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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Moral Argument
2,863 comments
0:51 - that INDIAN family froze to death seeking a better life in this place of shelter You’re content getting weaker
0:51 - that INDIAN family froze to death seeking a better life in this place of shelter
You’re content getting weaker
Identical to previous comment; references tragedy to critique the video's ethical approach.
HH-fs1uu
Jan 28, 2026
It's karma. Europeans invaded and colonized mostly every country and island in this world, now they have the nerve to complain. I love how karma has its way of getting back what your ancestors took …
It's karma. Europeans invaded and colonized mostly every country and island in this world, now they have the nerve to complain. I love how karma has its way of getting back what your ancestors took away from most.😂
Appeals to historical justice and karma as moral justification for demographic change, framing European colonialism as deserving reciprocal consequences.
BizarreWorldWeLive
Jan 28, 2026
Nope It's Inside European Invasion. First All Americans should leave and then u have right to tell others. coward son of thieves and Invaders. atleast There's no Genoside done by Indians in History. Americans Are …
Nope It's Inside European Invasion.
First All Americans should leave and then u have right to tell others. coward son of thieves and Invaders. atleast There's no Genoside done by Indians in History. Americans Are the biggest thieves & Invaders in Human History... Truth is Truth.
Makes historical moral argument comparing American/European colonialism unfavorably to Indian history, using whataboutism to defend Indian immigration.
RealityChekk
Jan 28, 2026
Trump is doing all this for one person only, Putin. He is really putting on a show for Putin at American expense. Treasonous orange snake...
Trump is doing all this for one person only, Putin. He is really putting on a show for Putin at American expense. Treasonous orange snake...
Frames Trump's actions as morally wrong (treason, serving Putin's interests) using ethical language about betrayal.
@bigmountain6402
Mar 4, 2025
The part that you people don't understand not to be rude. Donald has a mental illness. He's hurting his own USA people and he wants to be a DICTATOR! He wants to take the medical …
The part that you people don't understand not to be rude. Donald has a mental illness. He's hurting his own USA people and he wants to be a DICTATOR! He wants to take the medical and food away from disabled. Poor people who does that. Only a mentally ill dictator. I could go on forever. I support Canada 100% and I'm very sorry but it's not going to change anything.
Appeals to ethics and human rights concerns about Trump's policies while expressing support for Canada's position.
@planetsavers5909
Mar 4, 2025
Nah honestly stop going after the Sikh religion first learn before saying they gonna kill me blah blah defaming Sikhism ain’t good we don’t even do anything like that for you to go around blaming …
Nah honestly stop going after the Sikh religion first learn before saying they gonna kill me blah blah defaming Sikhism ain’t good we don’t even do anything like that for you to go around blaming Sikhs
Defends Sikh religion against stereotyping and defamation, appealing to fairness and accuracy in representation.
Khalsa261
Jan 28, 2026
Capitalist bootlickers are at fault;) u said capitalism is the best system n ignored our warnings.
Capitalist bootlickers are at fault;) u said capitalism is the best system n ignored our warnings.
Makes an ethical argument blaming capitalism and capitalists for systemic problems, framed as moral critique.
OlgaUnKolhozs
Jan 28, 2026
You are purposefully creating hate against Indians Nad using it as a business model
You are purposefully creating hate against Indians Nad using it as a business model
Accuses content creators of deliberately inciting hatred against a specific ethnic group for profit, framing it as an ethical violation.
SHIVANSHKUMAR-u8d
Feb 27, 2026
Multicult is a mistake
Multicult is a mistake
Brief normative claim that multiculturalism is fundamentally wrong, framed as a moral judgment.
jefferymartenson2633
Jan 28, 2026
“Invasion” you nazis aren’t even being subtle with the commentary anymore huh… what next you gonna start making videos that the white birth rate is too low? Fuck outta here.
