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
Dawg, any rational Sikh isn’t gonna stab you. 🤦♂️
Dawg, any rational Sikh isn’t gonna stab you. 🤦♂️
Defends a religious/ethnic group against stereotyping by appealing to rationality and rejecting prejudicial assumptions.
MAHARAJA_DK
Jan 27, 2026
You Americans are incredible. It's not hard to believe that this is going on. It's hard to believe you've elected such a ridiculous dumb mean bully lying helpless narcissique pervert clown. ?
You Americans are incredible. It's not hard to believe that this is going on. It's hard to believe you've elected such a ridiculous dumb mean bully lying helpless narcissique pervert clown. ?
Criticizes Trump's character and fitness for office using moral language (bully, narcissist, liar), with identity framing of Americans as observers.
@patricehenri8172
Mar 4, 2025
Aloha Prime Minister, Trudeau, and Canadiens, the majority in this country can’t stand the current administration in our embarrassed, concerned, and want him out along with every MAGA moron selling this country out! I am …
Aloha Prime Minister, Trudeau, and Canadiens, the majority in this country can’t stand the current administration in our embarrassed, concerned, and want him out along with every MAGA moron selling this country out! I am so angry and disgusted! I apologize for our horrific leadership and I hope one day the people who are responsible for what is happening will be charged with sedition and espionage! I’ve had it
Appeals to ethics and justice by condemning US leadership as seditious and expressing moral outrage, while showing solidarity with Canada.
@appelblossom4311
Mar 4, 2025
i do not believe the American people want a President who will destroy our ties to the free World. the founding fathers of this democracy and the constitution would have placed Donald Trump and his …
i do not believe the American people want a President who will destroy our ties to the free World. the founding fathers of this democracy and the constitution would have placed Donald Trump and his cronies under immediate house arrest, stripped them of any authority, and taped their mouths shut while the government is reformed and the ties to the free world are re-established. He is a bully using our highest office to prove he is all powerful to do harm against anyone below the office.
Appeals to constitutional principles and democratic values, framing Trump as a threat to democracy and international order.
@thailifemark
Mar 4, 2025
Guy on the bike reached a new level of stupidity that makes him doesn't differentiate a religion from a nationality there is more white-american muslims than your whole town population you stupid fk
Guy on the bike reached a new level of stupidity that makes him doesn't differentiate a religion from a nationality there is more white-american muslims than your whole town population you stupid fk
Argument against conflating religion with nationality, defending Muslims against stereotyping with factual counterpoint.
Moral Argument
0.82
orchfvce524
Mar 1, 2026
Our allies have good reason to believe we are no longer a beacon of freedom. Coming from a family with ties to both countries since the early 1700’s I’m appalled at the lack of public …
Our allies have good reason to believe we are no longer a beacon of freedom. Coming from a family with ties to both countries since the early 1700’s I’m appalled at the lack of public confrontations with politicians who remain sidelined by fear of reprisals from a corrupt judiciary and President.
Expresses moral concern about Canada's loss of freedom and appeals to ethical principles, grounded in family history and identity.
@teledanhogan4237
Mar 4, 2025
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
Defends a group against racist characterization by appealing to fairness and lived reality.
JoHDify
Jan 29, 2026
Trump speak just like a third grader , bullying and disgraceful. But I blame them idiots that voted for him back in the office. They will be suffering the pain that he caused .\nCanada supposed …
Trump speak just like a third grader , bullying and disgraceful. But I blame them idiots that voted for him back in the office. They will be suffering the pain that he caused .\nCanada supposed to be our friend, our ally why He started the trade war with ?
Condemns Trump's character and voters' judgment on ethical grounds while critiquing trade war policy and its impact on allies.
@parisnguyen8779
Mar 4, 2025
As a republican politician, I would feel deeply ashamed to serve a dimwit like DJT.
As a republican politician, I would feel deeply ashamed to serve a dimwit like DJT.
Appeals to professional ethics and shame as a Republican, criticizing Trump's fitness for office.
@stephanleo
Mar 4, 2025
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather than complain about it.
Appeals to fairness and constructive action, arguing for empathy and solutions rather than complaint about immigration issues.
allforoneandoneforall
Feb 18, 2026
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!!
In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing,
Psychopaths are on the rise,
Murder, break ins, killing by guns, accidents, are rising,
Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses,
Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Defends Indian immigrants against stereotypes by appealing to fairness, economic contribution, and comparative critique of Western countries' problems.
sidharthasatapathy3491
Jan 27, 2026
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead …
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead of correcting them, you become complicit in their racism.
Appeals to ethical principles about complicity in racism and calls out the creator for not correcting racist statements, framing the issue as a moral failing.
SR-ek3jc
Jan 27, 2026
Trump is destroying everything for the american prople. The only thing that is anti american is everything Trump is doing in the oval office with his decisions and choices
Trump is destroying everything for the american prople. The only thing that is anti american is everything Trump is doing in the oval office with his decisions and choices
Argues that Trump's actions are anti-American and destructive, appealing to values of what is truly American.
@andreahegarty9262
Mar 5, 2025
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what …
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!!
He has no idea what Jesus has told his people and all Christians to follow? Ohhh...my godness...God forgive this man...cleanse heart from hate, and open his eyes!!! Pooofh...
Appeals to Christian ethics and religious principles to condemn anti-immigrant sentiment, framing it as morally wrong.
Sniff2Beat
Feb 6, 2026
This video is eye opening, I thought Canadians were nice... well at least the racists ones were nice about it.
This video is eye opening, I thought Canadians were nice... well at least the racists ones were nice about it.
Critiques Canadian racism as hypocritical, contrasting the stereotype of Canadian niceness with observed racist behavior.
prime_pride
Jan 27, 2026
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Defends South Asian immigrants as legal and assimilated, criticizes the video as unfair smearing, appealing to principles of fairness and honest representation.
sujitsingh7446
Jan 27, 2026
Funny how people are comfortable being racist online, but in real life they’ll still hire Indians, rent to Indians, and take Indian customers. If you depend on us to ‘make money,’ at least have the …
Funny how people are comfortable being racist online, but in real life they’ll still hire Indians, rent to Indians, and take Indian customers. If you depend on us to ‘make money,’ at least have the honesty to show basic respect
Appeals to hypocrisy and fairness by highlighting the contradiction between online racism and economic dependence on Indian communities.
PRAYERFORUUU
Jan 29, 2026
Talk about dictator you defending one ?
Talk about dictator you defending one ?
Questions the ethical consistency of defending authoritarian behavior, appealing to principles of democratic governance.
Moral Argument
0.82
@nelsonlopez4426
Mar 4, 2025
US is more like “A lying murderous dictator” , the country and their leader
US is more like “A lying murderous dictator” , the country and their leader
Makes moral judgment characterizing the US as dishonest and violent, comparing nations.
@xiaozhong1351
Mar 5, 2025
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth."
Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023)
Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population
The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases
India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies
Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Critiques the video's bias and racism while defending Indian immigrants through ethical appeals, comparative framing with statistics, and evidence-based counterarguments about immigrant contributions.
NewsCapsulesIndia
Jan 27, 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)