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
Why was the original deleted?
Why was the original deleted?
Directly questions the video itself, asking why the original version was deleted.
Meta-Commentary
0.95
joek1353
Feb 4, 2026
Bro @TylerOliveira you need to come to Frisco Texas is another place you need to visit
Bro @TylerOliveira you need to come to Frisco Texas is another place you need to visit
Direct address to content creator requesting similar video content about another location.
Meta-Commentary
0.95
moneyazteca9087
Jan 27, 2026
Thank you for whoever created this video.. I have done the test today and got 20/20. I solved these questions twice. Almost all questions came from this video.
Thank you for whoever created this video.. I have done the test today and got 20/20. I solved these questions twice. Almost all questions came from this video.
Commenter thanks the video creator and reports using the video content for test preparation, directly addressing the video's utility.
Meta-Commentary
0.95
rajasekharanc8009
Feb 20, 2026
Great video!
Great video!
Direct praise of the video itself rather than engagement with immigration topic.
Meta-Commentary
0.95
@LearningSpanishwithDrL
Mar 4, 2025
This narration is stupid, she keeps restating the obvious
This narration is stupid, she keeps restating the obvious
Criticism of the video's narration style and content presentation rather than the immigration topic itself.
Meta-Commentary
0.95
@mallorymcguire833
Mar 4, 2025
5:30. Spitting facts.
5:30. Spitting facts.
Brief affirmation of a specific video timestamp, engaging with the video's presentation rather than substantive discourse.
Meta-Commentary
0.95
AlfonseGambino
Jan 27, 2026
Love how he switched his tone like speaking to a small child when addressing Donald
Love how he switched his tone like speaking to a small child when addressing Donald
Observational comment about the speaker's tone and communication style in the video itself.
Meta-Commentary
0.95
@Decedo
Mar 4, 2025
We love the guy on the bike!
We love the guy on the bike!
Comment references a person in the video ('guy on the bike'), expressing appreciation for content rather than engaging with immigration topic.
Meta-Commentary
0.95
nienor1510
Jan 27, 2026
The video is back!!!!!
The video is back!!!!!
Comment directly addresses the video's availability/status, focusing on the platform content rather than immigration substance.
Meta-Commentary
0.95
annacatania1214
Feb 4, 2026
Deterioration, not deteriation.
Deterioration, not deteriation.
Correction of a spelling error in the video or transcript, commenting on the content itself rather than the subject matter.
Meta-Commentary
0.95
@AustinCartwright-t1p
Mar 4, 2025
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I …
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I started to question the truth behind everything that was said. Eventually I stopped watching, because this isn’t a documentary, it’s just people filming other people while they share their personal opinions.
Directly critiques the video's methodology, filmmaking approach, and editorial choices rather than immigration itself.
Meta-Commentary
0.95
mauradonovan5985
Oct 5, 2025
Fantastic work as always Michelle 🙏🏻
Fantastic work as always Michelle 🙏🏻
Praise directed at the video creator (Michelle), commenting on the channel's work rather than immigration policy itself.
Meta-Commentary
0.95
lyndasmith6809
Oct 1, 2025
Michelle Rempel Garner is COOKIN' !!!
Michelle Rempel Garner is COOKIN' !!!
Comment about a specific person (Michelle Rempel Garner) and their performance, directed at the video content rather than immigration policy itself.
Meta-Commentary
0.95
lilPopper
Sep 29, 2025
This guy is still alive ??
This guy is still alive ??
Brief comment about the video creator/subject rather than substantive engagement with content.
Meta-Commentary
0.95
@sivaramaJP
Mar 4, 2025
reminder this channel is controlled by the notoriously leftist biased BBC.
reminder this channel is controlled by the notoriously leftist biased BBC.
Comment critiques the video source (BBC) and its perceived political bias rather than engaging with immigration content.
Meta-Commentary
0.95
megsley
Feb 25, 2026
Green shirt last is so true
Green shirt last is so true
References content from the video itself without substantive engagement with immigration topic.
Meta-Commentary
0.95
gillvikash1
Jan 3, 2026
videos suck when it’s obvious it’s biased journalism
videos suck when it’s obvious it’s biased journalism
Directly critiques the video's journalistic approach and bias rather than discussing immigration policy.
Meta-Commentary
0.95
tuskz1
Jan 27, 2026
ThankYou for your time and effort. Much appreciated.
ThankYou for your time and effort. Much appreciated.
Direct appreciation for the video creator's work, commenting on the content itself rather than the immigration topic.
Meta-Commentary
0.95
JulieAnn-n8p
Apr 15, 2025
Should say “Why “
Should say “Why “
Comments on the video's title/wording, noting a grammatical correction needed.
Meta-Commentary
0.95
sinord5288
Jun 17, 2025
I was wondering why this video was shadowbanned from me and 5 minutes in I now understand
I was wondering why this video was shadowbanned from me and 5 minutes in I now understand
Comment directly addresses YouTube's algorithmic suppression of the video itself rather than immigration content.
Meta-Commentary
0.95
charlesnoonan2575
Feb 3, 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)