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
Western must wake up 20 years ago this piss shit down country where ever they go.
Western must wake up 20 years ago this piss shit down country where ever they go.
Expresses alarm about Western decline attributed to immigration, with unclear but alarmist phrasing.
RakeshSharma-il8su
Feb 15, 2026
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
Canada is gonna cave in less than a week or 2. ??
Canada is gonna cave in less than a week or 2. ??
Expresses anxiety that Canada will 'cave in' quickly, suggesting vulnerability and impending collapse under pressure.
Fear / Threat
0.68
@ProssPrean
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
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
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
Too many...
Too many...
Minimal expression suggesting demographic anxiety or concern about immigration volume.
Fear / Threat
0.65
sambearing7687
Feb 28, 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
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
An eye for an eye ? ?
An eye for an eye ? ?
Cryptic reference to retaliatory violence or threat ('an eye for an eye'), expressing potential danger or conflict.
Fear / Threat
0.65
@maryvalen1
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
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
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'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
I warned you
I warned you
Vague warning statement suggesting foreboding or predicted negative consequences.
Fear / Threat
0.65
@Clarencebeeks89
Mar 4, 2025
From Americans to you ??threaten us again.
From Americans to you ??threaten us again.
Warning message expressing concern about American threats to Canada, with implied call for solidarity.
@allen8569
Mar 4, 2025
I cant wait to meet you, and you'll then know whats going to happen
I cant wait to meet you, and you'll then know whats going to happen
Vague threat-like statement suggesting unspecified negative consequences, though context is unclear.
Fear / Threat
0.65
AneeshMedina
Jan 29, 2026
Trump will twist what you are saying and call you and all Canadians as he called Zelenskyy and all the Ukrainians.
Trump will twist what you are saying and call you and all Canadians as he called Zelenskyy and all the Ukrainians.
Warns that Trump will misrepresent and attack Canadians, making an unsubstantiated claim about Trump's behavior pattern.
@chrismeese3666
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
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
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)