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
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
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
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
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
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
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Criticizes Trudeau's leadership and government policy while using dismissive language about supporters.
@SirDavidWilliam2nd
Mar 4, 2025
Justin Trudeau is a moron. He has ruined my once great country.
Justin Trudeau is a moron. He has ruined my once great country.
Criticizes Trudeau's governance and its impact on Canada, framed as policy failure affecting national identity.
@joeyharris6037
Mar 4, 2025
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
No- it's not American relationship. It's a Donald problem.
No- it's not American relationship. It's a Donald problem.
Distinguishes between systemic American policy and individual leadership, critiquing the latter as the primary problem.
Policy Critique
0.85
@williamsmith1453
Mar 4, 2025
Trudeau a true dictator
Trudeau a true dictator
Direct criticism of Trudeau using inflammatory language to characterize his governance style.
Policy Critique
0.85
@RCA_Dome
Mar 4, 2025
After a couple of years Trump and co will say, that Canada started a trade war against US. Just like they say, that Ukraine and Zelenskyy started the war with Russia. And now some uf …
After a couple of years Trump and co will say, that Canada started a trade war against US. Just like they say, that Ukraine and Zelenskyy started the war with Russia. And now some uf US commentators are saying the same. It’s crazy. And there will be no way to get him to remember the facts. He and all who work for him are liars and half truth tellers. I’m not sure how to deal with this. But it is VERY important for all media outlets to keep reminding the facts. Just tell what happens, so there is a record. I think that could help in the end.\nSo here are my 5p:\nUS started trade war against Canada with 25% tariffs.\nRussia annexed Crimean peninsula and attacked Ukraine in 2022. This is the truth, no two ways about these facts.\nTrump and Vance are liars.
Analyzes US trade war policy and compares it to Russia-Ukraine conflict, arguing for factual record-keeping and criticizing Trump administration's narrative control.
@valterssprudzs5599
Mar 4, 2025
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we …
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we are not going to boo the USA anthem. Trudeau is a disgrace
Criticizes government policy on borders and calls for an election, with identity-based language about reclaiming the country.
@braxxtonn
Mar 4, 2025
I’ve been opposed to Trudeau since he came into power. I’ve always thought of him as a deluded maniac. But this speech was really impressive…. Well done.
I’ve been opposed to Trudeau since he came into power. I’ve always thought of him as a deluded maniac. But this speech was really impressive…. Well done.
Commenter expresses long-standing opposition to Trudeau's leadership while acknowledging appreciation for a specific speech, representing political critique with personal perspective.
@Tracksafe
Mar 4, 2025
Quit being greedy Justin. Drop the tariffs that you are putting on USA and we will drop the one on Canada. Easiest Solution in the world.
Quit being greedy Justin. Drop the tariffs that you are putting on USA and we will drop the one on Canada. Easiest Solution in the world.
Criticizes Canadian tariff policy and proposes a specific solution, framed as addressing greed.
@scroogemcduck9252
Mar 4, 2025
Trump is a disaster for the US.
Trump is a disaster for the US.
Expresses criticism of a political leader's governance, though not directly about Canadian immigration policy.
Policy Critique
0.85
@tding35
Mar 4, 2025
Why only respond with 30B tariffs and wait 21days for the other 125B?? Weak government
Why only respond with 30B tariffs and wait 21days for the other 125B?? Weak government
Questions the government's tariff response strategy, criticizing the timing and scale as inadequate.
Policy Critique
0.85
@nateklein7342
Mar 4, 2025
Who would image the man who bankrupted multiple companies is now working to destroy America’s economy. Republicans are you winning yet? Ready for the next economic depression?
Who would image the man who bankrupted multiple companies is now working to destroy America’s economy. Republicans are you winning yet? Ready for the next economic depression?
Criticizes economic policy and leadership while expressing anxiety about economic depression, combining policy critique with threat-based framing.
@Darkdjinn79
Mar 4, 2025
Trudeau is talking tough because he's about to be punted out of office. Great.....this idiot has destroyed Canada for 9 years and now he's going to poke the bear and run to his Quebec paradise …
Trudeau is talking tough because he's about to be punted out of office. Great.....this idiot has destroyed Canada for 9 years and now he's going to poke the bear and run to his Quebec paradise laughing the whole way.
Criticizes Trudeau's governance record and policies over nine years, with commentary on his political position.
Policy Critique
0.85
@UPL-xl1yz
Mar 4, 2025
Ur own ppl don’t like you Trudeau!!!
Ur own ppl don’t like you Trudeau!!!
Asserts lack of public support for Trudeau, critiquing his political standing and legitimacy.
Policy Critique
0.85
@letssee11221
Mar 4, 2025
This clown is destroying Canada
This clown is destroying Canada
Expresses disapproval of Trudeau's leadership and policies using derogatory language.
Policy Critique
0.85
@scroogemcduck9252
Mar 4, 2025
Compare Videos
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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Discourse Quality (Perspective API)