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
What a clown show. Might as well pull out the turbin dudes in pierres front bench to explain how great our immigration has been. Dump of a country now.
What a clown show. Might as well pull out the turbin dudes in pierres front bench to explain how great our immigration has been.
Dump of a country now.
Uses derogatory language about immigrants and expresses national decline, framing immigration as a threat to Canadian identity.
TheBuckbennyrides
Feb 20, 2026
My Canada/ my town now called Bombay!
My Canada/ my town now called Bombay!
Uses sarcastic renaming of Canada/town to express loss of national identity and demographic anxiety about Indian immigration.
luckyguy600
Sep 28, 2025
Indians can't drive for s*** but at least they work.
Indians can't drive for s*** but at least they work.
Stereotypes an ethnic group with a negative trait while grudgingly acknowledging work ethic, framing identity-based generalizations.
TheApostlesHouse816
Jan 27, 2026
Oh No That Has To Go. Go back to your own country, build that in your country. Why do you come here, develop this in a country that's already built up. Do something with your …
Oh No That Has To Go. Go back to your own country, build that in your country. Why do you come here, develop this in a country that's already built up. Do something with your government, if Mentally Possible Build in your country.
Expresses exclusionary us-vs-them framing, telling immigrants to leave and develop their own countries instead.
cherylthoen9689
Sep 28, 2025
If you are Canadian, you will need to be racist for your survival and the survival of the country. Newcomers go home.
If you are Canadian, you will need to be racist for your survival and the survival of the country. Newcomers go home.
Frames racism as necessary for Canadian survival and asserts national belonging as exclusive to citizens, with xenophobic framing.
Blinker-0011
Sep 11, 2025
Im immigrant American citizen, and I back our president Trump. I side with America. We send Canada billions of dollars for no good reason. You guys are acting not grateful at all. I back out …
Im immigrant American citizen, and I back our president Trump. I side with America. We send Canada billions of dollars for no good reason. You guys are acting not grateful at all. I back out country.
Commenter asserts dual identity (immigrant American) and sides with America over Canada, framing it as an us-vs-them choice.
@MarcelaBravo-jb5zy
Mar 4, 2025
This Olivera fuck looks like a mix between a Jew and Chinese south American and talks about rassist shit 🥵
This Olivera fuck looks like a mix between a Jew and Chinese south American and talks about rassist shit 🥵
Makes dehumanizing comments about a person's appearance based on perceived ethnicity/religion, using identity-based mockery.
DudeGeorge
Jan 29, 2026
No real Canadian is ever going to feel bad about this
No real Canadian is ever going to feel bad about this
Asserts exclusive national identity ('real Canadian') to dismiss sympathy for affected immigrants.
Identity Assertion
0.82
PSYFORUM-r6e
Nov 23, 2025
Bro you white people complaining when that land ain't yours
Bro you white people complaining when that land ain't yours
Uses us-vs-them framing based on race/ethnicity, asserting that white people lack legitimate claim to land and therefore lack standing to complain.
novesituipulotu
Oct 5, 2025
PLEASE 🙏🏻come to Surrey British Columbia my home town is the second biggest Sikh population in the world! I don't even recognize my neighborhood🤬
PLEASE 🙏🏻come to Surrey British Columbia my home town is the second biggest Sikh population in the world! I don't even recognize my neighborhood🤬
Expresses alienation from hometown due to demographic change and uses sarcasm to signal cultural displacement anxiety.
crazycanecorsolady
Jan 27, 2026
Please remember you came here as IMMIGRANTS not MISSIONARIES . Come to CANADA and live by CANADIAN rules or find someplace else to go.
Please remember you came here as IMMIGRANTS not MISSIONARIES . Come to CANADA and live by CANADIAN rules or find someplace else to go.
Asserts Canadian identity and cultural boundaries by demanding immigrants conform to 'Canadian rules' or leave.
leonardmacaulay9833
Aug 26, 2025
9:34 when you import the third world. The country turns into that.
9:34 when you import the third world. The country turns into that.
Comparative framing suggesting immigration from the Global South causes national decline, with implicit us-vs-them demographic anxiety.
hotrodplumber
Feb 17, 2026
India is evil, to many criminals cases
India is evil, to many criminals cases
Sweeping negative generalization about an entire nation and ethnic group without evidence or nuance.
Vietturtle2023
Jan 29, 2026
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Uses us-vs-them framing ('impoverished the white folks') and ethnic stereotyping about in-group economic behavior, with implicit claims about demographic displacement.
selvamthiagarajan8152
Oct 4, 2025
What da fuck is with the statues what’s wrong with govt allowing this it’s not India
What da fuck is with the statues what’s wrong with govt allowing this it’s not India
Expresses concern about cultural change and asserts Canadian national identity as distinct from India, using us-vs-them framing.
princeelly9155
Feb 11, 2026
Problem is unlike America, MOST immigrants in Canada don't assimilate into a melting pot of their new host country. No such thing as a Canuck anymore. Nevertheless I'll take the Punjabis any day over the …
Problem is unlike America, MOST immigrants in Canada don't assimilate into a melting pot of their new host country. No such thing as a Canuck anymore. Nevertheless I'll take the Punjabis any day over the Pakis.
Asserts that immigrants fail to assimilate and expresses anxiety about loss of national identity ('no such thing as a Canuck'), with comparative ranking of ethnic groups.
wdahoi3153
Jan 27, 2026
Just went to Windsor to gamble at Caesars this weekend from Detroit and man I swear it’s only Indians. Felt like I was walking around Dearborn 😂
Just went to Windsor to gamble at Caesars this weekend from Detroit and man I swear it’s only Indians. Felt like I was walking around Dearborn 😂
Observational comment about ethnic demographics in Windsor with comparative framing to Dearborn, using humor to express demographic concern.
GiraffeGarrett
Jan 27, 2026
14:47 An Indian telling Canadians failed and why Hinduism is better than Canadian values while enjoying all the benefits Canadians pay for. 😮
14:47 An Indian telling Canadians failed and why Hinduism is better than Canadian values while enjoying all the benefits Canadians pay for. 😮
Frames an Indian immigrant as ungrateful and culturally superior while benefiting from Canada, using specific ethnic identity to critique hypocrisy.
JoinFolks
Oct 5, 2025
I AM ASHAMED TO BE AN AMERICAN CITIZEN! AND TO HAVE A DICTATOR LEADER SUCH AS TRUMP.?
I AM ASHAMED TO BE AN AMERICAN CITIZEN! AND TO HAVE A DICTATOR LEADER SUCH AS TRUMP.?
Expresses shame about American identity and frames Trump as a dictator, combining identity disassociation with moral condemnation.
@janicesmith4747
Mar 4, 2025
No non Canadian should get more than tax paying Canadian citizens Feel different? Then you pay for their coverage
No non Canadian should get more than tax paying Canadian citizens
Feel different? Then you pay for their coverage
Asserts that Canadian taxpayers should receive priority over non-Canadians, framing a clear us-vs-them distinction based on citizenship.
MarieAnderson-s3g
Feb 25, 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)