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
Blame liberals Fucked up Canada
Blame liberals
Fucked up Canada
Blames a political party (liberals) for Canada's problems, framing this as policy failure rather than moral argument.
Ways69
Aug 28, 2025
it is more effective for Canada to implement 1000% tariff on Tesla and other Elon's product than the common 25% tariff on pan US products.
it is more effective for Canada to implement 1000% tariff on Tesla and other Elon's product than the common 25% tariff on pan US products.
Argument about tariff policy effectiveness, proposing an alternative economic strategy.
@michaeljordan714
Mar 4, 2025
It’s amazing how one person can lead/bully a group of men and a whole country to ruin for his own ego/puppeteer.
It’s amazing how one person can lead/bully a group of men and a whole country to ruin for his own ego/puppeteer.
Criticizes leadership's influence and decision-making as harmful to the country, focusing on governance critique.
Policy Critique
0.80
@joliethomas1428
Mar 4, 2025
At this point it would be smart for Canada (as well as Mexico) to enter a defence/arms deal with China and make China a strategic ally. Possibly extend the same deal to Russia. US under …
At this point it would be smart for Canada (as well as Mexico) to enter a defence/arms deal with China and make China a strategic ally. Possibly extend the same deal to Russia. US under Trump is effectively an unreliable ally, doubling down on catastrophic mistake/decisions instead of making swift amends.
Critiques US foreign policy reliability and proposes alternative strategic alliances for Canada, comparing nations' trustworthiness.
@aiikaiik
Mar 4, 2025
He can't go into trade war with China but he did with our closest Allie.Is this Elon Musk idea? Because if it is.We are going to be in a sinking ship with lunatic captain
He can't go into trade war with China but he did with our closest Allie.Is this Elon Musk idea? Because if it is.We are going to be in a sinking ship with lunatic captain
Criticizes trade policy decisions by comparing treatment of China versus allies, questioning the logic of the approach.
@Abdo-dk1de
Mar 4, 2025
Remember all the discussions and debate about implementing tariffs on our closest trade partners and allies during the campaigning of the last election. I don’t either…. That must have been discussed on a private call …
Remember all the discussions and debate about implementing tariffs on our closest trade partners and allies during the campaigning of the last election. I don’t either…. That must have been discussed on a private call with Putin. Makes no sense otherwise. This is terrible for US end the west overall.
Criticizes tariff policy as unexplained and harmful, with an unsubstantiated conspiracy suggestion about Putin involvement.
@ajd89
Mar 4, 2025
YOU need to stop too many from India. I blame Trudeu for this mess. Kids hear cant 😅get jobs
YOU need to stop too many from India. I blame Trudeu for this mess. Kids hear cant 😅get jobs
Calls for policy change (stop immigration from India) and blames political leadership, with economic concern about job availability for Canadian youth.
bettymcwhirter5626
Aug 28, 2025
You suck CNN. Sane-washing a lunatic. He's starting a trade war with his best friend. Think about that. Don't make excuses, don't make apologies. Say it for what it is.
You suck CNN. Sane-washing a lunatic. He's starting a trade war with his best friend. Think about that. Don't make excuses, don't make apologies. Say it for what it is.
Criticizes media coverage and government policy decisions (trade war) while urging others to recognize the situation accurately.
@maryannedouglas
Mar 4, 2025
Why the US making everyone its enemies? Europe, Canada, Middleeast, Mexico????
Why the US making everyone its enemies? Europe, Canada, Middleeast, Mexico????
Questions US foreign policy approach and expresses concern about deteriorating international relationships.
@Junaayed007
Mar 4, 2025
This is all Trump and Musks fault! The majority of americans DO NOT agree with what they are doing!!!
This is all Trump and Musks fault! The majority of americans DO NOT agree with what they are doing!!!
Blames Trump and Musk for policy decisions while asserting that most Americans disagree with them.
@christinacabrera1513
Mar 4, 2025
It is not a conservative reality, It is a Liberal mandate. Smarter up Liberals.😢
It is not a conservative reality, It is a Liberal mandate. Smarter up Liberals.😢
Criticizes Liberal government policy on immigration with partisan framing, though lacks specific policy details.
Policy Critique
0.80
danmcdonagh8924
Aug 27, 2025
You can thank your liberal federal government and it all the lemming in the east that voted them in. Alberta independence soon to escape the insanity.
You can thank your liberal federal government and it all the lemming in the east that voted them in. Alberta independence soon to escape the insanity.
Blames Liberal government for immigration policy and implicitly calls for regional separation as a response.
fabianwarnke1377
Aug 27, 2025
Thank Trudeau Ford for ignoring housing crisis,then Trudeau brought in immigrants refugees.Canadains don't mind immigrants refugees ,it's the fact there's zero new homes and Canada like USA is in a housing crisis .We see Canadians …
Thank Trudeau Ford for ignoring housing crisis,then Trudeau brought in immigrants refugees.Canadains don't mind immigrants refugees ,it's the fact there's zero new homes and Canada like USA is in a housing crisis .We see Canadians living on streets as immigrants refugees get checks at tax payers expense and homeless get ignored as more seniors are living on streets.
Criticizes government policy for prioritizing immigration over housing crisis and social support, with unsubstantiated claims about resource allocation.
watchdog5678
Aug 27, 2025
trudeau is the ONLY one to blame for everything that Canada became in the last 8 years.
trudeau is the ONLY one to blame for everything that Canada became in the last 8 years.
Blames a specific political leader for Canada's problems; focuses on government accountability rather than immigrants directly.
Policy Critique
0.80
abkostik
Aug 26, 2025
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Condemns government officials and policy decisions, with implicit call for their removal from office.
MrsG-2u
Aug 26, 2025
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
Critiques politicians' decision-making and suggests AI governance as an alternative, expressing dissatisfaction with current political leadership.
kymelezeus4409
Aug 26, 2025
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa.
Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Criticizes Trudeau's immigration policy and presents specific statistics about immigrant origins; the claim about 'over a quarter from 2 countries' lacks verification.
PS-383
Aug 26, 2025
Canadians aren't turning against immigrants. They are turning against the scam. The immigrants are just caught in the crossfire
Canadians aren't turning against immigrants. They are turning against the scam. The immigrants are just caught in the crossfire
Distinguishes between opposition to immigration policy ('the scam') versus immigrants themselves, framing this as a systemic problem rather than xenophobia.
greysea1614
Aug 25, 2025
Canadians were sooo stupid when they elected 10 years ago libtard to lead Canada -Justin aka PM
Canadians were sooo stupid when they elected 10 years ago libtard to lead Canada -Justin aka PM
Criticizes the government and Prime Minister through derisive language ('libtard'), mixing political critique with sarcastic tone.
barbsaw7002
Aug 26, 2025
Its not the immigration. It's Liberal government allowing people to be divided. It's shows everyone
Its not the immigration. It's Liberal government allowing people to be divided. It's shows everyone
Critiques government policy (Liberal government) as the root cause of social division rather than immigration itself.
Policy Critique
0.80
rick9525-f6m
Aug 25, 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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