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
alot of people have lost their jobs because of doge gooney bird musk
alot of people have lost their jobs because of doge gooney bird musk
Makes a specific factual claim about job losses attributed to a named individual without evidence, though framed as economic impact.
@linablue-ou1js
Mar 4, 2025
There is nothing Canada and Mexico can do because Trumps allegiance is to Putin.
There is nothing Canada and Mexico can do because Trumps allegiance is to Putin.
Commenter makes an unsubstantiated claim about Trump's allegiance to Putin without evidence, framing it as limiting Canada's options.
@garydingle
Mar 4, 2025
If it isn't obvious to everyone by now, it should be. Trump works for Putin, not for the people of the USA.
If it isn't obvious to everyone by now, it should be. Trump works for Putin, not for the people of the USA.
Makes an unsubstantiated claim that Trump works for Putin without evidence, framed as obvious fact.
@Gofish270
Mar 4, 2025
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
As usual media is lying. I haven't met a single person who does not want less / no immigration.
As usual media is lying. I haven't met a single person who does not want less / no immigration.
Makes a sweeping, unverifiable claim that media is lying and that no one supports immigration, while also critiquing media credibility.
Mordenperson
Feb 11, 2026
Trump is Putins puppet. The pp tapes are real.
Trump is Putins puppet. The pp tapes are real.
Makes unsubstantiated claims about Trump being Putin's puppet and references alleged 'pp tapes' without evidence.
Unverified Claim
0.75
@MichaelJones-sd7vp
Mar 4, 2025
It is interesting to see how many people believe they are right supporting Trudeau (and Selensky) and not realizing they are too dumb to understand the whole picture. USA can be happy to have a …
It is interesting to see how many people believe they are right supporting Trudeau (and Selensky) and not realizing they are too dumb to understand the whole picture. USA can be happy to have a president who finally ends the big Deep State scam against the own taxpaying people. UK, Canada, France, Germany etc. should also have such leaders to save the people from betrayal by elites and Ursula von der Leyen in Brussels.
Makes unsubstantiated claims about 'Deep State scams' and elite betrayal without evidence, combined with criticism of current leadership.
@eugeniehilbert3989
Mar 4, 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
Khalistan (for people unfamiliar) is an ISIS backed separatist movement/mindset which breeds terrorism. Trust me, there ain't no discrimination with Sikhs in India on basis of ANYTHING. Period. And no, not even single ONE of …
Khalistan (for people unfamiliar) is an ISIS backed separatist movement/mindset which breeds terrorism.
Trust me, there ain't no discrimination with Sikhs in India on basis of ANYTHING. Period.
And no, not even single ONE of these brainwashed people are gonna be leaving Canada even if hypothetically there was a Khalistan created lmao. That's the factual truth.
Aside from that info, there was a really great video by some Canadian creator only which explained how the influx of Indian descent people are the wrongdoings of Ca's current govt. policies.
Makes unsubstantiated claims about Khalistan being ISIS-backed and denies discrimination in India, while also promoting a conspiracy theory about Indian immigration policy.
baburao103
Feb 12, 2026
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
The Word Racism. Is A Word Invented By People In A Caucasian Country.
The Word Racism. Is A Word Invented By People In A Caucasian Country.
Makes a demonstrably false claim about the origin of the term 'racism,' presenting a conspiracy-like assertion about language invention.
The-Psychic_SSJ
Feb 13, 2026
Of course the smell of onions is strong every day
Of course the smell of onions is strong every day
Stereotypical claim about a group's characteristics presented as fact, likely referencing ethnic stereotypes without evidence.
Josh22-d7e
Feb 16, 2026
Kenny is a long time wef member. An underling of Carnage.
Kenny is a long time wef member. An underling of Carnage.
Makes unverified claim about organizational membership and power dynamics without substantiation.
595million9
Feb 17, 2026
Make no mistake, what Trump really wants is to put Canada in recession and bankruptcy so he can purchase Canada and make it the 51 State of the Union
Make no mistake, what Trump really wants is to put Canada in recession and bankruptcy so he can purchase Canada and make it the 51 State of the Union
Makes a specific factual claim (Trump wants to bankrupt Canada to purchase it as 51st state) presented without evidence, combining conspiracy theory with fear-based framing.
@felivent
Mar 4, 2025
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
Makes unsupported factual claim that Trump 'single handedly destroyed Canada' presented as fact without evidence.
@AnonymousGameWarden
Mar 4, 2025
Trump is on his revenge tour ….get back at anyone who made fun of, bad mouthed , fought against his elections , tried to undo his policies . He is going after everyone , the …
Trump is on his revenge tour ….get back at anyone who made fun of, bad mouthed , fought against his elections , tried to undo his policies . He is going after everyone , the Hunter Biden political problems , all the old problems , he is now extracting revenge on ALL who crossed him over the pass 8 years . .
Makes specific factual claims about Trump's motivations and actions (revenge tour, targeting specific people) presented without evidence.
@FredPhillippe
Mar 4, 2025
The US billionaires aren't complaining...now why is that?
The US billionaires aren't complaining...now why is that?
Makes an implicit factual claim (that US billionaires aren't complaining) without evidence, suggesting a hidden truth.
Unverified Claim
0.75
@alcoolbc
Mar 4, 2025
You all are a new org, find out what Putin has on Trump, period!
You all are a new org, find out what Putin has on Trump, period!
Makes an unsubstantiated claim about Putin having compromising information on Trump, framed as a directive.
@bennettwallace6004
Mar 4, 2025
The intentional destruction a controlled decline began with Trudeau continues with Carney
The intentional destruction a controlled decline began with Trudeau continues with Carney
Makes unsubstantiated claim of intentional destruction and controlled decline by named officials.
phillip4742
Feb 17, 2026
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)