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
All doubtful talk
All doubtful talk
Brief dismissive comment about the video content itself rather than substantive engagement with the topic.
Meta-Commentary
0.65
@niranjanak1534
Mar 4, 2025
Trump Towers ❤❤❤❤
Trump Towers ❤❤❤❤
Brief statement about Trump Towers unrelated to the video content, appears off-topic or spam-like.
Meta-Commentary
0.65
@ajithrampursad546
Mar 4, 2025
Imran khan❤❤❤
Imran khan❤❤❤
Brief mention of a political figure with heart emojis, appears to be off-topic or unrelated to the video content.
Meta-Commentary
0.65
@UnknownbutKnow-b4h
Mar 4, 2025
like he says it, he is a smart guy, but do a dumb thing, i will added on, a asshole thing to do
like he says it, he is a smart guy, but do a dumb thing, i will added on, a asshole thing to do
Comment critiques the speaker's character and decision-making, functioning as meta-commentary on the person rather than substantive policy discussion.
Meta-Commentary
0.65
@byeun-y9k
Mar 4, 2025
I work in the oilfield. We have a ton of petroleum crude produced everyday here in the US?
I work in the oilfield. We have a ton of petroleum crude produced everyday here in the US?
Off-topic statement about US oil production unrelated to Canadian immigration policy.
Meta-Commentary
0.65
@FloridamadeJay81
Mar 4, 2025
I think live ya Facebook iko sawa \nThanks for enlightened pple ?
I think live ya Facebook iko sawa \nThanks for enlightened pple ?
Comment appears to reference the video/platform and thanks the creator, though the text is unclear and possibly contains non-English elements.
Meta-Commentary
0.65
@DorcasKihiu-l4x
Mar 5, 2025
Another win for Putin thanks to his lapdog, Donald.
Another win for Putin thanks to his lapdog, Donald.
Makes a political accusation about external influence (Putin/Trump) rather than directly addressing Canadian immigration policy.
Meta-Commentary
0.65
@arthurtazo9840
Mar 4, 2025
Donald. ? ? ?
Donald. ? ? ?
Minimal comment expressing confusion or dismissal, appears to be meta-reaction to the video subject rather than substantive engagement.
Meta-Commentary
0.65
@fuadalsakkaf2694
Mar 4, 2025
These are fighting words
These are fighting words
Vague comment about the video's tone or content rather than substantive engagement with immigration.
Meta-Commentary
0.65
@anthonyjonas6236
Mar 4, 2025
My respects to Tredau! You have said it very clear. ??
My respects to Tredau! You have said it very clear. ??
Comment about the video/speaker (Trudeau) expressing approval of what was said, directed at the content rather than the immigration topic itself.
Meta-Commentary
0.65
@suyapafernandez8796
Mar 4, 2025
Watch ur words. Wait tv is???
Watch ur words. Wait tv is???
Cryptic comment appears to reference the video content or technical issues, unclear but meta in nature.
Meta-Commentary
0.65
@dustynmiller2497
Mar 4, 2025
Did not voted for Carnie but they cheered
Did not voted for Carnie but they cheered
Cryptic reference to video content or a political figure, appears to comment on the video's subject matter rather than substantive immigration discourse.
Meta-Commentary
0.65
BlagicaMishevska
Aug 28, 2025
You my friend are a true leader for the people!? Those are true facts about putter in communist russia.
You my friend are a true leader for the people!? Those are true facts about putter in communist russia.
Comment addresses the video creator as a leader while making vague, unsubstantiated claims about Russia; primarily meta-commentary on the speaker with an unverified assertion.
@ConcentricHuevos
Mar 4, 2025
What a leader.
What a leader.
Brief praise of a leader, likely referring to the video subject or creator, functioning as meta-commentary on the content.
Meta-Commentary
0.65
@barbarabyers2721
Mar 4, 2025
This is what they voted for. SMH
This is what they voted for. SMH
Brief commentary on voter responsibility and consequences, somewhat ambiguous but appears to reference political choices.
Meta-Commentary
0.65
@anitamitchell6
Mar 4, 2025
AMEN Trudeau tell the truth about our new Government not doing the right thing for us Americans. Thank you for saying the truth.
AMEN Trudeau tell the truth about our new Government not doing the right thing for us Americans. Thank you for saying the truth.
Commenter appears confused about the video's subject (conflating Canadian and American politics) and makes a meta-comment about the speaker telling truth, with some identity framing around 'us Americans.'
@user-bk1vu4bk2t
Mar 4, 2025
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
Girl..its all because of you
Girl..its all because of you
Appears to be a brief comment directed at someone in the video or discussion, likely meta-commentary about the speaker.
Meta-Commentary
0.65
@donychacko3575
Mar 4, 2025
American People are not with Russia Trump is!
American People are not with Russia Trump is!
Comment appears off-topic to Canadian immigration, making a political statement about American identity and Trump that doesn't engage with the video's subject matter.
@pauldavenport3134
Mar 4, 2025
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
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)