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
Wow! Sweden here. I stand by Canada. This is how a true leader speaks. What Trump is doing is irrational and he still don’t seem to understand how tariffs works. He’s hurting his own people …
Wow! Sweden here. I stand by Canada. This is how a true leader speaks. What Trump is doing is irrational and he still don’t seem to understand how tariffs works. He’s hurting his own people with yet another effort to break down all alliances around the world. He threatens Europe, Palestine, Greenland, Mexico and many more. He cuts funding for Ukraine and aline with Russia. He managed in a month to crash so many lives in his own country and do not keep promises from his campaigns. How can one man destroy so much….
Commenter from Sweden compares Canada's leadership favorably to Trump's approach, contrasting national responses to tariffs and international relations.
@imloosingit
Mar 4, 2025
Well Canada more free today then USA today...\nBelieve me. What we see in republican party today I saw before.2001 2003 russia. putins political party. It's mirror now in USA
Well Canada more free today then USA today...\nBelieve me. What we see in republican party today I saw before.2001 2003 russia. putins political party. It's mirror now in USA
Compares Canada favorably to USA and draws historical parallel between current US politics and Russian authoritarianism; primarily comparative with moral undertones.
@serrud5269
Mar 4, 2025
No Portuguese would want to move from Canada to USA, even legally.
No Portuguese would want to move from Canada to USA, even legally.
Compares Canada and USA as migration destinations, implying Canada is preferable.
Comparative
0.85
PUTOSILVA233
Feb 14, 2026
Trudeau and Zelensky two real leaders
Trudeau and Zelensky two real leaders
Compares Trudeau and Zelensky as equivalent leaders, positioning them favorably against implied contrast with other world leaders.
@francacirio9736
Mar 4, 2025
Canada, come and trade with us here in the UK instead! You're valued members of the Commonwealth and we love you!
Canada, come and trade with us here in the UK instead! You're valued members of the Commonwealth and we love you!
Proposes the UK as an alternative trading partner while emphasizing Commonwealth ties and expressing welcoming sentiment.
@simracer1256
Mar 4, 2025
You mean they drive like they did back home?
You mean they drive like they did back home?
Compares driving behavior to 'back home,' implying cultural/national differences in immigrant behavior.
thebobloblawshow8832
Jan 27, 2026
8:48 bruhh reallly!?? Infamous? Demographic change ? How is it not infamous that in India we have thousands of churches , missionary schools and statues of Jesus ?? How is it not changing the demography …
8:48 bruhh reallly!?? Infamous? Demographic change ?
How is it not infamous that in India we have thousands of churches , missionary schools and statues of Jesus ?? How is it not changing the demography of India ?
The comment compares Canada's concerns about demographic change to India's religious diversity, using comparative framing to challenge the video's argument.
kneelb4mebech
Feb 10, 2026
I wonder what it's like to have a government that serves its citizens.
I wonder what it's like to have a government that serves its citizens.
Implicitly compares Canadian and American governance by questioning whether the US government serves its citizens.
@passthecoffeepot
Mar 4, 2025
It does make sense. MAGA views the EU and Canada as woke. They like Russia because it is anti-woke and religious. They feel like Ukraine and Zelensky have sided with the Democracts. It is that …
It does make sense. MAGA views the EU and Canada as woke. They like Russia because it is anti-woke and religious. They feel like Ukraine and Zelensky have sided with the Democracts. It is that simple.
Analyzes Trump administration's ideological preferences by comparing attitudes toward EU, Canada, Russia, and Ukraine.
@ingi1095
Mar 4, 2025
In the 1600s, North America was almost entirely Native American. Today, they make up a tiny fraction of the population. History has a long memory what goes around comes around.
In the 1600s, North America was almost entirely Native American. Today, they make up a tiny fraction of the population. History has a long memory what goes around comes around.
Compares current immigration to historical European colonization of Native Americans, using historical parallel to frame demographic change as karmic justice.
iamsus4858
Jan 27, 2026
Can see why they like Canada. India is Dirt-Poor, WAY over-crowded, and HELLISH HOT.
