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
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
Self-promotion attempting to recruit video creators to contact the commenter for expertise on immigration scams.
SpencerGatten
Jan 27, 2026
Trump is the Enemy within! Our only Hope is Vigilantes taking him out!
Trump is the Enemy within! Our only Hope is Vigilantes taking him out!
Frames Trump as an existential threat and implicitly calls for vigilante action, mixing fear-based rhetoric with advocacy.
@Solitarywtch
Mar 4, 2025
Just them out !!!!!!
Just them out !!!!!!
Fragmented demand to remove immigrants ('Just them out'), functioning as a direct call to action despite unclear grammar.
Call to Action
0.70
padimills1494
Apr 15, 2025
Just about time👍🏻
Just about time👍🏻
The thumbs-up emoji and 'about time' suggest approval and implicit support for action on immigration policy.
Call to Action
0.70
MARIPILIPM
Apr 17, 2025
Sorry I mean resign again\nAgneta with friends in EU sweden
Sorry I mean resign again\nAgneta with friends in EU sweden
Fragmented comment calling for resignation while referencing EU connections, appears to be policy critique with action demand.
@Agnetha-z2d
Mar 4, 2025
You should investigate the Canadian gun grab as it is very corrupt
You should investigate the Canadian gun grab as it is very corrupt
Requests the video creator investigate a different policy issue (gun control), attempting to redirect the channel's focus.
Gamersguilty234-tw7vv
Jan 27, 2026
Sell your gas and oil to Europe in euros and leave the Donald to suck wind.
Sell your gas and oil to Europe in euros and leave the Donald to suck wind.
Urges Canada to take specific economic action (sell gas/oil to Europe) independent from US.
Call to Action
0.70
@Barnetbobby
Mar 4, 2025
Trump for prison
Trump for prison
Expresses a demand for action (imprisonment) against a political figure, functioning as a call to action despite its brevity.
Call to Action
0.70
@JohnSmith-pg9ns
Mar 4, 2025
Who cares . Don't care. No need to prepare. A lot of beautiful places in Canada for visiting.
Who cares . Don't care. No need to prepare.
A lot of beautiful places in Canada for visiting.
Dismisses the topic and recommends visiting Canadian destinations instead as an alternative.
Call to Action
0.70
DuaLiu-cu2wc
Dec 10, 2025
Someone i know didn't vote for Harris because she said Harris scared her..wonder how she feels now!
Someone i know didn't vote for Harris because she said Harris scared her..wonder how she feels now!
Implicitly urges reflection on voting choices and their consequences, with a subtle call to reconsider political decisions.
Call to Action
0.70
@craftyladies7777
Mar 4, 2025
Just don’t go..screw them.
Just don’t go..screw them.
Urges others not to visit/go somewhere, functioning as a negative recommendation or discouragement.
Call to Action
0.70
alexsubotich2652
Dec 10, 2025
We wouldn't have any other option lmfao Now that's Haram .....Get them out Canada
We wouldn't have any other option lmfao Now that's Haram .....Get them out Canada
Calls for removal of immigrants using sarcasm and religious reference ('Haram'), mixing humor with explicit expulsion demand.
jayalfonso7445
Aug 29, 2025
Maybe Trudeau should make himself available to be the next UN Secretary General.
Maybe Trudeau should make himself available to be the next UN Secretary General.
Suggests Trudeau pursue a specific political position, implicitly urging a course of action.
Call to Action
0.70
@ulricgordon8586
Mar 4, 2025
Dump America and export, import from EU ))). If nothing lse, they need all the oil you can supply. )))
Dump America and export, import from EU ))). If nothing lse, they need all the oil you can supply. )))
Urges Canada to redirect trade away from US toward EU, framed as economic strategy.
@arnejorgensen4788
Mar 4, 2025
Timothy Hoth 2028
Timothy Hoth 2028
Brief statement appearing to encourage support for Timothy Hoth as a political candidate in 2028.
Call to Action
0.70
@TimothyHoth
Mar 4, 2025
You have to investigat the driver inc epidemic and all the dead related to it….
You have to investigat the driver inc epidemic and all the dead related to it….
Urges investigation into a specific epidemic and related deaths, combining a request for action with implicit concern about a public health threat.
atary099
Jan 27, 2026
Shut up Trudeau
Shut up Trudeau
Dismissive command directed at a political figure, implicitly calling for silence or removal from office.
@desperadopharaoh2361
Mar 4, 2025
Maybe this will help the Dems grow a spine finally.
Maybe this will help the Dems grow a spine finally.
Urging Democrats to take stronger action, implicitly calling for political response to the situation.
@gue3445
Mar 4, 2025
DO YOU HEAR REPUBTARDS????\nYOUR GOVERNMENT HAS CHOSEN THIS. YOUR STUPID PIGFACED TRUMP
DO YOU HEAR REPUBTARDS????\nYOUR GOVERNMENT HAS CHOSEN THIS. YOUR STUPID PIGFACED TRUMP
Aggressive call directed at Republicans/Trump supporters using inflammatory language and sarcasm to urge political awareness or action.
@MatthewSinclair-uh8sq
Mar 4, 2025
Just dont go and travel within Canada.
Just dont go and travel within Canada.
Advises others not to travel within Canada, functioning as a recommendation/warning to others.
Call to Action
0.68
everydayfun9531
Dec 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)