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
OMG terrible
OMG terrible
Brief negative reaction to video content, expressing disapproval without elaboration; likely responding to immigration-related material.
Fear / Threat
0.65
bnz_info
Jan 28, 2026
you got the kings army to back you up
you got the kings army to back you up
Vague reference to military/state power ('kings army') backing someone, suggesting threat or coercion concerns.
Fear / Threat
0.65
@TheLucidscreamz
Mar 4, 2025
If no government steps in quickly this is going to get million time worse like Jesus said lucky or The Barrens who cannot bear a child and bring it into this world it is only …
If no government steps in quickly this is going to get million time worse like Jesus said lucky or The Barrens who cannot bear a child and bring it into this world it is only going to get worse people worse
Expresses apocalyptic concern about worsening conditions and calls for urgent government intervention, though the comment is somewhat incoherent.
Fear / Threat
0.65
hildaramroop9611
Aug 25, 2025
And tent towns
And tent towns
Brief reference to 'tent towns' suggests concern about homelessness/housing crisis as a threat, though context is minimal.
Fear / Threat
0.60
Jan-fx2ny
Oct 27, 2025
The fatigue is too much now. It's going to be brace time soon.
The fatigue is too much now. It's going to be brace time soon.
Vague expression of exhaustion and ominous prediction ('brace time soon'), suggesting impending conflict or crisis.
Fear / Threat
0.60
Glu103ebola
Aug 25, 2025
This is going to suck
This is going to suck
Vague expression of negative anticipation or concern about future consequences.
Fear / Threat
0.60
@BentGenetics-x1w
Mar 4, 2025
Oh no oh no oh no
Oh no oh no oh no
Expresses alarm or distress, though the vague nature makes it ambiguous whether it's about the video content or immigration itself.
Fear / Threat
0.60
yuki_is_blind
Jan 27, 2026
GOING AFTER MY BROTHERS KEEPERS GANG WHO RUN WITH HA!
GOING AFTER MY BROTHERS KEEPERS GANG WHO RUN WITH HA!
Cryptic reference to gang activity and motorcycle clubs, expressing security or safety concerns though context is unclear.
Fear / Threat
0.60
@TDman6397
Feb 20, 2026
We need Northern ICE
We need Northern ICE
Cryptic reference to 'Northern ICE' (likely Immigration and Customs Enforcement) suggests call for stricter enforcement amid demographic anxiety.
stinkfinger630
Sep 19, 2025
World is getting crazier
World is getting crazier
Vague expression of anxiety about global conditions, though lacks specific immigration focus.
Fear / Threat
0.60
@meouby2
Mar 4, 2025
Putin is dancing around in his palace ?
Putin is dancing around in his palace ?
Speculative, alarmist comment about Putin's geopolitical maneuvering in response to US-Canada tensions, expressing security anxiety.
@vv247
Mar 4, 2025
Lord help us!
Lord help us!
Brief expression of distress and concern, though minimal context makes confidence moderate.
Fear / Threat
0.60
@daisyashfordprayerlive1887
Mar 4, 2025
Ground Zero Nuclear Fallout
Ground Zero Nuclear Fallout
Cryptic reference to catastrophic danger or apocalyptic scenario, likely expressing alarmism about immigration.
Fear / Threat
0.50
henrybear1167
Dec 23, 2025
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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)