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
There is only one God. Reject demons posing as gods.
There is only one God. Reject demons posing as gods.
A religious statement seemingly unrelated to the video topic, possibly spam or off-topic commentary.
Meta-Commentary
0.60
trump2024-s8o
Jan 27, 2026
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
Let’s see how long they keep getting those good s
Let’s see how long they keep getting those good s
Incomplete or unclear comment that appears to reference the video content or ongoing discussion rather than making a substantive argument.
Meta-Commentary
0.60
@JimmyDixon-d7d
Mar 4, 2025
Edison, NJ 5.0
Edison, NJ 5.0
A minimal comment referencing a location and rating, likely about the video or channel itself, though context is unclear.
Meta-Commentary
0.60
ggs511
Jan 27, 2026
https://www.youtube.com/watch?v=hFLeSZoCMxg
https://www.youtube.com/watch?v=hFLeSZoCMxg
Comment appears to be a URL or reference to the video itself with no substantive content provided.
Meta-Commentary
0.60
victoriavenus6
Sep 29, 2025
Trumpwabt wants to be puttin
Trumpwabt wants to be puttin
Appears to be garbled or incomplete text; likely spam or corrupted comment about Trump.
Meta-Commentary
0.60
@robertwatson6081
Mar 4, 2025
I can answer every question as a third person prospective
I can answer every question as a third person prospective
Offers to provide commentary on the video topic, functioning as meta-commentary about participation in the discussion.
Manpreetsingh-go7xm
Jan 29, 2026
Bramledesh.
Bramledesh.
Appears to be a nonsensical or spam-like comment with no clear semantic content related to immigration discourse.
Meta-Commentary
0.60
CopperCoops
Feb 24, 2026
Good Ol Browntwon
Good Ol Browntwon
Vague reference to 'Browntown' appears to be commentary on the video content or location discussed, though context is minimal.
Meta-Commentary
0.60
williamcoles4950
Jan 27, 2026
??????????????????????????????????????
??????????????????????????????????????
Consists only of question marks, likely expressing confusion or dismissal about the video content itself.
Meta-Commentary
0.60
@PaPaPeeMD
Mar 4, 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
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
as the U.S deserves.
as the U.S deserves.
Fragmentary comment appearing to respond to another commenter's statement, functioning as meta-level discourse.
Meta-Commentary
0.60
@ainsleyescobar3545
Mar 4, 2025
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
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Incoherent comment that appears to critique the video's content or presentation rather than engage substantively with immigration.
Meta-Commentary
0.60
lilodeth
Jan 6, 2026
Taj Mahal is good.
Taj Mahal is good.
Off-topic comment about the Taj Mahal unrelated to the video's immigration discussion.
Meta-Commentary
0.60
jaypee389
Oct 27, 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
Come to kingsbury and harrow in london.
Come to kingsbury and harrow in london.
Appears to be a tangential reference to UK locations, unclear relevance to the video topic.
Meta-Commentary
0.60
colins3688
Feb 28, 2026
That’s a slash?
That’s a slash?
Unclear comment likely referring to something in the video, but too vague to classify with high confidence; appears to be meta-commentary about video content.
Meta-Commentary
0.60
quantum5369
Jan 30, 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
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)