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
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
Excellent work Premier ! About time Albertans got a say in how this province is run ! No doubt it'll be mostly about sending a message but the feds had better start listening. The important …
Excellent work Premier ! About time Albertans got a say in how this province is run ! No doubt it'll be mostly about sending a message but the feds had better start listening. The important referendum depends on Ottawa showing more respect than they have in the past.
Commenter praises the referendum initiative while critiquing federal government policy and demanding better treatment from Ottawa.
@BrianFantana-v2f
Feb 20, 2026
They won't do anything. They won't even charge or send them back to India.
They won't do anything. They won't even charge or send them back to India.
Criticizes government inaction on deportations and enforcement, expressing frustration with policy implementation.
@krisdoke
Feb 19, 2026
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based …
Literally imported voters.
And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based on your view on it, clearly it works. They still have way too many people coming in, who we pay for, who vote for them.
Critiques immigration policy as performative and politically motivated, with concerns about fiscal burden and voting patterns.
-8h-
Feb 19, 2026
Consequences of mass immigration Thank a liberal
Consequences of mass immigration
Thank a liberal
Blames mass immigration and liberal government policy for negative consequences, with partisan framing.
@affanculo
Feb 20, 2026
Nothing will happen ! Thank you Liberals !
Nothing will happen !
Thank you Liberals !
Expresses skepticism that government action will be effective, with partisan blame toward Liberals.
@CB5541g
Feb 20, 2026
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
Conservative commenter criticizing a provincial politician's policy flip-flopping on vaccination, expressing political dissatisfaction.
MrDausen
Feb 19, 2026
And stil Canadians are stupid enough to keep the liberals in power.
And stil Canadians are stupid enough to keep the liberals in power.
Criticizes Canadian voters for supporting the Liberal government, framing them as foolish for their political choices.
raff5604
Feb 19, 2026
I am sure should they appear before a judge they will be let off for some unreal reason. Our courts are absolutely shameful.
I am sure should they appear before a judge they will be let off for some unreal reason. Our courts are absolutely shameful.
Criticizes the judicial system for allegedly being lenient on immigration-related offenders.
@judymilford9453
Feb 19, 2026
Trudue neeeds to be thrown in jail for this
Trudue neeeds to be thrown in jail for this
Criticizes government leadership (Trudeau) and implicitly calls for legal accountability.
@Freeburningpapers
Feb 19, 2026
Every politician wants to be in power, liberals want to stay in power forever. So they make illegals Legolas, the more the Better, give them benefits, heath care .. corrupt the media .. 1984 .. …
Every politician wants to be in power, liberals want to stay in power forever. So they make illegals Legolas, the more the Better, give them benefits, heath care .. corrupt the media .. 1984 .. is here but on steroids. Alberta must leave what used to be Canada asap.
Criticizes Liberal immigration policy as deliberately legalizing undocumented immigrants for political gain, with conspiratorial and separatist undertones.
firstlast-gr9xs
Feb 19, 2026
What about the other 5 million..smoke & mirrors
What about the other 5 million..smoke & mirrors
Questions government statistics or policy effectiveness while implying deception ('smoke & mirrors') in immigration numbers.
@Cali736
Feb 19, 2026
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)