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 you don't give a hoot about Canada
Trudeau you don't give a hoot about Canada
Direct criticism of Trudeau's leadership and concern for Canadian interests, framed as policy/governance failure.
Policy Critique
0.90
@DANBROTHER-j4m
Mar 4, 2025
Him slapping excessive tariffs on many countries will only hurt Americans. He never thought that these countries will do the same to America.
Him slapping excessive tariffs on many countries will only hurt Americans. He never thought that these countries will do the same to America.
Criticizes tariff policy as economically counterproductive, analyzing unintended consequences of trade actions.
@nutrity2584
Mar 4, 2025
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
Directly criticizes PM Trudeau's decisions on parliament prorogation and lack of effort on drug/border controls over nine years.
Policy Critique
0.90
@nonasmith2405
Mar 4, 2025
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone …
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone who fell asleep at the wheel for the trade deficit, there are multiple factors INCLUDING HIMSELF.
Detailed critique of Trump's trade policy and USMCA agreement violations with analytical reasoning.
Policy Critique
0.90
@MyLil_Buttercup
Mar 4, 2025
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and …
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and every Liberal/ NDP on it!!!\n\nYou’re a disgrace to all things true!!!
Harshly criticizes Trudeau and coalition government policies while implicitly calling for political change through inflammatory language.
@mandycote5662
Mar 4, 2025
Trudeau put us in this position..he weakend our country with the economy and he weakened our country by not supporting our military.?
Trudeau put us in this position..he weakend our country with the economy and he weakened our country by not supporting our military.?
Directly criticizes Trudeau's economic and military policies as weakening Canada.
Policy Critique
0.90
@barbcroteau6941
Mar 4, 2025
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would …
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would not vote liberal in the next election.
Nuanced critique acknowledging some strengths while expressing disagreement with domestic policy and voting intentions.
Policy Critique
0.90
@rancorslayer5228
Mar 4, 2025
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Expresses frustration with government structure and leadership, characterizing it as authoritarian rather than democratic.
Policy Critique
0.90
@cheryl8493
Mar 4, 2025
I hate our government so much.
I hate our government so much.
Direct expression of dissatisfaction with government performance and leadership.
Policy Critique
0.90
@cartwrightworm1317
Mar 4, 2025
Un worthy Trudeau capable for nothing......
Un worthy Trudeau capable for nothing......
Direct criticism of Trudeau's competence and capability in governance.
Policy Critique
0.90
@Ha-Ha-Ha-a
Mar 4, 2025
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as …
The problem is, Canadian govt called too many..and that's all for money.
Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as a student
And that's for those diploma mill colleges.
And students need an Extra 20k , often more to pay the remaining fee for next year, which means they have to work no matter what.
This is why you see Indians working everywhere.
Anyone saying there are too many Indians, well its because you are too greedy for that money
Critiques government immigration policy and financial requirements while explaining economic motivations behind visible immigrant populations.
kingkong785-u7i
Feb 16, 2026
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street and making havoc to other people. They are acting like that are entitled to do that just because they are allowed to ! I am immigrant too and I didn't came here to watch all these people how change and make it dirty more and more every day. They just bringing same shit where they are running from ? You see how stupid that is ? We have to change Government as fast as possible otherwise Canada is done ! People wake up don't be scared to say NO ! I would love to see how this beautiful country goes down the drain. Cheers ❤❤❤
Combines personal immigrant experience with criticism of government policy and cultural integration concerns, framed as urgent political change needed.
EvergreenEPS2423
Aug 25, 2025
Trudeau as zero skill in competence ,, what a pathetic looser.
Trudeau as zero skill in competence ,, what a pathetic looser.
Direct criticism of Trudeau's competence and leadership abilities.
Policy Critique
0.89
@mikesimard47
Mar 4, 2025
Temporary Foreign Worker Program is not immigration. Nice try France24. Canadian here and we are not divided.
Temporary Foreign Worker Program is not immigration. Nice try France24. Canadian here and we are not divided.
Critiques media framing by distinguishing temporary worker programs from immigration, asserting Canadian consensus against the conflation.
marksantos4323
Feb 11, 2026
Why do Canadians continue to vote for the same liberal disastrous government? We needed a change many years ago, but Canadians are deaf, dumb and blind! Our government is actively working 'against' citizens and not …
Why do Canadians continue to vote for the same liberal disastrous government? We needed a change many years ago, but Canadians are deaf, dumb and blind! Our government is actively working 'against' citizens and not 'for' citizens. They have an agenda to replace citizens with these new immigrants who will work for much lower wages. It is all about giving jobs to migrants and for the elite to get richer.
Criticizes government immigration policy as intentional wage suppression and job displacement, calls for voting change, and frames immigration as serving elite interests over citizens.
LenTube25
Aug 28, 2025
This needs to be cleaned up. Put the money in to get through the claim backlog and if someone is ruled inadmissible, cut them off and deport them. Why the heck is it taking 8 …
This needs to be cleaned up. Put the money in to get through the claim backlog and if someone is ruled inadmissible, cut them off and deport them. Why the heck is it taking 8 years to get a known criminal deported! Stop just handing out our hard earned cash.
Critiques immigration system inefficiency and spending, calling for faster deportations and reallocation of funds to process backlogs.
RosiedaRascal
Feb 24, 2026
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral.
You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow.
When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Detailed critique of journalistic methodology and framing bias, arguing the video manufactures racial outrage rather than addressing structural policy failures.
gtshades
Jan 27, 2026
This is what 10 years of insane Liberal policies does to a country.
This is what 10 years of insane Liberal policies does to a country.
Direct criticism of Liberal government policies over a decade, attributing negative outcomes to their immigration approach.
Policy Critique
0.88
sandytrimble5081
Aug 25, 2025
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to fraudsters, and cheats, that tax paying Canadians don’t even receive or cannot afford is pure criminal behaviour.
Criticizes government policy on immigrant benefits as unfair compared to Canadian taxpayers, framing it as criminal behavior.
beemer1111
Feb 19, 2026
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving large handouts of of our Canadian tax dollars to support the new immigrants that our coming into Canada. Why is the government giving large hand outs to these Indian immigrants instead of helping us true Canadians who helped built this Country. It is a dam shame to see what the Liberal Government our doing to this country of ours were many are homeless, high cost of living and the high crimes that happens every day in Canada and what does the government do is let these criminals back into our streets where us true Canadians do not feel safe any more. The one thing that pisses me off is seeing is all these new immigrants coming into Canada by the thousands that are taking away our Canadian entry jobs like Walmart, McDonalds and A & W fast food restaurant where as our young born Canadian students and others can not find a job to help them pay for there school loans and get a good education degree. We need to put a stop to this. For enough is enough before our Liberal Government destroys our country.
Extended critique of government immigration and welfare policy, with identity framing of 'true Canadians' versus immigrants, and personal narrative elements.
michaelbucyk5
Aug 25, 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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