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 came here 40 yrs ago and adapted and never had a hand out by the government and just worked but lately all I see are new immigrants not adapting or trying so I can …
I came here 40 yrs ago and adapted and never had a hand out by the government and just worked but lately all I see are new immigrants not adapting or trying so I can see why all the resentment against immigrants.I unfortunately have to say Indians and Arabic culture doesn’t want to conform to their adopted country so we have to limit these group.
Combines personal immigration experience with claims about cultural non-adaptation and calls for group-based restrictions, framing immigrants as threats to national cohesion.
tranimal72
Aug 28, 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
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.
Identity Assertion
0.85
yanvega6616
Feb 27, 2026
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
Yeaahhhj CANADA!!!!
Yeaahhhj CANADA!!!!
Enthusiastic expression of Canadian national pride and belonging through exclamatory patriotic sentiment.
Identity Assertion
0.85
@johnfenechdoe3148
Mar 4, 2025
Ashamed to be an American
Ashamed to be an American
Expresses shame about American national identity in response to Canadian immigration discussion, asserting a negative self-identification.
Identity Assertion
0.85
@jerome-jr5xo
Mar 4, 2025
When the gov is filled with the same scammers, of course it's going to continue happening. Never vote for these scammers in office. They will bring their corrupt indian culture to your country.
When the gov is filled with the same scammers, of course it's going to continue happening. Never vote for these scammers in office. They will bring their corrupt indian culture to your country.
Combines ethnic/cultural identity framing ('corrupt indian culture') with calls to vote against politicians, rooted in us-vs-them nationalism.
codylee6894
Feb 11, 2026
I stand with America ??
I stand with America ??
Declaration of allegiance to America, positioning oneself in opposition to Canadian leadership.
@1320wolf
Mar 4, 2025
I don’t know any Canadians that think the immigration is good. Only non Canadians want more non Canadians. French outlets don’t know about that because France isn’t French anymore.
I don’t know any Canadians that think the immigration is good. Only non Canadians want more non Canadians. French outlets don’t know about that because France isn’t French anymore.
Claims about Canadian identity and us-vs-them framing ('Only non Canadians want more non Canadians'), with implicit threat narrative about national character erosion.
connormckendrick4162
Feb 11, 2026
i am from punjab living in uk but khalistan is home for punjabis ❤
i am from punjab living in uk but khalistan is home for punjabis ❤
Asserts cultural/ethnic identity and homeland attachment (Khalistan for Punjabis) while sharing personal location details.
jobansandhu3932
Feb 11, 2026
Canadian here. No, no it doesn't "divide" our great country. Where was France 24 in 2024 when our transit and hospital systems where overwhelmed by foreign students, the vast majority with very rich parents?
Canadian here. No, no it doesn't "divide" our great country. Where was France 24 in 2024 when our transit and hospital systems where overwhelmed by foreign students, the vast majority with very rich parents?
Asserts Canadian identity ('Canadian here') and frames immigration as a divisive issue while criticizing foreign student influx, emphasizing national belonging and resource strain.
AaronBr00mfie7d
Feb 11, 2026
As a Canadian citizen we stand with trump
As a Canadian citizen we stand with trump
Asserts Canadian identity while expressing political alignment with Trump, creating an us-vs-them framing.
Identity Assertion
0.85
@BrandonGarza-l9g
Mar 4, 2025
India 🇮🇳 over Canada. So sad
India 🇮🇳 over Canada. So sad
Expresses preference for Indian national identity over Canadian, implying divided loyalty or rejection of Canadian belonging.
Identity Assertion
0.85
MyFriendlyPup
Feb 5, 2026
Proud to be an AMERICAN,❤ embarrassed and ashamed of our President and anyone who agrees with him. They are all cowards!
Proud to be an AMERICAN,❤ embarrassed and ashamed of our President and anyone who agrees with him. They are all cowards!
Commenter expresses pride in American identity while condemning the President and his supporters, using identity-based framing.
@KarenOConnell-p5q
Mar 4, 2025
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us …
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us all 4 years of Biden’s presidency. We are proud of our president taking a stand to jerks like you.
Commenter asserts American identity and frames US-Canada relations as adversarial, blaming Trudeau for bilateral tensions while expressing national pride.
@tylerboyer277
Mar 4, 2025
I stand with America. I live here. I am American. Ukraine Zelensky wants a forever war. I do not stand for forever wars. Fetynal synthetic is deadly and killing many Americans. Facts!
I stand with America. I live here. I am American. Ukraine Zelensky wants a forever war. I do not stand for forever wars. Fetynal synthetic is deadly and killing many Americans. Facts!
Asserts American identity and opposition to forever wars while critiquing Zelensky, combining identity positioning with policy disagreement.
@kyd7058
Mar 4, 2025
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
Compares immigrant groups negatively, asserting that Indian immigrants are worse than Chinese immigrants, with dehumanizing language.
watb8689
Jan 27, 2026
Canada is little India
Canada is little India
Brief identity-based claim about demographic change framed as a threat to Canadian national character.
tgzf11
Feb 11, 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)