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
I am an Indian and seeing this... Canada is indeed cooked.
I am an Indian and seeing this... Canada is indeed cooked.
Commenter expresses concern about Canada's future viability from the perspective of an Indian observer, framing the situation as dire or unsustainable.
d_mvp
Nov 1, 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
American is next, they are taking over. City like Chicago
American is next, they are taking over. City like Chicago
Expresses alarm about immigrants 'taking over' America and cites Chicago as evidence, combining threat language with comparative framing.
anitahall3340
Oct 27, 2025
Now you understand why criminal activities have been increased!!! Find those criminals and deport them. Make Canada great again!
Now you understand why criminal activities have been increased!!! Find those criminals and deport them. Make Canada great again!
Expresses security concerns about criminal activity linked to immigration and calls for deportation action.
taherehzanjani2776
Oct 20, 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
The West has fallen
The West has fallen
Expresses apocalyptic concern about Western decline, conveying existential threat and demographic anxiety.
69pepe420
Oct 22, 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
Careful what you’re voting for. Sounds like one step closer to separation to me.
Careful what you’re voting for. Sounds like one step closer to separation to me.
Expresses concern that policies could lead to national separation, warning voters about potential consequences.
@PatrickHolland-hd6vh
Feb 20, 2026
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Uses alarmist language claiming the country is 'destroyed' by political ideology, expressing existential anxiety about national decline.
ivannovotny4552
Feb 17, 2026
I love canada but i don’t want canada to become a 3 rd world country, look at the crime, rape , extortion and false claims and the money wasted on asylum seekers, canadians are suffering …
I love canada but i don’t want canada to become a 3 rd world country, look at the crime, rape , extortion and false claims and the money wasted on asylum seekers, canadians are suffering for these policies . no one ever said temp workers should get a PR , its time to deport and revoke citizenship.
Expresses anxiety about national decline and crime while citing economic costs of asylum seekers, combining demographic threat perception with economic concerns.
mikewoo4663
Feb 18, 2026
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
Expresses alarm about Canada's future and demographic change, with exclusionary framing toward immigrants.
peace2256
Oct 26, 2025
I feel so bad for the Canadian living in that city.. it's like they're colonizing the city... that's scary!
I feel so bad for the Canadian living in that city.. it's like they're colonizing the city... that's scary!
Expresses anxiety about immigrant presence as colonization threat, framing demographic change as scary and harmful to existing residents.
MsKRRey
Oct 26, 2025
This is definitely the SA capital of the country. Plenty of gang draping, no taxes and its slowy becoming the epicenter of trash and filth in the western world.
This is definitely the SA capital of the country. Plenty of gang draping, no taxes and its slowy becoming the epicenter of trash and filth in the western world.
Expresses alarm about gang activity, lawlessness, and deterioration without evidence, framing the location as dangerous and declining.
jayskin2615
Oct 8, 2025
They are everywhere now… no surprise here
They are everywhere now… no surprise here
Vague expression of demographic anxiety ('everywhere now') suggesting perceived rapid change and loss of control.
EthanTucker8855
Feb 17, 2026
You should come to Chatham-Kent and see the amount of immigrants that have come in that past 2-3 years. It's insane.
You should come to Chatham-Kent and see the amount of immigrants that have come in that past 2-3 years. It's insane.
Expresses alarm about rapid immigration influx in another Canadian city, using 'insane' to convey demographic anxiety.
guycipher
Oct 20, 2025
Better than becoming a little Somalia.
Better than becoming a little Somalia.
Expresses demographic anxiety by comparing Canada's future to Somalia, implying negative consequences of immigration.
jdbrady1977
Oct 16, 2025
Canada has been turned upside down. How thankful I am for voices still trying to speak sanity and Truth.🙏
Canada has been turned upside down. How thankful I am for voices still trying to speak sanity and Truth.🙏
Frames Canada as fundamentally altered ('turned upside down') and appeals to 'sanity and Truth' as under threat, expressing demographic or cultural anxiety.
AngelWestall-w7r
Feb 17, 2026
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
"I don't feel any difference between Canada and India" that sentence says it all.
"I don't feel any difference between Canada and India" that sentence says it all.
Implies concern that immigrants are not integrating or assimilating, framed as a demographic threat to Canadian identity.
sahicizm
Oct 13, 2025
Fuck this place! Canada not Candia! Deodorant or deport!
Fuck this place! Canada not Candia! Deodorant or deport!
Expresses frustration with cultural change and implicitly calls for deportation, combining xenophobic sentiment with a demand for action.
gregszepietowski9534
Oct 9, 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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