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
I love this man on the bike!!!
I love this man on the bike!!!
Comment about the video content itself, expressing appreciation for a person featured in the video.
Meta-Commentary
0.80
mariehardy843
Jan 27, 2026
the guy on the bike really expressed himself
the guy on the bike really expressed himself
Comment observes and remarks on a specific person's behavior in the video content.
Meta-Commentary
0.80
OfficialRoyalPizza
Jan 27, 2026
This guy quit a month ago. Wtf?
This guy quit a month ago. Wtf?
Commenter is critiquing the video's timeliness, noting that Trudeau had already resigned when the video was made.
Meta-Commentary
0.80
@The_Comedian556
Mar 4, 2025
To CNN - get the quote correct, Prime Minister Trudeau quoted the Wall Street Journal. Reflect that in your headline!!\n\nIn terms of this video, I do love watching a true leader speak. \n\nThe Prime Minister …
To CNN - get the quote correct, Prime Minister Trudeau quoted the Wall Street Journal. Reflect that in your headline!!\n\nIn terms of this video, I do love watching a true leader speak. \n\nThe Prime Minister is the very opposite of the bloated excuses for human beings - the current president and vice president of the USA, oh and their oligarchs who are equally vile.
Primarily critiques CNN's reporting accuracy, then compares Canadian and US leadership favorably.
@flufwix
Mar 4, 2025
Shame you had to come to my hometown and ragebait. Hope you're back in the states and never come back.
Shame you had to come to my hometown and ragebait. Hope you're back in the states and never come back.
Criticizes the video creator for 'ragebait' and expresses hostility toward their presence in the commenter's hometown.
jelanithompson3064
Jan 27, 2026
Lot of CNN bots ? on here !
Lot of CNN bots ? on here !
Comments on the nature of other commenters (calling them 'CNN bots'), critiquing the comment section itself.
Meta-Commentary
0.80
@Wingspans84
Mar 4, 2025
best video. I had my test last night. Scored 18/20 in just 6 minutes. All 18 questions were from the video, remaining 2 were new.
best video. I had my test last night. Scored 18/20 in just 6 minutes. All 18 questions were from the video, remaining 2 were new.
The comment evaluates the video's utility and content quality, focusing on the video itself rather than immigration topics.
Meta-Commentary
0.80
sahilgogna3393
Feb 3, 2026
05:21 - low iq, he say it.
05:21 - low iq, he say it.
Reference to a specific timestamp and quote from the video itself.
Meta-Commentary
0.80
irgendwer1337
Jan 27, 2026
That's he's not speaking french
That's he's not speaking french
Comment about the video content itself, noting Trump's language choice rather than substantive policy discussion.
Meta-Commentary
0.80
@StrukM3d
Mar 4, 2025
BRAMPTON WOOOOO
BRAMPTON WOOOOO
Exclamatory reference to Brampton (a location featured in the video) without substantive policy or narrative content.
Meta-Commentary
0.80
noname258-e3b
Jan 27, 2026
Tyler Oliveira confirmed racist laughing at racist takes 😂
Tyler Oliveira confirmed racist laughing at racist takes 😂
Directly accuses the video creator (Tyler Oliveira) of racism, commenting on the content and creator rather than immigration policy.
hihihi-d2d
Jan 28, 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
This video is racist
This video is racist
Blanket accusation that the video itself is racist, critiquing the video's framing rather than engaging with immigration policy.
kunalghusarvlogs
Feb 3, 2026
That helmet wearing guy is so based!
That helmet wearing guy is so based!
Comments on a person visible in the video, expressing approval using internet slang ('based').
Meta-Commentary
0.80
aleisterowley2800
Jan 29, 2026
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
u da real racist, just join kkk already bro
i actually used to repect you but your just another white supremacist
Direct accusation of racism against another commenter, addressing the conversation and creator rather than immigration policy itself.
epicfoxxy67
Jan 27, 2026
Old mate on the bike is hilarious! 😅
Old mate on the bike is hilarious! 😅
Expresses amusement about a video subject's behavior, commenting on the video content itself.
vs5197
Feb 6, 2026
20:15 that "nasty stained mattress" had like 2 spots on it.. this is drama farming to the max lmao
20:15 that "nasty stained mattress" had like 2 spots on it.. this is drama farming to the max lmao
Critique of the video's editorial choices and narrative framing, suggesting exaggeration for engagement ('drama farming').
juggalotus206
Jan 27, 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
Bike guy 2028
Bike guy 2028
Reference to 'Bike guy' appears to be commentary about a person or meme associated with the video or channel.
Meta-Commentary
0.80
DeanWinchester-w9e
Jan 28, 2026
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily …
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily be used as bias leaning toward racism. Increase your understanding of xenophobia and these issues, please. You're spreading ignorance and hate with your work, while posing as being impartial. The lowest thing u could do.
Directly critiques the video creator's editorial choices, framing, and responsibility, with moral concerns about bias and hate speech.
GentleJungle
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)