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
Search & Filter
Unverified Claim
3,221 comments
Look up Donki Route. CNA (Singapore broadcast) did a documentary on this fraudulent student immigration
Look up Donki Route. CNA (Singapore broadcast) did a documentary on this fraudulent student immigration
References a documentary about fraudulent student immigration routes without providing context or verification.
Unverified Claim
0.70
cyberagent2024
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
canada goverment wants this to happen
canada goverment wants this to happen
Makes an unsubstantiated claim that the Canadian government intentionally caused immigration issues without providing evidence.
ShitboxNation
Jan 27, 2026
7:37 no they are draining it
7:37 no they are draining it
Makes a specific factual assertion ('they are draining it') without evidence, referencing a video timestamp.
Unverified Claim
0.70
kendalarley2277
Jan 27, 2026
30% approval rate at his own country. Many hate you ?
30% approval rate at his own country. Many hate you ?
Cites specific approval statistic (30%) without source while making moral judgment about Trump's unpopularity.
@jerryedwardfranken
Mar 4, 2025
YEET THE JEET
YEET THE JEET
Slur-based phrase that appears to mock or demean a specific ethnic group, combining offensive language with potential satirical intent.
nightdad777
Mar 3, 2026
the American empire is collapsing right before our eyes - another step closer to complete dedollarisation
the American empire is collapsing right before our eyes - another step closer to complete dedollarisation
Makes an unsubstantiated claim about U.S. economic collapse and dedollarization while comparing nations.
@kurthanson7522
Mar 4, 2025
Andrew Callahan got arrested for crossing the Canada U.S. border.
Andrew Callahan got arrested for crossing the Canada U.S. border.
States a factual claim about the video creator's arrest, potentially providing context or misinformation about the creator.
John-k9q7b
Jan 27, 2026
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
Even Uganda deported Indians
Even Uganda deported Indians
References Uganda's deportation of Indians as a factual claim (likely referring to 1972 expulsion) used to support an implicit argument about Canada.
MastaBaitaAmbatukam
Jan 27, 2026
??Anyone supporting Zelenskyy/Ukraine is an enemy to Mr. Trump because Trump is doing what his god ( his Icon Mr. Putin) wants.....thats the facts but Americans will surely pay the price????
??Anyone supporting Zelenskyy/Ukraine is an enemy to Mr. Trump because Trump is doing what his god ( his Icon Mr. Putin) wants.....thats the facts but Americans will surely pay the price????
Presents unsubstantiated claims about Trump's allegiance to Putin and frames it as factual conspiracy.
@YesJustice
Mar 4, 2025
He gives no Fs about fentanyl he wants your land gonna squeeze you in hopes that you will join the US and if you like Healthcare I would say dont do it no matter what
He gives no Fs about fentanyl he wants your land gonna squeeze you in hopes that you will join the US and if you like Healthcare I would say dont do it no matter what
Makes a conspiracy-like claim that Trudeau wants Canadian land and is pushing annexation, presented without evidence.
@npg117
Mar 4, 2025
Donald youve just givin up on your friends here in Canada and likely the EU after their tarifs come in April. I hope your alliance with Putin is worth it because if you keep going …
Donald youve just givin up on your friends here in Canada and likely the EU after their tarifs come in April. I hope your alliance with Putin is worth it because if you keep going on like this, he'll be your only friend
Makes unsubstantiated claims about Trump abandoning allies and forming alliances with Putin without evidence.
@pkraatz36
Mar 4, 2025
Israel is their closest “friend” you will never see tariffs hit them
Israel is their closest “friend” you will never see tariffs hit them
Asserts a specific factual claim about tariff policy toward Israel without evidence, suggesting hidden favoritism.
@lovetheprophets
Mar 4, 2025
sounds like the fems paid him, he’s stepping down. no one trusts him
sounds like the fems paid him, he’s stepping down. no one trusts him
Makes unsubstantiated claim that Trudeau was paid off by feminists to step down, presented as fact.
@lance8803
Mar 4, 2025
They're all working in the Maritimes
They're all working in the Maritimes
Factual assertion about immigrant employment location presented without evidence or source.
Unverified Claim
0.70
CNT40868
Oct 1, 2025
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Makes specific factual assertions about language and ethnicity of individuals without supporting evidence.
Unverified Claim
0.70
Siddyboii
Jan 27, 2026
Thanks to Who? You know the answer.😢
Thanks to Who? You know the answer.😢
Vague insinuation blaming an unspecified group for immigration problems without evidence, combined with emotional distress.
eddichacon8324
Oct 1, 2025
Zafar the name says it all. They are not looking.
Zafar the name says it all. They are not looking.
Makes an unsubstantiated claim that a person with a particular name ('Zafar') is not genuinely seeking something, implying deception based on identity.
NoxiousYT-HQ
Sep 30, 2025
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
Makes speculative claim about undisclosed deals between PM and corporations without evidence.
Unverified Claim
0.70
Bigern2998
Oct 1, 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)