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
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Challenges the video's framing by pointing out that Canada's government actively recruits immigrants, critiquing the narrative presented.
HarpaulBrar-p2y
Jan 28, 2026
As a Canadian i can tell you in the last 10 years Canada has been vastly changed for the worse by the liberal governments policies.
As a Canadian i can tell you in the last 10 years Canada has been vastly changed for the worse by the liberal governments policies.
Critiques Liberal government policies as having negatively changed Canada, framing immigration policy as the source of decline.
saskmuddinatv
Jan 28, 2026
Thank Trudeau
Thank Trudeau
Brief attribution of blame to a political figure (Trudeau) for immigration policy, expressing criticism of government leadership.
Policy Critique
0.85
producedbynorth2099
Jan 27, 2026
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Criticizes government immigration policy and enforcement while asserting Canadian identity and expressing demographic anxiety about cultural assimilation.
andrewking2897
Jan 27, 2026
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend.
Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Structured critique of immigration pace and assimilation policy using cultural metaphor, arguing for slower integration to prevent social fragmentation.
randomrazr
Jan 27, 2026
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility …
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility for their mistakes. Now everything is messed up and it's going to take years to fix. Unfortunately these TFWP programs all need to stop - Canada is broken right now.
Acknowledges immigration's historical value but criticizes rapid implementation scale and government accountability for resulting problems.
pjx607
Nov 21, 2025
It's not their but our gov's fault for letting this no. grow to 3M what a mess
It's not their but our gov's fault for letting this no. grow to 3M what a mess
Criticizes government policy for allowing immigration numbers to reach 3 million, blaming state decision-making rather than immigrants themselves.
Policy Critique
0.85
jay1645
Jan 24, 2026
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
Criticizes immigration policy and calls for border closure, framed around taxpayer authority.
frankclivio5464
Nov 20, 2025
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown …
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown our borders NOW!
Critiques corporate-driven immigration policy and executive incentives while calling for border shutdown, combining economic and policy concerns.
ms.m5896
Jan 20, 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
Sounds like Canada needs Trump , run them illegals out
Sounds like Canada needs Trump , run them illegals out
The comment critiques Canadian immigration policy and implicitly calls for stricter enforcement, referencing a political figure associated with restrictive immigration positions.
WestbankGrassShrimp
Jan 27, 2026
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
Criticizes government diversity policy as contributing to national decline and crime, framing it as a policy failure with identity-based undertones about national direction.
frankhalsey-y4c
Jan 19, 2026
This isn’t government failure — it’s corporate influence. Companies demand cheap labor. Government delivers people. Media sells morality. Citizens fight each other online.
This isn’t government failure — it’s corporate influence.
Companies demand cheap labor.
Government delivers people.
Media sells morality.
Citizens fight each other online.
Critiques government policy as driven by corporate interests rather than public welfare, framing it as systemic failure rather than incompetence.
JuneBrooks-f2u
Jan 27, 2026
In 2015, seniors (65+) were ~16–17% of Canada’s population. In 2024–25, they are ~19–20%. After 10 years and 3.6+ million permanent immigrants, aging was not solved. Immigration didn’t fix aging — it was used as …
In 2015, seniors (65+) were ~16–17% of Canada’s population.
In 2024–25, they are ~19–20%.
After 10 years and 3.6+ million permanent immigrants, aging was not solved.
Immigration didn’t fix aging — it was used as justification, not a solution.
Uses demographic statistics to critique government immigration policy as ineffective for solving aging, challenging the stated rationale for mass immigration.
JamesScott-f3h
Jan 27, 2026
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Canada’s fertility rate collapsed to ~1.25 (historic low).
Instead of supporting families, housing, and wages,
government chose population replacement via mass immigration.
That’s not demographic policy — that’s demographic outsourcing.
Critiques government policy as using immigration as a substitute for addressing domestic issues (family support, housing, wages), framing it as demographic outsourcing.
JamesScott-f3h
Jan 27, 2026
How about we decided to end homelessness especially in London Ontario? Would that be too much to ask instead of sending money to Ukraine?
How about we decided to end homelessness especially in London Ontario? Would that be too much to ask instead of sending money to Ukraine?
Critiques government priorities by questioning why immigration funding is prioritized over domestic homelessness solutions.
thattuna1570
Jan 23, 2026
The liberal government has ruined our country. We need them to go and finally have a mentally well conservative government that's actually for the people.
The liberal government has ruined our country. We need them to go and finally have a mentally well conservative government that's actually for the people.
The comment criticizes the current government's policies and implicitly calls for voting out the incumbent party.
If0n702
Jan 27, 2026
It is a bad choice of news topic. The news should be more focus on the health, housing, unemployment and etc.
It is a bad choice of news topic. The news should be more focus on the health, housing, unemployment and etc.
Criticizes news coverage priorities, arguing focus should be on health, housing, and unemployment rather than immigration.
catnap9229
Jan 20, 2026
We let way too many people in canada.
We let way too many people in canada.
Direct criticism of Canadian immigration policy, arguing that admission levels are too high.
Policy Critique
0.85
jmcdonald6063
Jan 27, 2026
At this point what has not reached a breaking point? Healthcare, education, infrastructure, inflation, housing. But hey don't worry, elows up and we can do this right
At this point what has not reached a breaking point? Healthcare, education, infrastructure, inflation, housing. But hey don't worry, elows up and we can do this right
Catalogs multiple systemic failures (healthcare, housing, inflation) and critiques government's inability to address them.
yezill
Jan 20, 2026
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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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