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
Policy Critique
5,980 comments
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Criticism of Canada's past compliance with US extradition request (Meng Wanzhou case), framing it as unjust policy.
@hopcybergod
Mar 4, 2025
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Criticizes a political leader's fitness for office and calls for investigation, combining policy critique with a demand for action.
@ERumbeador
Mar 4, 2025
Aligning with Putin? Lord this guy is such a bullshitting clown.
Aligning with Putin? Lord this guy is such a bullshitting clown.
Dismisses the speaker as dishonest regarding alignment with Putin, combining personal attack with policy disagreement.
@Matthew36959
Mar 4, 2025
She answers questions to the best of her abilities just like Garry when Andrew Lawton was asking questions The incompetence is beyond belief
She answers questions to the best of her abilities just like Garry when Andrew Lawton was asking questions
The incompetence is beyond belief
Criticizes the competence of officials answering questions, framing it as systemic incompetence in policy implementation.
dougramsey9554
Feb 27, 2026
This bih at the WH is DELUSUONAL
This bih at the WH is DELUSUONAL
Critical characterization of a White House official's judgment or competence, framed as delusional.
Policy Critique
0.75
@abundance1232
Mar 4, 2025
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Criticizes Trudeau's governance as authoritarian while making vague accusations about past actions.
@inadiles8981
Mar 4, 2025
The economic and political state of India hasn't really changed... WTF is this guy on?! 4th largest economy in the world BTW.
The economic and political state of India hasn't really changed...
WTF is this guy on?!
4th largest economy in the world BTW.
Challenges a claim made in the video about India's economic state with factual counter-evidence, expressing skepticism about the speaker's argument.
AshvathBhardwaj
Jan 27, 2026
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
not our gov't, our people voted for this, he missed that part
not our gov't, our people voted for this, he missed that part
Points out that the government reflects the people's democratic choice, critiquing the framing of the issue.
Policy Critique
0.75
@bassethoundguy3545
Mar 4, 2025
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
Critiques government policy decisions as imposed without public consent.
Policy Critique
0.75
@Naniamania3
Mar 4, 2025
Apparently, India's foreign affairs minister told Canada multiple times that they were taking in violent criminals who were wanted in India, but they never listened. Canada is doing this intentionally for whatever reason.
Apparently, India's foreign affairs minister told Canada multiple times that they were taking in violent criminals who were wanted in India, but they never listened. Canada is doing this intentionally for whatever reason.
Alleges government negligence regarding criminal deportations from India, mixing plausible policy criticism with unverified claims about intentional wrongdoing.
ythunter4288
Jan 27, 2026
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of …
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of what was intended. Trade needs to be reformed across the board. It's also insulting the way other world leaders are now speaking directly to the American Public and lying to them as if they have our best interest in mind. World leaders are elected to defend the interests of their own people, many times they just look out for their own personal interest, but they are definitely not looking out for American interest. It is up to us. The world stage is a complicated transaction of this for that. That's life. Have you all forgot playing United Nations in high school? Trade needs to be renegotiated from significantly benefiting every other country but USA. Trump is trying to do that.
Critiques trade policy (NAFTA) and international relations, arguing for renegotiation to prioritize American economic interests over other nations.
@jamesmaggard1710
Mar 4, 2025
Trudeau is a clown
Trudeau is a clown
Dismissive characterization of a political leader, expressing disapproval of leadership.
Policy Critique
0.75
@someone12-2
Mar 4, 2025
Maybe Canada should say thank you for the trade and the US regime would be happy..
Maybe Canada should say thank you for the trade and the US regime would be happy..
Suggests Canadian policy adjustment regarding US trade relations, implying criticism of current approach while comparing bilateral dynamics.
@zzguyy9421
Mar 4, 2025
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
Critiques American policy and those who support it, with partisan language ('clueless libs') framing disagreement as identity-based.
@WarrenZane
Mar 4, 2025
I have a hard time taking this guy seriously after what he has done to his own country.
I have a hard time taking this guy seriously after what he has done to his own country.
Expresses disapproval of a political leader's governance record, framed as loss of credibility due to domestic policy failures.
@NiclasFiordimondo
Mar 4, 2025
Canada is broken in more ways than one.
Canada is broken in more ways than one.
Broad criticism of Canada's systems and governance without specific policy details or evidence.
Policy Critique
0.75
tvoryan
Jan 27, 2026
Stupid Elon musk ideas and president following must stupid I government
Stupid Elon musk ideas and president following must stupid I government
Criticism of Elon Musk's ideas and government following them, though poorly articulated.
Policy Critique
0.75
@arnold83a
Mar 4, 2025
They won't self deport and they were invited. Remember that.
They won't self deport and they were invited. Remember that.
Critiques government policy for inviting immigrants while implying they won't leave; contains implicit factual assertion about immigrant behavior.
Jackoexposed
Jan 18, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)