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 invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Defends immigrant contributions through ethical appeals (legal status, community service, future aspirations) and rejects racist framing.
valencehockey1668
Jan 27, 2026
According to Matthew 25:31-46, we Westerners have to welcome the stranger. It is our duty, not optional. No asylum claim on the part of the stranger is required. The conservatives should know this duty.
According to Matthew 25:31-46, we Westerners have to welcome the stranger. It is our duty, not optional. No asylum claim on the part of the stranger is required. The conservatives should know this duty.
Invokes religious/ethical duty to welcome strangers and critiques conservative policy positions as morally deficient.
PeaceInOurTime-l5f
Feb 25, 2026
What a load of racist drivel. {:o:O:}
What a load of racist drivel.
{:o:O:}
Commenter makes a moral judgment calling out racist content in previous comments.
Moral Argument
0.92
ansfridaeyowulfsdottir8095
Jan 28, 2026
Saying that African intelligence is below 70% is discriminatory and offensive. What standard or yardstick are you using to measure the intelligence of African men and women? Intelligence is not determined by race, and such …
Saying that African intelligence is below 70% is discriminatory and offensive. What standard or yardstick are you using to measure the intelligence of African men and women? Intelligence is not determined by race, and such claims are rooted in prejudice, not facts. This kind of comment is unacceptable and deeply disrespectful.
Commenter appeals to ethical principles and human dignity by condemning discriminatory claims as prejudiced and disrespectful.
-zm3re4hl6b
Feb 26, 2026
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact?
If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing.
Racism will never be okay for Canadians. Stop it.
Commenter appeals to ethical principles (racism is wrong) while criticizing the video's lack of factual basis and defending immigration's economic benefits.
Auditioneere
Jan 28, 2026
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should …
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should have the civic sense to behave well in a community. ❤
Appeals to ethical principles of respect, kindness, and civic responsibility as foundational values for immigrants.
Moral Argument
0.92
jnjoan5896
Jan 27, 2026
Once again Tyler thanks for inciting racism, we really needed it right now
Once again Tyler thanks for inciting racism, we really needed it right now
Accusation that the video creator is promoting racism, framing the criticism in ethical terms while commenting on the video itself.
TheFacefour4
Jan 28, 2026
Trumps small, petty ego battles are very costly to the average American and to lives around the world. Trump does not care. He is incapable of empathy. His ego battle and extortion racket with Zelenskyy …
Trumps small, petty ego battles are very costly to the average American and to lives around the world. Trump does not care. He is incapable of empathy. His ego battle and extortion racket with Zelenskyy is costing lives. Trump doesn't care. A hundred thousand extra lives were lost during Covid in America because of Trumps, ignorance, lies and disinformation. Trump didn't care. Lives were lost in Haiti because of Trumps hurricane response incompetence. Trump could have cared less. Trump sold out the Kurds in Syria. Thousands of lives were lost. Trump didn't care. He's a sick man and American voted him in. Now we have to live with it. Here in America, there is going to be a step too far. For half of America, Trump is way passed that. Dictators only respond to strength. Thank you Canada for making a strong and firm stand.
Extended moral critique of Trump's character and policies, emphasizing harm and lack of empathy, while praising Canada's stance.
@timothyhilton3408
Mar 4, 2025
Racism is disgusting
Racism is disgusting
Brief moral statement condemning racism as an ethical principle.
Moral Argument
0.90
dk5610
Dec 21, 2025
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡
that bike guy was an absolute a*shole.
I'm not from Africa, but calling an entire continent stupid is just pathetic.
shame on all the cockroaches in the comment section supporting him.
idiots like him are the reason stereotyping and generalization still exists.
even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background.
absolutely retarded.
these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves.
f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Passionate ethical critique of stereotyping and discrimination, defending an entire continent and condemning racist generalizations on fairness grounds.
UnknownRationalist
Jan 28, 2026
Omg the old white guy is racist as fuck I can’t believe he says this things in broad daylight about Africans damn
Omg the old white guy is racist as fuck I can’t believe he says this things in broad daylight about Africans damn
Criticizes racist statements as morally wrong and inappropriate, appealing to ethical standards.
Moral Argument
0.90
infinity202X
Jan 28, 2026
Shame on Trump!
Shame on Trump!
Simple moral condemnation expressing disapproval of Trump's actions.
