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
DOUBLE IT IN 2026
DOUBLE IT IN 2026
Urges doubling immigration numbers by 2026, framed as a directive or demand for policy change.
Call to Action
0.70
courtney495
Jan 22, 2026
Tyler. read "EASY MEAT" book by Peter McLoughlin then do the final boss video... the rp gangs in UK. 1M victims.
Tyler. read "EASY MEAT" book by Peter McLoughlin then do the final boss video... the rp gangs in UK. 1M victims.
Urges the content creator to research and produce content on a specific book and topic, with potential misinformation about crime statistics.
removechan10298
Jan 27, 2026
close winniepeg next as well
close winniepeg next as well
Cryptic call to close Winnipeg (likely to immigration), though ambiguous phrasing reduces confidence.
Call to Action
0.70
gursharansinghsharan3373
Nov 21, 2025
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On …
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On the big stage we don’t look good as Americans. We’re too busy fighting each other.
Combines personal observation about American misinformation with urgent call to wake up and unite the country.
@2011d3stiny
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
bring ICE to surrey
bring ICE to surrey
Calls for ICE (immigration enforcement) deployment to Surrey, implying urgent security threat requiring action.
yeon723
Feb 18, 2026
Good, Ontario next.
Good, Ontario next.
Brief statement expressing approval of Quebec's policy and implying similar action should follow in Ontario.
Call to Action
0.70
BananaRepublicann
Nov 21, 2025
Maybe you should freeze everybody's account
Maybe you should freeze everybody's account
Sarcastically urges action (freezing accounts) in response to government policy, though the intent is unclear.
Call to Action
0.70
@firstsiding
Mar 4, 2025
Who gave them permission to drive He should be fired
Who gave them permission to drive He should be fired
Demands punitive action (firing) against an individual, implying they should not have been permitted to work.
AlexisGroupHealth-y5o
Feb 7, 2026
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
is the 77 million people still trust him? Lets make America singe again.
is the 77 million people still trust him? Lets make America singe again.
Questions public trust in a leader and calls for political change ('Make America singe again'), framed as a rallying statement.
@mayfirst318
Mar 4, 2025
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
ICE baby ICE in Canada is necessary!!
ICE baby ICE in Canada is necessary!!
Cryptic call for 'ICE in Canada' (likely referencing immigration enforcement), urging action on immigration control.
Call to Action
0.70
MamaGenliftsheavy
Dec 2, 2025
#SAVECANADA #SAVEEUROPE
#SAVECANADA #SAVEEUROPE
Hashtag-based call to 'save' Canada and Europe, implying existential threat and mobilizing action.
copeloww
Oct 5, 2025
Talk Trudeau!
Talk Trudeau!
Brief exhortation to 'Talk Trudeau,' likely urging discussion or action regarding the Prime Minister.
Call to Action
0.70
@deborahzellner4848
Mar 4, 2025
These countries should tariff red states only…
These countries should tariff red states only…
Proposes a specific policy action (targeted tariffs) as a response to political divisions.
Call to Action
0.70
@briang2566
Mar 4, 2025
MAGA voters, how much longer do you need to see that you voted stupid person?
MAGA voters, how much longer do you need to see that you voted stupid person?
Rhetorically urges MAGA voters to recognize their voting mistake, implicitly calling for reconsideration of political choices.
@toncek6365
Mar 4, 2025
Canada needs ICE
Canada needs ICE
Brief statement advocating for ICE (Immigration and Customs Enforcement), suggesting support for stricter immigration enforcement.
MayWeRemainFriendForever
Jan 27, 2026
TRUMP IS WRONG DON'T TAKE OVER CANADA ?? ?
TRUMP IS WRONG DON'T TAKE OVER CANADA ?? ?
Directly opposes Trump's potential takeover of Canada with emphatic rejection, framing it as a call against a perceived threat to Canadian sovereignty.
@JoeyJerow
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)