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
Support Grenada and the small island next to it it’s called Ted’s
Support Grenada and the small island next to it it’s called Ted’s
Comment appears off-topic or nonsensical relative to Canadian immigration discussion, possibly referencing unrelated content or making a joke about the video itself.
Meta-Commentary
0.60
@timothy445OZ
Mar 4, 2025
That one percent
That one percent
Cryptic reference to 'that one percent,' likely commenting on wealth inequality or elite status, but too vague to classify with high confidence.
Meta-Commentary
0.60
@clintonmatthews1507
Mar 4, 2025
1:37 YET 😂😂😂😅 Doug inites even more OF , .. IT
1:37 YET 😂😂😂😅 Doug inites even more OF , .. IT
Incoherent comment referencing a timestamp and video content with unclear intent.
Meta-Commentary
0.60
MemeYouyou-dz4yk
Aug 27, 2025
??? tough talk
??? tough talk
Brief, ambiguous comment about the video content itself, questioning the substance of rhetoric presented.
Meta-Commentary
0.60
@exquisite-0000
Mar 4, 2025
Come tech richie rich?
Come tech richie rich?
Cryptic comment appears to reference video content or other commenters, but lacks clear meaning; classified as meta-commentary due to apparent reference to the discussion itself.
Meta-Commentary
0.60
@AaronReginald-s2n
Mar 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
This Governor thought. He could convince the Republicans! ??
This Governor thought. He could convince the Republicans! ??
Cryptic observation about a political figure's strategy, appears to comment on the video's subject matter rather than substantive policy discussion.
Meta-Commentary
0.60
@ArmandoLopez-w9j
Mar 4, 2025
kuku na muniu Trump no have end ras Putin Kim John un Kadyrow don don don Lukasheka kartoshka its his Friend
kuku na muniu Trump no have end ras Putin Kim John un Kadyrow don don don Lukasheka kartoshka its his Friend
Incoherent comment that appears to be spam or off-topic rambling unrelated to the video content.
Meta-Commentary
0.60
@monikaxena2834
Mar 4, 2025
This isn't about fentanyl. ?? narcissist snorts adderall, ffs. This is a power move to destabilize us both.
This isn't about fentanyl. ?? narcissist snorts adderall, ffs. This is a power move to destabilize us both.
Comment appears to critique the video's framing or subject matter rather than engage with immigration policy directly.
Meta-Commentary
0.60
@xavariel
Mar 4, 2025
Just pathetic
Just pathetic
Brief dismissive comment about the video or topic itself without substantive argument.
Meta-Commentary
0.60
Nick-j6k
Sep 30, 2025
??????????????????????????????????????????????????????????????????????????
??????????????????????????????????????????????????????????????????????????
String of question marks likely expressing confusion, frustration, or reaction to video content without substantive discourse.
Meta-Commentary
0.60
@arturoclynes9146
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
Unbelievable
Unbelievable
Single-word expression of reaction to the video content without substantive argument.
Meta-Commentary
0.60
@cjhandly6159
Mar 4, 2025
Come to kingsbury and harrow in london.
Come to kingsbury and harrow in london.
Appears to be a tangential reference to UK locations, unclear relevance to the video topic.
Meta-Commentary
0.60
colins3688
Feb 28, 2026
Be love ur mind and drive
Be love ur mind and drive
Cryptic comment about mindfulness and driving, likely unrelated to immigration topic or addressing video content indirectly.
Meta-Commentary
0.60
selenasativa555
Feb 6, 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
Directo en el orgullo de los politicos Canadiens.
Directo en el orgullo de los politicos Canadiens.
Brief comment in Spanish appearing to reference Canadian politicians' pride, unclear intent but seems to comment on the discussion rather than substantive policy.
Meta-Commentary
0.60
@hermelinjaredgonzalezsanch7579
Mar 4, 2025
Go figure. Now they are seeing that.
Go figure. Now they are seeing that.
Vague comment responding to video content or previous comments, unclear specific meaning but appears to be meta-level commentary.
Meta-Commentary
0.60
@littlep.6957
Feb 20, 2026
Do billionaires shop at Walmart, Home Depot, Key Food or Walgreens?
Do billionaires shop at Walmart, Home Depot, Key Food or Walgreens?
Off-topic question about billionaire shopping habits; appears to be a tangential or sarcastic comment unrelated to the video's main content.
Meta-Commentary
0.60
@TonyR-z4q
Mar 4, 2025
trump a démentie
trump a démentie
Brief, cryptic reference to Trump denying something; appears to be meta-commentary on the video's content or claims rather than substantive engagement.
Meta-Commentary
0.60
@drreaganeliedithphd6526
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)