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
The amount of migrants and fentanyl coming over the Canadian border is utterly negligible, no?
The amount of migrants and fentanyl coming over the Canadian border is utterly negligible, no?
Commenter questions the scale of border issues (migrants and fentanyl), implicitly challenging the severity claims underlying border policy.
@essentials-ou9sh
Mar 4, 2025
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
Off-topic technical question about phone service unrelated to immigration; includes meta-commentary about product origin.
w.e.s.
Jan 27, 2026
Omg. This guy has balls of steel. So he just ran away? Is there more to story?
Omg. This guy has balls of steel. So he just ran away? Is there more to story?
Asks clarifying questions about a person featured in the video ('Is there more to story?'), seeking additional information about video content.
jay1970
Jan 27, 2026
After all these, I cant understand how some people in America still like Trump?
After all these, I cant understand how some people in America still like Trump?
Primarily an information-seeking question expressing confusion about Trump supporters, with an implicit moral judgment embedded.
@josepascal8856
Mar 4, 2025
Trump was saying he was going to get his retribution. WTF did Canada and Mexico do to you?
Trump was saying he was going to get his retribution. WTF did Canada and Mexico do to you?
Poses a rhetorical question challenging Trump's justification for trade actions against Canada and Mexico, seeking accountability.
@jjmarz1001
Mar 4, 2025
Why do you call it an Indian invasion?
Why do you call it an Indian invasion?
Directly questions the video creator's use of the term 'Indian invasion,' seeking clarification or challenging the framing.
SrikanthPRABHA7
Jan 28, 2026
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in …
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in Canada?
Poses rhetorical questions about Palestinian immigration policy and government consistency, framed as information-seeking with comparative implications.
skwarubwa7083
Sep 22, 2025
Why sneak into the US when you can just get a F1 Visa here? That’s how universities make their money here.
Why sneak into the US when you can just get a F1 Visa here? That’s how universities make their money here.
Poses a rhetorical question about visa alternatives while implying economic motivation for universities.
Protocoding
Jan 27, 2026
Lots of positives stated I'd like to know how they are insuring nutritional standards for that food program Hopefully they will focus on whole unprocessed foods
Lots of positives stated
I'd like to know how they are insuring nutritional standards for that food program
Hopefully they will focus on whole unprocessed foods
Seeks clarification about nutritional standards in a food program while expressing cautious support, primarily information-seeking.
CurtisHelstrom-p7p
Jan 11, 2026
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
Expresses skepticism about a claim made in the video through rhetorical questioning, doubting the economic feasibility described.
nicolasgarney
Oct 15, 2025
So they only employed their own kind?
So they only employed their own kind?
Asks whether hiring practices favored co-ethnics, implying potential discrimination or nepotism in employment.
eonwe5891
Jan 27, 2026
Where is the Republican senators do they agree with America 25% of
Where is the Republican senators do they agree with America 25% of
Incomplete but clearly information-seeking about Republican senators' positions on a policy matter.
Question
0.78
@winstonmartin8097
Mar 4, 2025
Why does anyone need to pay someone to walk across the border? It’s the world’s largest undefended border
Why does anyone need to pay someone to walk across the border? It’s the world’s largest undefended border
Seeks clarification about border smuggling economics while implicitly critiquing the feasibility of smuggling across an undefended border.
hockey_highlights_and_more
Jan 28, 2026
You do know that the Tarrifs are a distraction from this, right?
You do know that the Tarrifs are a distraction from this, right?
Seeks confirmation or discussion about whether tariffs are a distraction, functioning as an information-seeking query about political strategy.
@JacobParkYusuk
Mar 4, 2025
Didn’t this dude step down or get voted out or something lmfao
Didn’t this dude step down or get voted out or something lmfao
Seeks clarification about Trudeau's political status with a questioning tone and dismissive humor.
@brandonevans9521
Mar 4, 2025
When Canada would turn to india, were would they go
When Canada would turn to india, were would they go
Poses a hypothetical question comparing Canada's future to India, implying concern about demographic change through comparative framing.
boomerchannelbob3266
Jan 28, 2026
???? Title wrong or something this is about east asian immigrants in Canada not about Canada Indians under the 1876 Indian Act. ??? Why are immigrants being mislabeled as a indian on a different continent
???? Title wrong or something this is about east asian immigrants in Canada not about Canada Indians under the 1876 Indian Act. ??? Why are immigrants being mislabeled as a indian on a different continent
Seeks clarification about terminology confusion between East Asian immigrants and Indigenous peoples under the Indian Act.
saiyanlettuce
Sep 19, 2025
What happened, Trudeau? You can't freeze his bank account?
What happened, Trudeau? You can't freeze his bank account?
Rhetorical question challenging Trudeau's ability to take action, seeking clarification or expressing skepticism.
@Mrachnitedoktrini
Mar 4, 2025
Why Canada?\nI can see Mexico but Canada.\nNO. NO, NO, NOT CANADA
Why Canada?\nI can see Mexico but Canada.\nNO. NO, NO, NOT CANADA
Seeks clarification about why Canada is included in a policy, expressing skepticism through questioning.
@deewilbur9616
Mar 4, 2025
Bulgaria ?? stands with Canada ??
Bulgaria ?? stands with Canada ??
Expresses confusion/skepticism about Bulgaria's stated support for Canada, framed as a comparative question about international alignment.
@dennystoriginal
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)