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
I don’t want to hear Justin’s voice.
I don’t want to hear Justin’s voice.
Comment about the video content or speaker rather than substantive engagement with the topic.
Meta-Commentary
0.90
@masumi2378
Mar 4, 2025
This AI reporter is hot
This AI reporter is hot
Comment about the video presenter's appearance, unrelated to immigration policy discussion.
Meta-Commentary
0.90
coreydiaz4577
Jan 30, 2026
Where the end tho..?
Where the end tho..?
Question about the video's narrative structure or completeness.
Meta-Commentary
0.90
calebpugh222
Jan 27, 2026
Good video and then wolf spoke. Intelligent video intelligently made as dumb as possible. How is he still a cnn employee?
Good video and then wolf spoke. Intelligent video intelligently made as dumb as possible. How is he still a cnn employee?
Critique of the video's presentation and criticism of a specific commentator (Wolf) and their employer (CNN).
Meta-Commentary
0.90
@Kevin-p3x8i
Mar 4, 2025
0:12 That guys going to be fired from his job.
0:12 That guys going to be fired from his job.
References a specific moment in the video and speculates about consequences for someone shown, focusing on the video content itself.
Meta-Commentary
0.90
jamesg871
Jan 29, 2026
Oh now I’m seeing it’s CNN comments makes sense
Oh now I’m seeing it’s CNN comments makes sense
Comments on the source of the video (CNN) and what that implies about the comments section.
Meta-Commentary
0.90
@Gg23beme
Mar 4, 2025
Greatest speech ever from Mr. Trudeau.
Greatest speech ever from Mr. Trudeau.
Direct praise of Trudeau's speech performance; functions as commentary on the video content rather than substantive discourse about immigration policy.
Meta-Commentary
0.90
@Mr.Fiero1984
Mar 4, 2025
How did you find such a based guy
How did you find such a based guy
Comment about the video content and a person featured in it, using slang approval.
Meta-Commentary
0.90
Inc.Co.
Jan 29, 2026
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
Comments directly on the video content and a specific person's performance on screen at a timestamp.
Meta-Commentary
0.90
thefalseflagshow
Mar 1, 2026
Goddamn it CNN… Will you let us listen to the whole thing. We’ve heard enough of your voices!!
Goddamn it CNN… Will you let us listen to the whole thing. We’ve heard enough of your voices!!
Directly criticizes CNN's presence and interruptions during the video, focusing on the viewing experience rather than immigration policy.
Meta-Commentary
0.90
@gwenouten4547
Mar 4, 2025
The guy in the blue and black coat 💯
The guy in the blue and black coat 💯
Brief comment about a person visible in the video itself, not engaging with immigration discourse.
Meta-Commentary
0.90
HarveyWasHere
Feb 26, 2026
Ur a goat for covering this issuewe have in canada
Ur a goat for covering this issuewe have in canada
Direct praise of the video creator for covering a topic, with no substantive immigration discussion.
Meta-Commentary
0.90
Bigbrrrrrrtt
Jan 29, 2026
????? from italy
????? from italy
Cryptic comment from Italy with question marks, appears to be meta-commentary on the video or conversation itself.
Meta-Commentary
0.90
@eraldohaba8216
Mar 4, 2025
TRUDEAU!\n?????!
TRUDEAU!\n?????!
Exclamatory comment about Trudeau with question marks appears to be reacting to the video content rather than substantive discourse.
Meta-Commentary
0.90
@BZD87
Mar 4, 2025
More actual journalism per vid than years of MSM trash.
More actual journalism per vid than years of MSM trash.
Evaluates the video's journalistic quality compared to mainstream media, commenting on the channel's content.
Meta-Commentary
0.90
damianmougakos3507
Feb 26, 2026
He’s a really good orator❤
He’s a really good orator❤
Brief positive comment about the speaker's oratory skills, likely referring to the video content.
Meta-Commentary
0.90
@HeatherHazzard
Mar 4, 2025
Damn i thought this video was going to be in SURREY !!!!
Damn i thought this video was going to be in SURREY !!!!
Comment about the video's content and subject matter rather than the immigration topic itself.
Meta-Commentary
0.90
sincerewyd2285
Jan 29, 2026
Can’t wait for this one Tyler, can tell by the thumbnail you’re gonna nail it 🤣
Can’t wait for this one Tyler, can tell by the thumbnail you’re gonna nail it 🤣
Direct comment about the video creator (Tyler) and the thumbnail, expressing anticipation for the video content.
Meta-Commentary
0.90
Oboak
Jan 29, 2026
Listen to this when driving to work every day
Listen to this when driving to work every day
Comment about personal use of the video as a learning tool during commute.
Meta-Commentary
0.90
ourjourneytogether
May 6, 2025
I totally agree with the dude with the bike.
I totally agree with the dude with the bike.
Simple agreement with a video subject, commenting on the video content itself.
Meta-Commentary
0.90
ПроливДрейка
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)