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
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
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
SPARTA??? Hmmm
SPARTA??? Hmmm
Cryptic reaction to video content ('SPARTA???') that appears to reference something in the video without substantive argument.
Meta-Commentary
0.65
@Kathleen253
Mar 5, 2025
This is pitiful..... it's ? time.
This is pitiful..... it's ? time.
Vague dismissive comment about the video content itself, though the censored word makes full interpretation difficult.
Meta-Commentary
0.65
@cherylladd3282
Mar 4, 2025
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
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
Zwe need a super train between calgary and edmonton to cut traffic off the qe2
Zwe need a super train between calgary and edmonton to cut traffic off the qe2
An off-topic comment about infrastructure unrelated to the immigration referendum discussion, appearing tangential to the video content.
Meta-Commentary
0.65
@joyceracine6197
Feb 20, 2026
Habla sobre ice
Habla sobre ice
Brief Spanish phrase about ICE that appears to reference the video topic rather than substantive engagement.
Meta-Commentary
0.65
donsinrostro1313
Feb 19, 2026
She's lying...
She's lying...
Brief accusation directed at the video creator or content, commenting on the video's credibility rather than immigration itself.
Meta-Commentary
0.65
JohnMeeks-y6t
Jul 5, 2025
Wolf how the hell are still feeding the world your filthy lies how do you sleep at night wonder what the good lord above thinks of all your fake filthy lies that truly affect people …
Wolf how the hell are still feeding the world your filthy lies how do you sleep at night wonder what the good lord above thinks of all your fake filthy lies that truly affect people that aren’t smart enough to know you are fake news.
Attacks the video creator/channel as spreading 'fake news' and lies, primarily critiquing the media source rather than substantive policy.
@jasonerickson1033
Mar 4, 2025
LETS GO KRASNOV
LETS GO KRASNOV
Appears to be a reference or shout-out unrelated to substantive immigration discourse.
Meta-Commentary
0.65
@mcgibs
Mar 4, 2025
JESUS CHRIST
JESUS CHRIST
Exclamatory reaction to video content, expressing shock or disbelief without substantive argument.
Meta-Commentary
0.65
rachan_hd8427
Jan 27, 2026
Listen up you do not disrespect the oval office or our president. You are an idiot if you are trying to get. President Trump. Bad side. Nooooooo that’s wrong. You will pay…zzzz
Listen up you do not disrespect the oval office or our president. You are an idiot if you are trying to get. President Trump. Bad side. Nooooooo that’s wrong. You will pay…zzzz
Incoherent comment appears to be reacting to video content or other commenters rather than engaging with immigration policy substantively.
Meta-Commentary
0.65
@kimshuster7084
Mar 4, 2025
😂 at the end of the
😂 at the end of the
Incomplete comment expressing laughter at video content, functioning as meta-commentary on the video itself.
Meta-Commentary
0.65
@Dvo3000
Feb 19, 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
Who is that guy?\nNot an ummm or ahhhhh filler like we’re used to… ?I think he’s telling the truth right now.??❤\nI knew the next pandemic would not be a health scare but a collapse of …
Who is that guy?\nNot an ummm or ahhhhh filler like we’re used to… ?I think he’s telling the truth right now.??❤\nI knew the next pandemic would not be a health scare but a collapse of society.
Primarily comments on the speaker's delivery style and credibility, with a vague prediction about societal collapse.
@sCORPoration11
Mar 4, 2025
The real reason is Trump is at war against liberal democracy, where ever he find it. Every thing à little bit leftish is a enemy. And yes, like Putin, every thing that could make some …
The real reason is Trump is at war against liberal democracy, where ever he find it. Every thing à little bit leftish is a enemy. And yes, like Putin, every thing that could make some critic of is government is a enemy.
Cryptic fragmented comment with unclear intent, appears to question the video's framing or content relevance.
@christt6809
Mar 4, 2025
the entire western world! im going to train an ai to create things of use....to geo block things
the entire western world! im going to train an ai to create things of use....to geo block things
Cryptic comment about training AI and geo-blocking, appears to reference broader Western issues rather than directly addressing immigration.
Meta-Commentary
0.65
Disent0101
Feb 27, 2026
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 a leader
THIS is a leader
Brief comment about the video content or subject matter without substantive engagement with immigration or policy issues.
Meta-Commentary
0.65
@elliotwilmo1286
Mar 4, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)