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
Thank you for making this video bro this crap has come too far
Thank you for making this video bro this crap has come too far
Thanking the creator for raising awareness and implying the situation has escalated too far, encouraging continued attention to the issue.
Nxman.G
Jan 29, 2026
Fight Canada ?? Fight! And this is from a New Yorker.
Fight Canada ?? Fight! And this is from a New Yorker.
Urges Canada to resist/fight while asserting American identity in support, combining exhortation with solidarity.
@yahyahussein425
Mar 4, 2025
Please save us from the tyranny of our government and these terrible people today.
Please save us from the tyranny of our government and these terrible people today.
Urges action ('save us') against government and immigrants framed as threats.
ExicuteGaming
Jan 29, 2026
Ditch the US, Europe and Asia will take your trade
Ditch the US, Europe and Asia will take your trade
Urges Canada to abandon US relations and pursue trade with Europe and Asia instead.
@MrKoolkyd
Mar 4, 2025
Canada should immediately switch off electricity and all gas and oil to America that will totally fuck them
Canada should immediately switch off electricity and all gas and oil to America that will totally fuck them
Proposes a retaliatory action against America with hyperbolic/sarcastic tone.
@debbiesott5159
Mar 4, 2025
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
Commenter urges others to do independent research rather than believe headlines, while asserting American superiority.
@matthaynes914
Mar 4, 2025
Trump, you listen !
Trump, you listen !
Direct address attempting to get Trump's attention, implying a demand for action or response.
Call to Action
0.75
@joeramos8404
Mar 4, 2025
shut your mouth and get it done
shut your mouth and get it done
Imperative command urging someone to take action ('get it done') without elaboration on the specific action.
Call to Action
0.75
@Anthony-h8p
Mar 4, 2025
Like my comment for no more satanic animal worshippers
Like my comment for no more satanic animal worshippers
Calls for engagement while making an unsubstantiated and inflammatory claim about immigrants using dehumanizing language.
matthudson1232
Sep 19, 2025
Go back home please and thank you.
Go back home please and thank you.
Direct demand for immigrants to leave the country, functioning as a call to action against immigration.
Call to Action
0.75
Pasta705
Sep 19, 2025
And yet, liberal government got elected for additional 4 years. Canada voted for this. No point to complain about it now.
And yet, liberal government got elected for additional 4 years. Canada voted for this. No point to complain about it now.
Implicitly calls for political accountability while asserting that Canadians voted for current policies and should accept consequences.
sHrG78
Sep 19, 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
@CNN — Have you got your head out of your A$$ or are you still simping for oligarchs? Do you serve democracy or your shareholders?
@CNN — Have you got your head out of your A$$ or are you still simping for oligarchs? Do you serve democracy or your shareholders?
Directly addresses CNN with rhetorical questions urging them to choose between democracy and corporate interests, functioning as a call to change behavior.
@SharonHeideWard
Mar 4, 2025
Well said..thank you I hope everyone is listening…..especially fox entertainment
Well said..thank you I hope everyone is listening…..especially fox entertainment
Commenter affirms the video's message and urges specific audiences (Fox viewers) to listen, functioning as a call to attention.
@JodyArchuleta
Mar 4, 2025
mass deportations are needed
mass deportations are needed
Advocates for mass deportations as a policy action, framed as a necessary response to perceived threat.
williammacdonald9905
Sep 27, 2025
Lets make new, strong and valuable bonds between Canada, Mexico and Europe to proove that we all stand for the same values compared to Donald who is obviously not sharing any of our values.
Lets make new, strong and valuable bonds between Canada, Mexico and Europe to proove that we all stand for the same values compared to Donald who is obviously not sharing any of our values.
Urges Canada to build alliances with Mexico and Europe based on shared values, contrasting with Trump's approach.
@Mazer328
Mar 5, 2025
Round em up let’s go get on it now
Round em up let’s go get on it now
Urgent directive to take action ('Round em up let's go') with implied threat/enforcement language.
@thanksgreenfield7365
Feb 22, 2026
Hey Canada you can Thank Trudeau , Carney , & their GANG of WEF morons that are destroying OUR country from within !!! Had ENOUGH yet Canada while WE still have a Canada !!!
Hey Canada you can Thank Trudeau , Carney , & their GANG of WEF morons that are destroying OUR country from within !!! Had ENOUGH yet Canada while WE still have a Canada !!!
Urges Canadians to act against government leadership, with unverified conspiracy claim about WEF involvement in country destruction.
bking9226
Sep 23, 2025
You should tell the world economic forum they same asshole
You should tell the world economic forum they same asshole
Urges the speaker to take action by addressing the World Economic Forum with criticism.
Call to Action
0.75
@kevinmacdonald3175
Mar 4, 2025
------> everyone that didn't vote liberal
------> everyone that didn't vote liberal
Appears to be directing blame at Liberal voters, implying they should be held accountable, with an us-vs-them framing.
lynsbin
Sep 10, 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)