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
Policy Critique
5,980 comments
I d I o t s running Canada.
I d I o t s running Canada.
Insults Canadian leadership as incompetent, implying criticism of their immigration management policies.
Policy Critique
0.70
jamescrump6356
Dec 29, 2025
double that number being booted
double that number being booted
Terse comment suggesting deportation numbers should be doubled, expressing criticism of insufficient enforcement.
Policy Critique
0.70
darrenbell6718
Dec 30, 2025
Classic government
Classic government
Brief dismissive critique of government handling, though vague in specifics.
Policy Critique
0.70
StoneUFO
Jan 27, 2026
Harpreet Singh Kochhar - Deputy Minister of Immigration is the problem😂
Harpreet Singh Kochhar - Deputy Minister of Immigration is the problem😂
Names a specific government official as problematic with a laughing emoji, blending criticism with light sarcasm.
jeffmerklinger9067
Feb 27, 2026
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
Critique of Trump's foreign policy priorities, arguing he should focus on enemies rather than allies.
Policy Critique
0.70
@emmanuelappiah7849
Mar 4, 2025
That lady! I cant be specific cause im a city worker! Lady! You are the problem you want fo keep that paycheck so you cant say anything uncorrect you have tons of these drones in …
That lady! I cant be specific cause im a city worker! Lady! You are the problem you want fo keep that paycheck so you cant say anything uncorrect you have tons of these drones in canada
Criticizes government employees for self-censorship and avoiding speaking truthfully about immigration issues due to political correctness.
Tassonebeats
Jan 27, 2026
U fortunately keeping his promises ? Why do I migrants controll our immigration system ?
U fortunately keeping his promises ? Why do I migrants controll our immigration system ?
Criticizes government immigration policy while making unsubstantiated claim that migrants control the immigration system.
robcharters2645
Jan 5, 2026
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and …
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and complain
Challenges the narrative by asserting Canada had prior tariffs and the US is retaliating fairly, presented without evidence.
@stephenfior1474
Mar 4, 2025
This Canadian minister is a liar and his people dont like him either.
This Canadian minister is a liar and his people dont like him either.
Makes a critical claim about Trudeau's credibility and public support without substantive policy analysis.
Policy Critique
0.70
@iglives4150
Mar 4, 2025
Great speech, Trump is a moron
Great speech, Trump is a moron
Dismissive criticism of a political figure, though brief and lacking substantive policy analysis.
Policy Critique
0.70
@johnshoden5199
Mar 4, 2025
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to …
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to know he’s full of ? and hot air.
Criticizes the Prime Minister's credibility and actions while making an unsubstantiated claim about his resignation status.
@briangreen9524
Mar 4, 2025
where are the democrats? playing golf? no wonder USA is going to rot...
where are the democrats? playing golf? no wonder USA is going to rot...
Criticizes Democratic leadership absence and expresses concern about national decline, blending policy critique with alarmism.
@dawnfreedom2024
Mar 4, 2025
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Critiques a political figure's indifference to immigration policy and ministerial performance.
Policy Critique
0.70
gv8507
Feb 27, 2026
trudeau You are such a loser go away permanently
trudeau You are such a loser go away permanently
Dismissive criticism of Trudeau as a leader, calling for his removal from office.
Policy Critique
0.70
@mikethornton7263
Mar 4, 2025
Aren't you basically unemployed Justin?
Aren't you basically unemployed Justin?
Rhetorical question attacking the Prime Minister's employment/competence as implicit criticism of his leadership.
@teresagregory231
Mar 4, 2025
Unfortunately for you Trudeau, you’re talking to a crazy, stupid and bully person ?
Unfortunately for you Trudeau, you’re talking to a crazy, stupid and bully person ?
Criticizes Trudeau's negotiating position by characterizing his counterpart negatively, implying policy inadequacy.
@samiayousry7379
Mar 4, 2025
Where has this guy been all along? Why does he choose to become the kind of leader we needed on the way out? I guess existential threats bring out the grit in people.
Where has this guy been all along? Why does he choose to become the kind of leader we needed on the way out? I guess existential threats bring out the grit in people.
Questions Trudeau's leadership timing and suggests existential threats reveal character, implicitly critiquing his previous approach.
@coryjamieson6211
Mar 4, 2025
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
Combines sarcastic criticism of Trudeau's policies (immigration, taxation) with identity-based mockery.
@webbs120
Mar 4, 2025
He lied about 1 thing trump is nowhere near a smart guy
He lied about 1 thing trump is nowhere near a smart guy
Accuses the speaker of lying and makes a negative character judgment about Trump's intelligence.
Policy Critique
0.70
@chiwil2430
Mar 4, 2025
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking …
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking about the young generations that ha e just started living. \n\nI believe that Trump is in with Putttin to give him classified information, knowing that he will not get away with his criminal charges so he can deflect to Russia where these is no Expedition treaty. TRUMP IS A TRADER!!!!\n\n\n Canadians are very nice people, until it's time not to be nice and that time is now.
Critiques Trump's trade war justification and foreign policy while making unverified claims about fentanyl statistics and Trump-Putin conspiracy, with moral condemnation.
@junebohnet7752
Mar 4, 2025
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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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