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
Search & Filter
Unverified Claim
3,221 comments
USR= United states of Russia.
USR= United states of Russia.
Cryptic acronym asserting a conspiracy theory without evidence or explanation.
Unverified Claim
0.75
@safreen-insightidea7932
Mar 5, 2025
Simple if you are not a trillionaire autocrat like putin or a half a trillionaire oligarch like musk trump doesnt respect you much less consider you a friend. The other one percenters in america are …
Simple if you are not a trillionaire autocrat like putin or a half a trillionaire oligarch like musk trump doesnt respect you much less consider you a friend. The other one percenters in america are following trumps lead.
Makes a specific factual claim about Trump's respect for non-billionaires and oligarch behavior without evidence.
@paulsterling2610
Mar 4, 2025
And yes they hire the immigrants instead of the actual locals
And yes they hire the immigrants instead of the actual locals
Asserts specific hiring preference for immigrants over locals without supporting evidence.
ancacox8886
Aug 25, 2025
Wharton School of Business professor William T. Kelley — “Donald Trump was the dumbest goddamn student I ever had”
Wharton School of Business professor William T. Kelley — “Donald Trump was the dumbest goddamn student I ever had”
Presents a specific attributed quote without source verification; appears to be an unsubstantiated claim about Trump's academic performance.
Unverified Claim
0.75
@tony--james
Mar 4, 2025
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
Presents a specific numerical claim about migration numbers without evidence and implies negative consequences without substantiation.
madjoe8622
Aug 25, 2025
Thanks to justin and mark carney!!! 2030 agenda
Thanks to justin and mark carney!!! 2030 agenda
Makes conspiratorial claims linking Trudeau and Mark Carney to the UN's 2030 Agenda without substantiation.
ShitboxNation
Jan 27, 2026
Rcmp is complicit in these crimes.
Rcmp is complicit in these crimes.
Makes an unsubstantiated claim about RCMP complicity in crimes without evidence, suggesting a conspiracy.
@mitchyagel
Feb 19, 2026
For some yet to be explained reason, the entire western world is doing the exact same thing. Its intentional civilizational suicide.
For some yet to be explained reason, the entire western world is doing the exact same thing. Its intentional civilizational suicide.
Makes a conspiracy-theory claim that Western nations are coordinating 'civilizational suicide' through immigration without evidence.
mclager88
Jun 20, 2025
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work …
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work for Indian trucking companies that paid them as contractors so the company pays them as contractors and it's up to that employee whether or not they file their taxes while they can't even they don't even have a social insurance number
Makes unsubstantiated claims about Indian immigrants overstaying visas and tax evasion, presenting speculation as fact without evidence.
@bergenjohan1920
Feb 19, 2026
Suspended with pay. Dont worry the bad news will disappear i spring when comsumer season starts
Suspended with pay. Dont worry the bad news will disappear i spring when comsumer season starts
Speculates about media suppression and institutional cover-ups without evidence, suggesting conspiratorial thinking.
@emporergrimes
Feb 19, 2026
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
Makes vague but specific claim that nation was 'sold out to the enemy' without evidence, framing immigration as consequence of betrayal.
IDIOMRADIO
Jun 20, 2025
The cops. Are. Corrupt The government's been committing. TREASON... 🤬🙈⚖️💵🕳️
The cops. Are. Corrupt
The government's been committing. TREASON...
🤬🙈⚖️💵🕳️
Makes inflammatory accusations of government treason and police corruption without evidence, using symbolic language.
@Laura-he4ds
Feb 19, 2026
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have …
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have stabilized in recent years. MAKE THAT MAKE SENSE! lier!
Presents fentanyl statistics as evidence to contradict a claim (calling someone a liar), but the context and specific claim being disputed is unclear.
@Jakub-ri7ro
Mar 4, 2025
Too many immigrants living in Canada on expired student visas
Too many immigrants living in Canada on expired student visas
Makes a specific factual claim about expired student visas without providing evidence or context.
chadmk.1681
Apr 16, 2025
This kaitlin person is an activist. Her primary job is to divide america. Shes a traitor and should be arrested
This kaitlin person is an activist. Her primary job is to divide america. Shes a traitor and should be arrested
Makes unsubstantiated claims about a person's role and intentions ('primary job is to divide'), combined with alarmist language about arrest.
@Wuggieee
Mar 6, 2025
Nobody is leaving canada.
Nobody is leaving canada.
Makes a specific factual assertion ('nobody is leaving Canada') without evidence, contradicting the video's premise.
Unverified Claim
0.75
blindsurfer7446
Apr 15, 2025
PM Trudeau is no longer the PM of Canada 4.13.25
PM Trudeau is no longer the PM of Canada 4.13.25
Makes a specific factual claim about PM Trudeau's status without evidence, presented as a statement of fact.
KJ-db7pt
Apr 14, 2025
USA CIA should pay the punjabis to incite a revolution in Brampton
USA CIA should pay the punjabis to incite a revolution in Brampton
Makes an unsubstantiated conspiratorial claim about CIA involvement in inciting revolution, presenting fabricated geopolitical narrative.
davidkosman9179
Jan 27, 2026
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Makes sweeping unsubstantiated claims about Canada's political system and population characteristics without evidence.
@Canadiancromagnon
Mar 4, 2025
I wonder if this is Elon's idea to make up for the taxes he wont be paying. I'm shocked that we are out of nowhere supporting Russia and targeting our allies instead
I wonder if this is Elon's idea to make up for the taxes he wont be paying. I'm shocked that we are out of nowhere supporting Russia and targeting our allies instead
Makes unsubstantiated claims about Elon Musk's tax avoidance and Canada supporting Russia without evidence.
@humanbean3
Mar 5, 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)