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
I heard that the Punjabis tend to be a bit rapey.
I heard that the Punjabis tend to be a bit rapey.
Commenter makes a stereotypical, unsubstantiated generalization about an ethnic group, combining misinformation with identity-based framing.
southbound1969
Feb 3, 2026
He's breaking our government to overthrow it and it's people with a new world order. It's the first step in remaining in power indefinitely but will only result in largest war ever seen by man
He's breaking our government to overthrow it and it's people with a new world order. It's the first step in remaining in power indefinitely but will only result in largest war ever seen by man
Makes unfounded conspiracy claims about government overthrow and 'new world order' without evidence, combined with alarmist threat language.
@GottaJibbo0
Mar 4, 2025
IQ under 70 stay where you are We do not need taxis drivers or food service by people who eat shit and pray to cows.
IQ under 70 stay where you are We do not need taxis drivers or food service by people who eat shit and pray to cows.
Makes demonstrably false and dehumanizing claims about immigrants' intelligence and cultural practices, combining pseudoscientific racism with fabricated stereotypes.
StaceyPonton
Feb 28, 2026
Indians are the most dirtiest people in the world
Indians are the most dirtiest people in the world
This is a sweeping, demonstrably false generalization about an entire ethnic group presented as fact.
babu392-l7l
Feb 3, 2026
The Immigrants are why the Liberals are in power all the time because they vote for Liberals because they get everything for free. They do the same in europe and lok at UK what a …
The Immigrants are why the Liberals are in power all the time because they vote for Liberals because they get everything for free. They do the same in europe and lok at UK what a mess!
Makes unsubstantiated claims about immigrants voting patterns and receiving free benefits, compares to Europe with alarmist framing.
retrorich6991
Feb 27, 2026
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and …
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and hardworking
Makes sweeping false generalizations about African, Muslim, and Indian populations, blaming specific groups for crime while claiming selective racism.
wdr-gk3nc
Feb 24, 2026
Their 🐵 🐒 gud 😅
Their 🐵 🐒 gud 😅
Uses dehumanizing emoji and racist tropes without substantive content, constituting offensive misinformation.
Unverified Claim
0.90
lionnnmesiiarif
Jan 28, 2026
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were …
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were implementing the Hindu demon god in the West. That was their plan all along. They had you guys fight the Muslims for them, so they can implement their demon god here. You betta start rebuke their spirit every single day or you all are in trouble. The West is about to become like India
Contains fabricated conspiracy theories about Indian immigrants implementing religious agendas, combined with dehumanizing language and unfounded threat claims.
KalHappy-x7t
Feb 4, 2026
diablo is a Lebanese skank and should be investigated and deported back to the assylum in lebanon
diablo is a Lebanese skank and should be investigated and deported back to the assylum in lebanon
Makes dehumanizing, false claims about a specific individual with xenophobic language and calls for deportation.
LouisRoy-co6vq
Feb 27, 2026
Read: Soon 2.9M more ILLEGAL INVADERS in Canada. As per WEF/CCP-controlled liberals’ plan.
Read: Soon 2.9M more ILLEGAL INVADERS in Canada. As per WEF/CCP-controlled liberals’ plan.
Spreads conspiracy theories about WEF/CCP control and falsely labels immigrants as 'illegal invaders' without evidence.
affanculo
Jan 20, 2026
They are all in on it how else are they going to bring in one world government basic income,full on dictatorship!
They are all in on it how else are they going to bring in one world government basic income,full on dictatorship!
Presents unfounded conspiracy claims about government coordination for 'one world government' and 'dictatorship' without evidence.
@elenibardis5054
Mar 4, 2025
hails to the average whyte guy with the bike!!!!!!!! american blkks are below down syndrome level too, they can't even make a burger.
hails to the average whyte guy with the bike!!!!!!!! american blkks are below down syndrome level too, they can't even make a burger.
Contains dehumanizing false claims about racial groups with inflammatory language and fabricated stereotypes.
joesmith9216
Jan 27, 2026
White PedoFiles arrived in Canada and Mexico R@ped and targeted indigenous tribes minor girls
White PedoFiles arrived in Canada and Mexico R@ped and targeted indigenous tribes minor girls
Makes sweeping, unsubstantiated claims about historical crimes attributed to a racial group, presenting conspiracy-like assertions as fact.
shruti890-o5b
Feb 28, 2026
@MyReply_MyChannelBio_forBots keep crying bloody muslim 😂😂😂😂 i can't understand what urdu shit u speaking. I can understand that u r frustrated and is a loser 😂😂😂😂😂😂 coz u can't do shit 😂😂😂😂 bloody muslim 🤮🤮🤮🤮🇵🇰🖕
@MyReply_MyChannelBio_forBots keep crying bloody muslim 😂😂😂😂 i can't understand what urdu shit u speaking. I can understand that u r frustrated and is a loser 😂😂😂😂😂😂 coz u can't do shit 😂😂😂😂 bloody muslim 🤮🤮🤮🤮🇵🇰🖕
Abusive hate speech with religious and ethnic slurs, incoherent accusations, and fabricated claims about the target.
Unverified Claim
0.90
pwila-v4u
Jan 29, 2026
And they don’t shower often enough. They smell like a$$.
And they don’t shower often enough. They smell like a$$.
Makes a dehumanizing, unsubstantiated claim about immigrants' hygiene habits.
Unverified Claim
0.90
beatchewup
Jan 27, 2026
95% of Indians in the West are there illegally and using fraudulent papers.
95% of Indians in the West are there illegally and using fraudulent papers.
Makes unsubstantiated claim that 95% of Indians in the West use fraudulent immigration papers, presenting as fact without evidence.
KX5Kat
Jan 27, 2026
Indians are tamils from sri lanka they are dravidians the dna stems from north africa punjabis are not indian or tamils nor are they dravidians fun fact.
Indians are tamils from sri lanka they are dravidians the dna stems from north africa punjabis are not indian or tamils nor are they dravidians fun fact.
Makes false and fabricated claims about ethnic/genetic origins presented as fact.
mensa9128
Feb 24, 2026
Indians are invading in a pre-planned manner. First of all coming as a student then do jobs, then marry some white women by deceit, then apply for citizenship, then invite indian family and control parliament
Indians are invading in a pre-planned manner. First of all coming as a student then do jobs, then marry some white women by deceit, then apply for citizenship, then invite indian family and control parliament
Presents a fabricated conspiracy theory about coordinated Indian immigration and political takeover.
Mr.xdevilgaming
Feb 24, 2026
Trump works for Putin.
Trump works for Putin.
Makes a specific factual assertion ('Trump works for Putin') presented without evidence.
Unverified Claim
0.90
@House0fHoot
Mar 4, 2025
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS . CANADA HAS BECOME A HAVE FOR CRIMINALS AS TRUMP POINTED OUT ' PROTECT OUR BORDERS AND KEEP THESE DRUG LORDS OUT . TRUMP WAS RIGHT ABOUT THE DRUGS PRODUCED IN CANADA WITH THE PRE CURSERS COMING FROM CHINA . BC IS HOME .
Makes multiple unverified claims about Indian immigrants and crime rates, presents conspiracy theories about drug production, and asserts in-group/out-group identity distinctions.
todddowney45
Oct 1, 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)