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
Racist scum
Racist scum
Brief dismissive comment attacking the video creator or previous commenters rather than engaging substantively with immigration discourse.
Meta-Commentary
0.85
Cro5373
Jan 27, 2026
nothing happened
nothing happened
Dismissive comment about the video content itself rather than engaging with immigration topics.
Meta-Commentary
0.85
neilpirelli9240
Jan 27, 2026
7:54 why yall zooming in on his feet🤣 bros thinking of the reels
7:54 why yall zooming in on his feet🤣 bros thinking of the reels
Comments on the video's production choices (camera zoom on feet) and makes a joking observation about content creation.
Past_Tense154
Jan 27, 2026
are those AI news lol
are those AI news lol
Comment questions the authenticity of the video content itself, asking if the news presented is AI-generated.
Meta-Commentary
0.85
MangoFlamingo
Jan 19, 2026
That's all tim hortons now lol
That's all tim hortons now lol
Brief observational comment about Tim Hortons' current workforce composition, likely referencing video content.
Meta-Commentary
0.85
jarronworth3050
Jan 27, 2026
Dude with the bycicle was based AF
Dude with the bycicle was based AF
Brief comment about a person in the video ('dude with the bicycle'), using slang ('based') to express approval of their actions.
bouffels9157
Jan 27, 2026
A clear, rational, thoughtful speech. I miss those days...
A clear, rational, thoughtful speech. I miss those days...
Evaluates the quality of Trudeau's speech delivery and expresses nostalgia for his speaking style.
Meta-Commentary
0.85
@bryanjacobsen8522
Mar 4, 2025
Guy on the bike knows ball
Guy on the bike knows ball
Brief endorsement of a specific person featured in the video, commenting on their knowledge or perspective.
Meta-Commentary
0.85
mikedonlon1594
Jan 27, 2026
The guy on the bicycle is a racist mofo
The guy on the bicycle is a racist mofo
Comment about another commenter or video participant rather than engaging with immigration discourse substantively.
Meta-Commentary
0.85
ttusch
Jan 27, 2026
You found the nicest Canadians you could most would have had so much worse to say about Canindia
You found the nicest Canadians you could most would have had so much worse to say about Canindia
The comment critiques the video's selection of interview subjects, suggesting the creator chose unusually positive respondents.
Meta-Commentary
0.85
YourGoddamRight
Jan 27, 2026
All bots in the comments
All bots in the comments
Comment about the comment section itself, dismissing other commenters as automated accounts.
Meta-Commentary
0.85
@Dukedozzit
Mar 4, 2025
Very nice, except for the part about Donald being smart. Please don't lie to us about something we can all see is obviously not true.
Very nice, except for the part about Donald being smart. Please don't lie to us about something we can all see is obviously not true.
Critiques the content of the video itself, specifically a claim made within it, rather than addressing immigration policy.
Meta-Commentary
0.85
@shutupnplayclub265
Mar 4, 2025
This the same guy making fun of black people right, painting his face black? Yeah I doubt id listen to him
This the same guy making fun of black people right, painting his face black? Yeah I doubt id listen to him
Comment references the video creator's past behavior and expresses skepticism about listening to them, focusing on the source rather than immigration content.
Meta-Commentary
0.85
@tomcurtis2015
Mar 4, 2025
Bro on the bike was farming trues. Wordsmith of facts.
Bro on the bike was farming trues. Wordsmith of facts.
Comment about a person in the video ('bro on the bike') and their statements, praising their articulation.
Meta-Commentary
0.85
kevintrabert1922
Jan 27, 2026
20:18 blood on the side the width of a palm 😢
20:18 blood on the side the width of a palm 😢
Reference to a specific timestamp and visual detail in the video, commenting on video content rather than immigration policy.
Meta-Commentary
0.85
InfiniteInterestt
Jan 27, 2026
Guy on bike is a moron.
Guy on bike is a moron.
Comment critiques someone in the video (person on bike) rather than engaging with immigration topic.
Meta-Commentary
0.85
joesal1960
Jan 27, 2026
Trump in charge
Trump in charge
Brief statement about Trump's authority; functions as off-topic commentary rather than substantive discourse on immigration.
Meta-Commentary
0.85
@Peace-q3k
Mar 4, 2025
5:00 what's so funny 😠
5:00 what's so funny 😠
References a specific timestamp in the video and questions its content, engaging with the video itself rather than immigration policy.
Meta-Commentary
0.85
abdirahman1245
Jan 27, 2026
bike guy has been on twitter for too long
bike guy has been on twitter for too long
Critiques a person's social media behavior and presence, commenting on their online activity rather than the immigration topic.
Meta-Commentary
0.85
malls21
Jan 27, 2026
Brother it's Punjab Pronounce it Panjab
Brother it's Punjab
Pronounce it Panjab
Corrects pronunciation of a place name, engaging in a meta-level discussion about language and representation rather than immigration policy.
Meta-Commentary
0.85
KingUmar-xx9jo
Jan 27, 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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Discourse Quality (Perspective API)