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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 118 of 162
The FACTS is that there is a HUGE drug problem in Canada worst than the USA! So Canada should STOP fentanyl by all means with a lot of people suffering from addiction
The FACTS is that there is a HUGE drug problem in Canada worst than the USA! So Canada should STOP fentanyl by all means with a lot of people suffering from addiction
Asserts a specific factual claim ('drug problem in Canada worse than USA') without evidence, combined with policy critique about stopping fentanyl.
@iluvmyJehovahJireh Mar 4, 2025
the great replacement eh
the great replacement eh
References 'great replacement' conspiracy theory, a specific unverified claim about demographic displacement.
alch3myau Jan 27, 2026
Trump’s destroying the free world’s economies just as Putin had ordered.
Trump’s destroying the free world’s economies just as Putin had ordered.
Makes an unsubstantiated claim about Trump following Putin's orders to destroy economies, combining conspiracy-like assertion with threat framing.
@billyrubin3108 Mar 4, 2025
Refugees gets $224/day, about 81k yearly. Who wouldn’t want to come
Refugees gets $224/day, about 81k yearly. Who wouldn’t want to come
Presents a specific financial claim about refugee benefits without evidence, implying this attracts immigration.
stevev4863 Nov 21, 2025
What Trump wants is Canada as a 51st State of America
What Trump wants is Canada as a 51st State of America
Makes a specific factual claim about Trump's intentions without evidence, framed as a comparative assertion about US-Canada relations.
@AlbertFoo-h9c Mar 4, 2025
Russia is good at what they do apparently. Probably the ones that developed the no propulsion engines in vehicles Americans call ufos.
Russia is good at what they do apparently. Probably the ones that developed the no propulsion engines in vehicles Americans call ufos.
Makes unsubstantiated conspiracy claim about Russia developing UFO technology without evidence.
@Fat_Fish_Cant_Swim Mar 4, 2025
Putin is not a dictator
Putin is not a dictator
Makes a factual assertion about Putin's political status without evidence, contradicting widely documented information.
@PedroRivadeneira-n5x Mar 4, 2025
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was …
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was declined 2 times and at the bottom of the rejection letter was signed by somone from india
Makes specific factual claim about immigration officials being from India without evidence, combined with personal anecdote about visa rejection.
davehallinan6334 Nov 24, 2025
Its all GLOBALIST rhetoric... propaganda.. all of it! Thought this dufus criminal stepped down?
Its all GLOBALIST rhetoric... propaganda.. all of it! Thought this dufus criminal stepped down?
Makes unsubstantiated claims about globalist conspiracy and propaganda without evidence, combined with name-calling.
@robd5257 Mar 4, 2025
Canadian deal with 18 taxation + theres actually a tax charge for rain water even god is being taxed by Canadian government no one can escape the tax man thats not including sneaking up on …
Canadian deal with 18 taxation + theres actually a tax charge for rain water even god is being taxed by Canadian government no one can escape the tax man thats not including sneaking up on peoples personal accounts and asking for tax for money in the account.
Makes multiple specific factual claims about Canadian taxation (rainwater tax, account monitoring) presented without evidence.
@rimoxbrikha6558 Mar 4, 2025
Heads Up! Elon Musk's mother was Canadian. Why does the president push for the 51st state? Goldwater ran against Johnson for president and because he was born in Arizona when it was a territory, eventually …
Heads Up! Elon Musk's mother was Canadian. Why does the president push for the 51st state? Goldwater ran against Johnson for president and because he was born in Arizona when it was a territory, eventually to become a state, The commentators said Goldwater could become president. So, if the USA were to make Canada the 51st state . . . Elon Musk could become president. Reality Check X.
Presents a speculative conspiracy theory linking Elon Musk's eligibility to become US president if Canada became the 51st state, without evidence, while comparing constitutional scenarios across countries.
@dogsinolga Mar 4, 2025
there is no evidence that Trump is smart......dont even concede that
there is no evidence that Trump is smart......dont even concede that
Makes a factual assertion ('no evidence that Trump is smart') presented without supporting evidence.
@DoyMartija Mar 4, 2025
200 billion American taxpayer dollars to Canada each year? What for? Have Canadians already forgot Trudeau tyranny during covid when he shut down peaceful protests from truck drivers by stealing their Bank accounts?
200 billion American taxpayer dollars to Canada each year? What for? Have Canadians already forgot Trudeau tyranny during covid when he shut down peaceful protests from truck drivers by stealing their Bank accounts?
Makes specific unsourced factual claim about '$200 billion annual US taxpayer dollars to Canada' and references unverified allegations about Trudeau's COVID-era actions.
@kimrice5907 Mar 4, 2025
Canada can just turn off oil supply to the US. The US cannot refine their own oil, they need to import oil because all their refineries are set up for the type of oil that …
Canada can just turn off oil supply to the US. The US cannot refine their own oil, they need to import oil because all their refineries are set up for the type of oil that is imported, and not their own type of oil, which is low-grade
Makes specific factual claims about US oil refinery capacity and imports without evidence.
@EvilDrDude Mar 4, 2025
He works for Putin.. the traitor is totally compromised
He works for Putin.. the traitor is totally compromised
Makes a specific factual claim ('He works for Putin') without evidence, presented as conspiracy-like assertion about political compromise.
@TelemakUlysses31 Mar 4, 2025
Canada a safe house for criminals on run from law across the world
Canada a safe house for criminals on run from law across the world
Makes an unsubstantiated claim that Canada harbors international criminals, combining fear-mongering with unsupported assertion.
@itz_killed6652 Mar 4, 2025
Trump just wants our resources. It never had anything to do with border security. It has been all BS since day one.
Trump just wants our resources. It never had anything to do with border security. It has been all BS since day one.
Makes an unsubstantiated claim about Trump's true motivations while comparing US and Canadian positions.
@scress23 Mar 4, 2025
Piss off CNN. We all understand that you’d prefer we heel and be happy under the rule of someone like Trudeau but that’s not reality in America. No matter how badly you’d like it to …
Piss off CNN. We all understand that you’d prefer we heel and be happy under the rule of someone like Trudeau but that’s not reality in America. No matter how badly you’d like it to be and no matter how hard you pull the strings to make it so
Makes unsubstantiated claims about CNN's preferences and alleged string-pulling while criticizing Trudeau's influence.
@TommyGunn-i5g Mar 4, 2025
“Russia, Russia, Russia” Hey FBI NSA CIA Etc… Putin has stuff on Trump and they’re squeezing him. Come out with it and have this idiot be impeached before he sinks this country!!!
“Russia, Russia, Russia” Hey FBI NSA CIA Etc… Putin has stuff on Trump and they’re squeezing him. Come out with it and have this idiot be impeached before he sinks this country!!!
Makes unsubstantiated claims about Putin having compromising material on Trump and calls for impeachment.
@HenryCarrillo-p6x Mar 4, 2025
They are all in Surrey, Abbotsford and Vancouver.
They are all in Surrey, Abbotsford and Vancouver.
Asserts a specific geographic concentration claim about immigrants without supporting evidence or context.
mitchellyardanoff4666 Dec 7, 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)