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
The United States of Russia, Trump and Putin vs the rest of the world.?
The United States of Russia, Trump and Putin vs the rest of the world.?
Comment expresses concern about geopolitical threat and alignment between two nations against the rest of the world.
@patrickgarritty2232
Mar 4, 2025
USA people will regret ?that they voted for trump administration
USA people will regret ?that they voted for trump administration
Predicts negative consequences from Trump administration policies, expressing concern about voter regret and implying electoral accountability.
@gabriellazar2667
Mar 4, 2025
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
Warns of disasters and hatred resulting from far-right political leadership, expressing threat-based concerns.
@doggo2995
Mar 4, 2025
Trump is going to bring the USA down
Trump is going to bring the USA down
A dire prediction about Trump causing national decline, expressing existential concern about the country's future.
@Wayne-u6l
Mar 4, 2025
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now …
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now I just think of how selfish it was to sabotage Canada. American private equities want to rock our system and buy up all they can and so I am happy we are watching for this. I think Donald did this to try and buy up Canadian companies. This should be made illegal. I am willing to suffer for up to pull the plug on all resources and energy going to America “suddenly” do they have no time to adapt and collectively suffer. We even produce the ingredient you need for your nuclear weapons and otherwise need to get this from Russia. Canada has the ability to help our allies get nuclear weapons to protect against “America as our #1 enemy now”. Will we share too secret info with you when Trump clearly seems to be working with Russia? Putin dream for NATO to break down and now Trump ours that I to action . Trump wants everyone to spend money on military to fuel the American military industrial complex, something each and every huge tech company you have participated. You have essentially been taken over by a global entity that doesn’t care about democracy. We are going to manufacture our own weapons to have zero dependency on America. That makes no sense to buy weapons from the country threatening to invade you. \n\nHow will America feel to be totally alone in the global stage all under the power of one unstable man with multiple personality disorders. Trump things Putin is Americas friend and meanwhile in Russian media America spoken of as enemy number one. Meanwhile, America is 30% full of people with such little education in politics that they do not even know what is considered red flags to democracy. The 20% needed to shift will see the light once the worst man made intentional recession begins and the billionaires buy up 30% of your homes and buildings. Nothing at all will be outside of billionaire and corporate control and now all your data is in AI. how did all American value fall in just one month. Anyone not questioning this now, ai promise you is being blackmailed or is corrupt. \n\nThe bureaucracy prevents dictatorship. Now Trump is removing this. Just listen to project 2025. America is fully on track.
Frames America as an existential threat to Canada, expresses anxiety about economic sabotage and military vulnerability, and advocates for resource independence.
@nicoled5160
Mar 4, 2025
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Expresses alarm about potential geopolitical threats (Mexico selling land to China) without evidence, framed as a warning to Americans.
@arkansasorigami83
Mar 4, 2025
WTH is going on with the americans.. how can you let this happen? this is beyond stupid.. your enemies are laughing and rubbing their hands..
WTH is going on with the americans.. how can you let this happen? this is beyond stupid.. your enemies are laughing and rubbing their hands..
Expression of alarm about American political situation with concern about enemies exploiting weakness.
@madsiraver
Mar 4, 2025
Trump keep talking world war 3 and he’s the one about to cause it.
Trump keep talking world war 3 and he’s the one about to cause it.
Frames Trump as a threat to global peace and security, expressing alarm about potential conflict escalation.
@nicholasscott1000
Mar 4, 2025
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
Expresses concern about Canada's new security vulnerability with Russia as a neighboring threat.
@orzhman
Mar 5, 2025
America will lose. Fafo magats
America will lose. Fafo magats
Predicts American defeat and uses derogatory slang for Trump supporters, expressing threat and in-group/out-group division.
@Cheemsonabike
Mar 4, 2025
You’re awesome ! Can we come there! Help us! He’s gonna get us all killed!!!!
You’re awesome ! Can we come there! Help us! He’s gonna get us all killed!!!!
Expresses alarm about danger ('get us all killed') while seeking refuge in Canada, mixing fear with admiration.
@amystimac1097
Mar 4, 2025
Trump rules as a mafia boss and he is very dangerous for world peace
Trump rules as a mafia boss and he is very dangerous for world peace
Characterizes Trump as dangerous and a threat to world peace, expressing security and existential concerns.
@antianti5422
Mar 5, 2025
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Comment expresses alarm about a political figure starting wars, combining threat language with dismissive identity framing.
@robbyalmendrez1750
Mar 5, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
I can't believe he is siding with Russia. I don't get why he would want to risk having Canada as a potential enemy. I'm not sure to what extent, but still. I don't know much …
I can't believe he is siding with Russia. I don't get why he would want to risk having Canada as a potential enemy. I'm not sure to what extent, but still. I don't know much about politics but I hope for our sake, this isn't permanent. Why do that to an ally that we have been working with together for decades? Makes no sense. That's the thing, though. Our enemies just want this to get worse for us. Almost like be wants America go in the dirwcrion of becoming a communist country more than help it. That's the thing, though. Our enemies just hope this gets worse for us. Prayers for everyone.
Expresses anxiety about geopolitical threats, potential enemy status, and ideological dangers, with appeals to shared values and prayer.
@bigmike9612
Mar 4, 2025
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Expresses alarm about Trump's intentions to isolate and exploit Canada, using abuser metaphor to convey threat perception.
@boathousejoed1126
Mar 4, 2025
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Invokes an internal threat narrative without specific evidence, expressing anxiety about domestic dangers.
@vitou3251
Mar 4, 2025
trump wants war with all are allies
trump wants war with all are allies
Expresses alarm about Trump's alleged hostile intentions toward allies, combining threat rhetoric with an unsubstantiated claim about war intentions.
@KU-nu4vn
Mar 4, 2025
Here before this video is banned in Canada
Here before this video is banned in Canada
Expresses concern that the video will be censored/banned, combining alarmism about content suppression with commentary on the video itself.
HiveQu33n
Jan 27, 2026
Trump is àsshole he will return alaska to putin ?????
Trump is àsshole he will return alaska to putin ?????
Expresses alarm about Trump's potential actions (returning Alaska to Putin) as a threat, presenting an unverified conspiracy-like claim.
@edgardmacatangay6577
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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