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
Liberals have destroyed our nation
Liberals have destroyed our nation
Broad condemnation of Liberal government policies as destructive to the nation; vague policy critique without specific details.
Policy Critique
0.70
Shawnmaclean-w2w
Jul 17, 2025
Liberals. That’s how.
Liberals. That’s how.
Blames the Liberal party for immigration policy, though extremely brief and lacks specific policy details.
Policy Critique
0.70
hugolafhugolaf
Jun 21, 2025
Canadians need to start have more baby's to stop imagation
Canadians need to start have more baby's to stop imagation
Suggests increased Canadian birth rates as alternative to immigration, implying criticism of current immigration policy.
garnetsansall4280
Aug 25, 2025
Do people not get that Trump is just trying to reverse damages done by the last President? There is debt tied to be paid and he is helping his country.
Do people not get that Trump is just trying to reverse damages done by the last President? There is debt tied to be paid and he is helping his country.
Defends a political figure's policy approach by framing it as corrective action addressing prior administration's economic legacy.
@coppolator6066
Mar 4, 2025
Canada has become a shithole.
Canada has become a shithole.
Harsh criticism of Canada's state using inflammatory language, expressing dissatisfaction with national conditions and governance.
@gameplayti2909
Mar 4, 2025
Orange man bad got us here. Keep in the same people who sold us out to other countries
Orange man bad got us here. Keep in the same people who sold us out to other countries
Critiques government policy as betrayal while implicitly calling for removal of current leadership, though the reference is vague.
ajahguideme2067
Aug 26, 2025
Illegal migrants are menace to a country whether they are americans, canadians, indians, bangladeshis or not
Illegal migrants are menace to a country whether they are americans, canadians, indians, bangladeshis or not
Critiques illegal migration as a policy problem affecting all countries.
Policy Critique
0.70
omabador1702
Jan 29, 2026
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Critiques government policy and WEF influence, though includes unsubstantiated claims about a 'left wing takeover.'
yosecretsquirrel
Aug 26, 2025
Trudeau doesn’t have the cards either.
Trudeau doesn’t have the cards either.
Brief critique suggesting the Prime Minister lacks adequate resources or authority to address the issue.
Policy Critique
0.70
@chestercalloway3812
Mar 4, 2025
Are federal governments going into communism pretty much they want to crash the labor market to make a lot of money so the rich get richer and the poor get poorer
Are federal governments going into communism pretty much they want to crash the labor market to make a lot of money so the rich get richer and the poor get poorer
Critiques federal government policy as intentionally destructive to labor market, with unsubstantiated conspiracy claim about wealth concentration.
TAllan-i3i
Aug 27, 2025
2026 for a brain tumour this is enough to kill you or spread all over. This is unacceptable one week maximum.
2026 for a brain tumour this is enough to kill you or spread all over. This is unacceptable one week maximum.
Criticizes processing delays (2026 timeline) as unacceptable and calls for faster resolution, targeting government bureaucracy.
Policy Critique
0.70
donaldliard6054
Aug 26, 2025
Because of liberals
Because of liberals
Attributes immigration policy to the Liberal Party, implying criticism of government decision-making.
Policy Critique
0.70
esthermattar4912
Aug 28, 2025
donald, your ally with murderer Putin is a nonsense?
donald, your ally with murderer Putin is a nonsense?
Questions Trump's alliance with Putin as problematic policy, framed as criticism of diplomatic choices.
Policy Critique
0.70
@a5samsung266
Mar 4, 2025
???⛽???The Canadian government attacked its farmers who didn’t want to depend on the United States, and its citizens supported the dictatorial government. How quickly they forget!????
???⛽???The Canadian government attacked its farmers who didn’t want to depend on the United States, and its citizens supported the dictatorial government. How quickly they forget!????
Criticizes Canadian government actions against farmers and citizens' support for those policies, with nationalist framing about independence.
@aedenys
Mar 4, 2025
Export tariffs on energy ... about time!
Export tariffs on energy ... about time!
Commenter expresses approval of energy tariff policy, offering brief policy commentary.
Policy Critique
0.70
@TamaDrummer4263
Mar 4, 2025
This proves that a ‘tarded monkey can do math better than Trudeau
This proves that a ‘tarded monkey can do math better than Trudeau
Attacks the Prime Minister's competence through insulting comparison, combining crude humor with implicit criticism of leadership.
MethodiousMind
Aug 29, 2025
“How does the government bring in so many more people?” Simple, the citizens let them.
“How does the government bring in so many more people?” Simple, the citizens let them.
Critiques government immigration policy by suggesting citizens passively allow it, implying policy failure and citizen complicity.
Policy Critique
0.70
s1wjlm483
Sep 8, 2025
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
Combines sarcastic criticism of Trudeau's policies (immigration, taxation) with identity-based mockery.
@webbs120
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
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)