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
In one question Daniel Smith wants foreign workers who are the poorest payed people, where the conservatives are in great demand for foreign workers, to pay for their own health care. It is a pettiness …
In one question Daniel Smith wants foreign workers who are the poorest payed people, where the conservatives are in great demand for foreign workers, to pay for their own health care. It is a pettiness too petty, that disqualifies Ms. Smith from dealing with the public. Definitely remove that question from your to-kill list, babe. It will get you in trouble, babe.
You have to pay me to leave you, babe. Apparently Conservatives wish to create a caste where it's the poorest who pay and are despised. Don't be hypocrites. Don't become a danger or cause danger through your words and actions. You have crossed that line, Daniel Smith -- You put a spotlight on minorities and they get attacked more often by emboldened bigots. Resign. You are a danger to your target and anybody else around them. Do not go after the poor my dear Hubris for Nemesis will invite herself to come dine with you if you do.
Critiques a politician's policy position on foreign workers' healthcare while making moral arguments about hypocrisy and calling for resignation.
@michaeldarling1759
Feb 21, 2026
And there it is! "Constitutional Reforms". People think (whether in Alberta or Quebec) that they hold a referendum, it passes, and everyone goes bye bye. Folks are in for a rude awakening
And there it is! "Constitutional Reforms". People think (whether in Alberta or Quebec) that they hold a referendum, it passes, and everyone goes bye bye. Folks are in for a rude awakening
Critiques the constitutional referendum process and warns of unrealistic public expectations about political mechanisms.
Policy Critique
0.80
@70marco80
Feb 20, 2026
The Carney lead liberals are already restricting immigration..the referendum on this is useless and a waste of money. All this while running a "move to Alberta" campaign. 😅
The Carney lead liberals are already restricting immigration..the referendum on this is useless and a waste of money. All this while running a "move to Alberta" campaign. 😅
Criticizes government immigration policy inconsistency and calls the referendum wasteful, with sarcastic tone.
@Ckcdn
Feb 20, 2026
Thank you liberals and ndp for this
Thank you liberals and ndp for this
Blames specific political parties for immigration outcomes, critiquing government policy decisions.
Policy Critique
0.80
chaldeankings2226
Jan 27, 2026
Danielle Smith should not be allowed to hold a referendum on creating a War Against Canada. Or to falsely change the Constitution at her whim and demands of a foreign government like Trumps 51st State.
Danielle Smith should not be allowed to hold a referendum on creating a War Against Canada. Or to falsely change the Constitution at her whim and demands of a foreign government like Trumps 51st State.
Critiques a political leader's referendum proposal as unconstitutional and illegitimate, framing it as a threat to national sovereignty and implicitly calling for prevention.
@JeremyGeorge-t1p
Feb 20, 2026
Kenney, one of the chief architects of selling the heritage of Alberta’s grandchildren to Australian coal companies. What was in it for him and Smith ?
Kenney, one of the chief architects of selling the heritage of Alberta’s grandchildren to Australian coal companies. What was in it for him and Smith ?
Criticizes political leaders for prioritizing corporate interests (coal companies) over provincial heritage and questions their personal motivations.
dougsmith7580
Feb 21, 2026
But she asked for more immigration during the pandemic I remember she said they needed 250k new immigrants
But she asked for more immigration during the pandemic I remember she said they needed 250k new immigrants
Points out apparent contradiction in politician's stated immigration positions, challenging consistency of policy stance.
@nathannicolas6626
Feb 20, 2026
That was a crock of evil, vile crap. Millions more spending on a referendum and more government programs. And nothing for Alberta but more spending and 2050 will be great. How stupid does she think …
That was a crock of evil, vile crap. Millions more spending on a referendum and more government programs. And nothing for Alberta but more spending and 2050 will be great. How stupid does she think Albertans are.
Criticizes government spending and policy decisions while using moral language ('evil, vile') to express disapproval of the approach.
