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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
Page 177 of 194
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley Mar 4, 2025
Know who I'm going after when he tries to destroy this country
Know who I'm going after when he tries to destroy this country
Expresses threat perception ('destroy this country') and implies intent to take action against a political figure.
@RyanFriday-m2c Mar 4, 2025
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark …
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark my words that's his grand plan at home, he wants total control. Don't let him win if this happens. He wants an authetarian state similar to Russia, him & Musk, vance. Then he will try and take Greenland or even Canada, he will try to wind his supporters up into a frenzied in some way or form to basically pick a fight. With a military style rule over the USA he will then start to invade his neighbours or any other mineral rich nation. This is the worst possibility God bless it never materialises.
Presents speculative conspiracy theories about Trump's intentions (civil war, military takeover, territorial expansion) framed as existential threats.
@paulmurray2506 Mar 4, 2025
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the …
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the consequences for years. This speech was brilliant, so happy Prime Minister Trudeau called him donald. Most of us stand with Canada, Mexico, Europe & Ukraine!!!♥♥♥
Expresses worry and fear about consequences of Trump's actions while showing solidarity with Canada and allied nations; fear is the dominant emotional register.
@cinnamongirl2925 Mar 5, 2025
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never …
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never happen in a million years because america is a lapdog of israel ( which will never be a country ) the world will always resist and fight back.
Expresses alarm about Trump becoming authoritarian like Putin, makes unverified claims about alliances and geopolitical threats.
@poll28736 Mar 5, 2025
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and …
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and half years.... yikes.
Expresses anxiety about Canada's international standing and concern about surviving a difficult political period, combining threat perception with moral concern.
@Basque-Aragon Mar 4, 2025
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
Expresses distrust and warns of decline ('Dark Ages') in response to government tactics, framing the US as a threat.
@brettstephenson6928 Mar 4, 2025
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: …
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: “Thank you, if you don’t want to deal with us, we’ll take it anyway.” All he wants is the rare earth to develop quantum Computers,he will then lever that power to manipulate, unfortunately most of it is towards the Russian boarder! ?
Expresses security and geopolitical concerns about Trump as a threat to world peace, with unsubstantiated claims about motives regarding rare earth and quantum computers.
@pj9610 Mar 5, 2025
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who …
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who are ready to destroy America for their own interests
Expresses alarm about Trump's tariffs as destructive to global supply chains and makes unsubstantiated claims about motivations.
@jacekgruchelski-harbon7419 Mar 5, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm Feb 18, 2026
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher …
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher level execs are courteous and accommodating. The lower-level call center employees are absolute trash. Nobody that isn't Indian drives through it because it's an almost guarantee that their car will get damaged.
User describes a segregated community and expresses safety concerns (car damage, avoidance behavior), framing immigrants as a threat while comparing to another country.
FishinPhreak Jan 27, 2026
Putin would be laughing his arse off - his useful idiot is doing a great job.
Putin would be laughing his arse off - his useful idiot is doing a great job.
Uses inflammatory language suggesting Trudeau is a 'useful idiot' for Putin, implying geopolitical threat and conspiracy.
@michaelcunneen2665 Mar 5, 2025
dictators want to take over the world which will not go down well with rest of the world
dictators want to take over the world which will not go down well with rest of the world
Expresses concern about dictators taking over the world, combining alarmist threat language with an unsubstantiated geopolitical claim.
@ctobin22 Mar 4, 2025
Createst country is def not U.S.A or Canada either anymore.. :/
Createst country is def not U.S.A or Canada either anymore.. :/
Ranks Canada negatively against other nations while expressing decline anxiety.
perasuolia Jan 27, 2026
Thanks Tyler for your job, this is terrible, western nations are over.
Thanks Tyler for your job, this is terrible, western nations are over.
Expresses existential concern about Western nations while thanking the creator, suggesting agreement with a pessimistic framing.
zilla4655 Jan 27, 2026
ITS A SAD TIME
ITS A SAD TIME
Expression of sadness and concern about current circumstances, conveying anxiety about the situation.
@TaraAmudipe Mar 4, 2025
Everything is a mess everywhere omg
Everything is a mess everywhere omg
Vague expression of anxiety and disorder without specific claims, suggesting general alarm about conditions.
laurainfinity1390 Jan 27, 2026
God this is making me sick
God this is making me sick
Expresses emotional distress and visceral reaction to the situation, indicating anxiety or alarm about events.
@ShowtuneMatt Mar 4, 2025
Sad to see a downfall
Sad to see a downfall
Brief expression of concern about national decline, reflecting demographic or cultural anxiety without elaboration.
Kingslea1423 Jan 27, 2026
Hold on y’all… I only heard less than 10 seconds on the video and he just DECLARED Canada as “our closest threat?” For real?? Better be glad I’m not in charge cause I’d “declare Canadian …
Hold on y’all… I only heard less than 10 seconds on the video and he just DECLARED Canada as “our closest threat?” For real?? Better be glad I’m not in charge cause I’d “declare Canadian airspace as American territory.” Dont fly nothing
Expresses alarm at characterization of Canada as a threat and responds with aggressive hypothetical territorial claims.
@buck9034 Mar 4, 2025
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Discourse Over Time

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Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)