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
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
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
Automatic execution
Automatic execution
Expresses extreme threat/danger sentiment through brief, alarming statement about execution.
Fear / Threat
0.65
jacktreeman6791
Feb 18, 2026
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
i dont like this!
i dont like this!
Brief expression of disapproval and concern about current situation.
Fear / Threat
0.65
@mtrider458
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
ITS. NATURAL 😮 LESS PEOPLE 😮MORE FRIENDLY 🎉MORE PEOPLE MORE PROBLEMS 😂😂😂
ITS. NATURAL 😮 LESS PEOPLE 😮MORE FRIENDLY 🎉MORE PEOPLE MORE PROBLEMS 😂😂😂
Expresses demographic anxiety about population growth causing social problems, framed with casual humor but conveying underlying concern.
khananwar5014
Sep 15, 2025
A shit whole
A shit whole
Brief derogatory statement expressing negative sentiment toward a place, likely referring to demographic or cultural concerns.
Fear / Threat
0.65
nightrider9376
Jan 28, 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
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
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 warned you
I warned you
Vague warning statement suggesting foreboding or predicted negative consequences.
Fear / Threat
0.65
@Clarencebeeks89
Mar 4, 2025
And they speak more than two languages this is so so sad?
And they speak more than two languages this is so so sad?
Expresses concern or alarm about multilingualism among immigrants, framed as negative.
Fear / Threat
0.65
@anamariafurtado7574
Mar 4, 2025
Supposed to happen. Read your Bible. I mean come on.. I’m not even educated and I can see between the lines. beware of actions
Supposed to happen. Read your Bible. I mean come on.. I’m not even educated and I can see between the lines. beware of actions
Expresses vague warnings about future consequences based on religious interpretation without specific evidence.
@billymosley248
Mar 4, 2025
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
Its the start the world has had enough.
Its the start the world has had enough.
Vague expression of alarm about a global turning point ('the world has had enough'), suggesting anxiety about impending change or crisis.
Fear / Threat
0.65
@cheetos1768
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
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
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
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
References nuclear weapons as implicit threat/security concern while comparing geopolitical positions between nations.
@DeathstarMXR
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)