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
These Punjabis don't ever know to use their resources carefully here they are draining ground water , spraying pesticides in bulk for their profit sakes . THEY ARE SO PROUD TO BE PUNJABI BUT IDIOTS …
These Punjabis don't ever know to use their resources carefully here they are draining ground water , spraying pesticides in bulk for their profit sakes . THEY ARE SO PROUD TO BE PUNJABI BUT IDIOTS FROGOT THAT CANCER TRAIN RUNS FROM PUNJAB BECAUSE OF THEIR PESTICIDES
Stereotypes Punjabis as environmentally destructive and irresponsible, combining identity-based criticism with threat framing about resource depletion.
ayushkaushik2231
Jan 29, 2026
Indian? Not only Brampton, they are cross Canada all around. They took all business hotels, retaurants and jobs.. nowhere to go another countries people even white.
Indian?
Not only Brampton, they are cross Canada all around.
They took all business hotels, retaurants and jobs.. nowhere to go another countries people even white.
The comment claims specific ethnic groups have monopolized businesses and jobs across Canada, framing them as outsiders taking opportunities from others.
안개비-w9o
Jan 29, 2026
People make the country. If you replace all your people then you don't have your country anymore either.
People make the country. If you replace all your people then you don't have your country anymore either.
Asserts that replacing a country's people means losing national identity, framing immigration as an existential threat to the nation.
nahkaboltsi6315
Jan 27, 2026
Sikhs aren’t as invasive as Muslims
Sikhs aren’t as invasive as Muslims
Comparative statement ranking religious/ethnic groups by perceived threat level, asserting identity-based hierarchies.
Y3SHUA-LIVES33
Jan 29, 2026
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Uses reverse identity framing to challenge European-Canadian belonging, asserting that white Europeans should return to Europe rather than belong in Canada.
Enevrp-p7x4n
Jan 29, 2026
Tyler, go to Flushing , New Yorks new China dirty, smelly town.
Tyler, go to Flushing , New Yorks new China dirty, smelly town.
Uses dehumanizing language and ethnic stereotyping to characterize a neighborhood as overrun by a specific group.
calaf1816
Jan 28, 2026
2:12 those are the kind of immigrants I don’t mind
2:12 those are the kind of immigrants I don’t mind
Expresses selective approval of certain immigrants based on implicit ethnic or cultural criteria.
Identity Assertion
0.80
662countryqueenHJ
Jan 28, 2026
I do not consider Khalistanis as Indians. My opinion.
I do not consider Khalistanis as Indians. My opinion.
Comment makes a categorical distinction about who qualifies as Indian, asserting identity boundaries and exclusion based on political/ethnic criteria.
Identity Assertion
0.80
Nikki-d9h7q
Jan 28, 2026
Man! I hate trump. And everything about him. But I will tell you this! We have to many Indians pouring in!
Man! I hate trump. And everything about him. But I will tell you this! We have to many Indians pouring in!
The commenter expresses concern about immigration levels of a specific ethnic group, combining political opinion with demographic anxiety.
KareokeDad86
Jan 28, 2026
What is it with these immigrants who are so proud and nostalgic of the country they fled from. Maybe go back home.
What is it with these immigrants who are so proud and nostalgic of the country they fled from. Maybe go back home.
Questions immigrant loyalty and belonging by suggesting they should return home, framed as a moral inconsistency.
Twidwell-TD
Jan 28, 2026
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
Anecdotal report framed as evidence of non-assimilation, with comparative ethnic ranking and us-vs-them framing.
trancendent
Jan 27, 2026
It isn’t racist to want my home of Canada to not turn into a third world country. If you come here, you should follow our customs.
It isn’t racist to want my home of Canada to not turn into a third world country. If you come here, you should follow our customs.
Frames immigration as threat to national identity ('my home of Canada') while asserting cultural assimilation expectations, with defensive framing against racism accusations.
riverlynx1895
Jan 29, 2026
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter the country need to have higher IQs then him.
Comment makes sweeping generalizations about racial/ethnic groups (Africans vs white people, IQ comparisons) and uses us-vs-them framing based on cultural identity and unsubstantiated claims about intelligence.
rebeccasmith1008
Jan 27, 2026
Everybody in toronto hates them
Everybody in toronto hates them
Sweeping negative generalization about a group's social acceptance in a specific location.
nfshx
Jan 29, 2026
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in.
Politics and religion illiteracy ruined the country lack of civic sense
Its absolutely disgusting how these people are ruining the other places like how they ruined their own place
they're like the humans in Avatar movie 😂😂
Uses personal identity as Indian to make sweeping negative generalizations about Indian immigrants and their cultural impact, framing them as destructive outsiders.
shreyasbiju8259
Jan 29, 2026
@pwilla Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english it sounds urdu to him😂
@pwilla Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english it sounds urdu to him😂
Comment uses ethnic slurs and mocking language targeting a specific group, combining dehumanizing name-calling with attempted humor to demean.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
Comment uses ethnic slurs and religious stereotyping with mocking tone to demean a group, combining identity-based attacks with attempted humor.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim.
I am never a muslim, only pwilla and his modr is forever muslim.
Comment uses ethnic slurs and religious stereotyping to demean an individual while asserting the commenter's own identity as superior, combining identity-based attacks with mocking tone.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to …
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to sow division amongst groups of people. But at least this guy has got his views.
Uses historical double-standard argument to frame current immigration as unfair, asserting asymmetric treatment based on racial identity.
walkabouttrek6718
Jan 29, 2026
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
The commenter uses demographic observation (Niagara Falls becoming predominantly Indian/Pakistani) to assert cultural displacement and blame the Liberal Party.
Joseph123-g6p
Jan 29, 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)