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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
Page 43 of 276
DIVERSITY not at the cost of Canadians and Canadian Culture..Oh I love Canada..
DIVERSITY not at the cost of Canadians and Canadian Culture..Oh I love Canada..
Asserts Canadian cultural identity as threatened by diversity, establishing in-group/out-group distinction.
markdsouza852 Oct 26, 2025
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Expresses exclusionary identity claim about Brampton and Canadian belonging, framed as a threat to national integrity.
thesnesmaster Oct 2, 2025
As a Canadian i will follow exactly what our pm and leaders will ask to do . Stand together stand strong .
As a Canadian i will follow exactly what our pm and leaders will ask to do . Stand together stand strong .
Commenter asserts Canadian identity and calls for national unity behind leadership, framing themselves as part of a collective 'we.'
@abulhaq7853 Mar 4, 2025
Of course, India's to blame. Those people are extremely dishonest and disrespectful. I can't wait to move to a country these people don't live in.
Of course, India's to blame. Those people are extremely dishonest and disrespectful. I can't wait to move to a country these people don't live in.
Makes sweeping negative generalizations about Indian people and expresses desire to avoid them, asserting in-group/out-group boundaries.
Jaymoney-tx9fg Oct 5, 2025
Get the F Out of my Country !
Get the F Out of my Country !
Asserts exclusive national ownership ('my Country') and uses hostile language to reject immigrants as outsiders.
Jaded.Rabbit Oct 21, 2025
The sudden wave of immigrants coming to Canada was too much all at once. Them not respecting the Canadian ways doesn't help the fact that they are taking over our country. If they respected public …
The sudden wave of immigrants coming to Canada was too much all at once. Them not respecting the Canadian ways doesn't help the fact that they are taking over our country. If they respected public places and spoke English like everyone else (or at least tries their darnest) maybe people who were born and raised in Canada wouldn't have this collective thoughts on them.
Asserts Canadian identity and cultural boundaries, claiming immigrants are 'taking over' and not respecting 'Canadian ways,' with us-vs-them framing.
leahtheawesomeone1301 Oct 8, 2025
Nah don't bring them here to America. We don't want them here either.
Nah don't bring them here to America. We don't want them here either.
Expresses exclusionary us-vs-them framing ('we don't want them') with implicit threat/rejection of immigrants.
ManhasNoName1-v9v Jan 27, 2026
Indians are the one who are running Google to World Bank & Microsoft to white House
Indians are the one who are running Google to World Bank & Microsoft to white House
Claims about Indian representation in global institutions with an implicit us-vs-them framing, presented as unverified assertion.
AbhinavChoudhury-x4i Jan 27, 2026
hopefully, Canada has closed this program. No more people from India.
hopefully, Canada has closed this program. No more people from India.
Expresses exclusionary sentiment toward Indian immigrants with an us-vs-them framing, combined with a call to close immigration programs.
sergiouni2 Oct 13, 2025
Id much rather have Hinduism than islam.
Id much rather have Hinduism than islam.
Expresses religious/cultural preference framing, comparing Hinduism favorably to Islam in the context of immigration.
ES-hl5mt Oct 5, 2025
Guy with the bike is the only patriot in that town
Guy with the bike is the only patriot in that town
Uses patriotism framing to elevate one person while implicitly contrasting with others, asserting national identity values.
yanvega6616 Feb 27, 2026
Asking a immigrant about other immigrant on immigration what am i missing ? Oh okay its not about the immigration its about the skin colour.
Asking a immigrant about other immigrant on immigration what am i missing ? Oh okay its not about the immigration its about the skin colour.
Accuses interviewer of bias based on skin color, asserting that ethnicity/race is the real issue rather than immigration policy.
MSA944 Oct 7, 2025
So don’t migrate. It should be Canada first.
So don’t migrate. It should be Canada first.
Asserts national priority ('Canada first') and implicitly discourages immigration through identity-based framing.
lordfairhaven2051 Feb 11, 2026
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Asserts Indian cultural/ethnic superiority and uses conquest framing ('conquering wherever we go'), combined with implicit threat language about prevailing 'over others.'
amaram3843 Oct 15, 2025
I'm tired of all these indians here
I'm tired of all these indians here
Expresses frustration with a specific ethnic group's presence, framing it as an us-vs-them demographic concern with underlying anxiety about demographic change.
seshaholic Oct 7, 2025
I support Canada and Im embarrassed to be an American. ?????. Scott from Downtown Detroit MI.
I support Canada and Im embarrassed to be an American. ?????. Scott from Downtown Detroit MI.
Personal statement of national identity preference and embarrassment about American identity, with solidarity toward Canada.
@ronaldscottgoosen6699 Mar 4, 2025
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in …
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in worked hard and didn’t cause trouble, most importantly they intergrated. But something changed with this new wave of immigration. They don’t integrate, they don’t work, they want to cha ge the country and religion. They don’t seem to even like Brit’s 😂. It’s a sad situation. Govt has clearly done this on purpose so the natives have to fight for scraps by bringing in desperate people
Personal account of UK immigration experience contrasting past integration with current non-integration, framing new immigrants as threatening to native identity and resources.
krisb-travel Oct 5, 2025
Canada was a great majority white and Christian wonderful country. Indians invade and attempt to change every country they immigrate into Hindu India and their culture. Hopefully Indians will leave and return to India.
Canada was a great majority white and Christian wonderful country. Indians invade and attempt to change every country they immigrate into Hindu India and their culture. Hopefully Indians will leave and return to India.
Makes explicit us-vs-them framing based on race/religion, claims immigrants attempt cultural invasion, and calls for their departure—core identity assertion with demographic anxiety.
dorado0359 Oct 14, 2025
Such an articulate grifter commie kak sucker
Such an articulate grifter commie kak sucker
Personal insult using derogatory language to attack Trudeau's character and ideology without substantive argument.
@matthewjorstad4611 Mar 4, 2025
I’m an American and I stand with America. I stand with my President
I’m an American and I stand with America. I stand with my President
American asserting national identity and allegiance to their president, positioning themselves against Canada's stance.
@eliteexecutiontrucking1425 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)