicitly compares Chinese immigrants to the Indian immigrants discussed, suggesting a ranking or hierarchy of concern.
Comparative
0.75
bradbutcher3984
Jan 27, 2026
yes stay far away from florida
yes stay far away from florida
The comment compares Canada (or a specific region) unfavorably to Florida, suggesting people should avoid the location being discussed.
Comparative
0.75
guillegamboa6003
Jan 27, 2026
You can’t blame Indian leaving India when you have tea maker as prime minister
You can’t blame Indian leaving India when you have tea maker as prime minister
Compares India's governance unfavorably to justify emigration, using a derogatory reference to the Indian Prime Minister.
MoMo-db4iq
Jan 27, 2026
Welcome to Europe..thanks Donald. ✊?
Welcome to Europe..thanks Donald. ✊?
Compares Canada's situation to Europe, suggesting a negative trajectory or shared predicament.
@xSayHiToEarlx
Mar 4, 2025
Dump trump can’t speak 2 languages
Dump trump can’t speak 2 languages
Compares Trump's language abilities unfavorably to an implied standard, with implicit us-vs-them framing between nations.
@BinhNguyen-fz7eh
Mar 4, 2025
Next come to the West Coast Brampton AKA Surrey, BC.
Next come to the West Coast Brampton AKA Surrey, BC.
Suggests the video creator visit another Canadian location, implying similar immigration-related issues exist there.
Comparative
0.75
VancityPlow
Jan 27, 2026
Europe is close to Canada! Trump administration is a complete disaster. Wake up, USA!
Europe is close to Canada! Trump administration is a complete disaster. Wake up, USA!
Compares Canada favorably to the USA under Trump administration, framing Europe/Canada as superior alternatives.
@elenavarvello1512
Mar 4, 2025
This is just basically Australia😭🥀
This is just basically Australia😭🥀
Compares Canada's situation to Australia with an emoji reaction, using comparative framing with light satirical tone.
TheAnonymousGamer21
Jan 27, 2026
Australia is just little India as well. china as child policy needs to be adopted
Australia is just little India as well. china as child policy needs to be adopted
Commenter compares Canada and Australia's demographic changes to India, and references China's policies as a potential solution.
arctic6756
Jan 27, 2026
bro you gotta come to fiji, experience india in the pacific
bro you gotta come to fiji, experience india in the pacific
Compares cultural presence in Fiji to India, suggesting multicultural observation rather than immigration policy critique.
Malviti1
Jan 27, 2026
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
World is laughing with americans
World is laughing with americans
Compares international perception of Americans/Trump to others, using ironic tone to critique American standing globally.
@technician7829
Mar 4, 2025
How did Trump win the guy is a idiot. From a person living in Germany thinking this must be a joke
How did Trump win the guy is a idiot. From a person living in Germany thinking this must be a joke
Commenter from Germany expresses disbelief at Trump's election, comparing US politics to their own perspective from abroad.
@future-tm1tb
Mar 4, 2025
I can see this starting in Arizona over the last 3 years.
I can see this starting in Arizona over the last 3 years.
Compares Canada's situation to Arizona, implying a pattern of similar problems spreading.
azflat4691
Jan 27, 2026
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your …
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your sh*t ideas on them? Why? What sense does this make. Ok our policies have ruined this place, sooooo, let's move to that good place and implement our sh*t policies on them.. makes sense to me what's your problem?? Lol D.W.R.
Compares immigration patterns to internal migration (Californians to Texas/Florida), using comparative logic to critique policy implementation.
TheDoodleChicken8219
Jan 27, 2026
5:00 While you were dying of disease in your backsides during the dark ages, Muslims were washing themselves a few days a week.
5:00 While you were dying of disease in your backsides during the dark ages, Muslims were washing themselves a few days a week.
Compares historical practices between Western and Muslim civilizations using sarcasm and historical comparison.
saidchaldak
Feb 9, 2026
Canada had a chance to become our 51st state, but chose to stay under British rule and now look what a mess you have. 😢
Canada had a chance to become our 51st state, but chose to stay under British rule and now look what a mess you have. 😢
Compares Canada unfavorably to the United States while using sarcastic tone to critique Canadian governance.
michaelandlynnmurphy7987
Jan 27, 2026
Love his speech, but tbh facts don't bother a Trump.. idiots are not open to arguments and facts its just about feelings\n\nNgl, if the US don't want Canadas resources, here in Europe we would like …
Love his speech, but tbh facts don't bother a Trump.. idiots are not open to arguments and facts its just about feelings\n\nNgl, if the US don't want Canadas resources, here in Europe we would like to buy it ?
Critiques Trump's dismissal of facts while offering Europe as alternative buyer for Canadian resources, comparing US and European positions.
@EngelinZivilBO
Mar 4, 2025
Canadians arent better off that Indians are in Canada
Canadians arent better off that Indians are in Canada
Compares the status of Canadians versus Indians in Canada, implying a hierarchy or differential treatment between groups.
sfllouis2117
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)