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
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Meta-Commentary
3,846 comments
Yet his supports see this and still have some ignorant thing to say
Yet his supports see this and still have some ignorant thing to say
Comments on other commenters' responses and their perceived ignorance rather than substantive content.
Meta-Commentary
0.70
@TheBurtonsAreHere
Mar 4, 2025
TWENTY F(VE PERCENT LETS GO CANADA
TWENTY F(VE PERCENT LETS GO CANADA
Cryptic exclamation referencing a statistic or video moment without clear substantive argument.
Meta-Commentary
0.70
@ianmcgarr8085
Mar 4, 2025
Wow he hates African -
Wow he hates African -
Incomplete comment appears to be reacting to video content or another commenter's statement rather than making substantive argument.
Meta-Commentary
0.70
asmarananatna5817
Feb 20, 2026
Hey boy... why have you changed your career? Do you think its good for the universe? You're fucking wrong....if you doin' this...
Hey boy... why have you changed your career? Do you think its good for the universe? You're fucking wrong....if you doin' this...
Appears to be a personal attack on the video creator regarding their career change, constituting commentary about the person behind the content.
Meta-Commentary
0.70
@enng.625
Mar 4, 2025
What does Putin have on Trump?
What does Putin have on Trump?
Off-topic question about Trump and Putin unrelated to Canadian immigration content.
Meta-Commentary
0.70
@GerMar-ln8rb
Mar 4, 2025
This indian women didn't want answer
This indian women didn't want answer
Comments on a specific person's behavior in the video, with ethnic identity undertones.
samyy3559
Sep 29, 2025
Guy on the bike was a straight shooter. we need to bring him back
Guy on the bike was a straight shooter. we need to bring him back
References a person in the video ('guy on the bike') and comments on the video content itself rather than broader immigration discourse.
Meta-Commentary
0.70
ChadJolet-m3x
Jan 27, 2026
Agent Krasnov is doing well ?
Agent Krasnov is doing well ?
Brief reference to a person (likely Agent Krasnov from the video) with unclear intent, appears to be commentary on video content or participants.
Meta-Commentary
0.70
@Pifagorass
Mar 4, 2025
I heard enough 😂
I heard enough 😂
Brief dismissive reaction to the video content itself, expressing disengagement through humor.
alexisvillaroman
Sep 29, 2025
Take Russia out of you mouth
Take Russia out of you mouth
Cryptic comment appears to critique the speaker or video content itself rather than addressing immigration policy substantively.
Meta-Commentary
0.70
@MdHasan-bw2bv
Mar 4, 2025
When they call you name is because you hit the nail in the head...
When they call you name is because you hit the nail in the head...
Responds to accusations of racism by suggesting criticism indicates truth-telling, using an idiomatic expression to defend previous comments.
sviinfinity1559
Feb 26, 2026
It wasn't harsh get real lady
It wasn't harsh get real lady
Responds directly to the video speaker ('lady'), disagreeing with their characterization of events rather than discussing the topic itself.
Meta-Commentary
0.70
@user-jh2fe5zv7p
Mar 4, 2025
breaking bad
breaking bad
Brief reference to Breaking Bad TV show, likely off-topic or spam-like commentary unrelated to the video content.
Meta-Commentary
0.70
@RegulatedNinja
Mar 4, 2025
I thought there was only one Kejriwal. But I was wrong.
I thought there was only one Kejriwal. But I was wrong.
Comment appears to reference the video content or a person mentioned in it (Kejriwal), suggesting meta-level observation about the video's subject matter.
Meta-Commentary
0.70
@SudarshanGirdhar-zd4un
Mar 4, 2025
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
🎶 Dare to be a Daniel
Dare to stand alone
Dare to have porpose true
Dare to make it known 🎶
Song lyrics that appear to be a reference or commentary, likely about standing alone or taking a position, but unclear connection to immigration topic.
Meta-Commentary
0.70
darlacox
Aug 25, 2025
Woow! 7M+ views in less than a day... This is super viral for the world to see. America is fuckxd up! Donald is unpatriotic and insane.
Woow! 7M+ views in less than a day... This is super viral for the world to see. America is fuckxd up! Donald is unpatriotic and insane.
Primarily comments on the video's viral status and reach, with secondary moral criticism of a political figure.
@happybaak
Mar 5, 2025
a peculiar case of mental confusion and bizarre behaviour .......what clues can lead us in solving this enigma?
a peculiar case of mental confusion and bizarre behaviour .......what clues can lead us in solving this enigma?
Comment appears to be meta-commentary about the video or speaker's behavior rather than substantive engagement with immigration policy.
Meta-Commentary
0.70
@samuelarduino
Mar 4, 2025
shut up governor!?
shut up governor!?
Dismissive comment directed at the speaker/video content.
Meta-Commentary
0.70
@amortalbeing
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
Thanks je🧃ws
Thanks je🧃ws
Appears to be a cryptic or coded reference to another commenter or group, likely meta-commentary on the discussion itself.
Meta-Commentary
0.70
TLaw44
Jan 27, 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)