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
They're playing good cop bad cop. Who's the victim? Both people
They're playing good cop bad cop. Who's the victim? Both people
Comments on the dynamics and framing of the video/discussion itself rather than substantive policy or immigration issues.
Meta-Commentary
0.75
@myjohnplatt
Mar 4, 2025
He spoke like apolitician with a dead political life
He spoke like apolitician with a dead political life
Commentary on the speaker's rhetorical style and political viability rather than substantive policy or argument.
Meta-Commentary
0.75
@marikanaikatalau3434
Mar 4, 2025
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Combines off-topic personal commentary with a factual correction about video content, primarily engaging with the video itself.
X-Prime123
Aug 31, 2025
"Investigating" = Monitor
"Investigating" = Monitor
Brief commentary questioning the terminology used in the video, suggesting 'investigating' is euphemistic for 'monitor.'
@brutos17
Feb 21, 2026
📊 Québec Immigration – Top Countries (Recent %) ┌───────────────┬──────────────┐ │ Country │ Ratio (%) │ ├───────────────┼──────────────┤ │ France │ 14.7% │ │ Cameroon │ 8.3% │ │ China │ 8.6% │ │ Algeria │ 5.6% …
📊 Québec Immigration – Top Countries (Recent %)
┌───────────────┬──────────────┐
│ Country │ Ratio (%) │
├───────────────┼──────────────┤
│ France │ 14.7% │
│ Cameroon │ 8.3% │
│ China │ 8.6% │
│ Algeria │ 5.6% │
│ Tunisia │ 5.0% │
│ Morocco │ 4.9% │
│ Haiti │ 4.4% │
│ India │ 2.6% │
│ Others │ 45.9% │
└───────────────┴──────────────┘
Presents statistical data about Quebec immigration demographics without commentary, functioning as informational content about the video topic.
Meta-Commentary
0.75
rxrogx2345
Nov 21, 2025
the orange vest guy was Tylers greatest wet dream come true lol
the orange vest guy was Tylers greatest wet dream come true lol
Commentary on video content and featured individuals using humorous/sarcastic tone rather than substantive discourse.
Wtz-jx3wh
Jan 27, 2026
The guy on the bike was just a virulent racist 😂
The guy on the bike was just a virulent racist 😂
Commentary on a person featured in the video (bike guy) with humorous tone, not substantive policy or moral argument.
Atlanticocean.chihuahua
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
the guy on the bike is racist
the guy on the bike is racist
Makes an accusation about a person in the video rather than engaging with immigration policy or substantive debate.
Meta-Commentary
0.75
connarbudge
Jan 28, 2026
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
Great video of India!! Watched it all
Great video of India!! Watched it all
Comment about watching the video, though contains potential misidentification of content location.
Meta-Commentary
0.75
Underthestreetlightz
Jan 27, 2026
Biggest inaccuracy: DJT is a smart man ?
Biggest inaccuracy: DJT is a smart man ?
Critiques the video's characterization of Trump as intelligent, commenting on the content's framing rather than substantive policy.
@postems
Mar 4, 2025
bro knows nothing bro just knows the surface of the ocean not the depth of it just dumb people honestly
bro knows nothing bro just knows the surface of the ocean not the depth of it just dumb people honestly
Comment critiques the video creator's knowledge and understanding, focusing on the quality of the content rather than immigration policy itself.
Meta-Commentary
0.75
raghavagarwal698
Jan 28, 2026
Vassy has to defend the liberals she is their employee.
Vassy has to defend the liberals she is their employee.
Comment about the video subject's political allegiance and credibility rather than immigration policy substance.
rudranauth.persaud6248
Feb 24, 2026
Where are the Moscow Agents Governing Americans in these comments. I mean MAGA. They seem to have gone quieter in the comments sections lately. I wonder why. I guess they do not want to hear …
Where are the Moscow Agents Governing Americans in these comments. I mean MAGA. They seem to have gone quieter in the comments sections lately. I wonder why. I guess they do not want to hear we told you so.
Comments on commenter behavior and discourse patterns in the section, with dismissive framing of opposing viewpoints.
@worldpeace595
Mar 4, 2025
you can't believe anything this mouthpiece propaganda CTV news says about it, I don't think anything is true anymore,
you can't believe anything this mouthpiece propaganda CTV news says about it, I don't think anything is true anymore,
Criticism of media credibility and the video source (CTV), with vague unsubstantiated claims about propaganda and truth.
JohnPeters-p9y
Dec 27, 2025
13:55 Shut up! We want to hear him. Not you. Why are covering up the reason Trump is doing what he is doing. Trash media.
13:55 Shut up! We want to hear him. Not you. Why are covering up the reason Trump is doing what he is doing. Trash media.
Criticizes the video/media coverage itself for not adequately explaining Trump's motivations.
@bbvistas7596
Mar 4, 2025
I'm sure CNN is very proud of Trudeau..
I'm sure CNN is very proud of Trudeau..
Comments on media coverage (CNN) and its relationship to Trudeau, with implied sarcasm about media bias.
@Goal-2-Go
Mar 4, 2025
I wonder if that guy with the bike is going to get a knock on his door soon?
I wonder if that guy with the bike is going to get a knock on his door soon?
References a person in the video while expressing concern about potential government consequences.
kfilth101j
Jan 27, 2026
BLISTERING SPEECH....hahaha...the bllind leading the blind in the comments...folks...wait until you find out what's ACTUALLY GOING ON....
BLISTERING SPEECH....hahaha...the bllind leading the blind in the comments...folks...wait until you find out what's ACTUALLY GOING ON....
Comments on the video and other commenters while making vague unsubstantiated claims about hidden information without specifics.
@Carolynpurebloodcanuk
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)