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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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Policy Critique
5,980 comments
Polar opposite of our entitled little man-baby, Trump. This is what we get for (somehow) voting tRUMP into power AGAIN. Blows my mind.
Polar opposite of our entitled little man-baby, Trump. This is what we get for (somehow) voting tRUMP into power AGAIN. Blows my mind.
Critiques Trump's leadership while asserting Canadian identity and expressing regret about US political choices.
@JustinRampage
Mar 4, 2025
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye …
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye if we allowed it. ? Canada
Criticism of past government actions (account freezing, nuclear threats) combined with expressions of national vulnerability and security concerns.
@BrandedBell
Mar 4, 2025
They seem to be the best Legal Migrant Community to have i guess. Except the Canada to USA Illegaly part, that needs to stop
They seem to be the best Legal Migrant Community to have i guess.
Except the Canada to USA Illegaly part, that needs to stop
Praises Indian migrants as a community while criticizing illegal cross-border movement to the USA as a policy problem needing correction.
fantasticfifth5
Jan 27, 2026
So now u will criticize India for canada giving shelter to khalstan which India itself warned canadian government about? How is this India's fault? Khalstan is separtist group & they don't even consider themselves Indian.
So now u will criticize India for canada giving shelter to khalstan which India itself warned canadian government about? How is this India's fault? Khalstan is separtist group & they don't even consider themselves Indian.
Defends India's position on Canada's immigration/security policies regarding Khalistan separatists, critiquing the framing of responsibility.
user-sp5dj7sz8b
Jan 27, 2026
Never been about the Fentanyl, It is just an excuse to work in the Tarrifs so he can offset his tax reduction for himself.\nStarted with the 3 biggest trade partners to get the most gains, …
Never been about the Fentanyl, It is just an excuse to work in the Tarrifs so he can offset his tax reduction for himself.\nStarted with the 3 biggest trade partners to get the most gains, EU Tarrifs will come.
Critiques government policy as a pretext for tariffs and personal tax benefits, presenting an unverified conspiratorial claim about hidden motives.
@waynehing1084
Mar 4, 2025
The United States doesn’t want tariffs,Trump wants tariffs. We have an idiot for a president that will ruin our economy and try to give Ukraine to Putin. Sorry world I don’t understand how half my …
The United States doesn’t want tariffs,Trump wants tariffs. We have an idiot for a president that will ruin our economy and try to give Ukraine to Putin. Sorry world I don’t understand how half my country can’t see him for what he is.
Criticism of Trump's tariff policy and foreign policy decisions, with expression of national shame and division.
@av8rshane491
Mar 4, 2025
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
Critiques government rhetoric about 'regaining control,' implying the government previously lacked immigration control.
Policy Critique
0.80
johncam8420
Jan 15, 2026
blaming the people for the failure of your government is diabolical
blaming the people for the failure of your government is diabolical
Critiques government responsibility for immigration outcomes rather than blaming immigrants themselves, framing it as a policy failure.
whydoitellyou-km4ct
Jan 27, 2026
Big slap 👋 to this immigration lawyer who wants to warm his pockets at expense of Canadians Canadians will be very happy when Cbsa officers will act as ice and remove illegal aliens
Big slap 👋 to this immigration lawyer who wants to warm his pockets at expense of Canadians
Canadians will be very happy when Cbsa officers will act as ice and remove illegal aliens
Criticizes immigration lawyer and advocates for stricter enforcement, combining critique with implicit call for action.
bilalbashir
Jan 16, 2026
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Extended critique of immigration practices, language training policies, housing allocation, and driving behavior, with underlying cultural anxiety.
SD-fl8zl
Jan 27, 2026
??????the tariffs were supposed to get our taxes to almost none existent and Trump hasn't gotten any of that done . It's Bull poop. Lower taxes or drop tarrifs Now
??????the tariffs were supposed to get our taxes to almost none existent and Trump hasn't gotten any of that done . It's Bull poop. Lower taxes or drop tarrifs Now
Criticism of Trump's tariff policy for failing to deliver promised tax reductions, with implicit demand for policy change.
@undergroundmetals498
Mar 4, 2025
People dont like what trump is doing but things would be worse if it was kamala. We should be great full and were not
People dont like what trump is doing but things would be worse if it was kamala. We should be great full and were not
Qualified defense of Trump's policies by comparing unfavorably to alternative (Kamala), with criticism of public ingratitude.
@James-ov5kg
Mar 4, 2025
congratulations Trump on trying to force manufacturing companies to come back to the US while at the same time making sure they have no one to sell to!!! Republicans are ridiculously stupid!!!!!!¡!!!!!!!!!
congratulations Trump on trying to force manufacturing companies to come back to the US while at the same time making sure they have no one to sell to!!! Republicans are ridiculously stupid!!!!!!¡!!!!!!!!!
Critiques Trump's manufacturing policy as contradictory and self-defeating, using sarcasm and mockery to express disapproval.
@slipperymoon36
Mar 4, 2025
What do we think about it? I've heard words that are not in any dictionary. Yet, they are understood in their intent. There are too many that are far too ignorant. Those, give them all …
What do we think about it?
I've heard words that are not in any dictionary. Yet, they are understood in their intent.
There are too many that are far too ignorant. Those, give them all a bad rep.
I don't blame them for being here, except those that don't leave when required. However, the government knew it would be a problem with the numbers allowed; lack of resources to ensure they were sent packing when their time expired.
It should be codified in law that if you do nkmot leave, your entire family, including extended family gets the boot.
Critique of government immigration policy for admitting excessive numbers without enforcement mechanisms, proposing punitive legal solutions.
LargestFamilyInCanada
Jan 27, 2026
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about …
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about precious metals. Ukraine didn't give them to him so he doubled down on the tariffs.
Canadian commenter critiques border policy framing while making an unsubstantiated claim about tariffs being motivated by precious metals.
@shawndraper4148
Mar 4, 2025
Why is this man even speaking. He RESIGNED!!!
Why is this man even speaking. He RESIGNED!!!
Questions the legitimacy of someone's authority to speak based on their resignation status.
@kevinschultz2338
Mar 4, 2025
Why the bring people to canada, and not control them?
Why the bring people to canada, and not control them?
Rhetorical question implicitly criticizing government policy for admitting immigrants without adequate oversight or integration controls.
jaberhassan7916
Jan 27, 2026
Trudeau is a fool that no Canadian likes. \nHis pride will make things worse for canadians.\nWhat an idiot
Trudeau is a fool that no Canadian likes. \nHis pride will make things worse for canadians.\nWhat an idiot
Criticizes political leader's governance and character while asserting Canadian collective disapproval.
@nameyourchannel7844
Mar 4, 2025
Trump you are quick and ready to dish dirt.therefore be open to accepting what is given back.Dumb behavior which will hurt both nations immensely.
Trump you are quick and ready to dish dirt.therefore be open to accepting what is given back.Dumb behavior which will hurt both nations immensely.
Criticizes Trump's tariff decision as harmful and hypocritical, appealing to fairness and mutual respect between nations.
@marjoriedennis
Mar 4, 2025
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
Advocates for strict legal entry requirements at official ports, critiquing current immigration procedures.
HOĐATKHO
Feb 12, 2026
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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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