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
CNN got one thing wrong. They refer to Russia as an adversary. It's clear that we've changed sides.
CNN got one thing wrong. They refer to Russia as an adversary. It's clear that we've changed sides.
Makes unsubstantiated claim that US has 'changed sides' regarding Russia without evidence.
@nancyrhm2094
Mar 4, 2025
Don’t be fooled. Trump is doing this so that he can claim that US allies won’t trade fairly with them, and that opens the door for him to trade with russia and china. Trump is …
Don’t be fooled. Trump is doing this so that he can claim that US allies won’t trade fairly with them, and that opens the door for him to trade with russia and china. Trump is captured - period. I am a non-US and non-woke citizen.
Makes specific unsubstantiated claims about Trump's strategic motivations regarding Russia and China without evidence.
@SuperSoc27
Mar 5, 2025
TranSSgenda 2o3o in full effect... SOme theory aye??
TranSSgenda 2o3o in full effect... SOme theory aye??
Vague conspiracy-theory-like comment suggesting a hidden agenda ('TranSSgenda 2030'), lacking factual basis.
Unverified Claim
0.72
rinuz2320
Jan 29, 2026
Fentanyl drug is just an excuse. Trump wants money and minerals that's all
Fentanyl drug is just an excuse. Trump wants money and minerals that's all
Asserts without evidence that fentanyl is a pretext and that Trump's real motivation is resource extraction.
@sebkeccu4546
Mar 4, 2025
Trump is trying to justify invading Canada. Putin is teaching him.
Trump is trying to justify invading Canada. Putin is teaching him.
Makes a specific factual claim about Trump's invasion intentions and Putin's influence without evidence, presented as fact.
@shaunnashandro
Mar 4, 2025
WEF and all part of "the plan"...
WEF and all part of "the plan"...
References WEF conspiracy and vague 'the plan' without evidence, suggesting deliberate coordinated action.
Unverified Claim
0.72
rowdied9829
Jun 19, 2025
This is all apart of the agenda
This is all apart of the agenda
Asserts a vague conspiracy theory ('agenda') without providing evidence or specifics.
Unverified Claim
0.72
@TRUTHabouttheagenda2024
Mar 4, 2025
I believe he is mentally ill, and nobody is calling it out.
I believe he is mentally ill, and nobody is calling it out.
Makes an unsubstantiated claim about a political figure's mental health without evidence, framed as a factual assertion.
@Mona-so6wf
Mar 4, 2025
Satan is in charge of The United States Of America .... Putin is in charge of Trump, Vance and Musk
Satan is in charge of The United States Of America .... Putin is in charge of Trump, Vance and Musk
Makes conspiratorial claims about Satan, Putin, and Trump without evidence, expressing apocalyptic threat perception.
@JDogg210
Mar 4, 2025
its way more then 800k
its way more then 800k
Asserts specific factual claim about immigration numbers without evidence, contradicting stated figures.
Shergill-w8g
Oct 7, 2025
The fact is trump dont care about fetanal he just want money for the tax cut...? Fetnal just an excuse ... Tariff will be heavy to EURO ALSO
The fact is trump dont care about fetanal he just want money for the tax cut...? Fetnal just an excuse ... Tariff will be heavy to EURO ALSO
Asserts that fentanyl is merely an excuse for tariffs without evidence, while critiquing Trump's motives.
@Lovechinesefood2025
Mar 4, 2025
Agree, this is to DUMB to be true. Is he in the pocket of Putin? This is on top of the miss-use of the Precedency to benefit from crypto freud. What a clown U have …
Agree, this is to DUMB to be true. Is he in the pocket of Putin? This is on top of the miss-use of the Precedency to benefit from crypto freud. What a clown U have in the White House
Makes unsubstantiated claims about Putin connections and crypto fraud without evidence, combined with alarmist language.
@dagha01
Mar 4, 2025
Trudeau can't talk about communism. He is one. Trump ?
Trudeau can't talk about communism. He is one. Trump ?
Makes an unsubstantiated factual claim that Trudeau is a communist without evidence, presented as accusation.
@TheYamil25
Mar 4, 2025
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads up on projects (413 highway) before the public knows so Italians can buy up all the land. Check out the companies that received funding from the Skills and Development fund. Mostly Italian companies and donors to his government.
It's also ironic, because this government lobbied for more and more immigrants and opened up scam colleges to bring immigrants in and exploit them for low wages.
But na, let's ignore all that and blame immigrants for everyone's problems.
Presents conspiracy-theory-like allegations about Italian government capture and corruption without evidence, though framed as policy critique.
Dholi1
Mar 1, 2026
Trump is doing this to cause a reset, everyone relax.
Trump is doing this to cause a reset, everyone relax.
Presents an unsubstantiated conspiracy theory about Trump orchestrating a 'reset' without evidence.
@sethcunningham2555
Mar 4, 2025
That answer by tge leader of the liberals was to rage bait Canadians with TDS. Cant we get a vaccine for TDS? This disease is apparently far worse than the plandemic was
That answer by tge leader of the liberals was to rage bait Canadians with TDS. Cant we get a vaccine for TDS? This disease is apparently far worse than the plandemic was
Uses conspiracy-adjacent language ('plandemic') and makes unsubstantiated claims about political motivation while employing sarcasm.
official.jaggernaut
Feb 27, 2026
Seeing it clearly now, Trump is doing this to kneecap canadian businesses so american billionaires can come in and buy them which in a recession economy will be super easy
Seeing it clearly now, Trump is doing this to kneecap canadian businesses so american billionaires can come in and buy them which in a recession economy will be super easy
Presents a conspiracy theory about Trump's motives to deliberately harm Canadian businesses without evidence.
@adampaterson8384
Mar 4, 2025
Fentanyl is a flashpoint. You cant take it out on the 99.9999% of the Canadian population who have nothing to do with it. \nClearly its meant to exert pressure on the Dominion, so that a …
Fentanyl is a flashpoint. You cant take it out on the 99.9999% of the Canadian population who have nothing to do with it. \nClearly its meant to exert pressure on the Dominion, so that a province cries uncle and bolts.\nI wonder if America, in order to compete with BRICS, is faced with its own existential crisis. Expand or die. Is that way off base?
Makes unsubstantiated claims about fentanyl being used as political pressure and speculates about US geopolitical motives without evidence.
@CoolDude-yp9jt
Mar 4, 2025
All governments just want to see their people broke. It’s all a lie and a scam
All governments just want to see their people broke. It’s all a lie and a scam
Makes a sweeping conspiratorial claim that all governments deliberately impoverish their people without evidence, framed as a scam.
@CountryCabinLivin
Mar 4, 2025
It’s a shame we have such a POS as a leader in America definitely a Russian asset
It’s a shame we have such a POS as a leader in America definitely a Russian asset
Makes unsubstantiated claim that the US leader is a Russian asset without evidence.
@jim-s3v9f
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)