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
I hope POTUS hears this.
I hope POTUS hears this.
Implicitly urges the US President to listen to the message, suggesting action or attention from political leadership.
Call to Action
0.70
@patmiller-garner6881
Mar 4, 2025
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
😭 what is wrong with some Canadians ? wake up.
I think it's time to let the young people vote and the old people should sit it out, no offense.
Urges generational change in voting patterns while expressing concern about national direction, with implicit identity-based framing.
Alleykat1313
Feb 17, 2026
Trump needs to be removed
Trump needs to be removed
Urges removal of a political figure, though off-topic to Canadian immigration discourse.
Call to Action
0.70
@Matt-qu5rt
Mar 4, 2025
Would like you to do what Nick Shirley did in Minnesota. There seem to be an abnormal number of Somalian Family Center in Ontario. This province is known to be a sanctuary province for migrants... …
Would like you to do what Nick Shirley did in Minnesota. There seem to be an abnormal number of Somalian Family Center in Ontario. This province is known to be a sanctuary province for migrants... would a little investigation show fraud there too?!
Requests investigation into alleged fraud at Somali community centers in Ontario, implying suspicious activity without evidence.
fredpil
Feb 17, 2026
Cut power now
Cut power now
Cryptic directive urging immediate action ('Cut power now'), though context is unclear.
Call to Action
0.70
@jonaslorentsen8986
Mar 4, 2025
Expand to the entire country.
Expand to the entire country.
Brief directive to expand a policy (likely immigration restrictions) nationwide.
Call to Action
0.70
Justaperson717
Nov 21, 2025
Send this to the Donald war with Canada is going to happen.
Send this to the Donald war with Canada is going to happen.
Appears to reference a political figure and suggests escalation to conflict, combining alarmism with a call to action.
jimplimkin4026
Jan 28, 2026
Canada sell your products to others countries. Stop complaining and do something about it.
Canada sell your products to others countries. Stop complaining and do something about it.
Urges Canada to take action (sell to other countries, stop complaining) rather than accept current policy approach.
@JimC-c1e
Mar 4, 2025
@tyleroliveria now go to brooks Alberta. Trust me. Look into it .
@tyleroliveria now go to brooks Alberta. Trust me. Look into it .
Directs someone to investigate a specific location, implying a call to examine immigration-related issues there.
Stevejoesofficial
Jan 27, 2026
You should talk war criminal Netanyahu and Israel
You should talk war criminal Netanyahu and Israel
Directs the video creator to address Netanyahu and Israel, urging coverage of alleged war crimes.
@MzShak
Mar 4, 2025
You better wakeup Canada..
You better wakeup Canada..
Urges Canadians to become aware/vigilant about immigration issues, implying underlying threat or danger.
CharlesHD-w9i
Jan 29, 2026
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
Somebody track down that gringo on the bike
Somebody track down that gringo on the bike
Appears to urge tracking/targeting of an individual, though context is unclear and may be meta-commentary.
Call to Action
0.70
Prettypinkunicorn_14
Jan 29, 2026
Join EU. It will work. ECU
Join EU. It will work. ECU
Urges Canada to join the EU, comparing Canada's situation to European integration as a solution.
@Hebhansen
Mar 4, 2025
No more lays no more coke no more god damn American smoke
No more lays no more coke no more god damn American smoke
Calls for boycott of American consumer products with emphatic, crude language; combines protest sentiment with sarcastic tone.
@traveler7137
Mar 4, 2025
Close all bases in Australia.
Close all bases in Australia.
A directive statement calling for closure of military bases in Australia, though context is unclear.
Call to Action
0.70
@jasonburns3187
Mar 4, 2025
Don't negotiate with terrorists....walk away from america
Don't negotiate with terrorists....walk away from america
Urges Canada to withdraw from negotiations and distance itself from the US, framed as comparative positioning.
claudeducharme007
Jan 3, 2026
not all US citizens, just trump and his minions sheep and lambs...we encourage you to stay strong, trump will be removed by force in due time
not all US citizens, just trump and his minions sheep and lambs...we encourage you to stay strong, trump will be removed by force in due time
Urges resistance against Trump supporters and calls for his removal, framed as moral imperative.
@LINHLAM-v6n
Mar 4, 2025
no more mr nice guy
no more mr nice guy
Cryptic exhortation to abandon diplomatic restraint and take aggressive action, framed as national assertion.
@ryuliu-v8q
Mar 5, 2025
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
Calls for unity and arrest of named political figures, combining vague populist messaging with unsubstantiated accusations.
@RicoMartin-x4y
Feb 20, 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)