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
Liars how can racists like you say Indians don't integrate? Racists are the last to ask about Indians integrating. You aren't around them.
Liars how can racists like you say Indians don't integrate? Racists are the last to ask about Indians integrating. You aren't around them.
Defends a group against accusations of non-integration by appealing to fairness and accusing the commenter of racism.
kentclark9740
Aug 25, 2025
Makes sense to me. You guys wanna fund a war at the cost of ukrainian lives all while, claiming sympathy and fake tears with no skin in the game ie you're not sending your young …
Makes sense to me. You guys wanna fund a war at the cost of ukrainian lives all while, claiming sympathy and fake tears with no skin in the game ie you're not sending your young men and women to fight so are you really supporting them or enabling the loss of ukrainian lives.
Questions the ethics and sincerity of military support policy, framing it as a moral issue about enabling loss of life rather than genuine support.
@Nomadcoms
Mar 4, 2025
Nope theyre just living there and building the canadian economy. To all those far righters saying ohh we built canada from nothing . They forget the massacre of the Native American. The white invade. Purer …
Nope theyre just living there and building the canadian economy. To all those far righters saying ohh we built canada from nothing . They forget the massacre of the Native American. The white invade. Purer racism
Defends immigrants' contributions while invoking historical injustices and accusing critics of racism, grounded in ethical principles.
grr.yh6ylu373
Feb 11, 2026
Trump is desroying the US and all the noble values we stood for. A monster, not my president.
Trump is desroying the US and all the noble values we stood for. A monster, not my president.
Appeals to ethical principles (noble values) and characterizes Trump as morally corrupt, with identity assertion about American values.
@DD-lj6io
Mar 4, 2025
If only the indigenous/native populations were allowed to complain when those Europeans moved in…
If only the indigenous/native populations were allowed to complain when those Europeans moved in…
Uses historical comparison (indigenous populations vs. European settlers) to make an ethical argument about who has standing to critique immigration.
trueblue6918
Aug 25, 2025
To watch the left dishonorable trudolf say anything is sickening
To watch the left dishonorable trudolf say anything is sickening
Uses moral language ('dishonorable') to criticize Trudeau while invoking political identity ('the left').
@Bruce-b7p
Mar 4, 2025
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Defends multiculturalism and challenges identity-based arguments, appealing to Canadian values of inclusion and comparing Canada favorably to America.
wests2831
Jan 27, 2026
I need to apologize to the world on behalf of all the non cult-led people here, for the evil in power holding us hostage here in America. I'm heartbroken to be American. I'm devastated the …
I need to apologize to the world on behalf of all the non cult-led people here, for the evil in power holding us hostage here in America. I'm heartbroken to be American. I'm devastated the WHOLE WORLD hates us now.
Appeals to ethics and moral judgment about American leadership being 'evil,' expressing shame and moral distress.
@B0FF01
Mar 4, 2025
That's funny because the European colonizers didn't assimilate either and in fact they destroyed the indigenous culture and took their lives So I guess these new From India Being rude and in a hurry Is …
That's funny because the European colonizers didn't assimilate either and in fact they destroyed the indigenous culture and took their lives So I guess these new From India Being rude and in a hurry Is a lot different than decimating An Indigenous population and then acting like you're the Civilized one ridiculous
Appeals to historical justice and ethical hypocrisy by comparing current immigrant behavior to colonial violence and cultural destruction.
taylormann1038
Jan 27, 2026
White people act like they own America and Canada, forgetting their ancestors are from Europe and they are children of colonizers who Genocided Native Americans and Native Canadians and stole their land by force. Meanwhile …
White people act like they own America and Canada, forgetting their ancestors are from Europe and they are children of colonizers who Genocided Native Americans and Native Canadians and stole their land by force. Meanwhile our people come to work legally and earn money, they work minimum wage but build up and eventually become CEOs. We work while you sleep, simple as that. Seems more like jealousy to me.
Appeals to historical justice and fairness, contrasting immigrant work ethic against colonial history and framing criticism as jealousy.
BadKarma108
Oct 17, 2025
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something …
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something change there life do you give away money every month to help homeless people no body sleep empty stomach we re far from homeland we love our homeland butt canada is now our homeland because we work live here pay taxes helping Canada to grow to we re Indian we know India is not clean like Canada butt our roots family value culture value is more clean then spring water 💦 life is not all racism talking shett about other people check the facts population of Indian lives in Canada 99.9 working paying tax check canadian born status working class Canadian don’t talk shett still god bless you
Defends Indian immigrants by appealing to ethical principles (family values, civic contribution, tax payment) and counters accusations with moral reasoning.
