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
bro was 5 minutes from my house and managed to interview not a single second gen immigrant
bro was 5 minutes from my house and managed to interview not a single second gen immigrant
Critique of the video's methodology and editorial choices regarding interview subject selection.
Meta-Commentary
0.90
korbin2679
Jan 28, 2026
4:57 truuueeee
4:57 truuueeee
Brief agreement with a specific timestamp in the video, commenting on the video content itself rather than the immigration topic.
Meta-Commentary
0.90
benoleary12
Jan 28, 2026
The bike guy is an idiot "eating poo".
The bike guy is an idiot "eating poo".
Comment critiques a person featured in the video ('the bike guy') rather than discussing immigration policy.
Meta-Commentary
0.90
jimmyblaze187
Jan 28, 2026
This was soo soo good!!!!❤
This was soo soo good!!!!❤
Expresses approval of the video content itself with enthusiastic praise.
Meta-Commentary
0.90
@parittramandal2797
Mar 4, 2025
Man I wish I knew you came by! I woulda given you the tour
Man I wish I knew you came by! I woulda given you the tour
Comment directed at the video creator expressing regret about missing an in-person encounter, referencing the video content itself.
Meta-Commentary
0.90
robjthomas
Jan 28, 2026
Thank you for speaking the truth
Thank you for speaking the truth
Generic endorsement of the video's message without substantive policy or moral argument.
Meta-Commentary
0.90
dwaynedavidson704
Aug 30, 2025
He is a clown
He is a clown
Brief dismissive comment about a person (likely the video subject or a political figure), functioning as meta-level criticism rather than substantive argument.
Meta-Commentary
0.90
@Petra.L
Mar 4, 2025
??????????????????
??????????????????
Question marks alone suggest confusion or commentary on the video/discussion itself rather than substantive engagement.
Meta-Commentary
0.90
@ashleighjaimaosborne3966
Mar 4, 2025
Brilliant speach
Brilliant speach
Brief praise of the speech itself without substantive policy engagement.
Meta-Commentary
0.90
@rasmusharboe3654
Mar 4, 2025
You must learn to BUT OUT when news is happening in front of you. Youbreoeated what we just heard while the Prime Minister was actively answering questions. Your analysis is less important than the news.
You must learn to BUT OUT when news is happening in front of you. Youbreoeated what we just heard while the Prime Minister was actively answering questions. Your analysis is less important than the news.
Commenter critiques the video creator's editing and commentary choices during the news event itself.
Meta-Commentary
0.90
@melstewart3310
Mar 4, 2025
I love Based Bicycle Man.
I love Based Bicycle Man.
Comment expresses appreciation for a content creator or personality mentioned in the video, focusing on the person rather than immigration policy.
Meta-Commentary
0.90
markv8
Jan 28, 2026
Bike Guy is letting it all out!?😅😂🫡
Bike Guy is letting it all out!?😅😂🫡
Comments on the video creator's behavior and emotional expression, with emojis indicating amusement at the content itself.
Meta-Commentary
0.90
neilalexanderclothing8824
Feb 23, 2026
TRUMP 2028 ????
TRUMP 2028 ????
Brief statement expressing political preference unrelated to the video's content about Canadian immigration.
Meta-Commentary
0.90
@Rando143
Mar 4, 2025
It's on CNN, don't take it serious
It's on CNN, don't take it serious
Comment critiques the media source (CNN) rather than engaging with immigration content.
Meta-Commentary
0.90
@gauravdhatt1864
Mar 4, 2025
Not we...him.
Not we...him.
Brief correction or disagreement with a previous commenter's use of 'we' versus 'him'.
Meta-Commentary
0.90
@danielpulvermacher7707
Mar 4, 2025
PM Trudeau ????
PM Trudeau ????
Brief reaction to the video content/topic with question marks indicating commentary on the subject matter rather than substantive argument.
Meta-Commentary
0.90
@Ghenghis_1
Mar 5, 2025
Based old indian guy at 2:00
Based old indian guy at 2:00
Brief comment referencing a specific moment in the video with approval, focused on video content rather than broader discourse.
Meta-Commentary
0.90
trevorclaus1432
Jan 28, 2026
That Sargent chick is smokin hot ?
That Sargent chick is smokin hot ?
Comment about a person appearing in the video, unrelated to immigration policy discussion.
Meta-Commentary
0.90
@jamestrowbridge29
Mar 4, 2025
I just saw that Tyler has 8.8 million subs...I subbed a long time ago, but was shocked to see how many he has now, so I looked it up -- as of Feb 15th, the …
I just saw that Tyler has 8.8 million subs...I subbed a long time ago, but was shocked to see how many he has now, so I looked it up -- as of Feb 15th, the total was 3.7 million.
You mean to tell me that 5.1 MILLION people subbed in the last 6 days?!
Directly addresses the YouTuber's subscriber count and questions the video's accuracy, focusing on the channel itself rather than immigration policy.
Meta-Commentary
0.90
Stahlgewitter
Feb 22, 2026
You legend you!
You legend you!
Brief praise directed at the video creator or content, with no substantive engagement with immigration topic.
Meta-Commentary
0.90
Johnny_izKs
Jan 28, 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)