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
You can't make a deal with these lunatics.
You can't make a deal with these lunatics.
Brief dismissive statement characterizing negotiating partners as dangerous/irrational, expressing concern about the feasibility of productive engagement.
@Love-k2h8h
Mar 4, 2025
This is disgusting
This is disgusting
Minimal comment expressing strong disapproval without elaboration; likely conveys anxiety or alarm about the video's subject matter.
Fear / Threat
0.65
myhandsspeak1925
Sep 26, 2025
Smelly MFers
Smelly MFers
Dehumanizing slur targeting immigrants with no substantive content, expressing contempt and xenophobic sentiment.
Honorjustice
Jan 27, 2026
The end is coming
The end is coming
Vague apocalyptic statement expressing existential dread or catastrophic anxiety about the future.
Fear / Threat
0.65
andrelacasse8152
Jan 3, 2026
Sad times to Canadians
Sad times to Canadians
Expresses concern or anxiety about Canada's situation without specific details; conveys worry or alarm about current times.
Fear / Threat
0.65
@simphiwelehlohonolo4961
Mar 4, 2025
This is insane
This is insane
Vague expression of alarm or concern about the video's content, suggesting perceived threat or crisis.
Fear / Threat
0.65
jinxytulip4808
Jan 27, 2026
Automatic execution
Automatic execution
Expresses extreme threat/danger sentiment through brief, alarming statement about execution.
Fear / Threat
0.65
jacktreeman6791
Feb 18, 2026
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
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
Too many...
Too many...
Minimal expression suggesting demographic anxiety or concern about immigration volume.
Fear / Threat
0.65
sambearing7687
Feb 28, 2026
Booo hoooo. Part of the world new order, goto hell Canada.
Booo hoooo. Part of the world new order, goto hell Canada.
Expresses dismissive hostility toward Canada and references unsubstantiated 'new world order' conspiracy theory.
@IsraelUri-y7k
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
I meant invade Canada from the Arctic
I meant invade Canada from the Arctic
References military invasion threat against Canada, likely satirical but expresses threat framing.
@BrennaCarbonell
Mar 4, 2025
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
Canada about ro add to the Geneva checklist
Canada about ro add to the Geneva checklist
Cryptic reference to Geneva Convention violations suggesting Canada faces serious threat or humanitarian crisis, possibly with dark humor intent.
@LordBluFire
Mar 4, 2025
I hate those rats
I hate those rats
Dehumanizing language expressing negative sentiment toward a group, likely referencing immigrants as pests/vermin.
prospects0007
Feb 6, 2026
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
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
I warned you
I warned you
Vague warning statement suggesting foreboding or predicted negative consequences.
Fear / Threat
0.65
@Clarencebeeks89
Mar 4, 2025
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
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)