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’m with the guy in the helmet! 6:00
I’m with the guy in the helmet! 6:00
References a specific person in the video at a timestamp, expressing agreement with their position.
Meta-Commentary
0.82
aronteems3780
Jan 27, 2026
You shoulda hid his face he looks so racist 😭😭
You shoulda hid his face he looks so racist 😭😭
Critiques the video creator's appearance and perceived racism using sarcasm and emojis, focusing on the commentator rather than policy.
twopppp
Jan 28, 2026
Showing Only 1 Guy..🖕doing this....for getting hype 5:54 not bad
Showing Only 1 Guy..🖕doing this....for getting hype 5:54 not bad
Critiques the video's editing and content selection, referencing a specific timestamp and questioning the representation.
Meta-Commentary
0.82
dinanathbaitha7793
Jan 29, 2026
i love this series!!! Tyler and Nick doing gods work. thank you my true patriots of america
i love this series!!! Tyler and Nick doing gods work. thank you my true patriots of america
Expresses approval of the video creators and their content, framing them as patriots doing important work.
player8967
Jan 27, 2026
Can you Tell me that why is the Trash and homeless people in the Thumbnail i mean why❓‼️
Can you Tell me that why is the Trash and homeless people in the Thumbnail i mean why❓‼️
Questions the video creator's choice of thumbnail imagery showing poverty and homelessness, critiquing the video's framing.
arvindbhai4609
Feb 13, 2026
7:48 obligatory butt kissing to the orange snowflake. Trudeau is truly savvy ?
7:48 obligatory butt kissing to the orange snowflake. Trudeau is truly savvy ?
Comments on a specific moment in the video (7:48) using sarcasm to critique Trudeau's remarks about Trump.
@kifacorea
Mar 4, 2025
the man at 5:49 had a point till he started getting personal with the racism i won't lie
the man at 5:49 had a point till he started getting personal with the racism i won't lie
Comments on a specific moment in the video and critiques another commenter's approach to discussing racism.
Meta-Commentary
0.82
TheCodexExists
Mar 3, 2026
Anti-americanism? This is horrible reporting and a misrepresentation of what is happening.
Anti-americanism? This is horrible reporting and a misrepresentation of what is happening.
Critique of the video's framing and reporting quality, accusing misrepresentation of events.
@merburr
Mar 4, 2025
just being able to string together two sentences without mistake or gaff....almost forgot what that looked like.
just being able to string together two sentences without mistake or gaff....almost forgot what that looked like.
Comment about the speaker's communication style and presentation quality rather than the content itself.
Meta-Commentary
0.82
@shimshim56
Mar 4, 2025
people poop on the ttc all the time
people poop on the ttc all the time
Tangential observation about public transit conditions unrelated to the video's immigration content, appearing off-topic.
Meta-Commentary
0.81
richardblaser6932
Jan 28, 2026
The human trafic was crazy and intense to watch. 😅
The human trafic was crazy and intense to watch. 😅
Viewer reaction to video content about human trafficking, commenting on the emotional intensity of what was shown.
reganwolf4405
Feb 26, 2026
10:08 he is student ..is this joke with that crap
10:08 he is student ..is this joke with that crap
Comments on video content (timestamp reference) and critiques the subject's credibility based on student status, focusing on the video/subject rather than broader immigration discourse.
Meta-Commentary
0.81
avetsuper6272
Sep 27, 2025
dumbest video i’ve ever seen never trust someone who can edit only the parts the want in, he’s fully only showing what he sees🤣
dumbest video i’ve ever seen never trust someone who can edit only the parts the want in, he’s fully only showing what he sees🤣
Criticizes the video's editing and credibility, accusing selective presentation and bias in the content itself.
KEFEBRO
Jan 27, 2026
Guy on the bike was the most polite racist I’ve ever seen.
Guy on the bike was the most polite racist I’ve ever seen.
The commenter critiques someone featured in the video, using ironic humor to describe their behavior as polite yet racist.
shotyeen
Jan 28, 2026
4:52 Im literally alone in my room laughing my ass off. This guy has no filter. Not the mentality most americans picture a canadian having. He does make some sense though.
4:52
Im literally alone in my room laughing my ass off. This guy has no filter. Not the mentality most americans picture a canadian having. He does make some sense though.
Primarily commentary on the video creator's personality and presentation style with some humorous tone.
user-kt7cv5rt7m
Jan 27, 2026
@00:00:42 what is the monkey man?? is he like superman of india??
@00:00:42 what is the monkey man?? is he like superman of india??
References a specific moment in the video with a joking question about content, focusing on the video itself rather than immigration policy.
funandmasti1562
Aug 25, 2025
what the fuck is this title? i mean dude, their immigrants not fucking zombies
what the fuck is this title? i mean dude, their immigrants not fucking zombies
Commenter critiques the video's title framing and uses sarcasm to challenge its language.
KingDuck87
Jan 27, 2026
Bravo, openly Michelle 👏 The host seems to favor the liberals and dislikes conservatives
Bravo, openly Michelle 👏
The host seems to favor the liberals and dislikes conservatives
Comments on the video host's perceived bias and editorial stance rather than the immigration policy itself.
AlexK.Arrixen
Feb 24, 2026
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, out of all the clips you can find of Punjab, like i get that India is pretty dirty but you're putting it after he said he would prefer to live in Punjab as if he's wrong to think that , why not put golden temple or all the beautiful temples there!!!
Critiques the video's editorial choices in selecting negative imagery of India over positive cultural representations.
JainilChaudhari-zu1zt
Jan 27, 2026
4:52 i genuinely thought bro was a cool guy, turns out he's kinda racist
4:52 i genuinely thought bro was a cool guy, turns out he's kinda racist
Commentary on the video subject's character based on observed behavior, with moral judgment about racism.
FT_VIX007
Jan 27, 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)