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 is not only crazzy but really dangerous for all human beings
Trump is not only crazzy but really dangerous for all human beings
Expresses danger and threat concerns about Trump being dangerous to humanity.
@Nombre-n6x
Mar 4, 2025
MAKE NO MISTAKE: TRUMP'S GOAL IS GLOBAL LEADER IN DICTATORSHIP . CRANK: CHINA RUSSIA ASIA (IRAN) NORTH KOREA. TRUMP HAS ABANDONED DEMOCRACY.
MAKE NO MISTAKE: TRUMP'S GOAL IS GLOBAL LEADER IN DICTATORSHIP . CRANK: CHINA RUSSIA ASIA (IRAN) NORTH KOREA. TRUMP HAS ABANDONED DEMOCRACY.
Expresses alarmist claims about Trump's authoritarian ambitions and abandonment of democracy, framed as a dire warning.
@sueschlesinger8152
Mar 4, 2025
The Canadian leader is speaking to the American people out of concern. Look at what a whole lot of uninformed folks have done. Once you hear this you will understand the hell we will wake …
The Canadian leader is speaking to the American people out of concern. Look at what a whole lot of uninformed folks have done. Once you hear this you will understand the hell we will wake up to. Tariffs to America by China, Mexico, Canada. Making us isolationist joining hand with Putin. Oh my God
Expresses alarm about the consequences of Trump's policies (tariffs, isolationism, Putin alignment) and warns of negative outcomes for Americans.
@shepellawyatt7705
Mar 4, 2025
trump is destroying this country. maybe its time to move to Canada, Mexico.. get out of this country before civil war breaks out.
trump is destroying this country. maybe its time to move to Canada, Mexico.. get out of this country before civil war breaks out.
Expresses alarm about civil war and suggests emigrating to Canada or Mexico as escape, driven by fear of domestic instability.
@rickmoore4776
Mar 4, 2025
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a …
The EU has this new enlightened plan to open borders to Indian 'talent' as they say.
We all know what happened after the previous plans of importing all those docters and engineers 🙄
As a EU citizen, does anyone have any ideas on how to seek asylum in a actual functional country? Given the state of things, probably what the media considers a 3rd world nation.
Open to any suggestions.
The comment expresses demographic anxiety about immigration policy, uses vague insinuation about negative outcomes, and compares EU to other nations.
sabine6534
Jan 27, 2026
Hard to believe you all trust this guy. Canada is shitting itself right now.
Hard to believe you all trust this guy. Canada is shitting itself right now.
Expresses distrust and alarm about Canada's current state under Trudeau's leadership, framing it as a crisis.
@paulw.williams9796
Mar 4, 2025
God help us all. I refuse to get angry at Americans but that orange insane lunatic is off his rockers. Impeach him plz
God help us all. I refuse to get angry at Americans but that orange insane lunatic is off his rockers. Impeach him plz
Expresses alarm about a political figure and calls for impeachment, combining threat perception with action urging.
@arctrooper1230
Mar 4, 2025
Watch TRUMP LATER TONIGHT ONCE HE GOES LIVE.\nHe will again bash CANADA & MEXICO. LIKE THE BULLY TRUMP IS.\nHOPE HE GETS IMPEACHED.
Watch TRUMP LATER TONIGHT ONCE HE GOES LIVE.\nHe will again bash CANADA & MEXICO. LIKE THE BULLY TRUMP IS.\nHOPE HE GETS IMPEACHED.
Characterizes Trump as a bully threatening Canada and Mexico, with an implicit call for impeachment to prevent further harm.
@Rio0444
Mar 4, 2025
As an American I got to say I’m a bit worried
As an American I got to say I’m a bit worried
An American expressing personal anxiety and concern about Trump's actions and their implications, combining lived worry with threat perception.
@terancemartinez6064
Mar 4, 2025
Half of America is under the spell of a mad man.
Half of America is under the spell of a mad man.
Expresses alarm about a political leader's influence over a large population, framing it as a threat or danger.
@GWCarmichael-III
Mar 4, 2025
It is crazy to see how the rest of the world is like what the hell are you doing and then actually living through this shit in real time...?
It is crazy to see how the rest of the world is like what the hell are you doing and then actually living through this shit in real time...?
Expresses alarm and disbelief at the current situation, comparing Canada's experience to global perspective with anxiety.
@ThaneofFalkreath
Mar 4, 2025
Hate them go home
Hate them go home
Expresses hostility toward immigrants with a demand they leave, combining xenophobic sentiment with exclusionary framing.
Praymore-b6b
Jan 27, 2026
This nepotistic kid who was born into a family of privilege supports separatists like Khalistan, and gives free passage to tens of thousands of Syrian Muslim refugees - who are on a path to islamise …
This nepotistic kid who was born into a family of privilege supports separatists like Khalistan, and gives free passage to tens of thousands of Syrian Muslim refugees - who are on a path to islamise Canada!!!
Expresses demographic anxiety about Muslim refugees 'islamising Canada' and makes unsubstantiated claims about Trudeau's support for separatists.
@SSharmaji
Mar 4, 2025
Is it possible that Putin and Trump are plotting on Canada? Like a take over
Is it possible that Putin and Trump are plotting on Canada? Like a take over
Expresses security anxiety about a potential takeover plot by foreign leaders, presenting an unverified conspiracy-like claim framed as a threat.
@missnursie9925
Mar 4, 2025
Visite Thailand or Vietnam, unfortunately they see the same overwhelming amount taking over there
Visite Thailand or Vietnam, unfortunately they see the same overwhelming amount taking over there
Expresses demographic anxiety about immigrant 'takeover' in multiple countries, framing immigration as an overwhelming threat.
Neo777s
Jan 27, 2026
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Makes unsubstantiated claims about coordinated attacks by Trump, Musk, and Putin while expressing existential threat and alarm.
@foxylady9523
Mar 4, 2025
Canada the next third world
Canada the next third world
Brief alarmist statement comparing Canada negatively to third-world countries, expressing demographic or economic anxiety.
SophyIsaac
Feb 6, 2026
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Personal account of living near Brampton combined with concern that demographic change is spreading nationwide, expressing demographic anxiety.
GrayAreaMedia
Jan 27, 2026
TIME TO INVESTIGATE EVERYONE IN BRAMPTON!!!!! DEPORT
TIME TO INVESTIGATE EVERYONE IN BRAMPTON!!!!! DEPORT
Expresses security/threat concerns with urgent language and calls for mass deportation based on demographic anxiety.
slottygw2wvw842
Feb 15, 2026
Things are getting out of hand. In just over a month the world has gone from being in an uncertain place with multiple wars etc into a very grave and dangerous place. And we all …
Things are getting out of hand. In just over a month the world has gone from being in an uncertain place with multiple wars etc into a very grave and dangerous place. And we all have MAGA and Putin to thank for this. Trump and Putin are in collusion. They want the same things. Putin wants control or not only Ukraine but Europe and Trump wants control of the America’s and Greenland , this is what is happening and we need to wake up before the world as we know it is no more?
Expresses alarm about global danger and presents an unverified conspiracy theory about Trump-Putin collusion without evidence.
@Bugsies-dad74
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)