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
I don't Like that STATUE..🤯🤯😠
I don't Like that STATUE..🤯🤯😠
Comment expresses disapproval of a statue shown in the video, likely referring to visual content rather than engaging with immigration policy substantively.
Meta-Commentary
0.70
krugmeister7301
Jan 27, 2026
Stupid people do dump things
Stupid people do dump things
A dismissive one-liner about commenters or people in general, functioning as meta-commentary on the discussion rather than substantive policy engagement.
Meta-Commentary
0.70
@stevenchew8368
Mar 4, 2025
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
References a specific person from the video and makes a characterization about them, engaging with the video's content rather than the immigration topic itself.
Meta-Commentary
0.70
SahlGood-m3p
Jan 27, 2026
Bro on a generational run fr
Bro on a generational run fr
Comment references the video content ('generational run') in casual, approving language about what's being shown.
Meta-Commentary
0.70
RhythmAndRibs
Jan 27, 2026
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
🎶 Dare to be a Daniel
Dare to stand alone
Dare to have porpose true
Dare to make it known 🎶
Song lyrics that appear to be a reference or commentary, likely about standing alone or taking a position, but unclear connection to immigration topic.
Meta-Commentary
0.70
darlacox
Aug 25, 2025
5:32 this dude is definitely more than the next guy
5:32 this dude is definitely more than the next guy
References a specific timestamp and makes an unclear observation about a person in the video, appearing to comment on video content rather than the topic.
Meta-Commentary
0.70
wmars4655
Jan 28, 2026
Doesn't seem like DEI is running rampant in any of those stores.
Doesn't seem like DEI is running rampant in any of those stores.
A sarcastic observation about the video content (store diversity) rather than substantive immigration discourse.
Meta-Commentary
0.70
evantilley6192
Dec 31, 2025
what a shame
what a shame
Minimal expression of disapproval without substantive argument; likely reacting to video content rather than making a substantive claim.
Meta-Commentary
0.70
kidalcoholic4092
Jan 1, 2026
He sounds pretty mad
He sounds pretty mad
Observation about the emotional tone of the video subject rather than engagement with substantive content.
Meta-Commentary
0.70
@brianjohnson5733
Mar 4, 2025
The guy is the vest looks re-tarded but is based.
The guy is the vest looks re-tarded but is based.
Brief commentary on a person in the video using slang and ironic language; primarily about the video content itself.
onewholehalfofnothing894
Jan 27, 2026
Some ordinary gamer is looking at Tyler video soon
Some ordinary gamer is looking at Tyler video soon
Speculative comment about potential future viewers of the creator's content.
Meta-Commentary
0.70
eyeshowsloow7486
Jan 27, 2026
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
Criticizes video accuracy and guest selection quality while containing a factual correction.
chadchaddington5786
Jan 27, 2026
Tough luck people, Trump is in until 2029.
Tough luck people, Trump is in until 2029.
Dismissive statement about political reality, functioning as commentary on the situation rather than substantive argument.
Meta-Commentary
0.70
@LavaKing4
Mar 4, 2025
Guy on the bike was a straight shooter. we need to bring him back
Guy on the bike was a straight shooter. we need to bring him back
References a person in the video ('guy on the bike') and comments on the video content itself rather than broader immigration discourse.
Meta-Commentary
0.70
ChadJolet-m3x
Jan 27, 2026
Bullshit you telling people who don't live here it's all lie what he is talking we living the best life in Canada so this guy talking garbage to get like subscrib so YouTube can pay …
Bullshit you telling people who don't live here it's all lie what he is talking we living the best life in Canada so this guy talking garbage to get like subscrib so YouTube can pay him but he doesn't know what shit he is talking believe me we have the best life here
Commenter dismisses the video's credibility, accuses the creator of fabricating content for engagement, while asserting insider knowledge as a Canada resident.
SahoyLooknauth
Jan 19, 2026
It wasn't harsh get real lady
It wasn't harsh get real lady
Responds directly to the video speaker ('lady'), disagreeing with their characterization of events rather than discussing the topic itself.
Meta-Commentary
0.70
@user-jh2fe5zv7p
Mar 4, 2025
Trudeau, PM- “Because THIS country is worth fighting for”
Trudeau, PM- “Because THIS country is worth fighting for”
Quote or paraphrase of the PM's statement from the video, commenting on the content itself.
Meta-Commentary
0.70
@Weareloved3
Mar 4, 2025
" They're real racist towards African-Americans."
" They're real racist towards African-Americans."
The commenter appears to be quoting or referencing something from the video, likely another commenter's statement.
Meta-Commentary
0.70
robertbrown4152
Jan 28, 2026
Tooooooooooooo much bla....bla.... Canada ???????????????????????????????????????
Tooooooooooooo much bla....bla.... Canada ???????????????????????????????????????
Expresses frustration with the video content itself, using repetitive 'bla' to mock excessive discussion.
Meta-Commentary
0.70
@MariaGonzalez-le3fx
Mar 4, 2025
Not when we don’t go there lol.
Not when we don’t go there lol.
Cryptic response to another commenter, likely referencing the video or previous discussion without substantive content.
Meta-Commentary
0.70
Aburguy
Jan 23, 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)