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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
Page 161 of 162
Godamn people are so godamn annoying like they dont ducking how we have 1b people and how how the fuck are u whites talking u fucking to over back then sybau
Godamn people are so godamn annoying like they dont ducking how we have 1b people and how how the fuck are u whites talking u fucking to over back then sybau
Incoherent comment with inflammatory language and unclear claims; appears to contain false or fabricated assertions.
woman_scary Feb 8, 2026
タイのことわざで、インド人とコブラが飛び出してきたらインド人を叩けと言います
タイのことわざで、インド人とコブラが飛び出してきたらインド人を叩けと言います
References a Thai proverb about Indians and cobras that appears to be a fabricated or misattributed stereotype used to demean a group.
ひですた Feb 8, 2026
Lowshame poeple
Lowshame poeple
Incoherent statement with apparent misspelling ('Lowshame poeple') that appears to make an unsubstantiated claim but is too unclear to classify with high confidence.
redone1306 Feb 26, 2026
Who is going to tell trudue AMERICA NEEDS your Uranium deposits.
Who is going to tell trudue AMERICA NEEDS your Uranium deposits.
Makes an unsubstantiated claim about America's need for Canadian uranium deposits without evidence, implying Trudeau should be informed of this leverage.
@oraclegeniuses Mar 4, 2025
Good trump need to test he is on posing
Good trump need to test he is on posing
Cryptic statement suggesting Trump needs to be 'tested' on something unspecified; unclear meaning makes classification uncertain.
@MohammedSaddique-m9g Mar 4, 2025
It’s all about Russia,
It’s all about Russia,
Vague assertion blaming Russia without evidence or context, presented as a factual claim.
@poutine53 Mar 4, 2025
WE KNOW SIR AND THANK YOU! IT WILL GET THESE MONSTA'S BACK MORE THAN DOUBLE ?? PRESIDENT KAMALA HARRIS TOLD THEM FOOLS
WE KNOW SIR AND THANK YOU! IT WILL GET THESE MONSTA'S BACK MORE THAN DOUBLE ?? PRESIDENT KAMALA HARRIS TOLD THEM FOOLS
Makes vague, unsubstantiated claims about tariffs and consequences without evidence, with some call-to-action framing.
@YOUKNOW-x4j Mar 4, 2025
they dont need they have Ukraine
they dont need they have Ukraine
Cryptic assertion implying Canada should prioritize Ukraine over domestic concerns, presented without supporting evidence or context.
@spicky2966 Mar 4, 2025
Video dropped exactly at the time of European Union-India Free Trade Agreement.
Video dropped exactly at the time of European Union-India Free Trade Agreement.
Makes a conspiratorial claim linking the video timing to an unrelated trade agreement without evidence.
mykolaskucinskas9473 Jan 28, 2026
que gente tan fea
que gente tan fea
This is a derogatory statement in Spanish ('what ugly people') that appears to be a hateful generalization, though context is limited.
danarodriguez25 Feb 4, 2026
Very good news is❓❓ against Canadian government?? and trudo (interfere with indian) TERERISM ???) Now Canada???? will stopped at the end
Very good news is❓❓ against Canadian government?? and trudo (interfere with indian) TERERISM ???) Now Canada???? will stopped at the end
Makes fragmented, unsubstantiated claims about Canadian government, Trudeau, and alleged terrorism without coherent evidence.
@SudhirGupta-s2e Mar 4, 2025
sell usd folks and buy cad instead all, qtrump and nelon was bet on usa economy collapse, theyre direct wanna killingit
sell usd folks and buy cad instead all, qtrump and nelon was bet on usa economy collapse, theyre direct wanna killingit
Makes unsubstantiated claims about Trump and Nelson betting on US economic collapse without evidence.
@xiuhtezcatl8161 Mar 4, 2025
Hell get transformers ? there going jail
Hell get transformers ? there going jail
Makes an unsubstantiated claim that someone will face jail time, though the comment is fragmented and unclear.
@cecileetelford Mar 4, 2025
Krasnov has revealed. CNN awaken!
Krasnov has revealed. CNN awaken!
Cryptic reference to an alleged revelation by Krasnov and CNN awakening suggests unverified conspiratorial claims without supporting evidence.
@tristancelayeta6890 Mar 4, 2025
Lawyers judges police traffic both children and drugs
Lawyers judges police traffic both children and drugs
Makes vague, unsubstantiated claims about institutional corruption without context or evidence.
@ophidiaparaclete Mar 4, 2025
That's what happened when phsihopth become the President.
That's what happened when phsihopth become the President.
Appears to make a causal claim about a political figure causing negative outcomes, though the text is unclear and possibly misspelled.
@bozidarsicel3884 Mar 4, 2025
tons of them
tons of them
Vague statement without context; likely refers to unsubstantiated claims about immigrant numbers or behavior.
PMCCDN Jan 27, 2026
KBG has worked tieredLesley to over power FBI .Bigup KBG You Did it.dismentle US with It's allied.
KBG has worked tieredLesley to over power FBI .Bigup KBG You Did it.dismentle US with It's allied.
Comment makes vague, unsubstantiated claims about KBG and FBI without evidence, though coherence is severely compromised by apparent spam or bot-like text.
@vusumuzizikhali4967 Mar 4, 2025
Bring in ice
Bring in ice
Cryptic two-word comment 'Bring in ice' lacks clear context; possibly spam, coded language, or incomplete thought.
saldougie69 Feb 18, 2026
Someone needs to fail in arts in Germany.
Someone needs to fail in arts in Germany.
Cryptic statement that appears nonsensical or potentially fabricated; lacks clear connection to immigration discourse.
workinghard24 Mar 2, 2026
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)