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
Not normal at all!!
Not normal at all!!
Brief expression of alarm about abnormal or concerning circumstances without elaboration.
Fear / Threat
0.68
@sherrylopez6923
Mar 4, 2025
3rd world country in the making
3rd world country in the making
Predicts Canada's decline to third-world status, expressing demographic and cultural anxiety without supporting evidence.
1marcelfilms
Sep 20, 2025
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
Makes sweeping negative generalizations about a region and attacks a named individual with inflammatory language.
kevinolesik1500
Feb 27, 2026
Only 25%, what's the problem, causeing Canadian getting crazy!
Only 25%, what's the problem, causeing Canadian getting crazy!
References a statistic (25%) without context and expresses alarm about Canadians becoming 'crazy,' conveying demographic or social anxiety.
@dapnlee
Mar 4, 2025
We should just take over Canada!
We should just take over Canada!
Expresses territorial threat/conquest rhetoric, though tone suggests possible sarcasm or dark humor.
@ImDatGuy73
Mar 4, 2025
Spiritual stuff. Sorry. Overlords.
Spiritual stuff. Sorry. Overlords.
Vague reference to 'overlords' suggests conspiratorial thinking and anxiety about hidden power structures.
Fear / Threat
0.65
@Marcus-rg7bg
Mar 4, 2025
I’m telling you this it’s gonna hurt you more than us and see us “hurt” wym by those comments?
I’m telling you this it’s gonna hurt you more than us and see us “hurt” wym by those comments?
Vaguely expresses concern about negative consequences ('gonna hurt you'), though the comment is unclear and fragmented.
Fear / Threat
0.65
@JesusCaboose
Mar 4, 2025
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
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
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
OK american to canada for gang stalk need to leave
OK american to canada for gang stalk need to leave
Expresses security concern about Americans engaging in 'gang stalking' in Canada, though the claim is vague and unsubstantiated.
LiliLadouce
Dec 8, 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
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
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
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
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
Eat it canada ??♀️ too long and no more
Eat it canada ??♀️ too long and no more
Expresses concern or alarm about Canada's situation with dismissive language, suggesting demographic or political anxiety.
@victorgoodluck7843
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
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)