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
The africa having the low IQ is a free shot beside the fact thats a lie. African people do better in those coubtries than the locals all situation considered
The africa having the low IQ is a free shot beside the fact thats a lie. African people do better in those coubtries than the locals all situation considered
Refutes a false claim about African IQ while asserting that African immigrants outperform locals, countering misinformation with evidence-based argument.
fbc-info
Feb 8, 2026
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
Makes unverified claims about UN corruption rankings and promotes conspiracy-adjacent documentary while expressing security/demographic anxiety.
thomasrichard890
Feb 8, 2026
I’m sure trump rigged the election because there’s no fucking way we voted for him. Wtf
I’m sure trump rigged the election because there’s no fucking way we voted for him. Wtf
Makes an unsubstantiated claim about election rigging without evidence, presented as a factual assertion.
Unverified Claim
0.85
@MikazukiNomiko
Mar 4, 2025
Poop eaters spoiling earth 😅
Poop eaters spoiling earth 😅
Uses dehumanizing slur and unsubstantiated environmental claims to demean immigrants.
sanu.shaikh1234
Feb 6, 2026
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will …
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will be walking on eggshells due to cultural differences. All of this can be blamed on liberal politicians who allowed such population replacement.
This is a real-world version of the Hunger Games. Good luck, everyone—as Effie from the Hunger Games always says: “May the odds be ever in your favor!
Makes specific factual claims about 'ethnic replacement' and demographic projections without evidence, combined with fear-based framing and identity-based us-vs-them rhetoric.
Bonbon-C
Jan 27, 2026
The only people you should look out for are Zionist... They will take over everything...
The only people you should look out for are Zionist... They will take over everything...
Promotes a conspiracy theory about a specific group taking over, without evidence or context.
23e.chromosoom
Jan 28, 2026
Greatest country on earth? Yeah the Jewnited states of pedophiles. Sure…
Greatest country on earth? Yeah the Jewnited states of pedophiles. Sure…
Makes a false, inflammatory claim conflating Canada with the US and promoting a conspiracy theory about pedophilia.
akashmohan999
Feb 3, 2026
the Africans high five each other in jail for grape charges as they think it's cool. I've seen it many many times
the Africans high five each other in jail for grape charges as they think it's cool. I've seen it many many times
Makes a sweeping, unsubstantiated claim about criminal behavior tied to a racial group, combining false generalization with demographic anxiety.
PeekThroughDrywall
Jan 29, 2026
I do believe that Putin has something incriminating on Trump that he has been blackmailing him with. Maybe something totally embarrassing from when Trump visited Russia as a private citizen several years ago.
I do believe that Putin has something incriminating on Trump that he has been blackmailing him with. Maybe something totally embarrassing from when Trump visited Russia as a private citizen several years ago.
Speculates about Putin blackmailing Trump with unsubstantiated claims presented as plausible theory.
Unverified Claim
0.85
@geomar6854
Mar 4, 2025
Amazon has destroyed America by importing so many indians
Amazon has destroyed America by importing so many indians
Makes a false causal claim blaming a company for immigration patterns, spreading unfounded conspiracy.
Arbormancer
Jan 29, 2026
Pojeets needs dung and urine 🐮🐮
Pojeets needs dung and urine 🐮🐮
Uses a dehumanizing ethnic slur and stereotype, combining false characterization with identity-based framing.
khan77007
Jan 29, 2026
Most Indi*n scammers you meet are from Punj*b. They mostly earn from esco*ts website by exploiting ho*ny guys. They pose as esco*ts and take money in advance and never turns up. Of course they are …
Most Indi*n scammers you meet are from Punj*b. They mostly earn from esco*ts website by exploiting ho*ny guys. They pose as esco*ts and take money in advance and never turns up. Of course they are not alone but there are Pakist*nis as well. They are actually cousins with different religions.
Commenter makes sweeping, unsubstantiated claims about criminal behavior tied to specific ethnic groups.
Theunknown12345-u
Jan 29, 2026
We have their 75 IQ children in our schools no wonder the teachers are learing?
