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
This Canada beef comes out of nowhere like bruh
This Canada beef comes out of nowhere like bruh
The comment expresses surprise about the video's topic, treating it as unexpected or out-of-context content.
Meta-Commentary
0.90
@Helixur
Mar 4, 2025
Why is CNN analyzing the situation while the PM is literally speaking? Let’s hear him speak.
Why is CNN analyzing the situation while the PM is literally speaking? Let’s hear him speak.
Criticism of the video/broadcast production choices rather than the content itself.
Meta-Commentary
0.90
@Poochie9382
Mar 4, 2025
first and i love this ep.
first and i love this ep.
Comment about being first to view and enjoying the episode, typical YouTube engagement metric.
Meta-Commentary
0.90
Jeff-q2c6h
Jan 27, 2026
Ms Bondy hasn't aged that well. She needs to dye her hair.
Ms Bondy hasn't aged that well. She needs to dye her hair.
Personal comment about the appearance of a video participant, unrelated to immigration policy substance.
Meta-Commentary
0.90
HuleguKhan-z93
Dec 29, 2025
Your interview is all over the place
Your interview is all over the place
Critiques the structure and coherence of the video interview itself rather than the immigration topic.
Meta-Commentary
0.90
geelove4974
Jan 27, 2026
I don't believe it... CTV being the next CBC..
I don't believe it... CTV being the next CBC..
Expresses skepticism about the news source (CTV) and its credibility, comparing it to CBC.
Meta-Commentary
0.90
karrobba
Dec 31, 2025
WSJ is consistently rated as centrist and with low bias, so I'm not sure what he was getting at with that shot.
WSJ is consistently rated as centrist and with low bias, so I'm not sure what he was getting at with that shot.
Critiques the video creator's characterization of a media source rather than discussing immigration policy itself.
Meta-Commentary
0.90
@bluearcherx
Mar 4, 2025
How is this not #1 on trending
How is this not #1 on trending
Comment about the video's platform performance and visibility rather than its content.
Meta-Commentary
0.90
@Blackllung
Mar 5, 2025
He memorized the whole speech. impressive.
He memorized the whole speech. impressive.
Comment about the speaker's performance (memorization of speech) rather than the substantive policy content.
Meta-Commentary
0.90
@exar8355
Mar 5, 2025
legendary refresh pull
legendary refresh pull
Comment about the video content itself, praising a 'refresh pull' which appears to be a video editing or content term.
Meta-Commentary
0.90
crunchycakelol
Jan 27, 2026
TDS Sports is wild😮
TDS Sports is wild😮
Brief comment about the video/channel content itself rather than engaging with immigration discourse.
Meta-Commentary
0.90
wr3add
Jan 27, 2026
This is beyond "just asking questions" Tyler is pathetic
This is beyond "just asking questions" Tyler is pathetic
Criticism of the video creator's approach and credibility, not engaging with immigration substance.
Meta-Commentary
0.90
chadchaddington5786
Jan 27, 2026
It doesn't even look like he's reading from a teleprompter or page. I'm impressed.
It doesn't even look like he's reading from a teleprompter or page. I'm impressed.
Comment about the speaker's delivery and presentation style rather than the substantive content.
Meta-Commentary
0.90
@solahaze8948
Mar 4, 2025
Based bicyclyst
Based bicyclyst
Brief comment about a person in the video using slang approval term, not substantive immigration discourse.
Meta-Commentary
0.90
shoots4fun
Jan 27, 2026
I’m trying to elect double lock Johnny for president
I’m trying to elect double lock Johnny for president
References a person or character from the video ('Johnny') in a joking context unrelated to immigration policy.
Meta-Commentary
0.90
Truthsneaker
Jan 27, 2026
Thumbnail bit harsh😅
Thumbnail bit harsh😅
Direct comment about the video's thumbnail design rather than immigration content itself.
youtubeadd1ct
Jan 27, 2026
See u in Lakewood
See u in Lakewood
A location-based greeting unrelated to the video content, likely a personal message to someone watching.
Meta-Commentary
0.90
Piqachu
Jan 27, 2026
Nonsense report, as usual for this channel.
Nonsense report, as usual for this channel.
Directly criticizes the report and the channel's credibility rather than engaging with immigration policy substance.
Meta-Commentary
0.90
wesleydeng71
Feb 11, 2026
This is so gross I’m not gonna watch it but thanks anyway.
This is so gross I’m not gonna watch it but thanks anyway.
Expresses rejection of the video content itself without engaging with immigration topic substantively.
Meta-Commentary
0.90
Boviathan
Jan 27, 2026
Well im not done with the video yet but it ends soon so I know something goes wrong 😅
Well im not done with the video yet but it ends soon so I know something goes wrong 😅
Comments on the video's narrative structure and anticipated plot development rather than immigration substance.
Meta-Commentary
0.90
DroneinHawaii
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)