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
You are a puppet and you will be put on the shelf or in a box.
You are a puppet and you will be put on the shelf or in a box.
Cryptic threat or alarmist language suggesting political marginalization or removal from power.
Fear / Threat
0.75
@joshuahouck-qx3zd
Mar 4, 2025
What Trump is doing is smoke and mirrors. He thinks these news reports from CNN are fake news. These things are distrations. He thinks his followers believe he is truly making America great. The Nazis …
What Trump is doing is smoke and mirrors. He thinks these news reports from CNN are fake news. These things are distrations. He thinks his followers believe he is truly making America great. The Nazis are running, i mean ruining this country
Expresses alarm about Trump's governance and makes inflammatory comparisons to Nazis, combining threat rhetoric with unsubstantiated characterizations.
@DavidPerry-l4w
Mar 4, 2025
when we become American ice will get rid of the ones that should not be here probably half
when we become American ice will get rid of the ones that should not be here probably half
Expresses anxiety about future American governance removing immigrants, framed as demographic threat and demographic replacement concern.
glenblack779
Sep 27, 2025
O my they are good pepole but is too many of them
O my they are good pepole but is too many of them
Expresses concern about immigration volume while acknowledging immigrants' character, framing demographic change as a threat.
elizabethpaszczynski9404
Jan 29, 2026
Not only Brampton. Every other city too. Look around
Not only Brampton.
Every other city too.
Look around
Vague warning about demographic changes across multiple Canadian cities, expressing demographic anxiety.
sandroandoes4787
Jan 29, 2026
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
This is insane
This is insane
Expression of alarm and concern about a situation, conveying anxiety without specific details.
Fear / Threat
0.75
@mfg587
Mar 4, 2025
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
An alarmist statement predicting societal collapse and third-world conditions without substantiation, expressing demographic and infrastructure anxiety.
@daudakamara728
Mar 4, 2025
Watch after a few weeks, Canada will start crying like a baby ????
Watch after a few weeks, Canada will start crying like a baby ????
Predicts Canada will capitulate under pressure, expressing skepticism and concern about Canada's resilience in the dispute.
@Limitless115
Mar 4, 2025
Who the heck is running this country? It’s just so sad.
Who the heck is running this country? It’s just so sad.
Expresses dismay and concern about national governance without specific policy details, leaning toward emotional alarm rather than substantive critique.
Minnie-m5s
Feb 17, 2026
MAGA people are so delusional voting for this. U.S. is screwed and dictatorship is creeping in
MAGA people are so delusional voting for this. U.S. is screwed and dictatorship is creeping in
Expresses alarm about U.S. political direction and authoritarian threat, framed through partisan identity criticism.
@er5507
Mar 4, 2025
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Comment expresses concern about demographic change ('temples spreading out') framed as an invasion or takeover, combining identity anxiety with implicit threat perception.
GlombStar
Jan 27, 2026
Trump is speed running a recession to be used as a pretext to more awful shit. \n\nWatch this unfold quickly.
Trump is speed running a recession to be used as a pretext to more awful shit. \n\nWatch this unfold quickly.
Warns of economic recession and suggests it will be used as pretext for harmful policies, expressing alarm about Trump's intentions.
@EJH_1138
Mar 4, 2025
Make that make sense... Okay put your money where your mouth is... You don't want to help Russia make Canada the 51st state. Anything else is lip service
Make that make sense... Okay put your money where your mouth is... You don't want to help Russia make Canada the 51st state. Anything else is lip service
Expresses concern about Russia and Canada becoming a US state, framing it as a threat while questioning sincerity of support.
@Acesonly00
Mar 4, 2025
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
I hope everyone in canada is rolling over in anger from this video.
I hope everyone in canada is rolling over in anger from this video.
Expresses expectation of anger and negative emotional response from Canadians, suggesting alarm about video content.
tinkywinky1995
Jan 27, 2026
You wait till the wars all start, I said it here first. ?
You wait till the wars all start, I said it here first. ?
Predicts future wars without evidence, expressing alarmist concern about escalating conflict.
@BellaPalmer-l5p
Mar 4, 2025
Visit BC Canada its even worse there.
Visit BC Canada its even worse there.
Expresses alarm about immigration conditions in another Canadian region, suggesting escalating demographic or social problems.
StevenStone-x5f
Jan 27, 2026
These European really about to start world war 3 !!!
These European really about to start world war 3 !!!
Expresses alarmist concern about escalating conflict while making an unsubstantiated claim about European actions causing war.
@Tribeofisrael1619
Mar 4, 2025
Should check out the Indian invasion on the trucking industry while you're here lol
Should check out the Indian invasion on the trucking industry while you're here lol
Uses sarcasm to express concern about Indian representation in the trucking industry, framing it as a demographic threat.
RylanStrongman
Jan 27, 2026
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)