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
Most in Canada do not support Trudeau. We want to get rid of him!
Most in Canada do not support Trudeau. We want to get rid of him!
Uses 'we' to assert collective Canadian identity and desire to remove leadership, framing political opposition as group consensus.
@cdn9146
Mar 4, 2025
I’m an American I support my President TRUMP! ??
I’m an American I support my President TRUMP! ??
Declares American identity and political allegiance to Trump, establishing in-group positioning.
Identity Assertion
0.78
@MegaRichard1215
Mar 4, 2025
We will welcome Alberta as our 51st family member with open arms. Pray this time Alberta can finally manage to break free from Canada's Socialist enslavement. All the best wishes to the great people of …
We will welcome Alberta as our 51st family member with open arms. Pray this time Alberta can finally manage to break free from Canada's Socialist enslavement. All the best wishes to the great people of Alberta - the genuine "truth North strong and free"!!!
Frames Alberta as distinct from Canada with nationalist rhetoric and positions it as needing liberation from 'Socialist enslavement.'
@loyalbeaver9402
Feb 20, 2026
As an Indian,i am laughing looking at comments . There are still not enough indians in canada/usa , we should expand more rapidally.
As an Indian,i am laughing looking at comments . There are still not enough indians in canada/usa , we should expand more rapidally.
Commenter asserts Indian identity and advocates for expanded Indian immigration to Canada/USA.
AbhiD17
Jan 27, 2026
Punjab??? Why don't they say INDIA???
Punjab??? Why don't they say INDIA???
Questions geographic labeling of immigrants, implying concern about national/ethnic identity representation and specificity.
deepblue9621
Feb 20, 2026
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Dismissive characterization of Trudeau with sarcastic suggestion, combining identity-based criticism with satirical tone.
@timothypascual7509
Mar 4, 2025
Stop blaming Indians. Indians are law abiding citizens. Your problem are due to cultures that want to take over your land
Stop blaming Indians. Indians are law abiding citizens. Your problem are due to cultures that want to take over your land
Defends a specific ethnic group's character while framing other cultures as threatening, using us-vs-them identity language.
manucpunnoose
Aug 25, 2025
U call us poop eater, look at your self Babies of Europeans now called Canadians, what are you hopless country
U call us poop eater, look at your self
Babies of Europeans now called Canadians, what are you hopless country
Defensive ethnic identity assertion responding to perceived slurs, questioning legitimacy of Canadian identity.
Su-oc4vb
Jan 29, 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
companies support this since more whites doesnt want to have kids anymore or just one
companies support this since more whites doesnt want to have kids anymore or just one
Makes a racial/ethnic identity claim ('whites') about demographic change and reproduction patterns, framing immigration through an us-vs-them lens.
Supfellas-000
Jan 27, 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
What a braindead biker. Reinforcing the stereotype
What a braindead biker. Reinforcing the stereotype
Criticizes an individual for reinforcing negative stereotypes about their group, invoking stereotype-based identity framing.
spoolindsm127
Jan 27, 2026
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry no customer service no niceness no please or thank you they get mad and angry very fast they shout and yell at you this scam they close the doors of a store before they're supposed to LOL that happened so many times it's just nasty and very disgusting I have seen some really disgusting s*** and retail stores including coffee shops
Expresses cultural anxiety about Indian immigrants' behavior and civic values, framing them as incompatible with Canadian norms.
PeterMaze-u5v
Feb 18, 2026
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
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis …
Then why are you doing fucking trade deal with india and with indians
Go and ask from your president and prime minister why are they pampering indian's balls
Actually you're hypocrite😮
Go and suck Bangladeshis pakistanis terrorist balls 😮
Uses inflammatory identity-based rhetoric and unsubstantiated claims about government favoritism toward specific nationalities.
saurabh8338
Feb 24, 2026
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and …
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and beat you up! Stop giving it any concern or thought! Stop caring what some leftist idiot thinks about you! This is their problem not yours! Push forward through this BS and stand strong on your morals and convictions!!! 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸
The comment asserts identity-based grievances about how white males are treated by 'the left,' framing political opposition as persecution.
BigJustice-j2z
Feb 27, 2026
We don’t want this either. I never voted for him but will suffer along with his MAGA cult. MAGA will be shocked I think.
We don’t want this either. I never voted for him but will suffer along with his MAGA cult. MAGA will be shocked I think.
Asserts Canadian identity ('We don't want this either') while distancing from Trump supporters and expressing shared suffering.
@krclinton
Mar 4, 2025
Theres a difference between Indians and Khalistanis Indians come to work in other countries, Khalistanis are considered terrorists in India
Theres a difference between Indians and Khalistanis
Indians come to work in other countries, Khalistanis are considered terrorists in India
Distinguishes between ethnic/national groups and makes an unverified claim linking Khalistanis to terrorism without evidence.
pavanchand5072
Feb 4, 2026
It's the preets
It's the preets
Uses a Sikh name as shorthand to blame a specific ethnic/religious group for immigration problems, asserting group culpability.
Identity Assertion
0.78
@FatTofu-pu2li
Feb 19, 2026
Sikhs are great warriors who protected India from the Moh@mmedan invasions in history and they get put in the same basket with other types of immigrants these days, but they contribute greatly to the economy …
Sikhs are great warriors who protected India from the Moh@mmedan invasions in history and they get put in the same basket with other types of immigrants these days, but they contribute greatly to the economy and do not sit around on benefits. They are hard working people with principles and family values.
They are also peaceful, and anyone can go and have a feed at the temple at lunch time.
Distinguishes Sikhs from other immigrants through historical and cultural claims, asserting their superior contribution and values while differentiating group identity.
monika-1196
Jan 27, 2026
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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)