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
It gets so deep when you blah blah blah. You have no word of your bs
It gets so deep when you blah blah blah. You have no word of your bs
Dismissive comment about the video/speaker's credibility rather than engaging with substantive content.
Meta-Commentary
0.90
@shanewilson-r5n
Mar 4, 2025
This guy covers all news 😭
This guy covers all news 😭
Comment about the video creator's coverage breadth, with crying emoji indicating emotional reaction to the channel's work.
Meta-Commentary
0.90
AAdren
Jan 27, 2026
Nope...zero interest in anything Trudeau has to say.
Nope...zero interest in anything Trudeau has to say.
Comment dismisses the video subject (Trudeau) rather than engaging with substantive content.
Meta-Commentary
0.90
@gailynbrock5204
Mar 4, 2025
If russia learned about radiological effects on minerals and metals from Russia, I think they would see how it structurally changes it's genetic compound or atomic structure. I think they would even be able to …
If russia learned about radiological effects on minerals and metals from Russia, I think they would see how it structurally changes it's genetic compound or atomic structure. I think they would even be able to develop radiation lasers used to change it molecularly. Adding missing ingredients, they could turn lead or iron into gold or something else. Since radiation is just heat.
Completely off-topic pseudo-scientific rambling about radiation and alchemy unrelated to the video content.
Meta-Commentary
0.90
@OAN3476
Mar 4, 2025
Just check the woke democrat comments........................????
Just check the woke democrat comments........................????
Comments on other commenters' political orientation rather than engaging with substantive content.
Meta-Commentary
0.90
@rossitherhodie5659
Mar 4, 2025
Bike dude is so based
Bike dude is so based
Brief comment about a person featured in the video using slang approval.
Meta-Commentary
0.90
veetux0
Jan 27, 2026
Stop talking over the Prime Minister. I can understand what he is saying. I do not need your analysis. I want to hear him speak.
Stop talking over the Prime Minister. I can understand what he is saying. I do not need your analysis. I want to hear him speak.
Critiques the video production itself, specifically the host's commentary overlaying the Prime Minister's speech.
Meta-Commentary
0.90
@curtiswfranks
Mar 4, 2025
Was waiting for this Thanks Tyler!!!
Was waiting for this Thanks Tyler!!!
Comment thanks the video creator by name, discussing the video release rather than immigration content.
Meta-Commentary
0.90
JeffersonLaTrump
Jan 27, 2026
Maybe add some ai cows in thumbnails too Lil bro
Maybe add some ai cows in thumbnails too Lil bro
Critiques the video's thumbnail design and production choices rather than discussing immigration policy.
Meta-Commentary
0.90
Emoclem-01
Feb 16, 2026
Since when did CNN turn into FOX news….
Since when did CNN turn into FOX news….
Questions the editorial direction of CNN, commenting on the media outlet itself rather than immigration policy.
Meta-Commentary
0.90
@VanyaVanya
Mar 4, 2025
He’s a very smart man…
He’s a very smart man…
Brief praise of an individual (likely a political figure) without substantive policy or argument engagement.
Meta-Commentary
0.90
@jaebaereallionaire
Mar 4, 2025
Обожнюю дублювання українською 😂 хахаха
Обожнюю дублювання українською 😂 хахаха
Comment in Ukrainian expressing appreciation for Ukrainian language dubbing of the video.
Meta-Commentary
0.90
francocabernet11
Feb 16, 2026
man in the blue shirt give him a true
man in the blue shirt
give him a true
Comment about a specific person in the video, appears to be incomplete or unclear reference to video content.
Meta-Commentary
0.90
Dlopwoo
Jan 27, 2026
Blistering ? Calm down
Blistering ? Calm down
Brief dismissive comment about the tone or characterization used in the video itself.
Meta-Commentary
0.90
@Jdicjei93jbr
Mar 4, 2025
I've never seen this guy so upset.
I've never seen this guy so upset.
Observation about the video subject's emotional state rather than engagement with the substantive topic.
Meta-Commentary
0.90
@santanagonsalves6461
Mar 4, 2025
Brilliant speech! M. Trudeau will leave office on a high note.
Brilliant speech! M. Trudeau will leave office on a high note.
Evaluates the speech itself and comments on Trudeau's political legacy, focusing on the video content rather than substantive policy discussion.
Meta-Commentary
0.90
@RobertPérusse
Mar 4, 2025
????????? well said ???????
????????? well said ???????
Generic affirmation of a previous comment without substantive content; purely meta-engagement with other commenters.
Meta-Commentary
0.90
@catherinemacpherson8306
Mar 4, 2025
last upload 😹
last upload 😹
Comment about the video itself, noting it as the creator's final upload.
Meta-Commentary
0.90
WOMFT
Jan 27, 2026
Shame american media
Shame american media
Brief criticism of American media coverage, commenting on the media institution rather than substantive policy or immigration issues.
Meta-Commentary
0.90
@humanbeing-0
Mar 4, 2025
Felt like watching a movie. 😮😮😮 19:00
Felt like watching a movie. 😮😮😮 19:00
Comment about the video itself, noting it was entertaining and referencing a specific timestamp.
Meta-Commentary
0.90
ivanswarovski4811
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)