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
Liberal caused decline continues.
Liberal caused decline continues.
Brief criticism attributing national decline to Liberal government policies without elaboration.
Policy Critique
0.90
QG_4747
Feb 14, 2026
Don't immigrate anyone.
Don't immigrate anyone.
A direct, blunt statement opposing immigration policy without elaboration or emotional framing.
Policy Critique
0.90
@aleksanderkuncwicz7277
Feb 20, 2026
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
Critiques government priorities as profit-driven rather than people-centered, a systemic policy complaint.
Policy Critique
0.90
Lakeboii70
Aug 26, 2025
Trump is irresponsible, reckless, and absolutely has no idea how to run government, this is the worst president in American history
Trump is irresponsible, reckless, and absolutely has no idea how to run government, this is the worst president in American history
Direct criticism of Trump's competence and presidential performance without additional framing.
Policy Critique
0.90
@Siennazzzz8
Mar 4, 2025
There are concerns regarding President Trump’s support for a nation that has faced considerable international criticism, as it may negatively affect America’s global reputation. Moreover, a trade war may not represent the most effective strategy …
There are concerns regarding President Trump’s support for a nation that has faced considerable international criticism, as it may negatively affect America’s global reputation. Moreover, a trade war may not represent the most effective strategy for addressing the complex economic challenges at hand.
Analyzes trade war policy as ineffective for addressing economic challenges and critiques reputational consequences.
Policy Critique
0.90
@MrPreet23
Mar 4, 2025
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Detailed analysis of immigration policy failures and systemic issues including housing, wages, and recruitment practices.
RAGEINGChiken
Jan 28, 2026
Decisions made by politicians and consequences. Irreversible and already too late.
Decisions made by politicians and consequences. Irreversible and already too late.
Brief critique of political decision-making and its irreversible consequences regarding immigration policy.
Policy Critique
0.90
kymelezeus4409
Aug 26, 2025
Two words.... Justin Trudeau 💩 💩
Two words.... Justin Trudeau 💩 💩
Blames Justin Trudeau and liberal government for immigration problems through dismissive shorthand.
Policy Critique
0.90
SClarkeJr
Aug 27, 2025
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Directly criticizes Trudeau's policies and decisions regarding tariffs and border management with rhetorical questions.
@Boko-u1q
Mar 4, 2025
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Nuanced critique of immigration policy calling for controlled intake and integration expectations rather than stopping immigration.
Policy Critique
0.90
sharis9095
Aug 26, 2025
Because the Canadian government is incompetent af 🤦🏼♂️
Because the Canadian government is incompetent af 🤦🏼♂️
Direct criticism of Canadian government competence regarding immigration policy implementation.
Policy Critique
0.90
G.Alli1212
Jan 28, 2026
This makes me sick!! It has gone too far!!! The government needs to give their heads a shake and STOP immigration immediately!!!!! NO MORE!!!! Taxpayers are sick and tired of supporting these users!!!!!
This makes me sick!! It has gone too far!!! The government needs to give their heads a shake and STOP immigration immediately!!!!! NO MORE!!!! Taxpayers are sick and tired of supporting these users!!!!!
Demands immediate halt to immigration and criticizes government policy, with emotional intensity and call for action.
newe1956
Aug 27, 2025
Trump makes me sick. He 's so arrogant & unbelievable how much he's affecting the world!!
Trump makes me sick. He 's so arrogant & unbelievable how much he's affecting the world!!
Expresses strong disapproval of Trump's character and global impact without specific policy details.
Policy Critique
0.90
@patriciagretzinger9084
Mar 4, 2025
We agree it’s too many
We agree it’s too many
Brief statement criticizing immigration levels as excessive.
Policy Critique
0.90
BlueT521
Aug 28, 2025
We shouldn't be paying for health care for non Canadians, Period!!!
We shouldn't be paying for health care for non Canadians, Period!!!
Clear policy position opposing public healthcare funding for non-citizens, stated as a definitive principle.
Policy Critique
0.90
jccarriere3719
Feb 24, 2026
People saying they stand trudeau or canada please understand that this same prime minister RUINED CANADA. .
People saying they stand trudeau or canada please understand that this same prime minister RUINED CANADA. .
Direct criticism of Trudeau's governance record, claiming he has damaged Canada.
Policy Critique
0.90
@traffickxng
Mar 4, 2025
An "Alberta" approved immigration status? Sorry but I live in the country of Canada. Not the country of Alberta
An "Alberta" approved immigration status? Sorry but I live in the country of Canada. Not the country of Alberta
Directly critiques provincial immigration policy as conflicting with national sovereignty and federal jurisdiction.
Policy Critique
0.90
@axleb.2528
Feb 20, 2026
First of all why is she asking people this? As a leader she should know the issues, and have the answers. Obviously she does not know, and should not be the leader/Premier. So she wants …
First of all why is she asking people this? As a leader she should know the issues, and have the answers. Obviously she does not know, and should not be the leader/Premier. So she wants to wait another year to have a survey, and then start working on things? That sounds insane to me.
