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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Policy Critique
5,980 comments
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope …
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope you investigate more in Canada !
Criticizes government-funded mainstream media as propaganda while calling for more independent investigation into Canadian immigration.
Mk1tt225
Jan 27, 2026
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
Critiques Canadian policy on American drug addiction while comparing responsibility between nations.
@maritzabatista5277
Mar 4, 2025
Don’t blame the Indians, blame your own government!
Don’t blame the Indians, blame your own government!
Deflects blame from a specific ethnic group to government responsibility, critiquing policy while defending against stereotyping.
Self-funded50Cents
Jan 27, 2026
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done …
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done anything to fight against illegal immigrants and drugs.
Criticizes US government policy on drug trafficking and immigration enforcement while expressing concern about fentanyl deaths.
@Victor-wp5jl
Mar 4, 2025
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Criticizes government policy on driver's license exchange as inadequate oversight, with hyperbolic language expressing systemic concern.
Isaard
Jan 28, 2026
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Criticizes immigration policy and border control while expressing security/threat concerns about drugs and undocumented immigrants.
@MyAngelYou
Mar 4, 2025
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Criticizes Trump's foreign policy approach as isolationist and damaging to international alliances.
@johannesdenecke2422
Mar 4, 2025
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. …
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. Do not deprive people who depend on this effective analgesic.
Critique of a policy position on fentanyl with ethical argument about pain management needs.
@janem5900
Mar 4, 2025
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Proposes a specific policy change regarding where refugee claims should be processed, critiquing current asylum procedures.
Policy Critique
0.85
Ben-bq5dn
Feb 26, 2026
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It …
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It is simply incredible.
Criticism of Trump's tariff policy and its damage to international relationships, framed from a UK perspective comparing US behavior to allies.
@artemisjuno
Mar 4, 2025
Trudeau is a dumbass
Trudeau is a dumbass
Brief dismissive critique of Canadian Prime Minister Trudeau's leadership without specific policy details.
Policy Critique
0.85
@eriksam1132
Mar 4, 2025
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the …
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the greed and stupidity of this irresponsible government? Which politician is benefiting from the fentanyl deal? When Canadian politicians are in bed long enough with the CCP, they will work for this communist regime and not for the Canadian people. Trump is certainly looking out for the American people, who is Trudeau looking out for?
Criticizes government policy on CCP cooperation and fentanyl, makes unverified claims about politician corruption, and implicitly calls for accountability.
@LamNghi
Mar 4, 2025
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Primarily criticizes government failure to secure borders and enforce policy, with secondary fear-based framing about consequences (tariffs, US relations).
eightnineseven
Jan 28, 2026
Not for the trade war but never going to forget that Trudeau acting like he cares about Americans is a laugh when he stood against us and in defense of forced jab, even seizing people's …
Not for the trade war but never going to forget that Trudeau acting like he cares about Americans is a laugh when he stood against us and in defense of forced jab, even seizing people's funds backing truckers
Criticizes Trudeau's policy decisions (vaccine mandates, trucker fund seizure) while framing Canada against the US, combining policy critique with national identity positioning.
@survivormary1126
Mar 4, 2025
This is such an own goal. It accomplishes nothing, nothing at all. It undoes 80 years of policy for absolutely no reason.
This is such an own goal. It accomplishes nothing, nothing at all. It undoes 80 years of policy for absolutely no reason.
Directly criticizes a policy decision as counterproductive and wasteful of decades of established policy.
Policy Critique
0.85
@Detson404
Mar 4, 2025
I'm canadian and the problem is that Justin Trudeau resign from prime minister. He double the debts of Canada the last 8 years and never have an economic plan for canadian because he's a woke …
I'm canadian and the problem is that Justin Trudeau resign from prime minister. He double the debts of Canada the last 8 years and never have an economic plan for canadian because he's a woke liberal .
Establishes Canadian identity and critiques Trudeau's economic management and ideological approach over his tenure.
@yvonrixnbk
Mar 4, 2025
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
Commenter critiques Canadian law regarding self-defense weapons as overly restrictive compared to what someone from another country might do.
canadianoctopus1479
Jan 28, 2026
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Questions government accountability by pointing out a minister's continued position despite poor performance.
Policy Critique
0.85
TheTracerB
Feb 26, 2026
Mmm, how come he didn't mention the tariffs on Canadian goods sold in America that Canada has been charging Americans for a long time? What's good for the goose is not good for the gander!
Mmm, how come he didn't mention the tariffs on Canadian goods sold in America that Canada has been charging Americans for a long time? What's good for the goose is not good for the gander!
Critiques selective policy reporting by pointing out omitted tariff information and applies comparative logic between nations.
@jffrymrtnz1958
Mar 4, 2025
Trudeau is a moron. As a Canadian, he is an embarrassment
Trudeau is a moron. As a Canadian, he is an embarrassment
Canadian commenter criticizes Prime Minister as an embarrassment, combining personal identity claim with political critique.
@jasoncruz2703
Mar 4, 2025
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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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