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
Now I know why the Battalion moved to North Bay.
Now I know why the Battalion moved to North Bay.
References an external event (Battalion relocation) in relation to the video topic without substantive policy engagement.
Meta-Commentary
0.75
10.11.9
Jan 4, 2026
GFY Canada and your rules.
GFY Canada and your rules.
Brief dismissive comment directed at Canada/the video rather than substantive engagement with immigration policy.
Meta-Commentary
0.75
allistairtrent
Jan 11, 2026
Trump is a Russian agent and Americans are being held hostage by his administration!
Trump is a Russian agent and Americans are being held hostage by his administration!
Off-topic political statement about US politics unrelated to Canadian immigration, appearing to be tangential commentary.
Meta-Commentary
0.75
@mam564
Mar 4, 2025
SAARS YOU LYINGS
SAARS YOU LYINGS
Accusation directed at the video creator or journalist about dishonesty, commenting on the content rather than immigration itself.
Meta-Commentary
0.75
Omzy-n4i
Jan 27, 2026
Who give a damm about him,dont bark,just start the gsme?
Who give a damm about him,dont bark,just start the gsme?
Dismissive comment about the video/discussion itself, urging to move on to action rather than talk.
Meta-Commentary
0.75
@anthonyta3369
Mar 4, 2025
Thanks Trudeau.
Thanks Trudeau.
Brief sarcastic attribution to political figure, functioning as commentary on the video's framing rather than substantive argument.
Meta-Commentary
0.75
julieerin115
Sep 19, 2025
The Canadian Prime Minister got one thing wrong....Donald is a very stupid person.
The Canadian Prime Minister got one thing wrong....Donald is a very stupid person.
Comment critiques the Prime Minister's statement about Donald Trump rather than engaging with immigration policy or the video's core topic.
Meta-Commentary
0.75
@bluedogbluey6742
Mar 4, 2025
8:05 Sadly, Orange has different friends now
8:05 Sadly, Orange has different friends now
References a specific timestamp in the video and comments on its content regarding political relationships.
Meta-Commentary
0.75
@MyTruthTriggersYou
Mar 4, 2025
Your channel is so negative. Your always trying to shame communities. I wounder about your upbringing, I believe you were abused child
Your channel is so negative. Your always trying to shame communities. I wounder about your upbringing, I believe you were abused child
Criticizes the channel for being negative and shaming communities, with a personal attack on the creator's background.
Ben-mz8uc
Jan 27, 2026
As an indian, I suggest you to visit the T20 world Cup final in Ahmedabad if India qualifies, also visit Srinagar and Shillong. Youtubers like you only visit those bad places of India which even …
As an indian, I suggest you to visit the T20 world Cup final in Ahmedabad if India qualifies, also visit Srinagar and Shillong. Youtubers like you only visit those bad places of India which even I dont like. Visit the mountains, beaches, Forests and cricket matches. You will surely love it.
Comment critiques the video creator's travel choices and suggests alternative destinations, focusing on the content and creator rather than immigration policy.
Meta-Commentary
0.75
simapaul4583
Feb 20, 2026
You only lie
You only lie
Brief accusation directed at the speaker/video subject, functioning as a dismissive meta-commentary on credibility.
Meta-Commentary
0.75
@jojialexn
Mar 4, 2025
20:59 Tyler what the hell is wrong with you why in gods name would you do this shit
20:59 Tyler what the hell is wrong with you why in gods name would you do this shit
Comment appears directed at a specific person ('Tyler') about their actions, likely referencing the video creator or content, making it meta-commentary about the video/creator.
Meta-Commentary
0.75
melsteny27
Feb 20, 2026
bro moving like Nick Fuentes. Initially intelligent, now Israeli Bot 🤣
bro moving like Nick Fuentes. Initially intelligent, now Israeli Bot 🤣
Commentary about the video creator's perceived ideological shift and alleged bot-like behavior, using sarcasm and emoji.
jICEYSkittles
Jan 27, 2026
8:25 brother's we have a Canadian brother who knows.
8:25 brother's we have a Canadian brother who knows.
References a specific timestamp in the video and comments on another commenter's perspective, focusing on the video content itself.
Meta-Commentary
0.75
troygarza5720
Jan 27, 2026
If Americans listen properly they will know that president donald trump loves to address other presidents without using their titles. Even Netanyahu was addressed as BB throughout their last meeting.
If Americans listen properly they will know that president donald trump loves to address other presidents without using their titles. Even Netanyahu was addressed as BB throughout their last meeting.
Comment discusses Trump's communication style and behavior patterns, focusing on how he addresses other leaders rather than engaging with the video's substantive content.
Meta-Commentary
0.75
@vocal-hm3yo
Mar 4, 2025
1:30 "This Indian influx is re-tar-dead and I don't want to be interviewed"
1:30 "This Indian influx is re-tar-dead and I don't want to be interviewed"
The commenter is quoting a timestamp from the video and appears to be highlighting a problematic statement made within it.
georgehenderson7783
Jan 29, 2026
لماذا لا تتكلم عن جزيرة ابستين بعد فضائهم وكنت انت اول من فضحهم قبل سنتين
لماذا لا تتكلم عن جزيرة ابستين بعد فضائهم وكنت انت اول من فضحهم قبل سنتين
Comment in Arabic appears to critique the video creator for not covering a different topic (Epstein island), addressing the channel rather than immigration policy.
Meta-Commentary
0.75
msn-m2g
Feb 17, 2026
I hope that I don't get kicked off of YouTube, but Goddamn, the orange narcissistic buffoon is so [[stupid]]
I hope that I don't get kicked off of YouTube, but Goddamn, the orange narcissistic buffoon is so [[stupid]]
Comment expresses concern about YouTube moderation while making a personal attack on a political figure.
@PennyNeiman
Mar 4, 2025
please keep sleeping as what ever you discover was well known to every one in Canada۔
please keep sleeping as what ever you discover was well known to every one in Canada۔
Dismissive comment about the video's content and audience awareness, critiquing what the video presents as already known.
Meta-Commentary
0.75
asadabbas9315
Sep 29, 2025
This video is going down, the slop people don't want to be exposed
This video is going down, the slop people don't want to be exposed
Commenter discusses the video's reception and visibility, making a meta-statement about the video's performance and message.
joes46985
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)