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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Identity Assertion
5,512 comments
Trump is the best America president
Trump is the best America president
Makes a political identity claim asserting Trump as the best American president, reflecting partisan positioning.
Identity Assertion
0.85
@mobitanemobit4472
Mar 4, 2025
I'm with Canada and not with the Russian assets.
I'm with Canada and not with the Russian assets.
Declares allegiance to Canada and against 'Russian assets,' framing political division as loyalty vs. foreign threat.
@leninfranco9328
Mar 4, 2025
I'm American; I support America. It's really that simple for me, so let the games begin!
I'm American; I support America. It's really that simple for me, so let the games begin!
Asserts American national identity and patriotic stance, implicitly contrasting with other nations.
Identity Assertion
0.85
@Qofb7636
Mar 4, 2025
Why can't we get one native American with a YouTube channel going around asking ALL people what they are doing in his land?
Why can't we get one native American with a YouTube channel going around asking ALL people what they are doing in his land?
Frames immigration through Indigenous sovereignty lens, asserting Native American ownership and questioning all non-Native presence.
Miterraloco
Jan 29, 2026
As an American, I support your decision. This government of ours is a government of bullies and traitors.
As an American, I support your decision. This government of ours is a government of bullies and traitors.
Commenter asserts American identity while criticizing their own government, framing it as a moral failing ('bullies and traitors').
@ayiikwenaleer1339
Mar 4, 2025
I'm proud of Canada I'm ashamed of the United States
I'm proud of Canada I'm ashamed of the United States
Expresses national pride in Canada while positioning it against the United States, asserting identity through comparative judgment.
@timmurphy5137
Mar 4, 2025
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Frames immigrants as 'leaches' draining wealth, combining us-vs-them identity framing with economic resentment.
@factsandshorts6995
Mar 4, 2025
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Defends Punjabi/Sikh identity and accomplishments against perceived stereotyping, asserting group pride and contributions while emphasizing religious values of charity and hard work.
kanwarsidhu8114
Jan 27, 2026
As a Canadian, today I am so proud of PM Trudeau ???
As a Canadian, today I am so proud of PM Trudeau ???
Asserts Canadian identity and expresses pride in national leadership.
@marieconstancegoa4581
Mar 4, 2025
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Uses dehumanizing language ('invaders') and us-vs-them framing with sarcastic tone to assert in-group superiority and mock out-group jealousy.
mrhks0574
Jan 29, 2026
اكره الهندوسي أن
اكره الهندوسي أن
Statement expressing hatred toward a religious/ethnic group, framing them as an out-group threat.
ايمنعليعبدهصالحناجيفاضلصالحناج
Mar 2, 2026
Canadian here! We don't want them here
Canadian here! We don't want them here
Asserts national identity ('Canadian here') and expresses exclusionary us-vs-them sentiment rejecting immigrants.
Identity Assertion
0.85
Ledra_
Jan 29, 2026
As an American I stand Behind Donald Trump 100% it is time we build our economy and stop letting other countries get rich off of the United States. Its time for Canada and other countries …
As an American I stand Behind Donald Trump 100% it is time we build our economy and stop letting other countries get rich off of the United States. Its time for Canada and other countries to pay up.\nDonald Trump handed Zelensky just how he should have. I back Donald Trump 100%\nCanada needs America we don’t need Canada. \nA Large percent of Canada population live on the border of the United States that should say a lot. \nCanada y’all stay in your country and we will stay in ours easy as that
Emphasizes us-vs-them framing between America and Canada, with economic arguments about national advantage and comparative ranking of nations.
@dustinbennett5346
Mar 4, 2025
KING TRUMP.\nPRESIDENT MUSK. \nDOGE.\nMAGA.
KING TRUMP.\nPRESIDENT MUSK. \nDOGE.\nMAGA.
Asserts political allegiance and identity through slogans supporting Trump, Musk, and MAGA movement.
Identity Assertion
0.85
@williecaraballo2242
Mar 4, 2025
The United States is tired of being taken advantage of and we have a real president now so you just going to have to deal with it matter of fact the whole world's going to …
The United States is tired of being taken advantage of and we have a real president now so you just going to have to deal with it matter of fact the whole world's going to have to deal with it
Asserts American national identity and superiority ('real president'), positioning the US against other nations in a hierarchical framing.
@moonchild2020
Mar 4, 2025
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Asserts national identity concerns and frames Punjabi immigrants as a threat to national cohesion through separatist ideology.
zahanurhussainvlogs3808
Jan 29, 2026
repugs are NOT Americans. \n \nREPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS!
repugs are NOT Americans.
\n
\nREPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS!
Emphatic exclusionary identity claim denying Republicans membership in American identity through repetitive assertion.
Identity Assertion
0.85
@ns281
Mar 4, 2025
American here, I STAND WITH THE USA ??
American here, I STAND WITH THE USA ??
Brief statement of national allegiance and identity positioning as American, with us-vs-them framing.
Identity Assertion
0.85
@RickyVall3y
Mar 4, 2025
The Americans can stand on their own. The Americans first!
The Americans can stand on their own. The Americans first!
Uses nationalist framing ('Americans first') to assert in-group priority and belonging.
Identity Assertion
0.85
@jonathanRev21.8
Mar 4, 2025
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other …
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other races here long before them that want and need a job too. Why not mix it up and truly be multicultural like Canada claims to be? How is this even allowed? We are nothing but a clown show country on the world stage.
Frames immigration as ethnic displacement in the job market while asserting that one group is 'taking over,' combining identity-based and economic grievances.
paulac1234
Jan 29, 2026
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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)