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
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
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable …
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable man and he violated his own free trade agreement with Mexico the US and Canada. We are moving on from trusting the US. I’ve cancelled plans to vacation in the US. I will only buy Canadian or from our trusted allies (EU China Japan etc). I love the US but there are some very bizarre and stupid people in your country. Your greatest weakness. God help us all.
Criticizes Trump's trade policy violations and advocates for consumer action (buying Canadian), with comparative framing of US versus trusted allies.
@paulpotter7188
Mar 4, 2025
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Critiques US administration policy as deliberately targeting the middle class, with historical comparison to Reagan-era policies.
@kevkeisha
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
I think Trump is the negative of what people voted for.\nHis decisions are questionable...
I think Trump is the negative of what people voted for.\nHis decisions are questionable...
Critiques Trump's policy decisions as contrary to voter expectations and questions their merit.
Policy Critique
0.85
@ibukunadebayo9278
Mar 4, 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
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Commends the Prime Minister for taking a firm stance on immigration policy, framing it as necessary action that Canadians support.
@nigyarmamedova5892
Mar 4, 2025
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Criticizes government policy (tariffs) and expresses frustration with leadership, with nationalist undertones about Canada being disadvantaged.
@levinolan636
Mar 4, 2025
The States can reject the tariffs if they wish and send it to the Supreme Court.
The States can reject the tariffs if they wish and send it to the Supreme Court.
Analyzes US legal options regarding tariffs, discussing policy mechanisms and institutional recourse.
Policy Critique
0.85
@KevinAlvarado-n2u
Mar 4, 2025
Donald has no clue what he’s doing.
Donald has no clue what he’s doing.
Critical assessment of Trump's competence and decision-making abilities.
Policy Critique
0.85
@louislaboy7836
Mar 4, 2025
Very good report. The labour shortage will only grow as the population gets older. The Trudeau government tried to deal with it but may have gone too far. The Carney government is scaling back but …
Very good report. The labour shortage will only grow as the population gets older. The Trudeau government tried to deal with it but may have gone too far. The Carney government is scaling back but eventually the reality of the labour shortage will dictate the direction. Is it dividing the country? Not sure but there are definitely two camps with business supporting immigration.
Analyzes government immigration policy responses to labor shortages, acknowledges trade-offs, and notes political division while maintaining a balanced, analytical tone.
theomichael9096
Feb 15, 2026
But he still needed to call tariffs what they are: a new tax on Americans
But he still needed to call tariffs what they are: a new tax on Americans
Critiques a political figure's framing of tariffs as policy, arguing they should be called taxes.
Policy Critique
0.85
@pm124
Mar 5, 2025
The officer should have remained calm if the couple has made some mistake or dont have a document. He would have valid reason for not giving the visa if asked why he did not give. …
The officer should have remained calm if the couple has made some mistake or dont have a document. He would have valid reason for not giving the visa if asked why he did not give. Instead he got angry and behaved unprofessionally.
Critiques officer conduct and professional standards while implying fairness concerns in visa decision-making process.
@riteshsawali264
Mar 5, 2025
2.9 million housing issues have been resolved for some homeless Canadians. There is a shortage of high-school science teachers. Students have to wait more than a year to get grade 11 physics and other science …
2.9 million housing issues have been resolved for some homeless Canadians. There is a shortage of high-school science teachers. Students have to wait more than a year to get grade 11 physics and other science courses like biology. I think 2.9 million would free up some classes. It's kind of difficult to make doctors in Canada, if you don't have your high-school science. I hope this will free up the healthcare system because it is pure garbage. I have been waiting a year and a half for a surgery! Joke Government. Corrupt and Incompetent! Polygraph, Audit, Drug Test all of Government!! It's a DISGRACE!!
Criticizes government policy on immigration and housing while expressing concerns about resource allocation affecting healthcare and education systems.
RochLamarche
Feb 15, 2026
Most of PM Carnage's Cabinet is absent and clueless.
Most of PM Carnage's Cabinet is absent and clueless.
Criticizes cabinet competence and presence using derogatory language ('Carnage') for the Prime Minister.
skychaser59
Feb 27, 2026
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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)
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14-category DH taxonomy
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