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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Unverified Claim
3,221 comments
Calling them dirty then speaking about loving their food is wild. If they don’t wash their arse do you think they use clean practices in food prep?
Calling them dirty then speaking about loving their food is wild. If they don’t wash their arse do you think they use clean practices in food prep?
Makes a false causal claim linking hygiene stereotypes to food safety practices without evidence, promoting ethnic prejudice.
alphaj9
Jan 27, 2026
The worst thing is that most come here with fake degrees and fake colleges. When you see them working you realize that the education does not meet.
The worst thing is that most come here with fake degrees and fake colleges. When you see them working you realize that the education does not meet.
Makes specific factual claim about immigrants having fake degrees and credentials without evidence, presented as established fact.
MarieandDallas
Aug 27, 2025
Please do one about how Hispanics are literally stealing every job and bringing their cousins along in California to work with them their ain't no work because they bring their entire family on board. I …
Please do one about how Hispanics are literally stealing every job and bringing their cousins along in California to work with them their ain't no work because they bring their entire family on board. I promise you everywhere in so cal and NorCal is Hispanic workers working barely any other races.
Unsubstantiated claims about Hispanic workers stealing jobs and nepotism, mixing economic anxiety with stereotyping.
NBGse7en
Jan 27, 2026
Most of Punjabi people destroy Canada education sector
Most of Punjabi people destroy Canada education sector
Makes an unsubstantiated claim that Punjabi people are destroying Canada's education sector without evidence.
RoyalMax-k7l
Oct 3, 2025
The Canadian government just import millions of Indians into Canada to take away all the jobs from native Canadians.
The Canadian government just import millions of Indians into Canada to take away all the jobs from native Canadians.
Asserts without evidence that the government deliberately imports Indians to displace native workers, combining conspiracy framing with economic grievance.
sauronthegreat5799
Sep 22, 2025
Mass deportation now fixes everything in Canada!! In reality they are bringing in 5500 a day no back ground check.
Mass deportation now fixes everything in Canada!!
In reality they are bringing in 5500 a day no back ground check.
Calls for mass deportation while making specific unsubstantiated claims about daily intake numbers and lack of background checks.
vancouverviking4652
Jan 12, 2026
Only logical reason is that Trump is a Russia agent
Only logical reason is that Trump is a Russia agent
Makes a specific factual claim (Trump is a Russian agent) presented without evidence, characteristic of conspiracy theory framing.
Unverified Claim
0.82
@superinsect111
Mar 4, 2025
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do …
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do not clean and are just dumb people.
Makes sweeping negative generalizations about Indian immigrants with dehumanizing language and unsubstantiated claims.
justmissjamey
Jan 27, 2026
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Duplicate of previous comment making unsubstantiated claims linking a specific ethnic group to cargo theft crimes.
JTOWN-y2l
Jan 29, 2026
any deportations higher than zero deportations that have been happening......they give $10,000,000 to a convicted middle eastern murderer Omar Khadr....reward murderers and invite criminals in to freeload off Canadian tax payers.....they pay $50,000 for Canadian …
any deportations higher than zero deportations that have been happening......they give $10,000,000 to a convicted middle eastern murderer Omar Khadr....reward murderers and invite criminals in to freeload off Canadian tax payers.....they pay $50,000 for Canadian citizenship and the owners of the immigration agencies are involved and all drive G-Wagons.....CRA go look there!!!!!
Makes multiple specific factual claims without evidence (Omar Khadr payment details, immigration agency corruption, citizenship costs) alongside expressions of threat/alarm.
hinicetomeetyou3600
Dec 26, 2025
It makes sense if you accept the fact that Trump is a Russian asset.
It makes sense if you accept the fact that Trump is a Russian asset.
Asserts a specific factual claim ('Trump is a Russian asset') without evidence to support the assertion.
Unverified Claim
0.82
@Hidinginthetreeline
Mar 4, 2025
Canada has become a haven for money laundering through shell companies and real estate. The whole economy is fundamentally proped up on crime.
Canada has become a haven for money laundering through shell companies and real estate. The whole economy is fundamentally proped up on crime.
Unsubstantiated conspiracy claim that Canada's economy is fundamentally built on immigrant-driven crime and money laundering.
thecoolchannel-c7s
Feb 18, 2026
I'm not surprised about the bad driving. Watch any Indian IRL streamer and all you hear is constant honking. Indians have no patience when driving, they just honk and honk and keep driving by their …
I'm not surprised about the bad driving. Watch any Indian IRL streamer and all you hear is constant honking. Indians have no patience when driving, they just honk and honk and keep driving by their own rules.
Makes a false generalization about Indian drivers based on anecdotal evidence from streamers, stereotyping an entire nationality.
LordKohaegan
Jan 27, 2026
They attends the psw schools owned by indians. They are marked present at school while in real life they are working.
They attends the psw schools owned by indians. They are marked present at school while in real life they are working.
Makes specific factual claim about fraudulent school attendance without evidence, alleging systemic deception.
terryortlieb5003
Sep 29, 2025
Tump is the largest Putin’s puppet.
Tump is the largest Putin’s puppet.
Makes a specific factual claim ('Trump is Putin's puppet') presented without supporting evidence.
Unverified Claim
0.82
@telolisou
Mar 4, 2025
In the year 2000 Brampton was 325,000 people... you can thank Trudeau and Dominic Barton of McKinsey & Company and World Economic Forum infamy for the moderate increase to 800,000 as he's been lobbying for …
In the year 2000 Brampton was 325,000 people... you can thank Trudeau and Dominic Barton of McKinsey & Company and World Economic Forum infamy for the moderate increase to 800,000 as he's been lobbying for this through the Century Initiative and plans to increase Canada's population to 100 million through immigration only by 2100.
Makes specific factual claims about population growth targets (100 million by 2100) and conspiracy allegations about Trudeau/McKinsey without evidence.
richardsackler7627
Dec 25, 2025
I'm not shocked, the government allowed that to create chaos in immigration to convince Canadians that the only solution is to accept Digital ID. I don't believe Liberal or Conservatives, they are against each other …
I'm not shocked, the government allowed that to create chaos in immigration to convince Canadians that the only solution is to accept Digital ID. I don't believe Liberal or Conservatives, they are against each other but working for one master which is the New World Order.
Presents conspiracy theory claims about government intentionally creating immigration chaos to implement digital ID and New World Order.
TheWorld-ky2wv
Nov 21, 2025
Trudeau must be a “paid troublemaker”
Trudeau must be a “paid troublemaker”
Commenter makes a specific factual claim that Trudeau is a 'paid troublemaker' without providing evidence, presenting it as an assertion.
Unverified Claim
0.82
@kait-liny
Mar 4, 2025
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole.
They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans.
If highly educated Indians come to your neighbourhood, no worries.
But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour.
I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Makes sweeping false generalizations about Indian cleanliness and behavior, combined with comparative observations from Japan.
smallego8068
Jan 28, 2026
$78 million to send criminals home for Christmas, they’ll be back after the holidays.
$78 million to send criminals home for Christmas, they’ll be back after the holidays.
Presents an unsubstantiated claim that deportees are criminals who will return, combining factual assertion with threat framing.
falconlogic
Dec 25, 2025
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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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Discourse Quality (Perspective API)