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
You know these people seem to be right... but truth is, THEY are the ones who avoid tougher jobs, choose mindless consumption and pets over having children and building real communities. Don't blame immigrants, they …
You know these people seem to be right... but truth is, THEY are the ones who avoid tougher jobs, choose mindless consumption and pets over having children and building real communities.
Don't blame immigrants, they are not the problem. The problem is our convienience-based, modern lifestyle, fueled by relentless social engineering of corporations and politicians.
Defends immigrants on ethical grounds while critiquing Western consumer culture and corporate/political influence as the real problem.
yyy-ul3sb
Jan 28, 2026
I agree with most of what he said except native Canadians are not white. Let’s remember that they were the first to invade. Native Canadians were almost murdered to extinction 😢
I agree with most of what he said except native Canadians are not white. Let’s remember that they were the first to invade. Native Canadians were almost murdered to extinction 😢
Corrects historical record about Indigenous peoples and appeals to justice regarding historical wrongs and genocide.
giannasalguero5977
Jan 29, 2026
As a Canadian it makes me so sad to see our relationship destroyed. I always felt like we were cousins and would always stick together and help each other. This is a sad day. Our …
As a Canadian it makes me so sad to see our relationship destroyed. I always felt like we were cousins and would always stick together and help each other. This is a sad day. Our enemies have won today. Very sad day
Appeals to shared values of kinship and mutual support, framing the situation as a moral betrayal.
@nancyvalentine5923
Mar 4, 2025
Canada simply must admit everyone who desires to immigrate.
Canada simply must admit everyone who desires to immigrate.
Normative statement that Canada 'must' admit all immigrants, framed as ethical obligation rather than practical policy.
commonsense124
Feb 17, 2026
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't …
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't mean every indians are like that ,a lot of them came illegally. deport such people instead of generalizing an entire community. After all this, canandians elected the same government into power that made this mess in the first place just because they hate trump
Defends a community against generalization on fairness grounds while critiquing both illegal immigration and voter behavior.
gincegeorge1047
Jan 27, 2026
I am all for implementing CBSA enforcement provided it is Humane and done according to the law. No Masked officers. No Arrests near schools or near Children. Show the world how can it be done …
I am all for implementing CBSA enforcement provided it is Humane and done according to the law. No Masked officers. No Arrests near schools or near Children. Show the world how can it be done humanely.
Supports enforcement while emphasizing humane treatment and legal compliance, grounded in ethical principles.
VishnuKamath
Jan 15, 2026
This is HEARTBREAKING, because Trudeau is speaking to EVERYONE like a leader SHOULD!!! He left NO doubt how much he cares about his fellow citizens, and that their government will help them as much as …
This is HEARTBREAKING, because Trudeau is speaking to EVERYONE like a leader SHOULD!!! He left NO doubt how much he cares about his fellow citizens, and that their government will help them as much as they can!! \nThis is what AMERICANS dream about, a leader that cares about us!!! We wish and pray that our leader looked and spoke like that!!! \nCANADA is showing the WORLD what TRUE LEADERSHIP LOOKS LIKE!!! It's HEARTBREAKING for ALL the Canadian and American people that are gonna feel the pain, and NOT the BILLIONAIRES that are INTENTIONALLY hurting ALL Americans. \n\nI had a tear in my eye, because of the overwhelming pride I had for Canada and Trudeau!! \nAmericans are hanging their heads in embarrassment!!! \nGo Canada!!????\nGo Ukraine!!????
Emphasizes leadership ethics and care for citizens, contrasting Canada favorably with America on moral grounds.
@teresahartling2465
Mar 4, 2025
Canadians are united on this issue, not divided. Please stop it with the misinformation.
Canadians are united on this issue, not divided. Please stop it with the misinformation.
Appeals to unity and fairness while rejecting divisive misinformation, framing the issue as one of shared Canadian values rather than partisan politics.
Moral Argument
0.82
gabriel_almond4622
Mar 1, 2026
We have fahq around and now we are finding out. What a bully we habe for a leader. i am so sorry and i am very ashamed of my country. What a pos
We have fahq around and now we are finding out. What a bully we habe for a leader. i am so sorry and i am very ashamed of my country. What a pos
Expresses shame and moral disapproval of Canadian leadership's approach, characterizing it as weak and bullied.
