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
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got …
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got to go immediately, forcefully and aggressively the individuals that work for the government that we will never know or hear of but make sure that Americans are safe from foreign and domestic terrorist so we may have a peace of mind while we sleep have a job to do godspeed to you.
Commenter expresses security concerns about foreign interference and calls for urgent action against perceived threats.
@FernandoPerez-wb1re
Mar 4, 2025
So much for secure Borders, Trump, time to do better, always suspect the North!
So much for secure Borders, Trump, time to do better, always suspect the North!
Expresses security concerns about borders and frames Canada as a threat ('suspect the North'), with implicit call for stronger border enforcement.
Frosty_Tips_
Feb 7, 2026
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Bie
I will block you.
u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Uses derogatory language and dismissive humor to express negative sentiment toward Indian immigrants, framing them as undesirable.
marcelgorskin7327
Feb 7, 2026
Long term Trump is playing Russian roulette.
Long term Trump is playing Russian roulette.
Metaphorical expression of danger and risk associated with Trump's policies or leadership.
Fear / Threat
0.70
@gogalevus
Mar 4, 2025
Купи нож больше и газовый баллон и пистолет
Купи нож больше и газовый баллон и пистолет
Russian text appearing to reference weapons and violence; likely incitement or threat-related content expressing extreme alarmism.
xasmoy
Feb 8, 2026
The devil is ruining lives.....
The devil is ruining lives.....
Vague expression of threat/danger using religious language ('the devil') without specific policy reference.
@zmack1830
Mar 4, 2025
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to …
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to get much, much worse on all fronts. This is exactly where ignorance, compliance and complacency leads. Enjoy it folks, you have earned it in stripes!
Expresses apocalyptic concern about societal trajectory, compliance, and deteriorating conditions; warns of worsening circumstances ahead.
Fear / Threat
0.70
spectrumofreality
Aug 26, 2025
Trump will smack this little boys bottom. \n\nMark my words he will back down by tomorrow for fear of his financial aid stopping and tariffs doubling. \n\nHow on earth does he expect to resolve the …
Trump will smack this little boys bottom. \n\nMark my words he will back down by tomorrow for fear of his financial aid stopping and tariffs doubling. \n\nHow on earth does he expect to resolve the Ukraine/Russia conflict without talking to Putin?
Expresses alarm about Trump's actions and threats of economic retaliation, with skepticism about conflict resolution.
@DeeDeeDanone
Mar 4, 2025
Breaking up the west is Putins dream. Divide and conquer.
Breaking up the west is Putins dream. Divide and conquer.
Expresses concern about geopolitical division and conflict, invoking Putin as a threat without substantiation.
@Krusty2024
Mar 4, 2025
It's disgusting
It's disgusting
Expresses strong disapproval without elaboration, likely conveying disgust at immigration or demographic change, suggesting underlying anxiety or threat perception.
bradbeard1930
Feb 8, 2026
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Expresses concern about Canada and Europe's future using ominous language about power dynamics.
@juergenernst1320
Mar 4, 2025
OUR BOARDERS ARE MEXCO AND CANIDA IF THEY ALLOW A COUNTRY LIKE CHINA OR RUSSIAN TO USE THEM THE WORLD HATES AMERICA
OUR BOARDERS ARE MEXCO AND CANIDA IF THEY ALLOW A COUNTRY LIKE CHINA OR RUSSIAN TO USE THEM THE WORLD HATES AMERICA
Expresses security anxiety about hostile nations using neighboring countries as threats to America, with vague unsubstantiated claims about geopolitical danger.
@jimmyruiz6175
Mar 4, 2025
The COVID SOB locked people in AB up.
The COVID SOB locked people in AB up.
Makes an inflammatory claim about COVID lockdowns with unclear factual basis, expressing grievance.
lucs6172
Feb 24, 2026
Yeah! You will sell out to China!!
Yeah! You will sell out to China!!
Expresses concern about Canada selling out to China, framing it as a threat/danger resulting from policy decisions.
@terrylansaw-c9h
Mar 4, 2025
The “breaking point” was 5 years ago.
The “breaking point” was 5 years ago.
References a 'breaking point' regarding immigration, implying a threshold of tolerance has been exceeded.
Fear / Threat
0.70
St-e67
Feb 12, 2026
Finding a Trafficker on Instagram is insane bro.
Finding a Trafficker on Instagram is insane bro.
Expresses concern about trafficking danger, though vague and potentially off-topic to immigration discussion.
Fear / Threat
0.70
Humanoidfreak
Feb 13, 2026
Soon we will come to the part when the cannibals start feeling the hunger pains and looking at each other.
Soon we will come to the part when the cannibals start feeling the hunger pains and looking at each other.
Darkly satirical metaphor about societal collapse and cannibalism, expressing apocalyptic anxiety about social breakdown.
@UnscheduledProgram
Mar 4, 2025
Bro is speaking words of war. Stop it bro
Bro is speaking words of war. Stop it bro
Interprets the speech as warlike rhetoric and expresses concern about escalation, framed as a warning to the speaker.
@iankarr7308
Mar 4, 2025
You have crossed our border and made so much free money ? that now it stops good luck in WAR
You have crossed our border and made so much free money ? that now it stops good luck in WAR
Expresses threat and alarm about border crossing and economic consequences, with ominous reference to war.
@tomatoK-z8x
Mar 4, 2025
Graet country USA become BULLY under ? Clown. Russia now is laughing?..Putin cannot control biden but he owned a ? circus where they can watch happily the ???
Graet country USA become BULLY under ? Clown. Russia now is laughing?..Putin cannot control biden but he owned a ? circus where they can watch happily the ???
Expresses alarm about US decline and weakness under current leadership, comparing unfavorably to Russia and using alarmist language.
@kakahiyakanaman7285
Mar 4, 2025
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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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