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
T wants tariffs to weaken the US people and economy and pour tax dollars into the pockets for him and billionaire friends.
T wants tariffs to weaken the US people and economy and pour tax dollars into the pockets for him and billionaire friends.
Makes a specific factual claim about Trump's tariff motives and personal enrichment without evidence.
@marxjenn1
Mar 4, 2025
World to putin- have you won Ukraine \n\nPurine- well we have won US by putting our puppet as president ?
World to putin- have you won Ukraine \n\nPurine- well we have won US by putting our puppet as president ?
Makes an unsubstantiated conspiracy claim that Russia installed Trump as a puppet president.
@shriprakash9556
Mar 4, 2025
THE REAL REASON FOR THE TARIFFS IS JUST A VITALS CHECK BEFORE GOING TO THE OPERATING ROOM AND BEGIN COSMETIC SURGERY ON THE WHOLE AMERICAN CONTINENT WE SAW THE WEAKNESS IN THE NORTH AND SOUTH …
THE REAL REASON FOR THE TARIFFS IS JUST A VITALS CHECK BEFORE GOING TO THE OPERATING ROOM AND BEGIN COSMETIC SURGERY ON THE WHOLE AMERICAN CONTINENT WE SAW THE WEAKNESS IN THE NORTH AND SOUTH WE NEED TO MAKE IT GREAT FOR ONCE
Presents an unsubstantiated conspiracy-like theory about tariffs as a strategic pretext for continental restructuring without evidence.
@THENOTENATION
Mar 4, 2025
16:51 he is not speaking Punjabi thats Hindi . This whole operation thing is fake
16:51 he is not speaking Punjabi thats Hindi . This whole operation thing is fake
The commenter makes a factual claim about language identification and dismisses the video's authenticity without clear evidence.
udaysingh-wr2kw
Jan 29, 2026
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 bots liking their own restarted comments with their alts asusual 😂
Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards
Restarteds can get reply from my channel bio though always.
Incoherent comment with offensive slurs, conspiracy-like accusations about bots and manipulation, and dehumanizing language toward ethnic groups.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
Makes a specific factual assertion about Trump's motivations ('appeasing Musk and tech billionaires') without supporting evidence.
Unverified Claim
0.70
@geometricsphereuniversalin7043
Mar 4, 2025
Im not saying Trumps a Russian asset...but if someone were to be one...theyd use his playbook. Pulling out of Ukraine aid, voting with Russia interest in NATO, trade wars with our closest allies....Putin..release the pee …
Im not saying Trumps a Russian asset...but if someone were to be one...theyd use his playbook. Pulling out of Ukraine aid, voting with Russia interest in NATO, trade wars with our closest allies....Putin..release the pee pee tapes so we can go back to normal already.
Makes specific factual assertions about political alignment with Russian interests without evidence, wrapped in satirical framing.
@jessejames5109
Mar 4, 2025
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Makes unsubstantiated claims about filmmaker bias and includes incoherent, potentially inflammatory generalizations about religious groups.
StoryExpressHind
Feb 6, 2026
Your lies do not make sense. Ukraine is looking for volunteers for the Russian front. We are not at Canada's mercy. Trump is not Biden.
Your lies do not make sense. Ukraine is looking for volunteers for the Russian front. We are not at Canada's mercy. Trump is not Biden.
Makes multiple unsubstantiated claims about Ukraine recruitment and dismisses Canadian leverage without evidence.
@davidhayes7596
Mar 4, 2025
Driving is bad because they are scamming people with insurance fraud.
Driving is bad because they are scamming people with insurance fraud.
Makes a sweeping, unsubstantiated claim linking a group to insurance fraud without evidence.
1211.
Feb 5, 2026
Trump is making moves on basis of half secret report on agricultural future of Russian Federation.They burned their soil with artificial manure,and they will be hungry for bread,Ukraine is their field now to survive,real reason …
Trump is making moves on basis of half secret report on agricultural future of Russian Federation.They burned their soil with artificial manure,and they will be hungry for bread,Ukraine is their field now to survive,real reason for war,future wars for food and water have begin in front of our eyes and every politican of higher rank pushes some distractive agenda,we are at point of no return with size of population and agricultural limits.
