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
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Critiques healthcare policy sustainability while using sarcasm about the Prime Minister, blending policy analysis with satirical tone.
thelefteyeguy
Feb 25, 2026
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a …
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a problem. The end was great. But it lacked lto visualize what I've been saying for years : We leave the bad stuff behind. We share and teach others our cultural aspects. We're not supposed to bring the bad, the reason why we left, with us.
Critiques mass immigration policies favoring specific countries as disrupting social harmony and multiculturalism, with concern about cultural integration.
CanSalvAnemic
Sep 23, 2025
Our tax dollars wasted on law abiding gun owners instead of criminals...what a joke the liberal Government is
Our tax dollars wasted on law abiding gun owners instead of criminals...what a joke the liberal Government is
Criticism of government spending priorities and Liberal government policy, framing tax dollars as wasted on gun control rather than crime prevention.
KerryB-q8u
Feb 18, 2026
As a Canadian I have no use for that useless pos Trudeau. Can’t wait till I never see the loser again.
As a Canadian I have no use for that useless pos Trudeau. Can’t wait till I never see the loser again.
Canadian expressing strong disapproval of Prime Minister Trudeau, framing him as ineffective and untrustworthy.
@gregwanner2543
Mar 4, 2025
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate …
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate people,Canada is place of educated people especially into government institutions which be police department,which be army department,which be intelligent department,parliament members should focus on merit base and democracy.
Argues for merit-based immigration policy and criticizes current system for hiring unqualified people in government institutions.
Policy Critique
0.82
A.mirzayee
Sep 28, 2025
What Canadian tax paying family gets 50,000 a family to set up their household???? She didn't say this was a loan ...
What Canadian tax paying family gets 50,000 a family to set up their household???? She didn't say this was a loan ...
Questions government support for immigrants while implying unfair treatment compared to Canadian families, critiquing policy equity.
blongmore3485
Jul 12, 2025
Please keep in mind, that all the issues we have in Canada are because of Trudeau. He's been in power for almost a decade. The widespread drug abuse and crime is because of him being …
Please keep in mind, that all the issues we have in Canada are because of Trudeau. He's been in power for almost a decade. The widespread drug abuse and crime is because of him being weak on policy and handing out drugs like candy paid by tax payers. More people died from fentanyl in Canada than our soldiers in WWII. That is all on his watch. He is only making these changes because of Trump. What kind of a leader is Trudeau to only become Canada first when a person from outside the country threatens him? He is a horrible leader and a traitor to the Citizens and the Country we call Canada. Regardless of what his speech is, he cannot be trusted with his globalist agenda. He has stepped down (thank goodness!!) and Canada is looking forward to having Pierre Poilievre as our PM.
Primarily critiques Trudeau's governance and policy decisions, with embedded unverified claims about fentanyl deaths and drug distribution.
@Universal.G
Mar 4, 2025
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
Bunch of typical Morans running government!!!
Bunch of typical Morans running government!!!
Expresses frustration with government competence and decision-making regarding immigration policy.
Policy Critique
0.82
JJ-ek2ec
Sep 30, 2025
So Canada can’t manage there economy so they blame America ?
So Canada can’t manage there economy so they blame America ?
Questions Canada's economic management and suggests blame-shifting to America.
@naturalathomefurniture5129
Mar 4, 2025
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
Criticizes Liberal government policies as destructive to Canada while invoking religious identity and moral framing.
lorddeath1023
Aug 25, 2025
So, you spent all this money, and at the end, the result is 25% US tariffs ??. This simply shows how a lapdog Canada is.
So, you spent all this money, and at the end, the result is 25% US tariffs ??. This simply shows how a lapdog Canada is.
Criticizes Canada's negotiating outcome (25% tariffs) as evidence of weak policy/diplomatic performance, with identity framing of Canada as subservient.
@argenin-xp4nh
Mar 4, 2025
As an American, I love Canada but Trudeau really sucks. Without a doubt, he looks down on the US and has openly insulted America.
As an American, I love Canada but Trudeau really sucks. Without a doubt, he looks down on the US and has openly insulted America.
Criticism of Trudeau's leadership and alleged disrespect toward the US, comparing Canadian and American political contexts.
@chrisf8855
Mar 4, 2025
The first woman speaking . Everything she said is caused by the liberals who want Canada crushed . Sorry but went you vote for this crap you get to eat it also. Vote conservative, wake …
The first woman speaking . Everything she said is caused by the liberals who want Canada crushed . Sorry but went you vote for this crap you get to eat it also. Vote conservative, wake up Canada if it’s not too late already
Criticizes liberal government policies and calls for voting conservative as a solution.
kirkharrington2755
Aug 25, 2025
You get what you vote for, Elbows up for more than 10 years I'm a senior in this country and I'm pissed
You get what you vote for, Elbows up for more than 10 years I'm a senior in this country and I'm pissed
Personal account of frustration with government leadership over a decade, critiquing voting outcomes and policy direction.
buskerjames
Aug 25, 2025
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Criticizes Liberal government and 'woke' voters for destroying national pride, blending policy critique with identity-based nostalgia.
Slower-And-Less-Happy
Aug 25, 2025
Canada is right, trump is wrong. This is a huge mistake and average Americans will pay the price.
Canada is right, trump is wrong. This is a huge mistake and average Americans will pay the price.
Compares Canada and Trump positions while predicting negative economic consequences for Americans.
@cjstanley1
Mar 4, 2025
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per …
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per entage of people who came from a specific country did the fraud. That's will be the best measure.
Critiques the methodology of fraud reporting and suggests a better statistical approach for measuring fraud rates by country.
ManishKumar-ct4sn
Sep 30, 2025
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
First step this IRCC goons must fired ... why they collecting pay cheques for what ? they don't f*king doing their job why they don't have any answer ... only words.... i don't have the …
First step this IRCC goons must fired ... why they collecting pay cheques for what ? they don't f*king doing their job why they don't have any answer ... only words.... i don't have the number...
Attacks IRCC performance and accountability, demanding personnel changes and better job execution.
TVTV-gq8oj
Sep 29, 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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