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
9:03 this person literally half naked in the streets and complaining that Indians walk naked in their homes. Wow hypocrisy at it's peak
9:03 this person literally half naked in the streets and complaining that Indians walk naked in their homes. Wow hypocrisy at it's peak
Points out hypocrisy in criticism by highlighting contradictory behavior of the critic, appealing to fairness.
Moral Argument
0.89
heeman9
Oct 26, 2025
What a racist
What a racist
Direct moral condemnation of racism, labeling the speaker's statements as racist without elaboration.
Moral Argument
0.88
SkyOfTheUniverse
Jan 29, 2026
America did their best friend dirty, gutless and shameful.
America did their best friend dirty, gutless and shameful.
Ethical critique of US treatment of Canada, invoking concepts of loyalty, honor, and fairness between allies.
Moral Argument
0.88
@beefaroni-69
Mar 4, 2025
Natives of Canada are not white europeans. So why this double standard? Its just racism in disguise
Natives of Canada are not white europeans. So why this double standard? Its just racism in disguise
Appeals to fairness and hypocrisy by pointing out the contradiction in applying double standards to non-white groups.
Moral Argument
0.88
amrtadas5539
Oct 26, 2025
Excruciating to watch my country go down this path. Trudeau and Sheinbaum have every right to do what they're doing, and Trudeau's strong words for Trump were needed, and refreshing to hear. I still can't …
Excruciating to watch my country go down this path. Trudeau and Sheinbaum have every right to do what they're doing, and Trudeau's strong words for Trump were needed, and refreshing to hear. I still can't believe we're here, but I'm encouraged by the resistance to ignorance and cynicism.
Canadian expressing emotional investment in country's direction while praising Trudeau's ethical stance against 'ignorance and cynicism.'
@ginon3878
Mar 4, 2025
All Don the Convicted Psychopath does is LIE!
All Don the Convicted Psychopath does is LIE!
Commenter makes a character-based moral judgment against Trump, labeling him dishonest and criminal without substantive policy discussion.
Moral Argument
0.88
@wendycanuck1019
Mar 4, 2025
All the ranting I see in comments is not to complain about immigration, it's to complain about brown immigrants. Seems like they're ok with European, UK, Irish, Aussie, Kiwis, etc who are white but not …
All the ranting I see in comments is not to complain about immigration, it's to complain about brown immigrants. Seems like they're ok with European, UK, Irish, Aussie, Kiwis, etc who are white but not with people of colour. Hypocrisy at the highest
Accusation of racial hypocrisy in immigration criticism, appealing to fairness and equal treatment principles.
Rai2175
Sep 19, 2025
Indians are not even 5% of canadas population and allready people are butthurt nd calling it an invasion.while most Indian people are honest, hardworking tax payers.white people who are progeny of genociders who stole a …
Indians are not even 5% of canadas population and allready people are butthurt nd calling it an invasion.while most Indian people are honest, hardworking tax payers.white people who are progeny of genociders who stole a nation from natives of Canada are complaining now.go to Europe nd u will know wt invasion is.u are going to make enemy out of a friend if u continue doing this
Defends Indian immigrants by appealing to fairness and historical justice, comparing Canada's colonial past to current immigration concerns.
RajaPuranik
Jan 28, 2026
White Canadians aren’t ‘native’—they’re settlers. Canada was built on colonization. India had civilization when Europe was knee-deep in filth. Racism doesn’t make you superior, it just makes you loud and ignorant.
White Canadians aren’t ‘native’—they’re settlers. Canada was built on colonization. India had civilization when Europe was knee-deep in filth. Racism doesn’t make you superior, it just makes you loud and ignorant.
Appeals to historical justice and anti-racism principles, framing settler colonialism as morally problematic and countering racist superiority claims.
SM-jarvis29
Jan 29, 2026
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they …
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they were in a program who said that come to Canada and you will have citizenship if you adapt to our country. We change the rules in middle of the program!!! Those people left everything to come to our country! It's an honor for us that they choose to come here. We need people for specific jobs and send them back??? That is looking like Trump manner!!! We should be angry and ashame of the way liberal treat those people!!! We live in a really crual world! Where are our humanity and empathy??? There is a lot of good people who come here to have a good life and be good citizens. I met an young woman from Ukraine and I said to her: I love Ukraine! She jump in my arms and put her head in my shoulder!!! That is a moment I will never forget...
Appeals to fairness, humanity, and empathy while criticizing policy changes mid-program; includes personal anecdotes supporting immigrant integration.