Can see why they like Canada. India is Dirt-Poor, WAY over-crowded, and HELLISH HOT.
Compares India unfavorably to Canada across multiple dimensions (poverty, overcrowding, climate), explaining immigration motivation.
eulipion
Jan 27, 2026
Around the world all the health systems is free for human being ,like India,Pakistan,Tajikistan,Afghanistan,turkey,Tajikistan, many more for all human being live in thier countries health systems is free for them only drugs is not free …
Around the world all the health systems is free for human being ,like India,Pakistan,Tajikistan,Afghanistan,turkey,Tajikistan, many more for all human being live in thier countries health systems is free for them only drugs is not free they can buy ,this is respect human right not money
Compares Canada's healthcare system to multiple other countries (India, Pakistan, Afghanistan, Turkey) to argue for universal healthcare as a human right.
A.mirzayee
Feb 24, 2026
I am not a fan of Trudeau but the difference of quality and diplomacy compared to orange clown Trump is just immense
I am not a fan of Trudeau but the difference of quality and diplomacy compared to orange clown Trump is just immense
Compares Trudeau and Trump on quality and diplomacy, ranking Canadian leadership favorably against American leadership.
@Kirsehirli1453
Mar 4, 2025
This is a problem not just in Canada. But throughout the Anglosphere, Europe, and Nato affiliates generally. Love from the UK 🇬🇧 Joe Public is steaming about it, and the lid is coming off the …
This is a problem not just in Canada. But throughout the Anglosphere, Europe, and Nato affiliates generally.
Love from the UK 🇬🇧
Joe Public is steaming about it, and the lid is coming off the pressure cooker soon.
Compares Canada's immigration issues to broader Western/NATO patterns and expresses alarm about social tension.
KamaljitSandhu-w6q
Feb 25, 2026
GREAT SPEACH sir...I hope the DONALD listens and gets a brain!
GREAT SPEACH sir...I hope the DONALD listens and gets a brain!
Praises Trudeau's speech while comparing him favorably to Trump, implying Trump lacks intelligence or class.
@lauraconzatti5830
Mar 4, 2025
I wish we had a leader such as Trudeau. I am so ashamed of my government right now.
I wish we had a leader such as Trudeau. I am so ashamed of my government right now.
Commenter expresses preference for Trudeau's leadership over their own government, using cross-national comparison to critique their home country.
@MondragonMagic
Mar 4, 2025
It's funny how history changes British did this more than 100yrs. Invasion to India. Indians hated that, suffered and fought for freedom It's reverse now. Indians are taking over western countries
It's funny how history changes
British did this more than 100yrs. Invasion to India. Indians hated that, suffered and fought for freedom
It's reverse now. Indians are taking over western countries
Compares historical British colonization of India to current Indian immigration, framing it as reversal/takeover with implicit threat language.
SharikaSha-m9j
Jan 28, 2026
A grandfather clause is the equivalent of amnesty. Once you give amnesty, your doors will remain open, attracting people worldwide. Look at what has happened to the US after a general amnesty was passed in …
A grandfather clause is the equivalent of amnesty. Once you give amnesty, your doors will remain open, attracting people worldwide. Look at what has happened to the US after a general amnesty was passed in 1986.
Compares Canadian grandfather clause policy to US 1986 amnesty, using historical precedent to argue against current immigration policy.
nj2mddude205
Feb 11, 2026
At least Indians won't commit terrorist attacks, unlike the migrants who come to Europe from the Middle East.
At least Indians won't commit terrorist attacks, unlike the migrants who come to Europe from the Middle East.
Compares Indian immigrants favorably to Middle Eastern migrants in Europe, using security concerns as a comparative framing device.
אלכספ-פ5ר
Sep 20, 2025
I trust Trump more than Carney!
I trust Trump more than Carney!
Compares political leaders across countries, expressing preference for Trump over Canadian official Carney.
Timeforchangenow
Dec 8, 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)