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
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on …
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on everyone in said country.
Commenter argues that immigrants should not 'push their culture' on the host country, framing cultural assimilation as an ethical obligation.
LandOnMyHill
Jan 27, 2026
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Appeals to historical justice and Native American rights to argue against immigration restrictions based on ancestry.
AdamnW
Jan 27, 2026
4:52 but there racist against whites ?
4:52 but there racist against whites ?
Raises fairness/justice concern about reverse discrimination, framing white people as victims of racism.
christiancrow
Jan 27, 2026
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 …
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 IQ white people I know. Tyler trying to $$ in on hate as usual. Tyler the vulture 😂😂
Criticism of perceived racism and hypocrisy, using sarcasm and name-calling to make an ethical point about selective outrage.
robelhaile4212
Jan 27, 2026
Natural justice for the marginalized (and how) First Nations, Inuit and Metis being delivered in a microcosm ironically by homonymous people from a faraway land!!
Natural justice for the marginalized (and how) First Nations, Inuit and Metis being delivered in a microcosm ironically by homonymous people from a faraway land!!
Appeals to justice for marginalized Indigenous peoples, framing immigration as ironic reversal of historical injustice.
universalist77
Dec 25, 2025
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Critiques Indian government as racist and criminal while defending Punjabi people's right to self-determination, grounded in justice and human rights.
expos4everac
Jan 27, 2026
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of …
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of welfare and engaging in crime back then. He just never saw it.
Challenges a nostalgic historical perspective by arguing that past immigrants also engaged in negative behaviors, questioning selective memory and fairness in historical judgment.
Moral Argument
0.75
WillJacobs-d3m
Dec 11, 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
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
Shameful and disgusting what a joke this crap must stop I cannot believe this shit
Shameful and disgusting what a joke this crap must stop I cannot believe this shit
Expresses moral disapproval of immigration policy using emotional language about shame and disgust.
Moral Argument
0.75
gl-pj1kf
Nov 21, 2025
Either Canada belong to no one or Canada belongs to everyone ! We can't play favourite until we consult the real people of this land who were not interviewed ! lol Canada is a circus …
Either Canada belong to no one or Canada belongs to everyone ! We can't play favourite until we consult the real people of this land who were not interviewed ! lol Canada is a circus people take it too seriously !
Appeals to fairness and consultation principles regarding Indigenous sovereignty, with ironic/satirical tone about Canadian governance.
RA6162
Oct 27, 2025
this is the definition of COLONIZATION
this is the definition of COLONIZATION
Uses the loaded term 'colonization' to frame immigration as an ethical violation and injustice, appealing to moral principles.
rachelk8368
Oct 10, 2025
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
Uses ironic humor to make a moral argument about fairness—contrasting immigrant generosity against historical colonization by white settlers.
Nakuldhullsingh
Oct 7, 2025
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT. HYPOCRACY AT IT'S PEAK
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT.
HYPOCRACY AT IT'S PEAK
Accuses Canadians of hypocrisy for accepting Indian money while harboring prejudice, framing it as an ethical contradiction.
harshwardhankb2hn
Oct 4, 2025
OHBOO HOO WHITE PPL ARE THE NOW MINORITY ?? NOW YOU KNOW HOW IT FEELS EITHER ADAPT TO CHANGE OR GET LEFT BEHIND THIS BLAME GAME BY THESE SO CALLED JOURNALISTS ARE CREATING DIVIDE THE …
OHBOO HOO WHITE PPL ARE THE NOW MINORITY ?? NOW YOU KNOW HOW IT FEELS EITHER ADAPT TO CHANGE OR GET LEFT BEHIND THIS BLAME GAME BY THESE SO CALLED JOURNALISTS ARE CREATING DIVIDE THE FUTURE DOESNT CARE ABOUT SKIN COLOR AND UR PAKI IM INDIAN ALL SHOULD PROSPER NOT BRING DOWN
Argues for equality and adaptation to demographic change, rejecting blame-based narratives and appealing to fairness across ethnic groups.
HarmanGroup-zr4mi
Oct 2, 2025
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś …
People like them who are idiots committing frauds make all other Indians look bad!
(The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś off to make ends meet)
It’s a real piss off!
The ones who help them commit fraud are a disgrace to ALL INDIANS!
I’m glad this is coming to light
Condemns fraud as morally wrong and expresses solidarity with honest immigrants while criticizing those who commit crimes.
UserIS27
Oct 2, 2025
Wow. What a speech! He is stating facts and is open to cooperation and some people still believe the Orange Man in the White House who is speaking like a 9 year old to his …
Wow. What a speech! He is stating facts and is open to cooperation and some people still believe the Orange Man in the White House who is speaking like a 9 year old to his class mates and is spreading OBVIOUS lies all the time is the best leader ever.
Commenter appeals to truthfulness and leadership quality as moral standards while comparing Canadian and US leaders unfavorably.
@xempex
Mar 4, 2025
Trump is an idiot he is spoiling things for himself
Trump is an idiot he is spoiling things for himself
Makes a moral judgment about Trump's character and fitness for office, framed as criticism of his personal qualities and impact on others.
Moral Argument
0.75
@sangeetanelson913
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)