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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Policy Critique
5,980 comments
justin trudo messed us up
justin trudo messed us up
Blames Prime Minister Trudeau for negative outcomes related to immigration policy.
Policy Critique
0.70
itacolton
Feb 19, 2026
American people voted for Trump to lead America, not Putin..
American people voted for Trump to lead America, not Putin..
Defends democratic legitimacy of electoral choice while implying concern about foreign influence, mixing civic argument with unsubstantiated suggestion.
@nikolaykatsarov4084
Mar 4, 2025
un mot TRUDEAU
un mot TRUDEAU
Single-word criticism blaming Prime Minister Trudeau for immigration policy, though minimal context provided.
Policy Critique
0.70
Hugo-rq2wo
Oct 22, 2025
Saying Mrs. Donald Musk is smart ?? he’s the biggest OLD psychotic senile dumbass puppet!!
Saying Mrs. Donald Musk is smart ?? he’s the biggest OLD psychotic senile dumbass puppet!!
Uses hyperbolic insults and sarcasm to criticize Trump/Musk, employing humor to express political disapproval.
@sylvias9659
Mar 4, 2025
100% Tarriffs on Tesla. Great option!
100% Tarriffs on Tesla. Great option!
Sarcastically critiques a proposed tariff policy on Tesla, though the tone suggests irony rather than genuine support.
Policy Critique
0.70
@MarkH-4
Mar 4, 2025
Rob Ford is doing it right, he's cut the US off from anything in Ontario. We should shut our border in it's entirety, we can sell our stuff anywhere.
Rob Ford is doing it right, he's cut the US off from anything in Ontario. We should shut our border in it's entirety, we can sell our stuff anywhere.
Advocates for border closure and economic isolationism as policy positions, framed as a response to perceived threats.
@LtJackboot
Mar 4, 2025
HA! The state of Canada needs to chill. That governor is a joke ?
HA! The state of Canada needs to chill. That governor is a joke ?
Dismissive criticism of Canadian leadership using sarcasm and mockery.
@gmeister03
Mar 4, 2025
This guy sucks. He do want I now what Americans want. We are tried of our first 3 day a of the work week goes to other countries who are now acting like brats
This guy sucks. He do want I now what Americans want. We are tried of our first 3 day a of the work week goes to other countries who are now acting like brats
Criticizes the president for not representing American interests and complains about resource allocation to other countries.
@thewalruswaspaul1966
Mar 4, 2025
Disgraceful corruption in out face
Disgraceful corruption in out face
Expresses outrage at perceived corruption in government, critiquing institutional integrity.
Policy Critique
0.70
ajaylad8168
Oct 22, 2025
Now its 80 to 20 temporary to citizen
Now its 80 to 20 temporary to citizen
Brief statement about the ratio of temporary to permanent residents, implying criticism of immigration policy proportions.
Policy Critique
0.70
AB-tg1fd
Feb 19, 2026
Trudeau isn't dumb in stating this bluntly to 'Donald'. Trump needs to get the message (esp. by mass protest from his hopefully former American voters/supporters) just how dumb these US tariffs really are - how …
Trudeau isn't dumb in stating this bluntly to 'Donald'. Trump needs to get the message (esp. by mass protest from his hopefully former American voters/supporters) just how dumb these US tariffs really are - how they'll cause inflation and stock market collapse the world over. And Trump's aligning himself with the US's manipulative, deceitful enemy Russia is because Trump has been laundering Russian Oligarch's money for decades (from forced prostitution and enslavement, drugs, and small arms sales to terrorists) to finance his real estate empire, ever since his 6 bankruptcies made him a bad risk for US lenders.
Critiques Trump's tariff policy and calls for mass protest, but includes unverified claims about Trump laundering Russian oligarch money without evidence.
@kiYAKER741
Mar 4, 2025
Yes treudo fight for your citizens...like you did for the truck drivers...
Yes treudo fight for your citizens...like you did for the truck drivers...
Encourages Trudeau to fight for citizens while sarcastically referencing past policy decisions (truck drivers), critiquing government action.
Policy Critique
0.70
@10ofcups76
Mar 4, 2025
Justin, I don't believe you said he's smart. Are you freaking kidding me? You lost me there ,wow !!! An infant is smarter than him by far ?????????????
Justin, I don't believe you said he's smart. Are you freaking kidding me? You lost me there ,wow !!! An infant is smarter than him by far ?????????????
Criticism of Trudeau's judgment and credibility regarding another leader, expressing disagreement with his assessment.
Policy Critique
0.70
@lilymbbrown2596
Mar 4, 2025
Fentanyl wasn’t the only issue. Other issue is matching the Tariffs we already and have been receiving from Canada. CNN and other legacy media outlets need to ask these countries if they’ve offered to eliminate …
Fentanyl wasn’t the only issue. Other issue is matching the Tariffs we already and have been receiving from Canada. CNN and other legacy media outlets need to ask these countries if they’ve offered to eliminate there Tariffs and any debt accrued from Tariffs.
Critiques media coverage and government policy on tariffs, with comparative reference to Canada's tariff practices.
@FelipeWinslett
Mar 4, 2025
This is Trump's BS!!!
This is Trump's BS!!!
Dismissive criticism of Trump's policies or statements, though vague and emotionally charged rather than substantive.
Policy Critique
0.70
@garlandcooper3470
Mar 4, 2025
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking …
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking about the young generations that ha e just started living. \n\nI believe that Trump is in with Putttin to give him classified information, knowing that he will not get away with his criminal charges so he can deflect to Russia where these is no Expedition treaty. TRUMP IS A TRADER!!!!\n\n\n Canadians are very nice people, until it's time not to be nice and that time is now.
Critiques Trump's trade war justification and foreign policy while making unverified claims about fentanyl statistics and Trump-Putin conspiracy, with moral condemnation.
@junebohnet7752
Mar 4, 2025
Great speech, Trump is a moron
Great speech, Trump is a moron
Dismissive criticism of a political figure, though brief and lacking substantive policy analysis.
Policy Critique
0.70
@johnshoden5199
Mar 4, 2025
and gen z continues to vote for this... giving their jobs away..lol so they can live with their parents forever
and gen z continues to vote for this... giving their jobs away..lol so they can live with their parents forever
Criticism of Gen Z voting choices enabling job loss through immigration policy, delivered with sarcastic tone.
dano7802
Sep 23, 2025
Wow what fuck what is Donald Trump doing
Wow what fuck what is Donald Trump doing
Expresses shock and disapproval at Trump's actions, though vague in specific policy critique.
Policy Critique
0.70
@PatriciaMoran-b3i
Mar 4, 2025
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
Critique of Trump's foreign policy priorities, arguing he should focus on enemies rather than allies.
Policy Critique
0.70
@emmanuelappiah7849
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)