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
Trying to gain popularity back
Trying to gain popularity back
Suggests political motivation behind policy decisions, implying criticism of leadership's motives rather than substantive policy analysis.
Policy Critique
0.65
@wandatruax
Mar 4, 2025
Don't tell me your admitting to creating a surveillance state along the candadian us border. Dumbass. Help out with the whole Mexican thing if you really want fentanyl off the earth
Don't tell me your admitting to creating a surveillance state along the candadian us border. Dumbass. Help out with the whole Mexican thing if you really want fentanyl off the earth
Criticizes Canadian border surveillance policy and suggests alternative policy focus on Mexico/fentanyl.
@claylawton7694
Mar 4, 2025
Was the Flower city now garbage city Go Profesor lake Full garbage live everything behind
Was the Flower city now garbage city Go Profesor lake Full garbage live everything behind
Criticizes conditions/management of a location (Flower city now garbage city), though fragmented syntax makes interpretation uncertain.
Policy Critique
0.65
katalinmohos7574
Nov 12, 2025
BS and lies....
BS and lies....
Brief dismissal of the content as false, expressing disagreement with the policy position presented.
Policy Critique
0.65
@doncamillo2758
Mar 4, 2025
The New Fuhrer is NOT a very smart guy. He is a very greedy narcissist who doesn’t care about the prosperity of anyone but himself.
The New Fuhrer is NOT a very smart guy. He is a very greedy narcissist who doesn’t care about the prosperity of anyone but himself.
Criticizes political leader's intelligence and motives (narcissism, greed) as critique of leadership, though uses inflammatory language.
Policy Critique
0.65
@carolleeloodiva2071
Mar 5, 2025
Joke of the a country
Joke of the a country
Brief dismissive critique of Canada's immigration governance, though vague in specifics.
Policy Critique
0.65
numanunal6699
Oct 4, 2025
Technically, the people wanted this since they are the ones who vote.
Technically, the people wanted this since they are the ones who vote.
Critiques democratic accountability by noting voters bear responsibility for electoral outcomes.
Policy Critique
0.65
@RENZconzin
Mar 4, 2025
It ain’t as dumb as getting in front of a camera with black face if you plan on being in politics
It ain’t as dumb as getting in front of a camera with black face if you plan on being in politics
Criticism of a political leader's past actions (blackface incident), presented as comparative judgment of competence.
@wvbygraceofgod5508
Mar 4, 2025
donald trump did that, not the American people.
donald trump did that, not the American people.
Deflects responsibility from American people to Trump, critiquing leadership decisions.
Policy Critique
0.65
@soCalMomGaming
Mar 4, 2025
He's stupid. He is crazy!! Insane.
He's stupid. He is crazy!! Insane.
Expresses strong disapproval of a political figure's competence and mental state, though lacks specific policy details.
Policy Critique
0.65
@Love-k2h8h
Mar 4, 2025
Fair trade should be fair trade not what people pick and choose
Fair trade should be fair trade not what people pick and choose
Vague criticism of inconsistent application of fair trade principles, likely directed at government or institutional policy.
Policy Critique
0.65
@zrumble
Mar 4, 2025
What an epic disaster.
What an epic disaster.
Vague negative assessment of immigration outcomes, functioning as general policy criticism without specific claims or evidence.
Policy Critique
0.65
jeremythornton433
Sep 19, 2025
TOO MANY EXPLANATION MEANS WEAK ASF; THAT'S WHY DONALD KEEPS CALLING YOU GOVERNOR TRUDEAU.
TOO MANY EXPLANATION MEANS WEAK ASF; THAT'S WHY DONALD KEEPS CALLING YOU GOVERNOR TRUDEAU.
Critiques Trudeau's communication style and effectiveness as a leader, suggesting weakness in his approach.
Policy Critique
0.65
@avnidvyi
Mar 4, 2025
Trudeau wasn't so tough with Trump face to face.
Trudeau wasn't so tough with Trump face to face.
Critiques Trudeau's negotiating stance and effectiveness in dealing with Trump, questioning political leadership.
Policy Critique
0.65
@edwardmccall450
Mar 4, 2025
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Discusses tariff policy as mutual leverage rather than conflict, expressing support for both nations while questioning trade war framing.
@JadeCowen-h7p
Mar 4, 2025
Every problem is global. Fetal posittion is hardly the solution
Every problem is global. Fetal posittion is hardly the solution
Critiques what appears to be a defensive or isolationist policy approach as inadequate for addressing global problems.
Policy Critique
0.65
@esakarkkainen8934
Mar 4, 2025
Maybe Trudeau will come around when Canadians find out they've been duped by him.
Maybe Trudeau will come around when Canadians find out they've been duped by him.
Critiques Trudeau's leadership by suggesting Canadians have been deceived, implying policy failure without specific evidence.
@TemperTemper...
Mar 4, 2025
Don't want it then pay up.
Don't want it then pay up.
Cryptic statement that appears to critique policy or government action, though the exact meaning is unclear.
Policy Critique
0.65
@Jase-E
Mar 4, 2025
We should have responded with 26%.
We should have responded with 26%.
Cryptic reference to a tariff response percentage, suggesting criticism of Canada's trade policy response.
Policy Critique
0.65
@pgknippel
Mar 4, 2025
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Asserts that Canada is not a democracy while praising Alberta's democratic credentials, combining identity framing with political system critique.
deanmcghie6519
Feb 26, 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)