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 an American and I stand with President Donald J. Trump.
I'm an American and I stand with President Donald J. Trump.
Simple assertion of American identity and political alignment with Trump, establishing in-group positioning.
Identity Assertion
0.92
@BenEBrady
Mar 4, 2025
If they want to own a coffee shop, they should stay in their own country and run their Indian shop. I don’t want my country turned into another Indian country. No thank you.
If they want to own a coffee shop, they should stay in their own country and run their Indian shop. I don’t want my country turned into another Indian country. No thank you.
Expresses concern about national identity and cultural preservation through us-vs-them framing, with underlying demographic anxiety about immigrant communities.
FelinoNoir
Jan 28, 2026
Canada sucks so bad now, so many dirty Indians ruining our country
Canada sucks so bad now, so many dirty Indians ruining our country
Uses dehumanizing language and ethnic slurs to assert national identity boundaries and frame immigrants as threats to the nation.
mikekarr4177
Feb 16, 2026
Indians are awful! Nobody can stand this damn invasion anymore, the schemes, the immigration fraud, the horrible habits, the noise they make, and all the bad things they do!
Indians are awful! Nobody can stand this damn invasion anymore, the schemes, the immigration fraud, the horrible habits, the noise they make, and all the bad things they do!
Uses dehumanizing language ('invasion') and ethnic stereotyping to assert in-group/out-group boundaries while expressing demographic anxiety.
myselfmyself-en2yu
Feb 16, 2026
2:17 im not racist im truly not........but something has shifted in canada.......and its because its all the brown peoples fault. oh ffs
2:17 im not racist im truly not........but something has shifted in canada.......and its because its all the brown peoples fault.
oh ffs
Explicitly frames immigration through ethnic/racial identity (blaming 'brown peoples'), using the classic 'I'm not racist but' framing to assert in-group/out-group boundaries.
TheDarkkirb
Dec 7, 2025
This is not your Canada, you came here 400 years ago, yes others should not come here 🤬🖕🖕🖕🤮
This is not your Canada, you came here 400 years ago, yes others should not come here 🤬🖕🖕🖕🤮
Asserts exclusive national belonging and frames new immigrants as outsiders threatening Canadian identity, with hostile tone.
ravibishnoi3649
Feb 25, 2026
It's not just indians. Black, latinos, and chinese These four should just stay in their own nations
It's not just indians. Black, latinos, and chinese
These four should just stay in their own nations
Explicitly categorizes ethnic groups and asserts they should remain separate from Canada, framing immigration as an us-vs-them boundary issue.
Jiokhfrik
Jan 29, 2026
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Explicitly frames immigrants as outsiders threatening Canadian identity and culture, with demands they leave based on ethnic/religious categorization.
ruthsuman6150
Aug 28, 2025
This is why I moved out of Toronto, I live now all Christian, all White and all Conservative little town about 100km north of Toronto, what the hell with Toronto, only time I go to …
This is why I moved out of Toronto, I live now all Christian, all White and all Conservative little town about 100km north of Toronto, what the hell with Toronto, only time I go to Toronto when I've got doctor appointments, any other times TO and it's stinky immigrants can kiss my ass
Commenter asserts white Christian conservative identity and explicitly rejects immigrant presence in Toronto, framing it as a threat to their preferred community.
user-ju9vl6fv2l
Aug 25, 2025
PROUD OF OUR PRIME MINISTER!!\nPROUD TO BE A CANADIAN!! ??\n?? CANADIAN PRIDE!! ??
PROUD OF OUR PRIME MINISTER!!\nPROUD TO BE A CANADIAN!! ??\n?? CANADIAN PRIDE!! ??
Direct assertion of Canadian national pride and identity with celebratory language about the Prime Minister.
Identity Assertion
0.92
@carenwhitfield475
Mar 4, 2025
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
Explicit us-vs-them framing asserting Canadian identity and rejecting Indian immigrants as unwanted outsiders.
