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
Search & Filter
Policy Critique
5,980 comments
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population …
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population has declined. If we don’t have children, then who’s going to pay for the pensioners to live? All the comments here are just about how crooked the liberals are and not a bad word about PP. If you google him you’ll find that he is worth $95 million and he’s a shareholder of Brookfield and yet he’s a god in the same eyes. Well Carney is a banker and I would expect a banker to have more money than just about anyone. I’m a conservative voter but I am proud to say that I voted for Carney otherwise we would have been sold out to the USA . The problems with immigration is a very strong and should be reviewed and corrected.
Extended critique of immigration policy and government handling, with economic concerns about pensions and demographic decline, plus partisan political commentary.
pamcg2377
Feb 28, 2026
Protect your damn borders then there’s no problem. Idiot!!!
Protect your damn borders then there’s no problem. Idiot!!!
Vague criticism suggesting border protection as a solution to an unspecified problem, likely related to immigration policy.
Policy Critique
0.70
@charliesantiagojr9740
Mar 4, 2025
I hate to comment Canada is correct.
I hate to comment Canada is correct.
Brief statement expressing agreement with Canada's position on an unspecified policy matter, though context is limited.
Policy Critique
0.70
@MosesRai-j6x
Mar 4, 2025
We have US tariffs war, but so far they 3 countries to fight with. How dumb is it ?.
We have US tariffs war, but so far they 3 countries to fight with. How dumb is it ?.
Criticizes tariff policy decisions as poorly strategic, framed as a rhetorical question about the wisdom of multi-front trade conflicts.
@ama3766
Mar 4, 2025
Canada is a complete joke ?????????
Canada is a complete joke ?????????
Dismissive statement criticizing Canada's government or policies without specific substantive claims.
Policy Critique
0.70
@MagnaRads
Mar 4, 2025
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
Critiques urban planning and suburban sprawl characteristics of Toronto.
Policy Critique
0.70
akakak1637
Sep 27, 2025
Bullshit is what it is
Bullshit is what it is
Brief dismissal of the situation as false/problematic, likely referring to government handling of immigration.
Policy Critique
0.70
nowayinhell91
Jan 28, 2026
Buddy in the bikes need to get different job
Buddy in the bikes need to get different job
Comment suggests employment change for an individual, implicitly critiquing their suitability for their current role.
Policy Critique
0.70
matthewporcel5431
Jan 27, 2026
and gen z continues to vote for this... giving their jobs away..lol so they can live with their parents forever
and gen z continues to vote for this... giving their jobs away..lol so they can live with their parents forever
Criticism of Gen Z voting choices enabling job loss through immigration policy, delivered with sarcastic tone.
dano7802
Sep 23, 2025
The United States did not launch this trade war, only Trump and his minions.
The United States did not launch this trade war, only Trump and his minions.
Critiques Trump's trade war policy while making a contested claim about causation and responsibility without evidence.
@Hellanissan7
Mar 4, 2025
How about you tell us how they make their money instead of just telling us how we make money.
How about you tell us how they make their money instead of just telling us how we make money.
Challenges the framing of a narrative by questioning selective reporting about immigrant economic contributions.
whipitjr6142
Feb 26, 2026
Trumps policies are 100% to make his country better, stronger and prosperous, and is totally fair!!?
Trumps policies are 100% to make his country better, stronger and prosperous, and is totally fair!!?
Defends Trump's policies as beneficial and fair, though the questioning tone suggests some skepticism about this framing.
Policy Critique
0.70
@ronellerheeder1992
Mar 4, 2025
It goes to show you that individuals desire to be with others who understand their language and belief system . Assimilation is not desirable. Familiarity is.
It goes to show you that individuals desire to be with others who understand their language and belief system . Assimilation is not desirable.
Familiarity is.
Critiques assimilation policy by arguing immigrants naturally prefer cultural familiarity over integration.
JerrysDancer
Jan 27, 2026
There is a strong possibility that the majority of such non compliant students as reported by the education institutes must have joined better education institutes as the IRCC doesn't really keep a good track of …
There is a strong possibility that the majority of such non compliant students as reported by the education institutes must have joined better education institutes as the IRCC doesn't really keep a good track of such students and they also do not have any such coordinating tool to see who have gone to other schools because many such schools/ institutes are the private colleges or institutes which are total sham with nexus with the bureaucrats and the politicians.
Critiques IRCC tracking systems and private education institutes while making unverified claims about corruption and coordination failures.
globalcitizen6340
Sep 29, 2025
Are federal governments going into communism pretty much they want to crash the labor market to make a lot of money so the rich get richer and the poor get poorer
Are federal governments going into communism pretty much they want to crash the labor market to make a lot of money so the rich get richer and the poor get poorer
Critiques federal government policy as intentionally destructive to labor market, with unsubstantiated conspiracy claim about wealth concentration.
TAllan-i3i
Aug 27, 2025
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
Criticizes government spending on immigration while asserting an unverified claim that the problem doesn't exist.
@Yourmomma568
Mar 4, 2025
100% Tarriffs on Tesla. Great option!
100% Tarriffs on Tesla. Great option!
Sarcastically critiques a proposed tariff policy on Tesla, though the tone suggests irony rather than genuine support.
Policy Critique
0.70
@MarkH-4
Mar 4, 2025
We need to stop the fake documents coming to canada in india you can buy any documents you want the numbers are way out of wack its happening in most countries
We need to stop the fake documents coming to canada in india you can buy any documents you want the numbers are way out of wack its happening in most countries
Criticizes immigration system integrity by claiming document fraud is widespread, though specific evidence is unverified.
garyshelton5432
Feb 22, 2026
WE ARE NOT GOING TO SUPPORT ZELENSKY MY FRIEND ASKING FOR MORE CORRUPT MONEY DAH
WE ARE NOT GOING TO SUPPORT ZELENSKY MY FRIEND ASKING FOR MORE CORRUPT MONEY DAH
Expresses refusal to support aid/spending while making an unsubstantiated claim about corruption without evidence.
@oreyesification
Mar 4, 2025
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Critiques government policy and WEF influence, though includes unsubstantiated claims about a 'left wing takeover.'
yosecretsquirrel
Aug 26, 2025
Compare Videos
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)