Moral Argument
0.90
@ralphstarling6707
Mar 4, 2025
I’m am Ukrainian Canadian and over the last few days I see how the new US government’s policy ruining everything we all believe in so dearly: democracy, friendship, helping shoulder to those who needs support …
I’m am Ukrainian Canadian and over the last few days I see how the new US government’s policy ruining everything we all believe in so dearly: democracy, friendship, helping shoulder to those who needs support against the bloody dictators, and firing thousands of people without cause who provided cybersecurity, guarded fairness of your elections… all being flashed down the toilet. And I watch it being replaced with bulling those who is bleeding, stabbing the friends and neighbors, singing praise to the war criminals charged for crimes against humanity with unlawful deportation and transfer of 20,000 Ukrainian children into russia. Children?! And I want to ask you a question: will you be a silent bystander watching the world plummet into the hatred, redivisions of borders and the rule of heartless convicted “deal makers”? I think I know who he made the deal with... And to those who voted for him: do you still believe this will lead you and your country to greatness?? One single fact that both Moscow and Beijing celebrate watching what’s happening should raise your eyebrows and question your decision to bring this man into power. Instead of making America great again the fight for saving America just began. God help you and all of us!
Ukrainian Canadian shares lived experience while making extensive moral appeals about democracy, human rights, and war crimes, culminating in a call to action against complacency.
@juliamudla2158
Mar 4, 2025
**What European settlers and colonial systems did to Canadian Indigenous women:** * Sexual violence against Canadian Indigenous women with little or no legal consequence. * Forced domestic labor and exploitation. * Loss of legal status …
**What European settlers and colonial systems did to Canadian Indigenous women:**
* Sexual violence against Canadian Indigenous women with little or no legal consequence.
* Forced domestic labor and exploitation.
* Loss of legal status for women who married non-Indigenous men (under the Indian Act).
* Destruction of matriarchal leadership structures.
* Ignored disappearances and murders of Canadian Indigenous women.
* Forced and coerced sterilizations without consent.
**What they did to Canadian Indigenous children:**
* Forced removal from families into residential schools.
* Physical, sexual, and emotional abuse.
* Bans on speaking Indigenous languages or practicing culture.
* Malnutrition, medical neglect, and unsafe living conditions.
* Deaths of children, many buried in unmarked graves.
* Forced labor presented as “education.”
**What they did to Canadian Indigenous men and leaders:**
* Arrested, jailed, or killed leaders who resisted land theft.
* Criminalized traditional governance systems.
* Restricted movement with passes and permits.
* Destroyed livelihoods by banning hunting and fishing.
**What they did to Canadian Indigenous families and communities:**
* Broke families apart through child removal policies.
* Forced relocations to poor, remote land.
* Starvation through controlled food rations.
* Banned ceremonies, gatherings, and spiritual practices.
* Chronic underfunding of housing, water, healthcare, and education.
**What they did to Canadian Indigenous nations overall:**
* Stole land without consent.
* Broke, ignored, or manipulated treaties.
* Imposed the Indian Act to control daily life.
* Attempted to erase languages, cultures, and identities.
* Created intergenerational trauma that continues today.
These are established historical facts recognized by Canadian courts, survivor testimony, and national inquiries. Naming them accurately matters, because clarity is the first step toward truth.
Detailed enumeration of historical injustices against Indigenous peoples, making a moral argument about colonial harm and systemic inequality in Canada.
sb-gw2hs
Jan 27, 2026
You can’t make it make sense. Trump is a demented malignant criminal who has no empathy or ethics.
You can’t make it make sense. Trump is a demented malignant criminal who has no empathy or ethics.
Makes ethical judgment about Trump's character, citing lack of empathy and ethics.
Moral Argument
0.90
@anaphylaxis2548
Mar 4, 2025
ALL THE RACISTS ARE ASSEMBLED HERE. IT IS ONE THING TO STAND AGAINST ILLEGALS BUT PASSING RACISTS COMMENT ALONG WITH IT IS WRONG.
ALL THE RACISTS ARE ASSEMBLED HERE. IT IS ONE THING TO STAND AGAINST ILLEGALS BUT PASSING RACISTS COMMENT ALONG WITH IT IS WRONG.
Appeals to ethical principles by condemning racist commentary while distinguishing it from legitimate policy criticism.
Moral Argument
0.90
anyone8343
Feb 25, 2026
SHAME ON AMERICA. SHAME ON ALL WHO VOTED FOR TRUMP.
SHAME ON AMERICA. SHAME ON ALL WHO VOTED FOR TRUMP.
Direct moral condemnation of Trump and his voters using shame-based language.
Moral Argument
0.90
@bibigems
Mar 4, 2025
“When you’re accustomed to privilege, equality feels like oppression.”
“When you’re accustomed to privilege, equality feels like oppression.”
Philosophical statement critiquing those who perceive equality as oppression, implying moral judgment about privilege and fairness in immigration debates.
Moral Argument
0.90
mosyed4352
Feb 5, 2026
ts blatant racism
ts blatant racism
Direct ethical judgment labeling the video or preceding comments as racist, appealing to fairness and anti-discrimination principles.
Moral Argument
0.90
creamingmypants
Jan 27, 2026
Wow. This is super fucking racist
Wow. This is super fucking racist
Direct ethical judgment calling out racist content in the video or comments.
Moral Argument
0.90
JadedMax
Jan 28, 2026
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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)