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
Mayfield Rd is the borderline, and it's seeping into Bolton
Mayfield Rd is the borderline, and it's seeping into Bolton
Expresses concern about demographic change spreading geographically, using spatial metaphors to convey anxiety about immigration's expansion.
Fear / Threat
0.68
peterjanjanin9883
Sep 20, 2025
The more this guy talks the more he unleashes the beast? USA would not need Canada with trump. Don’t get lured into this guys rhetoric ?
The more this guy talks the more he unleashes the beast? USA would not need Canada with trump. Don’t get lured into this guys rhetoric ?
Expresses concern about being 'lured' by rhetoric and warns of negative consequences, combining alarmism with skepticism of policy messaging.
@kevincamilleri1695
Mar 4, 2025
WELL ALL THIS IS SLOWLY LEADING TO TREASON AS SOMEONE PUT IT.SIDING WITH OUR ENEMIES.GIVING THEM ALL THE POWER TO DESTROY OUR NATION.TAKING AWAY ALL SECURITY PROTECTING OUR COUNTRY IS PROTED .FROM.FROM CYBER TO EVERYTHING …
WELL ALL THIS IS SLOWLY LEADING TO TREASON AS SOMEONE PUT IT.SIDING WITH OUR ENEMIES.GIVING THEM ALL THE POWER TO DESTROY OUR NATION.TAKING AWAY ALL SECURITY PROTECTING OUR COUNTRY IS PROTED .FROM.FROM CYBER TO EVERYTHING ELSE.GOOD JOB TRUMP.
Expresses alarm about national security threats and alleged betrayal, with unsubstantiated claims about cyber threats and treason.
@brookgreen6530
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
Trade war..first stage to invade one country
Trade war..first stage to invade one country
Expresses alarmist concern that trade conflict could escalate to military invasion, presenting speculative threat.
@LarryMendaros
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
whoever still wanna go to there and Canadian. Deserved that.
whoever still wanna go to there and Canadian. Deserved that.
Implies Canadians who travel to USA deserve negative consequences, expressing threat/danger sentiment.
Fear / Threat
0.65
xiuhtezcatl8161
Dec 8, 2025
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
References nuclear weapons as implicit threat/security concern while comparing geopolitical positions between nations.
@DeathstarMXR
Mar 4, 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
This is insane.
This is insane.
Brief expression of alarm or concern about the situation, though context is ambiguous regarding what is 'insane.'
Fear / Threat
0.65
@RebekahCurielAlessi
Mar 4, 2025
We’ll see who needs who
We’ll see who needs who
Cryptic statement suggesting future conflict or dependency reversal, implying threat or demographic anxiety.
@LuisSalazar-t6c
Mar 4, 2025
This is crazy and unbelievable!
This is crazy and unbelievable!
Expresses alarm and disbelief about immigration situation without specific claims or evidence.
Fear / Threat
0.65
aveeng9648
Nov 21, 2025
THEY TAKE EVERYTHING
THEY TAKE EVERYTHING
Vague expression of threat or loss ('THEY TAKE EVERYTHING') suggesting demographic or resource anxiety.
Fear / Threat
0.65
thatnativejustnative6271
Sep 8, 2025
And it is the WHOLE country
And it is the WHOLE country
Vague alarmist statement suggesting a widespread threat affecting the entire country, though context is unclear.
Fear / Threat
0.65
Digitalsurfer265
Jan 27, 2026
Poor Canada...
Poor Canada...
Vague expression of concern or alarm about Canada's situation, suggesting a threat or problem without specifics.
Fear / Threat
0.65
guillee112
Oct 15, 2025
Sad times to Canadians
Sad times to Canadians
Expresses concern or anxiety about Canada's situation without specific details; conveys worry or alarm about current times.
Fear / Threat
0.65
@simphiwelehlohonolo4961
Mar 4, 2025
I am so done
I am so done
Brief expression of exhaustion and frustration, likely in response to immigration-related content, suggesting emotional distress or alarm.
Fear / Threat
0.65
Nationrising1
Aug 25, 2025
Automatic execution
Automatic execution
Expresses extreme threat/danger sentiment through brief, alarming statement about execution.
Fear / Threat
0.65
jacktreeman6791
Feb 18, 2026
It's too late!
It's too late!
Vague expression of alarm or inevitability regarding immigration situation, conveying anxiety without specifics.
Fear / Threat
0.65
YT2go4me
Feb 10, 2026
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
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)