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
Meta-Commentary
3,846 comments
MAGA still think this is fun
MAGA still think this is fun
References MAGA movement and political positioning; appears to be commentary on other commenters or broader political discourse rather than on immigration policy.
Meta-Commentary
0.75
@RememberD1517
Mar 4, 2025
Instead of making these videos go make some videos exploring your best friend epsteins island
Instead of making these videos go make some videos exploring your best friend epsteins island
Comment criticizes the video creator's content choices and references an unrelated conspiracy theory, functioning as meta-commentary about the channel.
malanoticia-h5z
Feb 11, 2026
Make that make sense!!!
Make that make sense!!!
Vague expression of confusion or skepticism about the video content itself rather than substantive engagement with the topic.
Meta-Commentary
0.75
@missmytime
Mar 4, 2025
This was on point. wish this guy was our president.
This was on point. wish this guy was our president.
Comment responds to the video content and expresses approval of the speaker's position.
@countyingula
Mar 4, 2025
This guy's a homeless. Why are they asking the homeless hobo about immigration? He's a hater. Talking about a country here and do anything for but feed off of.
This guy's a homeless. Why are they asking the homeless hobo about immigration? He's a hater. Talking about a country here and do anything for but feed off of.
Commenter critiques the video's choice of interviewee (homeless person) and dismisses their credibility, focusing on the video production rather than immigration substance.
abalu5547
Oct 1, 2025
I can clearly see why canada is in a bad state. The panel speaks volumes.
I can clearly see why canada is in a bad state.
The panel speaks volumes.
Comments on the video panel composition as evidence of Canada's problems, mixing critique of the video itself with identity-based framing.
matthewpektar9974
Oct 1, 2025
Biggest inaccuracy: DJT is a smart man ?
Biggest inaccuracy: DJT is a smart man ?
Critiques the video's characterization of Trump as intelligent, commenting on the content's framing rather than substantive policy.
@postems
Mar 4, 2025
Michelle Rempel Garner you are an embarrassment - Canada is NOT Trump land show some decorum and treat officials with respect. Some of your questions were ridiculous and simply for show. I worked as a …
Michelle Rempel Garner you are an embarrassment - Canada is NOT Trump land show some decorum and treat officials with respect. Some of your questions were ridiculous and simply for show. I worked as a Senior Advisor in 2 government departments and have been in Parliament many times. You can be an effective politician but don't act like a clown AND by the way I live in Alberta.
Critiques a specific politician's behavior and parliamentary conduct rather than immigration policy itself.
OCanadaEH
Oct 1, 2025
Trump isn't listening to this moron, anyway. He's insignificant.
Trump isn't listening to this moron, anyway. He's insignificant.
Dismissive comment about the video subject's relevance or influence rather than engaging with substantive content.
Meta-Commentary
0.75
@wesbosse5708
Mar 4, 2025
Ngl tyler u raise a few valid points but some of this is just flat out racist and your giving it a platform.
Ngl tyler u raise a few valid points but some of this is just flat out racist and your giving it a platform.
Critiques the video creator (Tyler) for platforming racist content, focusing on the video's problematic nature.
sawyermiller7045
Feb 13, 2026
It does look safe
It does look safe
Brief comment evaluating the video content itself regarding safety appearance.
Meta-Commentary
0.75
muira58
Jan 28, 2026
Perché non indaghi sui testimoni di Geova a Warwick soprattutto sono la peggiore setta che c'è sulla faccia della terra
Perché non indaghi sui testimoni di Geova a Warwick soprattutto sono la peggiore setta che c'è sulla faccia della terra
Comment in Italian requesting investigation into Jehovah's Witnesses, off-topic from the video's immigration focus; appears to be misdirected.
Meta-Commentary
0.75
angelotramuto9945
Feb 14, 2026
4:34 fuck you piggy
4:34 fuck you piggy
Hostile comment directed at someone in the video, referencing a specific timestamp.
Meta-Commentary
0.75
Blessed831
Jan 28, 2026
This boy should go away... why are you crying if you can respond to US?
This boy should go away... why are you crying if you can respond to US?
Comments on the video subject's behavior and emotional response rather than engaging with substantive policy or immigration issues.
Meta-Commentary
0.75
@TrendingTicker
Mar 4, 2025
Why are you giving this lying piece of shit of a prime minister any airtime whatsoever I agree with the fact that Trump is going a little overboard with the tariffs but to listen to …
Why are you giving this lying piece of shit of a prime minister any airtime whatsoever I agree with the fact that Trump is going a little overboard with the tariffs but to listen to this guy nobody in Canada wants to even see this man's face so by you even putting it on there just basically makes your station that less credible
Criticizes the channel's editorial decision to air Trudeau while also critiquing both Trudeau and Trump's policies, questioning the station's credibility.
@mikemcmullan2786
Mar 4, 2025
Trump is great bully
Trump is great bully
Brief opinion about Trump unrelated to the video's immigration topic; appears tangential to the discussion.
Meta-Commentary
0.75
@NbNb1987
Mar 4, 2025
لماذا لا تتكلم عن جزيرة ابستين بعد فضائهم وكنت انت اول من فضحهم قبل سنتين
لماذا لا تتكلم عن جزيرة ابستين بعد فضائهم وكنت انت اول من فضحهم قبل سنتين
Comment in Arabic appears to critique the video creator for not covering a different topic (Epstein island), addressing the channel rather than immigration policy.
Meta-Commentary
0.75
msn-m2g
Feb 17, 2026
Try adding another zero Global tv
Try adding another zero Global tv
Comment directed at 'Global tv' (the broadcaster) critiquing the video itself rather than immigration policy.
Meta-Commentary
0.75
Stonesour1
Feb 18, 2026
Sorry Canada we have a idiot for a president
Sorry Canada we have a idiot for a president
Apologetic comment about US leadership rather than substantive engagement with Canadian immigration policy.
Meta-Commentary
0.75
@scorpi972
Mar 4, 2025
He should be in the Democratic party , you fight fire with fire Jeffrey needs to listen to this
He should be in the Democratic party , you fight fire with fire Jeffrey needs to listen to this
Comment appears to reference a person named Jeffrey and party politics, but lacks clear connection to the video's content or immigration topic.
Meta-Commentary
0.75
@elijahsmith5957
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)