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
This is disgusting
This is disgusting
Brief moral condemnation without elaboration, expressing disapproval on ethical grounds.
Moral Argument
0.75
SamSam-qm1li
Jan 27, 2026
I don’t get! Why is that the immigrant community who becomes the grand majority always comes from a background where their country is in shambles and want to implement their rules on a country and …
I don’t get! Why is that the immigrant community who becomes the grand majority always comes from a background where their country is in shambles and want to implement their rules on a country and people who took them in ?! I truly don’t get it
Questions the fairness and ethics of immigrants implementing their cultural rules in their adopted country.
Blahhh-170
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
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
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
Out of so many people those degenerate glorified thieves (“people in AI”) are your concern? Are tou joking? You can easily replace them with AI or if not hire these types remotely overseas much cheaper. …
Out of so many people those degenerate glorified thieves (“people in AI”) are your concern? Are tou joking? You can easily replace them with AI or if not hire these types remotely overseas much cheaper. What a joke.
Im not interested in immigration stuff but I am happy this law passed since it gives some justice to these vile people.
Uses dehumanizing language ('degenerate thieves') to make a moral judgment about certain immigrants while discussing economic alternatives.
Wandrative
Nov 21, 2025
"No raindrop ever considers itself responsible for the storm"
"No raindrop ever considers itself responsible for the storm"
Uses a metaphorical appeal to collective responsibility and shared accountability, suggesting individuals shouldn't bear sole blame for systemic issues.
LordDuncon
Oct 28, 2025
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Makes a nuanced ethical argument about positivity, hospitality, and cultural differences, praising immigrant generosity while critiquing Canadian reserve.
Talidataluda
Oct 9, 2025
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Acknowledges racist comments while making a provocative moral argument about confronting white supremacy.
mohitaggarwal7583
Oct 9, 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
Disgusting and unexceptionable……….this CANADA.
Disgusting and unexceptionable……….this CANADA.
Expresses moral disapproval of current immigration situation in Canada with strong emotional language.
barbhamelin5758
Oct 4, 2025
This is why other international students suffer — because of those who went missing and are staying illegally. Shame on them. Some of them show up during the exam only.
This is why other international students suffer — because of those who went missing and are staying illegally. Shame on them. Some of them show up during the exam only.
Expresses moral disapproval of illegal immigration and academic fraud by international students, framing it as unfair to legitimate students.
OptimisticDreamer-x4m
Oct 5, 2025
15:00 yeah like the abrahams call other religion false and demonic but thats not the case with dharmics they accept everyone
15:00 yeah like the abrahams call other religion false and demonic but thats not the case with dharmics they accept everyone
Makes ethical argument comparing religious tolerance between Abrahamic and Dharmic religions, defending one group's moral superiority.
basicallyhumanoid
Oct 7, 2025
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Frames immigration issues through family values and personal responsibility, advocating for stricter enforcement as a moral solution.
kitt7477
Oct 3, 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
The Dumpster fire he has started is disgusting...he is only for himself and all his rich Billionaire friends...forget any promises he made when he was running for office....all those dumb ass republicans that put him …
The Dumpster fire he has started is disgusting...he is only for himself and all his rich Billionaire friends...forget any promises he made when he was running for office....all those dumb ass republicans that put him in office are going to regret it
Criticizes Trump's self-interest and betrayal of campaign promises using moral language about hypocrisy and broken commitments.
@trishajones1608
Mar 4, 2025
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)