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
Make America great again? looks like there will be no USA left after this clown is done with it
Make America great again? looks like there will be no USA left after this clown is done with it
Expresses alarm about potential national collapse under Trump's leadership, using hyperbolic language to convey existential concern.
@CONTRICU
Mar 4, 2025
Trump's plan is to be a dictator. Tariffs, lack of access to education, lack of affordable healthcare, lack of affordable housing, lack of access to nutritious food causes American's to focus their attention on basic …
Trump's plan is to be a dictator. Tariffs, lack of access to education, lack of affordable healthcare, lack of affordable housing, lack of access to nutritious food causes American's to focus their attention on basic needs Shelter and Food. When American's are repressed they don't have the energy to fight Gov't oppression. This is Russia and China's playbook. Canada and Mexico are being used to achieve this evil goal.
Comment expresses alarm about authoritarian tactics and oppression, framing tariffs and policy as deliberate tools of repression and comparing to authoritarian regimes.
@jacquesc5978
Mar 4, 2025
Trump is burning the house down to test if that would warm the house faster. The man is a total imbecile living on a golden toilet with a phone that puts him in a bubble …
Trump is burning the house down to test if that would warm the house faster. The man is a total imbecile living on a golden toilet with a phone that puts him in a bubble surrounded by psychopaths, cultists and wanna-be oligarchs beholden to a KGB agent specialised since the '70ties to manipulate gullible foreign business men. \n\nThere exist no scenario in which this will end well before the 4 years run out, he will destroy the western world though either is own greed&ego fuelled stupidity, his blinded with white power hate cultists or the wanna be oligarchs. STOP THIS NOW AMERICANS WHILE YOU STILL CAN AND WHILE YOU STILL HAVE A COUNTRY AND NEIGHBOURS THAT RESPECT YOU.
Expresses apocalyptic warnings about Trump destroying the Western world, culminating in urgent calls for Americans to stop him.
@arnovriends5873
Mar 4, 2025
Fentanyl has being coming into the US through Canada and the Mexican border. Young Americans are paying the price by becoming addicted and dying. Why don't you talk about that Mr. Prime minister ???
Fentanyl has being coming into the US through Canada and the Mexican border. Young Americans are paying the price by becoming addicted and dying. Why don't you talk about that Mr. Prime minister ???
Expresses concern about fentanyl trafficking and deaths, framing Canada as a source of danger to Americans.
@MrUnix-cu9yy
Mar 4, 2025
Superb speech. And a clear casus belli for Trump. If the US economy is down significantly, he'll blame Canada, arguing that you've put unfair tariffs on the US with the specific purpose of hurting them …
Superb speech. And a clear casus belli for Trump. If the US economy is down significantly, he'll blame Canada, arguing that you've put unfair tariffs on the US with the specific purpose of hurting them (which is undeniable!) and it's Anschluss time, baby. Never underestimate how crazy he is.
Expresses alarm about Trump's unpredictability and warns of potential military conflict ('Anschluss') as a threat.
Mar 4, 2025
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia …
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia is atrocious! I'm not a rich white guy, so I will always be looking over my shoulder. Who will be left to stand up for you when they come? Oh, and I love you Canada! I wish my grandparents would've stayed there after marriage instead of moving back to the Ultra Swamp (US).
Combines conspiracy-tinged policy critique with expressions of fear about government dismantling rights and personal vulnerability, framed as identity-based concern.
@kiml1159
Mar 4, 2025
America, you will be isolated from the word like North Korea
America, you will be isolated from the word like North Korea
Expresses alarm about America's international isolation, using North Korea as a cautionary comparison.
@Sweetpeace12
Mar 4, 2025
All that leads to the downfall of the usa we support!
All that leads to the downfall of the usa we support!
Expresses concern about US decline and frames support for Canada as opposition to American policies seen as threatening.
@AlfredoDutti
Mar 4, 2025
This is incene what is trump doing....
This is incene what is trump doing....
Expresses alarm and disapproval of Trump's actions, framing them as concerning or dangerous.
