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
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections …
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections and your political parties have fallen to "Vote bank politics" as in case of UK. Democracy's flaw catching up in Canada.
I am sure these things will not be fixed
Critiques government support for Khalistan movements and vote-bank politics, mixing historical claims with concerns about democratic erosion and immigrant political power.
tinguzz
Jan 27, 2026
Free cash is a fucking scam
Free cash is a fucking scam
Critiques a government program (likely referring to immigration benefits) as fraudulent.
blackhawk4178
Jan 27, 2026
Talk is cheap ?
Talk is cheap ?
Dismisses the value of rhetoric alone, implying skepticism about the effectiveness of Trudeau's statements.
Policy Critique
0.75
@philippelee5720
Mar 4, 2025
We used to have articulate presidents like this but those days are gone
We used to have articulate presidents like this but those days are gone
Nostalgic critique of current leadership quality compared to past presidents, implying policy/governance decline.
@ShonSpeaks
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Criticizes the creator for selective coverage while blaming Trudeau for immigration policy failures, mixing legitimate critique with unsubstantiated accusations.
ht-i7v8w
Jan 27, 2026
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Critiques Trump's competence and business record while making specific factual claims about bankruptcies and voter demographics.
@hankhardigan3867
Mar 4, 2025
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our …
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi
And they want different country 😂😂😂😂 inside india
Even we don’t like them who wants to take apart our country india
Our Indian government warn Canadian government not to allow these people in their country but they don’t listen they allow Khalistani tterrorists who are wanted or criminals in India
So it’s canada government fault stop voting for leftist government
Critiques Canadian government for allowing alleged separatists and criminals, mixing claims about Khalistani movements with calls against leftist governance.
Aany99
Jan 27, 2026
Trump is full of shit. Fentanyl? What else is going on here.
Trump is full of shit. Fentanyl? What else is going on here.
Expresses dismissal of Trump's claims about fentanyl while questioning what else is happening, combining policy skepticism with information-seeking.
@faithalways9945
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Questions why drug trafficking action wasn't taken earlier, with an unsubstantiated claim that it only affects poor people Trump supports.
@physicsariel9237
Mar 4, 2025
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
Buddy says hes on a 1 month visit visa been here 6 ...wild
Buddy says hes on a 1 month visit visa been here 6 ...wild
Criticizes visa enforcement and overstaying, potentially based on anecdotal observation or unverified claim.
fillcurriefoto
Jan 27, 2026
Apparently, India's foreign affairs minister told Canada multiple times that they were taking in violent criminals who were wanted in India, but they never listened. Canada is doing this intentionally for whatever reason.
Apparently, India's foreign affairs minister told Canada multiple times that they were taking in violent criminals who were wanted in India, but they never listened. Canada is doing this intentionally for whatever reason.
Alleges government negligence regarding criminal deportations from India, mixing plausible policy criticism with unverified claims about intentional wrongdoing.
ythunter4288
Jan 27, 2026
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
Criticizes Canadian leaders' stance against Trump and frames it as a political failure, with partisan identity framing ('lefties').
@janholleman7756
Mar 5, 2025
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of …
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of the way ...
Criticizes government financial management and leadership competence, with implicit comparison to other nations' self-sufficiency.
@hopefaith3693
Mar 4, 2025
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Criticizes a political leader's fitness for office and calls for investigation, combining policy critique with a demand for action.
@ERumbeador
Mar 4, 2025
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the …
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the boonies. These are all family owned as well, they are usually cousins and siblings and uncles working these places which is why so many canadians complain about the service, because these people are literally unfireable, they sometimes dont even speak english (common) and french (very common for obvs reasons).
Critiques hiring practices and service quality at Tim Hortons, making sweeping claims about family ownership and language barriers across Canadian locations.
Johnitus69
Jan 27, 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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Discourse Quality (Perspective API)