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
U will never defeat trumph he has made plan way before u think just see
U will never defeat trumph he has made plan way before u think just see
Makes unsubstantiated claim about Trump's strategic planning without evidence.
Unverified Claim
0.70
@TheSsdhillon
Mar 4, 2025
More fentanyl comes from china than anywhere else
More fentanyl comes from china than anywhere else
Asserts a specific factual claim about fentanyl sources without providing supporting evidence.
Unverified Claim
0.70
@ZoeFluidArt
Mar 4, 2025
Canada joining the EU will be amazing. ??
Canada joining the EU will be amazing. ??
Makes a factual assertion ('Canada joining the EU') that is geopolitically implausible and presented without evidence or context.
Unverified Claim
0.70
@grish1u927
Mar 4, 2025
Where is here in this from a man that nobody likes in his own country as far as his 1% what is 1% of 20 million that's what's coming in this country that's why we …
Where is here in this from a man that nobody likes in his own country as far as his 1% what is 1% of 20 million that's what's coming in this country that's why we don't watch CNN we don't like Democrats
Makes vague numerical claims about immigration ('1% of 20 million') without evidence and asserts political identity through media criticism.
@done2536
Mar 4, 2025
Trump will shut down the tariffs, and call it a success.
Trump will shut down the tariffs, and call it a success.
Speculative prediction about Trump's tariff strategy presented as factual assertion without evidence.
Unverified Claim
0.70
@jamesnini8475
Mar 4, 2025
Trump doesn’t represent me. I did not vote for him and it seems like they used underhanded voter suppression tactics to get him elected. He is a fraud, a bully, and a traitor.
Trump doesn’t represent me. I did not vote for him and it seems like they used underhanded voter suppression tactics to get him elected. He is a fraud, a bully, and a traitor.
Makes unsubstantiated claims about 'underhanded voter suppression tactics' while asserting non-identification with Trump.
@Pistachio_mini_hotdog
Mar 4, 2025
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
The comment presents specific unverified claims about Trump's Ukraine policy and alleged mineral rights extraction without evidence, framed as factual assertions.
@jackiesmith2710
Mar 4, 2025
US supporting the red commies is unheard of
US supporting the red commies is unheard of
Makes an unsubstantiated claim about US support for communism without evidence, framed as alarming.
@andy-ht4ts
Mar 4, 2025
Dumb Drumpf! So obsessed with fentanyl as an excuse for imposing tariffs on Canada -then tell me why did he release the America's kingpin from jail after serving less than 10 years after being handed …
Dumb Drumpf! So obsessed with fentanyl as an excuse for imposing tariffs on Canada -then tell me why did he release the America's kingpin from jail after serving less than 10 years after being handed down a sentence of 80 years! Max Butler was a master at drug dealings of any kind you could imagine making 1.2 billion dollars including 4-5 murders. This was cyber crime in the dark web used as a tool to commit these crimes which had eluded authorities. How many other people had died because of him. Now he's free!
Makes specific factual claims about a released criminal (Max Butler) without verification, using it to critique Trump's drug policy rhetoric.
@alharmonica546
Mar 4, 2025
American here. It's obvious Trump is a traitor and a Russian agent who is following orders from Putin to dismantle the US government, and destabilize/destroy all Western alliances. It shouldn't be a surprise: Trump has …
American here. It's obvious Trump is a traitor and a Russian agent who is following orders from Putin to dismantle the US government, and destabilize/destroy all Western alliances. It shouldn't be a surprise: Trump has had dealings with Russian oligarchs for the past 40 years. Trump is a clear and present danger to the US, the West, and the world. He will probably be the cause of World War 3 since he has put the US on the side of Russia - which destabilizes the entire world order.
Makes specific unsubstantiated claims about Trump being a Russian agent and traitor, combined with apocalyptic threat language about World War 3.
@ets5697
Mar 4, 2025
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
Presents unsubstantiated claim that US wants war and Canada is cutting programs to fund it, framed as speculation.
@stevenruiz6507
Mar 4, 2025
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
Challenges a claim about Punjab's freedom of speech with dismissive language, suggesting the video contains false information.
hrithikchaudhary2331
Jan 28, 2026
you should get the documents to legally cross the border but don’t show the smugglers and actually go through with it and if you get stopped you’d be legal
you should get the documents to legally cross the border but don’t show the smugglers and actually go through with it and if you get stopped you’d be legal
Appears to provide advice about border crossing that conflates legal documentation with smuggling, spreading potentially false information.
khy8
Jan 28, 2026
5:42 so they harboring grapist???
5:42 so they harboring grapist???
Makes an accusatory claim about harboring criminals based on a video timestamp, likely a false or unsubstantiated allegation.
pistowp
Jan 28, 2026
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
Questions the national origin of immigrants with skeptical tone, implying misrepresentation or conflation of South Asian nationalities.
Saddam-m6x5w
Jan 28, 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
Canada chose Zelensky conn! ? will follow ?
Canada chose Zelensky conn! ? will follow ?
Makes an unsubstantiated claim that Canada chose Zelensky and will follow him, presented without evidence.
Unverified Claim
0.70
@richardsanchez7709
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
Its donald trump and president elon musk causing this problems folks.
Its donald trump and president elon musk causing this problems folks.
Makes an unsubstantiated causal claim that Trump and Musk are causing Canada's immigration problems without evidence.
@billwilliams6316
Mar 4, 2025
donny just hates Canada now because his kissing putins A** and Canada let the Ukraine's in that fled no wonder the big maple leaf is under fire
donny just hates Canada now because his kissing putins A** and Canada let the Ukraine's in that fled no wonder the big maple leaf is under fire
Makes unsubstantiated claims about Trump's motivations (Putin allegiance) and Canada's Ukraine policy without evidence.
@jimmymac5723
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)