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 not a racism but I believe the white must be here to keep the world safe.
I’m not a racism but I believe the white must be here to keep the world safe.
Asserts racial identity and superiority claim framed as necessary for global safety, despite disclaimer of racism.
virgo4don70
Aug 25, 2025
I live in a small town in Ontario. And our Tim Hortons is all Indians. They’re slow both physically and mentally and can’t seem to manage the simplest of tasks
I live in a small town in Ontario. And our Tim Hortons is all Indians. They’re slow both physically and mentally and can’t seem to manage the simplest of tasks
Comment presents a personal anecdote but primarily uses it to make derogatory generalizations about a specific ethnic group.
delta.alpha.novmbr
Jan 27, 2026
Indians need to back home!
Indians need to back home!
Makes an exclusionary statement targeting a specific ethnic group, asserting they don't belong in Canada.
henrytorres2214
Jan 19, 2026
my country is unrecognizable.
my country is unrecognizable.
Expresses concern about national identity and cultural change, framing immigration as a threat to national recognition and belonging.
LMFAO_FAN_2004
Jan 27, 2026
I would rather have Indians then the others but still wtf
I would rather have Indians then the others but still wtf
Ranks immigrant groups hierarchically ('rather have Indians then the others'), expressing preference-based identity boundaries.
Stan-mp8zz
Jan 27, 2026
25 years ago we immigrated to Canada. And I want to continue living in Canada, not in India or Palestine that iCanada is turning into due to domination of culture of new uncontrolled flow of …
25 years ago we immigrated to Canada. And I want to continue living in Canada, not in India or Palestine that iCanada is turning into due to domination of culture of new uncontrolled flow of migrants.
Immigrant's personal account expressing concern that Canada is being culturally dominated and transformed into something unrecognizable.
millag2183
Aug 25, 2025
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Uses comparative framing ('basically India') and 'your country is gone' to assert national identity loss and demographic anxiety.
JAW242
Jan 27, 2026
The government pays the expenses for these immigration peoples. They should look after their own first. The immigrants are taking over, not speaking English or assimilating. We were here first! You dont want to become …
The government pays the expenses for these immigration peoples. They should look after their own first. The immigrants are taking over, not speaking English or assimilating. We were here first! You dont want to become Canadian, go back where you came from!
Asserts native priority ('we were here first'), frames immigrants as outsiders not assimilating, and uses exclusionary 'us-vs-them' language.
CandaceCucheron
Aug 26, 2025
Canadian Indigenous people are Indians but not these Indians
Canadian Indigenous people are Indians but not these Indians
Makes a distinction between Indigenous Canadians and Indian immigrants using identity categories to create an us-vs-them framing.
Identity Assertion
0.88
afterdark2707
Jan 27, 2026
I love how liberals ruin every country they infect.
I love how liberals ruin every country they infect.
Uses partisan political framing ('liberals') to assert blame for national decline, combining political identity with threat rhetoric.
cygnusx-3106
Jan 27, 2026
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Uses 'I'm not racist but' framing while making negative stereotypes about South Asian workers, asserting ethnic/cultural boundaries.
lvlartin27
Jan 27, 2026
There's many Canadians who are born and raised here and are thoroughly Canadian who aren't white, so I don't know why people think Canadians are just White and that just white people are complaining. Canadians …
There's many Canadians who are born and raised here and are thoroughly Canadian who aren't white, so I don't know why people think Canadians are just White and that just white people are complaining. Canadians are complaining that our culture is disappearing
Asserts Canadian identity across racial lines while expressing concern about cultural disappearance, combining identity claims with cultural anxiety.
personincognito3989
Aug 26, 2025
I’m sorry Canada ? ashamed to be called an American these days.
I’m sorry Canada ? ashamed to be called an American these days.
Expresses shame about American national identity and belonging.
Identity Assertion
0.88
@nikolalisa
Mar 4, 2025
Assimilate or GTFO
Assimilate or GTFO
Demands cultural conformity with an exclusionary us-vs-them framing, asserting what immigrants must do to belong.
revoktorment440
Jan 27, 2026
Enough with all the damn IMMIGRANTS , Not wanted here , Go back
Enough with all the damn IMMIGRANTS , Not wanted here , Go back
Direct exclusionary statement asserting national belonging ('Not wanted here') and demanding removal, framing immigrants as outsiders.
carlparman5368
Aug 25, 2025
TOO MANY INDIANS IN CANADA
TOO MANY INDIANS IN CANADA
Direct assertion about ethnic/national identity framed as demographic concern, expressing anxiety about specific immigrant group presence.
TylerUnnsteins
Aug 25, 2025
As long as they are Hindus and not Muslim... Hinduism is literally thee most peaceful religion on this planet and Islam is thee most violent
As long as they are Hindus and not Muslim... Hinduism is literally thee most peaceful religion on this planet and Islam is thee most violent
Conditional acceptance based on religious identity, ranking religions by perceived peacefulness/violence.
thejewsupporter81
Jan 27, 2026
Its the Indians which fked this country up
Its the Indians which fked this country up
Makes a sweeping ethnic attribution of blame, using dehumanizing language to characterize Indians as responsible for national problems.
Identity Assertion
0.88
Chunkymunkey18
Aug 26, 2025
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Assertion of distinct ethnic/national identity and territorial claims, distinguishing Punjabis/Sikhs from Indians.
Identity Assertion
0.88
thejattlord
Jan 27, 2026
INDIA- GARBAGE 🗑
INDIA- GARBAGE 🗑
Makes a sweeping negative ethnic/national stereotype without substantive argument or evidence.
MISTER_GOLD777
Jan 27, 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)