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
As a Canadian, Canada is cooked. This is not even 20% of it. Far worse
As a Canadian, Canada is cooked. This is not even 20% of it. Far worse
Commenter asserts Canadian identity while expressing existential concern about Canada's future, suggesting systemic collapse.
MrAk519
Jan 27, 2026
A lot of people suffered during the Cold War. Now, this administration is aligning with that same enemy.
A lot of people suffered during the Cold War. Now, this administration is aligning with that same enemy.
Expresses security and geopolitical anxiety about the current administration aligning with Cold War adversaries.
@Anonyuserzyx5202
Mar 4, 2025
I visited Niagara Falls this summer. NOTHING BUT INDIANS.
I visited Niagara Falls this summer. NOTHING BUT INDIANS.
Expresses demographic anxiety and concern about visible minority presence, framed as an overwhelming threat to the commenter's sense of place.
jonpcorcoran
Nov 21, 2025
HANDING OUT TRUCK DRIVER LICENSES AND RISKING ALL OF OUR LIVES ON THE ROADS
HANDING OUT TRUCK DRIVER LICENSES AND RISKING ALL OF OUR LIVES ON THE ROADS
Expresses safety concerns about licensing standards for truck drivers, framing immigration policy as a direct threat to public safety.
HoffaJedi
Jan 27, 2026
I get it but is much rather this than the Islam invasion much of the rest of the world is dealing with.
I get it but is much rather this than the Islam invasion much of the rest of the world is dealing with.
Expresses demographic anxiety about 'Islam invasion' while framing immigration as a comparative threat, combining fear-based language with identity-based framing.
Vikn01
Jan 27, 2026
rip western countries man we gotta do something
rip western countries man we gotta do something
Expresses existential concern about Western countries' decline and implicitly urges action, combining demographic anxiety with mobilization language.
upd8ed
Jan 27, 2026
Watching from south Africa 🇿🇦🇿🇦.. our country is dirty bkos of foreigners. Eish this ppl are dirty
Watching from south Africa 🇿🇦🇿🇦.. our country is dirty bkos of foreigners. Eish this ppl are dirty
Expresses demographic anxiety and xenophobic framing by blaming foreigners for societal problems, combining threat perception with identity-based othering.
AngelDrops-p6o
Feb 20, 2026
TYFYS Canada is now an awful shithole
TYFYS
Canada is now an awful shithole
Expresses alarm about Canada's condition framed as deterioration, with identity-based concern about national decline.
zzi622
Jan 27, 2026
Go to any big chain store and theres only indians no matter the town. Canada sucks
Go to any big chain store and theres only indians no matter the town. Canada sucks
Expresses demographic anxiety about Indian presence in retail spaces and negative judgment of Canada.
thegreatwunkus4779
Feb 28, 2026
They are ruining this country, no other words to say it
They are ruining this country, no other words to say it
The commenter expresses alarmist sentiment that immigrants are harming the country, framing immigration as a threat.
JordanX_97YT
Jan 27, 2026
USA got to the point when it has the worst president ever, he is very destructive , divided and dumb. He is breaking the best military force on the planet: Nato. The nightmare for Americans.
USA got to the point when it has the worst president ever, he is very destructive , divided and dumb. He is breaking the best military force on the planet: Nato. The nightmare for Americans.
Characterizes a political leader as destructive and dangerous, expressing alarm about institutional damage and national crisis.
@vr3ui-u7y
Mar 4, 2025
What is it going to take for Americans to realize they are heading pedal to the metal to become a 3rd world country run by a dictatorship? 6 weeks of the current presidency will take …
What is it going to take for Americans to realize they are heading pedal to the metal to become a 3rd world country run by a dictatorship? 6 weeks of the current presidency will take hundred of years to recover, if ever. So sad.
Expresses alarm about democratic decline and long-term damage, comparing current trajectory to third-world dictatorship.
@benhaze1010
Mar 4, 2025
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Expresses demographic anxiety using 'invaded' language and demographic observation framed as existential concern.
Newfoundmindset2.0
Jan 27, 2026
Come to Surrey, British Columbia. Watch these dumb fucks shoot each other
Come to Surrey, British Columbia. Watch these dumb fucks shoot each other
Expresses security/violence concerns about a specific location while using dehumanizing language, combining threat perception with in-group/out-group framing.
FourDoorSwingin
Jan 27, 2026
### **Americans, Wake Up Before It’s Too Late!** \n \nDo you realize what’s happening? **Donald Trump is pushing the world toward World War III.** This is not a conspiracy, this is not speculation—this is reality. …
### **Americans, Wake Up Before It’s Too Late!**
\n
\nDo you realize what’s happening? **Donald Trump is pushing the world toward World War III.** This is not a conspiracy, this is not speculation—this is reality. A man who **wears two diapers and has little time left to live** doesn’t care what happens after he’s gone. He has no vision for the future, because in his mind, **there is no future.**
\n
\nThis is just the beginning. **If you think things are bad now, imagine what’s coming next.** Trump and his billionaire allies, including **Elon Musk**, are playing a dangerous game, one that could **end civilization as we know it.** These are not leaders—they are reckless, power-hungry individuals with no regard for the world that you and your children will inherit.
\n
\n? **Trump must be impeached before he takes us all down with him!**
\n? **Musk must be held accountable before his reckless ambitions destroy what’s left of our planet!**
\n
\nThis is not about politics. This is about survival. **The future of humanity depends on our ability to stop them now!**
Expresses alarmism about existential threats (WWIII, civilization collapse) with unverified claims and calls for impeachment.
@ArinaArthur
Mar 4, 2025
Get these people the hell out of our countries
Get these people the hell out of our countries
Expresses xenophobic demand for removal of immigrants framed as a threat to national sovereignty.
celebratecrypto3693
Jan 27, 2026
Trump wants Canada, Greenland, and the Panama Canal. Remember that he said that Putin's invasion of Ukraine was a genius act. He's a bully. Don't back down.
Trump wants Canada, Greenland, and the Panama Canal. Remember that he said that Putin's invasion of Ukraine was a genius act. He's a bully. Don't back down.
Expresses security and territorial threat concerns about Trump's intentions while urging resistance.
@timothymcgregor311
Mar 4, 2025
Wow to America! Woe to America! She is fallen into the pit.
Wow to America! Woe to America! She is fallen into the pit.
Expresses apocalyptic concern about America's future using religious/dramatic language suggesting existential threat.
Fear / Threat
0.85
@alexlewis5526
Mar 4, 2025
I don't want my country to turn into India, nor Africa. I want to be able to buy a house and live peacefully in the country my ancestors built for the past 400 years. I …
I don't want my country to turn into India, nor Africa. I want to be able to buy a house and live peacefully in the country my ancestors built for the past 400 years. I might be Canadian, but i'm tired to play nice with invaders.
Expresses demographic anxiety about national transformation, housing affordability concerns, and uses inflammatory 'invaders' language to frame immigration as an existential threat.
tristambre632
Jan 27, 2026
We are taking over Canada ?? ???
We are taking over Canada ?? ???
Expresses demographic anxiety about immigration with 'taking over' framing, suggesting threat perception.
@GM_Skyler
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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