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
The votes should be audit on the battlefield states.
The votes should be audit on the battlefield states.
Calls for auditing votes in swing states, presenting an unverified claim about election integrity.
@NoraCruz-b2c
Mar 4, 2025
Do whatever you can to minimize your tax contributions.
Do whatever you can to minimize your tax contributions.
Urges others to take specific action (minimize tax contributions) as a form of protest or resistance.
Call to Action
0.75
ArmandVandal
Nov 20, 2025
DEMOLISH WEF, WHO, UN & EU ORGANIZATIONS. THEY ALL PLAY A ROLL IN DESTROYING OUR NATIONS. DEMOLISH THEM! TAKE THEIR RIGHTS AWAY! NOW! RIOT DO SOMETHING.
DEMOLISH WEF, WHO, UN & EU ORGANIZATIONS. THEY ALL PLAY A ROLL IN DESTROYING OUR NATIONS. DEMOLISH THEM! TAKE THEIR RIGHTS AWAY! NOW! RIOT DO SOMETHING.
Calls for dismantling international organizations and violent action, framed as response to unsubstantiated claims about nation destruction.
bbxo.98.2
Nov 21, 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
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
Urges the creator to investigate different subjects (ICE detentions of white Canadians), with sarcastic framing that challenges the creator's focus.
adidvanvitelli3975
Jan 27, 2026
Sounds like the government should be buying 2.8 million one way tickets
Sounds like the government should be buying 2.8 million one way tickets
Sarcastically suggests mass deportation as a policy solution, mixing dark humor with a policy proposal.
abegiesbrecht1148
Jan 18, 2026
Canada, please join the EU!
Canada, please join the EU!
Urges Canada to join the EU, implying a geopolitical realignment as a response to current tensions.
@carma3444
Mar 4, 2025
Voting has consequences.
Voting has consequences.
Brief statement emphasizing importance of voting as a consequential action, implying voters should act accordingly.
Call to Action
0.75
colinjack985
Jan 20, 2026
I thought he was stepping down , Canada do what you must!
I thought he was stepping down , Canada do what you must!
Urging Canada to take necessary action, referencing Trudeau's resignation announcement.
Call to Action
0.75
@alfredolopez4092
Mar 4, 2025
I think we need you here for awhile and investigate all of it including our government
I think we need you here for awhile and investigate all of it including our government
Urges investigation into immigration policy and government conduct, combining critique with a call for action.
neeley1829
Jan 27, 2026
Let go Canada ??
Let go Canada ??
Exhortation to Canada to take action ('Let go'), though phrasing is ambiguous.
Call to Action
0.75
@Mktwiz99
Mar 4, 2025
To all those who voted liberal, a giant C.N. Tower sized middle finger to you.
To all those who voted liberal, a giant C.N. Tower sized middle finger to you.
Expresses anger at Liberal voters through hostile gesture, implicitly calling for political change.
S1MPLECAVEMAN
Jan 23, 2026
people are too scared to tell the truth because of fear of being called a racist..Wake up grow, a pair and and speak your truth. That "you are racist game" I dont play . Be …
people are too scared to tell the truth because of fear of being called a racist..Wake up grow, a pair and and speak your truth. That "you are racist game" I dont play . Be a realist dont be crippled by something thats not true.
Urges people to 'speak your truth' and resist accusations of racism, framing it as a moral imperative to overcome perceived censorship.
jimboslice617
Jan 27, 2026
Canada work with Europe please! We want people with principles as our partners.
Canada work with Europe please! We want people with principles as our partners.
Urges Canada to partner with Europe based on shared principles, implicitly calling for political alignment.
@NADOGRA
Mar 4, 2025
WE DON'T HAVE TO TAKE THIS SHIT !!!!!!!!!!!!!!!!!
WE DON'T HAVE TO TAKE THIS SHIT !!!!!!!!!!!!!!!!!
Emphatic rejection and implicit call to resist, with emotional intensity suggesting threat perception.
@MilesCushion
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
Impeach this phony!!! ??? look at how good he is at acting !! He’d do great in Hollywood. Give your citizens their arms and rights back !!
Impeach this phony!!! ??? look at how good he is at acting !! He’d do great in Hollywood. Give your citizens their arms and rights back !!
Calls for impeachment and demands restoration of rights, framed as national identity/values assertion.
@lmerkz1302
Mar 4, 2025
Let’s go Trudeau ?? this Pariah Govt must Go. Well said without casting Blame and Whining using propaganda and having weasels like musk and all his appointees to do these sick acts this is the …
Let’s go Trudeau ?? this Pariah Govt must Go. Well said without casting Blame and Whining using propaganda and having weasels like musk and all his appointees to do these sick acts this is the darkest chapter in American history. I’m happy to see Canada and Mexico are the lights at the end of the tunnel. Trump and Co. Are weak individuals, there way is not the American way they can go to Russia with that nonsense.
Urges removal of Trudeau government while framing Canada positively against US leadership, mixing political action with comparative judgment.
@AM-kz3yg
Mar 4, 2025
Check out Kipling and Dixon next, the Somali community there…….The White Buildings
Check out Kipling and Dixon next, the Somali community there…….The White Buildings
Commenter requests coverage of specific communities and locations, urging the creator to examine other areas for comparison.
TheSteelCanadian
Jan 27, 2026
usa, canada, australia: open your eyes and kick the garbage out.
usa, canada, australia: open your eyes and kick the garbage out.
Urges multiple countries to take action ('kick the garbage out'), using dehumanizing language toward immigrants.
julioc.7760
Jan 27, 2026
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)