Research Tools
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
This, after years of inaction. Lots more came through in the night.
This, after years of inaction. Lots more came through in the night.
Makes a specific factual claim about unauthorized border crossings without evidence, presented as criticism of government inaction.
warrenfabian6681
Jan 5, 2026
The only reason Trump set tariffs on Canada is because he would look like a racist if he only did it to Mexico. I have a feeling soon Trump will lift the tariffs on Canada …
The only reason Trump set tariffs on Canada is because he would look like a racist if he only did it to Mexico. I have a feeling soon Trump will lift the tariffs on Canada citing that Canada has complied with his requests. He will keep the tariffs on Mexico though.
Makes specific factual claims about Trump's motivations and future tariff decisions without evidence, presented as insider knowledge.
@meramosjr
Mar 4, 2025
Trump uses drugs as the reason we all know that is not true. Trump has to be the feared leader, as he cosy up to Putin. Trump likes isolation he wants America to be Russia …
Trump uses drugs as the reason we all know that is not true. Trump has to be the feared leader, as he cosy up to Putin. Trump likes isolation he wants America to be Russia allied We the people will survive but know that gaining our trust back will not be easy but we are up for the fight. We will not get in bed with a country that is siding with Putin
Makes unverified claims about Trump's motives and alleged alignment with Putin, presenting conspiracy-like assertions without evidence.
@bonnierobinson9993
Mar 4, 2025
These are the tariffs Canada has imposed on the USA for years: \n \nMilk: 270% \nCheese: 245% \nButter: 298% \nChicken: 238% \nSausages: 69.9% \nBarley seed: 57-57.8% \nCopper: 48% \nAluminum: 45% \nSteel: 25% \nCars: 45% \nTVs: …
These are the tariffs Canada has imposed on the USA for years:
\n
\nMilk: 270%
\nCheese: 245%
\nButter: 298%
\nChicken: 238%
\nSausages: 69.9%
\nBarley seed: 57-57.8%
\nCopper: 48%
\nAluminum: 45%
\nSteel: 25%
\nCars: 45%
\nTVs: 45%
\nEggs: 163%
\nWheat: 94%
\nBovine/Meat: 26.5%
Lists specific tariff percentages presented without source or verification to support an argument about Canadian trade practices.
@markridgemr
Mar 4, 2025
Trump is KGB
Trump is KGB
Makes a specific factual claim (Trump is KGB) without evidence, presented as assertion.
Unverified Claim
0.75
@donnafennell6739
Mar 4, 2025
Trudeau is the lying murderous son of Castro
Trudeau is the lying murderous son of Castro
Makes inflammatory factual claims about Trudeau without evidence (lying, murderous, Castro connection).
@johnstewart150
Mar 4, 2025
Putin and Trump drew their map for their own part of thz world. You take this, I take that.
Putin and Trump drew their map for their own part of thz world. You take this, I take that.
Makes an unsubstantiated conspiracy claim about Putin and Trump dividing the world without evidence.
Unverified Claim
0.75
@michelwillems50
Mar 4, 2025
Democrats !!! Are behind all of this trying to destroy Trump
Democrats !!! Are behind all of this trying to destroy Trump
Asserts without evidence that Democrats are orchestrating events to destroy Trump, presenting a conspiracy theory.
@rafealrafeal6716
Mar 4, 2025
No doubts \nDemocrats are all behind this
No doubts \nDemocrats are all behind this
Makes unsupported factual assertion that Democrats are unified behind a specific position without evidence.
Unverified Claim
0.75
@rafealrafeal6716
Mar 4, 2025
Liberals adding more foreign voters.
Liberals adding more foreign voters.
Makes a specific factual claim about Liberals deliberately adding foreign voters without evidence, framed as partisan identity assertion.
dsmtsi
Jan 14, 2026
Yah and we know that they aren't going to leave 😂 This govt supports and funds crime.
Yah and we know that they aren't going to leave 😂
This govt supports and funds crime.
Makes unsubstantiated claims that immigrants won't leave and that government supports/funds crime without evidence.
snowguy471
Jan 15, 2026
Donald is obviously a kremlin asset. During the past 3 years he never once condemned ruzzia for any of its war crimes in Ukraine. He constantly parrots kremlin propaganda, while criticizing US allies. Making ruzzia …
Donald is obviously a kremlin asset. During the past 3 years he never once condemned ruzzia for any of its war crimes in Ukraine. He constantly parrots kremlin propaganda, while criticizing US allies. Making ruzzia great again does not help US in any way.
Makes specific factual claim that Trump is a 'kremlin asset' without evidence, combined with moral criticism.
@williamolenchenko5772
Mar 4, 2025
It is all Projdct 2025 meant to isolate Americans. Who but the billionaires could possible benefit? Billionaires breaking up with the world and Americans to own their privatized country to do with as they please. …
It is all Projdct 2025 meant to isolate Americans. Who but the billionaires could possible benefit? Billionaires breaking up with the world and Americans to own their privatized country to do with as they please. We were put on notice.?
Makes unsubstantiated claims about 'Project 2025' and billionaire conspiracy without evidence, combined with alarmist framing about isolation and control.
@beachybird1251
Mar 4, 2025
Trump is being played by Putin.
Trump is being played by Putin.
Makes a specific factual assertion about Trump being controlled by Putin without evidence.
Unverified Claim
0.75
@Blamkol
Mar 4, 2025
Trump is under pagan Hindu witchcraft of Modi and team. Don’t worry friends, Lord Jesus will intervene. Trump will be impeached and will go down in history as one of the most foolish Presidents US …
Trump is under pagan Hindu witchcraft of Modi and team. Don’t worry friends, Lord Jesus will intervene. Trump will be impeached and will go down in history as one of the most foolish Presidents US ever had!
Makes unfounded conspiracy claims about Trump being under 'pagan Hindu witchcraft' without evidence, mixed with religious commentary.
@Godloveseventheleast
Mar 4, 2025
Trudeau allowed millions of Indians in and fast tracked them
Trudeau allowed millions of Indians in and fast tracked them
Makes a specific factual claim about Trudeau fast-tracking Indian immigration without evidence, presented as an assertion of fact.
mrbobo86
Jan 19, 2026
Fentanyl flows FROM the US into Canada, NOT the reverse.
Fentanyl flows FROM the US into Canada, NOT the reverse.
Makes a specific directional claim about fentanyl flows without evidence, presented as factual correction.
@jangriffiths8013
Mar 4, 2025
Canadians and Americans don’t get it Trumps a Russian Agent
Canadians and Americans don’t get it Trumps a Russian Agent
Makes an unsubstantiated factual claim that Trump is a Russian agent, framed as a statement about what Canadians/Americans don't understand.
@Majorillin
Mar 4, 2025
To please master Putin, Trump and JD Vance are coercing Zelensky to give away Ukraine’s minerals and territorial sovereignty without security guarantees that Russia will not invade the rest of Ukraine.
To please master Putin, Trump and JD Vance are coercing Zelensky to give away Ukraine’s minerals and territorial sovereignty without security guarantees that Russia will not invade the rest of Ukraine.
Makes specific factual claims about Trump, Vance, and Zelensky negotiations without evidence; appears off-topic to Canadian immigration discussion.
@willburns9282
Mar 4, 2025
All these immigrants came to Canada temporarily. They came here, made their money, now it's time to leave.
All these immigrants came to Canada temporarily. They came here, made their money, now it's time to leave.
Presents unsubstantiated factual claim that all immigrants came temporarily with intent to leave, without evidence.
mikemd3979
Jan 18, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)