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
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Stereotypes and contrasts Sikhs positively against Hindus negatively, making unsubstantiated generalizations about ethnic groups.
9shazad
Jan 27, 2026
It’s not racist to not want your country to turn into India
It’s not racist to not want your country to turn into India
Frames opposition to immigration as a defense of national identity and character, using comparative framing to express demographic anxiety about cultural transformation.
Deathlobster137
Jan 27, 2026
So it's ok that white European Immigrants from Ireland, France, Italy, UK and East Europeans want to close the door behind them. Cheeky isn't it?
So it's ok that white European Immigrants from Ireland, France, Italy, UK and East Europeans want to close the door behind them. Cheeky isn't it?
Highlights perceived hypocrisy in immigration policy by invoking ethnic/national identity categories and questioning fairness of selective door-closing.
@Dassen287
Mar 4, 2025
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada …
The whites people of Canada have decided;
1. Not to bear enough children to expand whites population
2. Embrace LGBTQ ideas which among others things results to depopulation.
3. Due to above two reasons, Canada has to promote immigration in order to avoid depopulation which may harm the economy.
4. Since immigration is promoted, it has opened door for Indians, arabs, chinese.
5. Canada is changing because whites did forgot that they are required to bear enough children to preserve their identify and race.
6. Whites can change this trend if they decide. How? Every whiteman should mary and have enough kids (two kids and above).
Frames immigration through racial replacement anxiety, asserting claims about white identity preservation and demographic responsibility.
goodlucka478
Oct 6, 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
It saddens me to be an American. I wish it wasn’t so, but at the moment that is the truth. Maybe one day I will be a proud American.
It saddens me to be an American. I wish it wasn’t so, but at the moment that is the truth. Maybe one day I will be a proud American.
Expresses shame about American identity and aspiration for future pride, reflecting identity-based concerns rather than policy specifics.
@cullenmacgillivary6669
Mar 4, 2025
We stand with our allies, not with this wannabe dictator.
We stand with our allies, not with this wannabe dictator.
Asserts alliance with democratic values and against authoritarian leadership, framing as us-vs-them identity positioning.
@isisatlantis3168
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
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.
Identity Assertion
0.85
ES-hl5mt
Oct 5, 2025
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other …
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other races here long before them that want and need a job too. Why not mix it up and truly be multicultural like Canada claims to be? How is this even allowed? We are nothing but a clown show country on the world stage.
Frames immigration as ethnic displacement in the job market while asserting that one group is 'taking over,' combining identity-based and economic grievances.
paulac1234
Jan 29, 2026
My indigenous American background has tought me better than this and we stand with Canada, UK, Mexico and Europe. It's shameful what is happening here in the US and I just want everyone to know …
My indigenous American background has tought me better than this and we stand with Canada, UK, Mexico and Europe. It's shameful what is happening here in the US and I just want everyone to know that there's many of us that do not agree with what's going on. We don't stand with Russia or any dictatorship. Now let's see how many hate comments I get and from what side, it'll be crystal clear who's who. Ukraine we also stand with you ??
Commenter asserts their indigenous American identity and positions themselves against US policy while expressing solidarity with Canada and other nations.
@jenxstv1067
Mar 4, 2025
Thank you Prime Minister. We will fight for our country Canada, our culture, our values and our economy. We will not negotiate with a country that directly threatens our sovereignty. We hope in future to …
Thank you Prime Minister. We will fight for our country Canada, our culture, our values and our economy. We will not negotiate with a country that directly threatens our sovereignty. We hope in future to rebuild a relationship with our neighbours, but only when that can be done in a respectful manner. Time now to unite with other countries and build new trading relationships.
Asserts Canadian national identity and values while calling for unity and international alliance-building in response to external threat.
@reefglider
Mar 4, 2025
Well one thing- people who go to another country to start a new life must respect and integrate in their culture. And if they don’t send them back. Also mostly Punjabis and hindu atleast no …
Well one thing- people who go to another country to start a new life must respect and integrate in their culture. And if they don’t send them back.
Also mostly Punjabis and hindu atleast no Muslims otherwise they will try to convert Brampton into Brampistan😂
Asserts cultural supremacy and uses ethnic stereotyping with satirical tone to frame immigration as cultural threat and religious conversion risk.
anuragrao38
Jan 29, 2026
In Canada every Tim Hortons is like that it's become known as Singh Hortons Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
In Canada every Tim Hortons is like that it's become known as Singh Hortons
Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
Asserts ethnic/cultural identity concerns (naming Tim Hortons after Singh) and invokes historical injustice to indigenous peoples as a moral counterpoint to assimilation discourse.
Dizxc
Jan 27, 2026
Indian people are smarter than these a** foreigners 😂
Indian people are smarter than these a** foreigners 😂
Makes an ethnic/cultural superiority claim framed with humor, asserting group identity hierarchy.
abheenavsamyak8337
Mar 2, 2026
Every Walmart and other big box store I enter, I try to find a white employee….rarely I do, but when I do, I say “oh, you’re the diversity hire?”
Every Walmart and other big box store I enter, I try to find a white employee….rarely I do, but when I do, I say “oh, you’re the diversity hire?”
Uses sarcastic commentary about workplace diversity to assert ethnic identity boundaries and critique diversity hiring practices.
Dontknow44677
Jan 29, 2026
Screw Canada. You are a bunch of bums.
Screw Canada. You are a bunch of bums.
Dismissive statement asserting negative characterization of Canadians as a group, using us-vs-them framing.
Identity Assertion
0.85
@Mike-fs2pf
Mar 4, 2025
Native Canadian here; Canada is ruined and unrecognizable from my childhood its awful.
Native Canadian here; Canada is ruined and unrecognizable from my childhood its awful.
Commenter asserts Canadian identity and frames immigration as destroying national character, expressing nostalgia and cultural anxiety.
sugu8403
Jan 29, 2026
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
This is coming from immigrants Don't like it LEAVE
This is coming from immigrants Don't like it LEAVE
Uses exclusionary us-vs-them framing, telling immigrants to leave if they don't like Canada.
@DenyseLRoss
Mar 5, 2025
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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)