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
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
Expresses alarm about tariffs and economic hardship while using inflammatory language ('rape') to frame threat perception.
@cuttemoff
Mar 4, 2025
Never trust anyone. Canada lear from this! Only your neighbor can harm you so easily!
Never trust anyone. Canada lear from this! Only your neighbor can harm you so easily!
Expresses distrust and warns of danger from neighbors, reflecting security anxiety and geopolitical concern.
@brunoilobinso3711
Mar 4, 2025
Trump is not only crazzy but really dangerous for all human beings
Trump is not only crazzy but really dangerous for all human beings
Expresses danger and threat concerns about Trump being dangerous to humanity.
@Nombre-n6x
Mar 4, 2025
MAKE NO MISTAKE: TRUMP'S GOAL IS GLOBAL LEADER IN DICTATORSHIP . CRANK: CHINA RUSSIA ASIA (IRAN) NORTH KOREA. TRUMP HAS ABANDONED DEMOCRACY.
MAKE NO MISTAKE: TRUMP'S GOAL IS GLOBAL LEADER IN DICTATORSHIP . CRANK: CHINA RUSSIA ASIA (IRAN) NORTH KOREA. TRUMP HAS ABANDONED DEMOCRACY.
Expresses alarmist claims about Trump's authoritarian ambitions and abandonment of democracy, framed as a dire warning.
@sueschlesinger8152
Mar 4, 2025
Watch TRUMP LATER TONIGHT ONCE HE GOES LIVE.\nHe will again bash CANADA & MEXICO. LIKE THE BULLY TRUMP IS.\nHOPE HE GETS IMPEACHED.
Watch TRUMP LATER TONIGHT ONCE HE GOES LIVE.\nHe will again bash CANADA & MEXICO. LIKE THE BULLY TRUMP IS.\nHOPE HE GETS IMPEACHED.
Characterizes Trump as a bully threatening Canada and Mexico, with an implicit call for impeachment to prevent further harm.
@Rio0444
Mar 4, 2025
As an American I got to say I’m a bit worried
As an American I got to say I’m a bit worried
An American expressing personal anxiety and concern about Trump's actions and their implications, combining lived worry with threat perception.
@terancemartinez6064
Mar 4, 2025
Half of America is under the spell of a mad man.
Half of America is under the spell of a mad man.
Expresses alarm about a political leader's influence over a large population, framing it as a threat or danger.
@GWCarmichael-III
Mar 4, 2025
It is crazy to see how the rest of the world is like what the hell are you doing and then actually living through this shit in real time...?
It is crazy to see how the rest of the world is like what the hell are you doing and then actually living through this shit in real time...?
Expresses alarm and disbelief at the current situation, comparing Canada's experience to global perspective with anxiety.
@ThaneofFalkreath
Mar 4, 2025
Is it possible that Putin and Trump are plotting on Canada? Like a take over
Is it possible that Putin and Trump are plotting on Canada? Like a take over
Expresses security anxiety about a potential takeover plot by foreign leaders, presenting an unverified conspiracy-like claim framed as a threat.
@missnursie9925
Mar 4, 2025
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Makes unsubstantiated claims about coordinated attacks by Trump, Musk, and Putin while expressing existential threat and alarm.
@foxylady9523
Mar 4, 2025
I wish this man was the American president. My American government is scaring me and our lives are falling apart. I stand with Canada and the rest of the sane world. I hope this changes …
I wish this man was the American president. My American government is scaring me and our lives are falling apart. I stand with Canada and the rest of the sane world. I hope this changes soon..
American commenter expresses anxiety about their own government while expressing support for Canadian leadership.
@i_like_blast_beats
Mar 4, 2025
Is this a prelude to invade Canada? After all he wants it to be the 51 state. I hope I am wrong.
Is this a prelude to invade Canada? After all he wants it to be the 51 state. I hope I am wrong.
Expresses anxiety about potential U.S. invasion of Canada and annexation as the 51st state, framed as an unsubstantiated threat scenario.
@osiris_0x7A4
Mar 4, 2025
This prick would take your rights away in a heartbeat.
This prick would take your rights away in a heartbeat.
Expresses fear that Trump would authoritarily suppress rights, framed as a threat to civil liberties.
@dwgstyle6542
Mar 4, 2025
WTF is happening in the world right now. With Starmer Dictating to its own citizens, trying to freeze its pensioners and starve them to death, to have hundreds of thousands homeless british people whilst giving …
WTF is happening in the world right now. With Starmer Dictating to its own citizens, trying to freeze its pensioners and starve them to death, to have hundreds of thousands homeless british people whilst giving free healthcare, homes, iphones, bags of cash etc to 1 million muslims, mostly illegals, geandmothers thrown in jail for a comment on social media, war veterans taken to court for social media posts which was not showing hatred but basicalky stating the obvious.. now Trump losing the plot altogether. Revigorating putins dictatorship, WTF is happening?
Commenter expresses alarm about global political chaos, makes unverified claims about UK immigration and social policies, and compares multiple countries negatively.
@Systemupdate-EFC
Mar 4, 2025
Americans are being deceived by their Leader..........dangerous times ahead.
Americans are being deceived by their Leader..........dangerous times ahead.
Expresses concern about deception and danger posed by American leadership, framing it as a threat.
@edieiyon
Mar 4, 2025
America wake up now before trump destroy. America !
America wake up now before trump destroy. America !
Expresses alarm about Trump destroying America with urgent warning tone.
@rm57t06
Mar 4, 2025
For the love of all that's holy -- it's NOT hard to see that THIS is what Trump wants -- to be allied with Putin. He only does what strokes his ego and his ego …
For the love of all that's holy -- it's NOT hard to see that THIS is what Trump wants -- to be allied with Putin. He only does what strokes his ego and his ego WANTS TO ALLY WITH PUTIN. The sooner everyone else accepts that, the sooner we will be allied internally against this dire threat.
Expresses alarm about Trump's alleged alignment with Putin as a dire threat to internal alliance.
@melanie8028
Mar 4, 2025
We're witnessing the downfall of the USA. Sad to say, but all things considered, in the next 10-15 years USA will be just another large country
We're witnessing the downfall of the USA. Sad to say, but all things considered, in the next 10-15 years USA will be just another large country
Expresses anxiety about US decline and future instability, framed as witnessing a downfall with comparative ranking of nations.
@Betmistrz
Mar 4, 2025
we are so fucked in USA. Please don't take the electricity in New York. We the Americans never dream of this mess, please forgive us❤
we are so fucked in USA. Please don't take the electricity in New York. We the Americans never dream of this mess, please forgive us❤
Expresses anxiety about US situation and appeals for help, combining personal concern with plea for understanding.
@NicolePauna
Mar 4, 2025
Ohh no Canada I’m so scared? What are going to do take away our gun rights like you did to your own citizens? Or just freeze our bank accounts
Ohh no Canada I’m so scared? What are going to do take away our gun rights like you did to your own citizens? Or just freeze our bank accounts
Expresses alarm about potential government overreach (gun rights, bank account freezing) while comparing Canada's policies unfavorably.
@isaiahsaunders7009
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)