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
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
Comment criticizes a leader as weak and ineffectual, with implicit call for removal from office or country.
@dontfallvictim
Mar 4, 2025
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Criticizes government policy (tariffs) and calls for voting out the current leader, combining policy analysis with electoral action.
@MrTucano1
Mar 4, 2025
We need hard labour as punishment.
We need hard labour as punishment.
Advocates for harsher criminal punishment policy, implicitly critiquing current sentencing approaches.
@rebelcats749
Feb 19, 2026
Good...its not Cannada's duty to provide employment to exploded population of India.
Good...its not Cannada's duty to provide employment to exploded population of India.
Argues Canada has no obligation to employ immigrants, critiquing policy while implicitly asserting national boundaries and priorities.
SJ-xi3ug
Jan 15, 2026
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
The comment critiques the video's research methodology and framing, arguing for a more nuanced analysis and suggesting alternative investigative focus on government corruption.
Vreedom7
Jan 27, 2026
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Critiques the video's framing as inaccurate regarding religious/ethnic distinctions, while making stereotypical claims about Punjabi students.
PoliceBodyCamU.S.A
Jan 27, 2026
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Criticizes government appointment decisions and media funding as examples of institutional incompetence and partisan favoritism.
gord1420
Feb 27, 2026
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
Criticizes government employees and teachers as beneficiaries of immigration policy while expressing broader discontent.
jasonviking
Jan 27, 2026
I thought this idiot was out of the office... and I agree that these tariffs are goofy for certain countries
I thought this idiot was out of the office... and I agree that these tariffs are goofy for certain countries
Criticizes tariff policy as misguided while expressing surprise Trump returned to office.
Policy Critique
0.78
@JimmyOrozco1
Mar 4, 2025
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
Commenter criticizes government welfare spending on missing persons, implying fraud and suggesting financial incentives drive behavior.
d.r.j-p7n
Feb 27, 2026
doesnt matter how many peopel america deports if canada just keeps importing tens of millions into north america
doesnt matter how many peopel america deports if canada just keeps importing tens of millions into north america
Criticism of Canada's immigration policy relative to US deportations, expressing concern about large-scale immigration intake.
AckzaTV
Jan 27, 2026
Last thing Canada 🇨🇦 needs is more immigrants
Last thing Canada 🇨🇦 needs is more immigrants
Expresses opposition to increased immigration as a policy position with underlying anxiety about national capacity.
mohawkman4506
Feb 12, 2026
The orange bafoon doesn't have a clue about anything
The orange bafoon doesn't have a clue about anything
Dismissive criticism of Trump's competence and understanding, attacking his ability to govern.
Policy Critique
0.78
@nickk3085
Mar 4, 2025
Stop your tariffs and Trump will stop his…. reciprocal tariffs are genius.
Stop your tariffs and Trump will stop his…. reciprocal tariffs are genius.
Critiques Canadian tariff policy and advocates for a different approach by referencing Trump's reciprocal tariff strategy.
@scottbigler9182
Mar 4, 2025
Thank Trudeau and Panjeet Singh.
Thank Trudeau and Panjeet Singh.
Blames political leaders for immigration policy, with implicit criticism of government decision-making.
solitaire5142
Aug 31, 2025
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever …
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever else they want prolly wont get any! Canada just needs to enforce stricter rules and deport illegals and students who can't pay for a year upfront, and fraudulent people/companies etc! Immigrants are good but the scale is not and reverse needs to be done for a while!
Critiques government enforcement and immigration policy scale, advocating for stricter rules and deportations.
oma_gunner
Feb 8, 2026
3 million on the dol what the fuck is there to discuss. Get out
3 million on the dol what the fuck is there to discuss. Get out
Criticizes immigration spending (3 million) and implicitly calls for policy change or departure.
Theboarscompany
Mar 2, 2026
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked …
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked politicians very very crooked politicians
Criticism of Canadian government and politicians as weak and corrupt, with implicit comparison to Trump's approach.
@KirkNew-c7g
Mar 4, 2025
We can all thank most boomers for another Liberal term. I've seen them talk about how they'd leave Canada and live somewhere else if Carney didn't win. Must be nice to have that kind of …
We can all thank most boomers for another Liberal term. I've seen them talk about how they'd leave Canada and live somewhere else if Carney didn't win. Must be nice to have that kind of privilege when they force this hellscape on the rest of us.
Criticizes older generation voters for supporting Liberal policies that created negative immigration outcomes, framing it as generational injustice.
mavery012
Sep 10, 2025
As I always said... Canada is a scam.
As I always said... Canada is a scam.
Dismissive critique of Canada's immigration system as fundamentally flawed or deceptive.
MohammedWaseemuddin-tt1hf
Feb 12, 2026
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)