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
I have this very bad feeling that Trump is purposely trying to make the USA less secure so that Russia can take over.
I have this very bad feeling that Trump is purposely trying to make the USA less secure so that Russia can take over.
Makes a specific conspiratorial claim about Trump's intentional actions without evidence, framed as a security threat.
@SMBowers
Mar 4, 2025
Nobody, nobody, really thinks this was about fentanyl.
Nobody, nobody, really thinks this was about fentanyl.
Asserts a specific factual claim (that the stated rationale was false) without evidence, combined with implicit policy skepticism.
@lordstobbo
Mar 4, 2025
Sadly, it seems America is shutting down for project 25 and America first. When you look at how the people given power by trump, it is the only conclusion
Sadly, it seems America is shutting down for project 25 and America first. When you look at how the people given power by trump, it is the only conclusion
Makes an unsubstantiated claim that 'America is shutting down for project 25' while expressing alarm about Trump's appointees.
@Michaela-bk3mm
Mar 4, 2025
What did they call the Democrats, “the looney left”? What irony. The shocker though is 45% of Americans think this is a good idea.
What did they call the Democrats, “the looney left”? What irony. The shocker though is 45% of Americans think this is a good idea.
Presents a specific factual claim (45% of Americans support this) without evidence, though also includes ironic commentary.
@josephsmith594
Mar 4, 2025
when you discover the level of fraud they do and how sneaky and nonchalant they are about it, somalis will seem like angels.
when you discover the level of fraud they do and how sneaky and nonchalant they are about it, somalis will seem like angels.
Makes sweeping, unsubstantiated claims about fraud by a specific ethnic group while using comparative framing to minimize concerns about another group.
hauntedgecko151
Jan 27, 2026
As usual media is lying. I haven't met a single person who does not want less / no immigration.
As usual media is lying. I haven't met a single person who does not want less / no immigration.
Makes a sweeping, unverifiable claim that media is lying and that no one supports immigration, while also critiquing media credibility.
Mordenperson
Feb 11, 2026
Mass terminations of federal employees ??⚠️, directed by Donald Trump ?️??️ and Elon Musk ?? through DOGE ?☠️, are expected to wreak havoc on the Bureau of Labor Statistics (BLS) ??? Employment Situation report for …
Mass terminations of federal employees ??⚠️, directed by Donald Trump ?️??️ and Elon Musk ?? through DOGE ?☠️, are expected to wreak havoc on the Bureau of Labor Statistics (BLS) ??? Employment Situation report for February 2025, scheduled for release on March 7, 2025. ⏳??\nhttps://youtube.com/watch?v=UM_WCKwSkmc
Makes specific factual claims about Trump/Musk-directed federal terminations and their expected impact on BLS reports without evidence.
@futureglobal7258
Mar 4, 2025
Let's be fucking clear here; much more fentanyl is coming into Canada from the US than vice versa.
Let's be fucking clear here; much more fentanyl is coming into Canada from the US than vice versa.
Presents a specific factual claim about fentanyl flows between countries without evidence, while comparing Canada and US drug trafficking patterns.
@dereckpoirier1992
Mar 4, 2025
Why is it all the leftists that say they hate the America saying their country is better get their willing to take the risk to come here illegally
Why is it all the leftists that say they hate the America saying their country is better get their willing to take the risk to come here illegally
Makes a sweeping, unsubstantiated claim about leftists and illegal immigration without evidence, conflating political ideology with immigration behavior.
Unverified Claim
0.75
StormySky48
Jan 27, 2026
52 % of Americans did not vote but now you have a CLOWN for president ... pay your due from CAnada.
52 % of Americans did not vote but now you have a CLOWN for president ... pay your due from CAnada.
Presents specific statistic ('52% of Americans did not vote') without evidence, framing it as justification for criticism.
@marioduchesne1564
Mar 4, 2025
Putins puppet
Putins puppet
Asserts without evidence that a political figure is controlled by Putin, a conspiracy-adjacent factual claim.
