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
Terrorist media i like to ?listen
Terrorist media i like to ?listen
Dismissive comment about media quality, though incomplete and unclear in intent.
Meta-Commentary
0.60
@osmanhussein7654
Mar 4, 2025
/r/bramptondriving
/r/bramptondriving
A subreddit reference that appears to be directing discussion to another platform, though context is minimal.
Meta-Commentary
0.60
gilbyglibber
Jan 27, 2026
Business is Business
Business is Business
Cryptic statement that appears to be commentary on the nature of the discussion or broader context rather than substantive engagement.
Meta-Commentary
0.60
@theone5212
Mar 4, 2025
I love a good curry.
I love a good curry.
Off-topic comment about food unrelated to immigration discourse; classified as meta-commentary about the conversation context.
Meta-Commentary
0.60
ingonito-ng4kj
Oct 1, 2025
What a kid ??????
What a kid ??????
Vague reaction to the video content itself with unclear intent, likely meta-commentary about the speaker or presentation.
Meta-Commentary
0.60
@hermanbanman6754
Mar 4, 2025
More in uk😮
More in uk😮
Brief comparative reference to UK immigration levels; minimal content suggests meta-commentary about the video's scope.
Meta-Commentary
0.60
anthonykenaley
Feb 24, 2026
Brangladesh
Brangladesh
Single-word reference to Bangladesh appears to be a tangential or unclear comment about the video content.
Meta-Commentary
0.60
QSOLOsRL
Nov 2, 2025
Don't use the toilets at Tom Hortons, they don't clean them, cra p on the seats
Don't use the toilets at Tom Hortons, they don't clean them, cra p on the seats
Off-topic complaint about Tim Hortons bathroom cleanliness, unrelated to immigration discussion.
Meta-Commentary
0.60
colinpeck8257
Feb 26, 2026
Not tight enough
Not tight enough
Cryptic comment appears to reference video content or another commenter's argument without clear substantive position.
Meta-Commentary
0.60
hatfieldd7
Feb 26, 2026
your on a generational run
your on a generational run
Cryptic phrase appears to reference the video creator or content trajectory, though meaning is unclear.
Meta-Commentary
0.60
fallenangelgoy
Jan 27, 2026
Russia?? Im American and ? Russia
Russia?? Im American and ? Russia
Fragmented comment expressing confusion about video content or context, appears to be meta-level confusion.
Meta-Commentary
0.60
@Barbara-u5h
Mar 4, 2025
He is a ?? and so is CNN???
He is a ?? and so is CNN???
Comment criticizes the video subject and CNN but lacks specificity; appears to be meta-commentary about media coverage rather than substantive policy critique.
Meta-Commentary
0.60
@borlanderobertson5666
Mar 4, 2025
A lot of people are....
A lot of people are....
Incomplete fragment that appears to be meta-commentary about other commenters or the discussion itself.
Meta-Commentary
0.60
aaronettsexton4459
Aug 25, 2025
I stop two year I am not going any more Tim Hortons dirty and discusting
I stop two year I am not going any more Tim Hortons dirty and discusting
Off-topic complaint about Tim Hortons unrelated to immigration discussion; appears to be misplaced comment.
Meta-Commentary
0.60
elegantimontreal1677
Feb 27, 2026
He is a punk.
He is a punk.
Personal insult directed at a public figure, functioning as commentary on character rather than substantive policy critique.
Meta-Commentary
0.60
@pkthurk21
Mar 4, 2025
Mama pundek
Mama pundek
Appears to be non-English text or gibberish, likely spam or off-topic commentary.
Meta-Commentary
0.60
M789ciz-q1i
Jan 27, 2026
We shall see
We shall see
Minimal engagement expressing skepticism or waiting to see what happens; ambiguous but appears to be commentary on the situation rather than substantive discourse.
Meta-Commentary
0.60
@amondofigueroa94
Mar 4, 2025
A Polacy mają pod górkę
A Polacy mają pod górkę
A brief comment in Polish that appears to reference Poles/Polish people in a contextual way, likely meta-commentary about the discussion or video.
Meta-Commentary
0.60
JagodaZ-n1p
Feb 27, 2026
Every Child matters
Every Child matters
Brief reference to 'Every Child Matters' appears to be commentary on the video topic or broader discourse context rather than substantive engagement.
Meta-Commentary
0.60
Markbogus
Oct 2, 2025
getting too local
getting too local
Cryptic phrase likely referring to the video's content or tone, but too vague to classify with high confidence; appears to be commentary on the discussion itself.
Meta-Commentary
0.60
WE_BALL
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)