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
How much invasion videos is this nga gonna post lol? 😂😂😂
How much invasion videos is this nga gonna post lol? 😂😂😂
Critiques the video creator's content strategy by questioning frequency of 'invasion' videos, with sarcastic tone.
NeonMarkStudios
Mar 3, 2026
Stop calling them the closest friend. You guys sound like highschoolers just Duke it out.
Stop calling them the closest friend. You guys sound like highschoolers just Duke it out.
Critiques the framing and rhetoric used in the video/discussion about Canada-U.S. relations, suggesting the language is immature.
@InternetDailyDigest
Mar 4, 2025
real reporter, respect
real reporter, respect
Expresses approval of the reporter's work, commenting on the video content and creator rather than the immigration topic itself.
jacquelinetung
Feb 21, 2026
This video shoulve been way longer... Canada is in a huge mess this was dissapointing
This video shoulve been way longer... Canada is in a huge mess this was dissapointing
Critiques the video length and content depth while implying broader policy concerns about Canada's immigration situation.
ferdtheterd3897
Jan 27, 2026
what is up with that mans eyebrows, and why must he always speak as if he is an actor in a play?
what is up with that mans eyebrows, and why must he always speak as if he is an actor in a play?
Comments on the speaker's physical appearance and delivery style rather than substantive content, with a mocking tone.
@4barrl
Mar 4, 2025
But no one in maga will see this common sense response calling out Rumps lies because their cult limits their media intake to fox and social media which algorithms send them info promoting their own …
But no one in maga will see this common sense response calling out Rumps lies because their cult limits their media intake to fox and social media which algorithms send them info promoting their own interests
Comments on media consumption patterns and algorithmic filtering of information among political opponents, critiquing the media ecosystem rather than immigration.
Meta-Commentary
0.80
@heatherhsia4623
Mar 4, 2025
Add Paula Newton to the list of people that I'll quit watching CNN when they pop up, along side Scotty boy. I don't abide people who blame the victim when they are getting hit by …
Add Paula Newton to the list of people that I'll quit watching CNN when they pop up, along side Scotty boy. I don't abide people who blame the victim when they are getting hit by the bully.
Criticizes a media figure (Paula Newton) and references the video/channel context while making a moral judgment about victim-blaming.
@DarkRider1768
Mar 4, 2025
What happened to CNN talking about Canada like they’re the ones being the bad guy?? I feel like I’m watching Fox instead of CNN
What happened to CNN talking about Canada like they’re the ones being the bad guy?? I feel like I’m watching Fox instead of CNN
Critiques media coverage (CNN vs Fox) and framing of the Canada narrative in the video/news.
Meta-Commentary
0.80
@RobinFleischaker
Mar 4, 2025
How much you want to bet that Fox Noise would never show this in its entirety?
How much you want to bet that Fox Noise would never show this in its entirety?
Critique of media coverage and Fox News' editorial choices, not directly about immigration policy.
Meta-Commentary
0.80
@wisu3529
Mar 4, 2025
How did he keep a straight face when he called Trump smart
How did he keep a straight face when he called Trump smart
Observation about a speaker's demeanor in the video itself rather than substantive argument.
Meta-Commentary
0.80
@franciscobarajas284
Mar 4, 2025
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
Comments on the YouTuber's content evolution and editorial direction, critiquing the shift toward sensationalized immigration topics.
shrey-editz5
Feb 22, 2026
This guy is full of shit..
This guy is full of shit..
Dismissive comment about the video creator or speaker, constituting meta-commentary on the content.
Meta-Commentary
0.80
@JRangel23081
Mar 4, 2025
It's about fair-trade Bozo's. CNN is so stupid!
It's about fair-trade Bozo's. CNN is so stupid!
Dismissive critique of CNN's intelligence combined with name-calling, primarily targeting the media outlet.
@samwestover9953
Mar 4, 2025
Polish dude knows ball
Polish dude knows ball
Brief comment praising a specific person (Polish individual) featured in the video, commenting on their credibility or knowledge.
Meta-Commentary
0.80
Andrew-nt3vs
Feb 23, 2026
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
Criticizes a specific speaker in the video (at 5:40) for racist statements, calling out hypocrisy.
CR99-7
Mar 2, 2026
Direct, facts and without shouting or need to repeat nonsense words
Direct, facts and without shouting or need to repeat nonsense words
Evaluates the quality and style of the speaker's communication (direct, factual, non-repetitive), commenting on the video content itself.
@jomane
Mar 4, 2025
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Comments on video production methods and documentation practices rather than immigration policy itself.
Meta-Commentary
0.80
lilbladeknight
Feb 18, 2026
I was unable to paste my comment because it was not in support of Trudeau... censored??
I was unable to paste my comment because it was not in support of Trudeau... censored??
Comments on YouTube's moderation practices and alleged censorship of anti-Trudeau content.
@2coolartsmusicmom572
Mar 4, 2025
Amazing that Vassy is defending this ridiculous situation.
Amazing that Vassy is defending this ridiculous situation.
Criticizes the video creator (Vassy) for defending immigration policy, blending personal critique with policy disagreement.
davidrl5000
Feb 24, 2026
Waiting for “Donald” to response in CAPS!!! On tweets!!! ?????
Waiting for “Donald” to response in CAPS!!! On tweets!!! ?????
Comment about Trump's expected response style (caps, tweets) rather than substantive engagement with the video content.
@misterdiorbailey
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)