Presents specific unverified claims about Russian agricultural collapse and hidden reports driving geopolitical conflict without evidence.
@VesimirVičerovski
Mar 4, 2025
See who do these people work for,obviously not caring Canadian,who pays these people
See who do these people work for,obviously not caring Canadian,who pays these people
Makes an unsubstantiated claim that unnamed officials don't care about Canada and implies improper allegiances without evidence.
valr852
Sep 29, 2025
They are driving trucks , working in fast food places etc .....thats where they are !
They are driving trucks , working in fast food places etc .....thats where they are !
Makes a vague factual assertion about where undocumented immigrants are working without evidence or specificity.
Unverified Claim
0.70
PrairiePatriots
Sep 29, 2025
It's no missing,they are working with Fade ID,special nursing home and Hospital, mc.donald,Tim Hortons
It's no missing,they are working with Fade ID,special nursing home and Hospital, mc.donald,Tim Hortons
Makes vague, unsubstantiated claims about fraudulent work arrangements using fake IDs across multiple sectors without evidence.
Unverified Claim
0.70
luissalinas4948
Sep 29, 2025
The old stock Indians would likely welcome mass deportations of the rabble that flooded Brampton in the last 5 years.
The old stock Indians would likely welcome mass deportations of the rabble that flooded Brampton in the last 5 years.
Makes an unsubstantiated claim about what 'old stock Indians' would support regarding mass deportations without evidence.
ericyuan9718
Sep 19, 2025
isnt this perfect timing the federal court makes stricter penalties for the homeless poor and now the us and canada align to increase the burden on the us poor\nwow almost like it has been planned\nno …
isnt this perfect timing the federal court makes stricter penalties for the homeless poor and now the us and canada align to increase the burden on the us poor\nwow almost like it has been planned\nno way becas that would be devious\nthat sounds like another conspiracy\nbah humbug\nanother conspiracy\nnothing to see here\nthe govt loves us\ntrudeau loves us\nhe even said as much\nwe should take him at his word\nhe is in love\nlove love love\nwe love you to mr trudeau enjoy your retirement may it be long\n( https://youtu.be/_7xMfIp-irg?si=mWU_OB7pFTNyR1Mf )\nlove love love\nhow sweet the sound
Presents unsubstantiated claims about coordinated government planning between courts and US-Canada policy, with sarcastic tone suggesting conspiracy theory.
@dependswhoyouask
Mar 4, 2025
We are DONE none of us did anything. There is NO going back now. Y’all hate trump for rounding up illegals… I wonder why he’s doing that….
We are DONE none of us did anything. There is NO going back now. Y’all hate trump for rounding up illegals… I wonder why he’s doing that….
Makes an unsubstantiated claim that 'there is NO going back now' and references Trump's immigration enforcement without evidence, comparing approaches across countries.
Antidotetocrackthecode
Sep 9, 2025
Jaggy jagmoot is going to gitmo
Jaggy jagmoot is going to gitmo
Makes an unsubstantiated claim about a political figure (Jagmoot/Jagmeet Singh) being sent to Guantanamo without evidence.
gregfrie1458
Oct 1, 2025
Working cash jobs through agency
Working cash jobs through agency
Makes a specific factual assertion about immigrants working cash jobs through agencies without supporting evidence.
Unverified Claim
0.70
bishowtamu9659
Oct 3, 2025
I know of several that are in my city (in Alberta) that are here on BC study visas, trying to get Alberta drivers licenses. Ummm why would they be you think? Seems a long drive …
I know of several that are in my city (in Alberta) that are here on BC study visas, trying to get Alberta drivers licenses. Ummm why would they be you think? Seems a long drive to Vancouver from a small city in Alberta
Makes a specific factual claim about visa fraud (students using BC visas in Alberta) without evidence, implying suspicious intent.
SuperMadGenius_
Oct 3, 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)