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
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
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
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 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
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
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
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
Why is he talking. He lost a vote of no confidence and is going to jail for corruption. He should be thrown out of Canada
Why is he talking. He lost a vote of no confidence and is going to jail for corruption. He should be thrown out of Canada
Criticizes Trudeau's legitimacy based on legal/political circumstances and calls for his removal from office.
@wp70
Mar 4, 2025
Canada should do 100% tariffs. Counter 25% shows weakness.
Canada should do 100% tariffs. Counter 25% shows weakness.
Directly critiques Canadian government policy on tariffs, arguing for a stronger negotiating stance.
Policy Critique
0.85
@rathad2656
Mar 4, 2025
Sorry Justin... even though I enjoyed this speech you're still responsible for ruining our country. Your woke policies and taxes have crippled the majority of Canadians and you have the nerve to say the government …
Sorry Justin... even though I enjoyed this speech you're still responsible for ruining our country. Your woke policies and taxes have crippled the majority of Canadians and you have the nerve to say the government has our backs is an absolute joke. I don't believe a word you say and I never will. If Pierre was in office right now Trump would have respect for us Canadians. Trump despises JT and so do 80% of Canadians.
Criticizes Trudeau's policies (taxes, woke policies) and governance while asserting Canadian identity preferences; primarily policy-focused critique.
@RazerFlex
Mar 4, 2025
Every country is an adversary to trump - except Russia and North Korea ….\nHe is tearing the Uas and the world apart.\nAn absolute disaster of a leader
Every country is an adversary to trump - except Russia and North Korea ….\nHe is tearing the Uas and the world apart.\nAn absolute disaster of a leader
Critique of Trump's foreign policy approach with comparative framing (Russia, North Korea) and assessment of leadership failure.
@abocas
Mar 4, 2025
Could Canada Win a Trade War?\n Trump has waged Economic War on Canada in order to bring us to our knees so that we will eventually capitulate to become the 51st state.\n\n Had he come …
Could Canada Win a Trade War?\n Trump has waged Economic War on Canada in order to bring us to our knees so that we will eventually capitulate to become the 51st state.\n\n Had he come in a nice way, as a friend verses a foe, he would have had a lot more interest, especially from Alberta. \n\n Now that we are here, the question has to be asked, can we actually win a trade war that has probably been extensively war-gamed by the U.S.?\n\n Our politicians want us to go toe to toe with a 900 lb gorilla. The U.S. economy is at least 10 times our size and are less dependent on our trade than we are. We may give them a black eye but they could rip our arms and legs off. \n\n Retaliatory tariffs play into their hands. It’s the perfect excuse to increase the tax to 50 or 100%. So will we do the same? This would devastate us, achieving their goals.\n\n Canadians are already fighting back without the government making things worse. People are boycotting U.S. goods en masse and cancelling travel plans, etc. and this is already having a strong effect.\n\n Some say turn off the electricity and oil, but who will pay price? It will be the businesses and employees, not the politicians who are now trying to act tough. If we want this to turn into a real kinetic war, then turning off the taps may do it. \n\n We have seen countless times where politicians tell us what we want to hear, making us think they are heading is a certain direction, only to find they do the exact opposite. This proves you can not believe what career politicians say and have to go by what they do, or don’t do, instead. Yet now, they confidently declare that Canada will never become the 51st state. This should raise eyebrows. \n\n Almost all of the MPs and Premiers are unanimous in entering into a trade war we can not win. After tariffs go ballistic, our dollar drops to .35 cents, and we get utterly crushed, I can see them say, “in order to save what’s left of our economy and society we must reluctantly join the U.S. or face certain destruction”. \n\n Not only would the decades old goal of a North American Union be accomplished, but we would take a large step towards the video statement that the World Economic Forum - WEF posted on their website. “By 2030, you will own nothing and be happy”. \n\n The WEF is working with the UN to achieve their Agenda 2030 goals and is what Pierre Poilievre and the “Conservatives” signed Canada onto Sept. 27, 2015. This is what Trudeau has been implementing. Mark Carnie, Pierre, and Jagmeet Singh would finish off the job. Read the redistribution of wealth goal #10. Are you feeling poorer yet? Remember, one has to dig deeper to see through the document’s ultimate double speak written for public consumption. \n\n There is much more going on than meets the eye. Our best defence is to not play into their hands. A much better plan needs to be developed by minds who see the big picture for creative solutions, and it does not seem to be those in office now
Detailed analysis of trade war strategy, economic asymmetries, and critique of government policy responses with underlying anxiety about power imbalances.
@rvaillant
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
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2,313
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1,991
RocaNews
467
JamCan
274
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89
Solidarity
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4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
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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
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1,702
CNN
1,478
RocaNews
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CTV News
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JamCan
77
Unverified Claim
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Tyler Oliveira
820
RocaNews
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Yoke Immigration Canada
203
JamCan
152
Moral Argument
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1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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