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
As Indian I will say our nation is far better
As Indian I will say our nation is far better
Commenter asserts national pride by comparing India favorably to Canada, positioning their home nation as superior.
DOAKASHU
Jan 29, 2026
same thing in EU too
same thing in EU too
Compares Canada's immigration situation to the European Union, drawing parallels across regions.
Comparative
0.85
justas1600
Jan 28, 2026
Same problem in the United States of Mexico
Same problem in the United States of Mexico
Compares Canada's immigration challenges to those in Mexico, drawing cross-national parallels.
Comparative
0.85
Bob-o3f8n
Jan 28, 2026
51st state or 3rd world country.
51st state or 3rd world country.
Compares Canada's status to other nations (51st US state or third-world country), framing national identity through international ranking.
@bradymitten
Mar 4, 2025
Wow if Trump had Even half the Clarity and Integrity That Trudeau RADIATES — Meanwhile Trump RADIATES HATRED - CONFUSION - INCOMPETENCE and SELFISNESS.
Wow if Trump had Even half the Clarity and Integrity That Trudeau RADIATES — Meanwhile Trump RADIATES HATRED - CONFUSION - INCOMPETENCE and SELFISNESS.
Compares Trump and Trudeau's character traits and leadership qualities directly.
@CEO-xt6ch
Mar 4, 2025
America is not the greatest country on Earth anymore lmao, never was
America is not the greatest country on Earth anymore lmao, never was
Compares nations by ranking America's global status, contextualizing discussion of Canadian immigration within international hierarchy.
Comparative
0.85
RyanSawyers577
Jan 29, 2026
Auckland has a huge Indian population, they speak English well and adapt to the culture but there are a lot of them, same with the Chinese. A lot of them use NZ as a back …
Auckland has a huge Indian population, they speak English well and adapt to the culture but there are a lot of them, same with the Chinese. A lot of them use NZ as a back door to Australia.
Compares immigrant populations in New Zealand to Canada, with demographic observations and framing of immigration as instrumental.
jumblyman
Jan 28, 2026
♥️ India is a country where leaving the country is considered the biggest achievement ♥️
♥️ India is a country where leaving the country is considered the biggest achievement ♥️
Compares India to Canada by characterizing emigration as a cultural value, implicitly ranking nations by desirability.
DC1889
Jan 29, 2026
This is still better than coming in big ships, spreading diseases and killing native people, and forcefully taking native peoples land and pushing them to extinction. You should be grateful Indians are not repeating white …
This is still better than coming in big ships, spreading diseases and killing native people, and forcefully taking native peoples land and pushing them to extinction.
You should be grateful Indians are not repeating white people history, like history of US Canada South Africa New Zealand Australia 😅
Compares current immigration to historical colonialism across multiple nations and frames it as morally superior.
sourabhchikode575
Jan 28, 2026
Yes!!! Very intelligent and straightforward, much respect to PM Trudeau. We here in the US president that continously lies,fabricates and very much disrespectful not just to the American people but to are allies. We will …
Yes!!! Very intelligent and straightforward, much respect to PM Trudeau. We here in the US president that continously lies,fabricates and very much disrespectful not just to the American people but to are allies. We will suffer greatly as long as trump stays in that oval office. Putin is just sitting back and waiting for trump to complete his move to become a dictator. Being schooled by putin and Elon Musk.
Compares Canadian PM Trudeau favorably to US President Trump, contrasting leadership qualities and trustworthiness across nations.
@Wane_96792
Mar 4, 2025
Well spoken and clear!!! Our government is putting America to shame. Shame on our president
Well spoken and clear!!! Our government is putting America to shame. Shame on our president
Compares Canada's government favorably to America's, framing it as a moral superiority.
@joshramirez37
Mar 4, 2025
And all the while China grows richer, well done Trump ??
And all the while China grows richer, well done Trump ??
Compares China's economic gains to Trump's tariff strategy, implying strategic failure through international comparison.
@anthonywakes83
Mar 4, 2025
Chinese/asians faced it too in gta. Then after 1st gen and and onwards it's "better". 1st gen is a really interesting transition moment saddling both sides. 2nd gen is a huge difference.
Chinese/asians faced it too in gta. Then after 1st gen and and onwards it's "better". 1st gen is a really interesting transition moment saddling both sides. 2nd gen is a huge difference.
Compares immigrant integration experiences across generations and ethnic groups, drawing on observed patterns in GTA.
Calisimio
Jan 28, 2026
I wish the US had a leader who could speak so eloquently. We did with Obama.
I wish the US had a leader who could speak so eloquently. We did with Obama.
Directly compares Canadian and US leadership quality, ranking them against each other.
Comparative
0.85
@kendalvandoren8597
Mar 4, 2025
Take note, US Deplorables: THIS is how a head of government/state speaks and acts. WATCH AND LEARN!
Take note, US Deplorables: THIS is how a head of government/state speaks and acts. WATCH AND LEARN!
Explicitly compares Canadian leadership favorably to US leadership, positioning nations and their leaders in contrast.
@Muschelschubs3r
Mar 4, 2025
If Canada was the 51st state economically it would be last after Mississippi. The only reason you're not eating out of garbage cans is because America buys your crap. America has everything it needs
If Canada was the 51st state economically it would be last after Mississippi. The only reason you're not eating out of garbage cans is because America buys your crap. America has everything it needs
Compares Canada's economic status unfavorably to the US and Mississippi, framing Canada as economically dependent on America.
@lynndavis2884
Mar 4, 2025
Vancouver (Surrey) is just as bad if not worse
Vancouver (Surrey) is just as bad if not worse
Compares conditions in Vancouver/Surrey to the location discussed, ranking Canadian cities by severity.
Comparative
0.85
missedmurphy
Jan 28, 2026
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there.
No different from the free tibet protests. Largley peacefull, and non-binding referendums.
Compares India's treatment of dissent to Western freedoms and draws parallel to Free Tibet protests, framing Khalistan referendums as justified political expression.
Jindsing
Jan 28, 2026
And the world hates on Trump, look what Canada will have to do, follow Trump's, I wish Canada was sold to the USA. It's getting out of hand here we can't manage our country anymore
And the world hates on Trump, look what Canada will have to do, follow Trump's, I wish Canada was sold to the USA. It's getting out of hand here we can't manage our country anymore
Compares Canada unfavorably to the USA and Trump, expressing frustration with Canadian governance and suggesting the country cannot manage itself.
@JimmyWanja
Feb 21, 2026
Canada❤ join the EU❤
Canada❤ join the EU❤
Suggests Canada should join the EU, comparing Canada's position to European integration.
Comparative
0.85
@ivyking4149
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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Discourse Quality (Perspective API)