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
Search & Filter
Identity Assertion
5,512 comments
0:51 white people reporting
0:51 white people reporting
Makes a racial/ethnic assertion about white people in relation to immigration reporting.
Identity Assertion
0.80
HH-fs1uu
Jan 28, 2026
We are settlers not immigrants
We are settlers not immigrants
Asserts a distinction between 'settlers' and 'immigrants,' making a claim about national/historical identity categories.
Identity Assertion
0.80
Gurmeet-Singhhh
Jan 28, 2026
Lol Cry about it Cumskins. We are taking over yo mothafukin countries 😂
Lol Cry about it Cumskins. We are taking over yo mothafukin countries 😂
Uses inflammatory us-vs-them framing with racial slurs and claims of demographic takeover, presented with sarcastic tone.
gooningpackgod
Jan 28, 2026
White people will always hate others 😂
White people will always hate others 😂
Broad generalization about racial group behavior using us-vs-them framing with dismissive emoji tone.
tnt4249
Jan 28, 2026
Superior people conquering land
Superior people conquering land
Asserts dominance/superiority framing with colonial language, reflecting us-vs-them identity positioning.
emocel
Jan 28, 2026
White should go back to Europe as well 🤡🤡🤡🤢
White should go back to Europe as well 🤡🤡🤡🤢
Provocative identity-based statement using reverse logic and dismissive emojis to frame immigration debate.
Jimmy_RT3
Jan 28, 2026
Your not human if your not racist. People act like its a bad thing
Your not human if your not racist. People act like its a bad thing
Commenter makes a provocative claim about racism as inherent to humanity and frames it as a normal identity characteristic rather than a moral failing.
JAO-808
Jan 28, 2026
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Makes a gatekeeping claim about who belongs in Canada based on regional/ethnic identity distinctions.
dataisnugold
Jan 28, 2026
Wow Tyler Oliveira Racist as ever. Get the fuck out of Canada we don't need your racist ass in our country.
Wow Tyler Oliveira Racist as ever. Get the fuck out of Canada we don't need your racist ass in our country.
Commenter asserts Canadian identity and belonging while making exclusionary statement, demanding the creator leave the country.
skyecloud968
Jan 28, 2026
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism)
Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂
And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Asserts Indian superiority and competence while framing Canadian resentment as jealousy and racism, using us-vs-them identity framing.
kushagrasharma1222
Jan 28, 2026
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
Defends African immigrants against perceived racism and stereotypes, asserting counter-narrative to negative portrayals.
Christopher-side_dude-Murican
Jan 28, 2026
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Mocking stereotype about Indian immigrants claiming economic status while living in Canada, combining ethnic stereotyping with sarcasm.
pikachoh9y
Jan 28, 2026
They aren’t nearly as bad as african immigrants
They aren’t nearly as bad as african immigrants
Comparative ethnic ranking suggesting some immigrant groups are worse than others, framing in-group/out-group hierarchy.
jg5875
Jan 28, 2026
This white biker is racist af and he lying about Africans they smarter than his mother and father
This white biker is racist af and he lying about Africans they smarter than his mother and father
Makes racial/ethnic identity claims and uses divisive us-vs-them framing.
Identity Assertion
0.80
momodoubaldeh8744
Jan 27, 2026
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are lucky to get anyone willing to living there anyway.
Uses us-vs-them framing, dismisses Canadian claims to land, and frames Indian immigration as an 'invasion' with nationalist undertones.
rafaelb8608
Jan 28, 2026
Black people are taking over the world now
Black people are taking over the world now
Makes a demographic claim framed as threat, asserting racial/ethnic displacement anxiety.
usa748
Oct 7, 2025
If Caucasian people go to a different country and try to force their culture, it’s colonization. If other cultures come to North America and force their culture, it’s celebrated.
If Caucasian people go to a different country and try to force their culture, it’s colonization. If other cultures come to North America and force their culture, it’s celebrated.
Double-standard argument framing cultural imposition differently based on ethnicity, asserting unequal treatment of groups.
misslissa7336
Jan 28, 2026
More like former invaders interviewing new invaders.😂😂😂. Dude your ancestors history is not that different. Only difference is your ancestors had guns and they come here illegally . Don't blame the player blame the game.
More like former invaders interviewing new invaders.😂😂😂. Dude your ancestors history is not that different. Only difference is your ancestors had guns and they come here illegally
. Don't blame the player blame the game.
Compares European and Indian immigration through 'invader' framing with sarcasm, asserting historical and ethnic distinctions.
ambooo101
Jan 27, 2026
I hate what my country has become. Deport them all!!!
I hate what my country has become. Deport them all!!!
Expression of national identity loss combined with explicit call for deportation of immigrants.
davidstockman1456
Jan 27, 2026
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants have only one skills, that is all about making step dads and step moms, and they cry for opportunities without skills.😂
Uses us-vs-them framing (white descendants vs Indians), historical grievance narratives, and identity-based accusations about colonialism and cultural decline.
titomatheErin
Jan 28, 2026
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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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