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
Canada and Mexican have increase everything for ??
Canada and Mexican have increase everything for ??
Unclear question about price increases in Canada and Mexico, seeking clarification on economic impacts.
@wagnerlopez5221
Mar 4, 2025
I thought this grifter resigned?
I thought this grifter resigned?
Seeks clarification about whether the subject resigned, framed as a rhetorical question expressing skepticism.
@AlexManguy
Mar 4, 2025
I wonder how Trumptin will respond to this.
I wonder how Trumptin will respond to this.
Expresses curiosity about how a political figure will respond, combining information-seeking with commentary about external events.
@markm6028
Mar 4, 2025
Jesus didn't this dude resign in shame?
Jesus didn't this dude resign in shame?
Commenter is asking a clarifying question about whether a political figure resigned, with a dismissive tone suggesting skepticism.
@jemasptaetn4727
Mar 4, 2025
Probably Trump join BRIX..???
Probably Trump join BRIX..???
Speculative question about Trump joining BRICS, comparing geopolitical alignments.
@rajdking
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
Do you think Trump intends to invade Canada and Mexico?
Do you think Trump intends to invade Canada and Mexico?
Seeks information/clarification about Trump's intentions, though framed with underlying security concern.
@ReneeCelesteFlanders
Mar 4, 2025
Don't Canadians, absolutely despise this guy?
Don't Canadians, absolutely despise this guy?
Rhetorical question seeking confirmation about Canadian sentiment toward a political figure, with implicit identity framing about what 'Canadians' think.
@Chuckclc
Mar 4, 2025
Yeah we need help lol
Yeah we need help lol
Brief, ambiguous statement that appears to be seeking acknowledgment or agreement rather than providing substantive commentary.
Question
0.75
@xaviergravel4132
Mar 4, 2025
How much are we short? That's the number we let in. Out of the million, how has the skills we need?
How much are we short? That's the number we let in. Out of the million, how has the skills we need?
Seeks information about immigration numbers and skills matching, questioning whether intake aligns with labor market needs.
ineuifity
Feb 1, 2026
Is this world War 3 trump is starting
Is this world War 3 trump is starting
Poses a question about whether Trump is starting World War 3, combining information-seeking with underlying anxiety.
@meisu3287
Mar 4, 2025
President Trump should ask their citizens if this is what they want all countries against them or Russia. I bet not but.
President Trump should ask their citizens if this is what they want all countries against them or Russia. I bet not but.
Poses a hypothetical question to Trump about whether citizens prefer international isolation or alignment with Russia, seeking to highlight a dilemma.
@brendaglassco1862
Mar 4, 2025
Btw border plan doesn't go into effect for years
Btw border plan doesn't go into effect for years
Seeks clarification about timeline and implementation details of border policy.
@carolynfortin9812
Mar 4, 2025
So many of us in the US have no idea how this makes sense, how anything Trump does makes sense.
So many of us in the US have no idea how this makes sense, how anything Trump does makes sense.
Expresses confusion and seeks understanding about policy rationale, framed as information-seeking.
@amyd2560
Mar 4, 2025
3 million Visas are about to expire. These people will just leave? They will apply for refugee status or asylum claims, which takes another 4 years to get a hearing? The taxpayers pay for housing …
3 million Visas are about to expire. These people will just leave? They will apply for refugee status or asylum claims, which takes another 4 years to get a hearing? The taxpayers pay for housing and benefits?
Raises questions about visa expiration and asylum claims while expressing concern about taxpayer costs for housing and benefits.
doinitforfun888
Feb 27, 2026
Why would you go through all of that get the drive across and shop? Why would you put yourself through all of that? Do you really need something there that bad that you can’t stay …
Why would you go through all of that get the drive across and shop? Why would you put yourself through all of that? Do you really need something there that bad that you can’t stay out of there?
Poses rhetorical questions challenging the necessity of US travel given new border requirements and inconvenience.
Mr.Empathy82
Dec 9, 2025
is canada is against their citizens
is canada is against their citizens
Seeks clarification about government priorities through a rhetorical question implying unfair treatment of citizens.
rxrogx2345
Jan 11, 2026
Shall not Europe make a deal with Ukraine and Canada now?
Shall not Europe make a deal with Ukraine and Canada now?
Poses a question about geopolitical negotiations involving multiple countries, seeking information or proposing a scenario.
@vitoVoodoo
Mar 4, 2025
lmao people need to learn about immigration process. not like he said, she said thing
lmao people need to learn about immigration process. not like he said, she said thing
Humorously suggests people need to learn about immigration processes rather than relying on anecdotal accounts.
adityathakur00
Sep 19, 2025
And this guy has resigned???
And this guy has resigned???
Rhetorical question expressing surprise or criticism about a political figure's resignation decision.
@stevemerrill7430
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)