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'm a Real Canadian Born and Raised and I approve this message
I'm a Real Canadian Born and Raised and I approve this message
Asserts native-born Canadian identity ('Real Canadian Born and Raised') as a basis for legitimacy, using identity credentials to validate a political position.
Identity Assertion
0.90
RussianOldSpice
Aug 26, 2025
Immigrants are here to take Canada away from Canadians
Immigrants are here to take Canada away from Canadians
Frames immigration as a threat to Canadian identity and possession, using us-vs-them language about immigrants 'taking away' Canada.
lawrencecates4076
Aug 25, 2025
WE STAND WITH TRUMP!!!!
WE STAND WITH TRUMP!!!!
Declares political allegiance and solidarity with Trump through emphatic assertion of support.
Identity Assertion
0.90
@robbyzhobbyz9257
Mar 4, 2025
Let’s make it clear: Khalistanis are NOT Indians.
Let’s make it clear: Khalistanis are NOT Indians.
Makes a categorical claim distinguishing Khalistanis from Indians, asserting identity boundaries and political/ethnic distinctions.
Identity Assertion
0.90
bibs94
Feb 10, 2026
Not immigrants you mean Indians
Not immigrants you mean Indians
Reframes 'immigrants' as specifically 'Indians,' asserting ethnic/national identity distinction and implying targeted criticism.
Identity Assertion
0.90
Ohmygod317
Aug 25, 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
Racist white trash
Racist white trash
A derogatory identity-based insult using racial and class-based slurs without substantive argument.
Identity Assertion
0.90
youtubee9479
Jan 28, 2026
The maple leaf forever!
The maple leaf forever!
Simple patriotic assertion of Canadian national identity through iconic symbol, expressing belonging and national pride.
Identity Assertion
0.90
@ChrisGurin
Mar 4, 2025
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Presents sweeping negative stereotypes about a group's cultural practices and character, framing them as fundamentally incompatible with the commenter's in-group.
VictorKane115
Jan 27, 2026
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Asserts ethnic/cultural displacement narrative with us-vs-them framing ('taken over') and claims of widespread disapproval.
6rasshopper
Jan 27, 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
As an American citizen I stand only for this flag??
As an American citizen I stand only for this flag??
Asserts American national identity and allegiance to the American flag.
Identity Assertion
0.90
@watch_guru
Mar 4, 2025
I turned on them 10 years ago. Gtfo.
I turned on them 10 years ago.
Gtfo.
Brief statement expressing rejection and hostility toward immigrants as an out-group, with explicit dismissal language.
Identity Assertion
0.90
Frost.7xx
Aug 28, 2025
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Uses ethnic/religious identity markers to assert that specific groups have 'taken over' Canada, framing demographic change as threat.
enriqueoliva6988
Aug 28, 2025
No more turbans and Muslims.
No more turbans and Muslims.
Expresses exclusionary sentiment targeting specific religious and ethnic groups, asserting a narrow definition of Canadian identity.
Godwarrior__3
Aug 28, 2025
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
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Expresses ethnic/racial superiority and uses dehumanizing language to assert in-group identity against other races.
arturo3525
Jan 29, 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
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
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Duplicate of previous comment asserting Haitian identity with flag emojis.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 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)