“Invasion” you nazis aren’t even being subtle with the commentary anymore huh… what next you gonna start making videos that the white birth rate is too low? Fuck outta here.
Challenges the framing of immigration as 'invasion' and accuses commenters of Nazi rhetoric, appealing to ethical standards.
Dragonpreet
Jan 28, 2026
No human decency what so ever smh ..
No human decency what so ever smh ..
Appeals to ethical principles ('human decency') in criticism of treatment or behavior related to immigration.
Moral Argument
0.80
jesuscazarez5737
Jan 27, 2026
I've seen more poop in east hastings. Curb your racism dirtbags. No wonder we take your jobs, you hatemongers
I've seen more poop in east hastings. Curb your racism dirtbags. No wonder we take your jobs, you hatemongers
Defense of immigrants against racism accusations, appealing to fairness and condemning hateful attitudes while asserting immigrant contributions.
DrawntoSeektodraw
Jan 27, 2026
Lmao when do sikhs stab anyone? like buddy, im not even a fan of all the sikhs moving in here but cmon. Also greatest country in the world? imagine saying that in jan 2026. weird …
Lmao when do sikhs stab anyone? like buddy, im not even a fan of all the sikhs moving in here but cmon. Also greatest country in the world? imagine saying that in jan 2026. weird little dipsh
Challenges a stereotype about Sikhs with sarcasm while expressing ambivalence about immigration, appealing to fairness and accuracy.
spaceteapot
Jan 28, 2026
How much longer are people gonna listen to this your racists if you dont argument. Its shuts down reasonable discussions and paints anyone with an opinion as racists. Liberals- do what I say or your …
How much longer are people gonna listen to this your racists if you dont argument. Its shuts down reasonable discussions and paints anyone with an opinion as racists. Liberals- do what I say or your racists. Fuck you liberals guess im racist!
Critiques the use of 'racist' accusations as a rhetorical tactic that shuts down debate, appealing to fairness in discourse.
TL3000TL
Feb 27, 2026
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just …
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just living life..im ok with that as long as their not criminals
Appeals to fairness and justice principles, arguing against discrimination while supporting law-based screening criteria.
WAVEOFINSPRATION
Jan 27, 2026
Well the natives never got a chance to think about demographic replacement, they all were brought to death. It's hypocritical for Europeans(White) to talk about demographic replacement, when in reality they are immigrants themselves
Well the natives never got a chance to think about demographic replacement, they all were brought to death.
It's hypocritical for Europeans(White) to talk about demographic replacement, when in reality they are immigrants themselves
Commenter makes a moral argument about hypocrisy, invoking historical injustice to critique demographic replacement concerns.
RajivGhosh-ju1er
Jan 27, 2026
thank you for covering this epidemic
thank you for covering this epidemic
Commenter frames immigration as an 'epidemic' requiring coverage, using moral/health language to characterize the issue.
Moral Argument
0.80
AnthonyIa
Jan 27, 2026
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism …
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism stops. Talk about hypocrisy
Argues that Indian immigrants face unfair treatment and hypocrisy in anti-racism discourse, appealing to fairness and justice principles.
wdr-gk3nc
Feb 24, 2026
Why are we so blind to see that the ones we hurt are you and me
Why are we so blind to see that the ones we hurt are you and me
Appeals to shared humanity and mutual harm, making an ethical argument against conflict and division.
Moral Argument
0.80
@Lenus-j9j
Mar 4, 2025
I have ti give some context here especaly w the Punjab's and sheiks- they are a heavily persecuted community in Both india and Pakistan, there state of Punjab was split into 2 during the partition, …
I have ti give some context here especaly w the Punjab's and sheiks- they are a heavily persecuted community in Both india and Pakistan, there state of Punjab was split into 2 during the partition, and they often end up getting in the crossfire between the Muslims and Hindus sadly hence why they are eager to leave
Provides historical and social context to explain immigration motivations through appeals to persecution and fairness.
randompersonlol7930
Jan 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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