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 what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at …
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at fooling them again. This is on them for recession this Buffoon is about to put them through
Criticizes Trump voters' judgment and warns of economic consequences, blending moral condemnation with economic concern.
@titusnixon
Mar 4, 2025
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Argues that complaints about immigrants are projections and unfair characterizations, appealing to fairness and accuracy while acknowledging legitimate immigration concerns.
khialaaloocompany590
Oct 2, 2025
I can't believe the people of the USA really elected him. Come on, you know Trump plays very dirty--I refuse to believe that the majority of voters are this brain dead. If our nation is …
I can't believe the people of the USA really elected him. Come on, you know Trump plays very dirty--I refuse to believe that the majority of voters are this brain dead. If our nation is this stupid then we deserve everything that is coming to us. PS: Trudeau, it's way too nice to tell Trump he's a smart guy--he's evil, not at all intelligent. Can we please stop conflating scheming, bullying and manipulation with intelligence---any dumb ass can scheme, bully and manipulate (the prisons are full with this kind of human being), but you actually have to be intelligent to collaborate, listen and manage.
Makes ethical arguments about Trump's character (evil, manipulative) and appeals to values of collaboration and intelligence over scheming.
@nicolettabarolini
Mar 4, 2025
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration.
But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome.
Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community.
So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them.
Its a tough issue on both sides that our goverments are forcing us the people to deal with
Nuanced lived experience acknowledging both integration challenges and potential for community contribution, appealing to compassion and government accountability.
Jeff-Von-Landshark
Oct 2, 2025
what about the rest of the countries? Have you checked? Sounds like a racist agenda targeted against Indians
what about the rest of the countries? Have you checked? Sounds like a racist agenda targeted against Indians
Accuses the video of targeting a specific ethnic group unfairly, framing the issue as discriminatory.
binarystar-y9w
Oct 1, 2025
I am wonderful about his racism, he even didn't know how the Eritreans faith and how they fear God more than the law. And about their hard working and honesty, richest cultural family orientation.
I am wonderful about his racism, he even didn't know how the Eritreans faith and how they fear God more than the law. And about their hard working and honesty, richest cultural family orientation.
Defends Eritrean immigrants by appealing to their moral virtues (faith, hard work, honesty, family values) against accusations of racism.
Erifuture
Jan 29, 2026
These pale faces are descendants of Europeans not natives to any lands in western hemisphere! Their ancestors stole it from other people and now BITCH all the time that “their land” is being stolen 😂😂 …
These pale faces are descendants of Europeans not natives to any lands in western hemisphere! Their ancestors stole it from other people and now BITCH all the time that “their land” is being stolen 😂😂 hypocrisy is CRAZY!
Appeals to historical injustice and hypocrisy, framing European settlement as theft while criticizing complaints about immigration.
blackdynamitee9735
Feb 28, 2026
This poor guy with bicycle in winter at min 8:22 says hate Africa pple, I thought he is only economically poor he can’t afford to be mentally poor too, Unfortunately he is😢😢…. That’s why other …
This poor guy with bicycle in winter at min 8:22 says hate Africa pple, I thought he is only economically poor he can’t afford to be mentally poor too, Unfortunately he is😢😢…. That’s why other white pple left him behind in he can’t go anywhere with such mentality.
Criticizes a person in the video for expressing hateful views toward African people, appealing to ethical principles about prejudice.
kevomsanii2396
Jan 29, 2026
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Attacks Trump's character and credibility through comparative framing of speech quality, implying moral/intellectual deficiency.
@zertify1714
Mar 4, 2025
Remember, most of us here in Canada are immigrants… I work a lot in Native towns throughout Québec and realized that they were here for thousands of years. Are we just scared ?
Remember, most of us here in Canada are immigrants…
I work a lot in Native towns throughout Québec and realized that they were here for thousands of years.
Are we just scared ?
Questions whether fear of immigrants is justified by invoking historical indigenous presence and appealing to fairness principles.
seanjones4807
Feb 28, 2026
More old world colonization. I guess now Columbus' route actually makes sense. 😒
More old world colonization. I guess now Columbus' route actually makes sense. 😒
Uses historical reference to colonization with sarcasm to critique current immigration patterns as a form of modern colonization, blending moral critique with satirical tone.
Halcon_Sierreno
Oct 14, 2025
My people try to aspire to higher energy levels of love and kindness, peace and harmony. I can’t believe civilized men can behave in such primitive, god damn cave man ways … in a $5000 …
My people try to aspire to higher energy levels of love and kindness, peace and harmony. I can’t believe civilized men can behave in such primitive, god damn cave man ways … in a $5000 suit. I feel like puking 24/7
Appeals to ethical principles (love, kindness, peace, harmony) while condemning perceived primitive behavior by political leaders.
Moral Argument
0.78
@TraciWager
Mar 4, 2025
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
Uses logical argument about hypocrisy to appeal to fairness and justice regarding immigration restrictions, with humorous tone.
vixguy
Jan 29, 2026
This is natural..Canada was created by subjugating and killing the indigenous peoples...so this is totally fine and im happy about this. I hope it becomes India 2.0 and im not even a fan of Indians …
This is natural..Canada was created by subjugating and killing the indigenous peoples...so this is totally fine and im happy about this. I hope it becomes India 2.0 and im not even a fan of Indians but they never colonised anyone so in this situation i support them over european heritage folks who dont believe in god.
Uses historical moral arguments about colonization to justify support for Indian immigration over European heritage populations.
ProgressistheProcess
Oct 23, 2025
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Uses strong moral language ('pure vomit', 'pathetic') to condemn Trump and the Republican party as ethically bankrupt.
@sergiogonzalez736
Mar 4, 2025
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop …
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop it, why can't we remove him, the impending damage that is about to take place seems obvious. This is a democracy but what do you do if the person who was voted in isn't qualified and is hurting not only our people but people around the world? Can you recall a president? What would it take?
First-person account expressing ethical concerns about presidential fitness and democratic accountability, with rhetorical questions about removal mechanisms.
@archerandthemouse
Mar 4, 2025
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying …
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying America
Appeals to Canadian values (healthcare, humanity, good manners) as moral superiority while criticizing Trump's character and actions.
@estherismond851
Mar 4, 2025
Bottom line is Trump & Vance & the people who voted for them are complete idiots. Easing sanctions on Putin? Saying Ukraine started the war? Next Trump, mirroring his buddy Putin being in office since …
Bottom line is Trump & Vance & the people who voted for them are complete idiots. Easing sanctions on Putin? Saying Ukraine started the war? Next Trump, mirroring his buddy Putin being in office since 1999, will try to stay in office for years & years.
Condemns Trump supporters as idiots and raises concerns about authoritarian governance and geopolitical threats, blending moral judgment with security anxiety.
@JeffGDj
Mar 4, 2025
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Appeals to historical justice and fairness by attributing immigration patterns to colonial exploitation and resulting inequality.
flashyash7
Feb 1, 2026
Reasonable gentleman (&arguments) against an misogynistic, mentally impaired bully.\nDystopian reality thanks to @Trump.
Reasonable gentleman (&arguments) against an misogynistic, mentally impaired bully.\nDystopian reality thanks to @Trump.
Frames the conflict as a moral struggle between reasonableness and bullying behavior, with dystopian framing of the current reality.
@danix71
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)