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
This was 11 hours ago and now Trump is reconsidering , if that's not a sign of weakness i don't know what is ???? trump is a stitshow.
This was 11 hours ago and now Trump is reconsidering , if that's not a sign of weakness i don't know what is ???? trump is a stitshow.
Criticizes Trump's inconsistency and characterizes his behavior negatively as weakness and poor governance.
Policy Critique
0.82
@jasonbussenschutt8262
Mar 4, 2025
This immigrant problem has been going on for years, since the liberals (idiot Pierre Trudeau) got into power . Why now bring it up. Cause of that nimkumpoop trump?
This immigrant problem has been going on for years, since the liberals (idiot Pierre Trudeau) got into power . Why now bring it up. Cause of that nimkumpoop trump?
Criticizes government policy and political leadership (Trudeau) for immigration decisions, with partisan framing.
spada60
Aug 27, 2025
Nice speech Mr Trudeau. Funny how politicians always start speaking truth only AFTER they decide to leave office ...... One of the best was Pres. Eisenhower's farewell speech and very apropos today.....
Nice speech Mr Trudeau. Funny how politicians always start speaking truth only AFTER they decide to leave office ...... One of the best was Pres. Eisenhower's farewell speech and very apropos today.....
Critiques politicians for speaking truth only after leaving office, comparing Trudeau to Eisenhower's farewell speech pattern.
@hempcrete6444
Mar 4, 2025
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only …
Canadians are turning against mass and Illegal immigration
For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only to those it needs and that as a privilege -NO ONE has any rights to coming to Canada and those who are accorded such an opportunity need to understand clearly that they are opting for a new way of life that gives them opportunity and must be prepared psychologically to adapt and contribute -This concept has been brutalized in recent decades and law order and expectations have been trampled on -Hence today’s situation-a Canadian who came according to law and embraced Canada its way of life and Canadians
Critiques immigration policy framework, arguing for selective immigration based on national needs and immigrant adaptation expectations rather than rights.
BeejoMitty
Aug 26, 2025
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be blamed...
Critiques government policy for attracting migrants with false promises and then blaming them for integration issues.
quantum-entanglement-string
Jan 27, 2026
This clown has already started he's stepping down because he's not the leader Canada needs. Go quietly.
This clown has already started he's stepping down because he's not the leader Canada needs. Go quietly.
Criticizes Trudeau's leadership and calls for his resignation, combining personal attack with demand for political action.
@biderdoo
Mar 4, 2025
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door.
Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Detailed critique of immigration and military recruitment policies with concerns about fraud, disloyalty, and capital flight.
chelsey1ize
Feb 27, 2026
SHAME ON OUR GOV . SHAME .SHAME SHAME . CANADIANS ARE GETTING FED UP
SHAME ON OUR GOV . SHAME .SHAME SHAME . CANADIANS ARE GETTING FED UP
Expresses frustration with government policy while claiming widespread public discontent and demographic anxiety.
Newfoundmindset2.0
Jan 27, 2026
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in India. I'll do the studying you pay the fees, let's get married on paper to gain entry.... Its an open secret. Canada is officially fooked.... 😂
Criticizes Canadian immigration policy and government while making unsubstantiated claims about fraud rates among immigrants.
b8bb8r
Feb 26, 2026
Sick what this corrupt government has done
Sick what this corrupt government has done
Criticizes government handling of immigration policy, characterizing it as corrupt without specific policy details.
Policy Critique
0.82
Stonesour1
Aug 25, 2025
I strongly disagree with this we now have police officers in turban not excitable turbon is not part of the uniform if you cannot wear the uniform you should not be an officer plain and …
I strongly disagree with this we now have police officers in turban not excitable turbon is not part of the uniform if you cannot wear the uniform you should not be an officer plain and simple don't apply for a job you can not fulfill
Critiques police uniform policy regarding religious headwear, framing it as incompatible with job requirements and national standards.
kimanseth8988
Sep 10, 2025
This guy isn't too bright... It's not a trade war at all it's called leveling the playing field.... Canada is not playing fair and they know it
This guy isn't too bright... It's not a trade war at all it's called leveling the playing field.... Canada is not playing fair and they know it
Dismisses Trudeau's characterization of tariffs as a trade war, arguing instead it's about fair competition, while critiquing his understanding of trade policy.
@acw2237
Mar 4, 2025
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Criticizes Trudeau's governance and impact on Canada, framed through national identity concerns about the nation's decline.
@toolaholicsanonymous
Mar 4, 2025
having an immigration lawyer talk about high immigration numbers is like a real estate agent arguing housing prices should keep rising — it directly benefits their business, so their opinion isn’t neutral expertise, it’s aligned …
having an immigration lawyer talk about high immigration numbers is like a real estate agent arguing housing prices should keep rising — it directly benefits their business, so their opinion isn’t neutral expertise, it’s aligned with self-interest
Critiques the credibility of an immigration lawyer's position by questioning their neutrality due to financial self-interest, challenging the expertise presented in the video.
fhaze10
Jan 19, 2026
If he really wanted to protect the people then why start AFTER the fact. He does this only because it’s gonna hurt but under Biden NOTHING was being done.
If he really wanted to protect the people then why start AFTER the fact. He does this only because it’s gonna hurt but under Biden NOTHING was being done.
Criticizes the timing and motivation of policy action while comparing to previous administration's approach.
@2real2conceal
Mar 4, 2025
Canadian here. It’s only divisive because it doesn’t go far enough Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Canadian here. It’s only divisive because it doesn’t go far enough
Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Asserts Canadian identity while critiquing immigration policy as insufficiently restrictive; contextualizes within longer historical trend.
sillysailorartemis
Feb 11, 2026
How about stop flooding the country with immigrant getting a free ride.
How about stop flooding the country with immigrant getting a free ride.
Criticizes immigration policy as allowing too many immigrants while framing them as receiving unearned benefits.
leemcdonald7767
Jan 19, 2026
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
Criticizes government spending priorities, questioning why public funds go to Ukraine rather than domestic needs.
@huaqingshi5934
Mar 4, 2025
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Commenter praises someone as a 'true Canadian' while critiquing government policy failures, with identity assertion as secondary framing.
tejs8905
Jan 27, 2026
Canada needs to deport millions. 18000 is a weak joke
Canada needs to deport millions. 18000 is a weak joke
Calls for mass deportations while criticizing current policy as insufficient, combining policy critique with a demand for action.
Glenna10
Dec 26, 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
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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