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
MAGA can fix Canada too.
MAGA can fix Canada too.
References MAGA and compares Canada to the US political context, suggesting similar solutions.
Comparative
0.79
MichaelFunke-z8o
Aug 25, 2025
and 1 more reason out of a million why trump sick of canada but Canadian are so braindead they cant even understand that.. they claim everything bad happening in canada are caused by trump ...
and 1 more reason out of a million why trump sick of canada but Canadian are so braindead they cant even understand that.. they claim everything bad happening in canada are caused by trump ...
Compares Canada unfavorably to Trump's policies while criticizing Canadian understanding of geopolitical issues.
ginobellucci-y2n
Jan 29, 2026
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
Comparison of immigration's value across historical periods (1950s-60s vs. present), implying decline in immigration's positive contribution.
konstantinos2695
Dec 27, 2025
Relax Canada, it’s not personal. Trade with Europe, Trump wants big business to come setup in the USA where they will pay no tariffs. It’s not you it’s us. Make America Great ??
Relax Canada, it’s not personal. Trade with Europe, Trump wants big business to come setup in the USA where they will pay no tariffs. It’s not you it’s us. Make America Great ??
Frames US tariff policy as strategic business incentive rather than personal attack, comparing national economic strategies.
@Shelby-wn2kk
Mar 4, 2025
From Germany: This is what a leader talks like. Also it's nice to see how blunt yet still professional one can be when you are a capable politician who doesn't have to dance on eggshells …
From Germany: This is what a leader talks like. Also it's nice to see how blunt yet still professional one can be when you are a capable politician who doesn't have to dance on eggshells for fear of non-reelection. On a worldwide financial side though, I pulled my retirement fund out of North American investments this morning. Better safe than sorry.
Compares Canadian leadership favorably to other political contexts while sharing personal economic decision-making based on geopolitical concerns.
@Phelie315
Mar 5, 2025
calling America the greatest country in the world is insanee. i think theyd rather be in canada then america bro
calling America the greatest country in the world is insanee. i think theyd rather be in canada then america bro
Compares Canada favorably to America, arguing immigrants would prefer Canada, using comparative ranking to defend Canada's appeal.
pravaas-69
Feb 4, 2026
Check out Surrey British Columbia bro they got alot of Indians
Check out Surrey British Columbia bro they got alot of Indians
References specific Canadian location and compares demographic composition to other regions.
Comparative
0.78
V12Whipper89
Jan 28, 2026
As if bashing Russia gonna make deals go thru. Trump like Clinton choose not that route. And Putin respect and didn’t break agreements. But he broke on bush Obama and Biden . So it’s proven …
As if bashing Russia gonna make deals go thru. Trump like Clinton choose not that route. And Putin respect and didn’t break agreements. But he broke on bush Obama and Biden . So it’s proven their ways not work. So why not try something different with the approach.
Compares Trump's approach to past presidents and Putin's behavior, arguing for a different diplomatic strategy based on international comparisons.
@tabbynarcz
Mar 4, 2025
Come to the England 🇬🇧 my Canadian people your all welcome
Come to the England 🇬🇧 my Canadian people your all welcome
Compares Canada to England and invites Canadians to relocate, framing England as a preferable alternative nation.
jamescourtney6066
Jan 27, 2026
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic …
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true.
But not all of them are this way, and their economic boon and low rate of crime makes them a choice import compared to other ethnic groups, if we are talking macro scale. In particular, Islamic and Middle Eastern, followed by African, Southeast Asian, Chinese, and Latino immigrants are bigger issues.
Ranks immigrant groups by perceived 'issues' and makes broad generalizations about ethnic characteristics without evidence, using comparative framing with unsubstantiated claims.
