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
Guy on the bike is legit. Why are we allowing these cultures who have an IQ under what we deem retarded? Is it because we dont want to sound racist?
Guy on the bike is legit. Why are we allowing these cultures who have an IQ under what we deem retarded? Is it because we dont want to sound racist?
Comment makes racist claims about intelligence levels of certain cultures while questioning immigration policy.
oinkymcdoink
Jan 29, 2026
It feels awesome that Canada and Europe are getting conquered by Indians. A few hundred years ago, your ancestors stole trillion $ worth of resources from India.
It feels awesome that Canada and Europe are getting conquered by Indians. A few hundred years ago, your ancestors stole trillion $ worth of resources from India.
Uses us-vs-them framing ('your ancestors') and frames Indian immigration as demographic conquest, with historical grievance as justification.
wyync
Oct 11, 2025
Welcome to the Turbanization of Canada
Welcome to the Turbanization of Canada
Uses loaded language ('Turbanization') to frame immigration as a threat to national identity and cultural composition.
solitaire5142
Aug 31, 2025
😂😂 sadly this video is reality and not speaking the truth isn’t racist. They are leaving India, clearly something is wrong with India. Why they come to Canada if they wanna turn Canada into India? …
😂😂 sadly this video is reality and not speaking the truth isn’t racist. They are leaving India, clearly something is wrong with India. Why they come to Canada if they wanna turn Canada into India? Clearly they are not the smartest… smh.
Frames immigrants as threats to national identity ('turn Canada into India') while questioning their intelligence and belonging.
nofacenocase1785
Feb 25, 2026
Hate to say it but white people in Canada , Australia, UK, USA need to find the lord.
Hate to say it but white people in Canada , Australia, UK, USA need to find the lord.
Makes a sweeping identity-based claim about white people in Western nations needing spiritual guidance.
abbey1999
Sep 20, 2025
sell amongst themselves, live amongst themselves...PUNJABIS!
sell amongst themselves, live amongst themselves...PUNJABIS!
Brief us-vs-them framing emphasizing ethnic separation and in-group behavior of Punjabis.
Identity Assertion
0.82
user-xi3nu2yt7k
Sep 19, 2025
it's in their DNA to lie cheat and scam
it's in their DNA to lie cheat and scam
Stereotyping statement attributing negative traits (lying, cheating, scamming) to a group based on ethnicity/nationality.
MachickneyPootee
Oct 23, 2025
I think we've gone full circle. White people finally understand it. So white people need to leave north America and go back to their homeland of Europe.
I think we've gone full circle. White people finally understand it. So white people need to leave north America and go back to their homeland of Europe.
Comment uses sarcastic reversal of demographic arguments to make a point about settler colonialism and white identity.
TambosSon
Jan 27, 2026
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
Asserts Canadian identity and frames immigrants as unwanted outsiders, with implicit threat framing about government policy.
richardrobinson5633
Feb 12, 2026
They're all Punjabis. 👳♂️ Brampton is called Mini Punjab, not Mini India.
They're all Punjabis. 👳♂️ Brampton is called Mini Punjab, not Mini India.
Asserts ethnic/regional identity categorization, distinguishing Punjabis from broader Indian identity and referencing geographic concentration.
Identity Assertion
0.82
essee3984
Oct 14, 2025
Buddhists and Hindus are nice. Muslims don't want to be that nice. IE: Hamas, October 7...
Buddhists and Hindus are nice. Muslims don't want to be that nice. IE: Hamas, October 7...
Stereotypes religious groups and uses geopolitical events to make sweeping generalizations about Muslim identity and behavior.
gorzar3300
Oct 27, 2025
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you …
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you can't be labeled racists etc for speaking the truth! I can tell you right now if I was to go to another country I would not get there illegally and take advantage of anything and everything I can from that countries government while showing hate for that very country. I sure as hell would not expect society in that country to bow down and be forced to accept and support the ways I knew from being from Canada. It blows my mind to see the level of entitlement and ignorance! Canada is dying........quick
Frames legal immigrants as 'correct' versus illegal immigrants as entitled and ignorant, asserting Canadian values and belonging while expressing demographic anxiety ('Canada is dying').
mikepeniuk203
Aug 25, 2025
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Makes ethnic stereotypes about Indian immigrants' motivations, calls for restrictive action, and expresses geopolitical anxiety about foreign influence.
turlochanmalhi3130
Aug 25, 2025
These white people forget that they too r immigrants..came a few centuries before us...native indians r the real owner of usa and canada.
These white people forget that they too r immigrants..came a few centuries before us...native indians r the real owner of usa and canada.
Asserts that white people are also immigrants while claiming Indigenous peoples as 'real owners,' using identity-based framing to challenge demographic hierarchies.
anubhav19888
Oct 15, 2025
Brampton... aka brown 💩 area.... smh
Brampton... aka brown 💩 area.... smh
Racist characterization of a city using ethnic/racial slurs and dehumanizing language, asserting negative identity boundaries.
kn0ck2wice2
Feb 20, 2026
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Makes sweeping dehumanizing generalizations about Punjabi/Sikh people based on ethnic identity.
deadpoolwhoslaysassholes1586
Feb 11, 2026
Divides country ?? What kind of news is this ? Everyone is united against mass immigration
Divides country ?? What kind of news is this ? Everyone is united against mass immigration
Claims unified national opposition to immigration, framing it as an us-vs-them issue.
prm1234567stphn
Feb 12, 2026
Trump is the great DIVIDER
Trump is the great DIVIDER
Characterizes Trump as a divisive figure, framing him as a threat to national unity.
Identity Assertion
0.82
@toddburgess5056
Mar 4, 2025
Where are the indigenous people or first nation. No temple or mosque should be in Canada, you cannot go to their country and do that
Where are the indigenous people or first nation.
No temple or mosque should be in Canada, you cannot go to their country and do that
Asserts indigenous priority and frames religious institutions as incompatible with Canadian identity, using comparative logic about reciprocal treatment in other countries.
Paige0131
Oct 21, 2025
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
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)