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
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
Criticizes Trudeau's avoidance of elections and calls for democratic action, framed as policy/governance failure.
@alexeyakulovich4737
Mar 4, 2025
You guys all get buffaloed by Trudeau he’s a left-wing nut
You guys all get buffaloed by Trudeau he’s a left-wing nut
Commenter dismisses Trudeau as a 'left-wing nut,' criticizing his political ideology and suggesting others are being manipulated by him.
@MichaelSutter-w1q
Mar 4, 2025
This guy is an idiot. He doesn’t understand tariffs, or he does, and wants to hurt Canada more. This is revenge toward Canada bc he was fired as prime minister
This guy is an idiot. He doesn’t understand tariffs, or he does, and wants to hurt Canada more. This is revenge toward Canada bc he was fired as prime minister
Critiques Trump's tariff policy understanding and motivations, with an unsubstantiated claim about revenge motive.
@Cucurigu813
Mar 4, 2025
Trueaderp really dont understand why inflation is going to and State is acting this towards Canada.? Its cause u fucked up really bad at everything you did.\nAllowing drugs and so many refugee that country cannot …
Trueaderp really dont understand why inflation is going to and State is acting this towards Canada.? Its cause u fucked up really bad at everything you did.\nAllowing drugs and so many refugee that country cannot support. And now he is talking shit like he didn't do those. \nTruederp is such a bullshit. Conservative needs to take over
Criticizes government policy on drugs and refugee intake, making unverified claims about their negative impacts while calling for political change.
@Flytothesky12
Mar 4, 2025
We should not allow a foreigner to undermind our Govt. Canada has been in recession since last year under Trudeau’s leadership.
We should not allow a foreigner to undermind our Govt. Canada has been in recession since last year under Trudeau’s leadership.
Critiques government policy on foreign interference while making an unverified economic claim about recession under Trudeau.
@claramcphee3210
Mar 4, 2025
Trump is tanking the market again. What an economic dolt.
Trump is tanking the market again. What an economic dolt.
Commenter critiques Trump's economic management, implicitly comparing Canadian stability to American economic instability.
@njswampfox474
Mar 4, 2025
What about cocaine and guns flooding into Canada from the US. Let get something done about that.
What about cocaine and guns flooding into Canada from the US. Let get something done about that.
Raises a policy concern about drug and gun trafficking from the US while implicitly questioning why this isn't being addressed.
@RandelWright
Mar 4, 2025
TRUMP JUST BULLING NATUON TO INCREASE THEIR WEALTH AND IT WILL HURT THE AMERICAN
TRUMP JUST BULLING NATUON TO INCREASE THEIR WEALTH AND IT WILL HURT THE AMERICAN
Criticizes Trump's economic policies (tariffs) as self-serving and harmful to ordinary Americans.
@MichelePlass-l5x
Mar 4, 2025
We need to be more for North America first! We do not need a divide in North America.
We need to be more for North America first! We do not need a divide in North America.
Critiques current policy direction by advocating for North American-first priorities and warning against division, framing it as a policy preference rather than identity claim.
@imhuemankeepURcolorsforcrayons
Mar 4, 2025
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office …
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office doesn't fall to this same bs from sleep joe, even the Canadian was suffering. No voice was heard. And now this????
Criticizes both Trump and previous leadership for failing to address suffering in America and Canada, contrasting their approaches.
@saifoloianoai4103
Mar 4, 2025
Plainly speaking, it was never about fentanyl. Trump is trying to bully everyone into submission. We saw it last week with Zelenskyy. Don’t back down Canada. True Americans stand with their allies.
Plainly speaking, it was never about fentanyl. Trump is trying to bully everyone into submission. We saw it last week with Zelenskyy. Don’t back down Canada. True Americans stand with their allies.
Critiques Trump's negotiating tactics as bullying while expressing solidarity with Canada and true Americans who support allies.
@Notorious_F.I.G.
Mar 4, 2025
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Criticizes the president's policy approach to fentanyl as misguided, using strong dismissive language about leadership competence.
@gowthead9156
Mar 4, 2025
Then stop the drugs and illegals coming into the USA. Canada has the decision to side with illegal activity or work with the USA. He is a joke and hurting the Canadians.
Then stop the drugs and illegals coming into the USA. Canada has the decision to side with illegal activity or work with the USA. He is a joke and hurting the Canadians.
Criticizes Canada's immigration/drug policy stance and frames PM as ineffective, while expressing concern about illegal activity and border issues.
@slw67ca
Mar 4, 2025
Wow, he just proved why Trump doesn't think he's a great ally. While Trump is trying to end the war in Ukraine, he's saying that Trump is on the side of a modern dictator. If …
Wow, he just proved why Trump doesn't think he's a great ally. While Trump is trying to end the war in Ukraine, he's saying that Trump is on the side of a modern dictator. If he was an ally, he would try to find ways to end the war, not putting more fuel to the fire by sending money with no plan, no end in sight.
Critiques Trump's foreign policy approach to Ukraine and characterizes it as counterproductive, while implicitly comparing desired vs. actual policy outcomes.
@caiorearte2451
Mar 4, 2025
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go …
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go back up. White house mutiny? What I do know is that at one point something will give... The pushback is inevitable. And the Vilan is the man who is trying to change everything without any proper thought at all. If your actions do not make sense, Mr. Trump, than they are a facade; and that is wrong. Pulling the woole over your citizens' eyes is not democracy...
Critiques Trump's economic and political actions as poorly thought-out and undemocratic, with discussion of market impacts.
@mikediemand1727
Mar 5, 2025
Seems to me, Trump's doing his best to make the US a weaker country
Seems to me, Trump's doing his best to make the US a weaker country
Evaluates Trump's policies as weakening the US, a critical assessment of governance approach.
Policy Critique
0.75
@trufan7358
Mar 4, 2025
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our …
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our country I need nothing from you
Dismissive critique of leadership's peace efforts combined with complaint about trade imports, blending political and economic grievances.
@mariemaglione4079
Mar 4, 2025
On his way out and will do even more damage
On his way out and will do even more damage
Brief criticism of Trump's actions and predicted future damage, without elaboration.
Policy Critique
0.75
@acr5113
Mar 4, 2025
A tariff on every company that donated to his campaign sounds just fine with me.??
A tariff on every company that donated to his campaign sounds just fine with me.??
Proposes a tariff policy as a form of political punishment, expressing approval of economic sanctions.
@spankcraft8912
Mar 4, 2025
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
Critiques American policy and those who support it, with partisan language ('clueless libs') framing disagreement as identity-based.
@WarrenZane
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)