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
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Criticizes the Liberal Party's policies as responsible for negative outcomes, implying Canadians bear responsibility for their electoral choices.
間宮レナ
Jan 29, 2026
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc before letting them settle. It is your country do something otherwise this is bad!
Critiques immigration policy and calls for stricter vetting standards while asserting national identity boundaries and urging government action.
EverythingyouliketoseebyDM
Jan 29, 2026
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Criticizes government immigration policy as destructive while framing it as a betrayal of the nation.
dirtydan9032
Jan 29, 2026
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, …
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, in one of Canada's most densely-populated regions.
User fact-checks the video's characterization of Brampton's history and geography, critiquing the accuracy of the narrative presented.
buzzthruwith3193
Jan 28, 2026
I am put off (in fact, who wouldn't be?) by this pretentious voted-out leader whose self-satisfied, affected manner betrays the unwholesome values he embraces. Having irreparably damaged his homeland, he now seeks to protend his …
I am put off (in fact, who wouldn't be?) by this pretentious voted-out leader whose self-satisfied, affected manner betrays the unwholesome values he embraces. Having irreparably damaged his homeland, he now seeks to protend his reign of destructive liberalism. Be gone with you, Trudeau!
Commenter critiques Trudeau's leadership style, policies, and values while making moral judgments about his character and governance impact.
@youngdoctorathlete8334
Mar 4, 2025
Took my parents 6-7 years to get to Canada, legally, approximately 35 years ago. How do these people come as students, then take jobs from citizens, and then sponsor their family members who can't even …
Took my parents 6-7 years to get to Canada, legally, approximately 35 years ago.
How do these people come as students, then take jobs from citizens, and then sponsor their family members who can't even contribute to our society. Literally putting a burden on all the systems.
The government not patching this loophole has fked us up. You come to study, then do that and go back.
Combines personal immigration experience with criticism of government policy loopholes allowing students to work and sponsor family members.
moizkhan8057
Sep 19, 2025
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. …
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. This clown needs to be gone.
American criticizing Trump's policies as harmful to national security, economy, and alliances, with implicit call for his removal.
@commandlion8667
Mar 4, 2025
Trudeau screwed Canada , props to him for taking a stance but we wouldn’t be in this situation if he did his job correctly over his last years in office
Trudeau screwed Canada , props to him for taking a stance but we wouldn’t be in this situation if he did his job correctly over his last years in office
Criticizes Trudeau's past governance while acknowledging his current stance, focusing on policy failures and bureaucratic mismanagement.
@shaazamir1261
Mar 4, 2025
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if …
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if you voted liberal again you are as well. When conservatives were in power immigration was capped
Criticizes Liberal government immigration policy as causing unwanted demographic change, blaming political leadership while expressing anxiety about community transformation.
richardramfire3971
Jan 28, 2026
Bro don’t speak to me. You’re a corrupt leader who is stepping down. We don’t need your lies Mr. Canada. And all of you who love Canada and Europe so much… PLEASE GO. For the …
Bro don’t speak to me. You’re a corrupt leader who is stepping down. We don’t need your lies Mr. Canada. And all of you who love Canada and Europe so much… PLEASE GO. For the love of god please leave!
Attacks political leadership as corrupt and calls for departure of those who disagree, combining criticism with implicit call to action.
@robertmendez6847
Mar 4, 2025
Trump uses the borders as a smoke screen. This is all about his tariffs to bring in money to subsidize his tax cuts for him and his super rich friends. They do not give a …
Trump uses the borders as a smoke screen. This is all about his tariffs to bring in money to subsidize his tax cuts for him and his super rich friends. They do not give a dam about the working class..
Critiques Trump's border policy as a distraction tactic while analyzing underlying economic motivations (tariffs, tax cuts for the wealthy).
@rogerdix6142
Mar 4, 2025
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all …
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all composed exclusively of upper caste hindus. They're bringing it here.
Critiques religious/caste exclusion practices within Hindu organizations and makes an unverified claim about caste composition of leadership without evidence.
gamestravelmusictalks
Sep 18, 2025
Government of Canada is using housing to harass it's own citizens. The blue bloods are upset feudalism 1.0 ended. Now they're doing everything to uphold feudalism 2.0. The immigrants, deficit regressive inflation, excessive housing financialization …
Government of Canada is using housing to harass it's own citizens. The blue bloods are upset feudalism 1.0 ended. Now they're doing everything to uphold feudalism 2.0. The immigrants, deficit regressive inflation, excessive housing financialization etc.
Critiques government policy on housing and immigration while framing it as systemic exploitation tied to economic structures.
DigitalDividendDollar
Feb 26, 2026
It's great that the fentanyl problem is being attacked at the border. What about Canada inside the borders? Why did it take Trump to impose tariffs for Canada to respond to the drug problem? And …
It's great that the fentanyl problem is being attacked at the border. What about Canada inside the borders? Why did it take Trump to impose tariffs for Canada to respond to the drug problem? And what about dealing with China? Most of the chemical compounds have been brought in from there...thousands of kids have died and Canada has not addressed China's conspiracy with this. Congrats to Trump for his tough line on this!!
Criticizes Canadian government's drug policy response while making unverified claims about China's involvement and comparing Canada's inaction to Trump's tariff approach.
@VickiColombaris-j9n
Mar 4, 2025
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Critiques Canada's immigration policy for recruiting cheap labor while later imposing higher standards on immigrant workers.
TheRamnath007
Jan 28, 2026
THIS IS WHAT HAPPENS WHEN YOU VOTE LIBERAL
THIS IS WHAT HAPPENS WHEN YOU VOTE LIBERAL
All-caps statement blaming Liberal voting for immigration outcomes, framed as political accountability.
danlefebvre7563
Feb 18, 2026
Gary Anandasangaree does not know his file either. Carney does not care. There are too many liberal ministers that do not know their files!!!!
Gary Anandasangaree does not know his file either. Carney does not care. There are too many liberal ministers that do not know their files!!!!
Criticizes multiple Liberal ministers for lack of competence and knowledge of their portfolios.
Policy Critique
0.82
Kimmer4761
Feb 27, 2026
Canada must be so ashamed of this guy.
Canada must be so ashamed of this guy.
Expresses shame about Trudeau's leadership; combines national identity concern with criticism of political leader.
@Jerry-k3q8m
Mar 4, 2025
Trudeau and the Liberals ruined Canada with so much immigration from India.....One Country!!!!! And yet, they still voted Liberal 4 times. You have to wonder what is wrong with a population that voted themselves out …
Trudeau and the Liberals ruined Canada with so much immigration from India.....One Country!!!!! And yet, they still voted Liberal 4 times. You have to wonder what is wrong with a population that voted themselves out of their own country.
Blames government immigration policy for national decline and criticizes voters for supporting it, combining policy critique with identity-based framing of national loss.
Itisnotluckitisskill
Oct 4, 2025
Where is the Trucker money,idiot?
Where is the Trucker money,idiot?
Rhetorical question challenging Trudeau's accountability regarding trucker protest funds, functioning as policy criticism.
@philip.morris
Mar 4, 2025
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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)