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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 157 of 162
We knew this for. Years we sell pple
We knew this for. Years we sell pple
Cryptic statement suggesting prior knowledge of unspecified wrongdoing without evidence or clarity, characteristic of conspiracy-adjacent discourse.
pophome969 Jan 28, 2026
This is absolute lies.
This is absolute lies.
Blanket accusation of falsehood without specific evidence, suggesting the video or claims are dishonest.
dougmackinnon5346 Dec 29, 2025
Ukraine is killing their poeple lol
Ukraine is killing their poeple lol
Makes an unsubstantiated factual claim about Ukraine killing its own people without evidence, presented as accusation.
@mariohenandez1074 Mar 4, 2025
Heard Mr corruption ?
Heard Mr corruption ?
Makes an accusation of corruption without providing evidence or context.
@glynndack3730 Mar 4, 2025
His Mistress always stands besides this ?
His Mistress always stands besides this ?
Makes an unsubstantiated personal claim about a political figure's relationship without evidence.
@gsoodhm Mar 5, 2025
export to EU, we also have the goods you need. Simple. Let go of that small country, untill they are grate again 4 years from now, after elections (if there ever be another one, in …
export to EU, we also have the goods you need. Simple. Let go of that small country, untill they are grate again 4 years from now, after elections (if there ever be another one, in trumpistan desunited states)\n\n\nHo, by the way, mister Zelensky will start peace talks with EU, WITHOUT INVITING UZA, and make a contract ripping of 50% of theyre resources for no reason or warranties and give alf of UZA to Canada ?
Contains fabricated or highly speculative claims about resource theft and political scenarios presented without evidence, mixed with alarmist framing.
@paulosaraiva4923 Mar 4, 2025
This is retribution to all Americans for not electing him in 2019. Trump IS that kind of person.
This is retribution to all Americans for not electing him in 2019. Trump IS that kind of person.
Makes an unsubstantiated claim about Trump's motivations as retribution, with character assertion.
@cyclenut Mar 4, 2025
Trump’s rich friends who can’t compete with Canada have paid Trump to make things more expensive, so they can gouge Americans with high prices we need to accept, because we now have no alternative.
Trump’s rich friends who can’t compete with Canada have paid Trump to make things more expensive, so they can gouge Americans with high prices we need to accept, because we now have no alternative.
Presents a specific conspiratorial claim about Trump's wealthy backers manipulating trade policy without evidence.
@CarlosCruz-cu1km Mar 4, 2025
Trump and Putin really scooping the Nazi Swamp of the Globe
Trump and Putin really scooping the Nazi Swamp of the Globe
Makes an unsubstantiated conspiratorial claim about Trump and Putin's intentions regarding a 'Nazi Swamp,' presented without evidence.
@Noah_bsl33 Mar 5, 2025
Jesus Christ, Donald Trump is going to put America against the ??? Check ✔️ \nNo 1 of them are/is BLACK ?
Jesus Christ, Donald Trump is going to put America against the ??? Check ✔️ \nNo 1 of them are/is BLACK ?
Makes vague, incomplete factual assertions about Trump and racial composition without evidence; appears to be conspiracy-adjacent commentary.
@Colin-j2b Mar 4, 2025
wtf!!!!! some punjabians did not identifying as indian
wtf!!!!! some punjabians did not identifying as indian
Makes a potentially false or misleading claim about ethnic/linguistic identity and border operations.
Clipszaarr Jan 27, 2026
Fidel Castro też pouczał Amerykę,,jako agent CIA.
Fidel Castro też pouczał Amerykę,,jako agent CIA.
Makes an unsubstantiated conspiracy claim comparing Fidel Castro to a CIA agent without evidence.
@ryszardtrojnar9159 Mar 4, 2025
THATS A WEF SPEECH CAN SEE IT FROM MILES AWAY.\n\n\nWHAT THE F*CK IS A KILOMETER.
THATS A WEF SPEECH CAN SEE IT FROM MILES AWAY.\n\n\nWHAT THE F*CK IS A KILOMETER.
Makes an unsubstantiated claim about WEF involvement in the speech, combined with sarcastic commentary about metric measurements.
@douglasjay9561 Mar 5, 2025
Its all about RUSSIA
Its all about RUSSIA
Makes an unsubstantiated assertion that events are 'all about Russia' without supporting evidence.
@thomasbogenschutz4180 Mar 4, 2025
It’s ok, we already found where are Money is going.
It’s ok, we already found where are Money is going.
Makes a vague factual assertion ('we already found where our money is going') without providing evidence or specifics.
@Tubemint455 Mar 4, 2025
Doing something and undoing something is necessary if you need to manipulate the financial market and make a big killing in the market.
Doing something and undoing something is necessary if you need to manipulate the financial market and make a big killing in the market.
Makes an unsubstantiated claim about market manipulation without evidence or context.
@Gerry-t1w Mar 4, 2025
Trump should now put 50% tariffs on him whilst he’s there. He’s merely a WEF puppet
Trump should now put 50% tariffs on him whilst he’s there. He’s merely a WEF puppet
Makes an unsubstantiated claim that Trump is a 'WEF puppet' while advocating for punitive tariffs.
@stevey6867 Mar 4, 2025
He said bye and came back ? trump found replacements so don’t cry do whatever you can .get some money from Islamic regim of Iran
He said bye and came back ? trump found replacements so don’t cry do whatever you can .get some money from Islamic regim of Iran
Makes unsubstantiated claims about Trump's actions and Iran's involvement without evidence, mixed with alarmist framing.
@misaghg5151 Mar 4, 2025
Canada has to PROTECT THEMSELVES AFTER TRUMP/MUSK disclosed themselves to be TRAITORS OF THE USA, PURSUING PUTIN & OPEC NATIONS to make themselves maga-wealthy & HARM USA, RAISE $ PER BARREL & RETURN TO EVENTUAL …
Canada has to PROTECT THEMSELVES AFTER TRUMP/MUSK disclosed themselves to be TRAITORS OF THE USA, PURSUING PUTIN & OPEC NATIONS to make themselves maga-wealthy & HARM USA, RAISE $ PER BARREL & RETURN TO EVENTUAL OIL RATIONING IN USA -HISTORY TAUGHT US
Makes unsubstantiated claims about political figures' motivations and alleged collusion with foreign interests.
@tertuetken565 Mar 4, 2025
Trump sold to citizen, therfore must commit to tarif as the solution.
Trump sold to citizen, therfore must commit to tarif as the solution.
Makes an unsubstantiated causal claim about Trump's tariff commitment without evidence, framed as political analysis.
@yewhanlim8916 Mar 4, 2025
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Discourse Taxonomy

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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

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)