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
you are lier you going whit usa lier lier jajajajajaj
you are lier you going whit usa lier lier jajajajajaj
Accusation directed at the video creator/speaker about their credibility and alignment, with dismissive tone.
Meta-Commentary
0.85
@tomasramirez1362
Mar 4, 2025
17:06 😂😂whole thing recorded
17:06 😂😂whole thing recorded
Comment referencing a specific timestamp in the video with laughing emojis, engaging with video content itself.
Meta-Commentary
0.85
Taskburg
Feb 26, 2026
The reflective vest guy is unfathomably based.
The reflective vest guy is unfathomably based.
Expresses approval of a person featured in the video using slang commentary.
Meta-Commentary
0.85
blacktalon1607
Feb 26, 2026
she doesn't make any since and just sound racist reallly
she doesn't make any since and just sound racist reallly
Dismisses the video subject's argument as incoherent and racist, commenting on the speaker rather than substantive policy.
Meta-Commentary
0.85
shanecondon-y1j
Feb 24, 2026
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever
Like bro, go back to making Mr Beast videos
But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views
"Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities
Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Primarily critiques the video creator and channel quality, with secondary call to shut down the channel; focuses on the media product itself rather than immigration policy.
darkmattercreates
Jan 27, 2026
This woman lives in the states.
This woman lives in the states.
A factual observation about the video subject's location, commenting on the content rather than engaging with immigration discourse.
Meta-Commentary
0.85
tysonwatt6936
Feb 25, 2026
Nul, il se répète 😢
Nul, il se répète 😢
French-language comment critiquing the video creator's repetitive content rather than engaging with immigration topic.
Meta-Commentary
0.85
para7amol
Mar 3, 2026
8:50 is this in Canada 😂😂??? What the helly 💥😂😂
8:50 is this in Canada 😂😂??? What the helly 💥😂😂
Reacts to a specific timestamp in the video with joking tone, focusing on video content rather than immigration discourse.
gsk8366
Jan 27, 2026
Well said, that woman !!
Well said, that woman !!
Comment expresses agreement with a speaker in the video without substantive policy engagement.
Meta-Commentary
0.85
7892rl
Nov 10, 2025
A real man has spoken! Firm, intelligent, calm, determined - that's a LEADER!
A real man has spoken! Firm, intelligent, calm, determined - that's a LEADER!
Evaluates the speaker's personal qualities and leadership style rather than addressing substantive policy.
Meta-Commentary
0.85
@0519Lena
Mar 4, 2025
Sorry Tyler, I enjoyed your vids over the years but I can't support someone who is willing to scam their audience through a scammy sponsor.
Sorry Tyler, I enjoyed your vids over the years but I can't support someone who is willing to scam their audience through a scammy sponsor.
Withdraws support from the creator based on perceived unethical sponsorship behavior, critiquing the channel itself.
Sneax673
Jan 27, 2026
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the viewers enough to show reality, not just negativity for clicks.
Critiques the video's editorial choices (thumbnail, title, framing) and accuses creators of sensationalism for engagement.
codewithbcastudents
Feb 22, 2026
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Commenter critiques the video's editorial choices and accuses the creator of platforming racist content without journalistic justification.
miigwetchful
Feb 22, 2026
You lost me as soon as you said Jason Kenny.
You lost me as soon as you said Jason Kenny.
Commenter is expressing dismissal of the video content based on a specific person mentioned, critiquing the video itself rather than the immigration topic.
Meta-Commentary
0.85
wendydevereaux
Feb 18, 2026
He could have said this to Trumps face but yea ok!
He could have said this to Trumps face but yea ok!
Critiques the speaker's choice to make statements in a video rather than directly to Trump, commenting on the communication method itself.
Meta-Commentary
0.85
@FocusedHands
Mar 4, 2025
This guy have some serious issue with indians
This guy have some serious issue with indians
Critiques the video creator's apparent bias against Indians rather than engaging with substantive immigration arguments.
Meta-Commentary
0.85
yourclothsmith
Feb 21, 2026
21:34 wth 😮
21:34 wth 😮
Comment expresses surprise/reaction to video content itself rather than engaging with immigration topic.
Meta-Commentary
0.85
stardust4225
Jan 27, 2026
....6:52.... You are a bad pedestrian. Get off the road... Cross walk, not "cross standing and talking"
....6:52.... You are a bad pedestrian. Get off the road... Cross walk, not "cross standing and talking"
Comment about a specific moment in the video (6:52) criticizing someone's pedestrian behavior, unrelated to immigration topic.
Meta-Commentary
0.85
kavanschindler9425
Feb 21, 2026
Hey Eagle, how did you feel about Sublime's KRS-One song?
Hey Eagle, how did you feel about Sublime's KRS-One song?
Off-topic question directed at the video creator about an unrelated music reference, not about immigration policy.
Meta-Commentary
0.85
@VincentDeCowans
Feb 20, 2026
That is the flag of Sikhism and not of Khalistan.
That is the flag of Sikhism and not of Khalistan.
Factual correction about flag symbolism, likely responding to a misrepresentation in the video.
Meta-Commentary
0.85
DassPhotoElectronics
Feb 20, 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)