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
Remember when republicans hated commies? And now they’re getting on the Putin train, all because Trump said so
Remember when republicans hated commies? And now they’re getting on the Putin train, all because Trump said so
Criticizes Republican political hypocrisy regarding communism and alleged alignment with Putin due to Trump influence.
@samkochevar983
Mar 4, 2025
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Criticizes specific government officials (Trudeau, Miller, Carney, Diab) and their handling of immigration policy as incompetent.
Policy Critique
0.85
GoesByFooty
Jun 17, 2025
Trump need to prove his claims to be allowed to claim emergency powers.
Trump need to prove his claims to be allowed to claim emergency powers.
Demands evidence and accountability for emergency power claims, critiquing the basis for policy decisions.
Policy Critique
0.85
@Thatsmessedupman
Mar 4, 2025
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Criticizes government policy and system failures (healthcare, taxation, sovereignty) while expressing anxiety about national decline and preferential treatment.
geogib709
Apr 15, 2025
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing …
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing money from government offices. Trump is not a smart man. Recently he said this was a bad agreement and who the hell signed this speaking about the last trade agreement with Canada and Mexico. Well it was you Dumb Donald. Nothing more than a child bully.\n This idiot thinks Zelensky is a dictator but refuses to call Putin a dictator WTF . He says Ukraine started the war, what a retarded scumbag. Good luck the next 4 years UST, United States of Trump.
Critiques Trump's tariff policy, tax cuts, and trade decisions while making moral judgments about his character and competence.
@sadie63
Mar 4, 2025
Drop the tariffs on US goods and we will immediately drop the tariffs on Canadian goods. I fail to see why this is so difficult.
Drop the tariffs on US goods and we will immediately drop the tariffs on Canadian goods. I fail to see why this is so difficult.
Critiques tariff policy as illogical and calls for reciprocal trade action.
Policy Critique
0.85
@wb6162
Mar 4, 2025
Title of this video should be "How Mass Immigration Broke Canada".
Title of this video should be "How Mass Immigration Broke Canada".
Proposes alternative framing of the video's title to emphasize mass immigration as the cause of Canada's problems.
Policy Critique
0.85
johnm2879
Jun 20, 2025
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or …
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or afford rent.
Critiques immigration system sustainability while expressing concern for both citizens and immigrants.
Pilgrimofhope7
Feb 17, 2026
Another of Tiny Trudeau's myriad "successes."
Another of Tiny Trudeau's myriad "successes."
Sarcastic criticism of government policy/leadership framed as failure, with dismissive language toward the Prime Minister.
hughjass1044
Jun 17, 2025
Trudeau has done more damage to Canada than the US tarrifs ever could
Trudeau has done more damage to Canada than the US tarrifs ever could
Directly criticizes Trudeau's governance record as more damaging than external economic pressures.
Policy Critique
0.85
@Marie-AnnePAJALA
Mar 4, 2025
It is actually due to the Liberals going back to Chretien and Trudeau pere.
It is actually due to the Liberals going back to Chretien and Trudeau pere.
Attributes current immigration issues to Liberal government policies spanning multiple administrations.
Policy Critique
0.85
javierdenardo2607
Jun 21, 2025
And liberal voters smiled and said "business as usual" pathetic.
And liberal voters smiled and said "business as usual" pathetic.
Criticizes government policy response ('business as usual') while implying voter complicity, with dismissive tone toward political actors.
kevindantas3044
Jun 18, 2025
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics …
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics wise, to ensure a realistic societial balance, as it relates to humanities basic needs .
Argues that immigration policy should be calibrated to labor/economic needs and synchronized with housing/public services capacity, critiquing current policy approach.
Margaret-u1x
Apr 15, 2025
Hey Canada did you guys forget what Justin did to those truckers ? Canceling their bank accounts. Oh how easily you guys forget
Hey Canada did you guys forget what Justin did to those truckers ? Canceling their bank accounts. Oh how easily you guys forget
Criticizes Trudeau's handling of the trucker protests and bank account freezing, with an implicit claim about government overreach presented without evidence.
@Bigbeefyandhairy
Mar 4, 2025
Trudeau your country already told you to step down, Americans agree. If you cared about Canadians, you wouldn't have waited til now to do something
Trudeau your country already told you to step down, Americans agree. If you cared about Canadians, you wouldn't have waited til now to do something
Criticizes the PM's delayed response to public pressure and implies failure to prioritize Canadian interests, with implicit call for action.
@robertmclain7010
Mar 4, 2025
If Canada kicks out a minimum of 5 million , I think it would be fair.
If Canada kicks out a minimum of 5 million , I think it would be fair.
Commenter advocates for mass deportation as a policy position, framing it as a fairness issue.
andishehkherad9678
Apr 19, 2025
The man talking about the damage these tariffs will caused has cause far more damage to Canadians than the tariffs ever will. Ask anyone trying to buy a house for the past few years! Or …
The man talking about the damage these tariffs will caused has cause far more damage to Canadians than the tariffs ever will. Ask anyone trying to buy a house for the past few years! Or ask about the value of the Canadian dollar. These tariffs are least of the Canadian people concerns.
Directly critiques government policy (housing, currency) as more damaging than tariffs, with economic impact analysis.
@augievelasquez831
Mar 5, 2025
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many …
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people.
I do have ill will for our liberal government though. There's just too many people coming in at once. In 2025 we had 415,000 new permanent residences. 2024 it was 425,000. The liberal government said they were going to lower immigration and they didn't. They gutted the international student program but they kept the influx of permanent residences coming in because they're not done buying votes.
Distinguishes between people and policy, criticizing government immigration decisions with specific numbers and allegations of vote-buying.
RipperDio
Jan 27, 2026
What happened to Canada. They give Permanent residence for that kind of English.
What happened to Canada. They give Permanent residence for that kind of English.
Expresses criticism of Canadian immigration policy regarding permanent residence standards, framed as a rhetorical question about policy decisions.
nasleelafir4931
Feb 15, 2026
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily.
They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not.
The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Detailed criticism of government immigration enforcement practices with specific claims about visa approvals presented without evidence.
hazelstops
Jun 6, 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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