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
women are not safe anymore i brampton. r@pes are sky rocketing
women are not safe anymore i brampton. r@pes are sky rocketing
Makes unsubstantiated claim about rising sexual assault rates in Brampton linked to immigration, expressing security anxiety.
divyaptl-lg7oo
Dec 28, 2025
Wait til you go to central California it’s all India
Wait til you go to central California it’s all India
Expresses alarm about demographic change by comparing California's Indian population to Canada's situation.
Weasel1432
Feb 4, 2026
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Anticipates threats and conflict directed at the creator, expressing concern about backlash and free speech suppression.
lukewenberg4271
Jan 27, 2026
0:49 TOO MUCH INDIANS IN CANADA MY HOME HONEY GET THE MOOSE GUN WERE GONNA NEED IT
0:49 TOO MUCH INDIANS IN CANADA
MY HOME
HONEY GET THE MOOSE GUN WERE GONNA NEED IT
Expresses demographic anxiety about Indian immigration using exaggerated humor and violent imagery ('moose gun'), framing it as an invasion threat.
Adrianokingslyprentice5435
Jan 27, 2026
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
Canadian commenter expresses alarm about American political leadership as an existential threat to American values and stability.
@zedtradertoronto158
Mar 4, 2025
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Expresses catastrophic threat scenario (supervolcano) and warns of consequences for allies, combining disaster anxiety with comparative framing.
@danielnavarro8569
Mar 4, 2025
Air India happened decades ago Canada was fucked back then by this country and culture
Air India happened decades ago Canada was fucked back then by this country and culture
References historical incident to express long-standing cultural threat and national decline.
andybee3785
Feb 4, 2026
Guy on the bike isn't kidding about the shelters. My ex is Canadian and her friends couldn't live in them because of how overfilled they are with those people.
Guy on the bike isn't kidding about the shelters. My ex is Canadian and her friends couldn't live in them because of how overfilled they are with those people.
Uses anecdotal evidence to support concerns about shelter overcrowding, framing immigrants as a problem ('those people').
ColeClaussen-t3i
Mar 1, 2026
Hope this video shows how garbage this country has become
Hope this video shows how garbage this country has become
Expression of alarm and negative sentiment about Canada's condition, framed as decline.
xqisnt
Jan 27, 2026
If India's full of such intelligent people, why aren't they one of the most advanced countries in the world. Why don't they at least google Canadian hygiene when they come over here.
If India's full of such intelligent people, why aren't they one of the most advanced countries in the world.
Why don't they at least google Canadian hygiene when they come over here.
Expresses xenophobic concerns about Indian immigrants' hygiene and intelligence, framing them as a threat to Canadian standards.
ArtemisGreyson
Feb 7, 2026
Canadians have hit a breaking point !!!!
Canadians have hit a breaking point !!!!
Expresses alarm and demographic anxiety about Canadians reaching a breaking point over immigration, using emphatic punctuation.
sc00bs63
Jan 19, 2026
American are not friends anymore.... people in all around the world trump is going war so stand up for your country
American are not friends anymore.... people in all around the world trump is going war so stand up for your country
Expresses alarm about war and geopolitical danger, framing Americans as threats and urging national solidarity against external threats.
@ck-ym9zs
Mar 4, 2025
I started speaking Hindu years ago without realizing it 😢
I started speaking Hindu years ago without realizing it 😢
Personal anecdote expressing concern about cultural/linguistic change in Canada, framed with distress emoji indicating demographic anxiety.
MatthewDavidDobbs
Jan 20, 2026
STUPID QUESTION. I DID WE GET TO THIS POINT. SMH. WE NEED THEM TO GO BACK
STUPID QUESTION.
I DID WE GET TO THIS POINT.
SMH.
WE NEED THEM TO GO BACK
Expresses alarm about immigration levels and demands immigrants leave, using all-caps for emphasis on perceived threat.
kaylarotham8019
Jan 19, 2026
Biological weapon......
Biological weapon......
Uses inflammatory language characterizing immigration as a threat/weapon without substantiation.
moehteguh
Dec 27, 2025
Get conquered peacefully. This is what suicidal empathy does to countries.
Get conquered peacefully. This is what suicidal empathy does to countries.
Expresses existential threat to national identity through metaphor of conquest and frames immigration as national self-harm.
mm27567
Dec 24, 2025
Let’s go to America and get treated like we’re criminals. Yea no thank you I’ll pass.
Let’s go to America and get treated like we’re criminals. Yea no thank you I’ll pass.
Expresses concern about being treated as a criminal at the border and announces refusal to travel based on this threat perception.
ryans413
Dec 10, 2025
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and …
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and beautiful countries to visit.
Expresses security anxiety by comparing a country to Nazi Germany and detention centers, using alarmist language about danger.
philrodriguez8498
Dec 9, 2025
I voted for this idiot guy 3 times, now I wish that bullet didn't miss back in July.
I voted for this idiot guy 3 times, now I wish that bullet didn't miss back in July.
References a violent assassination attempt, expressing extreme political dissatisfaction through violent rhetoric.
Fear / Threat
0.80
@Apaul6857
Mar 4, 2025
But here in the US, our leadership will try and try to ruin us taxpaying citizens. They want us begging.
But here in the US, our leadership will try and try to ruin us taxpaying citizens. They want us begging.
Expresses anxiety about government intentions to harm taxpayers and create economic hardship, framing leadership as adversarial.
@SoapBoxYes
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)