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
You can hate PP and conservatives but this idea is legit and correct Liberal has to support this no brainer ideas
You can hate PP and conservatives but this idea is legit and correct Liberal has to support this no brainer ideas
Endorses a specific immigration policy proposal while urging political opponents to support it, framing it as self-evident.
sangtaeminam
Feb 24, 2026
Canadian politicians are so amateur
Canadian politicians are so amateur
Dismissive critique of Canadian political leadership's professionalism and competence.
@cryptoviking222
Mar 4, 2025
Wake up Vassy. Rejected claims need to be deported within 30 days. Total nonsense and most are from countries that don't want to integrate either.
Wake up Vassy. Rejected claims need to be deported within 30 days. Total nonsense and most are from countries that don't want to integrate either.
Calls for stricter deportation timelines and criticizes rejected claimants' integration willingness, combining policy demands with cultural concerns.
pm4833-x4z
Feb 24, 2026
He should point out all the SH@# that comes from across the border into Canada...not just drugs, but their guns as well
He should point out all the SH@# that comes from across the border into Canada...not just drugs, but their guns as well
Comment critiques what the speaker should address regarding cross-border issues while expressing concern about security threats.
@abhijitghosh9599
Mar 4, 2025
Happy to see this from our prime minister, however as an voter i cannot ignore the last 8 years. Trumps 25% tariffs are stupid, hes right. But were paying more in carbon tax on everyday …
Happy to see this from our prime minister, however as an voter i cannot ignore the last 8 years. Trumps 25% tariffs are stupid, hes right. But were paying more in carbon tax on everyday things comparatively.
Voter expressing qualified support while critiquing government policies (carbon tax) over an 8-year period, grounded in personal perspective.
@luisl2503
Mar 4, 2025
There is nothing as expected we dont see it .... i beleive that medias trying to brainwash general public that something going on call deportation now time to calm down ..but in reality its something …
There is nothing as expected we dont see it .... i beleive that medias trying to brainwash general public that something going on call deportation now time to calm down ..but in reality its something really really slow process ..need more authority ,power and independent reporting to border authorities and new appointments from.canadian rooted candidates
Critiques government deportation efforts as insufficient and slow, with unsubstantiated claims about media manipulation and lack of independent reporting.
falconhunt786
Dec 25, 2025
Trudeau a dictator himself himself sit down we fired that shameless embarrassment two months ago he screwed us by allowing unlimited economic migrants millions into Canada illegally many who illegally crossed into the US illegally …
Trudeau a dictator himself himself sit down we fired that shameless embarrassment two months ago he screwed us by allowing unlimited economic migrants millions into Canada illegally many who illegally crossed into the US illegally they did little for years to stem the flow of hard drugs organized crime out of control clandestine drug labs all over Canada now hundreds of thousands of Canadians dead from overdose he screwed us now Trump is screwing us we are really screwed with this clown show at the helm still we should have had an election a year ago so a competent government was installed working instead the Liberal red green show is in charge
Extended critique of Trudeau's immigration and drug policy with unsubstantiated claims about illegal crossings and overdose deaths.
@stephjones7104
Mar 4, 2025
While listening to Batra's Burning Questions is always informative, today's discussion elicits despair. The contrast between Jason Kenney's reign and the Liberal's current minister of immigration, Lisa Diab, could not be more stark. She is …
While listening to Batra's Burning Questions is always informative, today's discussion elicits despair. The contrast between Jason Kenney's reign and the Liberal's current minister of immigration, Lisa Diab, could not be more stark. She is incompetent and Canada has a hopeless, no-win, unfair, expensive and potentially dangerous immigrant and refugee system. And, apparently, the country is FULL of racists. We're idiots led by sanctimonious idiots.
Critiques the immigration minister's competence and the system as broken, while making broader moral judgments about Canadian society.
sarahmacvicar98
Feb 27, 2026
We all know it’s happening. It’s time to crack down. While I like Vassy I don’t know she’s pushing back so hard. It is common sense. If you abuse the system you need to be …
We all know it’s happening. It’s time to crack down. While I like Vassy I don’t know she’s pushing back so hard. It is common sense. If you abuse the system you need to be kicked out of the country and we aren’t wasting our $ on you.
