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
paywalling content is NOT the answer to youtube censorship
paywalling content is NOT the answer to youtube censorship
Critique of paywalling as a policy response to YouTube censorship, analyzing effectiveness of a specific approach.
Policy Critique
0.85
DiscordC
Jan 27, 2026
Canada immigration is messed up
Canada immigration is messed up
Brief statement criticizing Canadian immigration policy as dysfunctional without elaboration.
Policy Critique
0.85
0786AHA
Feb 3, 2026
Simply too many too fast. Nothing wrong with indians but when you bring in 1/2 a million a year it gets crazy quick.
Simply too many too fast. Nothing wrong with indians but when you bring in 1/2 a million a year it gets crazy quick.
Criticism of immigration volume and pace policy, expressing concern that rapid intake creates problems despite acknowledging no inherent issue with the group.
Swack00kcawS
Jan 29, 2026
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. …
For Canadians :
1. Arrest illegal Indians.
2. Respect legal Indians.
3. Differentiate legal Indian immigrants from all other types of immigrants.
For Indians living in Canada :
1. Respect Canadians.
2. Respect Canadian law.
2. Immerse & adapt yourself in Canadian culture.
For all :
Sikhs are good people.
Khalistanis are extremists.
Proposes differentiated immigration enforcement and cultural integration expectations, framed as policy recommendations with identity-based distinctions.
kushalnitnaware
Jan 29, 2026
Liberal party tax brings them in
Liberal party tax brings them in
The commenter criticizes Liberal party tax policy as enabling immigration, framing it as a policy problem.
Joseph123-g6p
Jan 29, 2026
Thank you Trudeau for destroying our country allowing them in just to get their votes😞
Thank you Trudeau for destroying our country allowing them in just to get their votes😞
Criticizes Trudeau's immigration policy as destructive while expressing concern about electoral manipulation, combining policy critique with demographic anxiety.
torontosfavoritepromoter7416
Jan 29, 2026
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
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
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
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
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
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope …
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope you investigate more in Canada !
Criticizes government-funded mainstream media as propaganda while calling for more independent investigation into Canadian immigration.
Mk1tt225
Jan 27, 2026
Don’t blame the Indians, blame your own government!
Don’t blame the Indians, blame your own government!
Deflects blame from a specific ethnic group to government responsibility, critiquing policy while defending against stereotyping.
Self-funded50Cents
Jan 27, 2026
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Criticizes government policy on driver's license exchange as inadequate oversight, with hyperbolic language expressing systemic concern.
Isaard
Jan 28, 2026
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Primarily criticizes government failure to secure borders and enforce policy, with secondary fear-based framing about consequences (tariffs, US relations).
eightnineseven
Jan 28, 2026
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
Commenter critiques Canadian law regarding self-defense weapons as overly restrictive compared to what someone from another country might do.
canadianoctopus1479
Jan 28, 2026
The current wait time for PGWP is around 8-10 months... That's how bad it is now
The current wait time for PGWP is around 8-10 months... That's how bad it is now
Comment criticizes current government processing times for Post-Graduation Work Permits as inadequate.
Policy Critique
0.85
ShadowRap-y5l
Jan 21, 2026
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
Critiques immigration policy (language requirements) while using dehumanizing language that asserts ethnic/cultural boundaries.
HSA-
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)