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
I gotta be honest -- I never seen this coming, America starting a war with Canada out of All Countries
I gotta be honest -- I never seen this coming, America starting a war with Canada out of All Countries
Expression of shock and alarm about US-Canada conflict, framing it as an unexpected threat or crisis.
@Jungle-Life-Forever
Mar 4, 2025
Visit BC Canada its even worse there.
Visit BC Canada its even worse there.
Expresses alarm about immigration conditions in another Canadian region, suggesting escalating demographic or social problems.
StevenStone-x5f
Jan 27, 2026
We don’t need shit from Canada.
We don’t need shit from Canada.
Expresses alarm about Conservative leadership and alleged foreign interference, combining conspiracy claims about resource theft and democratic threats with political opposition.
@LifeIsAMotionPicture20XX
Mar 4, 2025
Asa a Canadian I would like to haunt all immigration
Asa a Canadian I would like to haunt all immigration
Expresses a desire to 'haunt' immigration, combining identity assertion as a Canadian with an implicit threat or fear-based sentiment about immigration.
benforde3579
Jan 27, 2026
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
Well this is what happens when radicals are not punished
Well this is what happens when radicals are not punished
Implies danger from unspecified 'radicals' and suggests punitive action is needed, framing immigration as a security threat.
recollectionofmemory
Feb 7, 2026
And just like that, canada ceased to exist.
And just like that, canada ceased to exist.
Hyperbolic statement expressing existential anxiety about Canada's future, delivered with satirical tone.
@r1tsa
Mar 4, 2025
Next step: invite PLA to patrol Canada-US border?
Next step: invite PLA to patrol Canada-US border?
Sarcastic comment expressing concern about Chinese military involvement, mixing satire with underlying security anxiety.
@chenhsu3581
Mar 4, 2025
? Canada can't even defend itself
? Canada can't even defend itself
Expresses concern about Canada's defensive capabilities and vulnerability, framing it as a security threat.
@jeffreyswilsonsr5200
Mar 4, 2025
I hope everyone in canada is rolling over in anger from this video.
I hope everyone in canada is rolling over in anger from this video.
Expresses expectation of anger and negative emotional response from Canadians, suggesting alarm about video content.
tinkywinky1995
Jan 27, 2026
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
Expresses existential concern about national decline while thanking the creator, combining alarmism with support for the video's framing.
edwardliu6849
Jan 27, 2026
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Expresses concern about mass immigration's negative consequences while using alarmist language ('poisons the sea').
manblanket
Jan 27, 2026
I mean Canada is also being invaded by Filipinos too 😂
I mean Canada is also being invaded by Filipinos too 😂
Uses the word 'invaded' to describe Filipino immigration with a laughing emoji, blending demographic anxiety with sarcastic tone.
marky_bruh
Feb 7, 2026
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
I saw hindu with 9 kids in my neighborhood
I saw hindu with 9 kids in my neighborhood
Observational comment with implicit demographic anxiety about religious/ethnic groups and family size.
Isaac-qm7nh
Feb 7, 2026
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Expresses concern about physical safety ('watch his back') in response to someone being 'brutally honest,' suggesting fear of retaliation for speaking truth.
androidsupreme
Jan 27, 2026
It‘s gonna be a long four years with that US administration. Biden in the nursing home would have been better.
It‘s gonna be a long four years with that US administration. Biden in the nursing home would have been better.
Expresses anxiety about the duration and difficulty of Trump administration, frames it as a threat period.
@hbarnr.1737
Mar 4, 2025
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Comment expresses concern about demographic change ('temples spreading out') framed as an invasion or takeover, combining identity anxiety with implicit threat perception.
GlombStar
Jan 27, 2026
Canada sounds FÆKED
Canada sounds FÆKED
Expresses alarm about Canada's situation using hyperbolic language suggesting systemic failure or crisis.
Fear / Threat
0.75
hailstormshadow
Feb 7, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)