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
Dude with bicycle is straight up racist
Dude with bicycle is straight up racist
Accusation of racism against a person featured in the video, making an ethical judgment about their behavior.
Kingk-96
Jan 27, 2026
Ugh, makes my heart hurt about that white racist man speaking. My kudos to you for being able to listen to that without vomiting.
Ugh, makes my heart hurt about that white racist man speaking. My kudos to you for being able to listen to that without vomiting.
Condemns racism and expresses emotional distress at racist speech while showing support for the video creator.
EagleRue
Jan 27, 2026
As a Canadian thank you for posting this video . This shit is disgusting an needs to stop ..
As a Canadian thank you for posting this video . This shit is disgusting an needs to stop ..
Canadian commenter expresses moral disapproval of immigration practices, framing them as ethically wrong and needing to stop.
cody-moore36
Jan 27, 2026
What a narcissist...bad actor...don't believe a word this puppet says...
What a narcissist...bad actor...don't believe a word this puppet says...
Attacks Trump's character (narcissism, dishonesty) and credibility on moral grounds.
Moral Argument
0.80
@10ofcups76
Mar 4, 2025
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do they know about us. 99.99% of the people came legally either as TFW like the rest of Canada or as students or as landed immigrants, all of whom required a lot of money to come. Unlike the European immigrants who came 30-50 years ago who brag about coming with $6 in their pocket, these people are bringing $50K per person so they are actually adding to GDP..
Defends non-white immigrants against accusations of illegality and tax evasion, appeals to fairness and economic contribution while comparing to historical European immigration patterns.
hawkeye_1920
Jan 19, 2026
Racist bullshit, europeans brought their own culture to USA CANADA AUSTRALIA NEW ZEALAND SOUTH AFRICA NEVER ASSIMILATED
Racist bullshit, europeans brought their own culture to USA CANADA AUSTRALIA NEW ZEALAND SOUTH AFRICA NEVER ASSIMILATED
Accuses others of racism and makes a moral argument about historical assimilation patterns across settler nations.
brian8616
Jan 22, 2026
Please let them go! Also Syria is not at war any more, they can also go home!
Please let them go! Also Syria is not at war any more, they can also go home!
Appeals to compassion ('let them go') while making a factual claim about Syria's status, grounded in humanitarian reasoning.
CaWalrusJr
Dec 24, 2025
[14:53] "Everyone who's praying to God is doing right." So wait, if you're an atheist (like me), you're.... *not* doing right??
[14:53] "Everyone who's praying to God is doing right." So wait, if you're an atheist (like me), you're.... *not* doing right??
Challenges the ethical implication of a statement by questioning whether non-religious people are excluded from moral righteousness.
Moral Argument
0.80
GlenMacDonald
Dec 11, 2025
The country they are being deported to shuld pay the bill we have paid enough for them already
The country they are being deported to shuld pay the bill we have paid enough for them already
Appeals to fairness and burden-sharing, arguing destination countries should bear deportation costs.
StevenMchale-ki8wb
Dec 24, 2025
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them back . But keep the criminals. Is this fair ??
Lawyers only eat your damn money . This is who the stand back good people no criminal records . Lady come on you just heard yourself ? But the many people with no permanent did crimes and get to stay . Unfair .
Appeals to fairness and justice, arguing that honest immigrants are deported while criminals remain, framing this as an ethical injustice.
ShashVimi
Dec 24, 2025
Canada getting taste of its own medicine.
Canada getting taste of its own medicine.
Suggests Canada deserves restrictive policies as retribution for its own immigration stance, invoking fairness/justice logic.
raghavmalhotra710
Dec 11, 2025
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has done federally, provincially, and municipally since inception? There is still no black person sitting in the supreme Court of Canada. There has never been a black, Indian, or indigenous prime minister.
Challenges the fairness of criticism by pointing out historical European dominance and lack of representation for other groups in Canadian institutions.
namkebanyanklariti
Dec 16, 2025
Trump: we are going to punish our allies and friend who also paid in blood for us after 911\n\nAlso trump: \nPutin suffered with me through the “Russia Russia Russia” hoax\n\nWhat a lame lame orange jerk
Trump: we are going to punish our allies and friend who also paid in blood for us after 911\n\nAlso trump: \nPutin suffered with me through the “Russia Russia Russia” hoax\n\nWhat a lame lame orange jerk
Compares Trump's treatment of allies versus Putin, framing it as morally inconsistent and unjust behavior.
@sunnyday237
Mar 4, 2025
No refuge should get better Healthcare than the Canadian taxpayer.
No refuge should get better Healthcare than the Canadian taxpayer.
Appeals to fairness principle that Canadian taxpayers should receive priority healthcare access over refugees.
DarleneRamsay-le6bz
Feb 24, 2026
At least we're doing precise targets. Not everyone who looks different. 😊
At least we're doing precise targets. Not everyone who looks different. 😊
Appeals to fairness and non-discrimination by defending targeted enforcement over racial profiling.
Moral Argument
0.80
FrancoisDaoust-o2q
Feb 18, 2026
He's so right. No one wins in a war trade.
He's so right. No one wins in a war trade.
Appeals to a principle that 'no one wins in a war trade,' framing trade conflict as inherently undesirable on ethical grounds.
Moral Argument
0.80
@zylbygdfn6542
Mar 4, 2025
What goes around comes around….the natives have the same reaction…canada has one of the biggest immigrant economy…and they still blame immigrants?..
What goes around comes around….the natives have the same reaction…canada has one of the biggest immigrant economy…and they still blame immigrants?..
Appeals to fairness and historical justice by comparing current anti-immigrant sentiment to Indigenous peoples' historical experience, arguing against immigrant blame.
jayaramparamkusam7443
Nov 21, 2025
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the …
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the locals. If the things you bring is beneficial to the locals, then I do not think it is problematic if you bring them in while keeping ur original identity. I’m an exporter, if your exports align with destination country’s customs and at least certain aspects of it. It increases your export success rate. On contrary, if there is nothing that connects the locals, it will doom to failure.
Argues for balanced integration where immigrants adapt to local culture while contributing their own beneficial elements, using fairness-based reasoning.
ericjiang7986
Nov 24, 2025
In no situations should anyone be getting for free better health benefit than tax payers.
In no situations should anyone be getting for free better health benefit than tax payers.
Makes a fairness-based argument that no one should receive better benefits than taxpayers, grounded in principles of equity.
pierregagne1937
Feb 23, 2026
What a weak position. You don't need to justify the precise impact of giving out free healthcare to foreigners to know its wrong. We owe them nothing, send them home. We are not a charity.
What a weak position. You don't need to justify the precise impact of giving out free healthcare to foreigners to know its wrong. We owe them nothing, send them home. We are not a charity.
The comment frames immigration as a moral issue using duty-based reasoning ('we owe them nothing') while asserting national boundaries and rejecting obligations to foreigners.
dbsights8419
Feb 23, 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)