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
PLEASE LET TRUMP SEE THIS SO HE CANT FORCE CARNEY TOO DO SOMETHING ABOUT IT .
PLEASE LET TRUMP SEE THIS SO HE CANT FORCE CARNEY TOO DO SOMETHING ABOUT IT .
Urges external political figures to take action based on the video's content, with comparative reference to US politics.
tommycooper3292
Jan 27, 2026
Why are you not talking about the credible possibility that Trump is a Russian asset? Everything he is doing makes complete sense if this is true. CNN, you and and your journalists need to grow …
Why are you not talking about the credible possibility that Trump is a Russian asset? Everything he is doing makes complete sense if this is true. CNN, you and and your journalists need to grow a spine and start leaning into this possibility and stop talking around it. Come on. We don't have time for this pussy footing around.
Urges media outlets and journalists to investigate and publicly discuss Trump's alleged Russian connections, off-topic to immigration.
@sonjam8168
Mar 4, 2025
A rough road ahead...I support Canada and in 2 years we can dump drump/republicans. Honestly republicans have forsaken our country
A rough road ahead...I support Canada and in 2 years we can dump drump/republicans. Honestly republicans have forsaken our country
Commenter expresses support for Canada and urges action ('we can dump drump/republicans'), framing this as a future political goal.
@joE-i5w3j
Mar 4, 2025
While Canada was busy overachieving in that wild goose chase of fake requests, Trump was playing golf. Americans should hold a sit-in in Trump’s gold cart and demand for his resignation.
While Canada was busy overachieving in that wild goose chase of fake requests, Trump was playing golf. Americans should hold a sit-in in Trump’s gold cart and demand for his resignation.
Urges Americans to take action (sit-in) against Trump, with satirical tone about his golf habits and inaction.
@CantFeelmyf
Mar 4, 2025
Deport em all
Deport em all
Direct call for mass deportation, framed as urgent action against perceived threat.
evangraham6412
Jan 27, 2026
American here : Shutting off our power may be an act of war tho so don’t act out of anger. I think this is horrible but let’s not make matters worse! Just call end NEGOTIATE.
American here : Shutting off our power may be an act of war tho so don’t act out of anger. I think this is horrible but let’s not make matters worse! Just call end NEGOTIATE.
American commenter urging restraint and negotiation rather than escalatory action, framed as a moral imperative.
@noface4064
Mar 5, 2025
Please someone send them back, that’s not diversity
Please someone send them back, that’s not diversity
Plea for deportation framed as rejection of diversity, combining action request with identity-based critique.
The97Nevzat
Jan 27, 2026
European Union here, Czech Republic. We stay with us Canada, we stay with you! And let's bypass Trump's America with Mexico and the whole South America as our allies too. BTW the Arab league can …
European Union here, Czech Republic. We stay with us Canada, we stay with you! And let's bypass Trump's America with Mexico and the whole South America as our allies too. BTW the Arab league can be our friends too and many countries in Africa and Asia, South Africa and Australia as well. Let us not be dominated anymore, let us finally freely cooperate!
Czech commenter expressing international solidarity with Canada and calling for a coalition of nations to bypass US dominance.
@doma-f5y
Mar 4, 2025
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
Demands focus on solutions rather than blame, with accusatory question directed at voters.
donnalisinski3003
Sep 29, 2025
World Will stand behind Canada,, please turn the water off to the yanks,, please
World Will stand behind Canada,, please turn the water off to the yanks,, please
Expresses international support for Canada and urges a specific action (cutting water supply to the U.S.) as leverage in negotiations.
@stephenakien2514
Mar 4, 2025
AXE ALL TAX!!! Not just the tariffs! Axe ALL Carbon tax!!!
AXE ALL TAX!!! Not just the tariffs! Axe ALL Carbon tax!!!
Demands elimination of multiple taxes (tariffs and carbon tax), using emphatic language to urge policy change.
@Wild_Vegan_Child
Mar 4, 2025
Why don't they kick these scammers out of their country. Its being ruined
Why don't they kick these scammers out of their country. Its being ruined
Calls for removal of immigrants ('kick these scammers out') while expressing concern about national decline, combining action-oriented language with threat framing.
GG-trans
Jan 27, 2026
When are you going to do " Inside European's invaded Native American lands" ??????
When are you going to do
" Inside European's invaded Native American lands" ??????
Requests the creator produce content on European colonization while implicitly comparing it to current immigration narratives.
dothedata6722
Feb 27, 2026
If your american and you support this clown, please move to Canada, nobody's holding here. Pack up and leave.
If your american and you support this clown, please move to Canada, nobody's holding here. Pack up and leave.
Sarcastically urging Americans to leave Canada, framing immigration as unwelcome and using us-vs-them language.
@MrCtcharlie
Mar 4, 2025
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
Urges liberal voters to wake up and take action before Canada faces crisis, framing immigration as a political emergency requiring voter mobilization.
danlefebvre7563
Jan 27, 2026
Turn off the power. Take some serious steps.
Turn off the power. Take some serious steps.
Urging aggressive action (cutting power) as a response to the US situation.
Call to Action
0.76
@pattitai1834
Mar 4, 2025
As an european I hope Trump keeps fucking up till people rise up and toss him out.. maybe he will at least be avle yo get their lazy asses from the couch once in their …
As an european I hope Trump keeps fucking up till people rise up and toss him out.. maybe he will at least be avle yo get their lazy asses from the couch once in their life time.... Because US citizens- you made this happen, both by voting and not voting..
European commenter calling for public uprising against Trump while criticizing US citizens' political engagement.
@joons3374
Mar 4, 2025
Trump is a clown and doesn't represent what us real Americans value. IMPEACH HIM
Trump is a clown and doesn't represent what us real Americans value. IMPEACH HIM
Combines identity assertion ('real Americans') with explicit call to action (IMPEACH) against Trump.
@Spectrefox1313
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
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
Someone should do a split screen of Trump giving a speech vs any other world leader giving a speech. I don't know how any can vote for this orange buffoon.
Someone should do a split screen of Trump giving a speech vs any other world leader giving a speech. I don't know how any can vote for this orange buffoon.
Suggests a comparative visual demonstration while using sarcasm to discourage voting for a political figure.
@chrisl6496
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)