With $60 oil, Danielle states Alberta's debt will skyrocket. Oil is heading to $40 per barrel. That's $50 billion dollars more debt PER YEAR than in 2024. When you add on the costs to finance that , you are looking at maybe $70 Billion deficit per year very soon.
That is unstainable for such a small population.
Then the separatists want to ad at least a trillion dollar loan, to leave Canada and service that debt.
Where is all this massive wealth the separatist spew?
Then she wants to wait another year for the people to tell her what to do about it.
She is totally insane.
Danielle, the worst Premiere in Alberta's history. Another survey, and another year wasted while nothing get's done?
Please stop blaming everyone else for Alberta's problems. It is getting tiring.
Danielle never says much that is correct. Like her ridiculous CPP rebate cheque. The way she calculated that was totally insane. Today she stated Ai would save Alberta's economy. She may not know it but Ai makes almost no jobs. It also needs massive energy and a good power grid, and Alberta's is ancient. That's why she is just a small time TV show host.
Alberta's problems is as always, due to a bad Premiere, and she is the worst of them all.
Dec 2025
Employment Insurance Recipients
67,520
UP 21.9% y/y
Q3 2025
Net Migration
5,849
Down -86.2% y/y
Dec 2025
International Merchandise Exports
$15.6B
Down -7.4% y/y
Where do you see this massive wealth with $40 oil on it's way?
Danielle states every 1 dollar the oil goes down equals a Billon dollar deficit.
Rath uses $90 per barrel for his insane figures.
2025 prices averaged in high 60's. In the mid 50's now, and almost every oil agency in the world states it will settle around $40.
If you add 20 or $30 billion more debt to Alberta's deficit per year, Alberta will die a very fast death.
Add on a one trillion dollar loan, and the other costs to pay out Canada.
Then add on all the new federal costs Alberta will have to assume.
LNG will be over as BC/Canada will never let Alberta use it's plants, ports, and infrastructure to compete with themselves.
If Canada does let a a new Alberta use it's existing pipelines, of course they will not subsidize them any more. They will expect to make a profit from them.
So let's say they add on $5.00 more per barrel. Using Danielle's math that would add another $5 Billion annually to Alberta's skyrocketing debt every year.
Can you explain to me where all this massive wealth that Rath and Wilson preach?
Of course there are many other issues like business/jobs leaving.
Equalization payments are not really and issue as oil plummets, especially with no LNG
Equalization is based on high earnings, as Albertans make more money than everywhere else.
If there are no jobs, Alberta may again start to get payments back even.
Trump thinks Alberta oil will be good for USA reserves so he can just shut that down for 100 years, so what will that do to Alberta jobs , and deficit.
If you ask people how they feel about Rath and Wilson begging for a trillion dollar loan...secured by Alberta's resources... "just to get started" , I wonder what they will say.
She thinks Ai will save Alberta LOL
AI needs massive cheap energy, and an up to date power grid.. Not strong points for Alberta with an ancient power grid.
Ai also produces no jobs.
Given the shape of Alberta, thanks to Danielle, I don't think equalization payments will be an issue, going forward.
With $40 oil on it's way, Alberta may start getting payments.
LNG will be over as BC/Canada will never let Alberta use it's plants, ports, and infrastructure to compete with themselves.
If Canada does let a a new Alberta use it's existing pipelines, of course they will not subsidize them any more. They will expect to make a profit from them.
So let's say they add on $5.00 more per barrel. Using Danielle's math that would add another $5 Billion annually to Alberta's skyrocketing debt every year.
Can you explain to me where all this massive wealth that Rath and Wilson preach?
Of course there are many other issues like business/jobs leaving.
Equalization payments are not really and issue as oil plummets, especially with no LNG
Equalization is based on high earnings, as Albertans make more money than everywhere else.
If there are no jobs, Alberta may again start to get payments back even.
Trump thinks Alberta oil will be good for USA reserves so he can just shut that down for 100 years, so what will that do to Alberta jobs , and deficit.
If you ask people how they feel about Rath and Wilson begging for a trillion dollar loan...secured by Alberta's resources... "just to get started" , I wonder what they will say.
Extensive critique of provincial leadership's fiscal policy, economic projections, and governance approach with specific policy objections.
Policy Critique
0.90
@Tina-t6v-x8u
Feb 20, 2026
Immigration is not a provincial power, it is the sole responsibility of the federal government. Therefore this referendum is an utter waste of time and money. Danielle Smith deal with the problems of your province …
Immigration is not a provincial power, it is the sole responsibility of the federal government. Therefore this referendum is an utter waste of time and money. Danielle Smith deal with the problems of your province such as Education and Healthcare! Stop creating problems!
Critiques the constitutional validity of a provincial referendum on federal immigration powers and calls for the premier to focus on other issues.
@Richardparent879
Feb 20, 2026
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
Criticizes Trump's policies and campaign promises as unfulfilled, framed as a broken commitment.
Policy Critique
0.90
@Warren-o3y
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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