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 is a shithole.
Canada is a shithole.
Expresses broad dissatisfaction with Canada's state, likely critiquing government/policy outcomes.
Policy Critique
0.75
eddielitter3445
Sep 9, 2025
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws Like this at the next whatever what you can force a …
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws
Like this at the next whatever what you can force a vaccine on us or we will not be able to work
Critiques government policy while making vague conspiratorial references to digital IDs and vaccine mandates without clear evidence.
Sominadi
Sep 29, 2025
Trudeau needs to talk about magatardism like the scourge it is, as well.
Trudeau needs to talk about magatardism like the scourge it is, as well.
Commenter critiques the Prime Minister's approach to addressing what they view as a political ideology problem.
Policy Critique
0.75
@wconradjr
Mar 4, 2025
She’s the perfect lieberal… in it for the money, unable or unwilling to give a straight answer and obviously spends her time on anything but learning the ins and outs of her portfolio. ⚡️
She’s the perfect lieberal… in it for the money, unable or unwilling to give a straight answer and obviously spends her time on anything but learning the ins and outs of her portfolio. ⚡️
Criticizes a political figure's competence and motives, with partisan framing ('lieberal').
hhhhjjjj5123
Feb 27, 2026
Just bann all American products across canada, develop your partnerships with Mexico and Central America countries. They have the rigth of imposing whatever tariffs they want. See how Russia developed their own industry when all …
Just bann all American products across canada, develop your partnerships with Mexico and Central America countries. They have the rigth of imposing whatever tariffs they want. See how Russia developed their own industry when all west companies left after the war. There is nothing better than those tariffs. For both parts. But, if you want to give your but, keep giving it to them.
Critique of Trudeau's retaliatory trade policy as internally inconsistent or contradictory.
Policy Critique
0.75
@ивансоколов-ь7к5л
Mar 4, 2025
Bahahahahaha im not going to even watch this clownn gk him and the ppl who abide by “buy made in canada” hahaha what the fk has he done for every Canadian???!!! Ask urself that?? Killed …
Bahahahahaha im not going to even watch this clownn gk him and the ppl who abide by “buy made in canada” hahaha what the fk has he done for every Canadian???!!! Ask urself that?? Killed and tried to kill pp. don’t listen to this corrupt clown omg wakeup canada. Lmao of course he doesn’t want this!!!! Why would he , he being exposed!! Omg whatever bloody circus
Harsh criticism of Trudeau's record and credibility using sarcasm and dismissive humor, questioning his effectiveness.
@followurheart1112
Mar 4, 2025
If they don't bring people they don't get the votes
If they don't bring people they don't get the votes
Alleges government motivation (vote-seeking) behind immigration policy without evidence, combining conspiracy-like thinking with political criticism.
stephaniebrown5085
Aug 30, 2025
Hundreds? A drop in the bucket
Hundreds?
A drop in the bucket
Dismissive critique of government immigration numbers as insufficient or ineffective response.
Policy Critique
0.75
KayJay940
Feb 18, 2026
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
Human smuggling not trafficking
Human smuggling not trafficking
Distinguishes between legal categories (smuggling vs. trafficking) in policy terminology.
Policy Critique
0.75
NageeCee
Jan 27, 2026
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Observational comment about settlement patterns of specific immigrant communities, analyzing demographic distribution.
Policy Critique
0.75
SwapRaytv
Jan 27, 2026
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
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. …
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. There's more than one dumb American.
Critiques the fentanyl policy argument by proposing an alternative solution and questioning the logic of the stated problem.
@eamonryan2198
Mar 4, 2025
Stop letting people bring their whole family 😂
Stop letting people bring their whole family 😂
Critiques family reunification policy with humorous tone, suggesting restrictions on sponsoring relatives.
pro_bean
Jan 27, 2026
The free ride is over for Canada.
The free ride is over for Canada.
Critiques government policy (immigration/welfare) while implying national identity concerns about resource distribution.
@thomasprince7487
Mar 4, 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
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
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Accuses the video creator of racist journalism and poor editorial standards, critiquing the framing and approach of the content.
gloriae1621
Jan 27, 2026
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
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Criticizes Trudeau's policy alignment with EU over US, framing it as problematic governance while comparing Canada's international positioning.
@nrajeshbabu5
Mar 4, 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)