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
God this is making me sick
God this is making me sick
Expresses emotional distress and visceral reaction to the situation, indicating anxiety or alarm about events.
Fear / Threat
0.75
@ShowtuneMatt
Mar 4, 2025
We need I.C.E in Brampton A.S.A.P.
We need I.C.E in Brampton A.S.A.P.
Calls for immigration enforcement (I.C.E) in a specific city, expressing concern about immigration as a threat requiring urgent action.
fnanderson6637
Jan 11, 2026
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Vague alarmist statement about India with ominous framing, suggesting unspecified danger or crisis.
newmediaofficial
Jan 27, 2026
Be caution！ Nipah Virus 😖😖
Be caution！ Nipah Virus 😖😖
Expresses alarm about disease transmission associated with immigrants, combining health anxiety with potential misinformation about viral threats.
chikinyeung7728
Jan 27, 2026
This shows that no one is scared of trumps actions
This shows that no one is scared of trumps actions
Comment expresses concern that Trump's actions are not being taken seriously or feared, implying a threat assessment about political efficacy.
Fear / Threat
0.75
@Jacques.Espiritu
Mar 4, 2025
Canada is joke lol. Woke up one day to a bad dream
Canada is joke lol. Woke up one day to a bad dream
Expresses dismissal and anxiety about Canada's state, framing it as a nightmare scenario reflecting demographic or cultural concerns.
faith9973
Jan 27, 2026
Canada is a broken country!
Canada is a broken country!
Broad alarmist statement expressing existential concern about Canada's condition without specific evidence or policy discussion.
Fear / Threat
0.75
HOWISIT912
Mar 3, 2026
we’re still fucked
we’re still fucked
Expresses pessimism and sense of doom about Canada's situation despite policy announcements.
Fear / Threat
0.75
alfredino724
Jan 12, 2026
Here before this video is banned in Canada
Here before this video is banned in Canada
Expresses concern that the video will be censored/banned, combining alarmism about content suppression with commentary on the video itself.
HiveQu33n
Jan 27, 2026
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Expresses concern for an individual's safety due to public exposure, framing immigration discourse as creating danger.
mewtifultomerrow6571
Jan 27, 2026
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Expresses demographic anxiety about immigration saturation ('when is enough enough') while making qualified ethnic observation.
4RedDwarf3
Jan 27, 2026
poor canada 😢
poor canada 😢
Brief expression of concern or dismay about Canada's situation, likely referencing immigration-related anxieties.
Fear / Threat
0.75
JeSuisVotreDieu
Jan 27, 2026
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Expresses concerns about immigrant behavior (sanitation, poaching, language) and calls for deportation, framing immigrants as threats to social order and resource management.
EricjSchuh
Feb 17, 2026
Having the same issue in Central California as well they are everywhere
Having the same issue in Central California as well they are everywhere
Expresses concern about immigrant presence spreading to other regions, implying demographic anxiety.
justinpatino1774
Jan 27, 2026
if only there was some magical way that we could get them to go to war with the somalians in MN
if only there was some magical way that we could get them to go to war with the somalians in MN
The comment expresses a dark, inflammatory wish for conflict between immigrant groups, reflecting demographic anxiety and threat framing.
aaroncapricorn5867
Jan 27, 2026
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery …
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind.
truth and bravery should be rewarded
Expresses concern about persecution and imprisonment while framing the 'bike guy' as a truth-teller facing danger, combining threat perception with moral justification.
poisoninthemwaters3422
Jan 27, 2026
The United States of Russia, Trump and Putin vs the rest of the world.?
The United States of Russia, Trump and Putin vs the rest of the world.?
Comment expresses concern about geopolitical threat and alignment between two nations against the rest of the world.
@patrickgarritty2232
Mar 4, 2025
china sitting at the side watching happily ....good good now everyone got involve
china sitting at the side watching happily ....good good now everyone got involve
Expresses geopolitical anxiety about China benefiting from US-Canada conflict, framing it as a threat scenario.
@wave9303
Mar 4, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
Raises security/crime concerns by referencing gang activity associated with specific ethnic groups.
terryloi6975
Jan 27, 2026
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)