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
CANADAN, MEXICO, EUROPA UNITE AND FIGHT FOR ARE RIGHT.
CANADAN, MEXICO, EUROPA UNITE AND FIGHT FOR ARE RIGHT.
Urges Canada, Mexico, and Europe to unite and collectively assert their rights against external pressure.
@chatman315
Mar 4, 2025
Hey Canada, Europe here. Let's found our own thing. Are you in?
Hey Canada, Europe here. Let's found our own thing. Are you in?
Proposes forming a separate alliance ('Let's found our own thing') and solicits Canada's participation.
@morgengold
Mar 4, 2025
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Urges exposure of government as 'scumbags' while framing immigration policy as destructive, implicitly calling for political action.
robertalvorson8410
Jan 29, 2026
Bike guy for pm
Bike guy for pm
Endorsement calling for a specific person ('Bike guy') to become Prime Minister, urging political support.
Call to Action
0.75
Pinto-w8h
Jan 29, 2026
Now do a "investigative journalism" on whyte invasi()n in Canada and where are the original Canadians .
Now do a "investigative journalism" on whyte invasi()n in Canada and where are the original Canadians .
Sarcastically calls for investigative journalism on European immigration while asserting indigenous identity claims.
Dev-qs2yb
Jan 27, 2026
People in Canada need to wake up and find themselves a Trump
People in Canada need to wake up and find themselves a Trump
Urges Canadians to adopt Trump-like leadership while asserting national identity and political direction.
@Bob-bb3ur
Mar 4, 2025
Canada needs make the USA hurt, cut off the energy!
Canada needs make the USA hurt, cut off the energy!
Urges Canada to use energy exports as economic leverage in trade conflict with the USA.
@photoboy1986
Mar 4, 2025
Freedom loving Americans need to get ready for a long struggle too.
Freedom loving Americans need to get ready for a long struggle too.
Calls for Americans to prepare for struggle, framing it as a collective action or resistance movement.
@josephhillstrom8503
Mar 4, 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
you should stay out of this country, fraud ass reporter
you should stay out of this country, fraud ass reporter
Directs someone to leave the country while making a derogatory accusation, combining exclusionary framing with a demand for action.
Schizoposter5000
Jan 29, 2026
Canada should hit Trump real hard with their natural resource.
Canada should hit Trump real hard with their natural resource.
Urges Canada to use natural resources as leverage against Trump, combining economic leverage with action advocacy.
@PatriciaMachado-jr5xi
Mar 4, 2025
YEEEESSSSSSSSS!!!!\nNow that is a president you can rally behind!\nYou made your bed.... now crumble in it!\nAnd let it be clear... this happened because of the greed of american individuals and your failing government.
YEEEESSSSSSSSS!!!!\nNow that is a president you can rally behind!\nYou made your bed.... now crumble in it!\nAnd let it be clear... this happened because of the greed of american individuals and your failing government.
Commenter expresses strong support for a political figure and frames the situation as a moral reckoning ('made your bed'), with implicit calls for accountability.
@jairzinhokowsoleea9805
Mar 4, 2025
Get organised..get fit..learn hand to hand combat..obtain the tools needed..educate others..Embrace your Faith and Heritage!
Get organised..get fit..learn hand to hand combat..obtain the tools needed..educate others..Embrace your Faith and Heritage!
Urges readers to organize, prepare, and mobilize around faith and heritage, functioning as a call to collective action with nationalist undertones.
MurmanCreighton
Mar 1, 2026
Good now do international students who graduated from diploma mills
Good now do international students who graduated from diploma mills
Urges action on a related policy issue (international students from diploma mills), extending the critique to another category.
KDCO92
Feb 2, 2026
It has to change. These are issues that can be addresses right away.
It has to change. These are issues that can be addresses right away.
Urges immediate policy change while implying specific issues need addressing, combining critique with a call for action.
isabelgomes7246
Feb 27, 2026
This is why happened when you vote for a fool . Trump is a joke he is not smart man he loves Russian go live with puttin you and your family!!
This is why happened when you vote for a fool . Trump is a joke he is not smart man he loves Russian go live with puttin you and your family!!
Criticizes voters for electing Trump and uses harsh language to urge him to leave, combining moral judgment with political action.
@stephaniebrownlee4825
Mar 4, 2025
Maybe Trump should watch this video of Tom Brokaw explaining Canada to Americans:\n\nhttps://youtu.be/lrA4V6YF6SA?si=1B3erN9roOQLBKnh
Maybe Trump should watch this video of Tom Brokaw explaining Canada to Americans:\n\nhttps://youtu.be/lrA4V6YF6SA?si=1B3erN9roOQLBKnh
Suggests Trump should educate himself by watching a video comparing Canada and America.
@andrewarnoldin
Mar 4, 2025
Trudeau has a big mouth and soon Trump is going to close it i hope Trump takes over Canada and puts Trudeau in prison or what ever he sees fit for Trudeau
Trudeau has a big mouth and soon Trump is going to close it i hope Trump takes over Canada and puts Trudeau in prison or what ever he sees fit for Trudeau
Expresses hope that Trump will intervene in Canada and punish Trudeau, implicitly calling for external political intervention.
@DarrelHolmgren
Mar 4, 2025
Put 100 percent tariff on hydro that goes into Minnesota..New York state Vermont etc
Put 100 percent tariff on hydro that goes into Minnesota..New York state Vermont etc
Urges specific tariff policy action on Canadian hydroelectric exports to US states.
@byronhall391
Mar 4, 2025
Can you check out the drug problem in st catharines lol
Can you check out the drug problem in st catharines lol
Requests the content creator address a different local issue (drug problem), implicitly asking them to shift focus.
BananaBoy_420
Feb 8, 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)