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
Those aren't slashed numbers. Very minor adjustments....thise cuts arent big enough by far.
Those aren't slashed numbers. Very minor adjustments....thise cuts arent big enough by far.
Argues that proposed cuts are insufficient, critiquing the adequacy of government policy measures.
Policy Critique
0.85
blackwolf073
Jan 4, 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
Imagine having a leader that is coherent, respectful, and genuinely cares for his/her people. Must be nice…
Imagine having a leader that is coherent, respectful, and genuinely cares for his/her people. Must be nice…
Critiques current leadership by contrasting it with an idealized leader, implying dissatisfaction with government performance and values.
@g_young8412
Mar 4, 2025
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Critiques government resource allocation policy while implicitly appealing to fairness by contrasting treatment of non-citizens versus homeless citizens.
wendyleonenko8962
Feb 24, 2026
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
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better …
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better job of screening people coming in. Canada still needs good capable people coming in.
Commenter critiques Canada's screening process for immigrants while acknowledging the need for skilled workers, focusing on policy improvement rather than rejecting immigration.
CS-nn8zu
Feb 12, 2026
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
Criticizes government ministers and immigration policy while asserting that immigrants should meet specific criteria and contribute.
pm4833-x4z
Feb 27, 2026
If you are uneducated and want to relocate to Canada 🇨🇦 please don’t come here. The people of Canada are fatigued with low education immigrants. We need the job’s uneducated immigrant fill to employ our …
If you are uneducated and want to relocate to Canada 🇨🇦 please don’t come here. The people of Canada are fatigued with low education immigrants. We need the job’s uneducated immigrant fill to employ our citizen students do they can get a foot in door.
Criticizes immigration policy regarding education levels and expresses concern about labor market impacts.
T.614-p4g
Feb 12, 2026
CANADA HAS MASSIVE TARRIFS ON THE U.S. TOO YA MORONS. THIS IS BS GRANDSTANDING
CANADA HAS MASSIVE TARRIFS ON THE U.S. TOO YA MORONS. THIS IS BS GRANDSTANDING
Critiques the framing of tariff disputes by pointing out Canada's reciprocal tariffs and dismissing the narrative as political theater.
Policy Critique
0.85
@Beary98
Mar 4, 2025
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their …
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their problems canadas problems
Commenter critiques refugee and immigration policy eligibility requirements while raising economic concerns about taxpayer burden.
robertscahill7987
Feb 24, 2026
What an amazing display of racial profiling!!
What an amazing display of racial profiling!!
Criticizes government practices (racial profiling) as unjust policy implementation.
jackreacher1132
Feb 12, 2026
King Donald is doing horrible harm to the United States.
King Donald is doing horrible harm to the United States.
Criticizes Trump's policies and their harmful impact on the United States, comparing leadership approaches.
@ivansalazar5448
Mar 4, 2025
What a shit show Trudeau is.\nWTF Puppet !!
What a shit show Trudeau is.\nWTF Puppet !!
Direct criticism of Trudeau's leadership using strong language, dismissing him as incompetent and controlled.
Policy Critique
0.85
@mikehousley4686
Mar 4, 2025
It’s about time the conservatives start getting serious about the state of this country.
It’s about time the conservatives start getting serious about the state of this country.
Calls for Conservatives to take stronger action on national issues, implicitly critiquing current government policy.
Policy Critique
0.85
thedudejackietreehorn
Feb 24, 2026
I don't advocate for human rights violations and false prom, but still timmigration needs to be reduced
I don't advocate for human rights violations and false prom, but still timmigration needs to be reduced
Commenter critiques immigration policy as needing reduction while invoking human rights concerns, blending policy analysis with ethical framing.
thegreatnormad3424
Feb 12, 2026
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration …
Unlike other countries, Canada is honest about the saturation that is happening over the time.
They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration for some time.
AI Coming, people are loosing jobs.
Rents are increasing etc.
Analyzes immigration policy through concerns about infrastructure capacity, job displacement, and housing costs, grounded in economic and practical reasoning.
vb9950
Feb 12, 2026
There is NO divide. Canadians overwhelmingly want less immigration. Only the business elite wants massive levels of immigration because they want cheap foreign labour.
There is NO divide. Canadians overwhelmingly want less immigration. Only the business elite wants massive levels of immigration because they want cheap foreign labour.
Claims public opinion opposes high immigration while attributing the policy to elite business interests seeking cheap labor.
johnfox901
Feb 12, 2026
Lets hope the grandfather clause goes through. I'm all for restricting immigration, but lets not kick everyone out and ruin their lives.
Lets hope the grandfather clause goes through. I'm all for restricting immigration, but lets not kick everyone out and ruin their lives.
Supports immigration restriction while advocating for humane treatment of existing immigrants, balancing policy and ethical concerns.
ceridangauv3955
Feb 11, 2026
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little …
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little north and life will be miserable and unbearable. —- PM Carney is a rational man. The numbers need to be managed. New entrants specially reduced, but I don’t know about those in the country already. It’s like they got hoodwinked.
Analyzes immigration policy implementation, geographic constraints, and the need for managed solutions while acknowledging the plight of existing temporary workers.
hus390
Feb 11, 2026
Immigration is great when it's done the right way...We we have now is the BAD WAY.
Immigration is great when it's done the right way...We we have now is the BAD WAY.
Argues that while immigration itself is acceptable, the current implementation method is problematic, critiquing how policy is being executed.
Policy Critique
0.85
SylvainGibson
Feb 11, 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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