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
Oh citizens have definitely noticed.
Oh citizens have definitely noticed.
Brief comment acknowledging the video's content without clear substantive position; appears to reference the video's claims.
Meta-Commentary
0.60
@countrycamkos
Feb 21, 2026
WHERE IS TRUDEAU ❤
WHERE IS TRUDEAU ❤
References Trudeau in all-caps with heart emoji, appears to be commentary on political leadership rather than substantive immigration discourse.
Meta-Commentary
0.60
bangala369
Oct 4, 2025
Brangladesh
Brangladesh
Single-word reference to Bangladesh appears to be a tangential or unclear comment about the video content.
Meta-Commentary
0.60
QSOLOsRL
Nov 2, 2025
I trust Jesus!
I trust Jesus!
Off-topic religious expression that doesn't engage with the video content; classified as meta-commentary due to its tangential nature to the discussion.
Meta-Commentary
0.60
@user-barry103childofGod
Mar 4, 2025
Truly shocking.
Truly shocking.
Brief reaction to the video content itself; lacks substantive engagement with immigration discourse.
Meta-Commentary
0.60
jobananas3052
Oct 7, 2025
I'm with my monkey in the blue suite ❤??
I'm with my monkey in the blue suite ❤??
Appears to be a personal or off-topic comment about being with someone in a blue suit, likely referencing the video content rather than substantive discourse.
Meta-Commentary
0.60
@chronicus
Mar 4, 2025
Don't use the toilets at Tom Hortons, they don't clean them, cra p on the seats
Don't use the toilets at Tom Hortons, they don't clean them, cra p on the seats
Off-topic complaint about Tim Hortons bathroom cleanliness, unrelated to immigration discussion.
Meta-Commentary
0.60
colinpeck8257
Feb 26, 2026
Not tight enough
Not tight enough
Cryptic comment appears to reference video content or another commenter's argument without clear substantive position.
Meta-Commentary
0.60
hatfieldd7
Feb 26, 2026
I'm sorry to my trump
I'm sorry to my trump
Cryptic personal statement that appears to be meta-commentary or off-topic expression.
Meta-Commentary
0.60
@vietboyusa8435
Mar 4, 2025
Nobody more free lunch
Nobody more free lunch
Cryptic fragment expressing confusion about video content or context; appears to be meta-level commentary on the discussion itself.
Meta-Commentary
0.60
@bigbluedaddy954
Mar 4, 2025
Based bike guy
Based bike guy
Brief reference to 'bike guy' appears to be commenting on a person featured in the video rather than substantive discourse.
Meta-Commentary
0.60
M1Simulator
Jan 27, 2026
This guy very resisted he heated black peoples
This guy very resisted he heated black peoples
Appears to be a garbled or unclear comment about someone in the video, likely referencing video content rather than substantive immigration argument.
Meta-Commentary
0.60
mimiwendemu3998
Jan 27, 2026
Not to us for us
Not to us for us
Cryptic fragment appears to critique the video or its framing, though meaning is unclear.
Meta-Commentary
0.60
@tompoole5763
Mar 4, 2025
Trump is Calling campaign.
Trump is Calling campaign.
Brief, cryptic reference to Trump campaign messaging; appears to be commentary on political discourse rather than substantive engagement.
Meta-Commentary
0.60
@AlexThistle-s5g
Feb 20, 2026
your on a generational run
your on a generational run
Cryptic phrase appears to reference the video creator or content trajectory, though meaning is unclear.
Meta-Commentary
0.60
fallenangelgoy
Jan 27, 2026
Especially when they turn your power off ?
Especially when they turn your power off ?
Cryptic fragment appearing to reference a previous comment or video moment, unclear in substantive meaning but contextually meta.
Meta-Commentary
0.60
@StephenieHandley
Mar 4, 2025
Karma 🔱 jai Mahakali 🔱 Goddess of justice and apocalypse and wisdom 🕉️🔱
Karma 🔱 jai Mahakali 🔱 Goddess of justice and apocalypse and wisdom 🕉️🔱
Brief religious/spiritual reference with emojis that appears to be a reaction to video content rather than substantive discourse engagement.
Meta-Commentary
0.60
Angellove290
Sep 3, 2025
Of course it's false
Of course it's false
Vague dismissal of the video's claims without substantive engagement, likely responding to the video's content rather than the immigration topic.
Meta-Commentary
0.60
@IAmMiraculousBeautifulPrecious
Mar 4, 2025
They can be found in rural or remote areas
They can be found in rural or remote areas
Appears to be a fragmented statement about video content or context rather than a substantive argument about immigration.
Meta-Commentary
0.60
dannynavarro2165
Sep 29, 2025
Business is Business
Business is Business
Cryptic statement that appears to be commentary on the nature of the discussion or broader context rather than substantive engagement.
Meta-Commentary
0.60
@theone5212
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)