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
Search & Filter
Policy Critique
5,980 comments
“Just shut up and comply” is basically what this guy said. Thanks for the info pal. I’ll be traveling elsewhere
“Just shut up and comply” is basically what this guy said. Thanks for the info pal.
I’ll be traveling elsewhere
Criticizes the government's approach as authoritarian and announces intention to travel elsewhere as a form of protest.
AC-zt2ky
Dec 11, 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
No "Canada" didn't "open the doors, the government did and DID NOT HAVE THE PEOPLES PERMISSION!!!!!!!!!!¡
No "Canada" didn't "open the doors, the government did and DID NOT HAVE THE PEOPLES PERMISSION!!!!!!!!!!¡
Criticizes government immigration policy as undemocratic and lacking public consent, framing it as a betrayal of 'Canada' and 'the people.'
stephanielynnbeneficary-w9z
Dec 17, 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
Ottawa doesn’t work anymore point final!
Ottawa doesn’t work anymore point final!
Expresses frustration with Ottawa's governance and institutional effectiveness.
Policy Critique
0.80
johnmavros6382
Feb 28, 2026
Those numbers need to be higher. There's a lot of bogus claims.
Those numbers need to be higher. There's a lot of bogus claims.
Argues deportation numbers should be higher and makes an unsubstantiated claim about 'bogus claims' without evidence.
DenisDeLong
Dec 24, 2025
About time 👍🏽👍🏽👍🏽👍🏽
About time 👍🏽👍🏽👍🏽👍🏽
Brief approval of government action on immigration, expressing support for stricter policy direction.
Policy Critique
0.80
leschnoothegreat
Dec 24, 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
It would be nice to get 500,000 every six months
It would be nice to get 500,000 every six months
Expresses preference for higher immigration intake targets as a policy position.
Policy Critique
0.80
Becxx88
Dec 24, 2025
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to …
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to 5 million temporary resident in canada
Criticizes government immigration policy for insufficient background checks and warns of reciprocal consequences from other nations.
Jutt_4X4
Dec 8, 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
Sadly there never was anything we could do to prevent tariffs. We should retaliate and when they retaliate we retaliate and let this go off the roads. We cannot back down to this idiot President. …
Sadly there never was anything we could do to prevent tariffs. We should retaliate and when they retaliate we retaliate and let this go off the roads. We cannot back down to this idiot President. At same time we should be making neither deals with Europe and close out the arrogant USA corrupt government. Canada first initiatives and less reliant in them. Focus on Mexico and Europe and fuck those pricks.
Critiques tariff policy and government response while calling for retaliatory action and 'Canada first' initiatives.
@laziestninjagamer
Mar 4, 2025
deport deport trudumbs mistakes
deport deport trudumbs mistakes
Criticizes government immigration policy and attributes it to the Prime Minister's decisions.
grantboucher9342
Dec 24, 2025
trump is bonkers
trump is bonkers
Brief dismissive critique of Trump's mental fitness for office, a form of political criticism.
Policy Critique
0.80
@stephenbutler463
Mar 4, 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
Why aren't those who brought them in paying to remove them?
Why aren't those who brought them in paying to remove them?
Questions why government officials responsible for immigration admissions should not bear the financial cost of deportations.
wilbback8589
Dec 24, 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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)