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
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
Criticizes a political leader's approach to economic policy as oversimplified, offering analytical critique of governance.
Policy Critique
0.85
@dodgerswschamp5166
Mar 5, 2025
As an American I can say we don’t support the idiocy that is Trump’s tariffs. Those who voted for him are about to learn what tariffs are. The rest of us already knew, but were …
As an American I can say we don’t support the idiocy that is Trump’s tariffs. Those who voted for him are about to learn what tariffs are. The rest of us already knew, but were outvoted by idiots.
Critiques Trump's tariff policy as idiotic while asserting American identity and distancing from Trump voters.
@AaronSmith1101
Mar 4, 2025
This prime minister a joke been joke will always be a joke
This prime minister a joke been joke will always be a joke
Dismissive critique of the Prime Minister's competence and leadership, repeated for emphasis.
Policy Critique
0.85
@corymccarley4457
Mar 5, 2025
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
Critiques Canadian policy on American drug addiction while comparing responsibility between nations.
@maritzabatista5277
Mar 4, 2025
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all …
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all of the Canadian diplomats are using, including the foreign minister. They’ve had enough.
Analyzes political motivations and party dynamics, arguing that diplomatic tone reflects genuine institutional position rather than political expediency.
Policy Critique
0.85
@alissawakeman
Mar 4, 2025
The cuts to temporary foreign workers, refugees, and other immigrants do not go near far enough. Maximum number allowed, in total, should be no more than 60,000, laser focused on STEM and medical grads.
The cuts to temporary foreign workers, refugees, and other immigrants do not go near far enough.
Maximum number allowed, in total, should be no more than 60,000, laser focused on STEM and medical grads.
Argues that current immigration cuts are insufficient and proposes specific policy changes focused on STEM/medical sectors, combining regulatory critique with economic reasoning.
scribbler60
Jan 6, 2026
By and large Ukrainians, Europeans, Americans, and Canadians want an end to the war against Russia. Canadians want the opiate catastrophe cleaned up, that 1% is only what the authorities are aware of… plus the …
By and large Ukrainians, Europeans, Americans, and Canadians want an end to the war against Russia. Canadians want the opiate catastrophe cleaned up, that 1% is only what the authorities are aware of… plus the liberals & new democrats are pumping a large “safe supply” into our communities! We want our boarders tightened up, and our economy properly, honestly, and transparently managed. Sit down Trudeau… you don’t represent the majority of Canadians. The rest are catching up.
Criticizes government policy on borders, drug supply, and economic management while claiming to represent majority Canadian opinion; includes unverified claims about 'safe supply' being pumped into communities.
@mondolilith7917
Mar 4, 2025
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does …
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does not need Canada. This can be all solved on tariffs if all countries do reciprocal %'s. Doubt that will happen.
Critiques Canadian tariff policy and argues for reciprocal trade arrangements, comparing Canada-USA economic relationship.
@MarkBrown-uf8ct
Mar 4, 2025
trump not fit for being a leader of united states, he must replace now......
trump not fit for being a leader of united states, he must replace now......
Argues Trump is unfit for leadership and should be replaced, critiquing his suitability for office.
Policy Critique
0.85
@jefersonaguilloso741
Mar 4, 2025
Immigration of any kind should be suspended for at least 1 year in order to fix the system and deal with the mess created by the Liberals over the last 11 years. Get the illegal …
Immigration of any kind should be suspended for at least 1 year in order to fix the system and deal with the mess created by the Liberals over the last 11 years. Get the illegal immigrants and foreign criminals collected and exported out of Canada. Process the people who are here legally and give our systems time to fix issues created by the Failed Liberal Immigration Policy.
Criticizes Liberal immigration policy and calls for suspension of immigration and deportation of undocumented immigrants to fix systemic issues.
duanecole9322
Feb 18, 2026
I do not agree to keep immigrants who are not abiding by the immigration laws. If its expired, you need to go. No excuses. I am ok with enforcing the laws. You know all those …
I do not agree to keep immigrants who are not abiding by the immigration laws.
If its expired, you need to go. No excuses.
I am ok with enforcing the laws.
You know all those immigrants from US are fleeing to Canada now because we don't enforce.
Look at our crime rate. Has Canada offered any statistics on Immigrant Crime rates?
Critiques immigration enforcement policy while making unverified claims about US immigrants fleeing to Canada and requesting unreleased crime statistics, with underlying fear about security.
fireawaysweets8114
Jan 16, 2026
Danielle Smith asked Ottawa for more TFWs and also had the Alberta Is Calling campaign, spending millions of tax dollars, what a dope!
Danielle Smith asked Ottawa for more TFWs and also had the Alberta Is Calling campaign, spending millions of tax dollars, what a dope!
Criticizes Danielle Smith's contradictory immigration policies (requesting TFWs while running anti-immigration campaign) with dismissive language.
@mikeklement7223
Feb 20, 2026
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, …
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, making clear decisions which benefit his countrymen. Unlike the Felon-in-Chief who is bulldozing all our relationships with allies and, instead, siding with our greatest enemy, Putin.
Critiques leadership quality and decision-making while contrasting Canadian and American leaders, with implicit national identity framing.
@lauriebriggs9705
Mar 4, 2025
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their …
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their problems canadas problems
Commenter critiques refugee and immigration policy eligibility requirements while raising economic concerns about taxpayer burden.
robertscahill7987
Feb 24, 2026
“These were far and away the issues most strongly identified by Albertans during last year’s [highly engineered and manipulated] Alberta Next panel town halls and online submissions….[because the UCP knew that stoking these issues would …
“These were far and away the issues most strongly identified by Albertans during last year’s [highly engineered and manipulated] Alberta Next panel town halls and online submissions….[because the UCP knew that stoking these issues would play well with the misinformed far right part of our base and we need them on board if we want to win any more elections and continue our campaign to dismantle all of Alberta’s cherished institutions and impose rule by authoritarian Christian nationalists and oil corporations.]” There, I put in the parts that she is thinking but was too dishonest to say out loud.
Uses satirical bracketed insertions to critique the government's alleged hidden motivations behind the referendum, accusing them of manipulation and authoritarian intent.
@piktormusic2538
Feb 20, 2026
CNN spreading lies if they like Canada maybe they should move over there
CNN spreading lies if they like Canada maybe they should move over there
Criticizes media (CNN) for alleged dishonesty while making a comparative statement about Canada.
@oscarwins701
Mar 4, 2025
Keep voting for the same party that’s actually destroying the country and this is what you get
Keep voting for the same party that’s actually destroying the country and this is what you get
Criticizes voters for supporting a political party blamed for national decline due to immigration policy.
TaXrCana
Feb 28, 2026
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done …
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done anything to fight against illegal immigrants and drugs.
Criticizes US government policy on drug trafficking and immigration enforcement while expressing concern about fentanyl deaths.
@Victor-wp5jl
Mar 4, 2025
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Criticizes immigration policy and border control while expressing security/threat concerns about drugs and undocumented immigrants.
@MyAngelYou
Mar 4, 2025
When a criminal enters the White House, you get criminal policies!
When a criminal enters the White House, you get criminal policies!
Critiques Trump's policies by characterizing them as criminal, using metaphorical language about leadership.
Policy Critique
0.85
@jocktulloch3499
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)