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
Fear / Threat
3,873 comments
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
So sad seeing what's happened to Canada.
So sad seeing what's happened to Canada.
Expresses nostalgia and concern about negative changes to Canada, implicitly linked to immigration.
Jack-qk3xv
Jan 27, 2026
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Expression of sympathy for 'Canadians' implying demographic or cultural threat from immigration, with us-vs-them framing.
justaemptymall
Jan 27, 2026
Geez you know its bad in the GTA when Tim Hortons looks like that
Geez you know its bad in the GTA when Tim Hortons looks like that
Expresses concern about demographic change in the GTA region, using a Tim Hortons observation as evidence of deterioration.
stevedesio7433
Feb 9, 2026
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have …
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have vacation in russia but dont come to europe please
Expresses alarm about political leadership and warns Europeans against American/Russian visitors, combining threat perception with comparative framing.
@dutchiemo123
Mar 4, 2025
People in the west better wake up real fast.
People in the west better wake up real fast.
Vague alarmist warning about Western societies facing unspecified danger, urging urgent awareness without substantive detail.
charleshowd9784
Jan 27, 2026
When will Canada finally be ceded to India?
When will Canada finally be ceded to India?
Expresses demographic anxiety about Indian immigration through a loaded question implying cultural displacement.
rogerbartlet5720
Nov 20, 2025
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
America has a virus and it's spreading fast!!!
America has a virus and it's spreading fast!!!
Uses disease metaphor to express alarm about American political/social conditions spreading to Canada.
@ThesandsMemoryroom
Mar 4, 2025
If annexation is what it takes to fix this, then sign me up
If annexation is what it takes to fix this, then sign me up
Expresses extreme anxiety about national sovereignty through a hyperbolic suggestion of annexation as a solution to perceived problems.
TaageVanu
Jan 27, 2026
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
Expresses concern about safety threats to Canadians from Americans while showing sympathy for Canada, mixing threat perception with solidarity.
@blind8624
Mar 4, 2025
It'll be 10x worse for canadians than Americans. We will see who can weather the storm the best.
It'll be 10x worse for canadians than Americans. We will see who can weather the storm the best.
Expresses anxiety about economic/political hardship for Canadians relative to Americans, framing an impending crisis.
@Fallinhalos
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
It should be noted, that it took Trump less than 40 days before 27% of Canadians now consider the US to be an enemy.\nObviously Dumpy is working to destroy western alliances.\nAsk yourself who will benefit.\nWho …
It should be noted, that it took Trump less than 40 days before 27% of Canadians now consider the US to be an enemy.\nObviously Dumpy is working to destroy western alliances.\nAsk yourself who will benefit.\nWho is happy with this?\nYou literally have a Russian asset BACK in the White House.\nWTF people.
Expresses alarm about Trump as a threat to Western alliances and makes unsubstantiated claims about Russian influence without evidence.
@mikeb5664
Mar 5, 2025
Don't try to be friends with Chump and MAGA-they are a cult and will use even their own as sacrificial lambs...
Don't try to be friends with Chump and MAGA-they are a cult and will use even their own as sacrificial lambs...
Warns of danger from Trump/MAGA movement, characterizing them as a cult that exploits allies.
@JamesHames-kz5oe
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
Extortion in Canada 2026… crazy times.
Extortion in Canada 2026… crazy times.
Expresses alarm about future economic exploitation and societal breakdown in Canada.
Fear / Threat
0.78
@TonyPapadopoulos-p9j
Feb 19, 2026
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Expresses anxiety about Canada electing a Trump-like leader and warns of democratic risks.
@tanyaleasure6743
Mar 4, 2025
The USA has fallen. It is now a Russian vassal. Trudeau is a statesman. World War III has already begun.
The USA has fallen. It is now a Russian vassal. Trudeau is a statesman. World War III has already begun.
Alarmist claim that USA is a Russian vassal and World War III has begun, with comparative praise for Trudeau.
@philbrown8181
Mar 4, 2025
Its not broke its working. Girls in thos country do nothing but help thdmselves use old men dont date young men . Just use old men for money . We need to be replaced asap
Its not broke its working. Girls in thos country do nothing but help thdmselves use old men dont date young men . Just use old men for money . We need to be replaced asap
Expresses demographic anxiety and replacement fears while making sweeping negative claims about women and immigrants, framing immigration as an existential threat.
JayJll-k1q
Sep 5, 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)