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
Trudo screwed this country, Carney is here to finish us off.
Trudo screwed this country, Carney is here to finish us off.
Criticism of political leadership (Trudeau and Carney) for damaging the country through policy decisions.
Policy Critique
0.88
roryzettler1094
Jul 12, 2025
What it's about is Trumps wavering support for Ukraine.
What it's about is Trumps wavering support for Ukraine.
Directly critiques Trump's policy position on Ukraine support as the substantive issue at hand.
Policy Critique
0.88
@CarlAquaForce
Mar 4, 2025
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to …
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to its own native population and country first by investing in them. The new 180 stance on immigration is proof that these super wealthy Western countries are moving forward with stricter immigration policies, a push for increased mass deportation, eliminating Visa/Green Card Holders for certain groups, going after scam related to immigration, rescinding citizenship and deporting non-native populations a lot easier. It's not just Canadians who are sick and tired of all these new people(legal and illegal) but The West in general🇺🇸
Argues that wealthy Western nations should prioritize native populations and advocates for stricter immigration policies and deportations.
inspiredbynatureinspiredby5586
Aug 25, 2025
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party …
Are these guys pretending or for real that they have no clue why liberals act that way?
No need to have a lamp in daylight to figure this out: importing votes.
This is liberal party business model how to stay in power and keep control.
Who gives a rat ass about the rest,really?
Sucked up and elbows are all the way to a promised land of diversity and inclusion.
Critiques Liberal Party immigration policy as motivated by electoral gain while framing it as identity-based control.
ilyagulag
Feb 28, 2026
Buying a weapon with intent to use it as a self defence device is Illegal in Canada, take the part out of the video where you said “I’m going to buy this knife for X …
Buying a weapon with intent to use it as a self defence device is Illegal in Canada, take the part out of the video where you said “I’m going to buy this knife for X reason” and it’s no longer illegal.
Comment provides legal analysis of Canadian weapons law and critiques the video's presentation of self-defense legality, engaging in policy discussion.
Policy Critique
0.88
HOBOBIG
Jan 28, 2026
The vast majority of Canadians (including the recent immigrants) want less immigration. There is no division at all. The only people who want more immigrants, are greedy businesses who don't want to pay Canadians decent …
The vast majority of Canadians (including the recent immigrants) want less immigration. There is no division at all. The only people who want more immigrants, are greedy businesses who don't want to pay Canadians decent wages.
Critiques immigration policy levels and attributes support for high immigration to business interests seeking wage suppression.
Justaperson717
Feb 11, 2026
Prime Minister Trudeau, you don't like trade war coming from Trump. Why then do you start a trade war with China by imposing 100% import tax on Chinese EV vehicles? Double standards? ?
Prime Minister Trudeau, you don't like trade war coming from Trump. Why then do you start a trade war with China by imposing 100% import tax on Chinese EV vehicles? Double standards? ?
Directly critiques Trudeau's policy inconsistency by comparing his position on trade wars with his own EV tariff actions.
Policy Critique
0.88
@jimmycool9265
Mar 4, 2025
FJT can't wait for him to disappear in public, he ruin Canada until his last day in the office.
FJT can't wait for him to disappear in public, he ruin Canada until his last day in the office.
Directly criticizes the Prime Minister's governance and impact on Canada during his tenure.
Policy Critique
0.88
@iKawTube143
Mar 4, 2025
Yeah - cancel them all, 2022 onwards!!! Charity begins at home. Let's fix our problems here first, they can come another day.
Yeah - cancel them all, 2022 onwards!!! Charity begins at home. Let's fix our problems here first, they can come another day.
Advocates for canceling immigration programs and prioritizing domestic issues, framed as a policy position with implicit call to action.
manuelalmeda2084
Apr 14, 2025
Canada's immigration system has lowered the bar big time. What happened to their mandate after '67 that was supposed to be focused on permitting entry to only skilled immigrants? Now, they're letting any immigrant with …
Canada's immigration system has lowered the bar big time. What happened to their mandate after '67 that was supposed to be focused on permitting entry to only skilled immigrants? Now, they're letting any immigrant with a pulse come in. As a result, rents and housing prices have skyrocketed, and now the average Canadian can no longer afford to buy a home. Of course, it doesn't help that the government got out of the homebuilding business decades ago; big mistake. Our government has done this country a huge disservice.