JaspreetSandhu-u3u
Feb 10, 2026
No thanks….we have Canadians that need to be cared for firstly!
No thanks….we have Canadians that need to be cared for firstly!
Appeals to fairness principle that domestic citizens should be prioritized over immigrants in resource allocation.
kimmer0015
Jan 5, 2026
Hail to Canada and Trudeau. He and they are truer patriots than Trump and his thuggish self‐serving, bigoted, fascist cronies.\nHold firm, Canada; hold firm, Mr. TRUDEAU: We true Americans desperately need your integrity and support.
Hail to Canada and Trudeau. He and they are truer patriots than Trump and his thuggish self‐serving, bigoted, fascist cronies.\nHold firm, Canada; hold firm, Mr. TRUDEAU: We true Americans desperately need your integrity and support.
Appeals to integrity and patriotism as moral virtues, praising Canada/Trudeau and criticizing Trump on ethical grounds.
@garywait3231
Mar 4, 2025
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
Argues Canada should prioritize its own citizens over immigrants, grounded in a fairness/duty principle.
Abber64
Aug 26, 2025
As long as Trump and his administration align themselves to dictators and impose outrageous tariffs on our allies and head toward an authoritarian government, all countries from the free world need to fight back against …
As long as Trump and his administration align themselves to dictators and impose outrageous tariffs on our allies and head toward an authoritarian government, all countries from the free world need to fight back against these unfair tariffs being imposed by the Trump administration. New torch bearers for the free world and the unified free world needs to decouple from an undependable, disloyal, Trump led US. Trump is tarnishing the legacy of the US in real time.
Frames the issue in terms of defending freedom, fairness, and democratic values against authoritarianism, while comparing US and allied nations' positions.
@madmax6961
Mar 4, 2025
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t.
This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being we should respect the host culture and not behave like aspiring neo-colonizers. Add value to places that you call home and become an unobtrusive part of the mosaic. Those of us who say this, face hate from our own!😢
Appeals to ethical principles (respect, courtesy, adding value) while sharing personal experience of facing backlash for these views.
danachats8944
Aug 26, 2025
Why can’t we have a real leader like this! Instead we have a belligerent egomaniac Russian asset as president. He shouldn’t have even had 10% of the vote. Y’al knew better but didn’t vote better …
Why can’t we have a real leader like this! Instead we have a belligerent egomaniac Russian asset as president. He shouldn’t have even had 10% of the vote. Y’al knew better but didn’t vote better because of many superficial reasons, among them, sexism and racism. Now all of us Americans are losing. I’d love to see the day when we as Americans can come together as ONE & stand up against people like Trump that are harming all Americans. United we stand. Divided, ALL of us fall. Some of y’al thought it wouldn’t impact you even if his policies impacted others (and not you) so you didn’t care and voted for public enemy #1 despite all the warnings given. Now here we are. I really truly hope that America has a whole will look at ourselves in the mirror at what we’ve allowed to be, and change our ways by coming together as one country that wants to see Americans do well and be good and be able to take care of their families, regardless of race or sex, or gender, immigration status or any of the superficial barriers.
Commenter appeals to ethical principles of unity, fairness, and collective responsibility while critiquing voting choices based on moral grounds.
@ForeverLuckyLika
Mar 4, 2025
Guy on the bike just discriminated Indians, Africans, and Muslims.
Guy on the bike just discriminated Indians, Africans, and Muslims.
Accuses someone in the video of discrimination, appealing to fairness and equal treatment principles.
bspookygrll
Feb 9, 2026
why hate on your neighbor and your closest ally. dang. Mr. Trump is losing his mind all over again. U.S and Canada should be working together.
why hate on your neighbor and your closest ally. dang. Mr. Trump is losing his mind all over again. U.S and Canada should be working together.
Appeals to fairness and neighborly relations between countries, criticizing hostility as ethically wrong.
@kaytiimanmir4106
Mar 4, 2025
We deserve to be dumped by Canada. We’re a toxic boyfriend
We deserve to be dumped by Canada. We’re a toxic boyfriend
Self-critical moral judgment using metaphor ('toxic boyfriend') to express shame about American behavior toward Canada.
@NoToAllOfThat
Mar 4, 2025
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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)