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
We don’t want this either. It’s too bad that half of our government is allowing this dictator to operate unchecked. \n\nTrump never cared about American families. Let his supporters lose their jobs and homes and …
We don’t want this either. It’s too bad that half of our government is allowing this dictator to operate unchecked. \n\nTrump never cared about American families. Let his supporters lose their jobs and homes and everything they worked for. Of course when they’re too tired from being beat down, they won’t have the energy to do anything
Expresses alarm about Trump's authoritarian governance and predicts harmful consequences for his supporters.
@Tamara-id1pe
Mar 4, 2025
Canada is full.
Canada is full.
Assertion that Canada is at capacity expresses demographic anxiety and resource scarcity concerns.
computermech
Jan 3, 2026
In the line of the White House Madness, I expect that Trump now will raise the tariffs again with 25%.....For him the World is the enemy. No matter of they are allies or foe's... Connecting …
In the line of the White House Madness, I expect that Trump now will raise the tariffs again with 25%.....For him the World is the enemy. No matter of they are allies or foe's... Connecting with Putin? That will not last, watch and see...
Expresses anxiety about Trump raising tariffs and treating the world as enemies, framing him as a threat to international relations.
@madelief47
Mar 4, 2025
What will this all lead to a world recession.
What will this all lead to a world recession.
Expresses anxiety about economic consequences (recession) resulting from policy decisions.
@michaela4024
Mar 4, 2025
Jesus man, even the indians think theyre are too many of their own people in canada, holy shit..
Jesus man, even the indians think theyre are too many of their own people in canada, holy shit..
Expresses demographic anxiety by citing alleged agreement from within the Indian community itself, amplifying concerns about ethnic saturation in Canada.
Defoanoob
Jan 27, 2026
Wow, Putin must be gleefully rubbing his little slimy hands now. Divide and conquer.
Wow, Putin must be gleefully rubbing his little slimy hands now. Divide and conquer.
Expresses geopolitical anxiety and division concerns, framed as an unsubstantiated threat narrative about foreign manipulation.
@il42
Mar 4, 2025
Keep deporting the bad actors. The ones here getting into their cultural crimes deport , deport , deport. No more chanting death to Canada! They are not ever going to integrate.
Keep deporting the bad actors. The ones here getting into their cultural crimes deport , deport , deport. No more chanting death to Canada! They are not ever going to integrate.
Expresses security concerns about cultural crimes and integration failure, with demographic anxiety about national identity.
kerrytoby7041
Dec 26, 2025
This is happening across ALL of Canada. 🇨🇦 🇮🇳
This is happening across ALL of Canada. 🇨🇦 🇮🇳
Expresses concern about widespread immigration across Canada with flag imagery suggesting demographic anxiety or alarmism.
kamwo183
Jan 27, 2026
From a guy having his hometown invaded, thank you Tyler for bringing this to a wider audience
From a guy having his hometown invaded, thank you Tyler for bringing this to a wider audience
First-person account framed as experiencing hometown invasion, expressing anxiety about demographic or cultural change.
holmesey2000
Jan 27, 2026
They are here to destroy our Country to bring in globalism.
They are here to destroy our Country to bring in globalism.
Expresses existential threat ('destroy our Country') and makes unverified conspiratorial claim about globalism without evidence.
7thswan207
Aug 26, 2025
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
Expression of concern about a political figure's threat to NATO and alleged foreign allegiance, framing as danger.
@mattbravo5920
Mar 4, 2025
Oh this is just words. I do not believe any of it We are overpopulated and they are still coming in.
Oh this is just words. I do not believe any of it
We are overpopulated and they are still coming in.
Expresses demographic anxiety about overpopulation and skepticism toward government claims, framing immigration as a threat.
AverageJoe-vx5xs
Dec 28, 2025
Americans do not be fooled Trump and his group of spinless Republicans propaganda have come against US Americans and Trump is aligning with Putins agenda. You are fooling yourself if you cannot see or hear …
Americans do not be fooled Trump and his group of spinless Republicans propaganda have come against US Americans and Trump is aligning with Putins agenda. You are fooling yourself if you cannot see or hear this happening. Wake up,
Expresses alarm about Trump's alignment with Putin and urges Americans to recognize the danger, combining threat perception with a call to awareness.
@juliejennings6998
Mar 4, 2025
I lived in Toronto in the mid 90s, big mistake letting the Somalis in, now they hring this in? 😢 Seriously, we should shell Ottawa.
I lived in Toronto in the mid 90s, big mistake letting the Somalis in, now they hring this in?
😢
Seriously, we should shell Ottawa.
Personal account of living in Toronto combined with ethnic targeting of Somalis and violent rhetoric, expressing demographic and security anxiety.
GardenerEarthGuy
Jan 27, 2026
When the sink is full do you A) keep the tap on, or B) turn the tap off? Canada is the sink in case you can't make it out...
When the sink is full do you A) keep the tap on, or B) turn the tap off? Canada is the sink in case you can't make it out...
Uses metaphor of an overflowing sink to express demographic anxiety about immigration capacity, with sarcastic tone.
nonamehere-nope
Jan 22, 2026
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
The fall of the US has begun
The fall of the US has begun
Expresses alarmism about American decline, framed as existential threat.
@KevinAmorim13
Mar 4, 2025
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
The world will have a new leader for the free and not misinformed world if this Elon/Trump show continues.\nThe USA is historically divided and has historically bad friends in the world.
The world will have a new leader for the free and not misinformed world if this Elon/Trump show continues.\nThe USA is historically divided and has historically bad friends in the world.
Expresses alarm about the Elon/Trump situation threatening global leadership while comparing USA's historical divisions and international standing negatively.
@Simon89Jeppesen
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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