ManonMichaud-g5c
Jan 1, 2026
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially …
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially the labeling of them as “low IQ.” Many immigrants from Africa are hardworking and striving to assimilate, yet they continue to face unfair stereotypes. In fact, many Black immigrants are professors, post-doctoral researchers, doctors, engineers, and other professionals. Those who do not hold advanced degrees are still performing essential labor that sustains the economy. Ignoring these contributions suggests that the concern is not genuinely about protecting Canada from immigration or cultural change, but rather reflects a deeper, selective hostility toward Black people. Honest reflection and research would make this clear.
Defends Black immigrants against racist stereotypes and argues for fair treatment based on their contributions and humanity, making an explicit ethical appeal against selective hostility.
Lulu-z4l2m
Jan 27, 2026
Canadians are all immigrants! What dilemma immigrants are against immigrants?
Canadians are all immigrants! What dilemma immigrants are against immigrants?
Challenges the logical consistency of anti-immigrant sentiment by noting Canada's immigrant heritage, appealing to fairness and historical fact.
Moral Argument
0.88
clrdmr8963
Aug 25, 2025
Everyone is glazing the bike guy even though he is openly a racist. This guy literally said "I hate all Africans. Terrible, terrible people." If you are agreeing with these statements then you should reflect …
Everyone is glazing the bike guy even though he is openly a racist. This guy literally said "I hate all Africans. Terrible, terrible people." If you are agreeing with these statements then you should reflect on yourself and your morals.
Calls out racist statements and appeals to others' moral conscience, urging self-reflection on supporting discriminatory views.
sniperty8849
Jan 29, 2026
This is genuinely crap to see and it's happening in more places than you know. Very sad.
This is genuinely crap to see and it's happening in more places than you know. Very sad.
The commenter expresses sadness and moral concern about the conditions shown, appealing to shared values of decency.
Moral Argument
0.88
honda1st1
Jan 27, 2026
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s …
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s Indians. same script, different target. Read history before you open your mouth
Argues that blaming immigrants is morally wrong and historically ignorant, invoking justice and historical precedent to critique discriminatory framing.
qwuertykeys
Feb 6, 2026
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth rate similar to Sudan. It strained our education, health care and prevented young people from getting jobs.
We are a nation that welcomes immigration, but it cannot be at a level beyond our capacities.
Balances empathy for immigrants with pragmatic concerns about capacity, framing immigration reduction as ethically necessary.
Aedan2071
Feb 12, 2026
Trump betrayed all of the Americans!
Trump betrayed all of the Americans!
Simple moral condemnation of Trump for betraying Americans, framing his actions as a breach of trust and duty.
Moral Argument
0.88
@PengLee-u2t
Mar 4, 2025
Trump insists on an apology from Zelensky because he claimes that Zelensky showed him respect - and at the same time Trump calls Justin Trudeau - who is the Prime Minister of Canada - for …
Trump insists on an apology from Zelensky because he claimes that Zelensky showed him respect - and at the same time Trump calls Justin Trudeau - who is the Prime Minister of Canada - for governor. Talk about showing respect. So I'm going to call Trump a smallminded, vindictive megalomaniac, a pathological liar and a sick narcissistic baby. Nobody respects Trump; they fear him because he is an unreliable madman with a lot of military strenght and (so far) economic strenght he can threaten everybody with. Pictures of Stalin and Hitler must be hanging in his bedroom...
Extended moral condemnation of Trump's character and behavior, framing him as unethical and dangerous through ethical language.
@peterandreassen4866
Mar 4, 2025
Funny how descendants of people who invaded, displaced, and starved Indigenous nations now act superior. Canada wasn’t ‘empty’—it was colonized. India had universities, sanitation, surgery, and cities while Europe was burning witches and dumping sewage …
Funny how descendants of people who invaded, displaced, and starved Indigenous nations now act superior. Canada wasn’t ‘empty’—it was colonized. India had universities, sanitation, surgery, and cities while Europe was burning witches and dumping sewage in streets. If you want to talk hygiene or civilization, open a history book before opening your mouth.
Appeals to historical injustice and hypocrisy, arguing that Canadian descendants of colonizers lack moral standing to judge immigrants on civilization grounds.
believe8980
Jan 29, 2026
what a bunch of racist dogshit
what a bunch of racist dogshit
Accusation of racism as a moral condemnation of the video or its subject matter.
Moral Argument
0.88
Woktavius
Feb 4, 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)