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
Question
1,353 comments
Tyler Olivera, answer this question: Are you a Native American?
Tyler Olivera, answer this question: Are you a Native American?
Poses a direct question about Native American identity, likely challenging someone's right to speak on immigration issues.
digicraft123
Jan 28, 2026
I am from not US , maybe think about it why the drug consumption in US is so high ? is there a special reason ? no custermer no deal ?
I am from not US , maybe think about it why the drug consumption in US is so high ? is there a special reason ? no custermer no deal ?
Poses a question about US drug consumption patterns from a non-US perspective, implicitly comparing national contexts.
@jerzynemling5665
Mar 4, 2025
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
Poses a rhetorical question about why Punjabi people immigrate to Canada while claiming to love Punjab, mixing information-seeking with ethnic stereotyping.
DEKUxsSs
Jan 28, 2026
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
Poses a rhetorical question challenging the immigrant's stated preference for India, implying a factual contradiction without evidence.
elloco-q3h
Sep 21, 2025
Is this really happening? Somehow feels like watching SiFi.
Is this really happening? Somehow feels like watching SiFi.
Expresses disbelief and concern about events unfolding ('feels like watching SiFi'), combining information-seeking with anxiety about reality.
@natasaorlic869
Mar 4, 2025
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Seeks advice and mentorship on navigating career challenges, framed as an information-seeking request.
AaronCox-q5p
Dec 19, 2025
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
Questions video selection bias by asking why Chinese immigration wasn't covered, implying inconsistent framing.
Blackbeard2k
Jan 29, 2026
Why does the Canadian government have Canadians so much?
Why does the Canadian government have Canadians so much?
Rhetorical question expressing frustration with government policy toward citizens, seeking explanation or venting.
robinbank5
Jan 29, 2026
town of 20k ppl was so long she wasnt prolly even born. For reference brampton had 50k ppl back in 1950's so 20k was way b4 that. thats almost 100 years either lady is immortal …
town of 20k ppl was so long she wasnt prolly even born. For reference brampton had 50k ppl back in 1950's so 20k was way b4 that. thats almost 100 years either lady is immortal or idk
Challenges the credibility of a claim made in the video through skeptical questioning about timeline and demographic history.
beastfire132
Jan 29, 2026
@TylerOliverira, in Canada, you can't buy knives for self-defence. Only for Utility.
@TylerOliverira, in Canada, you can't buy knives for self-defence. Only for Utility.
Appears to be a clarification or informational statement about Canadian knife laws in response to another commenter.
Question
0.75
Dalhorn
Jan 29, 2026
In which direction is most of the Fentanyl crossing the Canadian border?
In which direction is most of the Fentanyl crossing the Canadian border?
Poses a factual question about drug trafficking patterns at the Canadian border.
Question
0.75
@brettbenson7690
Mar 4, 2025
Trudeau said “Donald”????..??
Trudeau said “Donald”????..??
Seeks clarification about a statement made in the video, questioning what was said.
@Mercy-n4i
Mar 4, 2025
Why do they keep saying Punjab that territory and province is in India.
Why do they keep saying Punjab that territory and province is in India.
Questioning statement that contains a factual claim about Punjab's location, presented as a question rather than assertion.
wandererkenshin7557
Jan 27, 2026
You forgot the invation before didn't u?
You forgot the invation before didn't u?
Commenter is asking a clarifying question about a missing invitation, though the context is unclear.
Question
0.75
dojadog1337
Jan 27, 2026
India and China are a big country but why do these people immigrate to other countries????
India and China are a big country but why do these people immigrate to other countries????
Poses a question about immigration motivations while implicitly framing immigration as puzzling or problematic.
minkwak9377
Jan 27, 2026
I need the question on why they want to come to a cold climate? Just why? Just cause there’s Gibbs? They’re willing to just freeze their a$$ off. I don’t even wanna live up there.
I need the question on why they want to come to a cold climate? Just why? Just cause there’s Gibbs? They’re willing to just freeze their a$$ off. I don’t even wanna live up there.
Frames as a genuine question about immigrant motivations but contains implicit criticism and dismissive tone toward immigrants seeking benefits.
BostonRyan
Jan 27, 2026
Pls in Germany pls pls
Pls in Germany pls pls
Appears to be a request or plea about immigration to Germany, seeking information or expressing desire to migrate elsewhere.
GhettoSchrank
Jan 28, 2026
How long is it going to take to rebuild relations after he's gone? I'm worried it won't be as quick of a process.
How long is it going to take to rebuild relations after he's gone? I'm worried it won't be as quick of a process.
Seeks information about timeline for diplomatic recovery while expressing concern about future relations.
@brettbenson7690
Mar 4, 2025
Can Trudeau be our president??? Please!
Can Trudeau be our president??? Please!
Poses a hypothetical question about Trudeau becoming president, expressing preference for Canadian leadership.
@Michele-z4k
Mar 4, 2025
Wonder what the other indians that been here long think about these new immigrants
Wonder what the other indians that been here long think about these new immigrants
Seeks information about established immigrant perspectives on newer arrivals, with implicit identity-based framing.
stevechapman3249
Sep 11, 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)