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
5:09. This. Absolutely this. The takeaway from this video.
5:09. This. Absolutely this. The takeaway from this video.
References a specific timestamp in the video and endorses a particular point made by the creator, commenting on the video content itself.
Meta-Commentary
0.95
ConsoleCleric
Sep 19, 2025
The amount of effort he puts in his videos are incredible
The amount of effort he puts in his videos are incredible
Comment praises the video creator's production effort, directly addressing the video and channel rather than the immigration topic.
Meta-Commentary
0.95
cupcakesparkles6790
Jan 29, 2026
Awesome study guide!!! Thank you very much !!!
Awesome study guide!!! Thank you very much !!!
Simple praise for the study guide video with no immigration-related content.
Meta-Commentary
0.95
shingitudu7808
Jul 18, 2025
1 minute ago is crazy
1 minute ago is crazy
Comments on the timing of the video upload rather than its content.
Meta-Commentary
0.95
EricCheng-q8x
Jan 27, 2026
You are my favourite YouTuber
You are my favourite YouTuber
Simple praise directed at the YouTuber, commenting on the channel rather than the immigration topic.
Meta-Commentary
0.95
TiagosFitness
Jan 29, 2026
This 🤡 is deleting comments. What a 💩head
This 🤡 is deleting comments. What a 💩head
Directly criticizes the video creator's moderation practices and character, addressing the platform and channel itself.
Meta-Commentary
0.95
user-zg8be7tc4z
Aug 25, 2025
2:00 I like this guy
2:00 I like this guy
Brief comment about a person featured in the video at a specific timestamp.
Meta-Commentary
0.95
LilCJD
Jan 27, 2026
Awesome video
Awesome video
Simple praise directed at the video itself.
Meta-Commentary
0.95
JobsAndCareersAdvisor
Sep 19, 2025
3 screen shots are annoying
3 screen shots are annoying
Criticism of the video format itself rather than the immigration topic.
Meta-Commentary
0.95
jamesfawcett3074
Aug 25, 2025
Thank you for this material. I got a 19/20 studying this! 👍🏼
Thank you for this material. I got a 19/20 studying this! 👍🏼
Comment about the video/educational material itself, thanking the creator for study material.
Meta-Commentary
0.95
dhavalsalvi7705
Feb 21, 2026
Whoever wrote this speech is savage #bigthings!
Whoever wrote this speech is savage #bigthings!
Praises the speechwriter and the speech itself, commenting on the video content rather than the policy issues.
Meta-Commentary
0.95
@annabellejohnson3549
Mar 4, 2025
Ai thumbnail sucks
Ai thumbnail sucks
Criticism of the video's thumbnail design, commenting on the video itself.
Meta-Commentary
0.95
dr.wolfstar1765
Jan 27, 2026
I like that bike guy
I like that bike guy
Brief comment about a person featured in the video, unrelated to immigration discourse.
Meta-Commentary
0.95
ratherbill
Jan 27, 2026
When did this air?
When did this air?
Question about the video itself (air date), directly addressing the content medium rather than the topic.
Meta-Commentary
0.95
@aani8760
Mar 4, 2025
Very impressive
Very impressive
Brief praise of the video or speaker, commenting on the content presentation rather than the topic itself.
Meta-Commentary
0.95
@janwrobel9734
Mar 4, 2025
Bike guy is an absolute legend.
Bike guy is an absolute legend.
Comment about a person featured in the video ('Bike guy'), not about immigration policy or discourse.
Meta-Commentary
0.95
CrashTestPilot
Jan 27, 2026
7:53 that zoom was not necessary lmao
7:53 that zoom was not necessary lmao
Critiques a specific technical element of the video production (zoom effect).
Meta-Commentary
0.95
freakbobs
Jan 28, 2026
How to get viral:
How to get viral:
Meta-commentary about viral content strategies, unrelated to immigration policy or substantive discourse.
Meta-Commentary
0.95
tejasx_
Feb 25, 2026
@8:45 how can a god be know for bravery and courage? Theyre a god. What the hell do they need to be afraid of?
@8:45 how can a god be know for bravery and courage? Theyre a god. What the hell do they need to be afraid of?
Questions the video content itself (a theological point about a deity), unrelated to immigration discourse.
Meta-Commentary
0.95
ron6625
Jan 29, 2026
Why are you showing an old video??
Why are you showing an old video??
Questions the video's recency, focusing on the content presentation rather than the topic itself.
Meta-Commentary
0.95
@rockseaH2O
Mar 4, 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)