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
people who have not lived in India a day in their lives or atleast in a decade commenting on the political state of India is so absurd. India is known as the largest functional democracy …
people who have not lived in India a day in their lives or atleast in a decade commenting on the political state of India is so absurd. India is known as the largest functional democracy in the world for a reason.
Critiques diaspora commentary on India as illegitimate, appealing to lived experience and fairness in political discourse.
tushitakapoor6951
Jan 27, 2026
Its about goddam time
Its about goddam time
Brief expression suggesting approval or agreement with enforcement action, implying a moral stance on immigration policy.
Moral Argument
0.72
@Twinfalcon31
Feb 20, 2026
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
The comment appeals to fairness and hypocrisy, arguing that accusations of racism are applied selectively while actual racism is tolerated.
markotambasco1979
Feb 27, 2026
No matter what either of you guys saying no one never helps the low class point blank.
No matter what either of you guys saying no one never helps the low class point blank.
Appeals to fairness and justice by claiming the working class is systematically neglected by both speakers/politicians.
@FLEX.609
Mar 4, 2025
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
Defends Trump's Russia relations as morally justified to prevent war, appealing to humanitarian principles.
@juulclark2651
Mar 4, 2025
Dear White People, This is a direct result of your own actions. Capitalist colonial imperialism led to this. Own it! Enjoy
Dear White People,
This is a direct result of your own actions. Capitalist colonial imperialism led to this. Own it! Enjoy
Appeals to historical justice and moral accountability for colonialism and capitalism, framed as addressing root causes of migration.
LightSaber12345
Jan 27, 2026
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority …
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority because of a non-existent family value. 90% come from divorced parents or parents who never married. They also are barely interested in taking the responsibility of having children. A generation that turned away from God and wonder why they are getting extinct! It is also pathetic to see a lot of new immigrants not wanting to keep the city clean and carry on some of the good practices of the people who lived here before.
Complex comment mixing moral arguments about responsibility and values with identity-based demographic concerns and economic justifications for immigration.
giraffemamu
Sep 29, 2025
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless.
Brown and black are the future
Accuses the YouTuber of racism and inciting violence while appealing to justice and defending immigrant communities on ethical grounds.
truecomment3650
Jan 29, 2026
17:04 power hungry communists
17:04 power hungry communists
Ideological critique labeling political actors as 'power hungry communists,' appealing to political values.
Moral Argument
0.72
hotrodplumber
Feb 17, 2026
Trump and Putin are the real devils and all their demons, they are all for greed
Trump and Putin are the real devils and all their demons, they are all for greed
Condemns Trump and Putin as morally corrupt ('devils', 'demons') driven by greed, framing this as a moral judgment rather than policy critique.
@connieb9157
Mar 4, 2025
this is racist you ass hole
this is racist you ass hole
Brief moral condemnation labeling content as racist without elaboration.
Moral Argument
0.72
kabagambetracy7503
Mar 2, 2026
Trump is a puppet and Bozo full stupidity who thinks he so smart and beyond everyone in life...
Trump is a puppet and Bozo full stupidity who thinks he so smart and beyond everyone in life...
Commenter makes moral judgments about Trump's character and intelligence, positioning themselves against his leadership.
@DK-um5lg
Mar 4, 2025
Rights and freedoms , this is an insult to the KINGs Law .
Rights and freedoms , this is an insult to the KINGs Law .
Appeals to constitutional rights and law as moral grounds for opposing current immigration policy.
sameeralijamal6932
Jan 20, 2026
Nobody engadges in more extortion then the government, it's the government's main racket.
Nobody engadges in more extortion then the government, it's the government's main racket.
Makes an ethical claim that government engages in systemic extortion as its primary function.
Moral Argument
0.72
@Jeffveldhuizen-l2q
Feb 19, 2026
Thank you for setting limits on the oligarchs! They understand nothing except money into the toll booths they've set up in the pathways to acquire products. They care nothing for the American people, let alone …
Thank you for setting limits on the oligarchs! They understand nothing except money into the toll booths they've set up in the pathways to acquire products. They care nothing for the American people, let alone any other people. They are not interested in anything but disrupting and dismantling the US economy, as well as every other economy except Russian, so that they can THINK that they are controlling the world. As they are groveling at the feet of the Russian dictator, they are under the illusion that they will rule along side him. They will not and will be kicked aside as soon as they are no longer useful to him.
Appeals to ethical concerns about oligarchs and their disregard for people, framed as a moral critique with conspiratorial undertones.
@teresalyday-selby9468
Mar 4, 2025
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Expresses concern about global peace and makes a moral judgment about Trump's character, with implicit comparison between his intelligence and potential negative outcomes.
@TheedaWindows
Mar 4, 2025
If they're such good and hardworking people why dont they build their own country up?
If they're such good and hardworking people why dont they build their own country up?
Implies immigrants are shirking responsibility to improve their home countries, framing immigration as morally questionable rather than presenting a factual claim.
who399
Nov 22, 2025
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
Condemns racism in the video and comments as ethically wrong, calling out commenters as 'jokers' for their positions.
AmuRandhawa77
Jan 28, 2026
Canada is already stolen land, after wiping entire race of native American now sitting as a owner..!
Canada is already stolen land, after wiping entire race of native American now sitting as a owner..!
Invokes historical injustice (colonization of Indigenous peoples) to critique current immigration policy as morally inconsistent.
rahuldhiman3859
Feb 27, 2026
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Appeals to universal human values and shared planetary identity as a counterpoint to cultural division.
Moral Argument
0.72
Anxmxc
Feb 12, 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)