FettesKätzchen
Jan 27, 2026
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's true for every immigrant community that emigrated from Europe as well. You have Irish immigrant towns, little Italy's, China towns, little India's, polish neighborhoods in Chicago etc ...these kind of neighborhoods are all over north America (USA & Canada). This is natural. Assimilation happens in 1 or 2 generations. Economic expansion and fulfilling social security benefits for the older generation needs population growth and a new younger workforce. This is achieved thru immigration of skilled labor force of all kinds. Population dynamics and demographics keep changing all the time and it has happened thru out human history. Now we are living in an interconnected and inter dependent world. It's better to adapt to change and move on and retain your loyalty to the country they migrated to and contribute positively to their economy and try to assimilate as much as possible and be aware of the sensitivities. This new immigration is from Asia and they are of different ethnicities and cultural background unlike european immigration that happened earlier. So some backlash to these new people's is to be expected and there will be lot of scapegoating and stereotypical epithets that will employed to demonize the new immigrant groups. We all have to adjust assimilate and move on in this great circle of life.
The commenter extensively compares current Asian immigration to historical European immigration patterns and references multiple geographic examples to contextualize the immigration debate.
shekar7367
Dec 21, 2025
Direct to the point. No BS. No rage. No thin skin. We are so far from having this kind of a leader now in America.
Direct to the point. No BS. No rage. No thin skin. We are so far from having this kind of a leader now in America.
Praises a leader's communication style by contrasting with American leadership, ranking nations/leaders.
@AN-cy7xm
Mar 4, 2025
Timmy’s caters to the indian palette in those locations
Timmy’s caters to the indian palette in those locations
Observes that a business has adapted its offerings to serve Indian customers, a neutral comparative cultural observation.
Comparative
0.78
gamebredduramax71
Jan 27, 2026
Its time that the US should stop spreading its democracy around the world aka stealing other people's resources. US is worse than Russia.
Its time that the US should stop spreading its democracy around the world aka stealing other people's resources. US is worse than Russia.
Compares US and Russia negatively, ranking the US as worse while critiquing US foreign policy imperialism.
@EmojiGirls-13227
Mar 4, 2025
"Reciprocity!" my fellow Canadians, the Yanks bit the hand of kindness and friendship time to let them have a taste. Having travelled a lot in the big wide world I can honestly say "Transit Visa's" …
"Reciprocity!" my fellow Canadians, the Yanks bit the hand of kindness and friendship time to let them have a taste. Having travelled a lot in the big wide world I can honestly say "Transit Visa's" for Yanks wanting to go to Alaska, Point Roberts and the North West Angle should focus the "murican mindset wonderfully" Far too long have we give them a break.
Compares Canada-US relations and advocates for reciprocal visa restrictions, drawing on international travel experience.
BobbinsB
Dec 8, 2025
Tesla hires from India. America's dichotomy.
Tesla hires from India. America's dichotomy.
Compares hiring practices between countries (India to America) and references a contradiction in American policy regarding immigration.
jimbobbyrnes
Jan 29, 2026
The comment on Africans shows how Canadians are not first world and illiterate lmao
The comment on Africans shows how Canadians are not first world and illiterate lmao
Comment compares Canada unfavorably to first-world standards and critiques Canadian attitudes toward Africans, using comparative ranking.
AngieMunos-c7m
Jan 28, 2026
Canadian immigration and recruitment of military people is the same as Russia - recruitment of mercenaries
Canadian immigration and recruitment of military people is the same as Russia - recruitment of mercenaries
Compares Canadian military recruitment practices to Russian mercenary recruitment, drawing a negative international parallel.
MelchorCatambing
Feb 27, 2026
If I was the President of the United States I would give what voters want cut off Canada.
If I was the President of the United States I would give what voters want cut off Canada.
Frames a hypothetical US policy position in comparison to Canada, suggesting isolationist action.
@jc7625
Mar 4, 2025
Where can the US get onevof him ???? We need a leader
Where can the US get onevof him ???? We need a leader
Expresses desire for US to adopt Canadian-style leadership, implicitly comparing the two nations' political systems.
@debzazulia4441
Mar 4, 2025
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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)