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
least blur mans face smh
least blur mans face smh
Critiques the video production choice regarding face blurring of an interview subject.
Meta-Commentary
0.90
joeburrow880
Feb 26, 2026
Thanks, to correct, No.162, the answer is Volunteering for sure, but it is D
Thanks, to correct, No.162, the answer is Volunteering for sure, but it is D
Provides feedback/correction about a specific question in the video content.
Meta-Commentary
0.90
kratosLL
May 13, 2025
Great speech by Mr. Trudeau
Great speech by Mr. Trudeau
Direct praise of the video subject (Trudeau's speech), commenting on the content itself rather than substantive policy or argument.
Meta-Commentary
0.90
@Tahir-eo9mu
Mar 4, 2025
2:03 this guy gets it!
2:03 this guy gets it!
References a specific timestamp and expresses agreement with someone in the video.
Meta-Commentary
0.90
blacktalon1607
Feb 26, 2026
I think you just paid this dude to do the video bruh
I think you just paid this dude to do the video bruh
Questions the authenticity of the video content, suggesting the creator paid someone to participate, directly critiquing the video itself.
Meta-Commentary
0.90
JatinderSingh-i8s7s
Jan 29, 2026
He is not punjabi He is haryanvi, he is speaking haryanvi not punjabi
He is not punjabi
He is haryanvi, he is speaking haryanvi not punjabi
Factual correction about the subject's regional/linguistic identity, commenting on video content accuracy.
Meta-Commentary
0.90
karanvirk4468
Feb 26, 2026
Thank God you covered this.
Thank God you covered this.
Direct comment about the video's coverage, expressing approval of the topic being addressed.
Meta-Commentary
0.90
evangraham6412
Jan 27, 2026
Bike guy spouting raw, unvarnished facts.
Bike guy spouting raw, unvarnished facts.
Comment about the video creator ('bike guy') and their credibility rather than substantive immigration discussion.
Meta-Commentary
0.90
nimblehuman
Jan 29, 2026
I will take the citizenship test this July, 2025. These questions are really helpful, I feel confident that I am going to pass.
I will take the citizenship test this July, 2025. These questions are really helpful, I feel confident that I am going to pass.
Personal note about taking the citizenship test and finding the video helpful; meta-commentary on the study guide rather than immigration policy discourse.
Meta-Commentary
0.90
Halafadul
Jul 17, 2025
i love the white biker dude
i love the white biker dude
Brief comment about a person featured in the video rather than engaging with immigration discourse.
Meta-Commentary
0.90
samaintmagic
Jan 29, 2026
This video is really helpful. I finally pass my test today after watching it for twice and thank you so much 😍
This video is really helpful. I finally pass my test today after watching it for twice and thank you so much 😍
Personal account of passing a test after watching the video; meta-commentary on the video's helpfulness rather than immigration discourse.
Meta-Commentary
0.90
channelmariana5287
Jul 17, 2025
Why can't I unsubscribe from this vile channel?
Why can't I unsubscribe from this vile channel?
Direct criticism of the YouTube channel itself, questioning why the commenter cannot unsubscribe.
Meta-Commentary
0.90
LizabethMcintire
Jan 29, 2026
What an exceptional speech
What an exceptional speech
Brief evaluative comment about the speech itself rather than substantive policy discussion.
Meta-Commentary
0.90
@jazyjas3937
Mar 5, 2025
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Gratitude for the study guide and personal test result; entirely meta-commentary about the video's usefulness rather than immigration-related discourse.
Meta-Commentary
0.90
jenniferwali1956
Jul 18, 2025
CNN chat is an echo chamber
CNN chat is an echo chamber
Comment critiques the nature of CNN's chat/comment section rather than discussing immigration policy itself.
Meta-Commentary
0.90
@guccimilliano
Mar 4, 2025
The bike man has golden eggs
The bike man has golden eggs
Cryptic reference to content in the video ('bike man') with no substantive engagement on immigration topic.
Meta-Commentary
0.90
sdprsavu
Mar 1, 2026
Hilarious that NP does a report on this AFTER Trudeau steps down. You're 5 years too late.
Hilarious that NP does a report on this AFTER Trudeau steps down. You're 5 years too late.
Critiques the timing and relevance of the news outlet's reporting rather than the immigration issue itself.
Meta-Commentary
0.90
calebb7012
Jun 21, 2025
Is this guy nick Shirleys cousin? They are both totall spastic racist content farmers
Is this guy nick Shirleys cousin? They are both totall spastic racist content farmers
Critiques the video creator and content strategy, accusing them of being a 'racist content farmer' for engagement.
Meta-Commentary
0.90
AdrianHertz
Jan 28, 2026
WOW,,, I am truely impresed!
WOW,,, I am truely impresed!
Brief expression of approval for the video or speaker without substantive policy engagement.
Meta-Commentary
0.90
@tomtom9879
Mar 4, 2025
Haven’t seen
Haven’t seen
Brief comment about not having watched the video content.
Meta-Commentary
0.90
Jem-m1q
Jul 14, 2025
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)