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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 148 of 162
30% approval rate at his own country. Many hate you ?
30% approval rate at his own country. Many hate you ?
Cites specific approval statistic (30%) without source while making moral judgment about Trump's unpopularity.
@jerryedwardfranken 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
If this smuggling was not a staged fake it's so fkn unbeliveable
If this smuggling was not a staged fake it's so fkn unbeliveable
Skeptical claim that the reported event may be fabricated or exaggerated without evidence.
SeeNyuOG Jan 27, 2026
the American empire is collapsing right before our eyes - another step closer to complete dedollarisation
the American empire is collapsing right before our eyes - another step closer to complete dedollarisation
Makes an unsubstantiated claim about U.S. economic collapse and dedollarization while comparing nations.
@kurthanson7522 Mar 4, 2025
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
Makes an unsubstantiated conspiracy claim that Trump is controlled by corporate interests without evidence.
@carol-h7s 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
These border 'CONtractors' are just pawns. Look up who controls the immigration.
These border 'CONtractors' are just pawns. Look up who controls the immigration.
Makes an unsubstantiated conspiratorial claim that hidden actors control immigration policy without providing evidence.
Leocore-46 Jan 27, 2026
Last week the block and the liberal party voted down in the House of Commons Immediate deportation for non residents of Canada
Last week the block and the liberal party voted down in the House of Commons Immediate deportation for non residents of Canada
Makes a specific factual claim about parliamentary voting that appears unverified and potentially false, presented as established fact.
@paulaubin510 Feb 20, 2026
Those are Indians not the Mexicans they smuggle a little bit differently the Indians are much safer Mexicans are very intelligent so they're going to yell at you
Those are Indians not the Mexicans they smuggle a little bit differently the Indians are much safer Mexicans are very intelligent so they're going to yell at you
Makes unsubstantiated generalizations comparing immigrant groups with stereotypical claims about intelligence and behavior.
waypine1998 Jan 27, 2026
Another lie from convicted felon Trump
Another lie from convicted felon Trump
Makes a specific factual claim ('convicted felon Trump') presented without evidence or context.
@30Millionen Mar 4, 2025
THE REAL REASON FOR THE TARIFFS IS JUST A VITALS CHECK BEFORE GOING TO THE OPERATING ROOM AND BEGIN COSMETIC SURGERY ON THE WHOLE AMERICAN CONTINENT WE SAW THE WEAKNESS IN THE NORTH AND SOUTH …
THE REAL REASON FOR THE TARIFFS IS JUST A VITALS CHECK BEFORE GOING TO THE OPERATING ROOM AND BEGIN COSMETIC SURGERY ON THE WHOLE AMERICAN CONTINENT WE SAW THE WEAKNESS IN THE NORTH AND SOUTH WE NEED TO MAKE IT GREAT FOR ONCE
Presents an unsubstantiated conspiracy-like theory about tariffs as a strategic pretext for continental restructuring without evidence.
@THENOTENATION Mar 4, 2025
Great for share markets and hedge funds, remember why shares were first set up! To fund wars for a certain few…\nPlace your bets……
Great for share markets and hedge funds, remember why shares were first set up! To fund wars for a certain few…\nPlace your bets……
Makes unsubstantiated claims about stock markets funding wars for 'a certain few' without evidence, presenting a conspiracy theory.
@keithchambers-oq6nb 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
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
Presents an unsubstantiated conspiracy theory about Trump being influenced to destroy Western institutions.
@Dominomfer Mar 4, 2025
Guys don't forget Canada's tarries on American goods were 18%
Guys don't forget Canada's tarries on American goods were 18%
Presents a specific tariff statistic without source or context, functioning as a factual claim in a trade dispute discussion.
@lordzson2700 Mar 4, 2025
Donald youve just givin up on your friends here in Canada and likely the EU after their tarifs come in April. I hope your alliance with Putin is worth it because if you keep going …
Donald youve just givin up on your friends here in Canada and likely the EU after their tarifs come in April. I hope your alliance with Putin is worth it because if you keep going on like this, he'll be your only friend
Makes unsubstantiated claims about Trump abandoning allies and forming alliances with Putin without evidence.
@pkraatz36 Mar 4, 2025
Israel is their closest “friend” you will never see tariffs hit them
Israel is their closest “friend” you will never see tariffs hit them
Asserts a specific factual claim about tariff policy toward Israel without evidence, suggesting hidden favoritism.
@lovetheprophets Mar 4, 2025
I would legit bet $100 that Tyler has never made $100 "playing games on his phone".
I would legit bet $100 that Tyler has never made $100 "playing games on his phone".
Challenges a claim made by someone named Tyler about earning money, suggesting the claim is false or exaggerated.
Eazy-Breezy Jan 27, 2026
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes specific factual assertions about geopolitical situations ('Russia has nukes, Ukraine is dead') presented without evidence or sources.
@pjtg024 Mar 4, 2025
18000 ? only 4 985 000 to go . giddy up!!!!!
18000 ? only 4 985 000 to go . giddy up!!!!!
Implies a specific unsubstantiated number of undocumented immigrants (4.985M) requiring deportation without evidence.
seankirby1312 Dec 24, 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)