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
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
Directly? Lets see if he's the same face to face.
Directly? Lets see if he's the same face to face.
A brief skeptical remark about the authenticity of the speech or speaker's demeanor, commenting on the video content.
Meta-Commentary
0.60
@squallstrife-v5g
Mar 4, 2025
?Dumps Recession?
?Dumps Recession?
Cryptic fragment appears to reference video content or title rather than substantive discourse about immigration.
Meta-Commentary
0.60
@joshwoodhouse-oi9zp
Mar 4, 2025
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
We need our own ice
We need our own ice
Cryptic reference to 'ice' likely referring to the video topic or channel, unclear without context.
Meta-Commentary
0.60
Musky577
Feb 18, 2026
Well well well
Well well well
Ambiguous interjection likely responding to video content or other commenters; insufficient context for stronger classification.
Meta-Commentary
0.60
hurricane8891
Feb 6, 2026
Tyler should visit Richmond, BC.
Tyler should visit Richmond, BC.
Comment suggests a location visit but lacks context; appears to be off-topic or directed at video subject rather than substantive immigration discourse.
Meta-Commentary
0.60
virtuous8
Feb 27, 2026
Fertilizer is right.?
Fertilizer is right.?
Brief fragment responding to content in the video, likely referencing a specific statement made.
Meta-Commentary
0.60
@cmvamerica9011
Mar 4, 2025
I love a good curry.
I love a good curry.
Off-topic comment about food unrelated to immigration discourse; classified as meta-commentary about the conversation context.
Meta-Commentary
0.60
ingonito-ng4kj
Oct 1, 2025
That’s crazy.
That’s crazy.
Minimal reaction comment responding to video content without substantive argument.
Meta-Commentary
0.60
bekmashrapov1858
Jan 27, 2026
Every Child matters
Every Child matters
Brief reference to 'Every Child Matters' appears to be commentary on the video topic or broader discourse context rather than substantive engagement.
Meta-Commentary
0.60
Markbogus
Oct 2, 2025
What a kid ??????
What a kid ??????
Vague reaction to the video content itself with unclear intent, likely meta-commentary about the speaker or presentation.
Meta-Commentary
0.60
@hermanbanman6754
Mar 4, 2025
Red grapes are more expensive than green, it's not fair😢
Red grapes are more expensive than green, it's not fair😢
Comment appears off-topic and unrelated to immigration discussion, suggesting it may be testing the system or misplaced.
Meta-Commentary
0.60
kristenweekleyandcatbelly680
Sep 7, 2025
Elbows up and bend over
Elbows up and bend over
Cryptic phrase likely referencing the video or other commenters rather than substantive immigration discourse.
Meta-Commentary
0.60
JeffDavis-m6q
Sep 8, 2025
Good Ol Browntwon
Good Ol Browntwon
Vague reference to 'Browntown' appears to be commentary on the video content or location discussed, though context is minimal.
Meta-Commentary
0.60
williamcoles4950
Jan 27, 2026
Sounds familiar..
Sounds familiar..
Vague reference suggesting the video content resonates with or reminds the commenter of something familiar, likely about the video's subject matter.
Meta-Commentary
0.60
ValoraRose
Aug 29, 2025
depot depot depot
depot depot depot
Appears to be spam or nonsensical repetition unrelated to substantive discussion.
Meta-Commentary
0.60
hollydilag
Oct 2, 2025
Sir, we have a name for people like you.
Sir, we have a name for people like you.
Vague reference to the commenter or another person, likely meta-commentary about the discussion or participants, though context is unclear.
Meta-Commentary
0.60
placesandspaces3489
Aug 29, 2025
I mess with trump but he been doing alot of dirty things in the last week im definitely 50/50 now from a hunnit%
I mess with trump but he been doing alot of dirty things in the last week im definitely 50/50 now from a hunnit%
Comment reflects on the commenter's changing personal stance toward Trump rather than engaging with the video's content about Canadian immigration.
Meta-Commentary
0.60
@irifikkk8489
Mar 4, 2025
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Comment discusses the video creator and their content coverage rather than immigration policy itself, though the fragmented syntax makes interpretation uncertain.
Meta-Commentary
0.60
gth1632
Feb 18, 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)