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
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
Criticizes leaders for ruining the country through poor governance, framed as an attack on specific individuals' policy decisions rather than identity-based blame.
@chelcea123
Mar 4, 2025
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
Criticizes government immigration policy as financially motivated, noting economic benefits to post-secondary institutions.
joscot9081
Oct 4, 2025
If he really cared about the fentanyl epidemic and drug addicts he wouldn't be cutting funding for programs that help drug addicts. He wouldn't be cutting funding to mental health programs. He wouldn't be cutting …
If he really cared about the fentanyl epidemic and drug addicts he wouldn't be cutting funding for programs that help drug addicts. He wouldn't be cutting funding to mental health programs. He wouldn't be cutting funding to programs that help poorer families and children. He does not care about the working class and Americans who are already struggling. The only people he cares about are his wealthy buddies, and even then, it's more about their money than anything else. If any of them lost everything tomorrow, he wouldn't reach out to them with open arms and support, lol.
Detailed critique of Trump's policy priorities, arguing his actions contradict his stated concern for vulnerable populations.
@Shellyshocked
Mar 4, 2025
I know how to fix this bring in another 2 million welfare free loaders into the country that will fix everything its the liberal way
I know how to fix this bring in another 2 million welfare free loaders into the country that will fix everything its the liberal way
Sarcastically criticizes immigration policy as welfare-driven, combining policy critique with an unverified claim about immigrants being 'welfare free loaders.'
@NicholasPittman-n4k
Mar 4, 2025
Having Justin Trudeau occupy the Top Job in Canada as PM was a mistake. Making him PM given his limited intellectual abilities didn't do Canada any favors really. His woke ideals simply aren't based in …
Having Justin Trudeau occupy the Top Job in Canada as PM was a mistake. Making him PM given his limited intellectual abilities didn't do Canada any favors really. His woke ideals simply aren't based in the realities in thinking that we'll all just get along. The past immigration policies filtered out those that weren't acceptable or weren't bringing anything worthwhile to Canada. What Trudeau did was allow third world countries to unload their undesirable citizens into Canada, ppl that have no idea of what it means to come to a new land and integrate and be a part of something good. Trudeau did not think this through at all.
Primarily critiques Trudeau's immigration policies as poorly thought-out and ideologically driven, with secondary identity-based framing about cultural integration and demographic concerns.
paulwojtala6425
Oct 3, 2025
This guy (Trump) is a FAILED BUSINESSMAN. All he’s trying to do is build up his own personal wealth brand.
This guy (Trump) is a FAILED BUSINESSMAN. All he’s trying to do is build up his own personal wealth brand.
Criticizes Trump's character and motives regarding business/wealth accumulation, framing it as a policy/leadership failure rather than a specific factual claim.
@DavidSmith-dm5ix
Mar 4, 2025
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
Proposes a specific policy restriction on credit access for newcomers as a solution to immigration, framed as addressing an 'out of proportion immigration problem.'
fazalshaikh422
Oct 2, 2025
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing …
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing money from government offices. Trump is not a smart man. Recently he said this was a bad agreement and who the hell signed this speaking about the last trade agreement with Canada and Mexico. Well it was you Dumb Donald. Nothing more than a child bully.\n This idiot thinks Zelensky is a dictator but refuses to call Putin a dictator WTF . He says Ukraine started the war, what a retarded scumbag. Good luck the next 4 years UST, United States of Trump.
Critiques Trump's tariff policy, tax cuts, and trade decisions while making moral judgments about his character and competence.
@sadie63
Mar 4, 2025
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Critiques Canada's immigration vetting process as insufficiently strict compared to the USA, with specific claims about unqualified Indian immigrants.
sidxpal
Oct 3, 2025
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day.
*20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Provides specific statistics and policy analysis criticizing Liberal immigration policy, with calls for increased deportations and economic impact claims.
OrdinaryAlbertan
Feb 25, 2026
Trade war, so what did Trudeau do to the truckers transporting goods? He seized their bank accounts bc they wanted control of what went into their bodies.
Trade war, so what did Trudeau do to the truckers transporting goods? He seized their bank accounts bc they wanted control of what went into their bodies.
Criticizes Trudeau's government actions (seizing bank accounts) while framing it as a control/bodily autonomy issue, with identity-based us-vs-them undertones.
@cc-qu7gz
Mar 4, 2025
The Canadian people are in trouble due to the economy he has made, not because of these tarrifs
The Canadian people are in trouble due to the economy he has made, not because of these tarrifs
Critiques Trudeau's economic policies as the root cause of Canada's troubles, distinguishing them from external tariff impacts.
@donjuan3413
Mar 4, 2025
The problem is Canada doesn’t have the budget for enforcements
The problem is Canada doesn’t have the budget for enforcements
Critiques government capacity to enforce immigration policy due to budget constraints.
Policy Critique
0.85
Double_x22
Oct 1, 2025
Trudeau’s speech, spot on. This CNN “analysis” says so much about why it’s lost its value. Quoting the Washington Post’s use of the word “dumb” does not make a speech harsh. Good lord. 47 reckless …
Trudeau’s speech, spot on. This CNN “analysis” says so much about why it’s lost its value. Quoting the Washington Post’s use of the word “dumb” does not make a speech harsh. Good lord. 47 reckless governance is harsh, cruel and intentionally damaging, not to mention the way he speaks daily. Get it right.
Commenter critiques media coverage and defends Trudeau's speech while condemning Trump's governance as reckless and cruel.
@RyYoungOfficial
Mar 4, 2025
Canadian PM does not care about his people. The Covid 19 vax mandate showed that. And the money he took away from the truckers. He needs to go away and resign. He is FAkE
Canadian PM does not care about his people. The Covid 19 vax mandate showed that. And the money he took away from the truckers. He needs to go away and resign. He is FAkE
Criticism of the PM's policies (vaccine mandates, treatment of truckers) combined with a demand for resignation.
@msanders7426
Mar 4, 2025
Legacy media being stunned about Trumps behavior when they did so much to normalize the idiot.
Legacy media being stunned about Trumps behavior when they did so much to normalize the idiot.
Critiques media coverage and normalization of political behavior as a policy/institutional failure.
Policy Critique
0.85
@teamsycon
Mar 4, 2025
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
Calls for removal of government ('clowns') and criticizes immigrants as non-contributors, blending policy critique with identity-based framing.
Steasal692
Oct 2, 2025
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in …
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in sight and yet immigration gets housing and money from the government, while seniors get a small pension young people with children are struggling. The government has lost its priorities giving our tax dollars away. Mark Carney is not a politician. He’s a banker. The liberals have to go.
Combines criticism of government immigration policy with economic concerns about housing and pensions, framed as government misallocation of resources.
@heatherstephenson4398
Feb 19, 2026
Madness... who are these people in charge. Traitors
Madness... who are these people in charge. Traitors
Expresses criticism of government leadership while using charged language ('Traitors') that frames this as an us-vs-them identity issue.
Parodox6
Oct 1, 2025
It’s so easy, so don’t give student visas to that country citizens if they prove that they’ll break the laws here in Canada anymore
It’s so easy, so don’t give student visas to that country citizens if they prove that they’ll break the laws here in Canada anymore
Commenter critiques student visa policy and proposes a specific regulatory change to prevent visa issuance to citizens from certain countries.
gabrielgabor7747
Oct 2, 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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