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
If you think that's bad, wait till you learn about the European one. Never forget the $45 tril. That was stolen by your leaders
If you think that's bad, wait till you learn about the European one. Never forget the $45 tril. That was stolen by your leaders
References unsubstantiated conspiracy claim about '$45 tril stolen by leaders,' presenting fabricated statistics as fact.
ShivanMahadeo
Feb 18, 2026
Our president is acting like an undeclared foreign agent. His actions make sense when you think about his trying to destroy America.
Our president is acting like an undeclared foreign agent. His actions make sense when you think about his trying to destroy America.
Makes unsubstantiated claim that president is acting as foreign agent with intent to destroy America.
@marklutz5837
Mar 4, 2025
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Makes specific factual claims about Trump's intentions (emulating Putin, eliminating elections) presented without evidence.
@wetbadger2
Mar 4, 2025
Putin's puppets have marching orders to divide our country, trash our economy, destroy our security, remove us from NATO to eliminate allied relationships. Then Donald can just hand over Ukraine to a murderous thug named …
Putin's puppets have marching orders to divide our country, trash our economy, destroy our security, remove us from NATO to eliminate allied relationships. Then Donald can just hand over Ukraine to a murderous thug named Putin. Pretty much on track, I'd say. They have been bought and sold their souls to the devil.\n\nI support Canada and hope they continue to stand up to the bullies. It breaks my heart that enough people voted for an adjudicated rapist, 34x convicted felon, conman, pathological liar, malignant narcissist grifter who is now calling the shots. He is Putin's puppet... pure and simple, Donald's a traitor!
Presents multiple unverified conspiratorial claims about Trump being Putin's puppet and deliberately sabotaging NATO/Ukraine, combined with moral condemnation.
@joanies6778
Mar 4, 2025
The government allows it because of three reason: 1. Money laundering, 2. Cheapening the labor costs for their businesses (see nr. 1), 3. They despise and hate you.
The government allows it because of three reason: 1. Money laundering, 2. Cheapening the labor costs for their businesses (see nr. 1), 3. They despise and hate you.
Presents unsubstantiated conspiracy theories about government motives for immigration policy.
arberreka2242
Jan 27, 2026
Once you leave office, Trump will reverse the tariffs.
Once you leave office, Trump will reverse the tariffs.
Makes a specific factual prediction about Trump's future actions without evidence or source.
Unverified Claim
0.75
@SuperWhiteshadow1
Mar 4, 2025
Trump is claiming that it's illegal for any Americans to protest him and Elon.
Trump is claiming that it's illegal for any Americans to protest him and Elon.
Makes a specific factual claim about Trump's statements regarding protest rights without evidence or context.
Unverified Claim
0.75
@TheNewsGaru
Mar 4, 2025
Trump is doing precisley what Putin has ordered him to do: create as much chaos and division among western democracies as he can.
Trump is doing precisley what Putin has ordered him to do: create as much chaos and division among western democracies as he can.
Presents a specific conspiratorial claim about Trump following Putin's orders without evidence, framed as established fact.
@garyplunkett3246
Mar 4, 2025
This is win win for both Canadian and American politicians they basically evened out the playing field and now both citizens from both countries will have to pay more for things. Easy way to trick …
This is win win for both Canadian and American politicians they basically evened out the playing field and now both citizens from both countries will have to pay more for things. Easy way to trick the citizens we lose they win. They are all in this game together popping bottles and partying.
Presents unsubstantiated conspiracy claim that politicians deliberately collude to harm citizens while enriching themselves, without evidence.
@Matucks
Mar 4, 2025
It appears like Trump is working FOR Russia. His stupid actions are doing nothing but weakening this country.
It appears like Trump is working FOR Russia. His stupid actions are doing nothing but weakening this country.
Makes an unsubstantiated claim that Trump works for Russia, framed as a security threat to the country.
@mbaker8492
Mar 4, 2025
And US citizens just stay and watch how the russian puppet is doing Putin’s work right in the middle of white house…
And US citizens just stay and watch how the russian puppet is doing Putin’s work right in the middle of white house…
Makes an unsubstantiated claim that a political leader is a 'Russian puppet' doing Putin's bidding, presented as fact without evidence.
@endrit2705
Mar 4, 2025
Watch Musk double his billions- he is hell bent on his Mars project and will bankrupt the world to do it .\nRemember this comment
Watch Musk double his billions- he is hell bent on his Mars project and will bankrupt the world to do it .\nRemember this comment
Makes specific unfounded claim about Musk's intentions and economic consequences without evidence, framed as prediction.
@sanidadeelogica4979
Mar 4, 2025
The master plan is probably align with Putin and squeeze Canada until it becomes a US territory.
The master plan is probably align with Putin and squeeze Canada until it becomes a US territory.
Presents a specific conspiratorial claim about a secret plan to annex Canada without evidence, framed as threat.
@Recreman
Mar 4, 2025
You can go get a crack pipe at a vending machine in Canada shut up
You can go get a crack pipe at a vending machine in Canada shut up
Specific factual claim about drug vending machines in Canada presented without evidence as criticism.
@alexocasio7150
Mar 4, 2025
she might have got served before cuz she must be pakistani. i dont see an Indian butchering. or he was no Indian wants a girl inside a buther shop, and to wait.. relax just Indian …
she might have got served before cuz she must be pakistani. i dont see an Indian butchering. or he was no Indian wants a girl inside a buther shop, and to wait.. relax just Indian things.
Makes stereotypical and unsubstantiated claims about ethnic/religious groups and their behaviors.
gmg-o6p
Jan 27, 2026
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Makes unsubstantiated claim that Trump is Putin's asset and that Putin is destroying Western democracy, presented as fact without evidence.
@DimaZheludko
Mar 4, 2025
Send s it to China. Owned by china
Send s it to China. Owned by china
Makes an unsubstantiated claim that something is owned by China without evidence.
Unverified Claim
0.75
@davidnelson5891
Mar 4, 2025
when are all of you sheepeople going to realize that this media is offering only propagandized information. and their newscaster’s probably don’t even realize what they’ve been sold. That's why they’re so good at 4:38 …
when are all of you sheepeople going to realize that this media is offering only propagandized information. and their newscaster’s probably don’t even realize what they’ve been sold. That's why they’re so good at 4:38 selling us that garbage. I think it was Clinton that legalized us being propagandized. this man was shamed out of his Prime Minister position. he’s no friend to Canada and certainly not a friend to America. he’s been bought off and I’m sure he comes with a high price tag??????\nThe swamp is an ugly place. Maybe it takes an ugly acting man to clean it up. Go Trump! \nI’m turning off the fake news, it’s such a turn off the way they insult our intelligence. Wake up people!
Makes multiple unverified claims about media propaganda, government corruption, and Trudeau being compromised, while promoting Trump as a solution.
@lidoibenfuchenoff7632
Mar 4, 2025
There's no truth that putin is playing trump , trump knows what he is doing?
There's no truth that putin is playing trump , trump knows what he is doing?
Makes an unsubstantiated factual claim that Trump knowingly understands Putin's intentions without evidence.
Unverified Claim
0.75
@carlossaenz4075
Mar 4, 2025
Remember everyone. If Trump doesn't do what Vlad wants, pee tape gets released.
Remember everyone. If Trump doesn't do what Vlad wants, pee tape gets released.
References an unverified conspiracy theory (pee tape) presented as factual explanation for political behavior, though tone suggests some satirical intent.
@PacificSword
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)