We have their 75 IQ children in our schools no wonder the teachers are learing?
Makes false, dehumanizing claims about intelligence tied to ethnicity while criticizing educational outcomes.
ClarkPhillips-g8k
Jan 29, 2026
middle east India and africa etc all leeches living on benefits. we are slaves paying tax so these people dont feel sad.
middle east India and africa etc all leeches living on benefits. we are slaves paying tax so these people dont feel sad.
Makes sweeping false generalizations about immigrants from specific regions as welfare dependents.
sekiro_o7659
Jan 29, 2026
全世界将会被印度人占据,到处都是拉屎的印度人
全世界将会被印度人占据,到处都是拉屎的印度人
Chinese-language comment making a false, inflammatory demographic claim about Indian population replacement combined with dehumanizing language.
永远支持中国
Jan 29, 2026
This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system.. Many …
This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system..
Many compalining about indians in the west ..dint realise the globalist plan and r also as braiwnashed as the indians who r actually seaking asylum from the designed poverty corruption and pollution ..the govt programs on cleaning up rivers and the nation have all been pilfered by the corrupt polticians who r the same ones runnig npart of the drug networks from golden traiangle, india , golden crescent ,dubai , israel, rotterdam...mexico..
And they use these routes for human trafficking...
All the people are caught up in between this devil and the dark deep sea..
Utube : wire manipur CM dtuglord brind asp
Utube : ntt manipur CM druglord brinda asp
Utube : esptein dubai
Utube : epstein saudi
Human and child trafficking pivots on this crypto neo caliphate aixs
for decades...now they are weaponsing it to create global chaos and tension between cultures ..
Utube : esptein kashoggi octopus
Contains conspiracy theories about globalists, human trafficking networks, and fabricated claims linking government officials to drug trafficking without evidence.
kdcruz75
Jan 29, 2026
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
Makes a fabricated claim about Indians killing American citizens without evidence, combining false accusation with demographic anxiety.
Steph2tha_izzo
Jan 29, 2026
@21:50 khalistan is also part of the drug network franchise that uses these comtrolled and bought routes for human trafficking This will only get worse...ur present pm is a hell bent globalists whose aim is …
@21:50 khalistan is also part of the drug network franchise that uses these comtrolled and bought routes for human trafficking
This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system..
Many compalining about indians in the west ..dint realise the globalist plan and r also as braiwnashed as the indians who r actually seaking asylum from the designed poverty corruption and pollution ..the govt programs on cleaning up rivers and the nation have all been pilfered by the corrupt polticians who r the same ones runnig npart of the drug networks from golden traiangle, india , golden crescent ,dubai , israel, rotterdam...mexico..
And they use these routes for human trafficking...
All the people are caught up in between this devil and the dark deep sea..
Utube : wire manipur CM dtuglord brind asp
Utube : ntt manipur CM druglord brinda asp
Utube : esptein dubai
Utube : epstein saudi
Human and child trafficking pivots on this crypto neo caliphate aixs
for decades...now they are weaponsing it to create global chaos and tension between cultures ..
Utube : esptein kashoggi octopus
Googlw : insight crime mexico 800 tons india precursors
Contains conspiracy theories linking immigration to drug trafficking, human trafficking, and globalist plots with unsubstantiated claims and fabricated connections.
kdcruz75
Jan 29, 2026
Upper caste Hindus eat cow dung and drink cow urine. Sikhs are not Hindus; Sikhism is a separate religion.
Upper caste Hindus eat cow dung and drink cow urine. Sikhs are not Hindus; Sikhism is a separate religion.
The commenter makes inflammatory and demonstrably false stereotypical claims about Hindu practices to assert religious/cultural distinctions.
Before13.5LY
Jan 29, 2026
??? Trump is a Russian KGB agent
??? Trump is a Russian KGB agent
Makes a specific factual claim about Trump's alleged ties to Russia without evidence.
Unverified Claim
0.85
@hakobhajyan9593
Mar 4, 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)