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
"Without warning tightened immigration" The last 3 years of Trudeau's reign were Canadians, actual Canadians who can vote, screaming at Trudeau to cut the immigration numbers. Anyone angry about it is just pissed that they …
"Without warning tightened immigration" The last 3 years of Trudeau's reign were Canadians, actual Canadians who can vote, screaming at Trudeau to cut the immigration numbers. Anyone angry about it is just pissed that they can't cry more since Carney isn't making a circus of the whole thing.
Argues that public opinion (actual Canadians) has been demanding immigration cuts, framing the policy change as responsive to citizen demands rather than sudden.
TheEndofZombieShakespeare
Feb 11, 2026
any immigrant that comes here should pay Higher Taxes, for 10 years Lets see how many come over now.
any immigrant that comes here should pay Higher Taxes, for 10 years Lets see how many come over now.
Proposes higher tax burden on immigrants for 10 years as deterrent policy, assuming it will reduce immigration.
DiddyMyChildren
Aug 28, 2025
Immigration is their bread and butter. Of course he will say there are not enough immigrants.
Immigration is their bread and butter. Of course he will say there are not enough immigrants.
Critiques government motivation and policy stance on immigration levels, with implied skepticism about official claims.
Brutus4048
Jan 21, 2026
When is Canada going to get the corrupt liberals out of office so we can stop paying for the world's problems? Canada is bleeding yet we are sending billions to fight foreign wars and line …
When is Canada going to get the corrupt liberals out of office so we can stop paying for the world's problems? Canada is bleeding yet we are sending billions to fight foreign wars and line foreign billionaires pockets.
Criticizes government spending priorities, arguing Canada should reduce foreign aid and military spending rather than support immigration.
chrisjay5127
Mar 3, 2026
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day.
*20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Provides specific statistics and policy analysis criticizing Liberal immigration policy, with calls for increased deportations and economic impact claims.
OrdinaryAlbertan
Feb 25, 2026
They have completely fucked the country
They have completely fucked the country
Expresses strong disapproval of government handling of immigration, framed as systemic failure.
TheSterg98
Feb 25, 2026
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
Criticizes Liberal government performance and questions their electoral viability based on perceived policy failures.
Policy Critique
0.85
NolanBaptiste-z3q
Feb 25, 2026
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other …
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other countries, opening doors to drug cartels and organized crimes to buy properties in the country which fuels housing prices to soar, capital gains tax increases , carbon taxes on people and industries. these are just a few.
Comprehensive critique of government policies on crime, refugee benefits, foreign aid, housing, and taxation, with underlying alarmist tone about national decline.
erichdelossantos4701
Mar 2, 2026
Conservatives proposal is to end presumption of innocence. Instead, we should expedite and strengthen the asylum prcess so that bogus claims are quickly dismissed
Conservatives proposal is to end presumption of innocence. Instead, we should expedite and strengthen the asylum prcess so that bogus claims are quickly dismissed
Critiques a political proposal while advocating for an alternative policy approach grounded in procedural fairness.
jcrodriguez6324
Mar 2, 2026
Liberals are buying future votes with our taxes.
Liberals are buying future votes with our taxes.
Criticizes government spending on immigration as wasteful and politically motivated, with partisan framing.
Andre-fl5wt
Feb 27, 2026
100% correct! Liberals destroyed Canada!!!!
100% correct! Liberals destroyed Canada!!!!
Criticizes the Liberal government's immigration policy while asserting a political identity position.
jamesh2459
Feb 25, 2026
Vassy is just another mouthpiece for the lieberals......she doesn't looks at her party's own facts because she would never mention truth.
Vassy is just another mouthpiece for the lieberals......she doesn't looks at her party's own facts because she would never mention truth.
Criticizes a political figure (Vassy) and her party's approach to facts and truth, framed as partisan dismissal.
dylankrank
Feb 24, 2026
Canada has reduced the number of student visas and temporary foreign worker permits because even people who are pro immigration and not racist recognize that it has gotten out of hand. Diversity is good. Diversity …
Canada has reduced the number of student visas and temporary foreign worker permits because even people who are pro immigration and not racist recognize that it has gotten out of hand. Diversity is good. Diversity requires lots of different kinds of people living together. Immigration shouldn’t be mostly one group no matter what the ethnicity or colour is. It’s all about balance.
Commenter analyzes government policy decisions on visas/permits while invoking principles of balanced diversity as a moral justification.
Curly-r2l
Mar 1, 2026
Just got back from my first ever cruise and fully enjoyed it. Sat through a few presentations on how the ship actually keeps us all safe and afloat and had a behind the scenes peek …
Just got back from my first ever cruise and fully enjoyed it.
Sat through a few presentations on how the ship actually keeps us all safe and afloat and had a behind the scenes peek at where the amazing crew eat , sleep and socialize.
Also learned how they hire and vet their staff, including all background and health checks before they can work for Royal Caribbean (Celebrity).
Hey Mr PM, perhaps you could join this board and learn a thing or two on how to “onboard” people to safeguard all.
Commenter shares a personal cruise experience but primarily uses it as a comparative framework to critique Canadian immigration vetting procedures, suggesting the PM learn from corporate onboarding practices.
browniesr.1619
Feb 28, 2026
Try: CLUELESS GOVERNMENT
Try: CLUELESS GOVERNMENT
Brief dismissal of government competence on immigration matters.
Policy Critique
0.85
jdrury1973
Feb 28, 2026
Canada needs to fix this.
Canada needs to fix this.
Vague call for government action on immigration issues without specifying solutions or reasoning.
Policy Critique
0.85
Shok-s2t
Oct 9, 2025
Trudeau broke it !
Trudeau broke it !
Blames the Prime Minister for immigration policy failures, a direct critique of government leadership and policy.
Policy Critique
0.85
zeniehudson7098
Feb 24, 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
How did this clown get the job
How did this clown get the job
Dismissive criticism of a government official's competence and fitness for their position.
Policy Critique
0.85
louiskwaku8879
Feb 27, 2026
Liberals are very adept at breaking things that already work well.
Liberals are very adept at breaking things that already work well.
Commenter criticizes the Liberal government's handling of policy, suggesting they damage existing systems.
Policy Critique
0.85
xcskiguy1739
Feb 27, 2026
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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)