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
All women no men? No answers all lies!
All women no men? No answers all lies!
Criticizes the panel composition and accuses them of dishonesty without substantiation.
edwardmarculewicz5140
Sep 30, 2025
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Complex critique of Canadian society's approach to free speech, immigration, and social issues, mixed with moral frustration and identity concerns about national direction.
chebatenaley2134
Oct 1, 2025
We need to nationalize Air Canada for their lift capacity and have them cycling 24/7.
We need to nationalize Air Canada for their lift capacity and have them cycling 24/7.
Proposes nationalization of Air Canada as a solution to immigration capacity, critiquing current policy approach.
brandondodd4713
Oct 5, 2025
Trump is the dumbest one ever! ???
Trump is the dumbest one ever! ???
Personal insult directed at a political figure, functioning as crude criticism of leadership rather than substantive policy analysis.
Policy Critique
0.70
@mbastos1000
Mar 4, 2025
The liberals want the trade war not Trump Trump just wants to negotiate with a government with brains
The liberals want the trade war not Trump Trump just wants to negotiate with a government with brains
Partisan critique attributing trade war responsibility to Canadian liberals rather than Trump, analyzing government decision-making.
Policy Critique
0.70
@dwightqualie9264
Mar 4, 2025
Proudly brought to you by Left wing lunatics.
Proudly brought to you by Left wing lunatics.
Blames 'left wing' political ideology for immigration policy, critiquing the government's approach.
Policy Critique
0.70
procamology2647
Oct 27, 2025
We all know it was never about DRUGS and Illegal immigrants anyone with a brain should know it was always about the MONEY, ITS ALWAYS ABOUT THE MONEY. Trump should of just told them honestly, …
We all know it was never about DRUGS and Illegal immigrants anyone with a brain should know it was always about the MONEY, ITS ALWAYS ABOUT THE MONEY. Trump should of just told them honestly, no more FREE period instead of making these countries put resources at the border. Trump play a game to get 2 for 1 by making them secure the borders and making them pay tariffs all at the cost of the American people if Americans do stuffer. But I do again with the tariffs everyone should pay considering that all the factories run to these foreign countries for cheaper labor, and Americans are your biggest buyers. Any country who wants FREE should be ashamed of themselves. Maybe Canada should be free US and Canada had a good relationship. But Mexico and China NOT at all.
Analyzes Trump's tariff and border policies as economically motivated strategy, critiquing the approach while discussing economic impacts and fairness.
@chrissteffes3507
Mar 4, 2025
I see that Meloni Joli is wearing her military combat outfit! Is she the 'increase in defense spending' that you promised to Trump. Trudeau is going to give us all a 'reach around'! Now Trudeau …
I see that Meloni Joli is wearing her military combat outfit! Is she the 'increase in defense spending' that you promised to Trump. Trudeau is going to give us all a 'reach around'! Now Trudeau has given a sole source contract of 40 Billion to the Quebec company SNC Lavalin to build new high speed train between Toronto and Montreal! That money should have gone right to Defense spending. Meanwhile there is not even bus service between Calgary and Edmonton, two Alberta cities with a combine population of more than 3 million people.
Criticizes Trudeau's defense spending priorities and infrastructure decisions using sarcasm and innuendo, mixing satire with substantive policy complaints.
@MarkKlimaszewski
Mar 4, 2025
I don't even know why this president is complaining l, this is good for his country
I don't even know why this president is complaining l, this is good for his country
Commenter questions the president's complaint about immigration policy, implying the policy is actually beneficial.
Policy Critique
0.70
@Enabu1
Mar 4, 2025
tRump is a Moron
tRump is a Moron
Dismissive criticism of Trump's competence and leadership, though expressed as personal insult rather than substantive policy analysis.
Policy Critique
0.70
@saraclemons1092
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
USA should be isolated from rest of the world
USA should be isolated from rest of the world
Advocates for isolationist policy toward the USA, expressing concern about international engagement.
@naturallydrunk
Mar 4, 2025
Mr. Trudeau mentions there's no drug problem, how can you say this. Fentanyl has been coming through your boarders. This Must stop. Your Ally who offers security for Canada should be respected . Our citizen's …
Mr. Trudeau mentions there's no drug problem, how can you say this. Fentanyl has been coming through your boarders. This Must stop. Your Ally who offers security for Canada should be respected . Our citizen's are dyeing. I stand with Our President and his Administration. Canada we love you , but enough is enough .
Criticizes government policy on drug control and border security while making specific claims about fentanyl and expressing alignment with Trump.
@joeesparza1883
Mar 4, 2025
American peoples has to pay such a madness from White House.
American peoples has to pay such a madness from White House.
Criticizes White House policies as harmful to American citizens, framed as a burden.
@shadowmt6735
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
We have to “ thank “ the voters for doing this ,
We have to “ thank “ the voters for doing this ,
Sarcastically blames voters for current political situation, critiquing electoral choices.
@myworldmeumundo2633
Mar 4, 2025
Trump full of shit !
Trump full of shit !
Brief dismissive criticism of Trump, though lacks substantive policy analysis.
Policy Critique
0.70
@KelvinTittle
Mar 4, 2025
This isn’t bout Fentanyl or illegal immigration crossings. This is about rare earth minerals and imperialism. Just like Putin with Ukraine.
This isn’t bout Fentanyl or illegal immigration crossings. This is about rare earth minerals and imperialism. Just like Putin with Ukraine.
Reframes the stated policy rationale (fentanyl, immigration) as a cover for unstated geopolitical motives (resource extraction, imperialism), drawing a comparative analogy to Ukraine.
@karenneill9109
Mar 4, 2025
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Defends reciprocal tariffs as fair policy while implicitly requesting counterarguments.
@Sam-r8r9q
Mar 4, 2025
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to …
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to know he’s full of ? and hot air.
Criticizes the Prime Minister's credibility and actions while making an unsubstantiated claim about his resignation status.
@briangreen9524
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)