@morganjacob1195
Mar 4, 2025
What no one discusses is how incredibly racist Canadians have been towards Indians for the past 100+ years. Small town Canada has never been welcoming to people of color so inevitably immigrants started creating enclaves …
What no one discusses is how incredibly racist Canadians have been towards Indians for the past 100+ years. Small town Canada has never been welcoming to people of color so inevitably immigrants started creating enclaves where they feel safe. Why does every city have a Chinatown? How have Canadians treated Chinese immigrants for the past century? There’s a reason why Richmond and Vancouver have large Chinese populations - because they feel safe in numbers. Whites have created the situation they’re now crying about by being inclusive and racist for decades.
Appeals to historical injustice and racism as moral explanation for current immigrant settlement patterns; frames Canadian exclusion as cause of enclave formation.
BenChoad69
Sep 20, 2025
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist af .
Defends Indian community's cultural respect and accuses video creator of selective criticism and racism, appealing to fairness principles.
Actually_Skyforge
Jan 27, 2026
I'm disgusted by Canadians traveling to a country actively threatening and planning on annexing part of our land.
I'm disgusted by Canadians traveling to a country actively threatening and planning on annexing part of our land.
Appeals to national loyalty and moral principle that Canadians should not support countries threatening Canadian sovereignty.
dangal9366
Dec 8, 2025
America is now hated - by our allies! We have become the bad guys of history. Nobody can trust us anymore. It's shameful. No matter what one thinks of Trudeau, he speaks well here, and …
America is now hated - by our allies! We have become the bad guys of history. Nobody can trust us anymore. It's shameful. No matter what one thinks of Trudeau, he speaks well here, and he speaks the truth. Ignore the MAGA Americans and Russian trolls who will belittle him. He's right here, there's no escaping this. Every decent US citizen should be ashamed.
Appeals to ethics and shame regarding international reputation and trustworthiness, with support for Trudeau's moral stance.
@emmanuelwinner4149
Mar 4, 2025
I’m American but I stand with everything he said!! trump and the republicans are siding with dictators and continue to lie to them about everything….I never thought as an American… the supposed leaders of the …
I’m American but I stand with everything he said!! trump and the republicans are siding with dictators and continue to lie to them about everything….I never thought as an American… the supposed leaders of the democracy free world….would really allow a felon to destroy our country and make us TRAITORS siding with DICTATORS ?
Appeals to democratic principles and ethics while expressing dismay at perceived betrayal of democratic values by American leadership.
@kh.3473
Mar 4, 2025
Nato alliance has been made for a reason. To protect each other member country.
Nato alliance has been made for a reason. To protect each other member country.
Appeals to the principle of collective defense and mutual protection as justification for NATO alliance.
Moral Argument
0.82
@BiggerthanZenoSama
Mar 4, 2025
All you mfs talk about How People from India ruined Canada Is just absurd. That's like saying how Hispanic people ruined California.
All you mfs talk about How People from India ruined Canada Is just absurd. That's like saying how Hispanic people ruined California.
Commenter defends Indian immigrants against stereotyping by drawing a parallel to Hispanic communities, appealing to fairness.
MrSingh006
Jan 27, 2026
America is not be trusted, this country is a piece of shit, we have devils destroying this country, giving it to Russia, Trump and Putin are straight up criminals, belings in prison or under it
America is not be trusted, this country is a piece of shit, we have devils destroying this country, giving it to Russia, Trump and Putin are straight up criminals, belings in prison or under it
Comment makes strong moral condemnation of political leaders as 'devils' and 'criminals' deserving punishment, framed as existential threat to the country.
@inaherbert8587
Mar 4, 2025
You invited them over when you needed to populate your country and when you needed labor and specialists
You invited them over when you needed to populate your country and when you needed labor and specialists
Makes a fairness-based argument about Canada's historical recruitment of immigrants, implying hypocrisy in current rejection.
malishan1986
Jan 28, 2026
That guy is racist towards africans. Africans in some areas can many wives no need to SA women. He should get his stereotypes correct. Why promote this?
That guy is racist towards africans. Africans in some areas can many wives no need to SA women. He should get his stereotypes correct. Why promote this?
Accuses the video creator of racism and stereotyping, appealing to fairness and accuracy in representation.
vc391
Jan 29, 2026
So crazy the mental gymnastics of the descedents of colonizers. "I JuSt WanT My CoUnTry BAck" crew can kick rocks. Lets they aren't killing, enslaving and piliging the local indigenous people
So crazy the mental gymnastics of the descedents of colonizers. "I JuSt WanT My CoUnTry BAck" crew can kick rocks. Lets they aren't killing, enslaving and piliging the local indigenous people
Appeals to historical injustice and moral hypocrisy of descendants of colonizers opposing immigration, framing it as ethically inconsistent.
charlesberry4893
Jan 24, 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)