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
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
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
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
Do the city in Texas where a similar situation is taking place and multiple houses are on the market now
Do the city in Texas where a similar situation is taking place and multiple houses are on the market now
Requests information about a comparable situation in Texas while implying comparative analysis of housing market impacts.
Slimesito1017
Jan 27, 2026
As an American, there’s no way I can believe that Trump is doing this for less than one percent fentanyl crossing the Canadian border. I wonder what the real reason is?
As an American, there’s no way I can believe that Trump is doing this for less than one percent fentanyl crossing the Canadian border. I wonder what the real reason is?
An American expressing skepticism about Trump's stated rationale and seeking to understand the true motivation behind policy.
@hooliganconcepts5052
Mar 4, 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
I'd like to know what the REAL reason is for moving forward with these tariffs. The fentanyl excuse is bullshit.
I'd like to know what the REAL reason is for moving forward with these tariffs. The fentanyl excuse is bullshit.
Seeks information about true motivations behind tariffs while expressing skepticism about the stated fentanyl justification.
@toshvader2055
Mar 4, 2025
Won’t the tariffs go away if Canada secures their southern border?
Won’t the tariffs go away if Canada secures their southern border?
Seeks clarification about the relationship between border security and tariff policy, framed as a conditional question.
@OGLD
Mar 4, 2025
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
NO SHITT!!!What happened to them!?
NO SHITT!!!What happened to them!?
Emphatic question seeking information or clarification about what happened to a referenced group or situation.
Question
0.80
paveltihov8371
Oct 23, 2025
What is America doing about the illicit drugs that are exiting their country?
What is America doing about the illicit drugs that are exiting their country?
Information-seeking question that implicitly critiques U.S. policy on drug control.
@HarlandF
Mar 4, 2025
they dont pay taxes? is this actually fact? how? drop the tutorial lmaooooooooo
they dont pay taxes? is this actually fact? how? drop the tutorial lmaooooooooo
Seeks clarification on an unverified claim about tax evasion, using humor to request evidence.
lulubear-p6l
Oct 27, 2025
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
Seeks clarification about crime concerns in Brampton and questions the narrative being presented, implying skepticism about negative claims.
curiouspharmacy4775
Feb 3, 2026
what about indigenous homeless in sasaktoon?
what about indigenous homeless in sasaktoon?
Seeks information or raises awareness about indigenous homelessness as a counterpoint to immigration discussion.
TakeItOrLeaveIt-12
Jan 30, 2026
Confused over why they don’t want to pay international student fees if they are international students.
Confused over why they don’t want to pay international student fees if they are international students.
Seeks clarification about international student fee policy, framed as confusion about apparent inconsistency in regulations.
straighttothedisco
Oct 4, 2025
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
Requests factual explanation about Canada's financial status ('probate') while implying unverified claims about government dishonesty, framed as an information-seeking question.
@ronnishino7880
Mar 4, 2025
How does this white man know they pay no taxes?????
How does this white man know they pay no taxes?????
Challenges an unverified claim about immigrants not paying taxes with a skeptical question.
MrPharu500
Oct 4, 2025
Is that why the liberals are pushing the maid program on seniors, veterans and young adults ... just mostly Canadians... how come they don't offer it to the immigrants
Is that why the liberals are pushing the maid program on seniors, veterans and young adults ... just mostly Canadians... how come they don't offer it to the immigrants
Poses a rhetorical question about differential treatment of domestic workers versus immigrants, implying policy inconsistency.
sharmuyres7585
Feb 17, 2026
What would be good is to also explain factually to what Trump says the negative trade amount is to what it actually is. Need the facts shown.
What would be good is to also explain factually to what Trump says the negative trade amount is to what it actually is. Need the facts shown.
Requests factual information and analysis about trade statistics, implying government claims need verification.
@ronhughes5103
Mar 4, 2025
Can I move to your country? I don’t want America and I certainly didn’t vote for the power struck orange anus with the horrible wig!
Can I move to your country? I don’t want America and I certainly didn’t vote for the power struck orange anus with the horrible wig!
Seeks information about immigrating to Canada while expressing dissatisfaction with the USA.
@ranchocucamongaca5691
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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