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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Call to Action
2,768 comments
Canada should join EU.
Canada should join EU.
Proposes Canada join the EU, framing it as a policy recommendation or geopolitical realignment suggestion.
@RG-cc3lq
Mar 4, 2025
Also sue the busineses that wont hire you that have immigrants working full time or part time canadians get jobs first
Also sue the busineses that wont hire you that have immigrants working full time or part time canadians get jobs first
Urges legal action against businesses while citing job competition and preferential hiring of immigrants as the underlying economic grievance.
robogilvie1356
Aug 26, 2025
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
Repetitive promotion of Poilievre as an alternative, functioning as a call to support a specific political figure.
Call to Action
0.75
@macthbstoct
Mar 4, 2025
He said it all... americans need to act now to save themselves
He said it all... americans need to act now to save themselves
Urges Americans to take action ('act now') while asserting national identity and in-group concern ('save themselves').
@jomane
Mar 4, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Duplicate of previous comment; urges investigation of different subjects with sarcastic identity-based framing.
adidvanvitelli3975
Jan 27, 2026
Wake up USA - if there are still some normal people left, show that you disagree!
Wake up USA - if there are still some normal people left, show that you disagree!
Urges 'normal people' to show disagreement, framed with an us-vs-them identity claim about who counts as 'normal.'
@hanskaiser6363
Mar 4, 2025
Pls do the Chinese community in NY
Pls do the Chinese community in NY
Commenter requests the content creator produce similar content about another ethnic community.
Call to Action
0.75
UFC--ty3mt
Jan 27, 2026
I want these people out
I want these people out
Direct statement demanding removal of immigrants, functioning as an implicit call for policy action against a perceived threat.
nono86753
Sep 20, 2025
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Criticizes voting patterns and implicitly urges different electoral choices, framing current governance as inadequate.
Ordinary-AverageGuy
Aug 25, 2025
Not enough. There needs to be a grass roots movement on the streets and in the neighborhoods. Set up a hotline heck even offer a little incentive to report these folks in Brampton that have …
Not enough.
There needs to be a grass roots movement on the streets and in the neighborhoods.
Set up a hotline heck even offer a little incentive to report these folks in Brampton that have overstayed.
And btw I just farted
Primarily urges grassroots action and reporting mechanisms for immigration enforcement, with a crude joke appended that signals satirical intent.
fnanderson6637
Jan 22, 2026
surrey BC next
surrey BC next
Appears to be requesting or suggesting the creator make similar content about Surrey BC, a call for action.
Call to Action
0.75
PrettyChillPham
Jan 27, 2026
Great speach.........good luck america, come on europe lets follow and tell that nation we are not into bullys
Great speach.........good luck america, come on europe lets follow and tell that nation we are not into bullys
Urges Europe to follow Canada's example and stand against bullying, framed as a comparative call to action across nations.
@Sambukerable
Mar 4, 2025
This is a lesson for Canadians should never vote for the liberals. My mom always told me your in society your brand when you're at home you're your culture. That Muslim man should be careful …
This is a lesson for Canadians should never vote for the liberals. My mom always told me your in society your brand when you're at home you're your culture. That Muslim man should be careful what he says it can turn around on him. I believe there is hope and there will be a change!!
Calls for voting against liberals while asserting cultural/identity boundaries and expressing hope for political change.
simmytan4243
Aug 25, 2025
4 elections voting Liberal... how did this happen? ..
4 elections voting Liberal... how did this happen? ..
Rhetorical question implying voter dissatisfaction and suggesting electoral action as a response to immigration policy.
HiddenInPlainSight386
Aug 25, 2025
Pierre Poilievre for PRIME MINISTER ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Pierre Poilievre for PRIME MINISTER ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Expresses support for a political candidate with repeated heart emojis, functioning as a call to vote or mobilize support.
@Shamuddy
Mar 4, 2025
Canadians need to know??? Don't go.
Canadians need to know??? Don't go.
Urges Canadians not to travel to the US, combining a warning about conditions with a directive to avoid the destination.
rosefrancis6418
Dec 10, 2025
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really …
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really up to, everyone suffers apart from the corrupt.
Urges spreading a message to opponents while framing the issue as moral corruption, combining advocacy with ethical appeals.
@cjc1956
Mar 4, 2025
Justin ,you need to turn off the electricity NOW ! Don't coddle the pos president. And by the way, Donald is NOT a smart guy and I won't insult a box of rocks with any …
Justin ,you need to turn off the electricity NOW ! Don't coddle the pos president. And by the way, Donald is NOT a smart guy and I won't insult a box of rocks with any comparisons.
Urges the Canadian leader to take specific action (cut electricity) against the U.S. President, combined with criticism of the president's intelligence.
@robertklouman1321
Mar 4, 2025
cut off electric gas oil lumber all exports
cut off electric gas oil lumber all exports
Commenter urges specific economic actions (cutting off exports) as a response to policy disagreement.
@clement2780
Mar 4, 2025
Hey Justin, I bet Donald would drop all these tariffs if Pierre got into power….but I bet you wont hurry up and leave….for “your fellow Canadians”
Hey Justin, I bet Donald would drop all these tariffs if Pierre got into power….but I bet you wont hurry up and leave….for “your fellow Canadians”
Urges Trudeau to resign and implies a political alternative would be better, with sarcastic tone.
@tobyjanzen
Mar 4, 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)