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
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler.
The dude is constantly “investigating” people of color and exposing their “wrongdoings”.
Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US…
His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Critiques the channel's investigative approach as biased and selective, while arguing for ethical fairness in coverage and defending immigration as not inherently problematic.
RyanCohn
Jan 27, 2026
This government could not manage a 2 car funeral
This government could not manage a 2 car funeral
Dismissive criticism of government competence and management ability.
Policy Critique
0.85
MikeSweetland-1
Feb 27, 2026
I don't believe for one moment that the mess we're in, because of the Liberal governments incompetence, will ever be solved.
I don't believe for one moment that the mess we're in, because of the Liberal governments incompetence, will ever be solved.
Expresses pessimism about government's ability to solve problems caused by Liberal incompetence, combining policy critique with hopelessness.
user-fe6km7gw8m
Feb 27, 2026
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
Criticizes government policy on immigration and welfare, with explicit calls to remove undocumented immigrants and halt immigration.
NoOne-ze7fv
Feb 27, 2026
Broken ? Our Liberal government is dysfunctional, honestly , why would anyone expect anything other than broken .
Broken ? Our Liberal government is dysfunctional, honestly , why would anyone expect anything other than broken .
Criticizes government functionality and competence, attributing systemic problems to Liberal leadership.
Policy Critique
0.85
mindyjeffries6648
Feb 27, 2026
Lieberals ruined Canada….
Lieberals ruined Canada….
Blames a political party for national decline, combining partisan criticism with implicit identity-based framing about who belongs in Canada.
noblewarrior4776
Feb 27, 2026
Hotel bought by this women in immigration to house transitional immigrants, why do Taxpyers have to pay for her incompetence
Hotel bought by this women in immigration to house transitional immigrants, why do Taxpyers have to pay for her incompetence
Criticizes government spending on immigrant housing and questions official competence, framing it as taxpayer burden.
concern-ity
Feb 27, 2026
Incompetence on all levels. Taxpayers need accountability and transparency. If someone can’t do the job, RESIGN !!!
Incompetence on all levels. Taxpayers need accountability and transparency. If someone can’t do the job, RESIGN !!!
Demands accountability and transparency from officials, calling for resignation if incompetent.
ArdenFoley
Feb 27, 2026
You can blame the immigrants all you want but never blame the politicians who allowed the fake colleges and allowed them in. Never the bride always the bridesmaid
You can blame the immigrants all you want but never blame the politicians who allowed the fake colleges and allowed them in. Never the bride always the bridesmaid
Criticizes politicians and policy decisions (fake colleges, visa approvals) while deflecting blame from immigrants, with implicit us-vs-them framing.
anthonysellsit
Feb 24, 2026
No more benefits for 'asylum" seekers or immigrants. Let NGOs and private funds pay for it. All these benefits and government money bring abuse and grift. Turn off the taps, send them back.
No more benefits for 'asylum" seekers or immigrants. Let NGOs and private funds pay for it. All these benefits and government money bring abuse and grift. Turn off the taps, send them back.
Criticizes government benefits and asylum policy while calling for defunding and deportation.
-37driver
Feb 24, 2026
Yesterday in question period, a Lib MP stated that the CONS were on the Committee that reviewed asylum seeker Healthcare. They knew how much it would cost this year and agreed to the cost cutting …
Yesterday in question period, a Lib MP stated that the CONS were on the Committee that reviewed asylum seeker Healthcare. They knew how much it would cost this year and agreed to the cost cutting changes. This crap is just more rage farming for the base.
Critiques the framing of asylum healthcare debate as partisan 'rage farming,' noting bipartisan committee agreement on cost-cutting measures.
sargemom9000
Feb 24, 2026
When your claim is rejected then you should not go back out the front door but rather you're taken out the back door to a bus that takes you to a waiting plane to your …
When your claim is rejected then you should not go back out the front door but rather you're taken out the back door to a bus that takes you to a waiting plane to your home country. Appeal from there
Proposes a specific policy change for handling rejected asylum claims, critiquing current procedures while suggesting an alternative bureaucratic process.
lylemacdonald6672
Feb 27, 2026
Come on Vassey - humane????? You are paying for this as well. Unless you are Carney and have your tax dollars in a safe haven in the Caribbean or elsewhere. The hard conversation must be …
Come on Vassey - humane????? You are paying for this as well. Unless you are Carney and have your tax dollars in a safe haven in the Caribbean or elsewhere. The hard conversation must be had.
Challenges the 'humane' framing of immigration policy while raising concerns about taxpayer costs and tax avoidance by elites.
user-lc8sz2lw8o
Feb 24, 2026
Corrupt DEI!
Corrupt DEI!
Brief criticism of DEI (Diversity, Equity, Inclusion) policy as corrupt, though lacking detail.
Policy Critique
0.85
Freaky4456
Feb 27, 2026
If we tried for another 160 years we couldn’t possibly produce, elect and appoint a worse group of egregiously incompetent ministers to represent us at home and on the world stage. They are an embarrassment …
If we tried for another 160 years we couldn’t possibly produce, elect and appoint a worse group of egregiously incompetent ministers to represent us at home and on the world stage.
They are an embarrassment to the nation, every day, with every breath and every smug, vapid smirk.
Criticizes government ministers and their competence in representing the nation, focusing on institutional failure rather than specific policies.
Policy Critique
0.85
JordanHogan-u6r
Feb 27, 2026
Incompetent leaders will costs Canadians.
Incompetent leaders will costs Canadians.
Brief criticism of government leadership competence and its negative consequences for Canadians.
Policy Critique
0.85
elmerp315
Feb 27, 2026
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
Proposes specific policy changes regarding healthcare and education access for immigrants, critiquing current government benefits structure.
Gettingitreal
Feb 24, 2026
Whats distressing is when you uncovered that if officials reject an applicant they are basically shooting their career in the foot ... and they have to file a big report and could be challenged in …
Whats distressing is when you uncovered that if officials reject an applicant they are basically shooting their career in the foot ... and they have to file a big report and could be challenged in court and of course that means a court brief and testifying as the prosecuting witness. This isn't the way it was supposed to be...we're talking national security, economics, social safety nets & culture. It really pisses me off the way the game is rigged.
Detailed critique of immigration bureaucracy and legal processes that create perverse incentives, with concerns about national security and fairness.
wz890
Feb 27, 2026
I think the Liberals policies are destructive and they need to go! They're flushing this nation down the sewer!
I think the Liberals policies are destructive and they need to go! They're flushing this nation down the sewer!
Direct criticism of Liberal Party immigration policies using hyperbolic language about national decline.
Policy Critique
0.85
Debbie-e3g
Feb 27, 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
Compare Videos
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)