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
Indian fraudulent students entered the country and the government authorities have no clue. How is it possible ? Unless the government is involved
Indian fraudulent students entered the country and the government authorities have no clue. How is it possible ? Unless the government is involved
Makes unsubstantiated claims about fraudulent Indian students and implies government conspiracy without evidence.
Harry8989-d9z
Oct 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
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
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
Makes a sweeping unverified claim that all East Indians are scammers, combined with economic grievance about job competition.
705king
Sep 9, 2025
A couple of years ago as I was in the Olympic Stadium in Montréal for an event I went to the washrooms and they were quite a few Indians males in there just walking around. …
A couple of years ago as I was in the Olympic Stadium in Montréal for an event I went to the washrooms and they were quite a few Indians males in there just walking around. Maybe you should check all the Arenas stadiums indoor housing around Canada find more students from India that are just wondering around collecting welfare checks in their accounts. How about freezing foreign students back accounts
Frames anecdotal observation as evidence of welfare fraud by Indian students and calls for freezing their accounts without substantiation.
georgechilidis8446
Sep 28, 2025
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
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
5:25 bro speaking facts. At least the poopjeets are working and contributing
5:25 bro speaking facts. At least the poopjeets are working and contributing
Uses derogatory slur and makes sweeping generalization about immigrant contributions; combines offensive language with attempted humor.
K_oa
Jan 27, 2026
Stop taking people from india, they are nothing but pure scammers!!!
Stop taking people from india, they are nothing but pure scammers!!!
Makes a sweeping factual claim about Indian nationals being 'pure scammers' without evidence, combined with ethnic targeting.
Naruto-xx2lr
Sep 27, 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
Now there will be another dictator. He has already signed death certificates for all veterans.
Now there will be another dictator. He has already signed death certificates for all veterans.
Makes an unsubstantiated claim that Trump has 'signed death certificates for all veterans' without evidence.
@tommygarrett9486
Mar 4, 2025
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.
Makes unsubstantiated claims linking a specific ethnic group to cargo theft crimes and fraud without credible evidence.
JTOWN-y2l
Jan 29, 2026
Billionaires are orchestrating the next depression so they can buy up all of the corporate and personal properties for “clearance” prices ($.10 on the dollar). It’s an intentional cycle designed to steal/extract all the value …
Billionaires are orchestrating the next depression so they can buy up all of the corporate and personal properties for “clearance” prices ($.10 on the dollar). It’s an intentional cycle designed to steal/extract all the value created by the middle classes since the last recession/depression. Mostly real estate and corporate consolidation. The super-morbidly wealthy will kill us all.
Presents specific conspiracy theory about billionaires orchestrating economic depression without evidence, combined with existential threat framing.
@craigswanson8026
Mar 4, 2025
This is happening yet you guys went to the ozark community and tried to frame them as idiots. All anglo communities are happening because of mass immigration.
This is happening yet you guys went to the ozark community and tried to frame them as idiots. All anglo communities are happening because of mass immigration.
Makes unsubstantiated causal claim that mass immigration is responsible for problems in Anglo communities without evidence.
msneptune9858
Dec 3, 2025
Canada's liberal governments thought that these Punjabi Khalistanis, who kill Hindus and carry out terrorist activities in India, would blackmail India by giving them shelter. But this claim backfired.
Canada's liberal governments thought that these Punjabi Khalistanis, who kill Hindus and carry out terrorist activities in India, would blackmail India by giving them shelter. But this claim backfired.
Commenter makes unsubstantiated claims linking immigration policy to terrorism and geopolitical conspiracy without evidence.
bhanupratapsharma7350
Jan 27, 2026
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
Since about 5 years or so there's been an explosion of Indian people and inevitably crime as well as illegal stuff in the trucking industry, accidents etc. We joke about it always being the same …
Since about 5 years or so there's been an explosion of Indian people and inevitably crime as well as illegal stuff in the trucking industry, accidents etc. We joke about it always being the same Kulpreets
Specific factual claim linking Indian immigration to crime increase in trucking without evidence, combined with ethnic stereotyping through name-based mockery.
danf8047
Jan 27, 2026
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
They come here and spend as little money as possible, live 5 families to one house, buy property to rent to their own at cheap prices and straight up say in the ads that only …
They come here and spend as little money as possible, live 5 families to one house, buy property to rent to their own at cheap prices and straight up say in the ads that only Indians accepted. They send any extra money they make back home. They are literally taking over and our government is allowing it. How is this good for our economy?
Presents multiple unverified claims about immigrant behavior (housing, property practices, money transfers) and frames them as economic threat.
rickylahey9248
Oct 2, 2025
$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
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)