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
Search & Filter
Unverified Claim
3,221 comments
Just look at your language no manners that’s why she can’t find the job
Just look at your language no manners that’s why she can’t find the job
Makes an unsubstantiated claim linking language/manners to employment discrimination, implying immigrants lack these qualities.
Hardam-lk8ht
Aug 25, 2025
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Makes exaggerated or false claims about government benefits for immigrants while Canadian citizens work harder.
dalmatiandevilTV
Jan 27, 2026
100 K of Indian ppl with fake certificates were caught in Australia 😂
100 K of Indian ppl with fake certificates were caught in Australia 😂
Unverified claim about fake certificates with laughing emoji; likely exaggerated or false statistic presented as fact.
Amjan-b7g
Jan 27, 2026
USR= United states of Russia.
USR= United states of Russia.
Cryptic acronym asserting a conspiracy theory without evidence or explanation.
Unverified Claim
0.75
@safreen-insightidea7932
Mar 5, 2025
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
Presents a specific numerical claim about migration numbers without evidence and implies negative consequences without substantiation.
madjoe8622
Aug 25, 2025
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Claims someone is lying about their identity/language origin, mixing factual dispute with identity-based framing.
Khalsasingh1256
Jan 28, 2026
For some yet to be explained reason, the entire western world is doing the exact same thing. Its intentional civilizational suicide.
For some yet to be explained reason, the entire western world is doing the exact same thing. Its intentional civilizational suicide.
Makes a conspiracy-theory claim that Western nations are coordinating 'civilizational suicide' through immigration without evidence.
mclager88
Jun 20, 2025
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
Makes vague but specific claim that nation was 'sold out to the enemy' without evidence, framing immigration as consequence of betrayal.
IDIOMRADIO
Jun 20, 2025
You want views, let's hate India
You want views, let's hate India
Accuses the creator of fabricating anti-India sentiment for views, implying the video contains false or exaggerated claims.
LIVEGONOW
Jan 29, 2026
seriously africans?? subsaharan africans are mostly christians, ive never heard in my life african culture normalized grape
seriously africans?? subsaharan africans are mostly christians, ive never heard in my life african culture normalized grape
Makes a demonstrably false claim about African culture while asserting ethnic/cultural identity categories.
hsbeen_67pmo
Jan 29, 2026
Pajeets are goffy
Pajeets are goffy
Derogatory slur with no substantive content; classified as misinformation due to its use of ethnic slur as a substitute for meaningful discourse.
Unverified Claim
0.75
ohvaix
Jan 29, 2026
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are …
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are awful drivers.
Makes a sweeping negative generalization about Indian drivers based on an anecdotal incident, presenting it as fact without evidence.
Own-Isopod
Jan 29, 2026
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Makes a vague accusatory claim ('Scam Central') without evidence and implies censorship, combining unsubstantiated allegations with identity framing.
DanSi1d1
Jan 29, 2026
They are being sent by the British . We need to annex Canada .
They are being sent by the British . We need to annex Canada .
Makes an unfounded conspiracy claim about British involvement while proposing annexation of Canada.
MikeHurst-fx9vd
Jan 29, 2026
This is on some next level Manchurian Candidate type _ _ _ _
This is on some next level Manchurian Candidate type _ _ _ _
Invokes conspiracy theory language ('Manchurian Candidate') suggesting hidden manipulation without evidence.
@elastronata
Mar 5, 2025
The term "Racism" doesn't exist.
The term "Racism" doesn't exist.
Commenter makes a demonstrably false claim that the concept of racism does not exist, contradicting established social and academic understanding.
Unverified Claim
0.75
BasedMisatoSpeaks1488
Feb 3, 2026
One man that said "the price was right so I came".... he couldn't possibly mean affordability in Canada sooo yeah that's pretty much what we figured. Definitely paid voters and changers.
One man that said "the price was right so I came".... he couldn't possibly mean affordability in Canada sooo yeah that's pretty much what we figured. Definitely paid voters and changers.
Makes unsubstantiated claims about immigrants being 'paid voters' and deliberately changing demographics, combining conspiracy thinking with demographic anxiety.
katwalks
Feb 3, 2026
Elon doesn’t like Canada. That’s why Trump is doing this bc his boss told him to? Everyone is acting like they don’t knw WHY?
Elon doesn’t like Canada. That’s why Trump is doing this bc his boss told him to? Everyone is acting like they don’t knw WHY?
Presents unsubstantiated claim that Elon Musk controls Trump's tariff decisions without evidence.
@solstyles1038
Mar 4, 2025
Hanuman converted to Buddhism. Indians don't like this fact.
Hanuman converted to Buddhism. Indians don't like this fact.
Makes a religious/historical claim presented as fact that appears tangential and potentially misleading.
Unverified Claim
0.75
jessepasley5429
Feb 3, 2026
Bc wtf khalistan is from pak 😡
Bc wtf khalistan is from pak 😡
Factually incorrect claim that Khalistan originates from Pakistan rather than Punjab region.
Unverified Claim
0.75
TERACARTOON06
Feb 3, 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)