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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 62 of 162
75% of USA are with you Canada
75% of USA are with you Canada
Makes an unsubstantiated statistical claim (75% of USA) without evidence, while expressing support for Canada.
@pumkinbreath Mar 4, 2025
Likes are not being recorded\nSquashing descent with technology\nThat day there is MORE descent being expressed than recorded - censorship!!!
Likes are not being recorded\nSquashing descent with technology\nThat day there is MORE descent being expressed than recorded - censorship!!!
Makes specific factual claims about YouTube suppressing likes and censoring dissent without evidence, presenting conspiracy-like assertions.
@christinemacqueen7478 Mar 4, 2025
set up by elites...... great acting..... all coordinated by us, and someone behind the scenes very interesting
set up by elites...... great acting..... all coordinated by us, and someone behind the scenes very interesting
Presents conspiracy theory claims about elite coordination and staged events without evidence, combined with alarmist framing.
@MrDzonski Mar 4, 2025
It makes sense if somebody is a Russian asset.
It makes sense if somebody is a Russian asset.
Presents a specific factual assertion (someone is a Russian asset) without evidence, implying conspiracy without substantiation.
@mj6866 Mar 4, 2025
This i trump plan cheap labour force in america
This i trump plan cheap labour force in america
Makes an unsubstantiated claim linking Canadian immigration to a Trump plan for cheap labor without evidence.
@SheldonBernard-k7o Mar 4, 2025
90% of them are from a particular state in India and people from this state are very close to liberals heart. I hope you all understand what I mean
90% of them are from a particular state in India and people from this state are very close to liberals heart. I hope you all understand what I mean
Makes an unsubstantiated statistical claim (90%) about Indian students' regional origin and implies political bias without evidence.
asmrslime986 Oct 1, 2025
Trump is just aligning himself with Russia and China…watch and see
Trump is just aligning himself with Russia and China…watch and see
Makes a specific factual claim about Trump's geopolitical alignment without evidence, framed as a conspiracy prediction.
@jackandpiper Mar 4, 2025
Drumb must be a russian agent ,\nWhat he is doing,is onlygood forn therussian.\nSee the bigger picture.
Drumb must be a russian agent ,\nWhat he is doing,is onlygood forn therussian.\nSee the bigger picture.
Makes unsubstantiated claim that Trump is a Russian agent without evidence, framed as conspiracy theory.
@quidadosoloyo Mar 4, 2025
every tims is only indian
every tims is only indian
Presents a specific factual claim ('every tims is only indian') without evidence, implying demographic takeover.
keithbizjak6402 Jan 29, 2026
US. Is. Allied. With. Russia. Now.
US. Is. Allied. With. Russia. Now.
Factual claim about US-Russia alliance presented without evidence, functioning as alarmist assertion.
@garmatey3816 Mar 4, 2025
Tyler you can go to a Tim Hortons in a small town in the middle of nowhere Ontario and 75% of the staff will be Indian.
Tyler you can go to a Tim Hortons in a small town in the middle of nowhere Ontario and 75% of the staff will be Indian.
Presents a specific factual claim (75% of Tim Hortons staff in rural Ontario are Indian) without evidence, implying demographic concern.
TheDanAge Jan 27, 2026
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. …
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. My dad worked 3 jobs and worked everyday until he passed away. No free checks that I heard about growing up.
Makes unsubstantiated claims about tracking and deporting immigrants while contrasting with personal family sacrifice narrative.
roulat5383 Oct 1, 2025
She just wanted to hear one country name supplying 90% students fees to the fraudulent educational system of Canada
She just wanted to hear one country name supplying 90% students fees to the fraudulent educational system of Canada
Makes a specific factual claim about fraudulent educational system and international student fee patterns without evidence.
SBP21212 Sep 30, 2025
Canada will replace the USA dollar soon and Canada Currency will be used in trade with other countries. \nThe USA will decline. \nGod bless Canada ??
Canada will replace the USA dollar soon and Canada Currency will be used in trade with other countries. \nThe USA will decline. \nGod bless Canada ??
Makes specific factual predictions about currency replacement and economic decline without evidence.
@ahmedabakar5166 Mar 4, 2025
4:13 who tf is eating poo in India? Like wtf where do these white cockroaches hear these ridiculous claims of information.?
4:13 who tf is eating poo in India? Like wtf where do these white cockroaches hear these ridiculous claims of information.?
Challenges a specific factual claim about India while using racial slurs, questioning the source of information.
Factchecker2019 Jan 27, 2026
The only possible explanation to Trump’s behavior is that Putin has blackmail material on him…
The only possible explanation to Trump’s behavior is that Putin has blackmail material on him…
Presents a specific conspiratorial claim about Putin having blackmail on Trump without evidence, framed as explanation for behavior.
@ejestradag Mar 4, 2025
That number is a lie it is more.
That number is a lie it is more.
Contradicts a specific statistic without providing evidence, claiming the actual number is higher.
vanessacallender1332 Oct 1, 2025
We dont know where they are but they all do have JOBS AND A PLACE TO LIVE.
We dont know where they are but they all do have JOBS AND A PLACE TO LIVE.
Makes a specific factual assertion without evidence that missing foreign students all have jobs and housing, implying they are evading detection.
nitrokid5950 Sep 30, 2025
Canada is brink of bankruptcy
Canada is brink of bankruptcy
Makes a specific factual assertion about Canada's financial status without evidence, presented as a claim rather than opinion.
@sc45 Mar 4, 2025
CNN the propaganda machine of the deep shit establishment and the people behind every genocide and war in the world.
CNN the propaganda machine of the deep shit establishment and the people behind every genocide and war in the world.
Makes unsubstantiated claims about CNN and vague accusations of involvement in geopolitical events without evidence.
@khawajawaheed4250 Mar 4, 2025
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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)