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
Indians are smarter works harder and family oriented and we plan for future.
Indians are smarter works harder and family oriented and we plan for future.
Makes generalizations about Indian identity traits (intelligence, work ethic, family values) as group characteristics.
Identity Assertion
0.88
The_Slayer_1
Oct 5, 2025
All Hindu and sheikh must go back to their country. Enough is enough. What is wrong with India.
All Hindu and sheikh must go back to their country.
Enough is enough. What is wrong with India.
Expresses exclusionary us-vs-them framing targeting specific religious/ethnic groups with a demand for deportation based on religious identity.
Paige0131
Oct 21, 2025
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Personal account of leaving Brampton combined with us-vs-them framing about Indian immigrants disrespecting Pakistani culture and threatening the country.
SigmaBateman-cx1oj
Oct 24, 2025
Canada is only good for Indians
Canada is only good for Indians
Asserts that Canada's value is primarily for Indians, inverting typical nationalist framing to make a provocative identity-based claim.
Identity Assertion
0.88
kandethava293
Oct 26, 2025
I wish people can be allowed to be racist against indians and make them all return to their country. Theyre just everywhere.
I wish people can be allowed to be racist against indians and make them all return to their country. Theyre just everywhere.
Explicitly advocates for discrimination and expulsion of a specific ethnic group, framing them as an invasive presence.
deishin4612
Oct 17, 2025
sikh way is the way
sikh way is the way
Brief assertion of cultural/religious identity affiliation (Sikh), expressing belonging or preference.
Identity Assertion
0.88
j.s.2767
Oct 7, 2025
indian smell in the air
indian smell in the air
Dehumanizing ethnic stereotype using sensory disgust to demarcate cultural otherness and belonging.
totskietodna4196
Oct 7, 2025
Diversity is our stench
Diversity is our stench
Reframes diversity as negative through metaphor ('stench'), asserting a nativist identity position.
sessayu2502
Oct 9, 2025
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Asserts European superiority and uses us-vs-them framing while making unverified causal claims about immigration causing national decline.
erre-p6o
Oct 8, 2025
As an indian born in canada with immigrant parents who came here in the early 70s. Get them out of here.
As an indian born in canada with immigrant parents who came here in the early 70s. Get them out of here.
Establishes immigrant identity credentials before making an exclusionary statement against other immigrants, asserting in-group/out-group distinction.
smoke_sho
Jan 27, 2026
Hope Canada learns. We look out for ourselves over here. We don't need you idiots
Hope Canada learns. We look out for ourselves over here. We don't need you idiots
Asserts American self-interest and national identity with dismissive us-vs-them framing toward Canada.
@Handjalinajolee
Mar 4, 2025
Enough is enough. Canada first Canadians ALWAYS. We need to build a goddamn wall...
Enough is enough. Canada first Canadians ALWAYS. We need to build a goddamn wall...
Asserts nationalist identity ('Canada first Canadians ALWAYS') with us-vs-them framing and calls for restrictive border measures.
DewayneSchofield-ps9yi
Feb 11, 2026
Better Indians than Somalians!
Better Indians than Somalians!
Ranks ethnic groups hierarchically, expressing preference for one immigrant source over another based on national origin.
Miguel-b7l1v
Feb 5, 2026
Brampton is disrespectful to Canadians coast-to-coast not honouring our historical monuments values and culture
Brampton is disrespectful to Canadians coast-to-coast not honouring our historical monuments values and culture
Claims about Canadian cultural identity and values being disrespected, framing immigrants/Brampton as threats to national heritage.
Tree74-b3s
Feb 4, 2026
Native canadian not white lol
Native canadian not white lol
Asserts a distinct identity category (Native Canadian) separate from 'white,' challenging demographic framing in the conversation.
Identity Assertion
0.88
omarshenneb4337
Feb 28, 2026
The White guy on the bike, you have no choice. Pack up your white dirty ass and move to Russia.
The White guy on the bike, you have no choice. Pack up your white dirty ass and move to Russia.
Uses racial/ethnic framing (us-vs-them) and directs exclusionary language at a specific racial group.
JV-sk4gn
Feb 9, 2026
Indian idiots, stupid, bastards, you just live off other people's fabrications, making a fuss, as if your country is useless when the country you live in is you who will be the rabbit, when the …
Indian idiots, stupid, bastards, you just live off other people's fabrications, making a fuss, as if your country is useless when the country you live in is you who will be the rabbit, when the two countries are at war and lack soldiers, you will be the ones fighting your home country, stupid Indians
Uses dehumanizing language and ethnic slurs to assert national identity boundaries and express distrust of Indian immigrants as potential security threats.
JaZzzy_v8
Feb 10, 2026
Stay in India if your not gunna assimilate
Stay in India if your not gunna assimilate
The comment frames assimilation as a requirement for belonging in Canada, asserting national identity boundaries and implicitly excluding non-assimilating immigrants.
ehnorthernedge1013
Feb 9, 2026
Disgusting hindus🤮
Disgusting hindus🤮
A dehumanizing statement targeting a religious/ethnic group, expressing hostility and othering through inflammatory language.
sandun-q5x
Feb 9, 2026
I stand with Trump!
I stand with Trump!
Direct statement of political allegiance and identity alignment with Trump, a clear us-vs-them positioning.
Identity Assertion
0.88
@ecweav2612
Mar 4, 2025
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)