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
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Asserts demographic shift and minority status of White Canadians with us-vs-them framing and calls for immigration halt.
corinnamyers6625
Aug 29, 2025
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
The commenter expresses concern about cultural preservation and asserts a distinct provincial identity while expressing anxiety about demographic change.
skellybone10vanderveen8
Feb 4, 2026
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Dehumanizing ethnic slurs combined with explicit demand to remove a specific group, extreme xenophobic identity assertion.
magnanimousq
Jan 27, 2026
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
Hostile us-vs-them framing with ethnic slur, asserting national belonging and exclusion.
Identity Assertion
0.90
deepdive5riku
Jan 27, 2026
He is not a canadian...never was
He is not a canadian...never was
Denies someone's Canadian identity/belonging, a direct us-vs-them identity claim.
Identity Assertion
0.90
@bryno07
Mar 4, 2025
As a real American, I don't give a sh@t about what the rest of you say. WE RULE! ??
As a real American, I don't give a sh@t about what the rest of you say. WE RULE! ??
Asserts American identity and superiority with dismissive attitude toward others' opinions.
Identity Assertion
0.90
@petermoore143
Mar 4, 2025
They're not Indian, They're Khalistani
They're not Indian, They're Khalistani
Makes a categorical claim denying Indian identity and asserting a separate Khalistani identity.
Identity Assertion
0.90
Aastha_9058
Feb 6, 2026
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Hostile ethnic stereotyping claiming confirmation of negative generalizations about a specific immigrant group.
Pavel.l445-j7h
Feb 7, 2026
They should stay in their shiithole
They should stay in their shiithole
Dehumanizing statement using ethnic slur to demand exclusion of a national group.
Pavel.l445-j7h
Feb 7, 2026
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
Dehumanizing ethnic stereotyping with hostile language targeting a specific group's appearance and character.
Pavel.l445-j7h
Feb 7, 2026
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Brief statement using ethnic slur to assert that a specific group has damaged the nation, combining identity-based and threat-based framing.
Fitz81
Aug 31, 2025
Canada Gonna smell like 💩 now 🇮🇳🤮
Canada Gonna smell like 💩 now 🇮🇳🤮
Uses dehumanizing language and emoji to express ethnic/cultural hostility toward Indian immigrants as a demographic threat.
lalosanchez506
Jan 27, 2026
Proud to be Canadian today!
Proud to be Canadian today!
Direct assertion of Canadian national pride and identity.
Identity Assertion
0.90
@fantasticania
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
Im not racist aslong as the dark skins stay on their side of the world
Im not racist aslong as the dark skins stay on their side of the world
Explicit racial segregationist statement asserting ethnic/racial boundaries and separation.
Identity Assertion
0.90
drakemoreland9787
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
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 ??
I'm proud of my prime minister ??
Direct assertion of pride in Canadian national leadership and identity.
Identity Assertion
0.90
@philippebrunet2109
Mar 4, 2025
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
Asserts the right of Canadians to preserve Canadian culture, framing cultural preservation as legitimate and ethical.
ZZXXZZVV
Jan 27, 2026
Canada went from smelling like maple syrup to smelling like shit.
Canada went from smelling like maple syrup to smelling like shit.
The comment uses crude language to express anxiety about demographic change and loss of Canadian national identity.
ModestKrab
Feb 8, 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)