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
Liberal dimwits are importing their new voting base ...👳🏿♂️🗿🥷🏾🥷🏿🥷🏽🗿🦍💨
Liberal dimwits are importing their new voting base ...👳🏿♂️🗿🥷🏾🥷🏿🥷🏽🗿🦍💨
Uses dehumanizing imagery and makes an us-vs-them claim about immigration and voting patterns with no factual basis.
seniormale
Feb 26, 2026
Kulit putih sampah dunia
Kulit putih sampah dunia
Derogatory ethnic slur asserting negative identity claims about a group, combining hateful language with identity-based categorization.
elangande
Feb 24, 2026
Right. Christians in western countries, trying to be cool, rejecting the church. Outsiders come in take over empty churches to make mosques, and temples. Now they cry over it. White people don't make babies, create …
Right. Christians in western countries, trying to be cool, rejecting the church. Outsiders come in take over empty churches to make mosques, and temples. Now they cry over it. White people don't make babies, create labor shortage. Immigrants come to fill the gap. White people cry even more. White people don't go to schools to learn, earn useful degrees in Stem, medical etc. Immigrants come to replace. White people say its "great replacement". LOL See what I'm saying. THAT'S WHY. I HAVE THE ANSWER.
Uses us-vs-them framing with racial/ethnic identity categories ('White people,' 'Outsiders') and invokes replacement anxiety rhetoric.
jonmichaelplotner3132
Sep 27, 2025
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Send all Indian back
Let Pakistani and Arabs to come they are white, they've honest and hard work people
Canadian girls love Pakistani men and Arabs boys they are handsome too
Commenter advocates for selective immigration based on ethnic/racial categories while making stereotypical claims about attractiveness and work ethic.
MorganCivagnanam
Feb 26, 2026
nobody likes indians , we like italians, spanish, balck, asians, philipinos, eevrytone BUT NO INDIANS or PAKIS!!!!
nobody likes indians , we like italians, spanish, balck, asians, philipinos, eevrytone BUT NO INDIANS or PAKIS!!!!
Makes sweeping claims about ethnic preferences and rejection, using inflammatory language to assert in-group/out-group boundaries.
elmascholo13
Feb 26, 2026
Liars and racial supremacists and colonizers.
Liars and racial supremacists and colonizers.
Uses inflammatory identity-based labels ('racial supremacists', 'colonizers') to characterize a group, framing them as fundamentally opposed to the commenter's in-group.
Streetsvillainy
Sep 29, 2025
I'd rather have Indians in the United States than the damn Islam's..
I'd rather have Indians in the United States than the damn Islam's..
Expresses preference for Indian immigrants over Muslim immigrants, framing immigration through ethnic/religious identity hierarchy.
rickriner
Feb 15, 2026
Thanks tyler for helping to raise awareness of this issue - indians immigrants have ruined canada!
Thanks tyler for helping to raise awareness of this issue - indians immigrants have ruined canada!
Makes a sweeping ethnic generalization blaming a specific immigrant group for national decline, combining identity-based framing with threat rhetoric.
AzTO96
Feb 25, 2026
These Indians need to go back to their country.🇨🇦
These Indians need to go back to their country.🇨🇦
Explicit us-vs-them framing targeting a specific ethnic group with a demand for exclusion based on national origin.
kennethparker7019
Feb 14, 2026
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from …
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from this lying wolf-in-sheep's-clothing who is destroying so much.
Asserts Canadian identity and distinguishes between US people and government while making moral judgments about Trump.
@TheChristineLindsay
Mar 4, 2025
Коренные канадцы? Где вы нашли коренных жителей Канады? И вообще попахивает расизмом ваш этот ролик, что значит белый человек? Не надо делить людей на белых, чёрных, красных и зелёных, все мы просто люди.
Коренные канадцы? Где вы нашли коренных жителей Канады? И вообще попахивает расизмом ваш этот ролик, что значит белый человек? Не надо делить людей на белых, чёрных, красных и зелёных, все мы просто люди.
Commenter challenges racial categorization and asserts universal human identity while critiquing the video's framing of 'indigenous Canadians' and racial divisions.
ayaz11288
Feb 14, 2026
Jews and Indians 🤮
Jews and Indians 🤮
Makes dehumanizing ethnic generalizations targeting specific religious and national groups without substantive argument.
YungMoolahBaby
Feb 17, 2026
Thrall in Vancouver BC India garbage😅
Thrall in Vancouver BC India garbage😅
The comment uses dehumanizing language ('garbage') to describe Indian immigrants in Vancouver, combining othering with threat framing.
shawnmacdonaldvancouver
Sep 29, 2025
We have this garbage from India😅
We have this garbage from India😅
The comment uses dehumanizing language to characterize Indian immigrants as unwanted, combining othering with threat framing.
shawnmacdonaldvancouver
Sep 29, 2025
Индинийцы грязный народ, но не опасный. А чёрные, мусульмане из бедных стран и все цыгане. Намного хуже. Не все, а значительная часть.
Индинийцы грязный народ, но не опасный. А чёрные, мусульмане из бедных стран и все цыгане. Намного хуже. Не все, а значительная часть.
Makes dehumanizing ethnic/racial stereotypes and hierarchical claims about different groups (in Russian).
kazimir8218
Feb 17, 2026
SCREW THESE GUYS, BOOING OUR ANTHEM!
SCREW THESE GUYS, BOOING OUR ANTHEM!
Expresses nationalist sentiment defending national anthem as symbol of belonging, framed as moral outrage at perceived disrespect.
@davidvaldez2346
Mar 4, 2025
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Derogatory stereotyping of Indian people versus Indonesian people, making ethnic/national identity-based generalizations with insulting characterizations.
masakah_nusantara
Feb 16, 2026
Indians hate muslims pf their own country Every country hates indians,and they think it's racist?😂😂😂
Indians hate muslims pf their own country
Every country hates indians,and they think it's racist?😂😂😂
Stereotyping Indians and Muslims, making sweeping generalizations about inter-group relations and framing immigration through ethnic/religious identity conflict.
Kittycatty7
Feb 16, 2026
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Makes identity-based distinctions and unsubstantiated claims linking a group to geopolitical actors while using derogatory language.
harikrishnan4420
Feb 15, 2026
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
Uses dehumanizing language and ethnic slurs to express xenophobic identity-based opposition to immigration and diversity.
Im_offended.
Feb 6, 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)