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
freeeze canada,,,,usa winner,,,,,,eat your buisnes.....canada....
freeeze canada,,,,usa winner,,,,,,eat your buisnes.....canada....
Expresses competitive threat framing between nations with fragmented language suggesting economic/competitive anxiety.
@jamesheaven-r5y
Mar 4, 2025
It’s so gross there now!!!
It’s so gross there now!!!
Expresses disgust about a location's current state, implying demographic or cultural change has made it undesirable.
Fear / Threat
0.70
JeffCunningham-sy8qz
Sep 20, 2025
western border? zombies on hasting street? yup yup yup,.
western border? zombies on hasting street? yup yup yup,.
References security/safety concerns about border conditions and urban decay with alarmist framing.
Fear / Threat
0.70
@joshhyma842
Mar 4, 2025
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Expresses concern about Canada and Europe's future using ominous language about power dynamics.
@juergenernst1320
Mar 4, 2025
Putin must be laughing and celebrating as he finally destroyed US and made Trump his little puppy wagging its tail to show its loyalty.
Putin must be laughing and celebrating as he finally destroyed US and made Trump his little puppy wagging its tail to show its loyalty.
Commenter expresses alarm about Putin's influence over Trump, framing it as a threat to US and implicitly to North American stability.
@Real_Madrid_4DEC1947
Mar 4, 2025
when chump hands the US over to putin he'll be able to take Canada
when chump hands the US over to putin he'll be able to take Canada
Expresses security anxiety about Trump enabling Putin to take Canada, presenting an unsubstantiated threat scenario.
@genmanion2389
Mar 4, 2025
You caused this now feel the pain
You caused this now feel the pain
Suggests Canada will suffer negative consequences for its immigration policies, expressing threat/blame framing.
@KevinEdwards-g2f
Mar 4, 2025
World war 3
World war 3
Brief alarmist reference to potential global conflict, expressing anxiety about escalating geopolitical tensions.
Fear / Threat
0.70
@Ashtro2000
Mar 4, 2025
canada is dead
canada is dead
Brief apocalyptic statement expressing existential concern about Canada's future, likely in response to immigration policy.
Fear / Threat
0.70
Abrikos-n4d
Jan 28, 2026
It is very dangerous
It is very dangerous
Minimal statement expressing danger/threat perception related to immigration without elaboration.
Fear / Threat
0.70
TomlyKhonglah
Sep 19, 2025
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
Expresses sympathy for a city leader dealing with reputation damage, implying demographic or social anxiety about the city's image.
Kuya_Gil
Jan 28, 2026
It hit the breaking point about 5yrs ago
It hit the breaking point about 5yrs ago
Vague assertion that immigration has reached a critical breaking point, expressing concern about system capacity without specific details.
Fear / Threat
0.70
peteyg6736
Jan 19, 2026
You’ve done this to us all this time and no one yet to do you. That time is over
You’ve done this to us all this time and no one yet to do you. That time is over
Cryptic warning/threat suggesting retaliation or confrontation is coming, with adversarial framing.
@yeuly390
Mar 4, 2025
Wow, how scary
Wow, how scary
Expresses alarm or concern with minimal elaboration, suggesting anxiety about the topic.
Fear / Threat
0.70
@manu_spawn
Mar 4, 2025
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Expresses security threat concerns about fentanyl and suggests military action, with unsubstantiated claims about responsibility.
@HonorablesirGolfer-d6k
Mar 4, 2025
The ‘golden age’ is tarnished now and forever. He is not yet a king, it I bet he has some illegal plan n the works
The ‘golden age’ is tarnished now and forever. He is not yet a king, it I bet he has some illegal plan n the works
Expresses alarm about authoritarian consolidation of power and vague allegations of illegal plans without evidence.
@sandramacphee638
Mar 4, 2025
I hope stop roberies and cri. Me
I hope stop roberies and cri.
Me
Expresses concern about crime and robbery, linking it implicitly to immigration issues.
Fear / Threat
0.70
reginasalazar2126
Dec 25, 2025
Trump sustains a communist Country ? WTF ? And Trump’s voters say that French people are socialists ??? Sorry that makes me laugh and by the same Time I am terrified. Wake up my friends, …
Trump sustains a communist Country ? WTF ? And Trump’s voters say that French people are socialists ??? Sorry that makes me laugh and by the same Time I am terrified. Wake up my friends, wake up
Expresses alarm about political contradictions and ideological threats, calling for people to 'wake up' to perceived danger.
@marielombardo3834
Mar 5, 2025
Feckin dump...
Feckin dump...
Expresses negative sentiment about Canada using derogatory language, suggesting dissatisfaction or concern about the country's state.
Fear / Threat
0.70
thomasross6974
Dec 9, 2025
Trump please get away from Elon Musk and Putin….
Trump please get away from Elon Musk and Putin….
Expresses concern about Trump's associations with Musk and Putin, framing them as threats to be avoided.
Fear / Threat
0.70
@verru1998
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)