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
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But …
Indian households in Canada make more on average than native Canadians.
To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name.
But before that they let in extremely intelligent and hard working folks from India who are currently upholding this country's tech industry. I know this for a fact as I am in tech and have eyes.
Commenter presents economic data about immigrant earnings while criticizing government immigration policy as too permissive, blending economic and policy arguments.
theNorth473
Jan 29, 2026
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
Criticizes Liberal government performance and questions their electoral viability based on perceived policy failures.
Policy Critique
0.85
NolanBaptiste-z3q
Feb 25, 2026
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) …
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) will use the hell out of it. That's why it works in places like Denmark, Finland, etc. They don't let just ANYONE in, it's actually quite difficult. Nothing wrong with Immigration as long as the immigrants assimilate and do so legally.
Critiques Canadian immigration system as too permissive and compares it to stricter Nordic countries, arguing assimilation and legal processes matter.
Jibbzz
Jan 28, 2026
Careful admitting you have a knife for self defence in Canada, it's illegal.
Careful admitting you have a knife for self defence in Canada, it's illegal.
Critiques Canadian self-defense laws as overly restrictive regarding knife possession.
Policy Critique
0.85
DireFault
Jan 28, 2026
You want more power in parliament yet less people...not how it works
You want more power in parliament yet less people...not how it works
Points out a logical inconsistency in a political position regarding parliamentary representation and population.
Policy Critique
0.85
@Mypromiselive
Feb 20, 2026
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
Direct criticism of the Prime Minister and his governance as the cause of current problems.
Policy Critique
0.85
unreadmessages-tl6sd
Aug 27, 2025
This man did more investigation in one video than cbsa ever did
This man did more investigation in one video than cbsa ever did
Criticizes government agency (CBSA) for inadequate investigation compared to the video creator.
Policy Critique
0.85
LightUponDeen-416
Jan 28, 2026
Buddy canada was dead before they needed a massive i flux of immigrants to run their economy. The government overdid it dont blame indians blame the government. Also theres a few bad apples on every …
Buddy canada was dead before they needed a massive i flux of immigrants to run their economy. The government overdid it dont blame indians blame the government. Also theres a few bad apples on every race and culture doesnt mean the entire populus is the same. You have some of the most educated high paying taxpayers in indian community
Critiques government immigration policy as excessive while defending Indian immigrants as educated taxpayers and arguing against stereotyping.
bishaljames3331
Jan 28, 2026
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other …
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other countries, opening doors to drug cartels and organized crimes to buy properties in the country which fuels housing prices to soar, capital gains tax increases , carbon taxes on people and industries. these are just a few.
Comprehensive critique of government policies on crime, refugee benefits, foreign aid, housing, and taxation, with underlying alarmist tone about national decline.
erichdelossantos4701
Mar 2, 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
Let’s not forget that Canada already has Tariffs on American goods
Let’s not forget that Canada already has Tariffs on American goods
Commenter points out existing Canadian tariff policy as a counterpoint to the discussion, critiquing the framing of the issue.
@michaelp2659
Mar 4, 2025
Our government did this to us, specifically the liberal party with their rampant hubris and corruption. As someone who just turned 20, and watched my country get ruined by these people- I’ll not vote for …
Our government did this to us, specifically the liberal party with their rampant hubris and corruption.
As someone who just turned 20, and watched my country get ruined by these people- I’ll not vote for for that party for MANY years until they start partaking in accountability and stop selling the birthright of our younger generation from right under us.
Criticizes Liberal government policy and corruption while announcing voting intentions as a consequence.
cdawg1cdawg165
Jan 28, 2026
CNN spreading lies if they like Canada maybe they should move over there
CNN spreading lies if they like Canada maybe they should move over there
Criticizes media (CNN) for alleged dishonesty while making a comparative statement about Canada.
@oscarwins701
Mar 4, 2025
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Acknowledges merit but questions the emphasis on border control in the speech, offering analytical critique.
@bensoliman8326
Mar 4, 2025
Correction: the US government didn't do this, trump and his cronies did it
Correction: the US government didn't do this, trump and his cronies did it
Distinguishes between US government and Trump administration, critiquing attribution of responsibility for policy actions.
@architeuthis3476
Mar 4, 2025
Why is no one asking how much Fentanyl is brought into the USA Directly (not via Mexico or Canada)? Surely more is imported directly into the USA or even Manufactured on American soil than arrives …
Why is no one asking how much Fentanyl is brought into the USA Directly (not via Mexico or Canada)? Surely more is imported directly into the USA or even Manufactured on American soil than arrives from Canada?? We all knew the Tariffs have nothing to do with the border...it's been economic negotiations from the beginning...Also it's US demand for the dug that is the real problem not the borders.
Commenter questions government focus on border tariffs while arguing US domestic drug manufacturing and demand are the real issues, critiquing policy priorities.
@ryanbrown4259
Mar 4, 2025
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
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in …
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in front of the cameras and start gas lighting with word salad filled with stats. From the things you should be doing to what your are doing against us it seems like you think you are doing us favors not partnering with me and my country. Keep it 100 %
Criticizes government policy decisions and spending of tax dollars, framed as unfair economic dealings.
@DaBadguy2012
Mar 4, 2025
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, …
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, making clear decisions which benefit his countrymen. Unlike the Felon-in-Chief who is bulldozing all our relationships with allies and, instead, siding with our greatest enemy, Putin.
Critiques leadership quality and decision-making while contrasting Canadian and American leaders, with implicit national identity framing.
@lauriebriggs9705
Mar 4, 2025
Big L for the Canadian Government
Big L for the Canadian Government
Dismissive criticism of Canadian government policy using slang ('Big L' = big loss), indicating disapproval of immigration-related decisions.
Policy Critique
0.85
Colton828
Jan 28, 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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Discourse Quality (Perspective API)