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
Hi Canada why u only depends on USA? U r big too get more people and build u r count same like USA, what is stopping u?
Hi Canada why u only depends on USA? U r big too get more people and build u r count same like USA, what is stopping u?
Asks why Canada depends on the US and compares Canada's potential to US development, seeking information.
@Energy.sources
Mar 4, 2025
11:23 how can you say you want due process while also basically denying the right to appeal
11:23 how can you say you want due process while also basically denying the right to appeal
Seeks clarification on a perceived contradiction in policy positions regarding due process and appeals.
jcrodriguez6324
Mar 2, 2026
Why the h€ll Indians want to go to USA?! Canada is much better.
Why the h€ll Indians want to go to USA?! Canada is much better.
Expresses confusion about migration patterns while comparing Canada favorably to the USA.
leos7830
Jan 27, 2026
I understand imposing tariffs to far away countries to bring jobs home, but Canada is right on their borders... why?
I understand imposing tariffs to far away countries to bring jobs home, but Canada is right on their borders... why?
Commenter seeks clarification about the rationale for US tariffs on a neighboring country, framed as an information-seeking question.
@AlexSCSI5
Mar 4, 2025
My question is why only now you closed the border and prevent fentanyl and other illegality to pass over the border a.o child trafficking etc why not during biden's presidency??
My question is why only now you closed the border and prevent fentanyl and other illegality to pass over the border a.o child trafficking etc why not during biden's presidency??
Seeks clarification on border policy timing while implicitly criticizing previous administration's approach.
@johnnyromondt4873
Mar 4, 2025
Hey Canada, your new commitment to stop the flow of phentinol, is it on point. What took you so long to do what should have been done a decade ago? You must have had nothing …
Hey Canada, your new commitment to stop the flow of phentinol, is it on point. What took you so long to do what should have been done a decade ago? You must have had nothing to gain. What has changed?
Seeks information about Canada's fentanyl policy while implicitly critiquing the delayed implementation and questioning government motives.
@anthonygarland933
Mar 4, 2025
Do you think the natives are the white people in canada??
Do you think the natives are the white people in canada??
Poses a clarifying question about the definition of 'natives' in Canada, challenging identity categorization.
anass777-17
Jan 27, 2026
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Asks what defines Canadian identity while implicitly questioning the distinction between Canadians and Americans, touching on identity boundaries.
alainouellet7794
Feb 24, 2026
i am not from canada but why is there a hindu god statue on canada
i am not from canada but why is there a hindu god statue on canada
Asks for explanation about a Hindu statue in Canada, with implicit concern about religious/cultural presence.
bekolleko8857
Jan 27, 2026
If tariffs don't work why are you using them yourself as a tool in response to Trumps?
If tariffs don't work why are you using them yourself as a tool in response to Trumps?
Rhetorical question challenging the logical consistency of tariff policy positions.
@LoneStar7739
Mar 4, 2025
Is that white guy with the bicycle a racist comedian?
Is that white guy with the bicycle a racist comedian?
An information-seeking question about a person visible in the video content.
byaran1
Feb 25, 2026
But you need to give a number of the bogus claims....YES everyone agree bogus claim should Not get helath benifits ok, BUT HOW MANY ? '......''give or take actually half "....lol
But you need to give a number of the bogus claims....YES everyone agree bogus claim should Not get helath benifits ok, BUT HOW MANY ? '......''give or take actually half "....lol
Seeks specific data/numbers about bogus claims while critiquing vague policy language, primarily information-seeking.
carlosr944
Feb 24, 2026
What about our hard-working doctors?
What about our hard-working doctors?
Brief rhetorical question raising concern about the impact on Canadian healthcare professionals, seeking acknowledgment of their situation.
Question
0.80
stephenstaeger1888
Feb 26, 2026
Immigration used one of the best in world. What happened? How did we get to the worst?
Immigration used one of the best in world. What happened? How did we get to the worst?
Seeks explanation for perceived decline in Canada's immigration system quality through rhetorical questions.
LorraineArams
Feb 26, 2026
Isn't it the U.S. border officials and customs responsible for what comes into our country and Canadian border officials and customs responsible for what comes into their country. Also, most fentanyl in the U.S. is …
Isn't it the U.S. border officials and customs responsible for what comes into our country and Canadian border officials and customs responsible for what comes into their country. Also, most fentanyl in the U.S. is actually produced in the U.S. itself.
Rhetorical questioning about border responsibility, followed by a factual claim about fentanyl production sources.
@Lee-yy2lr
Mar 4, 2025
I dont get why they’re kicking out immigrants who work and can actually integrate?
I dont get why they’re kicking out immigrants who work and can actually integrate?
Questions the logic of deporting working, integrated immigrants, expressing confusion about policy fairness.
coolbuddydude1
Nov 22, 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
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
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
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
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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