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
Trump seemes to be a russian assed, \n\nCNN analyst: 18 reasons why Trump may be a Russian asset\n\nUS author explains Donald Trump’s Russia, KGB connections
Trump seemes to be a russian assed, \n\nCNN analyst: 18 reasons why Trump may be a Russian asset\n\nUS author explains Donald Trump’s Russia, KGB connections
References media coverage and news analysis rather than engaging with the video's immigration topic directly.
Meta-Commentary
0.65
@koosherbrink2820
Mar 4, 2025
You don't have the cards
You don't have the cards
Cryptic comment appears to critique the speaker's position or argument strength, likely referencing the video content or debate context.
Meta-Commentary
0.65
@Worshipwonders3
Mar 4, 2025
This is INSANE!
This is INSANE!
Brief reaction expressing shock or surprise about the video content itself, lacking substantive argument.
Meta-Commentary
0.65
jewely777gee
Jan 27, 2026
man this video is racist
man this video is racist
Accusation directed at the video itself rather than substantive engagement with immigration discourse.
Meta-Commentary
0.65
thecouncilofkevins
Jan 27, 2026
Intimidasi Epstein
Intimidasi Epstein
The comment appears to reference an external figure or event unrelated to the video content, possibly spam or off-topic.
Meta-Commentary
0.65
ydidi6233
Feb 9, 2026
This is what leadership is all about.
This is what leadership is all about.
Brief evaluative comment about leadership quality without substantive policy engagement.
Meta-Commentary
0.65
@andreariemer76
Mar 4, 2025
India Ontario
India Ontario
Cryptic reference to video content or title; unclear substantive meaning but appears to comment on the video itself.
Meta-Commentary
0.65
blueberryhill6948
Feb 26, 2026
Right we are. 😡
Right we are. 😡
Brief emotional reaction to the video or previous comments, expressing agreement with an unspecified position.
Meta-Commentary
0.65
Bothorth
Sep 9, 2025
Do not redeem!
Do not redeem!
Brief comment about the video or channel itself, likely referring to not recommending or endorsing the content.
Meta-Commentary
0.65
uncreativeprocess
Jan 28, 2026
Maybe mister Torres should go to !
Maybe mister Torres should go to !
Incomplete comment appearing to reference a person mentioned in the video, likely directed at another commenter or the video subject.
Meta-Commentary
0.65
audegau5090
Nov 24, 2025
Nauseating.
Nauseating.
Single-word dismissal of the video content itself, functioning as meta-commentary on the presentation or subject matter.
Meta-Commentary
0.65
@velcroesque
Mar 4, 2025
I'm going to start a daycare in Canada.
I'm going to start a daycare in Canada.
Brief statement about personal business plans; unclear relevance to video content, appears tangential or off-topic.
Meta-Commentary
0.65
Patriot6771
Jan 27, 2026
2 Chronicles 7:14 King James Version 14 If my people, which are called by my name, shall humble themselves, and pray, and seek my face, and turn from their wicked ways; then will I hear …
2 Chronicles 7:14
King James Version
14 If my people, which are called by my name, shall humble themselves, and pray, and seek my face, and turn from their wicked ways; then will I hear from heaven, and will forgive their sin, and will heal their land.
Biblical scripture citation appears tangentially related to video content, functioning as off-topic religious commentary.
Meta-Commentary
0.65
BornAgainInJesusChrist
Sep 19, 2025
This is all wrong on so many levels.
This is all wrong on so many levels.
Vague criticism of the video or its content as fundamentally flawed, without specifying what aspects are problematic.
Meta-Commentary
0.65
McFly_84
Sep 20, 2025
FIRST OF ALL WHO SAYS USA IS THE GGREATEST COUNTRY IN THE WORLD?. ITS ONE OF THE WORST COUNTRY TO LIVE IN. EVEN UR APPROACH TO MAKE THIS VIDEO IS ONLY TO GET VIRAL.
FIRST OF ALL WHO SAYS USA IS THE GGREATEST COUNTRY IN THE WORLD?. ITS ONE OF THE WORST COUNTRY TO LIVE IN. EVEN UR APPROACH TO MAKE THIS VIDEO IS ONLY TO GET VIRAL.
Critiques the video's framing and intent while making comparative claims about countries, primarily focused on the video itself rather than immigration policy.
HARSHK2616
Jan 27, 2026
PORTUGAL 🇵🇹
PORTUGAL 🇵🇹
Single-word country reference with emoji appears to be off-topic commentary unrelated to the video's immigration discussion.
Meta-Commentary
0.65
lapsss133
Jan 27, 2026
object noneffective
object noneffective
Cryptic comment about the video or discussion itself rather than substantive engagement with immigration or policy content.
Meta-Commentary
0.65
@frankwhen284
Mar 4, 2025
The Trudeau Post National State
The Trudeau Post National State
Brief phrase referencing Trudeau's post-national state concept, appearing to critique the video subject or broader political framing without elaboration.
@larsz-p9k
Feb 20, 2026
This caused rocket monkeys
This caused rocket monkeys
The cryptic phrase 'rocket monkeys' appears to be nonsensical or inside-joke commentary unrelated to substantive immigration discourse.
Meta-Commentary
0.65
TristhaAlej
Feb 18, 2026
Afinal és Lusitano
Afinal és Lusitano
Non-English phrase appears to be off-topic or spam-like commentary unrelated to the immigration discussion.
Meta-Commentary
0.65
vanderpi9518
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)