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
Canada has 30 million people and each state has that population and ur trying to tell me USA doesn’t have more fentynal than Canada and we’re supplying them?.. lmfao
Canada has 30 million people and each state has that population and ur trying to tell me USA doesn’t have more fentynal than Canada and we’re supplying them?.. lmfao
Makes an unsubstantiated claim about fentanyl supply dynamics between Canada and the US, delivered with sarcastic tone.
@undergroundgettingheard8472
Mar 4, 2025
Driving is bad because they are scamming people with insurance fraud.
Driving is bad because they are scamming people with insurance fraud.
Makes a sweeping, unsubstantiated claim linking a group to insurance fraud without evidence.
1211.
Feb 5, 2026
Thanks to this video, I.C.E got what they needed 👀
Thanks to this video, I.C.E got what they needed 👀
Suggests the video provided actionable intelligence to immigration enforcement (I.C.E), implying conspiracy or fabricated connection.
JosephCapo-m5h
Jan 28, 2026
USA government is looking for revenue to put into the federal crypto reserves to make the oligarchs richer
USA government is looking for revenue to put into the federal crypto reserves to make the oligarchs richer
Makes unsupported conspiratorial claim about US government motives (crypto reserves, oligarch enrichment) without evidence.
@patriciapanone940
Mar 4, 2025
MAGA Russian puppets
MAGA Russian puppets
Unsubstantiated accusation linking Trump supporters to Russia without evidence.
@scottishtwin8809
Mar 4, 2025
Canadians have been fooled. Trudeau is still the prime minister.
Canadians have been fooled. Trudeau is still the prime minister.
Makes an unsubstantiated claim that Canadians have been deceived about Trudeau's status as prime minister.
Unverified Claim
0.70
@lc8850
Mar 4, 2025
VISIT WALMARTS, CANADIAN TIRES , TIM HORTONS, AND AMAZON DELIVERY WAREHOUSES, THAT WILL ACCOUNT FOR MOST OF THEM
VISIT WALMARTS, CANADIAN TIRES , TIM HORTONS, AND AMAZON DELIVERY WAREHOUSES, THAT WILL ACCOUNT FOR MOST OF THEM
Makes a specific factual claim that immigrants comprise 'most' workers in named Canadian businesses without providing evidence.
Unverified Claim
0.70
mikk-s7h
Oct 15, 2025
Russia is not the enemy. US started this war!
Russia is not the enemy. US started this war!
Makes a factual assertion about geopolitical causation without evidence.
Unverified Claim
0.70
@tagimirzoyeva80
Mar 4, 2025
What a striking contrast between a real leader and someone who is only concerned with bilking an entire country for his own benefit. Follow the $$$. Somehow tRump is benefitting from the downturn in the …
What a striking contrast between a real leader and someone who is only concerned with bilking an entire country for his own benefit. Follow the $$$. Somehow tRump is benefitting from the downturn in the stock market. I'm sure he and his cronies shorted and are reaping the benefits. I'm sure they sold at a high and will wait for the lowest low to get back in. I'm not a conspiracy theorist, but this has to be the rub.
Makes specific unsubstantiated claims about Trump profiting from stock market downturns through coordinated financial manipulation.
@caseydog237
Mar 4, 2025
They dont want your cars
They dont want your cars
Cryptic assertion about tariffs/trade ('They dont want your cars') presented without evidence or context.
Unverified Claim
0.70
@boatlifelife
Mar 4, 2025
Well Canada is already talking about cancelling their election. Also Home Builders’ Association just said that Canada’s own counter TARIFFS will have a greater negative impact on Canada.
Well Canada is already talking about cancelling their election. Also Home Builders’ Association just said that Canada’s own counter TARIFFS will have a greater negative impact on Canada.
Presents specific factual claims (election cancellation, tariff impacts) without evidence, mixed with policy criticism.
@ChrisCommenting
Mar 4, 2025
He is just lieing we don't need shit from canada
He is just lieing we don't need shit from canada
Makes an unsubstantiated factual claim ('we don't need shit from canada') presented without evidence.
@benshreve9683
Mar 4, 2025
Trump only attacks America’s allies like a true Russian agent.
Trump only attacks America’s allies like a true Russian agent.
Makes an unsubstantiated claim that Trump acts as a Russian agent without evidence.
@billyrubin3108
Mar 4, 2025
In 2022, the CDC reported over 90,000 drug overdose deaths, with a large portion linked to prescription medications—mainly opioids.\n\nIn 2022, there were about 73,000 fentanyl-related overdose deaths in the U.S., according to the National Institute …
In 2022, the CDC reported over 90,000 drug overdose deaths, with a large portion linked to prescription medications—mainly opioids.\n\nIn 2022, there were about 73,000 fentanyl-related overdose deaths in the U.S., according to the National Institute on Drug Abuse \n\nTobacco kills approximately 480,000 people per year in the U.S.\n\nThis includes 41,000 deaths from secondhand smoke exposure.\n\nWith these numbers you’re think we’d be going after big pharmaceutical companies and tobacco companies if Trump is so concerned with the health of Americans! ??♂️ \n\nThere’s no way these tariffs are about fetanyl ! He’s INTENTIONALLY crashing the market so he can buy low
Commenter presents specific factual claims about drug deaths and tobacco mortality, then makes an unsubstantiated conspiracy claim that tariffs are intentionally designed to crash markets.
@Thereallyjonez
Mar 4, 2025
Krasnov Trump says repeatedly its America First, but his actions have clearly shown from his actions its Russia First
Krasnov Trump says repeatedly its America First, but his actions have clearly shown from his actions its Russia First
Makes a specific factual claim that Trump's actions prioritize Russia over America without providing evidence, suggesting hidden allegiances.
@rrw-qk1xk
Mar 4, 2025
They are HUGE fraudsters here
They are HUGE fraudsters here
Makes a sweeping, unsubstantiated claim about fraud targeting a specific ethnic group without evidence or context.
ivorypoacherplays
Jan 28, 2026
Missing, or ALLOWED/INVITED to come in on Fake Visas?
Missing, or ALLOWED/INVITED to come in on Fake Visas?
Presents an unsubstantiated claim that immigrants are entering on fake visas with government permission, framed as a rhetorical question to suggest conspiracy.
sajanim
Oct 1, 2025
Agent Krasnov belongs in prison.
Agent Krasnov belongs in prison.
Makes a specific factual claim about an individual's criminal culpability without evidence or context.
Unverified Claim
0.70
@cagedgreed
Mar 4, 2025
Have you noticed that the Nickelodion logo is shaped like a certain island whose files Trump is currently unveiling?\nEp__ein...
Have you noticed that the Nickelodion logo is shaped like a certain island whose files Trump is currently unveiling?\nEp__ein...
Presents a conspiracy theory connecting corporate logos to alleged government cover-ups without evidence, though tone suggests some ironic intent.
@nyfb
Mar 4, 2025
I think we should all be keeping a close look at the stock portfolios of Donald and his family. He is either smart enough to understand the consequences of this and fully expects to cash …
I think we should all be keeping a close look at the stock portfolios of Donald and his family. He is either smart enough to understand the consequences of this and fully expects to cash in on the instability in the market, or he is a lot dummer than the WSJ thinks.
Makes a specific factual assertion about Trump's stock portfolio motivations without evidence, framed as speculation about hidden financial interests.
@zestynotions
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)