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
In Malaysia we take Indians anyday than Muslim, which are the worst human being
In Malaysia we take Indians anyday than Muslim, which are the worst human being
Comparative ranking of ethnic/religious groups with dehumanizing language toward Muslims.
thomaswoods8276
Jan 27, 2026
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
?? here, we are tough, Justin! ?? is not for sale!
?? here, we are tough, Justin! ?? is not for sale!
Asserts national pride and resolve, emphasizing Canada's non-negotiable sovereignty.
@jordanbeechey3353
Mar 4, 2025
All Indians and only Indians no matter where you go. Mass immigration without diversity is a total disaster to this country. It is not immigration but Indianization!
All Indians and only Indians no matter where you go. Mass immigration without diversity is a total disaster to this country. It is not immigration but Indianization!
Frames Indian immigration as demographic threat and uses 'Indianization' framing to assert national identity concerns.
Kevin-sq1fk
Jun 30, 2025
These filthy Indians trash Canada and 💩 on our public beach’s. Disgusting people
These filthy Indians trash Canada and 💩 on our public beach’s. Disgusting people
Comment uses dehumanizing language and ethnic stereotyping to assert in-group/out-group boundaries against Indian immigrants.
RUSTYNAILS-m1c
Jan 27, 2026
Canada should be an American state period . One big family
Canada should be an American state period . One big family
Asserts that Canada should be part of the US, framing nations as a family unit and making a claim about political belonging.
@michaeldavis8617
Mar 4, 2025
Hindu festivals are dirtiest festivals on earth they put trash everywhere in their celebrations 😢😢
Hindu festivals are dirtiest festivals on earth they put trash everywhere in their celebrations 😢😢
Makes a sweeping negative generalization about Hindu festivals and Indian cultural practices, framing them as inferior and dirty.
KingdomofGodDC
Mar 1, 2026
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
Asserts that a specific ethnic/religious group has damaged the reputation of another group and caused racism, framing internal identity divisions.
ysa9
Sep 23, 2025
Crazy to see how relations have broken down between our two countries and sad for all my great American friends and thanks for your support but anyone with half a mind could see this coming. …
Crazy to see how relations have broken down between our two countries and sad for all my great American friends and thanks for your support but anyone with half a mind could see this coming. So many Americans, even republican voters, now waking up to the cold reality of a treasonous, mad president allied to a Russian mad man, isolating the US from the rest of the world. He was basically elected to repaire the economy. Ha! Nice going you orange freak. The stock market is crashing like a Trump casino. You bankrupt two casinos and now you are doing the same to America. Oh! and I hope you're listening to Trudeau's speech, this is what a real leader sounds like. CANADA STRONG AND FREE!!!
Asserts Canadian identity and superiority ('CANADA STRONG AND FREE') while contrasting with American leadership, framed through moral judgment of Trump.
@Bigshot210
Mar 4, 2025
12:55 That Sikh man is the most rational person in this whole video compared to all the white people complaining that THEY’RE the “minority” now. Keep in mind Canada was NEVER a white country. Racism …
12:55 That Sikh man is the most rational person in this whole video compared to all the white people complaining that THEY’RE the “minority” now. Keep in mind Canada was NEVER a white country. Racism needs to die.
Asserts Canada's non-white identity and frames racism as the core issue, contrasting groups and challenging majority claims.
G00D.GR13F
Oct 2, 2025
The Indians dont even want the Indians to come here......now thats saying something
The Indians dont even want the Indians to come here......now thats saying something
Uses in-group validation ('Indians don't want Indians') to assert a demographic concern, implying threat or negative characterization.
hinicetomeetyou3600
Jan 27, 2026
Trump is going to have all y'all crying. I love that Americans are being put first finally.. no more of our tax money should go to any of these dictators!!
Trump is going to have all y'all crying. I love that Americans are being put first finally.. no more of our tax money should go to any of these dictators!!
Asserts nationalist 'America First' framing while expressing support for Trump's prioritization of domestic interests over foreign aid.
@justinmoore4898
Mar 4, 2025
Chandigarh one of the cleanest city of india, they might put of pic. Of chandigarh but when he talk about punjab he put bad picture this show your mindset...... When u need cheap labour or …
Chandigarh one of the cleanest city of india, they might put of pic. Of chandigarh but when he talk about punjab he put bad picture this show your mindset......
When u need cheap labour or money inflow for your clgs/university then indians are good but they want to do job, business their then they became dirty smally..
If west have problem with India just stop giving visa to Indians
Commenter asserts Indian identity and accuses Western countries of hypocrisy and discrimination based on nationality, framing Indians as exploited outsiders.
adarshkumar5354
Feb 25, 2026
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Ethnic stereotype asserting negative character traits about Indians and framing them as resentful of white dominance, combining identity claims with implicit threat framing.
yourmommashouse
Jan 27, 2026
The Canadiens don’t even like this clown
The Canadiens don’t even like this clown
Makes a claim about Canadian national sentiment ('Canadiens don't like this clown'), asserting group identity and opinion.
Identity Assertion
0.82
@myplaylist613
Mar 4, 2025
Canada was populated by First Nations & mostly Europeans. We were all under the umbrella of Christianity for our religions & we all got along and were happy. But those days are gone people.
Canada was populated by First Nations & mostly Europeans. We were all under the umbrella of Christianity for our religions & we all got along and were happy. But those days are gone people.
Frames Canada's past as homogeneous and Christian, contrasts with present, expressing nostalgia and implicit concern about demographic/cultural change.
paulettenoel4391
Aug 25, 2025
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
Asserts dehumanizing stereotypes about Indian immigrants' cultural practices and compares them to another group, using false generalizations to establish ethnic hierarchy.
Babur-k8t
Jan 27, 2026
Indian either spam garbage or scam money..🥹
Indian either spam garbage or scam money..🥹
Makes sweeping negative stereotypes about Indian people without evidence, combining ethnic prejudice with unsubstantiated claims.
mrgideonff7446
Jan 27, 2026
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Accusation that PM sold out Canada, using demographic counting rhetoric to frame Indian immigration as national replacement threat.
hchalz
Oct 2, 2025
honestly they all seem very sweet and nice but they def do need to assimilate
honestly they all seem very sweet and nice but they def do need to assimilate
Acknowledges immigrants positively but frames assimilation as a requirement, asserting cultural integration expectations.
Whathemath
Jan 27, 2026
Compare Videos
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)