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 give up your ill gotten wealth to charity
trudeau give up your ill gotten wealth to charity
Criticizes Trudeau's wealth and calls for redistribution to charity, combining policy critique with moral demand.
@gardenerpat2782
Mar 5, 2025
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China …
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China is supplying the raw materials driving the surge in technical advancement. To then try to deny the product of that raw material supply, aka cutting edge Chips.. back to China, is moronic. In Trumps world a Win/Win is a sign of weakness...except now China cut off the US from supply and there is no replacement.... Annnnnnnnd so the logical move is to pick other things being supplied and do the same to Canada..... when Canada pulls the plug on supply, the result will be the same. EVERYONE worldwide should take note and begin cutting supplies to the US and ceasing dependance on US manufacturers in favor of those with governments who will accept Mutually beneficial relationships as what they are...a Win/Win. China and Canada should deepen ties. Ukraine is better off working with Russia than allowing itself to be extorted. Everyone else should distance themselves from the US and honestly this damage Trump is doing will take decades to undo. The US is not reliable so long as they fail recognize international law and fair trade when it doesnt suit them... this is good for noone, but it will be worst on the US. Thats how WW2 started... Tariffs collapsed the German economy. Caused the Great depression. Germany and its people were forced into a corner. This is what Trump and his masters are trying to do. Starting WW3 is on someones agenda and whomever that is is also pulling Trumps strings. Bad times ahead
Extended critique of Trump's trade and foreign policy approach, comparing to historical economic failures and advocating for alternative international relationships.
@TheAddanz
Mar 5, 2025
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
Accuses Trump of dishonesty and fabricating claims, blending criticism with assertions about his truthfulness.
@Love-k2h8h
Mar 4, 2025
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
Mar 4, 2025
How did he go as Prime Minister…?\nThat’s right ..no good.\nHe’s going..
How did he go as Prime Minister…?\nThat’s right ..no good.\nHe’s going..
Evaluates Trudeau's performance as Prime Minister negatively and suggests his departure.
Policy Critique
0.75
@roybeckerman9253
Mar 5, 2025
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Proposes a specific policy measure (toll on vehicles) as a form of critique or suggestion regarding cross-border traffic.
Policy Critique
0.75
@donnyanda3191
Mar 4, 2025
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in …
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in your 2 cents.
Criticism of news media editorial practices and their interruption of political speech, advocating for unfiltered access to the Prime Minister's words.
@reha1066
Mar 4, 2025
They have no leverage. They will cave like all the others.
They have no leverage. They will cave like all the others.
Expresses skepticism about Canada's negotiating position and predicts capitulation, combining strategic critique with pessimism.
@marcopolo-xj4yw
Mar 4, 2025
They call him antichrist but to me that is crap,trump is the worst president who is making decisions foolishly n American love it bcoz they have no choice,they know they choose the worst person for …
They call him antichrist but to me that is crap,trump is the worst president who is making decisions foolishly n American love it bcoz they have no choice,they know they choose the worst person for leadership,this guy is using his ego n his mind in making decisions,leadership is a think of listening n acting accordance with the majority not by one's will,if one uses his knowledge, his knowledge can never suit the world,the computer is for the world but with people's mind,it is not working on its own.
Criticizes a leader's decision-making approach and argues for leadership based on listening to the majority rather than individual will.
@edwinmahonga4063
Mar 4, 2025
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Critiques Canada's immigration policy as insufficiently restrictive while comparing to France.
systemadmin2051
Feb 12, 2026
Canada gonna lose n they know it . They dont mind us paying tariffs . Why do any Americans want us to pay but not them . Because u not too smart
Canada gonna lose n they know it . They dont mind us paying tariffs . Why do any Americans want us to pay but not them . Because u not too smart
Criticizes US tariff policy toward Canada while making a dismissive identity-based claim about American intelligence.
@RobertWagner-c7z
Mar 4, 2025
Trump is jealous of German or European cars. That's why penalty duty. The Yankees should buy their own junk cars.
Trump is jealous of German or European cars. That's why penalty duty. The Yankees should buy their own junk cars.
Critiques Trump's tariff policy as motivated by jealousy, with sarcastic dismissal of American vehicles.
@hansj.k2671
Mar 4, 2025
I think MAGA is in the denial stage. There's no way they actually think Donald will help us.
I think MAGA is in the denial stage. There's no way they actually think Donald will help us.
Critiques MAGA supporters' expectations of Trump's effectiveness using psychological framing (denial stage).
@pinetrees92
Mar 4, 2025
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Critiques government tax policy and makes an unsubstantiated claim about deflection regarding Russian involvement.
@mikadavies660
Mar 5, 2025
He needs to be talking to his own country we don't want to hear what he has to say. CNN will support Canada before they would the US
He needs to be talking to his own country we don't want to hear what he has to say. CNN will support Canada before they would the US
Criticizes the government's diplomatic approach and suggests it should focus internally rather than on US relations.
@enw45
Mar 4, 2025
Responding to stupidity with stupidity? Tariffs are paid by the country imposing them!!
Responding to stupidity with stupidity? Tariffs are paid by the country imposing them!!
Critiques tariff policy while making a specific factual claim about who bears tariff costs, presented without evidence.
@jaconbran2367
Mar 4, 2025
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Critiques Trump's diplomatic approach and suggests he ignores Canadian positions, comparing leadership styles.
@AnythingJW
Mar 4, 2025
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
Attacks Liberal and NDP policies while deflecting blame to Trudeau rather than Trump, combining critique with blame assignment.
@BrendaMacdonald-s1h
Mar 4, 2025
the trouble is that she is one of the liberals best and brightest.
the trouble is that she is one of the liberals best and brightest.
Critiques a political figure as representative of liberal ideology, blending partisan criticism with identity-based framing.
louisebridge7114
Feb 27, 2026
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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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Discourse Quality (Perspective API)