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
Trudeau, who applauded the Ukrainian Nazi in parliament... In 1941-45, this Ukrainian Nazi slaughtered people like dogs. And now churches, parties, media, and the opposition are banned in Ukraine... People are being killed, businesses are …
Trudeau, who applauded the Ukrainian Nazi in parliament... In 1941-45, this Ukrainian Nazi slaughtered people like dogs. And now churches, parties, media, and the opposition are banned in Ukraine... People are being killed, businesses are being taken away... Ukrainians are being banned from leaving the country...
Commenter makes specific factual claims about Ukrainian history and current conditions without evidence, presenting them as established fact.
@АндрейКривонос-л3ф
Mar 4, 2025
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the …
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the Domestic housing apartment and houses have mild and severe building faults, so isn't that ABUSE by White Fellars and there's nothing the home owner can do because legal and Court costs are so so expensive
Makes a specific factual claim ('50% of domestic housing has building faults') without evidence, while using comparative framing to deflect criticism of one group onto another.
lances1457
Oct 15, 2025
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in
Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Presents anecdotal observations about Indian ECE workers' competence and work ethic as factual claims about quality and safety impacts.
DaizySunshine
Aug 29, 2025
So true the crime rate is up and disorganization in the cities.
So true the crime rate is up and disorganization in the cities.
Asserts specific factual claims about rising crime rates and urban disorganization without evidence or sources.
Unverified Claim
0.75
nyakanga
Oct 26, 2025
better believe they will commit fraud ~ they have no shame
better believe they will commit fraud ~ they have no shame
Makes a specific factual assertion ('they will commit fraud') without evidence, combined with a threat-based framing.
tonisylviamallette1601
Oct 21, 2025
We already have the minerals deal with ukraine and Russia. CANADA LOST ALREADY
We already have the minerals deal with ukraine and Russia. CANADA LOST ALREADY
Makes unsubstantiated claim about mineral deals with Ukraine/Russia and asserts Canada has already lost without evidence.
@RubenBarela-j8i
Mar 4, 2025
You want views, let's hate India
You want views, let's hate India
Accuses the creator of fabricating anti-India sentiment for views, implying the video contains false or exaggerated claims.
LIVEGONOW
Jan 29, 2026
The Khslistan movement is a fraud for immigration only to seek asylum.
The Khslistan movement is a fraud for immigration only to seek asylum.
Makes a sweeping, unsubstantiated claim that a political movement is fraudulent and motivated solely by immigration/asylum seeking.
MullBatoora-kf6cj
Jan 29, 2026
The cops. Are. Corrupt The government's been committing. TREASON... 🤬🙈⚖️💵🕳️
The cops. Are. Corrupt
The government's been committing. TREASON...
🤬🙈⚖️💵🕳️
Makes inflammatory accusations of government treason and police corruption without evidence, using symbolic language.
@Laura-he4ds
Feb 19, 2026
Congratulations, Republicans. You've put a russian mole in the white house!! Very patriotic of you.
Congratulations, Republicans. You've put a russian mole in the white house!! Very patriotic of you.
Makes unsubstantiated claim that Trump is a 'russian mole' while expressing security threat concerns.
@leonponce8437
Mar 4, 2025
I believe that there is a deep underlining in all of this. Could Trump be planning to literally give the United States to Russia and/ or China? Is Trump being blackmailed? This does not make …
I believe that there is a deep underlining in all of this. Could Trump be planning to literally give the United States to Russia and/ or China? Is Trump being blackmailed? This does not make any DAMN sense! This is the makings of a suspense novel. Something about this is totally out of sync. Someone, investigate this
Presents conspiracy theories (Trump giving US to Russia/China, blackmail) without evidence, combined with expressions of alarm about geopolitical danger.
@travise6940
Mar 4, 2025
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Commenter accuses the video creator of spreading misinformation, though the claim itself is vague and somewhat sarcastic in tone.
Diwakarranaedix
Jan 29, 2026
Donald is obviously a kremlin asset. During the past 3 years he never once condemned ruzzia for any of its war crimes in Ukraine. He constantly parrots kremlin propaganda, while criticizing US allies. Making ruzzia …
Donald is obviously a kremlin asset. During the past 3 years he never once condemned ruzzia for any of its war crimes in Ukraine. He constantly parrots kremlin propaganda, while criticizing US allies. Making ruzzia great again does not help US in any way.
Makes specific factual claim that Trump is a 'kremlin asset' without evidence, combined with moral criticism.
@williamolenchenko5772
Mar 4, 2025
It is all Projdct 2025 meant to isolate Americans. Who but the billionaires could possible benefit? Billionaires breaking up with the world and Americans to own their privatized country to do with as they please. …
It is all Projdct 2025 meant to isolate Americans. Who but the billionaires could possible benefit? Billionaires breaking up with the world and Americans to own their privatized country to do with as they please. We were put on notice.?
Makes unsubstantiated claims about 'Project 2025' and billionaire conspiracy without evidence, combined with alarmist framing about isolation and control.
@beachybird1251
Mar 4, 2025
This kaitlin person is an activist. Her primary job is to divide america. Shes a traitor and should be arrested
This kaitlin person is an activist. Her primary job is to divide america. Shes a traitor and should be arrested
Makes unsubstantiated claims about a person's role and intentions ('primary job is to divide'), combined with alarmist language about arrest.
@Wuggieee
Mar 6, 2025
All you guys are the servants of international Zionism.
All you guys are the servants of international Zionism.
Makes an unsubstantiated conspiratorial claim about international influence without evidence.
@Kordevaramini-i5p
Mar 4, 2025
Indians help only Indians. I spoke with a professor from an American university in the Midwest, and he stated that the faculty is complaining about too many Indians at the university, including faculty from India.
Indians help only Indians. I spoke with a professor from an American university in the Midwest, and he stated that the faculty is complaining about too many Indians at the university, including faculty from India.
Presents anecdotal hearsay as evidence of ethnic nepotism without verification, combined with ethnic stereotyping.
zal1389
Oct 9, 2025
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Makes sweeping unsubstantiated claims about Canada's political system and population characteristics without evidence.
@Canadiancromagnon
Mar 4, 2025
Trump is a puppet of Putin!
Trump is a puppet of Putin!
Presents a specific factual claim (Trump is a Putin puppet) without evidence, characteristic of unsubstantiated conspiracy rhetoric.
Unverified Claim
0.75
@fantom166
Mar 4, 2025
80% of America voted for this, no more taking advantage of hardworking Americans
80% of America voted for this, no more taking advantage of hardworking Americans
Claims '80% of America voted for this' without evidence, framed within nationalist identity rhetoric about protecting American workers.
@pizza11536
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)