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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Identity Assertion
5,512 comments
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Expresses concern about rapid demographic change and cultural separation using sarcasm, asserting distinct national/cultural identity boundaries.
josron6088
Oct 2, 2025
Genocidal supporting dogs. Pack up your stuff and go back to Europe. Give the land back to the natives.
Genocidal supporting dogs. Pack up your stuff and go back to Europe. Give the land back to the natives.
Uses inflammatory identity-based framing (us-vs-them, colonial critique) with moral accusation and call for land repatriation.
@mangosun249
Mar 4, 2025
Proud and patriotic American here! I stand with Ukraine ... and Canada! There is no reasonable justification for Trump's treachery.
Proud and patriotic American here! I stand with Ukraine ... and Canada! There is no reasonable justification for Trump's treachery.
American commenter asserts patriotic identity while expressing solidarity with Ukraine and Canada against Trump, framing opposition as moral duty.
@alicefreist318
Mar 4, 2025
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so …
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so there smart and keep to themselves..(good thing i guess) but if you try talking to your indian neighbour there anti social with you. (bad thing) im white in a small biker town.. were generally friendly with first impression but can be judgemental. so. take people for who they are.
Compares cultural groups (Indians vs. white Canadians) by stereotyping behavioral traits, asserting group-based identity characteristics and differences.
dustinmacdougall2308
Jan 29, 2026
Sikhs are honest. Even hindus are innocent. Issue is governments
Sikhs are honest. Even hindus are innocent.
Issue is governments
Makes generalizations about ethnic/religious groups (Sikhs, Hindus) while deflecting blame to government, using identity-based categorization.
shantideep3117
Dec 20, 2025
trump is a conpkete a hole and m o r o n
trump is a conpkete a hole and m o r o n
Expresses a negative opinion about Trump using insulting language, positioning the commenter against him ideologically.
Identity Assertion
0.78
@Steve-gx9ot
Mar 4, 2025
indians over africans? cmon bro.
indians over africans? cmon bro.
Comparative ranking of immigrant groups with implicit preference judgment, expressing ethnic hierarchy concerns.
onyxsh0cks456
Jan 27, 2026
You're not a native from Canada too brochacho 🥀
You're not a native from Canada too brochacho 🥀
Uses sarcasm to challenge someone's claim to Canadian identity by pointing out their own non-native status, employing ironic identity framing.
yanismounissamy7090
Feb 11, 2026
Flip-flopping immigration issues, whoop-dee-doo in Canada, the new satellite country of/India of North America 🇮🇳. Pretty 🍛 spicy issues coming out of Canada this days. No longer the great white North. The great white replacement …
Flip-flopping immigration issues, whoop-dee-doo in Canada, the new satellite country of/India of North America 🇮🇳. Pretty 🍛 spicy issues coming out of Canada this days. No longer the great white North. The great white replacement Theory in action 🎬. Crazy good.😂
Uses demographic anxiety and white replacement conspiracy rhetoric framed as satire, with xenophobic undertones about Indian immigration.
johnwalker4978
Feb 27, 2026
And this is how a loser, an enemy of Canada, which he worked to destroy from within, the worst Prime Minister in canadian history - Trudeau, suddenly becomes a hero because of the actions of …
And this is how a loser, an enemy of Canada, which he worked to destroy from within, the worst Prime Minister in canadian history - Trudeau, suddenly becomes a hero because of the actions of the Manchurian president Trump.
Frames Trudeau as enemy of Canada while positioning Trump as inadvertent ally, using nationalist framing of who belongs/threatens the nation.
@mariuspopescu284
Mar 4, 2025
As a Canadian I belive that this is the End of the good deeds,no more help with fires, floods ,no more welcome for plains that need to land in our country, like the 911 dester! …
As a Canadian I belive that this is the End of the good deeds,no more help with fires, floods ,no more welcome for plains that need to land in our country, like the 911 dester! No more backing USA in their wars, firefighters, rescues, for your disters will not help your people !
Asserts Canadian identity and threatens withdrawal of aid/support, framing immigration as betrayal of national interest.
@imhere9745Elaine
Mar 4, 2025
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
Emphasizes that an Asian person with a 'proper Canadian accent' is credible, implying accent/ethnicity as markers of belonging.
assassinskillz123
Feb 7, 2026
The white guy is so racist, he just hated africans
The white guy is so racist, he just hated africans
Makes a racial accusation against a video subject, framing behavior through an ethnic/racial lens of prejudice.
Identity Assertion
0.78
shakeelakhan8729
Feb 17, 2026
A Canadian calling himself white trash is a great example of how we've been taught to hate ourselves.
A Canadian calling himself white trash is a great example of how we've been taught to hate ourselves.
Asserts national identity concerns, claiming Canadians have been taught self-hatred, framed as a moral/cultural critique.
Effin_the_Chat
Jan 27, 2026
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Asserts a separatist identity claim about Sikhs and their homeland, framing return migration as tied to historical grievances and territorial claims.
thepunjabtimes29
Jan 27, 2026
May God Bless Trudeau. A true leader. I am ashamed to be an American.
May God Bless Trudeau. A true leader. I am ashamed to be an American.
Expresses shame about American identity while praising Trudeau, using national belonging as a marker of values and leadership quality.
@human7771
Mar 4, 2025
Let her help her own country, people miss her there !
Let her help her own country, people miss her there !
Asserts national belonging ('her own country') and implicitly frames immigration as outsiders taking resources from their homeland.
brunospfc8511
Feb 11, 2026
all lies. america and canda love us indians. we run your country. we save you from bad immigrants. you'll know when we not here.
all lies. america and canda love us indians. we run your country. we save you from bad immigrants. you'll know when we not here.
Makes exaggerated claims about Indian dominance and indispensability in North America with unsubstantiated assertions.
Playlist-td3rd
Mar 3, 2026
Te boss of te stores r all indian.
Te boss of te stores r all indian.
Makes an observation about ethnic/national identity of business owners, framing it as a notable demographic pattern.
Identity Assertion
0.78
RoslanMohdYusoff
Jan 27, 2026
Is London getting to diverse for them then?
Is London getting to diverse for them then?
Rhetorical question implying concern about demographic change and cultural/ethnic composition of London, framing diversity as a problem.
claudette183
Feb 10, 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)