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
All this because my country ain’t want a woman president ??♂️ this could’ve been avoided hope everyone wallets ready s**+ bout to get reaaaaaaaaaal
All this because my country ain’t want a woman president ??♂️ this could’ve been avoided hope everyone wallets ready s**+ bout to get reaaaaaaaaaal
References US political events and expresses anxiety about economic consequences ('wallets ready') with alarmist tone.
@waderoyal_
Mar 4, 2025
its disgusting to see
its disgusting to see
Vague expression of disgust and alarm about immigration-related content without specific justification.
Fear / Threat
0.70
MRdeLaat
Jan 27, 2026
Dude, you're crazy! Those people don't care about your life.
Dude, you're crazy! Those people don't care about your life.
Expresses distrust and concern that immigrants don't care about Canadian lives, framing them as a threat.
Fear / Threat
0.70
Tennessee6447
Jan 29, 2026
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
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
Expresses concern about foreign interference and threat from Russia, with vague unsubstantiated claims about disinformation campaigns.
@michelehansen1653
Mar 4, 2025
All that talking.. Go to war! Let's see who have the balls..
All that talking.. Go to war! Let's see who have the balls..
Escalatory rhetoric suggesting military conflict as a solution, expressing threat/confrontation framing.
@youtubewatch8680
Mar 4, 2025
So much for secure Borders, Trump, time to do better, always suspect the North!
So much for secure Borders, Trump, time to do better, always suspect the North!
Expresses security concerns about borders and frames Canada as a threat ('suspect the North'), with implicit call for stronger border enforcement.
Frosty_Tips_
Feb 7, 2026
we go let Trump crash us
we go let Trump crash us
Expresses anxiety about Trump's potential negative impact on Canada, framed as an impending threat.
@rickysmothers4520
Mar 4, 2025
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Claims healthcare abuse by immigrants based on anecdotal reports from healthcare workers, expressing concern about unreported problems.
natalyvalitsky5675
Feb 27, 2026
You infiltrate a Country at that Back log. Full Stop. End of Line
You infiltrate a Country at that Back log.
Full Stop.
End of Line
Uses charged language ('infiltrate') to frame immigration as an invasion or security threat, with emphasis on processing backlogs.
Fear / Threat
0.70
servicingiq
Jan 25, 2026
To many Indians, im from Windsor ont
To many Indians, im from Windsor ont
Personal observation from Windsor resident expressing concern about the number of Indians in Canada, framing it as excessive.
daniiii90
Jan 27, 2026
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
Expresses concern about decline and lack of progress, framing the situation as troubling rather than merely comparative.
@azae00Vids
Mar 4, 2025
And there's nothing we can do
And there's nothing we can do
Expresses helplessness and fatalism about an unspecified threat, conveying anxiety about inability to take action.
Fear / Threat
0.70
@itsme20
Mar 4, 2025
I'm afraid immigration isn't our biggest concern rn.
I'm afraid immigration isn't our biggest concern rn.
Expresses anxiety about immigration as a concern, though downplayed relative to other issues.
Fear / Threat
0.70
BellyMunch
Jan 27, 2026
Trump Wants Canadian his Slaves
Trump Wants Canadian his Slaves
Expresses alarm about Trump's intentions toward Canada, framing Canadians as threatened with subjugation.
@Honesty001
Mar 4, 2025
We have a monster here. ?
We have a monster here. ?
Uses inflammatory language ('monster') to express alarm or danger regarding a political figure, though context is vague.
@luvsanimals-nature
Mar 4, 2025
Trump is nothing but a cowardly puppet of Putin
Trump is nothing but a cowardly puppet of Putin
Makes an unsubstantiated claim about Trump being controlled by Putin, framing him as a threat/puppet.
@geosmith3436
Mar 4, 2025
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
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
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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)