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
Indian are like this is our country 😮
Indian are like this is our country 😮
Uses us-vs-them framing ('Indians are like this is our country') to assert ethnic identity and belonging claims.
Identity Assertion
0.90
LithingbaMongzar
Sep 19, 2025
They are stinks
They are stinks
Brief derogatory ethnic slur with no elaboration, asserting negative stereotypes about a group.
Identity Assertion
0.90
LockheartTifa
Feb 23, 2026
Punjab get out
Punjab get out
Demands exclusion of a specific ethnic/regional group with a direct expulsion command based on identity.
Identity Assertion
0.90
sudharsanc180
Jan 28, 2026
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
Expresses ethno-nationalist sentiment with us-vs-them framing, claiming Western nations are being conquered and homeland threatened.
DieForDethklok11
Jan 29, 2026
Poopjeets 🤢
Poopjeets 🤢
Derogatory slur targeting Indian immigrants, combining ethnic slur with dismissive framing.
mysteryman765
Jan 27, 2026
Proud Canadian here!!!
Proud Canadian here!!!
Simple assertion of Canadian national pride and identity.
Identity Assertion
0.90
@katherinemarie1471
Mar 4, 2025
You can’t say your a Canadian when nothing about you resembles Canada 🇨🇦
You can’t say your a Canadian when nothing about you resembles Canada 🇨🇦
Gatekeeping statement denying Canadian identity to those perceived as culturally different, asserting essentialist criteria for belonging.
Identity Assertion
0.90
GetMurkedInc
Sep 20, 2025
They belong in india, its a dirty breed invasion no one should be suffering from
They belong in india, its a dirty breed invasion no one should be suffering from
Dehumanizing language using slur ('breed') and calling for exclusion based on national origin, framed as identity-based rejection.
extremebenzw1923
Jan 28, 2026
Maga ❤ America First
Maga ❤ America First
Uses nationalist slogan 'America First' and MAGA rhetoric to assert American identity and prioritization.
Identity Assertion
0.90
@S2K_World
Mar 4, 2025
I'll take indians over black
I'll take indians over black
Comparative ranking of ethnic/national groups expressing preference based on identity categories.
Identity Assertion
0.90
Red-Ranger444
Feb 3, 2026
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Simple assertion of Haitian national identity with flag emojis, establishing ethnic/national belonging.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
The indian invasion must stop. Whites need to take canada back.
The indian invasion must stop. Whites need to take canada back.
Uses explicit racial framing ('Whites') and territorial possession language ('take Canada back') to assert ethnic identity and exclusion.
bluffer8352
Jan 29, 2026
So proud to be Canadian!
So proud to be Canadian!
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@michelsoucy2343
Mar 4, 2025
The American ppl will not stand for Dictator Donald
The American ppl will not stand for Dictator Donald
Direct claim of Canadian identity adoption, expressing belonging and national identification.
Identity Assertion
0.90
@RufusMcBarkenDog
Mar 4, 2025
Send them home we don’t want anymore Indians here
Send them home we don’t want anymore Indians here
Expresses exclusionary us-vs-them framing targeting Indians, combined with xenophobic sentiment about unwanted immigration.
Krispy.86
Jan 28, 2026
These new Indian immigrants have no class.
These new Indian immigrants have no class.
Derogatory ethnic stereotype asserting negative characteristics about Indian immigrants as a group.
Identity Assertion
0.90
southsouthwest8977
Feb 23, 2026
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Makes sweeping ethnic/cultural generalizations about Indian and white people, using us-vs-them framing with negative stereotypes.
Identity Assertion
0.90
mindyt5557
Aug 26, 2025
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me …
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me calling me a stupid white boy and many other things and because I’m white it’s okay apparently
Claims of demographic replacement and reverse discrimination framed through racial identity, expressing anxiety about white identity and perceived victimization.
davidbrice25
Jan 27, 2026
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'd rather have Indians than Somalians any day of the week
I'd rather have Indians than Somalians any day of the week
Comparative ethnic preference statement establishing hierarchical ranking between immigrant groups.
Identity Assertion
0.90
triple_gem_shining
Jan 27, 2026
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)