Fear / Threat
0.82
@SerojBarseghyan379
Mar 4, 2025
There is a lot talk about Trump being a Russian asset, the performance of Trump this last few weeks seems to confirm that. Everything he has done is to Make Russia Great Again and diminishes …
There is a lot talk about Trump being a Russian asset, the performance of Trump this last few weeks seems to confirm that. Everything he has done is to Make Russia Great Again and diminishes America.
\nWhat happened to taking down the price of groceries, stopping the Ukrainian War, reducing the price of gas, and bringing jobs back to America ... all forgotten, because these things don’t concern Putin
Expression of geopolitical threat (Trump as Russian asset) with unsubstantiated conspiracy-like claims about Putin's influence.
@patrickmccarten2144
Mar 4, 2025
All you Democrats can move to Canada ? F*ck Canada! Now yall can fight your own battle when china & russia are in your ocean. A friend or ally wouldn’t allow drugs to flow across …
All you Democrats can move to Canada ? F*ck Canada! Now yall can fight your own battle when china & russia are in your ocean. A friend or ally wouldn’t allow drugs to flow across the border & harm American lives!
Expresses security anxiety about China and Russia, frames Canada as a threat due to drug trafficking, and asserts American identity through hostile framing.
@WalterDiaz-y7c
Mar 4, 2025
USA. You are really f..ked to do such stupid thing. West changed to Far Far East.
USA. You are really f..ked to do such stupid thing. West changed to Far Far East.
Expresses alarm about US policy consequences and geopolitical shift toward authoritarian powers, framing as civilizational threat.
@wielkielektronik9687
Mar 4, 2025
I couldn’t care less if you want to practice your religion and values in the sanctity of your own home. DONT TRY TO SHOVE IT DOWN OUR THROATS AND CHANGE SOMETHING THAT HAS BEEN IN …
I couldn’t care less if you want to practice your religion and values in the sanctity of your own home. DONT TRY TO SHOVE IT DOWN OUR THROATS AND CHANGE SOMETHING THAT HAS BEEN IN EFFECT FOR LONGER THAN YOU HAVE BEEN ALIVE!!!!
Expresses anxiety about cultural/religious change being imposed on Canadian society, framing immigration as a threat to established norms and values.
therealnacho69
Sep 12, 2025
Canada is a joke now. They also don’t know what refugees are doing in the name of Palestine Such a shame
Canada is a joke now.
They also don’t know what refugees are doing in the name of Palestine
Such a shame
Expresses alarm about Canada's immigration and refugee policies, framing the country as compromised and expressing shame about national identity.
SA-tq1nx
Sep 30, 2025
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
Expresses vague anxiety about global events and widespread public anger, with ominous tone about unspecified consequences.
Fear / Threat
0.81
hurricane8891
Feb 24, 2026
There is no escape \n\nhttps://youtu.be/Vhdih6WXTEc?feature=shared\n\nwe are truly fucked
There is no escape \n\nhttps://youtu.be/Vhdih6WXTEc?feature=shared\n\nwe are truly fucked
Expresses existential dread and hopelessness about the situation, with apocalyptic language indicating fear and threat perception.
Fear / Threat
0.81
@khaled7472
Mar 5, 2025
Im the the only non Indian on my street 😭😭😭
Im the the only non Indian on my street 😭😭😭
Expresses demographic anxiety about being a minority on one's own street, using emotional markers to convey distress.
Cameron-vp4pw
Jan 27, 2026
Wow! How could this ever happen?! Maybe the introduction of One Touch where anyone can just walk right in our open borders! Give your head a shake! Elbows up
Wow! How could this ever happen?!
Maybe the introduction of One Touch where anyone can just walk right in our open borders!
Give your head a shake!
Elbows up
Expresses alarm about open borders and uncontrolled immigration, using rhetorical questions and dismissive language to convey security anxiety.
TaXrCana
Feb 18, 2026
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
Uses alarmist language ('Canada is doomed') and makes sweeping negative claims about government competence and DEI hiring without evidence.
pauljackson8282
Feb 27, 2026
They’re truly OBNOXIOUS AF
They’re truly OBNOXIOUS AF
Uses inflammatory language to characterize a group as objectionable, expressing negative sentiment and implicit threat framing.
Pavel.l445-j7h
Feb 17, 2026
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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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Discourse Quality (Perspective API)