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
He should be in the Democratic party , you fight fire with fire Jeffrey needs to listen to this
He should be in the Democratic party , you fight fire with fire Jeffrey needs to listen to this
Comment appears to reference a person named Jeffrey and party politics, but lacks clear connection to the video's content or immigration topic.
Meta-Commentary
0.75
@elijahsmith5957
Mar 4, 2025
2:55 he's just saying what everyone else is thinking! Can't fault the man for that!
2:55 he's just saying what everyone else is thinking! Can't fault the man for that!
References a specific moment in the video and comments on what the speaker is expressing, with implied sarcasm or agreement.
melwiggins87
Jan 28, 2026
Amber Heard is in politics ?
Amber Heard is in politics ?
Questions the video content/subject matter rather than engaging with immigration policy substantively.
Meta-Commentary
0.75
@ELHAUKEZ
Mar 4, 2025
If you can be a devotee of a devotee, can you be a devotee of a devotee of a devotee?
If you can be a devotee of a devotee, can you be a devotee of a devotee of a devotee?
Off-topic philosophical question unrelated to the video content, appears to be commentary on the discussion itself rather than immigration.
Meta-Commentary
0.75
mohammadbinmahbub9160
Jan 28, 2026
U lost me when you said usa " greatest country on earth " bs
U lost me when you said usa " greatest country on earth " bs
Critiques the video's framing by disagreeing with a statement made in it about the USA.
chrisgriffith5520
Jan 28, 2026
Oh it's bad for them...
Oh it's bad for them...
Brief comment responding to video content without substantive argument, appears to reference a specific video segment.
Meta-Commentary
0.75
alexhaxan
Jan 27, 2026
Cant wait for saji saarma to make another video on you calling you a waycist.
Cant wait for saji saarma to make another video on you calling you a waycist.
References another YouTuber and predicts their response; commentary about the YouTube ecosystem and content creators.
latinaparfait
Jan 27, 2026
Oh boy, he loves this lol.
Oh boy, he loves this lol.
Observation about Trudeau's apparent enjoyment or comfort with the situation, commenting on his demeanor rather than the substance.
Meta-Commentary
0.75
@alukaa6903
Mar 4, 2025
7:60 Oh, Mr Trudeau, it looks like Donald has re-discovered his old, better *friends*. different continent, but still...
7:60 Oh, Mr Trudeau, it looks like Donald has re-discovered his old, better *friends*. different continent, but still...
References video timestamp and makes sarcastic commentary about Trump's relationship dynamics, mixing meta-commentary with satire.
@madyogi6164
Mar 4, 2025
This video is paid for by the corrupt politicians of the United States. Seriously though mate. Not a good time for this video.
This video is paid for by the corrupt politicians of the United States. Seriously though mate. Not a good time for this video.
Critiques the video itself as propaganda while making an unsubstantiated claim about US political corruption.
@booooooooooooooooooooooo
Mar 4, 2025
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Comment appears to be promoting or referencing an unrelated event in Ontario, off-topic from immigration discussion.
Meta-Commentary
0.75
dylanbannon2370
Jan 27, 2026
Вы пытаетесь наебать ежа голой жопой.
Вы пытаетесь наебать ежа голой жопой.
Comment in Russian appears to be nonsensical or off-topic, functioning as meta-commentary or spam rather than substantive immigration discourse.
Meta-Commentary
0.75
BinyaminLeman
Jan 28, 2026
We just found the most based Canadian ive seen in years
We just found the most based Canadian ive seen in years
Comments on another commenter's position using slang ('based'), primarily engaging with the discourse rather than the topic itself.
Whale_God
Jan 28, 2026
The comment section is full of sentimentalities…. Far from reality guys
The comment section is full of sentimentalities…. Far from reality guys
Critiques the comment section itself for lacking realism, functioning as meta-commentary on discourse quality.
@twinsprofile
Mar 4, 2025
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Commenter criticizes the video creator's intentions and makes an identity-based accusation about the creator's race, combining video critique with identity framing.
ZeroFilterUSA
Feb 17, 2026
You are such a Sneaky Bastard!
You are such a Sneaky Bastard!
Comment addresses the video creator/subject directly with a personal insult, focusing on their behavior rather than substantive content.
Meta-Commentary
0.75
@eunheehunter
Mar 4, 2025
News Lapdogs always sensationalize and exaggerate information “to get a reaction “. Also, why aren’t you reporting your lapdogs SELF-VICTIMIZING and pointing out that “Donald” was harsh language…PATHETIC LAPDOGS
News Lapdogs always sensationalize and exaggerate information “to get a reaction “. Also, why aren’t you reporting your lapdogs SELF-VICTIMIZING and pointing out that “Donald” was harsh language…PATHETIC LAPDOGS
Primarily critiques media coverage and the video/channel's reporting practices, with secondary criticism of how issues are framed.
@juanvillarreal4054
Mar 4, 2025
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Commenter criticizes the video's narrative framing and accuses the creator of spreading a particular spin, focusing on the video itself rather than substantive policy analysis.
Spitty95
Jan 28, 2026
Damm I had to google what dude was talking about on Africa he was not wrong at all lol wtf
Damm I had to google what dude was talking about on Africa he was not wrong at all lol wtf
Commenter is reacting to and validating claims made by someone in the video, engaging with the video's content rather than the immigration topic itself.
Meta-Commentary
0.75
REDWOOD-ROOTZ710
Jan 28, 2026
It does look safe
It does look safe
Brief comment evaluating the video content itself regarding safety appearance.
Meta-Commentary
0.75
muira58
Jan 28, 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)