@CanadaFightsBack
Mar 4, 2025
Is it possible that this is all about access to critical minerals - which Canada and Ukraine hav in abundance. America has form in creating a pretence to go to war to protect access to …
Is it possible that this is all about access to critical minerals - which Canada and Ukraine hav in abundance. America has form in creating a pretence to go to war to protect access to cheap oil. But in the past these wars were against arab nations and so the West found it easy to 'other' and accept the need for war. Now America under Trump is hoping to secure critical minerals (modern day oil) - but because they are allies he cant start an outright war. So hes doing it through trade. This is old form for America. When looked through this lense is not so difficult to understand. The big question is will the west allow him to bully western allies - democracies to be bullied into submission?
Presents a specific conspiracy theory about Trump's hidden motives regarding critical minerals without evidence, comparing to past US military interventions.
@CarolHautotOnline
Mar 4, 2025
Trump is working with Putin.
Trump is working with Putin.
Makes a specific factual assertion (Trump working with Putin) presented without evidence or substantiation.
Unverified Claim
0.75
@brianellis7335
Mar 4, 2025
The government allows it because of three reason: 1. Money laundering, 2. Cheapening the labor costs for their businesses (see nr. 1), 3. They despise and hate you.
The government allows it because of three reason: 1. Money laundering, 2. Cheapening the labor costs for their businesses (see nr. 1), 3. They despise and hate you.
Presents unsubstantiated conspiracy theories about government motives for immigration policy.
arberreka2242
Jan 27, 2026
What a prick. Acting like putin is a criminal and dupporting that teprobate killer zelensky. Outrageous. And outrageous trying to pretend the US is evil. Go ahead canada, kiss his butt. The US will dirvive …
What a prick. Acting like putin is a criminal and dupporting that teprobate killer zelensky. Outrageous. And outrageous trying to pretend the US is evil. Go ahead canada, kiss his butt. The US will dirvive better than canada. And hes trying to subvert the US citizen. But he doesnt want to do crap about the border. His own nayives suffer kidnaping for himan trafficking constantly. \nTrudeau is a woke lefty and a little tyrant. We arent hust talking fentanyl here castro jr.
Comment makes specific factual claims about Trudeau's policies and border issues without evidence, alongside ideological characterization.
@deborahdean8867
Mar 4, 2025
It’s not a dumb thing for him to do. His goal is to stay out of prison for whatever Putin has on him. If he dismantles the country completely there will be no pathway to …
It’s not a dumb thing for him to do. His goal is to stay out of prison for whatever Putin has on him. If he dismantles the country completely there will be no pathway to prosecute when the truth comes out which it will. Rather than dumb it’s a dark and sick and sociopathic thing to do parallel to only a handful of the worst bad actors in history. We need to distinguish between dumb and evil. This is the distinction the WSJ missed.
Makes unsubstantiated claims about Putin's leverage and deliberate dismantling of institutions without evidence.
@carolynkapner4188
Mar 4, 2025
New world order!\nDont believe the lies!
New world order!\nDont believe the lies!
Invokes conspiracy theory ('New world order') and urges distrust without evidence, combining unsubstantiated claims with alarmism.
@markdickinson-pd4ip
Mar 4, 2025
This is a despicable WEF puppet.
This is a despicable WEF puppet.
Makes an unsubstantiated claim that the Canadian leader is a 'WEF puppet' without evidence, framed as a factual assertion.
@3koningen
Mar 4, 2025
Sadly Russia is n longer an opponent for America. Russia is our master.
Sadly Russia is n longer an opponent for America. Russia is our master.
Makes an unsubstantiated conspiratorial claim that Russia controls America without evidence.
@keithrigden7597
Mar 4, 2025
Follow the money! The world knows that trump is putins puppet.
Follow the money! The world knows that trump is putins puppet.
Makes an unsubstantiated factual claim about Trump being Putin's puppet without evidence, framed as conspiratorial.
@insanedw4947
Mar 4, 2025
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)