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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 146 of 162
%100 tariffs on Teslas coming into Canada.
%100 tariffs on Teslas coming into Canada.
Presents a specific factual claim about tariff rates on Teslas without evidence or context.
@thefozzybear Mar 4, 2025
That's over 7% of Canada's population...
That's over 7% of Canada's population...
Presents a specific statistical claim (7% of population) without source or context verification.
k.herzog814 Jan 15, 2026
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He ifs a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He ifs a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab
Makes unsubstantiated claims about Trudeau's character and alleged connections to Klaus Schwab without evidence.
@AstarteDevi Mar 4, 2025
No you don't u lie
No you don't u lie
Accusation that Trudeau is lying presented without evidence or elaboration.
@STEPHENLICHTEFELD-nz4ht Mar 4, 2025
5,000,000 Millions
5,000,000 Millions
Presents inflated numerical claim (5 million) without context or evidence, likely exaggerating immigration figures.
stephanienguyen6992 Jan 15, 2026
promoted because he dresses as a women- people with bad hearing cannot serve
promoted because he dresses as a women- people with bad hearing cannot serve
Makes unsubstantiated claims about someone's qualifications based on appearance and hearing ability.
@leminpudding6512 Mar 4, 2025
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 bots liking their own restarted comments with their alts asusual 😂 Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿‍♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards Restarteds can get reply from my channel bio though always.
Incoherent comment with offensive slurs, conspiracy-like accusations about bots and manipulation, and dehumanizing language toward ethnic groups.
MyReply_MyChannelBio_forPjeets Jan 29, 2026
Wrong, you guys will end in the ice age.
Wrong, you guys will end in the ice age.
Makes an unsubstantiated factual claim about Canada's future without evidence or context.
@sliceone123 Mar 4, 2025
you should get the documents to legally cross the border but don’t show the smugglers and actually go through with it and if you get stopped you’d be legal
you should get the documents to legally cross the border but don’t show the smugglers and actually go through with it and if you get stopped you’d be legal
Appears to provide advice about border crossing that conflates legal documentation with smuggling, spreading potentially false information.
khy8 Jan 28, 2026
Felon US President Trump in gang war in the White House. US constitution allows felony of President and domestic verbal assault. DC Police did nothing as Trump is allowed all kind of crimes.
Felon US President Trump in gang war in the White House. US constitution allows felony of President and domestic verbal assault. DC Police did nothing as Trump is allowed all kind of crimes.
Makes unsubstantiated claims about Trump's criminal conduct and alleged immunity, presented as factual assertions without evidence.
@bobbush5339 Mar 4, 2025
7:37 no they are draining it
7:37 no they are draining it
Makes a specific factual assertion ('they are draining it') without evidence, referencing a video timestamp.
kendalarley2277 Jan 27, 2026
Bcoz god and criminals are friends and both do crimes with help of each other
Bcoz god and criminals are friends and both do crimes with help of each other
Cryptic statement making unfounded claims linking religious/moral concepts to criminal activity without clear context.
rohit2432g Feb 10, 2026
Where is here in this from a man that nobody likes in his own country as far as his 1% what is 1% of 20 million that's what's coming in this country that's why we …
Where is here in this from a man that nobody likes in his own country as far as his 1% what is 1% of 20 million that's what's coming in this country that's why we don't watch CNN we don't like Democrats
Makes vague numerical claims about immigration ('1% of 20 million') without evidence and asserts political identity through media criticism.
@done2536 Mar 4, 2025
Trump will shut down the tariffs, and call it a success.
Trump will shut down the tariffs, and call it a success.
Speculative prediction about Trump's tariff strategy presented as factual assertion without evidence.
@jamesnini8475 Mar 4, 2025
Trump doesn’t represent me. I did not vote for him and it seems like they used underhanded voter suppression tactics to get him elected. He is a fraud, a bully, and a traitor.
Trump doesn’t represent me. I did not vote for him and it seems like they used underhanded voter suppression tactics to get him elected. He is a fraud, a bully, and a traitor.
Makes unsubstantiated claims about 'underhanded voter suppression tactics' while asserting non-identification with Trump.
@Pistachio_mini_hotdog 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
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
The comment presents specific unverified claims about Trump's Ukraine policy and alleged mineral rights extraction without evidence, framed as factual assertions.
@jackiesmith2710 Mar 4, 2025
these people get millions of dollars this is stupefying
these people get millions of dollars this is stupefying
Makes an unsubstantiated claim about immigrants receiving millions of dollars, likely a fabricated or exaggerated statistic.
maeldesrochers3458 Jan 27, 2026
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
TRUMP, the Russian guy till the 1srt January 1987 when he went to Moscow, invited by Russians guys.
TRUMP, the Russian guy till the 1srt January 1987 when he went to Moscow, invited by Russians guys.
Makes specific factual claims about Trump's past (Moscow visit in 1987, Russian connections) presented without evidence.
@fofofullero 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)