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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

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Unverified Claim

3,221 comments
Page 145 of 162
You mean you only catch 1% ?
You mean you only catch 1% ?
Presents a specific factual claim (catching only 1% of something) without evidence, likely about immigration enforcement.
@dannypayne208 Mar 4, 2025
Trump is Pleasing Putin as a Request by her Russian wife...???
Trump is Pleasing Putin as a Request by her Russian wife...???
Makes an unsubstantiated conspiracy claim linking Trump's actions to Putin through a Russian wife, presented without evidence.
@romeomamansag2691 Mar 4, 2025
Old footage it was a one time attempt to make Biden look like he was in control
Old footage it was a one time attempt to make Biden look like he was in control
Asserts without evidence that footage is old and staged as a political manipulation tactic.
@ahoo5753 Mar 4, 2025
Half truths. The fent as well as illegals don't cross those borders hes talking about. The smugglers know the weak points of that 4,000 mile stretch. This is like a little league player challenging Jordan. …
Half truths. The fent as well as illegals don't cross those borders hes talking about. The smugglers know the weak points of that 4,000 mile stretch. This is like a little league player challenging Jordan. They Need Us. We are finally taking advantage of all economic streams as we should. The Taxpayers deserve a break. Subsidize our people with the money we send abroad and grow our economy, it's our money.
Presents specific factual claims about fentanyl and illegal border crossings without evidence, combined with economic arguments about taxpayer benefits.
@kennyblancocashville Mar 4, 2025
The Republicans stronghold New York against the Justin Toxic weak French Trudeau reduce trade from Quebec French Quebec mafia and 6 Italy mafia families in Quebec and schemes organized crime Montreal Port Quebec smuggling.
The Republicans stronghold New York against the Justin Toxic weak French Trudeau reduce trade from Quebec French Quebec mafia and 6 Italy mafia families in Quebec and schemes organized crime Montreal Port Quebec smuggling.
Makes unsubstantiated claims about organized crime, mafia families, and smuggling in Quebec without evidence, expressing threat-based concerns.
@bff1586 Mar 4, 2025
Trump saved Trudeau‘s votes
Trump saved Trudeau‘s votes
Makes a specific factual claim ('Trump saved Trudeau's votes') without evidence or explanation.
@Zwwiter Mar 4, 2025
When you consider what the yearly payouts for propagandist media are, $78 million is pocket change.
When you consider what the yearly payouts for propagandist media are, $78 million is pocket change.
Makes an unsubstantiated claim about media funding ('yearly payouts for propagandist media') without evidence while critiquing government spending.
alweedo8377 Dec 30, 2025
Never ever listen or believe a child sex trafficker
Never ever listen or believe a child sex trafficker
Unsubstantiated accusation against Trudeau of child sex trafficking presented without evidence or context.
@BobBob-rx8eg Mar 4, 2025
Fentanyl is the most abundant pain killer in every American hospital. Handed out like candy
Fentanyl is the most abundant pain killer in every American hospital. Handed out like candy
Makes a specific factual assertion about fentanyl distribution in American hospitals without evidence.
@Noenglishgoback Mar 4, 2025
GOD SAYS …..UNITED STATES WILL SAVE CANADA AND BOOT ? OUT Trudeau AND THERE ELITES THAT CONTROLS THEM THE TARRIFFS ARE TO GET THE EVIL OUT OF CANADA
GOD SAYS …..UNITED STATES WILL SAVE CANADA AND BOOT ? OUT Trudeau AND THERE ELITES THAT CONTROLS THEM THE TARRIFFS ARE TO GET THE EVIL OUT OF CANADA
Makes unsubstantiated claims about Trudeau and elites controlling Canada, framed through religious/moral language without evidence.
@rosemarieloop6257 Mar 4, 2025
Trump la marionnette de poutine
Trump la marionnette de poutine
Makes a specific factual assertion (Trump is Putin's puppet) without evidence.
@gaetanogiambarresi9967 Mar 4, 2025
Did you see the clip with Keir Starmer and Donald Trump in the Oval Office Starmer gives Trump a letter from King Charles Trump opens it supposedly reading it then shows it to the camera …
Did you see the clip with Keir Starmer and Donald Trump in the Oval Office Starmer gives Trump a letter from King Charles Trump opens it supposedly reading it then shows it to the camera and then requests Starmer to read a section. What the hell why didn't Trump read it himself what reading is beneath him. The question here is can Donald Trump read I think not this is why he has never read any history books which leads me to my next question. How can an illierate man become the President of the United States? Mind boggling and this is why he dances at Maralago he is saying to himself I can't read and these fools made me President!!!
Makes unsubstantiated claims about Trump's literacy and election integrity without evidence, framed as rhetorical questions.
@RonBerry-p8r Mar 4, 2025
Welcome to Revelation chapter 18 . Buckle UP!
Welcome to Revelation chapter 18 . Buckle UP!
Makes an apocalyptic/conspiratorial claim referencing biblical prophecy without substantive evidence or explanation.
@cereid85cr Mar 4, 2025
The only thing that makes sense is that President Trump has been compromised. We need to stop for a moment, ignore the chaos and demand an investigation into the President Trump. Too much of his …
The only thing that makes sense is that President Trump has been compromised. We need to stop for a moment, ignore the chaos and demand an investigation into the President Trump. Too much of his corruption has been aggressively swept under the rug. Agencies that have investigated him have been targeted.\n\nWe know that he is an ego maniac. Why would he do these things that would make people on both sides of the aisle hate him? Why would he publicly align himself with dictators and known enemies of the U.S. and then destroy relationships with our allies in just over a month in office?\n\nSomething isn't right. We need to demand a deep dive into the President and VP JD Vance. We need to do this before they plung us into civil war.\n\nWhen we are poor and struggling, we tend to voice our frustrations within our communities and turn on one another. This isn't the time for that! No matter how you voted. No one voted for this! Put your differences to the side. Price hikes, unemployment and being cut off from resources will not discriminated based on your race, religion, economic status or citizenship.
Presents unsubstantiated claims about Trump being compromised and agencies being targeted, while calling for investigation and national unity.
@jay_dub Mar 4, 2025
Everyone from other countries uses Canada as a trampoline.
Everyone from other countries uses Canada as a trampoline.
Makes a generalized factual claim about immigrants using Canada without evidence or specifics.
@RyanRoss-w5k Mar 5, 2025
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
Questions the national origin of immigrants with skeptical tone, implying misrepresentation or conflation of South Asian nationalities.
Saddam-m6x5w Jan 28, 2026
Lou Dobbs talked about the north American union 20 years ago
Lou Dobbs talked about the north American union 20 years ago
References a specific claim about Lou Dobbs discussing a 'north American union' without evidence, presented as historical fact.
@JonInvestor33 Mar 4, 2025
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Makes a specific factual claim about illegal Indian immigration in Canada without providing evidence or context.
santigodelaTorre Jan 27, 2026
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Contains offensive stereotypes and fabricated claims about nationalities, presented with sarcastic tone.
decoloniz_afro Jan 29, 2026
The world hates the USA?
The world hates the USA?
Presents a broad factual claim about global sentiment toward the USA without evidence, framed as a question.
@Kathryngetman Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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)