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
Most of these people unfortunately are Economic refugees!! Economic refugee crisis is a result of western countries pillaging the underdeveloped countries through corporations
Most of these people unfortunately are Economic refugees!! Economic refugee crisis is a result of western countries pillaging the underdeveloped countries through corporations
Frames immigration as a consequence of Western corporate exploitation of developing nations, appealing to historical justice and systemic responsibility.
karimnathoo5402
Dec 24, 2025
White people get so bitter when they get colonized. Look at what happened when Germany tried to colonize Europe in the 20th century. Lots of hypocrisy.
White people get so bitter when they get colonized. Look at what happened when Germany tried to colonize Europe in the 20th century. Lots of hypocrisy.
Uses historical comparison to accuse critics of hypocrisy, appealing to fairness and justice in the context of colonization and immigration.
toolbaggers
Dec 16, 2025
Thank you world for not supporting American economy and a military state country!
Thank you world for not supporting American economy and a military state country!
Appeals to ethical principles by thanking the world for not supporting what the commenter views as an unjust political system.
jaesea-g6s
Dec 9, 2025
As it should be........not a problem
As it should be........not a problem
Expresses approval of reduced travel as ethically justified, appealing to what 'should be' done.
Moral Argument
0.75
terrypolk8894
Dec 9, 2025
Freedom is a lie, they want immigrants to pay taxes but don’t expect any freedom or rights
Freedom is a lie, they want immigrants to pay taxes but don’t expect any freedom or rights
Argues that immigrants are denied freedom and rights despite contributing taxes, framing this as an injustice and broken social contract.
NarinaLove
Dec 5, 2025
A tragedy? Excuse me??? Gtfo
A tragedy? Excuse me??? Gtfo
Rejects characterization of immigration situation as tragic, implying disagreement with the moral framing presented.
Moral Argument
0.75
a.b.2850
Nov 22, 2025
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Uses historical analogy to critique the pattern of blaming immigrants during economic downturns as an old, unjust practice.
ovrskr
Nov 24, 2025
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Advocates for equal respect and support of diverse cultures and religions, appealing to principles of fairness and human dignity.
LifeinCanada-m3i
Nov 22, 2025
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently …
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently published by the fbi. you got every type of coloured man hurting kids and women.
Commenter makes a moral argument about gender-based violence while citing FBI data, though the claim about 'every type of coloured man' appears to misrepresent or fabricate evidence.
thechosenone-g4v
Feb 7, 2026
I love india and I love Indians. I spent a lot of time in India. They are amazing. But this is wrong and it is the fault of the canadians.
I love india and I love Indians. I spent a lot of time in India. They are amazing. But this is wrong and it is the fault of the canadians.
Expresses appreciation for Indians while condemning the situation as 'wrong,' attributing fault to Canadian policy/governance rather than immigrants.
gkbhai8962
Sep 23, 2025
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making …
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making hands over fists in India? California burger for one foreign white owned business. Yes sir,he's earning millions annually selling Mexican food in India. These poor Canadians, rural folk, don't travel, so they have no idea what they are talking about. Sadly.
Defends India's economic viability and criticizes rural Canadians' ignorance, appealing to fairness and knowledge-based judgment rather than stereotypes.
karuna4021
Sep 20, 2025
Indians are doing to Whites, what Whites did to Red Indians. At least, Indians are peaceful, well educated and earning their space with sheer hardworking.
Indians are doing to Whites, what Whites did to Red Indians. At least, Indians are peaceful, well educated and earning their space with sheer hardworking.
Frames Indian immigration as morally justified historical reciprocity while praising their work ethic and peaceful integration.
HumanFirst12025
Sep 20, 2025
Well if the indians really wanted to be a part of this country they should be inviting the homeless in that church into their temple's foodbank and really show their value to the people they're …
Well if the indians really wanted to be a part of this country they should be inviting the homeless in that church into their temple's foodbank and really show their value to the people they're gentrifying.
Makes a moral argument about immigrant responsibility and community contribution while implying ethnic/cultural othering.
Altricksss
Sep 19, 2025
Amen Amen I totally agree with you immigrants must adapt to Canadians culture. Most immigrants are honest hard working people. Some people just come and use and abuse the system, and this should be tolerated …
Amen Amen I totally agree with you immigrants must adapt to Canadians culture. Most immigrants are honest hard working people. Some people just come and use and abuse the system, and this should be tolerated it must stop now.
Balances acknowledgment of honest immigrants with moral condemnation of those who 'abuse the system,' appealing to fairness principles.
yvonnethomas5599
Sep 8, 2025
Do not judge, lest ye be judged. I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Do not judge, lest ye be judged.
I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Invokes moral principle (non-judgment) and warns against hypocrisy, implicitly critiquing the discourse in comments above on ethical grounds.
infinityinfinityinfi
Aug 28, 2025
Carnivorous Cultures Take Advantage of Our Christian Compassion 😮🎉😢
Carnivorous Cultures Take Advantage of Our Christian Compassion 😮🎉😢
Appeals to Christian values and compassion while framing certain immigrant groups as exploitative, mixing moral and identity-based framing.
митрида
Aug 25, 2025
The problem with Canadians is that vast majority walk away from the teachings of our Savior JESUS CRIST of Nazareth !!!!!!!
The problem with Canadians is that vast majority walk away from the teachings of our Savior JESUS CRIST of Nazareth !!!!!!!
Appeals to religious/moral principles (Christian teachings) as the underlying solution to Canadian social problems.
Moral Argument
0.75
karolbirmingham6385
Aug 25, 2025
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Frames migration as a human right and moral imperative while comparing Western colonial history to current immigration debates, with conspiracy-adjacent claims mixed in.
Fakenewsdismantler
Aug 24, 2025
It must be nice to have a leader who’s kind, well-spoken, humble, and honest. Can’t imagine what that’s like
It must be nice to have a leader who’s kind, well-spoken, humble, and honest. Can’t imagine what that’s like
Expresses admiration for leadership qualities (kindness, honesty, humility), implicitly contrasting with other leaders, appealing to ethical values.
@banditandsandy
Mar 5, 2025
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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)