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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Fear / Threat
3,873 comments
Trump ?might ? cause 3rd world War ✡️
Trump ?might ? cause 3rd world War ✡️
Expresses alarmist concern about potential global conflict caused by a political figure without substantiation.
@omarali4265
Mar 4, 2025
Inevitable in any western country that lets women vote.
Inevitable in any western country that lets women vote.
Expresses demographic anxiety framed as an inevitable negative consequence of women's political participation.
treytison1444
Jan 27, 2026
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by …
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by Putin himself...good riddance
Expresses alarm about US government dismantling and economic destruction, with unsubstantiated claim about Putin control.
@jnuh7710
Mar 4, 2025
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to …
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to get assets of Ukraine. \nSame with Russia for the EU.\nAlthough Russia is small/overrated player.
Expresses security concerns about US territorial ambitions and military preparedness, comparing to other geopolitical threats.
@i2Them2
Mar 4, 2025
Now Indians will start coming to Europe freely.
Now Indians will start coming to Europe freely.
Commenter expresses concern about Indian immigration expanding to Europe, framing it as a spreading threat.
0plp0
Jan 28, 2026
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Expresses alarm about a widespread problem across Canada, escalating concern beyond the video's specific focus.
floralas3290
Jan 27, 2026
They're all over canada now!
They're all over canada now!
Expresses demographic anxiety with an alarmist tone about immigrant presence spreading across Canada.
senichitesfay7188
Mar 2, 2026
The US and Canada have always been allies. I can't believe this is happening.
The US and Canada have always been allies. I can't believe this is happening.
Expresses shock and concern about the breakdown of traditional US-Canada alliance relationship.
@williamgauthier9294
Mar 4, 2025
It shows you how demented and sick are country is just give everybody everything except for the Canadian s
It shows you how demented and sick are country is just give everybody everything except for the Canadian s
Uses inflammatory language ('demented and sick') to express anxiety about resource distribution and national decline, with an us-vs-them framing.
copperbrown1174
Feb 24, 2026
dang, they even built a pagan demonic statue lol
dang, they even built a pagan demonic statue lol
Expresses alarm about religious/cultural symbols with conspiratorial undertones about demonic intent.
WatchfulWolf
Jan 27, 2026
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle
Mar 4, 2025
All of the non-western countries are trying to destroy the West. This is all this is about.
All of the non-western countries are trying to destroy the West. This is all this is about.
Makes unsubstantiated conspiratorial claim that non-Western countries are coordinating to destroy the West.
FrankCostanza-p8m
Nov 23, 2025
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Suggests hidden prejudice among interviewed subjects, implying darker sentiments not expressed on camera.
paularized1
Jan 28, 2026
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Expresses anxiety about Canada's fate and rejection of Canadian leadership, framing annexation as a threat.
@chuckarnett9544
Mar 4, 2025
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
Expression of national decline and loss of country identity, framing immigration as opportunistic takeover following pandemic disruption.
PlottingWithThieves
Jan 27, 2026
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus …
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus Belli. Trump want to put us on our knees and beg to join the US. We will have federal elections soon and we know that Trump will try to influence the outcome of the elections like Chine, Russia or India. We know has Canadian that USA is not a friend anymore. Trump is the dumbest of American President of the history of USA. Americans citizens get rid of Trump and Vance before it is too late.
Expresses security and sovereignty concerns about annexation threats and foreign interference, framed through personal Canadian identity and comparative geopolitical analysis.
@captcrounch
Mar 4, 2025
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... …
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... early onset dementia would be a good guess
Expresses alarm about Trump as a dangerous, unstable figure with unsubstantiated claims about dementia and Russian connections, framed as predictive warnings.
@DouglasPrice-p9q
Mar 4, 2025
yo Canadians, were fucked
yo Canadians, were fucked
Commenter expresses anxiety about Canada's economic situation due to tariffs, using colloquial language to convey concern.
@BreadPitttttttttttttttttttt
Mar 4, 2025
And next month it'll be 50% tariffs to Canada. Have fun.
And next month it'll be 50% tariffs to Canada. Have fun.
Expresses anxiety about future tariffs and economic threat to Canada, presented as a prediction without evidence.
@MassBoost
Mar 4, 2025
Don't pull Trump out. This is the only way he can destroy the United States to become North Korea having no friends. I like to see that happening since I don't live there. I put …
Don't pull Trump out. This is the only way he can destroy the United States to become North Korea having no friends. I like to see that happening since I don't live there. I put my money at safe place and wait for financial crisis to come. Please do more crazy stuff Trump. I can't wait for other countries to join force against Trump. But I feel sorry for the next president. He will have a hell of mess to solve.
Expresses anxiety about Trump's destructive potential, comparing US trajectory to North Korea, while revealing personal financial self-interest.
@cy4330
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)