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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 147 of 194
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Expresses anxiety about Canada electing a Trump-like leader and warns of democratic risks.
@tanyaleasure6743 Mar 4, 2025
Canada is destroyed. By these people is coming from ya third country
Canada is destroyed. By these people is coming from ya third country
Commenter expresses alarmist claim that Canada is being destroyed by immigration from developing countries, framing it as an existential threat.
johnferreira7312 Sep 9, 2025
Guessing there bring the entire population?? Crazy
Guessing there bring the entire population?? Crazy
Expresses alarm about immigration scale with 'Crazy' descriptor, suggesting demographic anxiety.
Phil-fw2ib Sep 21, 2025
Between Friday's disaster with Zelensky and today's imposition of tariffs on Canada, the evidence is clear. Trump's America has joined Russia in an alliance intended to demolish the world's democracies.
Between Friday's disaster with Zelensky and today's imposition of tariffs on Canada, the evidence is clear. Trump's America has joined Russia in an alliance intended to demolish the world's democracies.
Expresses alarm about Trump's actions as evidence of a threat to democracies, framing the situation as dangerous and conspiratorial.
@bryancollins6796 Mar 4, 2025
Inevitable in any western country that lets women vote.
Inevitable in any western country that lets women vote.
Expresses demographic anxiety framed as an inevitable negative consequence of women's political participation.
treytison1444 Jan 27, 2026
If annexation is what it takes to fix this, then sign me up
If annexation is what it takes to fix this, then sign me up
Expresses extreme anxiety about national sovereignty through a hyperbolic suggestion of annexation as a solution to perceived problems.
TaageVanu Jan 27, 2026
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus …
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus Belli. Trump want to put us on our knees and beg to join the US. We will have federal elections soon and we know that Trump will try to influence the outcome of the elections like Chine, Russia or India. We know has Canadian that USA is not a friend anymore. Trump is the dumbest of American President of the history of USA. Americans citizens get rid of Trump and Vance before it is too late.
Expresses security and sovereignty concerns about annexation threats and foreign interference, framed through personal Canadian identity and comparative geopolitical analysis.
@captcrounch Mar 4, 2025
yo Canadians, were fucked
yo Canadians, were fucked
Commenter expresses anxiety about Canada's economic situation due to tariffs, using colloquial language to convey concern.
@BreadPitttttttttttttttttttt Mar 4, 2025
We have to cut this cancer out of the system. Trump and Elon are literal cancerous cellular collectives, exploiting and killing its own cellular collective nation from within, as though it were an external environment.
We have to cut this cancer out of the system. Trump and Elon are literal cancerous cellular collectives, exploiting and killing its own cellular collective nation from within, as though it were an external environment.
Uses inflammatory metaphor of 'cancer' to frame Trump and Elon as existential threats to the nation, expressing alarmism and danger.
@FigmentHF Mar 4, 2025
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
Expresses alarm about US takeover of Canada while expressing international solidarity, combining threat perception with supportive framing.
@elizabethmclean5145 Mar 4, 2025
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
Expresses concern about safety threats to Canadians from Americans while showing sympathy for Canada, mixing threat perception with solidarity.
@blind8624 Mar 4, 2025
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
Expresses anxiety about dangerous immigrants entering Canada and financial burden on citizens, combining security and economic concerns.
KielerInKanada Feb 26, 2026
This is mirroring the 1930s, its like Trump WANTS the economy to crash to control the people and enforce fascism
This is mirroring the 1930s, its like Trump WANTS the economy to crash to control the people and enforce fascism
Expresses alarm about economic collapse and fascism as deliberate control mechanisms, combining conspiracy thinking with existential threat framing.
@UrMom-i3c Mar 4, 2025
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
Expression of national decline and loss of country identity, framing immigration as opportunistic takeover following pandemic disruption.
PlottingWithThieves Jan 27, 2026
Geez you know its bad in the GTA when Tim Hortons looks like that
Geez you know its bad in the GTA when Tim Hortons looks like that
Expresses concern about demographic change in the GTA region, using a Tim Hortons observation as evidence of deterioration.
stevedesio7433 Feb 9, 2026
When is America going to wake to this Elon's stooge and Putin's puppet?\n\nGood luck, America . . . it was fun while it lasted.
When is America going to wake to this Elon's stooge and Putin's puppet?\n\nGood luck, America . . . it was fun while it lasted.
Expresses alarm about Trump and Elon Musk with unsubstantiated claims ('Putin's puppet') and apocalyptic framing.
@ollyzaki7499 Mar 4, 2025
It shows you how demented and sick are country is just give everybody everything except for the Canadian s
It shows you how demented and sick are country is just give everybody everything except for the Canadian s
Uses inflammatory language ('demented and sick') to express anxiety about resource distribution and national decline, with an us-vs-them framing.
copperbrown1174 Feb 24, 2026
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink …
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink in MAGA people if you can... He has made everything upside down. Supporting Russia WTF? We knew he was insane, but this is getting way out of hand! \nThis is not going to make america great again (what utter BS). Instead every history book in the future will talk about the time when the US went mad and lost its way, losing all credibility and trust it ever gained.
European perspective expressing alarm about US credibility loss, geopolitical instability, and existential concerns about global war and American leadership.
@Krikstar123 Mar 4, 2025
47 may now invade Canada Mexico Greenland and Panama following his buddy Putin ..Monkey see Monkey do.?
47 may now invade Canada Mexico Greenland and Panama following his buddy Putin ..Monkey see Monkey do.?
Expresses alarm about potential military invasions by Trump following Putin, combining unsubstantiated claims with threat anxiety.
@jfmprovr3605 Mar 4, 2025
Many korean are so nervous because trump plans to impose tarriffs to Korea even though Korea and US are in FTA. Help us!!
Many korean are so nervous because trump plans to impose tarriffs to Korea even though Korea and US are in FTA. Help us!!
Expression of anxiety about tariff threats to Korea despite trade agreements, with plea for help.
@최세현-q1m Mar 5, 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)