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
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
Identical to earlier comment: nationalist rhetoric with us-vs-them framing dismissing Canada.
@Elevateyourselfdaily
Mar 4, 2025
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Expresses ethnic/racial superiority and uses dehumanizing language to assert in-group identity against other races.
arturo3525
Jan 29, 2026
since when did new immigrants think they own Canada ! Canada doesn't owe no one nothing Stay in your country ! Fix it !
since when did new immigrants think they own Canada !
Canada doesn't owe no one nothing
Stay in your country ! Fix it !
Asserts exclusive national ownership and belonging while framing immigrants as outsiders who should not claim rights in Canada.
dreamgurl056
Feb 16, 2026
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
The comment uses inflammatory identity-based framing ('White Genocide'), expresses ethnic anxiety, and frames multiculturalism as inherently negative.
CherishedMemoriesOfAWhiteA-w4i
Mar 1, 2026
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Expresses demographic anxiety and loss of national belonging through racial counting, framing immigration as displacement of native identity.
bigjumbo9479
Jan 27, 2026
They don’t belong outside of India. Their skin looks out of place.
They don’t belong outside of India. Their skin looks out of place.
Explicitly states immigrants don't belong based on race/appearance, making a racialized identity assertion.
profile1565
Feb 27, 2026
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
Expresses pride in Canadian national identity and patriotic sentiment.
Identity Assertion
0.90
@LonelyShellyChaplin
Mar 4, 2025
White people can't even have 1 country with no foreigners we a minority in the world and supposed accept a population that has a billion people thank you politicians for forcing immigration on us...
White people can't even have 1 country with no foreigners we a minority in the world and supposed accept a population that has a billion people thank you politicians for forcing immigration on us...
Frames immigration as a threat to white identity and national belonging, using us-vs-them framing with demographic anxiety.
Caesar2001
Jan 27, 2026
America first
America first
Brief nationalist assertion prioritizing America, expressing identity-based political positioning without elaboration.
Identity Assertion
0.90
@יוסיפישער
Mar 4, 2025
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Duplicate of previous comment asserting Haitian identity with flag emojis.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
They are not Indians but Pajeets, So stop Calling them Indians
They are not Indians but Pajeets, So stop Calling them Indians
Uses a derogatory slur to deny legitimate identity and belonging, asserting an us-vs-them distinction based on ethnicity.
Identity Assertion
0.90
Shivani-kw9kx
Feb 24, 2026
The comment section stinks of poopjeets
The comment section stinks of poopjeets
Uses dehumanizing ethnic slur to dismiss and demean commenters in the discussion.
POOPJEET-f2q
Feb 24, 2026
They’re Hindus .not Muslims . Whites are safe .
They’re Hindus .not Muslims . Whites are safe .
Categorizes groups by religion/ethnicity and implies differential safety based on demographic identity.
jimsouthlondon7061
Dec 4, 2025
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Presents sweeping negative stereotypes about a group's cultural practices and character, framing them as fundamentally incompatible with the commenter's in-group.
VictorKane115
Jan 27, 2026
Send them home we don’t want anymore Indians here
Send them home we don’t want anymore Indians here
Expresses exclusionary us-vs-them framing targeting Indians, combined with xenophobic sentiment about unwanted immigration.
Krispy.86
Jan 28, 2026
Proud Canadian today!
Proud Canadian today!
Direct assertion of national pride and identity as a Canadian.
Identity Assertion
0.90
@knuckleburger
Mar 4, 2025
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Explicitly frames a specific ethnic group as invaders and uses us-vs-them framing with a call to exclude them, combined with demographic anxiety.
gz9007
Jan 27, 2026
Indians ❌ North Indians ✅
Indians ❌ North Indians ✅
Makes a distinction between ethnic/regional groups using checkmarks and X marks, asserting hierarchical identity categories.
Identity Assertion
0.90
sanjuc77
Oct 9, 2025
Not a single Indian in Canada should be running as a politician the place would go to hell.
Not a single Indian in Canada should be running as a politician the place would go to hell.
Makes an exclusionary claim based on ethnic/national identity, asserting that a specific group should be barred from political participation.
Th-lg9qn
Sep 29, 2025
MAGA !!!!!!
MAGA !!!!!!
Expresses political identity affiliation through the MAGA slogan without substantive argument.
Identity Assertion
0.90
@TruthNewton
Mar 4, 2025
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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