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
Be brave and use Sikhs on thumbnail
Be brave and use Sikhs on thumbnail
Comment critiques the video's thumbnail choice, directly addressing the video production itself.
Meta-Commentary
0.80
dharmoRAKSHATI-Rakshitah
Jan 28, 2026
TRUMP??????????????
TRUMP??????????????
Expresses surprise or confusion about Trump's mention in the video through punctuation rather than substantive engagement.
Meta-Commentary
0.80
@Jraevid
Mar 4, 2025
Got mentioned by JimmyTheGiant yet again in a community post. Guaranteed gonna be mentioned by him yet again here.😂
Got mentioned by JimmyTheGiant yet again in a community post. Guaranteed gonna be mentioned by him yet again here.😂
Comment references another YouTuber's promotion of this content and predicts future cross-promotion, discussing the YouTube ecosystem.
Meta-Commentary
0.80
TheRavenLord1
Jan 27, 2026
this seems so fake
this seems so fake
Skepticism about the authenticity of the video content itself rather than immigration issues.
Meta-Commentary
0.80
berrirodrigo2310
Jan 27, 2026
Isn't the thumbnail so disrespectful? Like the littering and stuff? What are you trying to convey Tyler???
Isn't the thumbnail so disrespectful? Like the littering and stuff? What are you trying to convey Tyler???
Critique of the video's thumbnail and messaging choices, with a question directed at the creator.
sinchusk4990
Jan 27, 2026
The guy with the bicycle is so racist and you laughing and enjoying what he says shows a lot.
The guy with the bicycle is so racist and you laughing and enjoying what he says shows a lot.
Commenter criticizes both the video speaker and the creator's apparent endorsement of racist statements, focusing on the video and creator's conduct.
pibop6032
Jan 29, 2026
Hell yeah something new to watch 😂
Hell yeah something new to watch 😂
Comment expresses enthusiasm about the video content itself, engaging with the creator's work.
Meta-Commentary
0.80
Goldenwalrus420
Jan 27, 2026
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
Wonder how many Canadians are wishing that Trudeau hadn't been ousted as PM now. He's good.
Wonder how many Canadians are wishing that Trudeau hadn't been ousted as PM now. He's good.
Speculates about other commenters' views and references the video's subject matter (Trudeau's departure as PM).
@mattsymonds9652
Mar 4, 2025
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
Critiques the video subject's on-camera demeanor and attitude toward racism using ironic commentary.
ryanrivers1259
Jan 27, 2026
Tyler Oliveira just going mask off racist at this point
Tyler Oliveira just going mask off racist at this point
Critiques the video creator's behavior and rhetoric rather than discussing immigration policy itself.
Meta-Commentary
0.80
SevenDirty
Jan 28, 2026
Your a legend for posting this. Ive been subscribed for over a year, I love the content. Thanks for putting Ontario on the map for the world to see this corruption.
Your a legend for posting this. Ive been subscribed for over a year, I love the content. Thanks for putting Ontario on the map for the world to see this corruption.
Praises the video creator and channel while expressing appreciation for content exposure, primarily engaging with the video itself.
Mr420rockie
Jan 27, 2026
من معي الدين ينتضرون ترجمة عربي😂 0:06
من معي الدين ينتضرون ترجمة عربي😂 0:06
Arabic-language comment requesting translation, directly addressing the video's accessibility.
Meta-Commentary
0.80
toupQyassine
Jan 28, 2026
This bloke resigned
This bloke resigned
Brief observation about the video subject's resignation, commenting on the content itself.
Meta-Commentary
0.80
@stoofathelostaussie
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
You crack me up the way you change your accent. It's SUPER obvious you don't speak a damn word😂😂😂
You crack me up the way you change your accent. It's SUPER obvious you don't speak a damn word😂😂😂
Critiques the video creator's accent performance and authenticity, using humor to comment on the creator's presentation.
jojotheicb5138
Jan 27, 2026
the bike guy is def more racist than the next guy
the bike guy is def more racist than the next guy
Comment about the video content and individuals featured in it, making comparative judgments about people shown.
Meta-Commentary
0.80
DeadPoet2014
Jan 27, 2026
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right …
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right off, we have enough problems and don't need an ignorant American fueling the fire
Criticizes the video's framing and the creator's approach, focusing on content quality and journalistic integrity rather than immigration itself.
aberjan1289
Jan 27, 2026
The smile at 7:50 from the woman in the back says ist all ;). \nIm a german guy and this speak is one of the greatest i've ever heard of.
The smile at 7:50 from the woman in the back says ist all ;). \nIm a german guy and this speak is one of the greatest i've ever heard of.
Comments on video content (woman's expression at timestamp) and praises the speech itself, with personal perspective from German commenter.
@derkarlmarxstadter933
Mar 4, 2025
So they brought a guy to giv3 a bite on a issue which benefits him. Well okay.
So they brought a guy to giv3 a bite on a issue which benefits him. Well okay.
Commenter questions the video's editorial choice to feature a guest with potential conflicts of interest.
Meta-Commentary
0.80
AbhishekVaid
Jan 21, 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)