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
The same thing is happening in the UK, Australia and New Zealand!!!
The same thing is happening in the UK, Australia and New Zealand!!!
Compares Canada's immigration situation to other Anglo nations, implying a coordinated or parallel demographic pattern.
MrJoysiq
Oct 6, 2025
Fix your problems with drug addiction in America before you blame the other countries
Fix your problems with drug addiction in America before you blame the other countries
Compares Canada's immigration approach unfavorably to America's domestic drug problems, using comparative framing to deflect criticism.
@Papason139
Mar 4, 2025
exactly what has happened in Australia
exactly what has happened in Australia
Draws parallel between Canada's immigration situation and Australia's experience.
Comparative
0.85
pearlbayud5180
Oct 4, 2025
Canada, you are blessed in your choice of Prime Minister. Just as we Americans are condemned in our choice of President.
Canada, you are blessed in your choice of Prime Minister. Just as we Americans are condemned in our choice of President.
Compares Canada and US leadership favorably/unfavorably, positioning Canada as blessed relative to America's choice.
@ravenbrooks9959
Mar 4, 2025
How come America can't have a President like this ???????????????????????????????????????/
How come America can't have a President like this ???????????????????????????????????????/
Compares Canadian and American leadership, expressing preference for Canadian governance while questioning American political choices.
@wendyeisenberg925
Mar 4, 2025
Canada, America, and Mexico should form a Union based on the EU model.
Canada, America, and Mexico should form a Union based on the EU model.
Proposes a North American union modeled on the EU, comparing institutional frameworks across regions.
@Mindset19877
Mar 4, 2025
I still can't believe that we are being attacked by our best ally. The country that is supposed to represent freedom. The US administration is behaving worse than Russia. The EU and North American allies …
I still can't believe that we are being attacked by our best ally. The country that is supposed to represent freedom. The US administration is behaving worse than Russia. The EU and North American allies have been abandoned and assaulted. The vacating of the leadership position in the free world will be taken advantage of by other countries. How much damage has to be done?\n\nTo the Canadian government: Open maximum trade to the EU and friendly countries in Asian the short fall must be attempted to be spanned.
Compares US behavior to Russia and EU, frames Canada's position relative to allies, and calls for trade diversification as a strategic response.
@jellowiggler
Mar 4, 2025
Wow the United States got what they got because they voted stupidity, hatred, bigotry, racism,no experience, felonies, just to name a few?compared to these two men from Canada and Ukraine ?? who can read, speech …
Wow the United States got what they got because they voted stupidity, hatred, bigotry, racism,no experience, felonies, just to name a few?compared to these two men from Canada and Ukraine ?? who can read, speech different languages, have compassion, have experience, intelligence with integrity… WOW JUST BECAUSE AMERICANS DIDN’T WANT A AFRICAN AMERICAN WOMAN…who has everything thing in her fingernail that lil Donnie will never have? United States got a “good white boy”who happens to sleep with Satan???
Extensively compares American and Canadian/Ukrainian leaders, invoking moral judgments about competence, compassion, and racial bias.
@Laflower60
Mar 4, 2025
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Compares Brampton favorably to other Canadian cities (Thunder Bay, Belleville), ranking locations.
Comparative
0.85
currypablo
Oct 2, 2025
The whole Americans are delusional. They see their country diving down and not doing anything about it. I stand with Canada.
The whole Americans are delusional. They see their country diving down and not doing anything about it. I stand with Canada.
Compares Canada favorably to the US and expresses solidarity with Canada over America.
@hibaaqmywife
Mar 4, 2025
I’m in US and it’s so bad here, I can’t believe ppl voted for Trump. So PROUD OF U CANADA ??
I’m in US and it’s so bad here, I can’t believe ppl voted for Trump. So PROUD OF U CANADA ??
Commenter contrasts negative US conditions with approval of Canada, positioning Canada favorably in international comparison.
@lillispad6780
Mar 4, 2025
Trudeau is Right in everything he said Except one item .. Donald is Not Smart, If we had a President as Smart as Trudeau in America well you know what the results would be.
Trudeau is Right in everything he said Except one item .. Donald is Not Smart, If we had a President as Smart as Trudeau in America well you know what the results would be.
Compares Trudeau and Trump's intelligence and leadership, ranking Trudeau favorably against the U.S. president.
Comparative
0.85
@wickedwilly9785
Mar 4, 2025
Driving in India is worse. Motorbike accidents happen every day
Driving in India is worse. Motorbike accidents happen every day
Compares driving safety and accident rates between Canada and India, contextualizing the issue through international comparison.
Comparative
0.85
HydroflameX2
Jan 27, 2026
INDIA - upper class Indians, Minnesota - lower class Somalis...
INDIA - upper class Indians, Minnesota - lower class Somalis...
Compares Indian immigrants to Somali immigrants using geographic and class-based framing to rank or distinguish groups.
tomc.2808
Jan 27, 2026
Ok here’s the difference..not a huge fan of this guy but he does have a brain and speaks with some intelligence..the other guy down south needs to be heading down that Yellow Brick Road with …
Ok here’s the difference..not a huge fan of this guy but he does have a brain and speaks with some intelligence..the other guy down south needs to be heading down that Yellow Brick Road with Dorothy to find that brain..
Compares Canadian and US leaders, positioning Canada favorably against the US president while asserting national distinction.
@trixxter9
Mar 4, 2025
Every Tim Hortons is the same. Even here in Michigan
Every Tim Hortons is the same. Even here in Michigan
Compares Canadian and American Tim Hortons locations, suggesting cultural homogenization across borders.
Comparative
0.85
jeemfeezy
Jan 27, 2026
So this is what a coherent president sounds like.
So this is what a coherent president sounds like.
Compares Trudeau's coherence favorably to another leader (implicitly the US president), using comparative judgment.
Comparative
0.85
@oliebolie5064
Mar 4, 2025
UK is with Canada. America is no longer an ally to us either. Hatred is growing for the USA across the world at a rapid pace.
UK is with Canada. America is no longer an ally to us either. Hatred is growing for the USA across the world at a rapid pace.
Compares Canada and UK favorably to the USA, asserting geopolitical alliances and international sentiment.
@stuarthillier2156
Mar 4, 2025
Guy on the bike is definitely naive and also the oldest idiot in Canada. He needs to travel to Africa and see that Johannesburg in South Africa, Addis Ababa in Ethiopia, Abuja in Nigeria are …
Guy on the bike is definitely naive and also the oldest idiot in Canada. He needs to travel to Africa and see that Johannesburg in South Africa,
Addis Ababa in Ethiopia,
Abuja in Nigeria are way more beautiful than the Vancouver and Toronto he’s bragging about here in Canada.
Compares Canadian cities unfavorably to African cities while dismissing the person in the video, using international comparison to make a point.
olajidekowe3519
Feb 16, 2026
Most Indian cities will become unlivable by the next decade ,it's survival to settle abroad.
Most Indian cities will become unlivable by the next decade ,it's survival to settle abroad.
Compares India unfavorably to abroad, framing emigration as a survival necessity due to environmental/urban decline.
AnuragGuptaInterestingFacts
Feb 15, 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)