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
Canadas last gasp ???
Canadas last gasp ???
Cryptic phrase suggesting existential concern or decline for Canada, expressing anxiety about the nation's future.
Fear / Threat
0.65
@peterthepakeha2799
Mar 5, 2025
Poor Canada...
Poor Canada...
Vague expression of concern or alarm about Canada's situation, suggesting a threat or problem without specifics.
Fear / Threat
0.65
guillee112
Oct 15, 2025
Tip of iceburg
Tip of iceburg
Suggests the current situation is only the beginning of a larger problem, implying escalating threat.
Fear / Threat
0.65
@DeanDenver
Feb 19, 2026
This is sad.
This is sad.
Minimal expression of concern or disapproval about the video topic, likely referencing immigration-related anxiety.
Fear / Threat
0.65
V1ll11
Feb 9, 2026
it's too much
it's too much
Vague expression of concern or alarm about immigration levels without specific justification.
Fear / Threat
0.65
HondaK24A
Oct 2, 2025
And it is the WHOLE country
And it is the WHOLE country
Vague alarmist statement suggesting a widespread threat affecting the entire country, though context is unclear.
Fear / Threat
0.65
Digitalsurfer265
Jan 27, 2026
It is going to be a wild 4 years. ?from ??
It is going to be a wild 4 years. ?from ??
Expression of anxiety about an uncertain future with vague alarmist tone, though context is unclear.
Fear / Threat
0.65
@willtuckey3424
Mar 4, 2025
It's hilarious they keep being flabbergasted about Trump doing things that their enemies want, because that's exactly who he is working for. He does not care about Americans or Canadians or anyone at all except …
It's hilarious they keep being flabbergasted about Trump doing things that their enemies want, because that's exactly who he is working for. He does not care about Americans or Canadians or anyone at all except his cronies and his group of Russian-led oligarchs, and making themselves all even richer than they already are off the backs of the working classes everywhere. He is working for the enemy, which is precisely why it looks for all the world like he's working for he enemy. Figure it out!
Expresses alarm about Trump working for Russian oligarchs and enemies, combining conspiracy-like claims with threat framing.
@PinataOblongata
Mar 4, 2025
We’ll see who needs who
We’ll see who needs who
Cryptic statement suggesting future conflict or dependency reversal, implying threat or demographic anxiety.
@LuisSalazar-t6c
Mar 4, 2025
Trade war..first stage to invade one country
Trade war..first stage to invade one country
Expresses alarmist concern that trade conflict could escalate to military invasion, presenting speculative threat.
@LarryMendaros
Mar 4, 2025
This is insane.
This is insane.
Brief expression of alarm or concern about the situation, though context is ambiguous regarding what is 'insane.'
Fear / Threat
0.65
@RebekahCurielAlessi
Mar 4, 2025
whoever still wanna go to there and Canadian. Deserved that.
whoever still wanna go to there and Canadian. Deserved that.
Implies Canadians who travel to USA deserve negative consequences, expressing threat/danger sentiment.
Fear / Threat
0.65
xiuhtezcatl8161
Dec 8, 2025
It's simply disgusting
It's simply disgusting
Expresses strong disapproval without elaboration, likely indicating anxiety or alarm about immigration but lacking specificity.
Fear / Threat
0.65
sguazzony3630
Jan 27, 2026
Absolutely disgusting
Absolutely disgusting
Minimal expression of strong disapproval; likely refers to immigration-related concerns but lacks specific content for confident classification.
Fear / Threat
0.65
largebrain
Nov 6, 2025
It's too late!
It's too late!
Vague expression of alarm or inevitability regarding immigration situation, conveying anxiety without specifics.
Fear / Threat
0.65
YT2go4me
Feb 10, 2026
Automatic execution
Automatic execution
Expresses extreme threat/danger sentiment through brief, alarming statement about execution.
Fear / Threat
0.65
jacktreeman6791
Feb 18, 2026
This is crazy and unbelievable!
This is crazy and unbelievable!
Expresses alarm and disbelief about immigration situation without specific claims or evidence.
Fear / Threat
0.65
aveeng9648
Nov 21, 2025
Let's see how far canada gets playing this game
Let's see how far canada gets playing this game
Expresses skepticism and concern about Canada's ability to succeed, implying potential negative outcomes from current approach.
Fear / Threat
0.65
@jonlybonly9843
Mar 5, 2025
Want Canada to cut your power off ??? We will if trump gets nastier
Want Canada to cut your power off ??? We will if trump gets nastier
Expresses a threat or warning about potential consequences if Trump escalates, framed as a deterrent.
@Sunshine22896
Mar 4, 2025
You better watch what your saying about UNITED STATES President . You don't want to look in the sky and the stars falling.
You better watch what your saying about UNITED STATES President . You don't want to look in the sky and the stars falling.
Cryptic warning about consequences for criticizing the US President, expressing threat/danger with apocalyptic imagery.
@bjireton
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)