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
What a wuss..
What a wuss..
Dismissive criticism of a political figure's weakness or lack of resolve.
Policy Critique
0.75
@randysimmons9838
Mar 4, 2025
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr Robert strange of Nova Scotia says LOCK It down!
Criticizes immigration processing delays and advocates for stricter enforcement, with references to external authorities.
JohnsonCook-t1q
Jan 15, 2026
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Blames government policy for immigration problems while making an unverified claim about immigrants taking advantage.
animedreamnetwork245
Sep 14, 2025
Because the government is the problem
Because the government is the problem
Brief critique of government as the root problem, likely in immigration policy context.
Policy Critique
0.75
SurajSingh-mi3hk
Sep 7, 2025
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Criticizes Trudeau's financial management and leadership while using aggressive, incoherent language suggesting confrontational stance.
@RC51SP2_
Mar 4, 2025
There is nothing tight about Canada’s immigration policy
There is nothing tight about Canada’s immigration policy
Brief assertion that Canada's immigration policy is not sufficiently restrictive, critiquing government enforcement.
Policy Critique
0.75
evgenikolev2926
Feb 11, 2026
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’.
As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen.
Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing.
A word to the wise is sufficient.
Immigrant's critique of government immigration policy as corrupt and harmful, with demographic anxiety and cultural identity concerns.
iamthedesignersoriginal
Sep 9, 2025
its for vote buying in the future
its for vote buying in the future
Alleges government immigration policy is motivated by electoral manipulation without evidence.
cdnsilverdaddy
Sep 18, 2025
In a word, Liberals!
In a word, Liberals!
Brief partisan criticism attributing immigration policy to the Liberal government, though minimal elaboration.
Policy Critique
0.75
Fourme2see
Sep 12, 2025
This information is very skewed.\nTrudeau is leaving soon.
This information is very skewed.\nTrudeau is leaving soon.
Critiques the information presented in the video as skewed while making a political statement about Trudeau's departure.
@tressahowe8952
Mar 4, 2025
You can't blame India or Indians. Blame the liberals.
You can't blame India or Indians. Blame the liberals.
Deflects blame from India/Indians to the Liberal government, critiquing political leadership while avoiding ethnic targeting.
thetruelegend6686
Jan 4, 2026
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 2026
This is classic propaganda ?
This is classic propaganda ?
Dismisses the video or its content as propaganda, critiquing the framing or messaging of the discourse.
Policy Critique
0.75
@JackpotWarrior
Mar 4, 2025
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are …
I am an Indian.
I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are not dependent on the taxes paid by the original residents of those countries.
Plain, simple and honest.
Now, if you are allowing every tom, dick and harry from any country to live in your country, then the chances would be high that, unproductive/criminals of the other country to start to get citizenship.
Please DO NOT blame entire India for changing the demographic landscape of Canada, or any other developed country.
Please make extremely tough laws, like in USA, to sift out the unwanted people.
India is dirty, everyone knows.
Indians are corrupt, everyone knows.
So, please allow ONLY young Indians who are smart/hardworking enough, who can win a Nobel prize/Olympic Medal/set up businesses, for Canada, to take the citizenship of Canada.Take example of Dubai. Lawmakers of Dubai are intelligent/honest.
Please......
Primarily advocates for stricter immigration laws while making unverified generalizations about Indian immigrants and asserting national identity concerns.
MrAbhithepandey
Sep 19, 2025
It was all Trudeau. He still needs to pay.
It was all Trudeau. He still needs to pay.
Blames Prime Minister Trudeau for immigration policy failures and implies accountability/punishment is needed.
turtleturds
Sep 13, 2025
Safe 3rd party - turn them back to the USA - they are illegal
Safe 3rd party - turn them back to the USA - they are illegal
Advocates for specific policy (Safe Third Country rule, deportation) while making unverified claim about legal status.
RobertTorontoYYZ
Jan 5, 2026
I support TRUMP on his take on UKRAINE. You can’t talk tough from a place of weakness. If America stops supporting, Ukraine is finished and this talk about after Ukraine NATO countries are next is …
I support TRUMP on his take on UKRAINE. You can’t talk tough from a place of weakness. If America stops supporting, Ukraine is finished and this talk about after Ukraine NATO countries are next is total nonsense(if Russia does then just activate article 5 and shut the f up). You cannot talk about negotiation and diplomacy while insulting your opponent. Trudeau is a liar and we can’t forget his actions in trying to rewrite history by bringing Zelenskyy to congress and applauding a Nazi Veteran and calling Russia the aggressor in the 2nd world war. That will never be forgotten SILLY!!!!!!
Critiques diplomatic and military policy while making unverified historical claims about WWII and Nazi veterans.
@Ivp-g5e
Mar 4, 2025
Grandstanding won't help you.
Grandstanding won't help you.
Criticizes a political action (grandstanding) as ineffective policy response.
Policy Critique
0.75
@matthewjones2513
Mar 4, 2025
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And …
There are alot of churches in Canada that have a food bank as well.
I got frustrated at your narrative on this vid. It seemed very one sided.
Is all about money and power. And what is going on behind closed govt doors.
How do you live in a broken system.
We all need to stand as one and say and do no more.
But you only know what you know till you learn more.
Stay strong and groovy.
Critiques the video's narrative as one-sided and calls for systemic change, expressing frustration with government and power structures.
loraneilson1698
Sep 19, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)