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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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1,353 comments
Page 44 of 68
How do MAGA right defend TRUMP'S actions to align with Putin and weaken the Natioanl Security of America?
How do MAGA right defend TRUMP'S actions to align with Putin and weaken the Natioanl Security of America?
Poses a rhetorical question challenging Trump supporters to defend his alignment with Putin and national security implications.
@xoombunny9431 Mar 4, 2025
Why didn’t Canada implement theses protections from Fentanyl before the US initiated Tarrifs
Why didn’t Canada implement theses protections from Fentanyl before the US initiated Tarrifs
Questions why Canada didn't implement fentanyl protections earlier, implicitly critiquing Canadian policy responsiveness.
@recoverycoach9708 Mar 4, 2025
Please, Please stop refering to usa as America, make clear you refer to usa , America means a Continent not a country
Please, Please stop refering to usa as America, make clear you refer to usa , America means a Continent not a country
Requests clarification on terminology usage ('stop referring to usa as America'), framed as a plea for linguistic precision in discourse.
@ArmandoGarcia-v5v Mar 4, 2025
WILL TRUDEAU SUSPEND THE CARBON TAX NOW?
WILL TRUDEAU SUSPEND THE CARBON TAX NOW?
Direct question about government policy (carbon tax) with implicit criticism.
@itsmechrispy6083 Mar 4, 2025
This man is speaking naturally not a promoter and with intelligence and composure. Why did he step down?
This man is speaking naturally not a promoter and with intelligence and composure. Why did he step down?
Poses an information-seeking question about why the person (Trudeau) stepped down, seeking clarification.
Question 0.80
@krishniarumugam Mar 4, 2025
Didnt you resign?
Didnt you resign?
Brief question directed at the video creator, likely referencing a previous resignation or departure.
@chriswade0821 Mar 4, 2025
I thought he resigned lol
I thought he resigned lol
Seeks clarification about whether Trudeau resigned, expressing confusion about current events.
@edcunningham5562 Mar 4, 2025
If tariffs are bad, and it makes things cost more for your citizens. Why would they place tariffs on the United States? Make that make sense?
If tariffs are bad, and it makes things cost more for your citizens. Why would they place tariffs on the United States? Make that make sense?
Poses a rhetorical question challenging tariff policy logic, seeking clarification or making a critical point about economic policy.
@thatcarlifeR8 Mar 4, 2025
Why you got nothing on Facebook?
Why you got nothing on Facebook?
Asks about the creator's Facebook presence, seeking information about their social media activity.
ericgermain4820 Feb 5, 2026
So if tariffs only hurt the U.S., then why place tariffs on the U.S. that will only hurt the Canadians?
So if tariffs only hurt the U.S., then why place tariffs on the U.S. that will only hurt the Canadians?
Poses a logical question about the inconsistency of tariff policy, seeking clarification while implicitly critiquing economic reasoning.
@StevenPruitt-d4g Mar 4, 2025
What I dont get is, why do Canada put up tarifs too??????? This will make life in Canada more expensive. I dont get it..... as he says, there are no winnes in a tarif war. …
What I dont get is, why do Canada put up tarifs too??????? This will make life in Canada more expensive. I dont get it..... as he says, there are no winnes in a tarif war. So why do the same shit as Trump does? Just let the US pay 25% more... why should you pay more in Canada??? I dont get it.... this makes you just as dumb as Trump.
Seeks clarification on Canada's tariff policy logic while implicitly criticizing it as counterproductive.
@hfranke07 Mar 4, 2025
I wonder how much fentanyl goes into Canada from the US?
I wonder how much fentanyl goes into Canada from the US?
Asks an information-seeking question about drug trafficking while implying security/health threat concerns.
@sharonmadaus4198 Mar 4, 2025
why is trudeau choosing to do better after he resigned? :/
why is trudeau choosing to do better after he resigned? :/
Seeks clarification about a political figure's actions with skeptical tone, framed as an information-seeking query.
@gamingzsupraz6553 Mar 4, 2025
I don't know much about this guy. But why is he unpopular in Canada to the point that he resigned from office ? He looks and sounds so smart and he is working damn well …
I don't know much about this guy. But why is he unpopular in Canada to the point that he resigned from office ? He looks and sounds so smart and he is working damn well for his country. I love him !
Commenter asks information-seeking questions about why the leader is unpopular while expressing admiration and support.
@harryszn Mar 4, 2025
Is there any reason this wasn't done on day 1?
Is there any reason this wasn't done on day 1?
Rhetorical question criticizing delayed policy implementation, seeking explanation for government inaction on immigration matters.
MisterTelepathic Feb 18, 2026
100% immigration department and justice system is responsible for it?
100% immigration department and justice system is responsible for it?
Poses a question about institutional responsibility for immigration and justice system failures, seeking clarification or accountability.
rajadurai4021 Feb 18, 2026
What has Canadians done to America??
What has Canadians done to America??
Information-seeking question about Canadian actions affecting America, framed as a comparison between nations.
@TomasLundgrenlto Mar 4, 2025
I thought this fool resigned?
I thought this fool resigned?
Seeks factual clarification about a political figure's status, phrased as an information-seeking question.
@ssebastianmusic Mar 4, 2025
control of illegal drugs or aliens is the function of that country’s customs or immigration so why make it the effort of the source country and making it the reason for 25% tariff? what is …
control of illegal drugs or aliens is the function of that country’s customs or immigration so why make it the effort of the source country and making it the reason for 25% tariff? what is the connection?
Seeks clarification about the logic connecting drug/immigration control to tariff policy, questioning the government's reasoning.
@antonyquintos8037 Mar 4, 2025
If I’m not mistaken, Canada maintains a significant trade surplus with the U.S. and has traditionally imposed higher tariffs on U.S. products, particularly in protected industries like dairy and agriculture?
If I’m not mistaken, Canada maintains a significant trade surplus with the U.S. and has traditionally imposed higher tariffs on U.S. products, particularly in protected industries like dairy and agriculture?
Commenter poses a factual question about Canada-US trade dynamics while comparing tariff policies between nations.
@embassydirect5914 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)