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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Question
1,353 comments
Damn, as a portuguese from Lisbon i wonder why tyler says he came from here xP is it bcus we knowned to be europe door for illegals? x.x
Damn, as a portuguese from Lisbon i wonder why tyler says he came from here xP is it bcus we knowned to be europe door for illegals? x.x
The comment asks a clarifying question about why someone claims to be from Lisbon, with a comparative reference to Portugal's immigration patterns.
franciscorn94
Jan 27, 2026
Wtf is that tuktuk ?
Wtf is that tuktuk ?
Asks about a vehicle (tuk-tuk) seen in the video, likely with humorous intent about cultural presence.
inf1nitedance505
Jan 27, 2026
How do all these immigrants own so many businesses?????
How do all these immigrants own so many businesses?????
Posed as information-seeking question but carries implicit identity-based skepticism about immigrant business ownership success.
jenniferjohnson5961
Aug 26, 2025
Where's all the kkk nazis proud boys all the other racist groups?
Where's all the kkk nazis proud boys all the other racist groups?
Poses a rhetorical question implying that racist groups should be present or visible, functioning as both inquiry and moral critique.
lawrenceeustache9422
Aug 26, 2025
When is this clown leaving ….. I thought he was not part of the government anymore
When is this clown leaving ….. I thought he was not part of the government anymore
Commenter questions why a political figure is appearing in the video and expresses confusion about their current role, seeking clarification.
@sorayialomonosova5811
Mar 5, 2025
Why is everyone mad now that we are cutting USAID ???. Also wasn't this lesbian stepping down ??
Why is everyone mad now that we are cutting USAID ???. Also wasn't this lesbian stepping down ??
Primarily asks clarifying questions about USAID cuts and personnel changes, with a secondary identity assertion element (derogatory reference to sexual orientation).
@Raider870
Mar 4, 2025
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
Rhetorical question challenging voter behavior regarding Liberal immigration policy, seeking explanation or expressing skepticism.
bobibrown3358
Aug 26, 2025
At 14:00 did CNN just censorship the question about America abandoning aid to Ukraine?
At 14:00 did CNN just censorship the question about America abandoning aid to Ukraine?
Commenter questions whether media censorship occurred at a specific timestamp, combining information-seeking with an unverified claim about editorial suppression.
@leorobert7037
Mar 5, 2025
Will Trump tell Trudeau “don’t tell us how to feel” regarding the inflation we will feel as he stated.
Will Trump tell Trudeau “don’t tell us how to feel” regarding the inflation we will feel as he stated.
Poses a rhetorical question about Trump's statements on inflation and Trudeau's response, seeking clarification or making a critical point.
@Noeau
Mar 4, 2025
Why don't they stop the flow of fentanyl into the U.S.?
Why don't they stop the flow of fentanyl into the U.S.?
Poses a question about Canadian government action on fentanyl trafficking, implying policy criticism.
@ppetry3978
Mar 4, 2025
Five Eyes…Five Eyes….why did you join him eight years ago?
Five Eyes…Five Eyes….why did you join him eight years ago?
Questioning statement about Canada's past alignment with Five Eyes intelligence alliance, seeking clarification or making a critical point.
@jokim7822
Mar 5, 2025
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
Tell us how many millions were spent to bring all the engimineers to our shores.
Tell us how many millions were spent to bring all the engimineers to our shores.
Seeks information about government spending on skilled immigrant recruitment, with implicit economic concern.
jaydeshaw3394
Dec 25, 2025
Kids go to school and get a trade
Kids go to school and get a trade
Brief statement suggesting education and trade training as a path forward, phrased as advice or discussion starter.
Question
0.75
microtechmachineshop
Sep 10, 2025
Heck! What is problems USA have with Canada??!! If I remember correctly, the last time he was president, he also do it.!!!!!
Heck! What is problems USA have with Canada??!! If I remember correctly, the last time he was president, he also do it.!!!!!
Expresses confusion about US-Canada tensions while implicitly critiquing Trump's repeated hostile approach.
@kenyip3822
Mar 4, 2025
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
Lists government agencies in a fragmented way that appears to seek clarification about immigration tracking systems.
Question
0.75
@stephanienguyen6992
Feb 19, 2026
So Trudeau what’s the ulterior reason for his tariffs increase. What’s hiding behind your mask!
So Trudeau what’s the ulterior reason for his tariffs increase. What’s hiding behind your mask!
Poses rhetorical questions about hidden motives behind tariff policy, seeking explanation while expressing skepticism.
@MynameisJs
Mar 4, 2025
you should come to North Stockton or Mountain House in CA!!! I would love to know if they are coming here off of something similar because their population has also grown exponentially over the last …
you should come to North Stockton or Mountain House in CA!!! I would love to know if they are coming here off of something similar because their population has also grown exponentially over the last 10 years its crazy!!
Seeks information about immigration patterns in California by comparing to Canadian trends, asking for clarification about demographic changes.
tickle-qd1un
Feb 28, 2026
US & Allies Guilty of Genocide?
US & Allies Guilty of Genocide?
Phrased as a question but functions as a provocative moral accusation about US/Allied actions.
@ArenAurelius
Mar 4, 2025
largley unnotied or largley uncared for by the govermenet?
largley unnotied or largley uncared for by the govermenet?
Seeks clarification about government awareness or concern regarding an unspecified issue, with implied criticism.
Dekison
Feb 18, 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)