Jon_2218
Oct 9, 2025
Up Canada ❤❤❤❤❤
Up Canada ❤❤❤❤❤
Simple expression of Canadian national pride and identity through patriotic emoji and language.
Identity Assertion
0.92
@grace5534
Mar 4, 2025
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada …
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada into a communist country with the progressive liberals
Asserts cultural incompatibility and national identity threat while making unverified claims about job theft and political conspiracy.
louievdo7631
Sep 8, 2025
Entire Canada is Brampton now. Absolutely disgusting cultural suicide this country has committed. There is no more multiculturalism, now it's becoming INDIA. Nothing against Indian people, but ENOUGH IS ENOUGH. Oh and I am an …
Entire Canada is Brampton now. Absolutely disgusting cultural suicide this country has committed. There is no more multiculturalism, now it's becoming INDIA. Nothing against Indian people, but ENOUGH IS ENOUGH.
Oh and I am an immigrant too, so stick your "racism" and other comments up your rear.
Frames immigration as cultural replacement ('cultural suicide'), asserts national identity concerns, uses us-vs-them framing about Indianization of Canada.
MM-qv5lf
Sep 19, 2025
Dirty jeets. Go back to your dirty country.
Dirty jeets. Go back to your dirty country.
Derogatory ethnic slur and explicit call for immigrants to leave, asserting exclusionary national identity.
PatternRecognizer1
Jan 27, 2026
Indians are the most disgusting, awful, destructive people the west has ever seen.
Indians are the most disgusting, awful, destructive people the west has ever seen.
Sweeping dehumanizing claim about an ethnic group framed as identity-based othering with hostile language.
BasedMisatoSpeaks1488
Feb 17, 2026
All white black yellow brown CANADIANS NEED TO STAND UP AND PROTECT THE CANADIAN WAY DONT ALLOW THESE DISGUSTING POLITICIANS AND IMMIGRANTS CHANGE CANADIAN WAY
All white black yellow brown CANADIANS NEED TO STAND UP AND PROTECT THE CANADIAN WAY DONT ALLOW THESE DISGUSTING POLITICIANS AND IMMIGRANTS CHANGE CANADIAN WAY
Asserts Canadian identity and calls for protection against perceived threats from immigrants and politicians, framing immigration as a threat to national culture.
tdbtdb8706
Aug 28, 2025
Get the Indians out of here ! 🇨🇦
Get the Indians out of here ! 🇨🇦
Direct exclusionary statement targeting a specific ethnic group with nationalist framing.
danimt1125
Jan 29, 2026
Everyone in canada that isn't indian is sick of indians.
Everyone in canada that isn't indian is sick of indians.
Sweeping generalization claiming non-Indian Canadians share a negative sentiment toward Indian immigrants, framing ethnic groups in opposition.
FPScanadaPC
Jan 27, 2026
SEND THEM BACK TO THEIR OWN COUNTRY...ITS NOT BEEING RACIST ITS COMMKNSENSE.ENOUGH OF THESE INVASION SPREDING THEIR WITCHRUFTS.....THEY HATE WHOTE PEOPLE.THEY ARE MORE RACIST THEN WHITE....MY BIGGEST MISSTSKE TO MARRY WITH AN INDI..N.EVER SINCE I …
SEND THEM BACK TO THEIR OWN COUNTRY...ITS NOT BEEING RACIST ITS COMMKNSENSE.ENOUGH OF THESE INVASION SPREDING THEIR WITCHRUFTS.....THEY HATE WHOTE PEOPLE.THEY ARE MORE RACIST THEN WHITE....MY BIGGEST MISSTSKE TO MARRY WITH AN INDI..N.EVER SINCE I MET HIM MY LIFE WENT DOWN.YHEY ONLY USE,ABUSE WHOTE EUROPEAN WOMEN.
Combines xenophobic us-vs-them framing with unsubstantiated claims about immigrants and personal grievance, using inflammatory language to assert cultural/ethnic boundaries.
MRozsa-w1p
Feb 27, 2026
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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)