Criticizes immigration system abuse and advocates for stricter enforcement while framing it as protecting taxpayer resources.
SapperRJMorgan
Feb 25, 2026
Want me to speak directly to soy boy Trudeau. I thought you resigned you piece of crap
Want me to speak directly to soy boy Trudeau. I thought you resigned you piece of crap
Criticizes Trudeau's leadership and references his resignation announcement with hostile language.
Policy Critique
0.80
@DanWhite-z8b
Mar 4, 2025
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
Criticizes Trudeau and democratic decision-making as responsible for immigration policy outcomes.
terryday-land9657
Jan 27, 2026
One of the biggest problems that wasn't talked about in this video is how is the housing crisis. Though we still accept immigrants into our country when we don't have the residential support for everyone.
One of the biggest problems that wasn't talked about in this video is how is the housing crisis. Though we still accept immigrants into our country when we don't have the residential support for everyone.
Critiques government policy for accepting immigrants without adequate housing infrastructure to support them.
zwebble6220
Jan 27, 2026
O my our dictator is upset...he is the worst prime minister in our country's history.
O my our dictator is upset...he is the worst prime minister in our country's history.
Criticizes Trudeau as prime minister, characterizing him negatively relative to Canadian history.
Policy Critique
0.80
@glennmargedriedger1766
Mar 4, 2025
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
Criticizes inconsistent enforcement of border procedures, supported by anecdotal evidence from snowbirds' experiences.
Diane-no5nx
Dec 11, 2025
Bullshit. Stop the freaking femtanyl !!!!
Bullshit. Stop the freaking femtanyl !!!!
Criticizes government handling of fentanyl crisis, demanding policy action on drug control.
Policy Critique
0.80
@chudson5901
Mar 4, 2025
Remember People Trudeau is to BLAME AND RUNNING CANADA INTO THE GROUND HE HAS RESIGNED, HE LET TERRORISTS AND CRIMINALS INTO CANADA LETTING THEM KILL CANADIAN BORN PEOPLE
Remember People Trudeau is to BLAME AND RUNNING CANADA INTO THE GROUND HE HAS RESIGNED, HE LET TERRORISTS AND CRIMINALS INTO CANADA LETTING THEM KILL CANADIAN BORN PEOPLE
Blames Trudeau for policy failures including alleged security lapses, mixing criticism with unsubstantiated claims about terrorists and criminals.
@itsmechrispy6083
Mar 4, 2025
As long as we roll out the welfare red carpet they'll keep coming
As long as we roll out the welfare red carpet they'll keep coming
Argues that welfare benefits attract immigrants, implying policy enables unwanted immigration.
tonymoretti2347
Feb 25, 2026
So, we are supposed to take the advice of someone who is bankrupting his own country? No thanks…
So, we are supposed to take the advice of someone who is bankrupting his own country? No thanks…
Critiques Trump's economic management and dismisses his credibility on policy grounds.
@pauliannuzzelli4789
Mar 4, 2025
His answer against Trump’s tariffs is directly harming Canada citizens more so than Americans. \n\nThis tick isn’t on a moral high ground. I WISH this motherfucker would keep escalating this with a president that’ll gladly …
His answer against Trump’s tariffs is directly harming Canada citizens more so than Americans. \n\nThis tick isn’t on a moral high ground. I WISH this motherfucker would keep escalating this with a president that’ll gladly turn Canada into a fuckin theme park.
Criticism of the leader's tariff response policy as economically harmful to Canadian citizens and morally inconsistent.
@shaxxalicious350
Mar 4, 2025
Just to play devils advocate here, because it seems all the comments are favoring Canada, \nWe just had an administration that ran our country into the ground seemingly on purpose. \nTrump is in the position …
Just to play devils advocate here, because it seems all the comments are favoring Canada, \nWe just had an administration that ran our country into the ground seemingly on purpose. \nTrump is in the position of playing janitor and cleaning up a mess. Sometimes cleaning up a mess is a dirty job, and it might hurt at first. But however necessary.
Defends Trump's policies as necessary cleanup while critiquing the previous administration, framing short-term pain as justified.
@briancantale8930
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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