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
A good start
A good start
Brief approval of deportation policy as a positive step, expressing support for stricter immigration enforcement.
Policy Critique
0.82
SashaMilos-gd4ln
Dec 26, 2025
This immigrant problem has been going on for years, since the liberals (idiot Pierre Trudeau) got into power . Why now bring it up. Cause of that nimkumpoop trump?
This immigrant problem has been going on for years, since the liberals (idiot Pierre Trudeau) got into power . Why now bring it up. Cause of that nimkumpoop trump?
Criticizes government policy and political leadership (Trudeau) for immigration decisions, with partisan framing.
spada60
Aug 27, 2025
We only need good immigrants
We only need good immigrants
Implicit criticism of immigration policy, suggesting selective criteria for accepting immigrants based on undefined 'goodness' standards.
daudakamara728
Feb 25, 2026
Trumps is killing our country
Trumps is killing our country
Criticizes Trump's policies as harmful to the country, with alarmist language about national damage.
@Chrisdee85
Mar 4, 2025
Trump is a blackmailer, nothing else, because he is not clever and can't make clever deals. He lives in his own world.
Trump is a blackmailer, nothing else, because he is not clever and can't make clever deals. He lives in his own world.
Critiques Trump's negotiation approach and decision-making competence in policy matters.
Policy Critique
0.82
@ChristianKrause-k6d
Mar 5, 2025
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
Advocates for reduced immigration while citing crime rate increases as justification, combining policy position with security concerns.
MRProbablyCapybara
Feb 18, 2026
Thank a liberal for the destruction of this once great and honorable country.
Thank a liberal for the destruction of this once great and honorable country.
Blames liberal policies for national decline, framing immigration policy as destructive to Canada's former status.
jimlahey8210
Jan 27, 2026
It is very simple, just like Donald Trump is, he puts the tarifs on products, so live for people get even more expensive, then after a while he will change his mind and the tarifs …
It is very simple, just like Donald Trump is, he puts the tarifs on products, so live for people get even more expensive, then after a while he will change his mind and the tarifs wil disapear and products gets cheaper again. THEN he will proudly say that he took care of the high prices. This all he will do to show he was right that he would take care of the Americans and lower the prices and 80% of them will believe it and will say that he made good on his promise. This is the art of the deal.
Analyzes Trump's tariff strategy as a manipulative political tactic designed to create an illusion of economic success.
Policy Critique
0.82
@PascalHermans
Mar 4, 2025
Canada is having the exact same immigration crisis as the U.S. in which its immigration policies only benefit greedy corporations seeking cheap immigrant labor. It’s why I support Trump’s tough deportation and immigration policies. Europe …
Canada is having the exact same immigration crisis as the U.S. in which its immigration policies only benefit greedy corporations seeking cheap immigrant labor. It’s why I support Trump’s tough deportation and immigration policies. Europe is having the same problem with immigration.
Critiques immigration policy as serving corporate interests over workers, comparing Canada's situation to U.S. and Europe.
andrebeauchamp6897
Aug 30, 2025
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Criticizes Trudeau's governance and impact on Canada, framed through national identity concerns about the nation's decline.
@toolaholicsanonymous
Mar 4, 2025
Voted for a traitor party Liberals, got betrayed. Stupidity+ no accountability + hypocrite + wokeness = eliminated a whole country once was prosperity No surprise here, idiots ignorance Canadians
Voted for a traitor party Liberals, got betrayed.
Stupidity+ no accountability + hypocrite + wokeness = eliminated a whole country once was prosperity
No surprise here, idiots ignorance Canadians
Criticizes Liberal government accountability and policies (wokeness, immigration) as causing national decline, with dismissive framing of Canadian voters.
walkmanutd19
Jun 18, 2025
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if …
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if you voted liberal again you are as well. When conservatives were in power immigration was capped
Criticizes Liberal government immigration policy as causing unwanted demographic change, blaming political leadership while expressing anxiety about community transformation.
richardramfire3971
Jan 28, 2026
just last month i took a speedy to get an appointment and the dude had to call someone else to translate, how the hell can someone who cant speak/understand basic english get a canadian drivers …
just last month i took a speedy to get an appointment and the dude had to call someone else to translate, how the hell can someone who cant speak/understand basic english get a canadian drivers license and somehow he was driver a very expensive car. someone explain how that works? either be canadian or even alittle canadian just as long as ur not someone who simply lives here and has no intention of ever even understanding what it means to be canadian.
Criticizes licensing/immigration policy for allowing non-English speakers while asserting what it means to be Canadian.
dantehill525
Sep 11, 2025
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you …
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture.
Deportation if you cant assimilate to the country you move to.
Proposes stricter immigration policy with assimilation requirements and deportation, framed as cultural preservation and national sovereignty.
manhattanvi
Jan 27, 2026
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly …
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly no red flags, that means our system is broken or not competent enough to catch them and protect the safety and security of this nation. Or did we just lower the requirements, skip security checks, and issue the visas anyway? Now we have these criminals walking our streets and terrorizing citizens. How did they get guns? How broken is our system? Logically, something needs to make sense: either we severely compromised our processes and allowed this to happen, or we are seriously incompetent.
Critiques government visa processing systems and security checks while expressing concerns about system competence and public safety.
kolaholk2891
Feb 18, 2026
The first woman speaking . Everything she said is caused by the liberals who want Canada crushed . Sorry but went you vote for this crap you get to eat it also. Vote conservative, wake …
The first woman speaking . Everything she said is caused by the liberals who want Canada crushed . Sorry but went you vote for this crap you get to eat it also. Vote conservative, wake up Canada if it’s not too late already
Criticizes liberal government policies and calls for voting conservative as a solution.
kirkharrington2755
Aug 25, 2025
When are these republicans going to wake up? Trump is leading his whole party and the rest of the country off a cliff! Start a trade war with Canada for absolutely no apparent reason? This …
When are these republicans going to wake up? Trump is leading his whole party and the rest of the country off a cliff! Start a trade war with Canada for absolutely no apparent reason? This man’s agenda will come to light, because there is a reason he’s doing this, it’s just not common knowledge.
Criticizes Trump's trade war policy and expresses concern about hidden motives and negative consequences.
@jimdadj1
Mar 4, 2025
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
Criticizes Liberal government policies as destructive to Canada while invoking religious identity and moral framing.
lorddeath1023
Aug 25, 2025
Trump simply asked to stop the illegals and fentenal coming to our country threw yours!! He asked you and you said you would, the same as mexico. Apparently your operations are not working for one …
Trump simply asked to stop the illegals and fentenal coming to our country threw yours!! He asked you and you said you would, the same as mexico. Apparently your operations are not working for one reason or another! HONOR YOUR COMMITMENT! Mr. Trudeau simply call president Trump and discuss the numbers and come up.with a new idea on how to stop this agreed upon situation! Montana Rick.
Critiques Canada's enforcement of border security commitments and calls on Trudeau to address the issue through negotiation with Trump.
@rickfreeman9530
Mar 4, 2025
He is Canada's Gavin Newsom, he is lying when his lips are moving.
He is Canada's Gavin Newsom, he is lying when his lips are moving.
Commenter accuses the PM of dishonesty, directly criticizing his credibility and trustworthiness as a political leader.
Policy Critique
0.82
@aaronc4724
Mar 4, 2025
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)