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
Australia ?? with you ??
Australia ?? with you ??
Brief question asking whether Australia is aligned with Canada, seeking clarification about international positioning.
@bolwell
Mar 5, 2025
What happened to this Canadian Dictator Resigning?
What happened to this Canadian Dictator Resigning?
Poses a question about the PM's resignation status, seeking information or clarification.
@MaineiacSean
Mar 5, 2025
This doesn’t make sense. Carney is a liberal so why is this even happening?
This doesn’t make sense. Carney is a liberal so why is this even happening?
Seeks clarification about a perceived contradiction between political affiliation and policy action.
JDintheDMV
Dec 24, 2025
I am shocked by the turn of events. Are really Americans who vote for Trump ok with getting along with Russia? I thought their dislike of Russia united them across political divides
I am shocked by the turn of events. Are really Americans who vote for Trump ok with getting along with Russia? I thought their dislike of Russia united them across political divides
Expresses surprise and seeks clarification about American voters' stance on Russia relations, comparing past and present political positions.
@martanna20
Mar 5, 2025
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so …
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so many people coming from India when that country is doing so well. What’s with that? I’m just wondering that’s all.
Seeks clarification on deportation outcomes and expresses curiosity about immigration motivations while raising economic concerns.
mar6553
Nov 23, 2025
The deportation number is beside the point. How many are you letting in?
The deportation number is beside the point.
How many are you letting in?
Poses an information-seeking question about immigration intake levels while implicitly critiquing current policy.
BrianDunn-e8t
Dec 24, 2025
I don’t agree with Trump but I’m trying to understand this….So he (Trudeau) punishes his own nation with carbon tariffs then tells his nation how tough it’s gonna be now that a foreign president applies …
I don’t agree with Trump but I’m trying to understand this….So he (Trudeau) punishes his own nation with carbon tariffs then tells his nation how tough it’s gonna be now that a foreign president applies tariffs…I’m sorry I just don’t get it…instead of starting a fight that will hurt us even more, why don’t he just let go of the carbon tax to help the suffering…\nIs he actually care or is it just politics ?
Primarily seeks understanding of policy logic through rhetorical questions, while expressing skepticism about government priorities.
@AndMec75
Mar 5, 2025
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Poses a direct question to the Prime Minister about drug policy action while implicitly criticizing lack of concrete measures.
@mthz333
Mar 5, 2025
Bhai me cannda aaunga mujhe bhi apne sath laga lena job par ??
Bhai me cannda aaunga mujhe bhi apne sath laga lena job par ??
Information-seeking comment in Hindi/Hinglish asking for job assistance upon immigration to Canada, seeking practical advice.
@AryanSinghjadoun-p1r
Mar 5, 2025
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
Seeks information/clarification about immigration intake patterns, comparing Indian immigration to Ukrainian, Russian, Jewish, and Palestinian arrivals.
Wiiiz3
Nov 20, 2025
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
Seeks clarification about WTO rules and tariff policies through rhetorical questions about consistency and fairness.
@uffa00001
Mar 5, 2025
I thought this guy was going to resign ?
I thought this guy was going to resign ?
Seeks clarification about Trudeau's resignation status, referencing prior statements or rumors.
@RLDANONMOUS
Mar 4, 2025
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Poses rhetorical questions challenging immigration policy changes while asserting concern about Canadian identity erasure and post-nationalism.
redman958
Jun 17, 2025
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Challenges the accuracy of language identification in the video content, questioning whether speakers are misrepresented.
Sanem-f7j1e
Feb 21, 2026
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Information-seeking question about immigrant demographics in Indian cities, framed as hypothetical inquiry.
Question
0.80
benjamincioban7379
Oct 27, 2025
please give me canadian citizenship I comin
please give me canadian citizenship I comin
Direct request for information/assistance regarding Canadian citizenship, framed as a personal plea.
@radharaniaugustine9632
Mar 4, 2025
why am I still seeing this guy? I thought he was voted out or something....
why am I still seeing this guy? I thought he was voted out or something....
Seeks clarification about Trudeau's political status with a questioning tone.
@robreke
Mar 4, 2025
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the …
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the american to attach the candians people there
Information-seeking question about immigrant loyalty in hypothetical military conflict, framed with identity/belonging concerns.
kurtcobain7388
Jan 27, 2026
Can someone explain to me how this is supposed to make groceries cheaper? I still cannot afford an omelette.
Can someone explain to me how this is supposed to make groceries cheaper? I still cannot afford an omelette.
Seeks clarification about policy impact on grocery prices while expressing personal economic hardship.
@w_handle
Mar 4, 2025
As an American why would I listen to a leader from another country?
As an American why would I listen to a leader from another country?
Rhetorical question asserting that Americans should not take direction from foreign leaders, questioning legitimacy.
@Chileman97
Mar 4, 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)