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
To be honest back in Canada they let anyone foreign from different countries but I wouldn't say it's an invasion more like bad management.
To be honest back in Canada they let anyone foreign from different countries but I wouldn't say it's an invasion more like bad management.
Acknowledges Canada's permissive immigration stance but critiques it as poor management rather than invasion, offering nuanced policy analysis.
silverline5636
Jan 27, 2026
The definition of madness is doing the same thing multiple times and expecting a different result. Nowhere to rent. No houses under $1mil. Skyrocketing gas and grocery prices. Overall cost of living is skyrocketing. Wages …
The definition of madness is doing the same thing multiple times and expecting a different result. Nowhere to rent. No houses under $1mil. Skyrocketing gas and grocery prices. Overall cost of living is skyrocketing. Wages are painfully low. But we'll keep voting for the same governments that have made the choices that have led to these problems over and over again. Madness.
Commenter critiques government policy decisions on housing, wages, and cost of living while implicitly calling for voting differently.
LlethanderDrae
Sep 9, 2025
Shut up trudeau. He did nothing good for canada. Lets talk about facts. Cost of life have double and also debt of canada. Then resign to run away from his own dumb mistakes to not …
Shut up trudeau. He did nothing good for canada. Lets talk about facts. Cost of life have double and also debt of canada. Then resign to run away from his own dumb mistakes to not take accountablity like a little kid.
Criticizes Trudeau's governance record on cost of living and debt, calling for resignation and accountability.
@Youtublosingit
Mar 4, 2025
International students keep tuition fees lower. Cut immigration yes but international students? NO
International students keep tuition fees lower. Cut immigration yes but international students? NO
Nuanced position distinguishing between international students (economically beneficial) and general immigration (should be cut).
nikolaip5834
Jan 20, 2026
1. Reduce new immigarants and working visa 2. Limit the max number from each country. 3. Solve housing problem to reduce its price and rent country
1. Reduce new immigarants
and working visa
2. Limit the max number from
each country.
3. Solve housing problem to
reduce its price and rent
country
Proposes specific policy solutions (reduce immigration, limit by country, solve housing) as numbered recommendations.
JamesJung-u6n
Jan 20, 2026
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
Critiques the refugee system as ineffective and argues for international intervention instead of accepting refugees, combining policy analysis with security concerns.
BIGFOOT-BC-HammerDown
Feb 27, 2026
That’s exactly why Carney picked her.. to cause further failure and create problems that he can blame on someone else. .. all the while over populate Canada with rejected immigrants causing further failure to legal, …
That’s exactly why Carney picked her.. to cause further failure and create problems that he can blame on someone else. .. all the while over populate Canada with rejected immigrants causing further failure to legal, medical, housing , food and employment problems.. he fixes it by giving more of our billions to the Ukraine.. meanwhile 6 million people dont have doctors and tens of thousands of Canadians are dying waiting for surgery.. and 2 million people a month go to food banks.
Comprehensive critique of immigration policy linking it to healthcare, housing, employment crises and government spending priorities.
NeilMoreau-p4v
Feb 26, 2026
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Challenges the framing of illegal border crossing as human trafficking, critiquing how immigration violations are characterized.
nonmagicmike723
Feb 19, 2026
Immigrants, immigrants, immigrants, we have to stop doing this nonsense. Like the guy said leave your culture at the door, or go back where you came from.
Immigrants, immigrants, immigrants, we have to stop doing this nonsense. Like the guy said leave your culture at the door, or go back where you came from.
Criticizes immigration policy and calls for cultural assimilation or departure, framing immigration itself as problematic.
jeanj3047
Aug 25, 2025
The sudden cut in immigrants has been really hurtful for us in Quebec City, as well as inhuman. It has been carried out for political purposes to appease right wing fears such as you see …
The sudden cut in immigrants has been really hurtful for us in Quebec City, as well as inhuman. It has been carried out for political purposes to appease right wing fears such as you see posted below.
Criticizes immigration cuts as inhumane and politically motivated to appease right-wing concerns, combining policy and ethical critique.
barrylane4164
Feb 11, 2026
A 15K reduction by the Carney government is insulting. There are multiple immigration catergories- add them all together its more like 1 million a year, not 400k. Wake up Canada, this policy has serious impacts …
A 15K reduction by the Carney government is insulting. There are multiple immigration catergories- add them all together its more like 1 million a year, not 400k. Wake up Canada, this policy has serious impacts on many components of your life and future generations of your family's life.
