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
Trump ?might ? cause 3rd world War ✡️
Trump ?might ? cause 3rd world War ✡️
Expresses alarmist concern about potential global conflict caused by a political figure without substantiation.
@omarali4265
Mar 4, 2025
They're all over canada now!
They're all over canada now!
Expresses demographic anxiety with an alarmist tone about immigrant presence spreading across Canada.
senichitesfay7188
Mar 2, 2026
Import the 3rd world and let it flow 🍃
Import the 3rd world and let it flow 🍃
Expresses demographic anxiety through the phrase 'Import the 3rd world,' suggesting concern about cultural/national dilution.
tariccosta
Oct 9, 2025
12:12 slowly slowly slowly takeover 😂
12:12 slowly slowly slowly takeover 😂
References gradual 'takeover' with emoji, expressing demographic anxiety about immigrant population growth in a semi-joking manner.
xspot-y44
Oct 7, 2025
This is what happens when you see a country that was conquered without a single shot fired looks like.
This is what happens when you see a country that was conquered without a single shot fired looks like.
Uses metaphorical language suggesting conquest and loss of control, expressing demographic anxiety about immigration.
r00dfr00t
Sep 23, 2025
So sad seeing what's happened to Canada.
So sad seeing what's happened to Canada.
Expresses nostalgia and concern about negative changes to Canada, implicitly linked to immigration.
Jack-qk3xv
Jan 27, 2026
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
Expresses alarm about geopolitical shifts and international alliances without substantiation, invoking conspiracy-adjacent language.
@sitran3452
Mar 4, 2025
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 2025
BRAIN ? WASHED AMERIKKKANS DON'T KNOW THIS IS GOING TO HURT THEM.
BRAIN ? WASHED AMERIKKKANS DON'T KNOW THIS IS GOING TO HURT THEM.
Expresses alarm about Americans being harmed by tariffs while using divisive language toward Americans.
@DedrickLucious-d3v
Mar 4, 2025
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Suggests hidden prejudice among interviewed subjects, implying darker sentiments not expressed on camera.
paularized1
Jan 28, 2026
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
Expresses alarm about US takeover of Canada while expressing international solidarity, combining threat perception with supportive framing.
@elizabethmclean5145
Mar 4, 2025
And next month it'll be 50% tariffs to Canada. Have fun.
And next month it'll be 50% tariffs to Canada. Have fun.
Expresses anxiety about future tariffs and economic threat to Canada, presented as a prediction without evidence.
@MassBoost
Mar 4, 2025
Trump has made ruZZia's cruel dick-tator his closest friend, not ours, not our America's, which has not lost its love and appreciation for its neighbors, and especially Canada, its cousin! For some reason, we are …
Trump has made ruZZia's cruel dick-tator his closest friend, not ours, not our America's, which has not lost its love and appreciation for its neighbors, and especially Canada, its cousin! For some reason, we are now governed by a complete psycho moron and his cabal, whose sole interest is $money$, as they value nothing else in life. This is a republican coup. We're sorry and apologize to the world, and especially Ukraine, for this disaster. We hope to be a free nation again one day! Peace, Hope & Love from a dying nation.
Expresses alarm about Trump as a threat to democracy and national stability, using language of crisis and apocalyptic concern.
@GM-cq6ez
Mar 4, 2025
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Expresses concern about personal safety for speaking honestly about immigration, framing it as a threat.
Hecklemysheckel
Jan 27, 2026
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
The comment expresses alarm about caste-based corruption and violence, framing Indian immigrants as a systemic threat based on caste hierarchies.
englishspace94
Feb 10, 2026
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the …
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the third world dragging their impoverished socialist mentality with them.
Expresses demographic anxiety about birth rates and frames immigration from the Global South as a threat carrying 'impoverished socialist mentality.'
quacktuber1051
Sep 21, 2025
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
Expresses anxiety about cultural and religious displacement, framing immigration as a threat to Christian Canadian identity.
romeorozario8700
Feb 23, 2026
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100
Mar 4, 2025
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration. China is strangling the water …
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration.
China is strangling the water from India. Coincidence?
Expresses demographic anxiety about immigration targeting Canada's water resources, with conspiratorial framing about China and India.
Sprinklerman1966
Jan 27, 2026
The cartels are already in the u.s. don't be surprised
The cartels are already in the u.s. don't be surprised
Expresses security anxiety about cartels with an unsubstantiated claim presented as fact without evidence.
@primitivomartinez4887
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)