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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 20 of 162
Ask yourself why Trump is destabilizing the United States? Who benefits from that? When you answer those questions, you know who he really works for.
Ask yourself why Trump is destabilizing the United States? Who benefits from that? When you answer those questions, you know who he really works for.
Presents unsubstantiated conspiracy theory about Trump's motivations and hidden allegiances without evidence.
@adambakelar1798 Mar 4, 2025
Trudeau is a WEF plant as Klaus said himself .
Trudeau is a WEF plant as Klaus said himself .
Makes a specific factual claim about Trudeau being a WEF operative without evidence, referencing conspiracy theory rhetoric.
@FreeSoul132 Mar 4, 2025
Donald wants to dismantle NATO as per the wishes of his KGB masters in Moscow. Americans have become so stupid that they let traitors run for elections.
Donald wants to dismantle NATO as per the wishes of his KGB masters in Moscow. Americans have become so stupid that they let traitors run for elections.
Makes specific factual claims about Trump's allegiances to Russia without evidence, framed as conspiracy theory.
@emlkl1779 Mar 4, 2025
2015 - Zero illegal immigrants. 2016 - 2.6 million illegal immigrants. 20,000 deportation per year is just a drop in the bucket. *Need to raise it to 100,000 per year to see real results.*
2015 - Zero illegal immigrants. 2016 - 2.6 million illegal immigrants. 20,000 deportation per year is just a drop in the bucket. *Need to raise it to 100,000 per year to see real results.*
Contains demonstrably false statistics (2.6 million illegal immigrants in 2016) and calls for increased deportations based on these fabricated numbers.
OrdinaryCanadian-y6p Feb 8, 2026
It’s all israhell agenda. Causing panic & fear worldwide to reach their fanatic goals.
It’s all israhell agenda. Causing panic & fear worldwide to reach their fanatic goals.
Makes a conspiracy-theory claim about Israel orchestrating global panic without evidence, combined with fear-based framing.
@danielcavazos-il7vs Mar 4, 2025
Putin has the Epstein tapes...
Putin has the Epstein tapes...
Asserts a specific conspiratorial claim ('Putin has the Epstein tapes') without evidence or substantiation.
@BR-ip5pz Mar 4, 2025
Trudeau, you deserve what you are getting! You have allowed your illigal immigrants to enter the USA as well as fentanyl. You have pretended to stop sending YOUR problems to the USA, but it is …
Trudeau, you deserve what you are getting! You have allowed your illigal immigrants to enter the USA as well as fentanyl. You have pretended to stop sending YOUR problems to the USA, but it is all a lie. We see it everyday! Little done too late!
Makes specific factual claims about illegal immigration and fentanyl trafficking without evidence while criticizing the leader.
@glorial100 Mar 5, 2025
Not all Americans wanted Trump. Trump was paid to get into office by a man born in Africa.
Not all Americans wanted Trump. Trump was paid to get into office by a man born in Africa.
Makes a specific factual claim (Trump was paid by an African-born man) without evidence, presented as fact rather than opinion.
@waffelsmellgood Mar 4, 2025
DT is working for Russia
DT is working for Russia
Assertion of a specific factual claim (foreign allegiance) presented without evidence or substantiation.
@brycestephens1055 Mar 5, 2025
Trump knows it’s not about fentanyl. He wants your country and your resources. He’s a Russian asset. Dangerous man. Him and Putin work together. Don’t give Trump a damn thing!!!!!!!
Trump knows it’s not about fentanyl. He wants your country and your resources. He’s a Russian asset. Dangerous man. Him and Putin work together. Don’t give Trump a damn thing!!!!!!!
Makes unsubstantiated claims about Trump being a Russian asset and working with Putin, combined with threat framing and calls for resistance.
@swsw4902 Mar 5, 2025
Trump is sleeping with Putin
Trump is sleeping with Putin
Makes an unsubstantiated claim about Trump's personal relationship with Putin presented as fact without evidence.
@alexise17456 Mar 4, 2025
I'm fully convinced now that Trump and Putin are complicit in these tariffs. The outcomes of these tariffs divide us from our allies, weaken the US economy, foment unrest, and create suffering and economic severity …
I'm fully convinced now that Trump and Putin are complicit in these tariffs. The outcomes of these tariffs divide us from our allies, weaken the US economy, foment unrest, and create suffering and economic severity in the population. Yes, these tariffs do not make sense until one realizes who is driving them. These are Putin's objectives. Trump has been compromised, and Musk noticed a great buying opportunity. It was either go to jail, or be bought. And he sold us all down the river.
Makes specific conspiratorial claims about Trump, Putin, and Musk's involvement in tariffs without evidence, framed as certainty.
@donaldbeaudoin9022 Mar 4, 2025
Can you imagine what will happen when everyone understands what has long been obvious to us - Bucha was a terrible production, staged by Zelensky at the instigation of the Westerners? The Kiev regime spread …
Can you imagine what will happen when everyone understands what has long been obvious to us - Bucha was a terrible production, staged by Zelensky at the instigation of the Westerners? The Kiev regime spread bodies of people across the streets, and then organized a press tour of American celebrities and public figures using USAID money.\nAll these Angelinas and Seans took millions to show off at the site of a cynical staging.\nAll these NATO rats were extras in Zelensky's bloody circus several times.
Presents specific conspiracy theory claims about Bucha as staged without evidence, alleging fabricated events.
@romeosnikitis6743 Mar 5, 2025
This dude is a CCP puppet straight up. we should just invade Canada...this dude has not been our ally in a LONG time. He bows to Xi straight up.
This dude is a CCP puppet straight up. we should just invade Canada...this dude has not been our ally in a LONG time. He bows to Xi straight up.
Makes specific unsubstantiated claims about Trudeau being a 'CCP puppet' and bowing to Xi without evidence, alongside hostile framing.
@CzarTsar044 Mar 4, 2025
Trump and his administration seems to be secretly working for China and Russia.
Trump and his administration seems to be secretly working for China and Russia.
Makes a specific factual claim about Trump administration secretly working for foreign powers without evidence.
@statehuman Mar 5, 2025
They are doing this to bring broadcast bill to censor the critics of the government
They are doing this to bring broadcast bill to censor the critics of the government
Makes a specific factual claim about government intent (broadcast bill for censorship) without evidence, combined with policy criticism.
@ಮಮತ_onlyone Mar 5, 2025
bro broadcasted himself illegally crossing the border
bro broadcasted himself illegally crossing the border
Asserts a specific factual claim about illegal border crossing without evidence or context.
hellobroman6111 Jan 27, 2026
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and …
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and not wiping. !!!! You know , those people literally view that as something they can deal with later. I wish i was joking. 😮‍💨
Makes specific unsubstantiated claims about immigrant behavior (public defecation, harassment) presented as fact without evidence.
Elizabeth912-v6o Jan 27, 2026
Make sense of that? The reason is Trump is a RUSSIAN ASSET!!!!!!!!!!!!!
Make sense of that? The reason is Trump is a RUSSIAN ASSET!!!!!!!!!!!!!
Makes an unsubstantiated conspiracy claim about a political figure's allegiance without evidence.
@hawkeye1370 Mar 4, 2025
Kalergi Plan in full swing
Kalergi Plan in full swing
References the Kalergi Plan conspiracy theory without evidence, implying demographic replacement.
AxeMe-r9g Jan 27, 2026
« Prev 20 / 162 Next »

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Category Distribution

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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)