The comment critiques immigration reduction targets as insufficient and warns of serious policy impacts on citizens' lives and housing/economic conditions.
BettyBoopDBoop
Feb 18, 2026
We got to this point because Mr Trudeau opened the doors to all comers over the past 10 years.
We got to this point because Mr Trudeau opened the doors to all comers over the past 10 years.
Blames a specific political leader for opening immigration doors, critiquing the policy direction over a decade.
yvonboudreau3932
Jan 21, 2026
That woman is typical of the caliber of subservient moron that the authoritarian executive leader prefers to put out front as the divisive punching bag for intentional destructive policy. We are being systematically dismantled while …
That woman is typical of the caliber of subservient moron that the authoritarian executive leader prefers to put out front as the divisive punching bag for intentional destructive policy.
We are being systematically dismantled while being enraged by entertaining court jesters masquerading as ministers.
Criticizes government leadership and policy as intentionally destructive, using harsh language about ministers and systemic dismantling.
tomwhent8073
Feb 26, 2026
The US are initiating fights with allies instead of standing up to our enemies. Your preseident is only looking out for himself and his legacy, not the US citizens. Basic economic theory teaches you that …
The US are initiating fights with allies instead of standing up to our enemies. Your preseident is only looking out for himself and his legacy, not the US citizens. Basic economic theory teaches you that anything that prevents free trade leads to a poorer outcome for society. What he is doing right now is not going to make the lives of US citizens bette - quite the contrary
Critiques Trump's trade and foreign policy decisions while invoking economic theory to argue against protectionism.
@TDesting
Mar 4, 2025
Trudeau is a complete moron! He is unable to negotiate a deal and is fear-mongering and threatening the US. This is the end of Canada and Trudeau is to blame.
Trudeau is a complete moron! He is unable to negotiate a deal and is fear-mongering and threatening the US. This is the end of Canada and Trudeau is to blame.
Criticizes Trudeau's negotiation abilities and accuses him of fear-mongering while predicting negative consequences for Canada.
Policy Critique
0.83
@johnfreeman858
Mar 4, 2025
Fentanyl is just an excuse for the tarriffs as only 0.2% of Fentanyl crosses the border into the U.S. It’s drug cartels from South America that are trafficking the majority of drugs as well as …
Fentanyl is just an excuse for the tarriffs as only 0.2% of Fentanyl crosses the border into the U.S. It’s drug cartels from South America that are trafficking the majority of drugs as well as gangs in the U.S. as well. \n\nBut it’s telling that Trump just ignores the fact that Americans themselves have a huge opioid crisis or what he’s doing to stop it but instead he’s blaming Canada which is just BS!\n\nTrump is a traitor to American Allies!
Presents specific factual claim (0.2% fentanyl statistic) without evidence while critiquing tariff justification and policy logic.
@bellabana
Mar 4, 2025
He is leaving office for his failures! His speech means nothing. How are you a leader if your quitting? What does Canada have that the USA can't live without? Whiskey? Bacon? I hope we stop …
He is leaving office for his failures! His speech means nothing. How are you a leader if your quitting? What does Canada have that the USA can't live without? Whiskey? Bacon? I hope we stop buying anything from them. They are about a useless country. LMAO
Criticizes Trudeau's resignation as leadership failure while comparing Canada unfavorably to the US in terms of economic value and utility.
@DCW1-m9u
Mar 4, 2025
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from …
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from evil. In other words SHUT UP!
Criticizes Canadian border policy on fentanyl and domestic treatment of citizens, with confrontational tone and moral judgment.
@LightwingsTWENTY2
Mar 4, 2025
Americans are prisoners in their own country, there is no possible way we voted this administration into office. This is ignorant administration is not working for the American people!
Americans are prisoners in their own country, there is no possible way we voted this administration into office. This is ignorant administration is not working for the American people!
Criticizes the current administration's policies and governance as failing Americans, with underlying concern about legitimacy and representation.
@joefrey6202
Mar 4, 2025
Trump’s advisors must be useless. Trump does not think or listen. Stock market gains wiped out since Election Day. What an idiot. Legendary idiot.
Trump’s advisors must be useless. Trump does not think or listen. Stock market gains wiped out since Election Day. What an idiot. Legendary idiot.
Criticizing Trump's decision-making competence and advisors while citing economic damage as evidence of poor governance.
@MakesMeMad
Mar 4, 2025
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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)