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
“Blistering” ???
“Blistering” ???
Brief questioning of the word choice 'blistering' used in the video, likely commenting on the language or framing.
Meta-Commentary
0.70
@Deen532
Mar 4, 2025
You are all full of crap
You are all full of crap
Generic dismissal of commenters or video content without substantive engagement.
Meta-Commentary
0.70
@michealthorn3563
Mar 4, 2025
Yall are so dumb.
Yall are so dumb.
Generic insult directed at other commenters rather than substantive engagement with immigration topic.
Meta-Commentary
0.70
@INTERNETBYPROXY
Mar 4, 2025
❤❤❤❤❤❤❤❤???????????
❤❤❤❤❤❤❤❤???????????
Emoji-only response expressing emotional reaction to the video content without substantive discourse.
Meta-Commentary
0.70
@carmenfals3226
Mar 4, 2025
Based Bike Rider
Based Bike Rider
Brief reference to video content using internet slang ('based'), likely commenting on a specific person shown.
YeshuaChristKING
Jan 27, 2026
damn should have went all the way and see what happened lol. sketchy af
damn should have went all the way and see what happened lol. sketchy af
Comments on the video content itself, expressing skepticism about what was shown.
Meta-Commentary
0.70
Chillin39
Jan 27, 2026
Calling Donald Trump his action Dumb is priceless. We all here hé called Biden stipid in the last meating with Selensky
Calling Donald Trump his action Dumb is priceless. We all here hé called Biden stipid in the last meating with Selensky
Comments on the video's framing and compares how Trump was previously described versus Biden, focusing on media/commentary analysis.
Meta-Commentary
0.70
@gilmarr23
Mar 4, 2025
Canada must join Eurovision!
Canada must join Eurovision!
Comment appears off-topic and unrelated to the video's content about immigration/Canada-US relations, suggesting it's either spam or meta-commentary about the platform.
Meta-Commentary
0.70
@brinta2868
Mar 4, 2025
2:21 This guy is extending is Visa for at least a year more
2:21 This guy is extending is Visa for at least a year more
Observation about a specific person in the video at a timestamp, making an inference about visa extension.
tompomarede742
Jan 27, 2026
I'm speechless
I'm speechless
Brief reaction to the video content expressing emotional response without substantive argument.
Meta-Commentary
0.70
@youlovemeIloveme
Mar 4, 2025
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
Criticizes video accuracy and guest selection quality while containing a factual correction.
chadchaddington5786
Jan 27, 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
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
Trudeau, PM- “Because THIS country is worth fighting for”
Trudeau, PM- “Because THIS country is worth fighting for”
Quote or paraphrase of the PM's statement from the video, commenting on the content itself.
Meta-Commentary
0.70
@Weareloved3
Mar 4, 2025
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
It has begun!.
It has begun!.
Vague exclamation about something beginning, likely referring to the video's subject matter or broader events.
Meta-Commentary
0.70
@samuelcarter1066
Mar 4, 2025
Someone needs to remind Governor blackface he only has about 2 weeks and he's out
Someone needs to remind Governor blackface he only has about 2 weeks and he's out
References the video subject (Canadian PM) with a derogatory nickname, focusing on his remaining time in office rather than substantive policy.
@davidbowers1797
Mar 4, 2025
Great speech,but, Prime Minister Trudeau got one thing wrong. trump is not a smart guy.
Great speech,but, Prime Minister Trudeau got one thing wrong. trump is not a smart guy.
Comments on a speech and makes a personal judgment about a political figure's intelligence.
@datsyuk133
Mar 4, 2025
Older gentleman in blue coat got my respect instantly
Older gentleman in blue coat got my respect instantly
Comment about a specific person visible in the video, expressing approval of their behavior or appearance.
fin2754
Jan 27, 2026
Sad to see him leaving. Such a great president.
Sad to see him leaving. Such a great president.
Comment expresses opinion about a public figure's departure, likely responding to video content rather than engaging with immigration policy substantively.
Meta-Commentary
0.70
@fuchman6444
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)