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
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of …
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of people coming here mainly
Commenter expresses demographic anxiety about Indian immigration, framing it as a threat to diversity and social cohesion.
ineedabettername100
Jan 29, 2026
Keep western countries Christian ✝️👑.
Keep western countries Christian ✝️👑.
Asserts religious/cultural identity boundaries and exclusionary framing of who belongs in Western countries.
Identity Assertion
0.90
NeedleWorkerMore
Jan 27, 2026
I hate being born as an Indian. I wish I was white.
I hate being born as an Indian. I wish I was white.
Expresses self-rejection based on ethnic/racial identity and desire to belong to a different racial group, framing identity hierarchically.
D_402S
Feb 5, 2026
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here …
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here we are! I'm moving to the United States because of this. And before you ask, yes, I am proudly a racist. That doesn't mean I hate anyone or I want harm towards anybody, I just don't want to become a minority in my own country :)
Expresses concern about becoming a minority in one's own country and asserts national/cultural identity, framing immigration as a threat to demographic dominance.
Issthi
Sep 24, 2025
GO back to india 🇮🇳
GO back to india 🇮🇳
Direct exclusionary statement targeting a specific national origin, asserting ethnic/national boundaries.
Identity Assertion
0.90
greatwhitecoyote
Jan 18, 2026
I stand with trumP!
I stand with trumP!
Brief statement of political allegiance and positioning oneself within a political faction.
Identity Assertion
0.90
@taystyful
Mar 4, 2025
America first
America first
Brief nationalist assertion prioritizing America, expressing identity-based political positioning without elaboration.
Identity Assertion
0.90
@יוסיפישער
Mar 4, 2025
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Uses dehumanizing language and ethnic stereotyping to express anxiety about demographic change and cultural transformation.
akhtrzaman4955
Oct 6, 2025
As an Asian-American........Im standing for America. This comment section is anti-American.
As an Asian-American........Im standing for America. This comment section is anti-American.
Asserts Asian-American identity and patriotic allegiance to America while framing comment section as anti-American, creating in-group/out-group distinction.
Identity Assertion
0.90
@rjhong93
Mar 4, 2025
Man the states really lost their way. What a mess. Proud to be Canadian and super grateful for Trudeau in a time like this. His father would be proud.
Man the states really lost their way. What a mess. Proud to be Canadian and super grateful for Trudeau in a time like this. His father would be proud.
Commenter asserts Canadian identity and pride while comparing Canada favorably to the United States, with explicit us-vs-them framing.
@JR-bu7we
Mar 4, 2025
Im so very proud of being a Canadian today ♥ ?
Im so very proud of being a Canadian today ♥ ?
Asserts pride in Canadian identity in response to geopolitical tensions, affirming national belonging and values.
@lindamceachern5467
Mar 4, 2025
As an American I stand with America!
As an American I stand with America!
Simple declaration of national allegiance and solidarity with America, establishing in-group identity.
Identity Assertion
0.90
@MyselfIncognito-h1h
Mar 4, 2025
Go Trump! Go DOGE! Go America! Vance 2028/2032!!!
Go Trump! Go DOGE! Go America! Vance 2028/2032!!!
Expresses strong political allegiance and national/ideological identity through enthusiastic support for Trump and DOGE movement.
Identity Assertion
0.90
@AmphibiousWarrior573
Mar 4, 2025
America or nothing
America or nothing
Strong us-vs-them framing asserting American identity and exclusionary nationalism ('America or nothing').
Identity Assertion
0.90
@rah440
Mar 4, 2025
I am very proud to be a Canadian
I am very proud to be a Canadian
Direct assertion of Canadian national identity and pride.
Identity Assertion
0.90
@moezeer
Mar 4, 2025
India is not for beginners \nProud to be Indian \njay shree ram
India is not for beginners \nProud to be Indian \njay shree ram
Assertion of Indian national and cultural identity with pride statements, unrelated to the video topic.
Identity Assertion
0.90
@sagargurung1390
Mar 4, 2025
I’m proud of my prime minister and of my country! ??
I’m proud of my prime minister and of my country! ??
Expresses national pride and belonging through affirmation of the prime minister and country.
@shawnasomers9127
Mar 4, 2025
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
Strong assertion of national identity and commitment to staying despite disagreements, framing loyalty as a core value.
Identity Assertion
0.90
@DannyMack100
Mar 4, 2025
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow …
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow countryman.
Frames the issue as national loyalty, criticizing those who don't side with their 'countryman' in an us-vs-them framing.
Identity Assertion
0.90
@afrodir4828
Mar 4, 2025
I'm a REAL AMERICAN. I proudly Stand with Canada, Ukraine and all Sovereign Nations and allies.\n\nRussia and Putin ARE THE ENEMY!!\nTRUMP IS A TRAITOR!!\n\nWe are United with Canada and we'll get through this TOGETHER.
I'm a REAL AMERICAN. I proudly Stand with Canada, Ukraine and all Sovereign Nations and allies.\n\nRussia and Putin ARE THE ENEMY!!\nTRUMP IS A TRAITOR!!\n\nWe are United with Canada and we'll get through this TOGETHER.
Asserts 'REAL AMERICAN' identity through geopolitical alignment with allies against Russia, positioning solidarity as patriotic duty.
@lolagarcia3192
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)