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
No- it's not American relationship. It's a Donald problem.
No- it's not American relationship. It's a Donald problem.
Distinguishes between systemic American policy and individual leadership, critiquing the latter as the primary problem.
Policy Critique
0.85
@williamsmith1453
Mar 4, 2025
That tax cut is a joke
That tax cut is a joke
Dismisses the proposed tax cut as insufficient or ineffective policy.
Policy Critique
0.85
hithere8753
Jan 12, 2026
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
No more immigrants and asylum seekers.
No more immigrants and asylum seekers.
Direct criticism of immigration and asylum policy, calling for cessation of both programs.
Policy Critique
0.85
thebigrigcm
Jan 6, 2026
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Criticizes Trudeau's handling of tariffs and fentanyl policy while dismissing the speaker as a 'fool,' combining policy analysis with derogatory framing.
@paulpachis9689
Mar 4, 2025
BC affordable housing used to be a wait of a few months at most, now it takes years, and yes they take people who just walked in to the country. Older Canadians and vulnerable people …
BC affordable housing used to be a wait of a few months at most, now it takes years, and yes they take people who just walked in to the country. Older Canadians and vulnerable people are not a priority. For that there are shelters, which are not homes, at all.
Criticizes immigration policy for prioritizing newcomers over vulnerable Canadians in housing allocation.
lilliansongs-w2d
Feb 18, 2026
india warned them not to allow because of the khalistan, but for votes Justin Trudeau did things
india warned them not to allow because of the khalistan, but for votes Justin Trudeau did things
Criticizes government policy decisions (allowing immigration for political votes) while invoking national/ethnic identity concerns (Khalistan).
gg.gaminggamer3226
Jan 27, 2026
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch …
I was born in brampton, lived in cbridge then to b.c.! I will never go back!
Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch and release program for repeat offenders, even violent ones! And made drugs decriminalised!
From what I heard, there was commercials and panphlets all over differnt countries saying come to canada for a better life, its great here! Many came and because of the housing shortage due to the red tape, people were sleeping on the street in front of the government offices! Its also colder then many people that have never experienced could even imagine! Then there starting from the bottom! A chip on there shoulder thinking the gov owes them and do whatever you can to get payed! Hence why there were so many car, jewlery store, liqure store thiefts and break & enters! The cops were literally telling people to keep there car keys near the door so the thiefs can take them with no altercation!
I blame turdo and sean fraser! Fun fact, sean fraser was the immagration minister then got cabnet shuffled to housing minister during turdos terms, idk what he is now but i think hes still in cabnet.
I try not to be racist but this failed experiment and just plain bad math/out of touch with reality cabinet ministers are litterally making people racist! Its too many, too fast, when there manipulating the housing market by red taping it so much nobody can get a shovel in the ground! The stupidity of the gov is insane! I dont like the convervatives either as they will just swing the pendulem so far the other way too fast, i.e. cut everything! Including when they were hurting single mothers on welfare and persons with disibilities, we need somthing new, maybe a.i. or the upcomming future party, idk but this crap is wak!
Combines personal experience with extensive criticism of government immigration, housing, and criminal justice policies, blaming specific ministers for societal problems.
CodeFreqOffical
Jan 27, 2026
Hidden agenda is one n only one thing n that is to somehow put yr foot into Canada n get PR by hook or by crook. I can understand those coming in Canada want to …
Hidden agenda is one n only one thing n that is to somehow put yr foot into Canada n get PR by hook or by crook. I can understand those coming in Canada want to stay but the Liberals n the immigration who we trust to be loyal r to be blamed.
Criticizes government and immigration officials for allegedly enabling people to obtain PR through dishonest means, combining policy critique with an unverified conspiratorial claim about a 'hidden agenda.'
giratina491
Jan 4, 2026
Justin Trudeau is a moron. He has ruined my once great country.
Justin Trudeau is a moron. He has ruined my once great country.
Criticizes Trudeau's governance and its impact on Canada, framed as policy failure affecting national identity.
@joeyharris6037
Mar 4, 2025
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
Criticizes government policy and voting choices while framing immigration policy as protecting criminals, with implicit us-vs-them framing.
waynec9640
Feb 18, 2026
Canada has lost the plot. Recruiting foreigners for our military should be illegal. There is no doubt Carney is destroying Canada. Canada and Canadians don’t make these decisions. Carney makes them in the backrooms without …
Canada has lost the plot. Recruiting foreigners for our military should be illegal. There is no doubt Carney is destroying Canada. Canada and Canadians don’t make these decisions. Carney makes them in the backrooms without consultation with anyone. The Liberals take no ideas or instruction from the people who are paying and employing them. They did not elect a Dictator which we have.
Criticizes government policies on military recruitment and accuses leadership of authoritarian governance without democratic consultation.
carleyhamilton9947
Feb 27, 2026
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Criticizes Trudeau's leadership and government policy while using dismissive language about supporters.
@SirDavidWilliam2nd
Mar 4, 2025
It's a shame Canadians aren't granted the privilege of a vote
It's a shame Canadians aren't granted the privilege of a vote
Critiques Canadian policy/governance regarding voting rights while implying unfairness, combining policy analysis with moral concern.
accidentalmeditation
Jan 27, 2026
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
Critiques Canadian policy on American drug addiction while comparing responsibility between nations.
@maritzabatista5277
Mar 4, 2025
We need ICE here, CBSA is clearly not doing their job what a shame
We need ICE here, CBSA is clearly not doing their job what a shame
Criticizes CBSA's effectiveness and calls for U.S.-style ICE enforcement in Canada.
BlackDemonBuddha
Feb 18, 2026
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
Proposes specific immigration caps and deportation targets as criticism of current policy, with implicit call for stricter enforcement.
SageOfBlades
Jan 3, 2026
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Critiques perceived inconsistency in Canadian government policy toward independence movements while using ironic framing to highlight double standards.
Jcomprendrien
Jan 27, 2026
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a hold on the people already here. One in one out !!!
Comprehensive critique of Canadian immigration policy as too lenient, expressing security/capacity concerns and demanding policy change.
seanshaw436
Jan 6, 2026
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done …
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done anything to fight against illegal immigrants and drugs.
Criticizes US government policy on drug trafficking and immigration enforcement while expressing concern about fentanyl deaths.
@Victor-wp5jl
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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Discourse Quality (Perspective API)