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
Well said from the UK ???????? Time to move on without them if that’s the way they are going
Well said from the UK ???????? Time to move on without them if that’s the way they are going
Urges moving forward without the US while expressing national solidarity, combining identity assertion with action-oriented language.
@sentinel8617
Mar 4, 2025
Bike guy is unbelievably based.
Bike guy is unbelievably based.
Calls for independent journalists to investigate LMIA (Labour Market Impact Assessment) fraud, urging exposure of alleged scams in immigration policy.
AllHopeIsLost1134
Jan 27, 2026
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
Canada needs Pierre Poilievre more than ever now.
Canada needs Pierre Poilievre more than ever now.
Advocates for a specific political figure (Pierre Poilievre) as a solution, framing it as a national need.
@riderofthewhitehorse8879
Mar 5, 2025
Trump should maybe rethink things with Canada...
Trump should maybe rethink things with Canada...
Urges Trump to reconsider his approach toward Canada, implying a need for policy change or diplomatic adjustment.
@ajoseph7666
Mar 4, 2025
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Calls for replacing current politicians with an alternative leader, combining political critique with a demand for action.
robd003
Jan 27, 2026
Our government in the US is embarrassing. Americans need to rise up.
Our government in the US is embarrassing. Americans need to rise up.
US commenter urging Americans to take action against their government.
@kathyhayden3653
Mar 4, 2025
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Urges Canada to implement counter-tariffs while expressing fear about US governance and making inflammatory claims about Russia and Nazism.
@faye4849
Mar 4, 2025
purge then all
purge then all
Vague call to remove or eliminate immigrants, expressing extremist sentiment with minimal elaboration.
ynachoi5072
Sep 30, 2025
@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
How about a rule that requires a by-election every time a MP quits their party to verify their constituents’ choice?
How about a rule that requires a by-election every time a MP quits their party to verify their constituents’ choice?
Proposes a specific democratic reform (by-elections when MPs change parties) framed as a rhetorical question.
chrisabc123
Jan 4, 2026
Its mass deportation time ...
Its mass deportation time ...
Advocates for mass deportation as a policy action, framed as an urgent imperative.
CanadianConservativeGuy
Oct 7, 2025
We should all of us around the world , Canada Mexico Eu China ect boycott all together USA at once Till the Tangerine Tyran felt humiliated as Zelinsky was On that day , and please …
We should all of us around the world , Canada Mexico Eu China ect boycott all together USA at once Till the Tangerine Tyran felt humiliated as Zelinsky was On that day , and please You MAGA fashists keep Your red stupid caps when you cross your border , We will treat you as you deserve as Trump treat the rest of the World , And for the others Artists , Humanists numerous good Americans come to EU or Canada whe have free healtcare that works way better that in Us , good food , culture and cool unarmed peaple to hang with . Your welcome and we know how terrible is fashisme America Rebel You !!!
Calls for international boycott of USA and invites Americans to emigrate to Canada/EU, comparing systems and expressing anti-Trump sentiment.
@gorkaparaiso4232
Mar 4, 2025
1000% tariffs on Tesla!
1000% tariffs on Tesla!
Advocates for extreme tariff action against Tesla as a specific policy response, combining economic argument with call to action.
@bradmacoz
Mar 4, 2025
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home.
This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
Demands mass deportation of student visa holders and makes unsubstantiated claims about cash work and ethnic favoritism.
samlsd9711
Sep 29, 2025
Trudeau just needs to call an election
Trudeau just needs to call an election
Urges Trudeau to call an election as a specific political action.
Call to Action
0.75
@oliverclosehoff8036
Mar 4, 2025
Trumps gotta go! Pray him out!
Trumps gotta go! Pray him out!
Calls for Trump's removal through prayer, combining religious moral appeal with political action.
@lauriequet3142
Mar 4, 2025
He needs to do the same in Texas.
He needs to do the same in Texas.
Urges a political figure to take action in another jurisdiction, implying policy change.
Call to Action
0.75
DrGamingDude
Jan 27, 2026
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
Expresses intent to mobilize against a political figure and asserts national identity/legitimacy through 'NOT OUR PRESIDENT' framing.
@homemoviesandotherstuff3419
Mar 4, 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
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)