@Factsmtr
Feb 20, 2026
Revoke citizenship if criminal and deport after seizing assets
Revoke citizenship if criminal and deport after seizing assets
Proposes punitive immigration policy changes (revocation and deportation) as a response to criminal behavior by immigrants.
@fokana1
Feb 21, 2026
What a liar. For her to sit there straight faced and blame Ottawa for her immigration tactics is so on brand for her. It's not like there's a video of her saying she wanted to …
What a liar. For her to sit there straight faced and blame Ottawa for her immigration tactics is so on brand for her.
It's not like there's a video of her saying she wanted to double Alberta's population.
Criticizes a political figure for contradicting her own stated immigration goals and blaming federal government instead of taking responsibility.
@theKid87
Feb 20, 2026
Someone please tell this delusional woman that immigration to Canada is controlled by the federal government, not provinces.She can't stop people from moving to Alberta.
Someone please tell this delusional woman that immigration to Canada is controlled by the federal government, not provinces.She can't stop people from moving to Alberta.
Corrects a factual misunderstanding about federal vs. provincial jurisdiction over immigration policy.
@alex35agm
Feb 20, 2026
I like her plan for the economy, but I hate her never ending lies about Alberta. She says the same lies over and over again.
I like her plan for the economy, but I hate her never ending lies about Alberta. She says the same lies over and over again.
Evaluates a political figure's statements and policies, expressing approval of economic plan but criticism of repeated false claims about Alberta.
Policy Critique
0.80
@yuckmouth
Feb 20, 2026
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Demands investigation of India and the embassy, criticizes government transparency, and argues the government is failing its duty by withholding information.
@mandykaursarai
Feb 21, 2026
Man just posted an actual human trafficker on YouTube but not a damn action will be taken on them.
Man just posted an actual human trafficker on YouTube but not a damn action will be taken on them.
Criticizes YouTube and authorities for failing to take action against alleged human trafficking content, implying systemic negligence.
RKMY
Jan 27, 2026
1 year before social benefits is insanely low, how about we start at 5-10. If someone is alrady asking for social benefits within a year they clearly are a net negative, ship them to BC …
1 year before social benefits is insanely low, how about we start at 5-10. If someone is alrady asking for social benefits within a year they clearly are a net negative, ship them to BC to be dealt with
Critiques the one-year social benefits eligibility period as too lenient and proposes a stricter policy, framed through economic concerns about net negative contributions.
@j.c.4965
Feb 20, 2026
Do the people of Alberta know about the millions the UCP government spent on advertising running confusing, preposterous commercials across the country on the reliability of oil and gas? What were people in Ontario supposed …
Do the people of Alberta know about the millions the UCP government spent on advertising running confusing, preposterous commercials across the country on the reliability of oil and gas? What were people in Ontario supposed to do with that message exactly?
Questions the logic and accountability of government spending on advertising while critiquing provincial policy decisions.
@john15008
Feb 20, 2026
Was Trudeau who Brought them Here...
Was Trudeau who Brought them Here...
Blames Prime Minister Trudeau for immigration policy decisions, attributing current immigration levels to his leadership.
omarzahraoui805
Feb 18, 2026
Every one of those questions will be challenged in the Supreme Court
Every one of those questions will be challenged in the Supreme Court
Predicts legal challenges to proposed policies, implicitly critiquing their constitutionality.
@martinwoodworking
Feb 20, 2026
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
Critiques immigration policy inconsistency by highlighting the unfairness of legal immigrants following rules while others remain illegally.
KarenChalmers-u6u
Feb 17, 2026
Sorry - As an Albertan, I will NOT listen to a word from Kenney's mouth.
Sorry - As an Albertan, I will NOT listen to a word from Kenney's mouth.
Dismisses Alberta Premier Kenney's credibility on immigration policy, expressing distrust in his political authority.
paradoxi2649
Feb 18, 2026
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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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