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
Search & Filter
Call to Action
2,768 comments
Canada needs to get together with EU, Mexico, UK, Australia, Japan, etc. to prevent depression. Together we can manage through these dark times. EU countries will buy ALL of the oil, gas and minerals that …
Canada needs to get together with EU, Mexico, UK, Australia, Japan, etc. to prevent depression. Together we can manage through these dark times. EU countries will buy ALL of the oil, gas and minerals that Canada can sell. Europe is energy and resource hungry.
Urges Canada to form alliances with other nations and leverage resources, framing this as a strategic response to current challenges.
@DropB
Mar 4, 2025
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Urges Indian immigrants to take specific action (support homeless) to correct their perceived perspective.
Daddy-6ru
Sep 20, 2025
Do what you need to do! don’t be bullied by these mobsters who are in the White House!
Do what you need to do! don’t be bullied by these mobsters who are in the White House!
Urges Canadian leadership to resist external pressure and stand firm, framed as encouragement against intimidation.
@salvadorcervantes-l3z
Mar 4, 2025
this is a heads up stop depending on the us for everything
this is a heads up stop depending on the us for everything
Urging Canadians to reduce dependence on the US, framed as strategic advice.
@elrapidoo1
Mar 4, 2025
Can you please go to Gambia and do a documentary on illegal Chinese criminals and white pedos.
Can you please go to Gambia and do a documentary on illegal Chinese criminals and white pedos.
Requests the content creator produce a documentary on a different topic, urging a specific action.
Call to Action
0.78
Njoofene
Jan 27, 2026
Don’t worry about us mind your own country ? you fckng acted too late ?
Don’t worry about us mind your own country ? you fckng acted too late ?
Dismissive directive telling the US to focus on itself, with implied call for Canadian self-determination.
@Rvn1234
Mar 4, 2025
That is what Trump has been warning us about. Time to act.
That is what Trump has been warning us about. Time to act.
References Trump's immigration warnings and urges action, framing Canada's situation through comparative international lens.
frankspragg5588
Feb 18, 2026
You, as Americans, have to remove Trump and his cronies from office. He is destroying your country. He is CRAZY! He is a threat to world security.
You, as Americans, have to remove Trump and his cronies from office. He is destroying your country. He is CRAZY! He is a threat to world security.
Urges Americans to remove Trump from office while expressing fear about his threat to global security.
@adppositiveapproachtocare45
Mar 4, 2025
I AM ???? and we are Resisting this attack on our economy & sovereignty. ELBOWS UP!
I AM ???? and we are Resisting this attack on our economy & sovereignty. ELBOWS UP!
Declares national identity and calls for collective resistance against economic/sovereignty threats with rallying language.
@peterfedun-sk3jt
Mar 4, 2025
Anyone who watched the entire program seen how out of touch tom mulcare was you would have to be an absolute nut job to vote ndp
Anyone who watched the entire program seen how out of touch tom mulcare was you would have to be an absolute nut job to vote ndp
Discourages voting for NDP based on perceived incompetence of a political figure shown in the video.
shannonpetryshyn183
Feb 24, 2026
This guy still in power ? Come on Canada be better !
This guy still in power ? Come on Canada be better !
Urges Canada to remove Trudeau from power; combines criticism with implicit call for political action.
@Hurricanevegas
Mar 4, 2025
stand up! reject the peculiar!
stand up! reject the peculiar!
Urges others to take action ('stand up') and reject something described as unusual or unacceptable.
Call to Action
0.78
@maryannspanagel5477
Mar 4, 2025
President Trump and you need to work it all out. As far as blanket tariffs go, I do agree that your goods and services, including tariffs should be mutually broken down to create benefits for …
President Trump and you need to work it all out. As far as blanket tariffs go, I do agree that your goods and services, including tariffs should be mutually broken down to create benefits for all. Part of my lineage is from Quebec, and here USA. We all need to help each other. Laser focus to arrest and put in prison all drug terrorists should be everyone's focus. The wars elsewhere are sidetracking the two of you from standing side by side with one another, as you mention you usually do. Two friends, two parallel united goals, yet I do agree, again, that you said an enemy would rather divide you two than to see you both Triumph over evil! So PM Trudeau, get on the phone with President Donald, and the two of you tackle it out, include a .PPT write-up with solutions that both of you know is good overall, both instant, immediate and longer term. May God's Holy Hands be upon you and surround you, with the love of my Savior, Christ Jesus! Thank you! I love you all.
Urges Trudeau and Trump to negotiate and cooperate, with appeals to shared values and unity.
@GoldieAnne-x8r
Mar 4, 2025
You're stepping down in a year queenie! 2 of 3 territories want to become the 51 State you lying grifter! You will lose!
You're stepping down in a year queenie! 2 of 3 territories want to become the 51 State you lying grifter! You will lose!
Urges political action against Trudeau ('You will lose') while making unverified claims about territorial secession, framed as a rallying statement.
@johnpyle8027
Mar 4, 2025
Deport!!!!’
Deport!!!!’
Minimal statement urging deportation, functioning as a direct call for removal action against immigrants.
Jepayepasurssaf
Feb 18, 2026
The solution is source your imports else where. Stop buying U.S. goods. Don't punish Canadians.
The solution is source your imports else where. Stop buying U.S. goods. Don't punish Canadians.
Urges Canadians to take specific economic action (boycott US goods) as a solution to policy concerns.
@Brians_view
Mar 4, 2025
Unless there's mass public protests and congress accountability America will continue to slide into authoritarianism.
Unless there's mass public protests and congress accountability America will continue to slide into authoritarianism.
Urges public protests and congressional accountability to prevent authoritarianism, framed as a threat to democracy.
@ethancoster1324
Mar 4, 2025
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Urges Canadians to take action with vague moral framing about removing 'evil' and 'wicked ways,' combining exhortation with ethical language.
Bullllllllllllllll
Aug 26, 2025
Canada has two modes , I'm sorry. and your about to be sorry Donald love to the American people Take back your country protest loud come together show the world what democracy is
Canada has two modes , I'm sorry. and your about to be sorry Donald love to the American people Take back your country protest loud come together show the world what democracy is
Urges Americans to protest and unite to demonstrate democracy, with supportive framing toward Canada.
@asteri63
Mar 4, 2025
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
Encourages continued investigation and frames immigration as an ethnic 'problem' requiring attention.
Justin_Smith1
Jan 28, 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)