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
Search & Filter
Fear / Threat
3,873 comments
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
Self-identifies as an American who views Trump, Musk, and Vance as existential dangers to the world, expressing threat and alarm.
@sadiegirl
Mar 4, 2025
Trmp is off his rocker and clearly serving ptns intentions of destroying America within.
Trmp is off his rocker and clearly serving ptns intentions of destroying America within.
Expresses alarm about threats to America from within, using language of danger and conspiracy.
Fear / Threat
0.80
@KarlFullerNZ
Mar 4, 2025
Trump is taking us to the bottom of the pit
Trump is taking us to the bottom of the pit
Expresses alarm about Trump's leadership leading to national decline, framing it as an existential threat.
@mariselakatsapis430
Mar 4, 2025
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Expresses security/threat concerns about foreign interference and calls for stopping political figures, rooted in perceived danger.
@susanledoux5237
Mar 4, 2025
From Denmark: You asked for it, and you're going to regret it bitterly.
From Denmark: You asked for it, and you're going to regret it bitterly.
International perspective warning of negative consequences for Canada, expressing concern about future regret and hardship.
@larsHenkel
Mar 4, 2025
canada will be invaded if they keep this up
canada will be invaded if they keep this up
Commenter expresses alarmist concern about military invasion as a consequence of current policies, presenting an unsubstantiated threat scenario.
@eisenritter7805
Mar 4, 2025
Trump betrayed everyone. He will start WW3.
Trump betrayed everyone. He will start WW3.
Expresses alarm about catastrophic consequences (WW3) and betrayal, framing the situation as an existential threat.
@i-dg3yr
Mar 4, 2025
Trump WILL start WW3 here, at the Canadian/US border. please US people, clean your mess before it s too late.
Trump WILL start WW3 here, at the Canadian/US border. please US people, clean your mess before it s too late.
Expresses alarm about potential military conflict at the Canada-US border, framing US leadership as a threat.
@guitareMTL
Mar 4, 2025
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Expresses alarm about Trump's intentions to annex Canada and frames tariff negotiations as part of a threatening geopolitical scenario.
@Jaymadhat2002
Mar 4, 2025
Nero is back in office and the burning of roam has begun. Tarriffs & DOGE. Eggs at over $1.00/each and avocados at $2.00/each. Fruits & vegatables will soon double and triple as the stock market …
Nero is back in office and the burning of roam has begun. Tarriffs & DOGE. Eggs at over $1.00/each and avocados at $2.00/each. Fruits & vegatables will soon double and triple as the stock market will be driven into the ground like 2019-2020.
Expresses alarm about economic consequences (tariffs, inflation, market collapse) using apocalyptic historical metaphor.
@mlqdinh
Mar 4, 2025
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
Expresses alarm about potential consequences ('careful what you wish for'), framing Canada as threatened by external forces.
@candyperfumegirl4
Mar 4, 2025
how can one man. destroy the world including his own country. he just became president. in 4 years half of civilization will be in the stone age. again! stay strong Canada. we stand with you. …
how can one man. destroy the world including his own country. he just became president. in 4 years half of civilization will be in the stone age. again! stay strong Canada. we stand with you. the dutch!
Expresses catastrophic fears about Trump's impact while offering solidarity to Canada.
@marcelpijpenseel
Mar 4, 2025
Michigander here who stands with Canada and Ukraine. I’m terrified with what’s happening to my country and the people in it. ?
Michigander here who stands with Canada and Ukraine. I’m terrified with what’s happening to my country and the people in it. ?
Expresses terror about political developments while showing solidarity with Canada and Ukraine.
@RockysCorner
Mar 4, 2025
When you look at the various things that have happened in the past few days it is like Trump is directly enacting Kremlin policy. What the hell is going on America? You need to wake …
When you look at the various things that have happened in the past few days it is like Trump is directly enacting Kremlin policy. What the hell is going on America? You need to wake up!!
Expresses alarm about Trump enacting Kremlin policy and urges Americans to 'wake up' to perceived danger.
@MrArchie800
Mar 4, 2025
Sorry Canadians. Trump is a a psychopath like Putin.
Sorry Canadians. Trump is a a psychopath like Putin.
Compares Trump to Putin (comparative framing) while characterizing him as a psychopath (fear/threat language).
@catfunksfabulousfinds97045
Mar 4, 2025
Treat us as you would treat Putin, please. We deserve it now.
Treat us as you would treat Putin, please. We deserve it now.
Compares Canada to Putin's Russia while expressing concern that Canada deserves similar treatment, implying threat/danger.
@Tom_Wilhelm
Mar 4, 2025
It starts to look like Trump is on pupose isolating the US so he can roll it up in a compleet dictatorship that nobody will stop him to do so. Like Putin creating rule by …
It starts to look like Trump is on pupose isolating the US so he can roll it up in a compleet dictatorship that nobody will stop him to do so. Like Putin creating rule by the super rich which are no more than pupets he keeps on a string.
Expresses alarm about Trump deliberately isolating the US to establish dictatorship, framing it as a security/governance threat with unsubstantiated claims.
@-htl-
Mar 4, 2025
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Expresses existential concern about climate crisis inaction under Trump, appealing to intergenerational responsibility and moral urgency.
@debraandrews2896
Mar 4, 2025
russia will be the winner as putin's dog will obey his master
russia will be the winner as putin's dog will obey his master
Expresses geopolitical threat anxiety by predicting Russian dominance and characterizing a leader as subservient to an adversary.
@OPossum76
Mar 4, 2025
Then keep the illegal immigrants and drugs out of our country!
Then keep the illegal immigrants and drugs out of our country!
Expresses security and drug-related concerns about Canada's border control, framing immigration as a threat.
@LostHope84
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)