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
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
Critiques media characterization of language as harsh while comparing to US leadership rhetoric, focusing on perceived double standards.
@ezze9590
Mar 5, 2025
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no …
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no weapon fighting back.
Acknowledges courage but critiques Canada's limited leverage due to economic dependence on the US, blending policy analysis with economic constraints.
@eamoncat
Mar 5, 2025
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
Criticizes government administration as a failure and invokes ethnic identity ('Administration people are Indian') to frame decline.
rickym3
Oct 2, 2025
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
Critiques government inaction on fentanyl while making an unsubstantiated claim about government knowledge.
@JasparBustos
Mar 4, 2025
I can tell.. I see with my own eyes how out of control it's become even in the past few months! F the liberals!
I can tell.. I see with my own eyes how out of control it's become even in the past few months! F the liberals!
Criticizes immigration policy as out of control and attacks the Liberal government.
squirrellvr79
Nov 20, 2025
All immigration should be stopped
All immigration should be stopped
Advocates for a complete halt to immigration policy, expressing strong opposition to current immigration framework.
JohnMackay-kn3rl
Nov 24, 2025
Now people see the difference between a world leader and a charlatan with his billionaire mates
Now people see the difference between a world leader and a charlatan with his billionaire mates
Contrasts leadership quality, implicitly criticizing one leader as a charlatan while praising another as a world leader.
Policy Critique
0.80
@angermanagementgreenwhite6369
Mar 5, 2025
Reduce Canadian's taxes Justin. Stop lecturing Americans.
Reduce Canadian's taxes Justin. Stop lecturing Americans.
Demands policy change (tax reduction) and criticizes government behavior (lecturing Americans).
@saltchuckwest
Mar 4, 2025
need a 100% tariff on Tesla
need a 100% tariff on Tesla
Advocates for specific protectionist trade policy (tariff on Tesla) as economic criticism.
@DirkGently-km3hn
Mar 4, 2025
They don't have a clue. Fantastic civil service we have here.
They don't have a clue.
Fantastic civil service we have here.
Criticizes government civil service competence in handling immigration matters, expressing skepticism about institutional effectiveness.
Policy Critique
0.80
robheggart9624
Oct 1, 2025
You guys should stop whinging and cope. America is not going to be your sucker anymore
You guys should stop whinging and cope. America is not going to be your sucker anymore
Critiques Canada's reliance on US support and suggests a shift in geopolitical relationships and expectations.
@simplyizustic6122
Mar 5, 2025
Donald will not listen to Trudeau, no matter what Trudeau said or will say.
Donald will not listen to Trudeau, no matter what Trudeau said or will say.
Skeptical assessment of Trudeau's diplomatic effectiveness, suggesting his statements will have no impact on Trump.
Policy Critique
0.80
@Fortune-md5jk
Mar 4, 2025
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results …
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results are there for everyone to see!
Critiques government immigration policy as a political strategy to gain electoral support, presenting a causal claim about policy motivation.
rpsingh639
Feb 16, 2026
Having a breach with the country that actually has part of its land in the arctic it makes no sense
Having a breach with the country that actually has part of its land in the arctic it makes no sense
Critiques the geopolitical logic of a breach with an Arctic nation, questioning policy rationale.
Policy Critique
0.80
@Marie-AngeZicher
Mar 4, 2025
Bravo, I too am embarrassed for the decisions made by the thugs in our government! Beyond dumb but evil!
Bravo, I too am embarrassed for the decisions made by the thugs in our government! Beyond dumb but evil!
Expresses embarrassment with government decisions and criticizes them as 'dumb but evil,' focusing on policy critique.
@donblock9993
Mar 4, 2025
Clown back again after messing up with india. Now with america. God bless canada!!! He will speak this now as if it is credible !!Then he will retract saying I do not have credible source!!
Clown back again after messing up with india. Now with america. God bless canada!!! He will speak this now as if it is credible !!Then he will retract saying I do not have credible source!!
Criticizes the leader's credibility based on past disputes with India and the US, while implying he makes unsubstantiated claims.
@prasannasuvarna9443
Mar 5, 2025
How much fentanyl comes into Canada from the States? Probably a hell of a lot more than goes the other way. Just stupid Trump being effing stupid!
How much fentanyl comes into Canada from the States? Probably a hell of a lot more than goes the other way. Just stupid Trump being effing stupid!
Criticism of Trump with an unsubstantiated comparative claim about fentanyl flows between countries.
@robertholmes1743
Mar 4, 2025
We are already at a trade war in Canada with the Canadian Government with the ridiculous Carbon Tax. This buffoon has resigned for the same.
We are already at a trade war in Canada with the Canadian Government with the ridiculous Carbon Tax. This buffoon has resigned for the same.
Criticizes Canadian government's carbon tax policy and references resignation, framing it as internal trade war.
@recca9800
Mar 4, 2025
Canada needs to plug this big hole. This student program has messed up Canada and it's social fabric. Stop it now.
Canada needs to plug this big hole. This student program has messed up Canada and it's social fabric. Stop it now.
Criticizes the student visa program as damaging Canada's social fabric and calls for immediate cessation; frames as urgent policy problem.
SohailAsif-o3d
Oct 1, 2025
Hold on there, boy, questionable, immigration policies. Both Canada and the United States were built on immigration, unless you are part of the first nations these types of inflammatory statements, are historically illogical. Countries like …
Hold on there, boy, questionable, immigration policies. Both Canada and the United States were built on immigration, unless you are part of the first nations these types of inflammatory statements, are historically illogical. Countries like the United States of America, Canada, and Australia, New Zealand, and many parts of South America all grew with immigration. People in these countries that have been around a generation or more who decide to pull up the ladder have short memories from where they came. Regarding housing, it is always been and issue in many places and is affected by foreign investors and interest rates. Usually at some point there is a correction, some people win some people lose.
Critiques inflammatory immigration statements as historically illogical and addresses housing policy, while appealing to historical fairness principles.
@SuperMcgenius
Mar 5, 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)