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
There is no anti-Americanism Mrs. Paula Newton. There is anti-Trump.
There is no anti-Americanism Mrs. Paula Newton. There is anti-Trump.
Clarifies distinction between anti-Americanism and anti-Trump sentiment, asserting a specific political identity separate from national identity.
Identity Assertion
0.82
@davejohnston2700
Mar 4, 2025
12:55 That Sikh man is the most rational person in this whole video compared to all the white people complaining that THEY’RE the “minority” now. Keep in mind Canada was NEVER a white country. Racism …
12:55 That Sikh man is the most rational person in this whole video compared to all the white people complaining that THEY’RE the “minority” now. Keep in mind Canada was NEVER a white country. Racism needs to die.
Asserts Canada's non-white identity and frames racism as the core issue, contrasting groups and challenging majority claims.
G00D.GR13F
Oct 2, 2025
From a Canadian, SMFD America. Canada rules!!
From a Canadian, SMFD America. Canada rules!!
Self-identifies as Canadian and asserts national pride/superiority over America through dismissive language and patriotic framing.
@cantkillcliffrose
Mar 4, 2025
Whites are not Native to Canada 😂... Your home is europe.. Go back there
Whites are not Native to Canada 😂... Your home is europe.. Go back there
Uses sarcasm and reversal logic to challenge European-descended Canadians' claims to belonging, asserting indigenous primacy.
AyushDwivedi-o2s
Feb 22, 2026
As a Proud Canadian, I love my American Friends; but the MAGA MORONS and Republicans are destroying and dismantling your Democracy before our eyes. Seems you have been taken over by Putin's Propaganda Campaign!
As a Proud Canadian, I love my American Friends; but the MAGA MORONS and Republicans are destroying and dismantling your Democracy before our eyes. Seems you have been taken over by Putin's Propaganda Campaign!
Asserts Canadian identity and us-vs-them framing between Canadians and MAGA Republicans, with unsubstantiated claims about Putin propaganda.
@SergeHoude4U
Mar 4, 2025
That sentence is offensive af lol 😂 they shouldn’t even be called that the indigenous have been called Indians for a long ass time. Why did we have to change our name soon as they …
That sentence is offensive af lol 😂 they shouldn’t even be called that the indigenous have been called Indians for a long ass time. Why did we have to change our name soon as they started flooding in, I had a girl ask me how she gets a status card, I said your not the same kind of Indian as me. 🤣🤷🏽♀️
Expresses resentment about terminology changes tied to immigration ('flooding in'), asserting indigenous identity distinction with demographic anxiety undertones.
LaydeeLyrix
Sep 19, 2025
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their way in and game the system for everything they can get.
Contrasts 'original' versus 'new' immigrants using stereotypical characterizations (arrogant, scammers) to assert cultural/generational identity boundaries.
sauronthegreat5799
Sep 22, 2025
These white people forget that they too r immigrants..came a few centuries before us...native indians r the real owner of usa and canada.
These white people forget that they too r immigrants..came a few centuries before us...native indians r the real owner of usa and canada.
Asserts that white people are also immigrants while claiming Indigenous peoples as 'real owners,' using identity-based framing to challenge demographic hierarchies.
anubhav19888
Oct 15, 2025
The Philippinos came here en masse and they integrated excellently, the Indians ruined the small cities they did have, crazy we thought we should exponentially boost the Indians not the phillipenos
The Philippinos came here en masse and they integrated excellently, the Indians ruined the small cities they did have, crazy we thought we should exponentially boost the Indians not the phillipenos
Comparative ethnic framing claiming differential integration success between immigrant groups, with implicit threat about demographic change.
nickkk420
Jan 28, 2026
In Malaysia we take Indians anyday than Muslim, which are the worst human being
In Malaysia we take Indians anyday than Muslim, which are the worst human being
Comparative ranking of ethnic/religious groups with dehumanizing language toward Muslims.
thomaswoods8276
Jan 27, 2026
Divides country ?? What kind of news is this ? Everyone is united against mass immigration
Divides country ?? What kind of news is this ? Everyone is united against mass immigration
Claims unified national opposition to immigration, framing it as an us-vs-them issue.
prm1234567stphn
Feb 12, 2026
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
Asserts that a specific ethnic/religious group has damaged the reputation of another group and caused racism, framing internal identity divisions.
ysa9
Sep 23, 2025
Can fucking immigrants speak ENGLISH! So fucking sick of 3 rd world garbage shouting gobbly goop and noodle writings, come to Canada speak the official language instead of gutteral junk
Can fucking immigrants speak ENGLISH! So fucking sick of 3 rd world garbage shouting gobbly goop and noodle writings, come to Canada speak the official language instead of gutteral junk
Uses dehumanizing language to assert cultural/linguistic boundaries and express hostility toward non-English speakers as outsiders.
mySummer2004
Jun 20, 2025
id rather live with indians than muslims
id rather live with indians than muslims
Ranks ethnic/religious groups in a hierarchy of preference, asserting relative belonging and acceptability.
muma--1-Tv
Jan 29, 2026
I did not vote for felon 47 who has no idea what it means to be an American! He is Teflon and unaccountable! I am completely against anything he does!
I did not vote for felon 47 who has no idea what it means to be an American! He is Teflon and unaccountable! I am completely against anything he does!
American asserts their identity as a citizen opposed to Trump, framing opposition around accountability and character concerns.
@carolyntiller4976
Mar 4, 2025
indians selling pizza in a canadian coffee shop icon, oh how canada has fallen
indians selling pizza in a canadian coffee shop icon, oh how canada has fallen
Uses ethnic identity markers (Indians) and expresses cultural decline narrative ('how Canada has fallen'), framing demographic change as national loss.
VeganParadox
Jan 28, 2026
To think Canadians used to be tough people. They went the same way as Australia.
To think Canadians used to be tough people. They went the same way as Australia.
Asserts a nostalgic national identity claim about Canadians being 'tough' and implies cultural decline through immigration comparison.
L.Ron.Hoyabembe
Jan 27, 2026
With Canada are you kidding me? Our brothers in blood. Literally they drop blood for the US. This is unacceptable!
With Canada are you kidding me? Our brothers in blood. Literally they drop blood for the US. This is unacceptable!
Frames Canada as blood-related kin to the US, expressing shock at conflict through shared identity and sacrifice, emphasizing familial bonds.
@PureAmericana
Mar 4, 2025
Where are the indigenous people or first nation. No temple or mosque should be in Canada, you cannot go to their country and do that
Where are the indigenous people or first nation.
No temple or mosque should be in Canada, you cannot go to their country and do that
Asserts indigenous priority and frames religious institutions as incompatible with Canadian identity, using comparative logic about reciprocal treatment in other countries.
Paige0131
Oct 21, 2025
We must yeet the jeet
We must yeet the jeet
Uses slang to call for removal of a specific ethnic group, combining dehumanizing language with attempted humor.
lewismyers2325
Jan 27, 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)