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 destroyed canada and resigned why is he speaking.
Trudeau destroyed canada and resigned why is he speaking.
Criticizes Trudeau's governance and questions his legitimacy to speak on current issues.
Policy Critique
0.90
@pooldoctorz
Mar 4, 2025
The Liberals have destroyed our beloved country
The Liberals have destroyed our beloved country
Direct criticism of Liberal government's handling of national affairs, attributing country's problems to government incompetence.
Policy Critique
0.90
BriceBurnstad-b3m
Feb 27, 2026
Trudeau can kick rocks
Trudeau can kick rocks
Brief dismissive statement directed at Trudeau, expressing disapproval of his leadership.
Policy Critique
0.90
@shaneprice6084
Mar 4, 2025
No more immigration for next 20 years. Bring it to the complete halt.
No more immigration for next 20 years. Bring it to the complete halt.
Calls for a complete halt to immigration policy for 20 years.
Policy Critique
0.90
LightOfRyuk
Oct 1, 2025
Just kicking the can down the road, doesn't surprise me with the disaster record of liberal party..
Just kicking the can down the road, doesn't surprise me with the disaster record of liberal party..
Criticizes government handling of immigration policy as ineffective and blames the Liberal party.
Policy Critique
0.90
brianclement9240
Oct 1, 2025
Too much empty talk, no substance. Majority of Albertans don’t agree with your point of view. Why is she wasting time and money on unnecessary referendum??? Senate is a part and parcel of Parliamentary democracy, …
Too much empty talk, no substance. Majority of Albertans don’t agree with your point of view.
Why is she wasting time and money on unnecessary referendum???
Senate is a part and parcel of Parliamentary democracy, madam.
You are steering around and avoiding to fix the problems in Education, Healthcare, and green energy infrastructure.
You are not sending extra money to Ottawa as you are referring to the transfer payments among provinces. The last formula was signed up by the ex Rt Hon PM Stephen Harper, who won his seat in Calgary AB.
Comprehensive critique of government policy priorities, referendum decisions, and fiscal management, with factual references to parliamentary procedures and transfer payment history.
Policy Critique
0.90
@balboora8092
Feb 20, 2026
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Analyzes government responsibility and IRCC failures in managing immigration, using an extended metaphor about host responsibility and boundaries.
Scorpio_86
Oct 1, 2025
Trudeau has done so much damage to Canada it is 100 times worse than anything the tariffs will bring.
Trudeau has done so much damage to Canada it is 100 times worse than anything the tariffs will bring.
Compares Trudeau's policies unfavorably to tariff impacts, critiquing government performance without specific evidence.
Policy Critique
0.90
@cageyguy2719
Mar 4, 2025
Go after the employers of illegals if you want to tackle the problem.
Go after the employers of illegals if you want to tackle the problem.
Proposes an alternative enforcement strategy targeting employers rather than immigrants themselves.
Policy Critique
0.90
glennarcher2988
Sep 30, 2025
Sds program abused and Canadian government is responsible
Sds program abused and Canadian government is responsible
Directly criticizes government handling of a specific program (SDS) and assigns responsibility.
Policy Critique
0.90
jyotisaini7023
Sep 30, 2025
Easy fix. Shut down the LMIA and NO student workers (if you come to study you should bring money to survive).
Easy fix. Shut down the LMIA and NO student workers (if you come to study you should bring money to survive).
Proposes specific policy changes (shutting down LMIA and restricting student workers) as a solution to immigration issues.
sdunn5643
Oct 5, 2025
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, but you can works as uber drivers or Tim Hortons workers. The reason is Canadian youths don’t want to work in those odd jobs. However, Canadian people complain about the immigrant odd workers. They think economy is bad because of those immigrants who paid thousands of dollars for education and have been working in odd jobs. This is stupidity. Canada government exploits immigrant students by making them spend thousands for education and can only provide odd jobs for most of the immigrant students who hold PGWP work visa. Then some almost-racist Canadian folks stand against immigrants who have actually been exploited.
Detailed critique of government exploitation of international students through education costs and underemployment, framed as systemic injustice.
emredil754
Oct 4, 2025
Don't immigrate anyone.
Don't immigrate anyone.
A direct, blunt statement opposing immigration policy without elaboration or emotional framing.
Policy Critique
0.90
@aleksanderkuncwicz7277
Feb 20, 2026
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
Immigration, housing, defence, fiscal, taxes.. there isn't a file that this putrid government hasn't wrecked.
Immigration, housing, defence, fiscal, taxes.. there isn't a file that this putrid government hasn't wrecked.
Broadly criticizes government handling of multiple policy areas including immigration, housing, and fiscal management.
Policy Critique
0.90
BC-yd6dl
Oct 5, 2025
People who do not answer the question or give a round around should be fired on the spot and arrested . Government is so dam good at this crap .
People who do not answer the question or give a round around should be fired on the spot and arrested .
Government is so dam good at this crap .
The commenter criticizes government officials and bureaucratic processes for evasiveness and poor accountability.
Policy Critique
0.90
Andrew-g8c9p
Oct 9, 2025
Easing russian sanctions, then putting tarrifs to allies that makes stupid sense.
Easing russian sanctions, then putting tarrifs to allies that makes stupid sense.
Critique of contradictory policy decisions regarding Russian sanctions and tariffs on allies.
Policy Critique
0.90
@rollendecuzar282
Mar 4, 2025
Again our government is failing us.
Again our government is failing us.
Direct criticism of government performance and policy failure without specific details.
Policy Critique
0.90
user-iz7zy7rx9t
Oct 23, 2025
Y have canada government allow such things. U should make the rules strick for foreigners
Y have canada government allow such things. U should make the rules strick for foreigners
Critiques government policy for being insufficiently strict on foreign immigration regulations.
Policy Critique
0.90
sumathyearnest-m1f
Oct 21, 2025
Why didn’t you do this before the threats of tariffs. Makes no sense. You’ve been in charge for years. Yet only last week did you appoint people to stop the issues that are the talking …
Why didn’t you do this before the threats of tariffs. Makes no sense. You’ve been in charge for years. Yet only last week did you appoint people to stop the issues that are the talking points. It’s all BS. You’re a clown. A Neo con clown
Criticizes government inaction and delayed response to policy issues, with personal attacks on leadership.
@David81515
Mar 4, 2025
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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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Discourse Quality (Perspective API)