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
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Meta-Commentary
3,846 comments
I did not think he had it in him.... ??
I did not think he had it in him.... ??
Vague reaction to video content expressing surprise, likely about a specific moment shown rather than substantive policy discussion.
Meta-Commentary
0.70
@sdcorpse
Mar 4, 2025
Definately, I'm shaking my head too!
Definately, I'm shaking my head too!
Commenter expresses agreement with the video's sentiment without substantive content, functioning as meta-engagement.
Meta-Commentary
0.70
dennissoppitt2267
Feb 27, 2026
One-Touch Immigration
One-Touch Immigration
Appears to be a title or label referencing the video content rather than substantive commentary on immigration.
Meta-Commentary
0.70
zomgoose
Nov 21, 2025
The fake accent and smooth brain talk is so bad it’s not even funny idk how you convince yourself that sounds right sound like a straight Neanderthal
The fake accent and smooth brain talk is so bad it’s not even funny idk how you convince yourself that sounds right sound like a straight Neanderthal
Critiques the video creator's accent and presentation style, functioning as commentary on the video itself rather than the topic.
ZootedSosa
Jan 28, 2026
Later Canada!
Later Canada!
Brief comment about leaving Canada, likely referencing the video's context but too vague to classify definitively into other categories.
Meta-Commentary
0.70
@TheSavageGospel
Mar 4, 2025
Treudy. Its too late bud you talkin to much shit
Treudy. Its too late bud you talkin to much shit
Dismissive comment about the Prime Minister's communication style, focusing on the speaker rather than substantive policy discussion.
Meta-Commentary
0.70
@glennmiller5772
Mar 4, 2025
Tooooooooooooo much bla....bla.... Canada ???????????????????????????????????????
Tooooooooooooo much bla....bla.... Canada ???????????????????????????????????????
Expresses frustration with the video content itself, using repetitive 'bla' to mock excessive discussion.
Meta-Commentary
0.70
@MariaGonzalez-le3fx
Mar 4, 2025
1:00 I'll give you a idea how to solve it, stop drugs dumb
1:00 I'll give you a idea how to solve it, stop drugs dumb
References a specific timestamp in the video and offers a tangential suggestion, appearing to comment on video content rather than substantive discourse.
Meta-Commentary
0.70
UtkarshOjha-e4v
Dec 17, 2025
Cameras were there a while ago Get over it
Cameras were there a while ago
Get over it
References past video content (cameras) and dismisses current concern, commenting on the video's relevance.
Meta-Commentary
0.70
cindyr.5521
Dec 8, 2025
SURPRISE SURPRISE
SURPRISE SURPRISE
Sarcastic reaction to the video content, expressing cynicism about predictable immigration discourse.
pshbbls
Feb 18, 2026
I wanted you to get smuggled
I wanted you to get smuggled
Appears to be a fragmented comment directed at the video creator or another commenter, possibly expressing disagreement or criticism.
Meta-Commentary
0.70
cajampa
Jan 27, 2026
5:26 guy was CEO of based
5:26 guy was CEO of based
References a specific video timestamp and makes an unclear comment about someone's status, appearing to be inside-joke commentary.
Meta-Commentary
0.70
fatboymachinegun
Jan 27, 2026
Thanks to Liberals
Thanks to Liberals
Sarcastic or ambiguous one-liner attributing blame to Liberals; unclear intent but appears to comment on political discourse rather than substantive policy.
Meta-Commentary
0.70
SDR3066
Feb 17, 2026
Let’s go finally
Let’s go finally
Minimal expression of approval for the video's release or content.
Meta-Commentary
0.70
Diffuseddesigns_real
Jan 27, 2026
Over the boards and elbows up!
Over the boards and elbows up!
Appears to be a hockey reference or off-topic comment unrelated to the video's immigration content.
Meta-Commentary
0.70
@philipmcdonald7370
Mar 4, 2025
Bullshit you telling people who don't live here it's all lie what he is talking we living the best life in Canada so this guy talking garbage to get like subscrib so YouTube can pay …
Bullshit you telling people who don't live here it's all lie what he is talking we living the best life in Canada so this guy talking garbage to get like subscrib so YouTube can pay him but he doesn't know what shit he is talking believe me we have the best life here
Commenter dismisses the video's credibility, accuses the creator of fabricating content for engagement, while asserting insider knowledge as a Canada resident.
SahoyLooknauth
Jan 19, 2026
Say Drake??
Say Drake??
Brief reference to Drake, likely a pop culture reference or inside joke about the video/comments section.
Meta-Commentary
0.70
@designjunky8859
Mar 4, 2025
Tyler=racist
Tyler=racist
Brief accusation directed at a person (likely the video creator), functioning as commentary on the speaker rather than substantive discourse.
codexe.digital
Feb 18, 2026
in my home state of vermont
in my home state of vermont
Brief statement referencing Vermont in relation to video content, appears to be a tangential or off-topic comment about the commenter's location.
Meta-Commentary
0.70
lawoneseven
Jan 27, 2026
Some ordinary gamer is looking at Tyler video soon
Some ordinary gamer is looking at Tyler video soon
Speculative comment about potential future viewers of the creator's content.
Meta-Commentary
0.70
eyeshowsloow7486
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)