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
Where is the money going, Donald? Seems like you are lining your pockets to enrich the vaults of you and your friends while over ninety percent of us are fitting the bill. ?
Where is the money going, Donald? Seems like you are lining your pockets to enrich the vaults of you and your friends while over ninety percent of us are fitting the bill. ?
Criticizes government fiscal policy and alleged corruption, with economic concerns about wealth distribution.
@Lycurgus1982
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
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Critiques government policy on student visas and university oversight, citing security concerns and calling for accountability.
destroyer-je4vg
Jan 27, 2026
Faut poser la question à ceux qui ont voté pour Justin. Il a créé ce désastre
Faut poser la question à ceux qui ont voté pour Justin. Il a créé ce désastre
Criticizes Justin Trudeau's immigration policy as a 'disaster' and implicitly calls for accountability from voters.
dubongros3108
Jan 1, 2026
You pay our TAX to accept Refugees, paying them monthly and then if they couldn't convince you, you pay from our TAX to remove them from Canada!!!! please review the laws, it's nonsense
You pay our TAX to accept Refugees, paying them monthly and then if they couldn't convince you, you pay from our TAX to remove them from Canada!!!! please review the laws, it's nonsense
Criticizes the financial logic and legal framework of refugee processing, arguing the system is wasteful and contradictory.
elim1720
Jan 1, 2026
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
Blaming the USA for what, exactly? It’s unfortunate that Canadian consumers are affected by trade restrictions, such as when Canada bans U.S. wines and liquors. Why ban it in the first place? Interestingly, even within …
Blaming the USA for what, exactly? It’s unfortunate that Canadian consumers are affected by trade restrictions, such as when Canada bans U.S. wines and liquors. Why ban it in the first place? Interestingly, even within Canada, Eastern provinces don’t have access to wines from British Columbia, what a shame. Shouldn’t we be working towards more open trade within our own country as well?
Questions trade policy decisions and advocates for more open trade within Canada; analytical critique of government regulations.
Policy Critique
0.85
@andrewmajor6447
Mar 4, 2025
Illegal immigrants should be paying all deportation costs!
Illegal immigrants should be paying all deportation costs!
Critiques immigration policy regarding deportation costs while implying fairness concerns about who should bear financial responsibility.
christophercoupe5006
Jan 1, 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
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Discusses immigration policy changes and their demographic/economic consequences with reference to specific reform metrics.
memenone501
Jan 27, 2026
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year.
I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Critiques government immigration policy as politically motivated vote-importing while arguing for immigration rates aligned with infrastructure capacity, balancing concern with openness.
rainorshine6702
Jan 27, 2026
speeches are useless
speeches are useless
Comment dismisses the effectiveness of political speeches as a policy tool or communication method.
Policy Critique
0.85
@zoctopus
Mar 4, 2025
Trudeau should shut his trap!! \nHe is the worst president Canada ever had
Trudeau should shut his trap!! \nHe is the worst president Canada ever had
Direct criticism of Trudeau's leadership and governance record as Canada's leader.
Policy Critique
0.85
@freeurmind609
Mar 4, 2025
Thats not enough. It should be 0.
Thats not enough. It should be 0.
Extreme position advocating zero immigration, presented as criticism of current policy as insufficiently restrictive.
frosttoice
Jan 3, 2026
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"):
"Canada's aging population is a significant issue, creating major challenges for the economy, healthcare, and social services, as more seniors require care while fewer younger workers support them, leading to potential labor shortages, strained budgets, and increased demand for healthcare and long-term support. The trend of more seniors than children under 15 puts pressure on economic growth and government finances, requiring substantial funding increases for health and care services. "
For every positive to reduced immigration numbers, Canadians are going to discover that there will be negatives. The negatives might very well justify using the word "slash". Time will tell.
Nuanced analysis of immigration reduction trade-offs, citing aging population concerns and economic/healthcare impacts to contextualize policy debate.
CJVeniot
Jan 3, 2026
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
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in …
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in itself, but the mindset is inherently what we want from our newcomers, and not just importing everyone from a hyper-specific area of another country in i.e. India. This is why selective immigration that has been done for years before Trudeau did wonders for this country. Very insightful. The race doesn't matter, the diversity we value is actually lost when you only import anything and don't vet anyone at all, it then becomes simply and factually non-diverse.
Critiques current immigration policy as insufficiently selective while praising past vetting practices, with underlying identity-based framing about diversity and national values.
summonstormx
Jan 1, 2026
Any American who's been paying attention knows Donnie couldn't care less about us. It's always all about him - his power, his money, his EGO.
Any American who's been paying attention knows Donnie couldn't care less about us. It's always all about him - his power, his money, his EGO.
Critiques Trump's character and motivations regarding US-Canada relations.
Policy Critique
0.85
@Poemi10304
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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