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
Nothing makes sense of that! \nCanada ?? ? Murderous doesn't sound good! Canada ?? ?
Nothing makes sense of that! \nCanada ?? ? Murderous doesn't sound good! Canada ?? ?
Expresses alarm and concern about Canada's character or actions, with vague accusatory language suggesting danger.
@JasonMcdonald-jr4zv
Mar 4, 2025
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
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Expression of anxiety about economic hardship and inequality under Trump's leadership, with implicit comparison to Canada.
@davidhale5106
Mar 4, 2025
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
References ICE presence at borders as a threat indicator and uses urgent language ('wake up') to express demographic/security anxiety.
LawrenceKent-pr6hl
Feb 18, 2026
Earth cancer cells
Earth cancer cells
Uses dehumanizing metaphor comparing immigrants to disease, expressing existential threat.
rocksiu
Jan 28, 2026
Islam is driving out Indians form India. Islam is the problem worldwide.
Islam is driving out Indians form India. Islam is the problem worldwide.
Expresses religious-based threat narrative and makes sweeping generalizations about Islam as a global problem, combining fear-mongering with misinformation.
jasperowens
Jan 28, 2026
Americans Citizens how do U like Agent?,V?,mus?&GOP Trifecta(Congress, Senate, POTUS?)+biased SCOTUS in less than 6weeks have ENACTED CHAOS @ Project 2025 GOP COUP firing/destroying from Within USA CITIZENS&hurting/losing ALLIES WORLD WIDE!!!?+GOP minions have decimated America.???
Americans Citizens how do U like Agent?,V?,mus?&GOP Trifecta(Congress, Senate, POTUS?)+biased SCOTUS in less than 6weeks have ENACTED CHAOS @ Project 2025 GOP COUP firing/destroying from Within USA CITIZENS&hurting/losing ALLIES WORLD WIDE!!!?+GOP minions have decimated America.???
Expresses alarm about political chaos and national destruction, with identity-based framing of political opposition as a threat to the nation.
@bonniewilliams8743
Mar 4, 2025
Your preaching to the choir, we are DOOMED to permanent Liberal ideology here in Canada
Your preaching to the choir, we are DOOMED to permanent Liberal ideology here in Canada
Expresses hopelessness about political change and frames the nation as ideologically captured, combining fatalism with partisan concern.
szylak
Feb 17, 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
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Comment expresses alarm about a separatist movement allegedly using Canada as a base, combining threat rhetoric with unsubstantiated claims.
DosDosDosDosDos787
Jan 28, 2026
I wonder how long before we are begging Canada to save us from this dictator.
I wonder how long before we are begging Canada to save us from this dictator.
Expresses anxiety about authoritarian threat and seeks reassurance, combining fear-based rhetoric with implicit questioning.
@brycemandy33
Mar 4, 2025
Im shocked at those videos being in Canada !!
Im shocked at those videos being in Canada !!
Expresses shock and concern about criminal activity occurring in Canada, suggesting security threat.
Fear / Threat
0.75
gw7120
Feb 18, 2026
USA people, your country is being destroyed by just one mindless individual using telling lies as a weapon.
USA people, your country is being destroyed by just one mindless individual using telling lies as a weapon.
Expresses alarm about national destruction caused by Trump's dishonesty, combining threat perception with moral critique.
@JosephTaymen
Mar 4, 2025
Nah you shoulda blurred bike guy he's going to get arrested in that Communist state
Nah you shoulda blurred bike guy he's going to get arrested in that Communist state
Expresses concern about arrest in a 'Communist state' (Canada), combining alarmism with hyperbolic political framing.
JamesScrote
Jan 28, 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
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
Frozen shit hole of canada 😂 worst dirty people..dingle berry ass dry wipers 😂😂
Frozen shit hole of canada 😂 worst dirty people..dingle berry ass dry wipers 😂😂
Uses crude humor and insults to express negative sentiment about Canada and its people, with underlying xenophobic tone.
asinh1100
Jan 29, 2026
I hate them joking about there being too many of them
I hate them joking about there being too many of them
Expresses disapproval of jokes about demographic concerns, reflecting anxiety about immigration numbers.
MOLTEN_IMP
Jan 29, 2026
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Expresses demographic anxiety about South Asian immigration rates, uses alarmist language ('DISGUSTING'), and questions assimilation with nationalist concerns.
summonstormx
Jan 28, 2026
Canada will work for china soon
Canada will work for china soon
Vague alarmist claim about geopolitical threat without evidence; expresses anxiety about national sovereignty.
Footwork23360
Feb 11, 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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