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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
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit …
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit for duty.
Distinguishes Trump from the US government and calls for his removal based on fitness concerns.
@N0B0DY_SP3C14L
Mar 4, 2025
Immigration of any kind should be suspended for at least 1 year in order to fix the system and deal with the mess created by the Liberals over the last 11 years. Get the illegal …
Immigration of any kind should be suspended for at least 1 year in order to fix the system and deal with the mess created by the Liberals over the last 11 years. Get the illegal immigrants and foreign criminals collected and exported out of Canada. Process the people who are here legally and give our systems time to fix issues created by the Failed Liberal Immigration Policy.
Criticizes Liberal immigration policy and calls for suspension of immigration and deportation of undocumented immigrants to fix systemic issues.
duanecole9322
Feb 18, 2026
I do not agree to keep immigrants who are not abiding by the immigration laws. If its expired, you need to go. No excuses. I am ok with enforcing the laws. You know all those …
I do not agree to keep immigrants who are not abiding by the immigration laws.
If its expired, you need to go. No excuses.
I am ok with enforcing the laws.
You know all those immigrants from US are fleeing to Canada now because we don't enforce.
Look at our crime rate. Has Canada offered any statistics on Immigrant Crime rates?
Critiques immigration enforcement policy while making unverified claims about US immigrants fleeing to Canada and requesting unreleased crime statistics, with underlying fear about security.
fireawaysweets8114
Jan 16, 2026
Danielle Smith asked Ottawa for more TFWs and also had the Alberta Is Calling campaign, spending millions of tax dollars, what a dope!
Danielle Smith asked Ottawa for more TFWs and also had the Alberta Is Calling campaign, spending millions of tax dollars, what a dope!
Criticizes Danielle Smith's contradictory immigration policies (requesting TFWs while running anti-immigration campaign) with dismissive language.
@mikeklement7223
Feb 20, 2026
He points at Trump, but four fingers point back at himself. Carbon Tax Trudeau is already making things unaffordable.
He points at Trump, but four fingers point back at himself. Carbon Tax Trudeau is already making things unaffordable.
Critiques Trudeau's carbon tax policy as making things unaffordable while deflecting blame from Trump, using a metaphorical argument.
@phildufour72
Mar 4, 2025
“These were far and away the issues most strongly identified by Albertans during last year’s [highly engineered and manipulated] Alberta Next panel town halls and online submissions….[because the UCP knew that stoking these issues would …
“These were far and away the issues most strongly identified by Albertans during last year’s [highly engineered and manipulated] Alberta Next panel town halls and online submissions….[because the UCP knew that stoking these issues would play well with the misinformed far right part of our base and we need them on board if we want to win any more elections and continue our campaign to dismantle all of Alberta’s cherished institutions and impose rule by authoritarian Christian nationalists and oil corporations.]” There, I put in the parts that she is thinking but was too dishonest to say out loud.
Uses satirical bracketed insertions to critique the government's alleged hidden motivations behind the referendum, accusing them of manipulation and authoritarian intent.
@piktormusic2538
Feb 20, 2026
Keep voting for the same party that’s actually destroying the country and this is what you get
Keep voting for the same party that’s actually destroying the country and this is what you get
Criticizes voters for supporting a political party blamed for national decline due to immigration policy.
TaXrCana
Feb 28, 2026
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
Critiques Trump's intelligence and fitness for office through sarcastic commentary.
@elinorlee1539
Mar 4, 2025
Canada needs to fix this.
Canada needs to fix this.
Vague call for government action on immigration issues without specifying solutions or reasoning.
Policy Critique
0.85
Shok-s2t
Oct 9, 2025
When I left Canada in 1995 there was a HUGE Pakistani population. The west is the west and we can't keep accepting more and more immigrants that don't assimilate. It's not hard to assimilate y'all. …
When I left Canada in 1995 there was a HUGE Pakistani population. The west is the west and we can't keep accepting more and more immigrants that don't assimilate. It's not hard to assimilate y'all. The USA does have a culture despite what other cultures say.
Critiques immigration policy by comparing Canada unfavorably to the USA and arguing immigrants fail to assimilate.
Emzzz78
Jan 28, 2026
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
Criticizes government immigration policy and argues for merit-based prioritization while citing strain on healthcare and infrastructure.
Kingtut10000
Jan 6, 2026
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
Criticizes government policy on immigration and spending while raising economic concerns about foreign wages and monetary policy.
melodymetherel5723
Jan 29, 2026
And the Liberals will do nothing about it. Get the F out!
And the Liberals will do nothing about it. Get the F out!
Criticizes government inaction on immigration while calling for departure/action.
1ABNDT
Jan 15, 2026
Honestly at this point I hope he crashes the economy. That is maybe the only last resort the Americans will see common sense and turn against their wannabe dictator and his crown prince before it …
Honestly at this point I hope he crashes the economy. That is maybe the only last resort the Americans will see common sense and turn against their wannabe dictator and his crown prince before it is too late. You guys voted a dictator in because you thought Biden somehow caused the world wide inflation. Well what do you think 25% of import tariffs are going to do.
Criticism of US economic policy (tariffs) with underlying anxiety about economic consequences and political leadership.
@sebastiang7394
Mar 4, 2025
Didn’t Trump supporters brag about him not starting any wars? I guess trade wars don’t count?
Didn’t Trump supporters brag about him not starting any wars? I guess trade wars don’t count?
Rhetorical challenge to Trump supporters' claims about avoiding wars by pointing out trade war contradiction.
Policy Critique
0.85
@nguzoloveinlofi3832
Mar 4, 2025
Trudeau broke it !
Trudeau broke it !
Blames the Prime Minister for immigration policy failures, a direct critique of government leadership and policy.
Policy Critique
0.85
zeniehudson7098
Feb 24, 2026
12:47 Having a knife, for the purpose of self defense, is a criminal offense in Canada. This is why the United States needs to annex us. Canadian laws are oppressive.
12:47 Having a knife, for the purpose of self defense, is a criminal offense in Canada.
This is why the United States needs to annex us. Canadian laws are oppressive.
Criticizes Canadian knife laws as oppressive while expressing anxiety about national sovereignty, blending policy critique with identity-based threat framing.
RantGodOfficial
Jan 27, 2026
It's called TEMPORARY for a reason.
It's called TEMPORARY for a reason.
Critiques the government's handling of temporary visa policy by pointing out the contradiction between the 'temporary' designation and actual enforcement.
Policy Critique
0.85
kylemacadam1453
Jan 15, 2026
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in …
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in building their own family wealth with our money instead of actually being a public servant. That is the problem. This is why you need a big revolution around the world to kill off all these people that have their bloodline in the system for a very long time and these politicians are not anyone new. These are all from the same bloodline that are still in the system, just look at the United States almost 90% of everyone in politics in our country is a former slave owner‘s bloodline. How did that happen for 250 years they’ve been in the same position that needs to change these people need to be killed off. They need to be gone down.
Critiques government and political systems as corrupt and self-serving, with conspiratorial undertones about bloodline control and violent rhetoric.
rod779
Jan 27, 2026
You need too stop Indian coming into the country
You need too stop Indian coming into the country
Calls for stopping Indian immigration, combining policy opposition with ethnic/national targeting.
@unclesmack10
Mar 4, 2025
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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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Discourse Quality (Perspective API)