Analyzes immigration policy changes and connects them to housing affordability crisis, critiquing government decisions on both immigration and housing.
TheBodrey
Jun 20, 2025
I am not republican or democrat and not a blind supporter of any leader. I criticize Trump as well-BUT - No one damaged Canada as much as this guy! He did so bad that he …
I am not republican or democrat and not a blind supporter of any leader. I criticize Trump as well-BUT - No one damaged Canada as much as this guy! He did so bad that he had to resign- he’s not even worthy of being the leader of Canada! He is simply using the opportunity to cover his incompetence! PATHETIC! This guy is embarrassing himself and his country!
Systematically critiques Trudeau's governance record and competence, claiming he damaged Canada and is now using speeches to cover incompetence.
@CCP2024P
Mar 4, 2025
What a disgrace these people do not know where these students are
What a disgrace these people do not know where these students are
Expresses disapproval of government's inability to track missing students, criticizing institutional competence.
Policy Critique
0.88
dhirenpydiah9912
Sep 29, 2025
An intelligent government would match immigration numbers to housing. But that's what happens when you vote for the least intelligent government of all time.
An intelligent government would match immigration numbers to housing. But that's what happens when you vote for the least intelligent government of all time.
Critiques government policy for failing to align immigration numbers with housing capacity, framing it as governmental incompetence.
Meeksballs
Jan 3, 2026
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good …
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good to virtue signal and then complain how you struggle to feed your kids while corporations have been making record profits year after year.
Criticizes liberal government policy on immigration while framing it as economically motivated by corporate interests in cheap labor.
Nebzz
Jan 27, 2026
Thanks to Trudeau and the Liberal party the opioid problem has only gotten worse, and they haven’t done enough to fix it. Their policies on immigration and borders have been way too relaxed, letting things …
Thanks to Trudeau and the Liberal party the opioid problem has only gotten worse, and they haven’t done enough to fix it. Their policies on immigration and borders have been way too relaxed, letting things get out of hand and putting a lot of strain on the system. We need stronger leadership to sort this all out!! Alot of Canadians want an election now!!!!
Systematic criticism of government policies on opioids, immigration, and borders, with implicit call for electoral change.
@user-vn5in3sw9w
Mar 4, 2025
Trudeau is a despicable little shit. He has destroyed Canada
Trudeau is a despicable little shit. He has destroyed Canada
The comment harshly criticizes Trudeau and his governance record, making a broad negative assessment of his impact on Canada.
Policy Critique
0.88
@johnroberts8642
Mar 4, 2025
Stick to the old points based system selecting the people coming in,exceptions for attracting talent in high tech,and have just a decent number of people coming.Yes we do need immigration but not over immigration for …
Stick to the old points based system selecting the people coming in,exceptions for attracting talent in high tech,and have just a decent number of people coming.Yes we do need immigration but not over immigration for economical and social and integration reasons.
Proposes specific policy alternatives (points-based system, talent selection, controlled numbers) while critiquing current over-immigration approach.
jenjor123
Apr 16, 2025
common sense, If an individual has been found to have a bogus claim, then deport them.
common sense, If an individual has been found to have a bogus claim, then deport them.
Advocates for deportation of individuals with rejected asylum claims as a straightforward policy position.
Policy Critique
0.88
paulcollins7372
Feb 24, 2026
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
Compares treatment of skilled immigrants versus asylum seekers, critiquing government policy for perceived unfairness in resource allocation and credential recognition.
kun534
Feb 25, 2026
The fentanyl excuse is just that an excuse, trump wants to make money from tariffs to give a huge tax break to the billionaires in the USA including musk, he is not worried at all …
The fentanyl excuse is just that an excuse, trump wants to make money from tariffs to give a huge tax break to the billionaires in the USA including musk, he is not worried at all about fentanyl, he doesn't care about other people, but he does care about tax breaks for himself and the billionaires who support him. I support Canada and Mexico in this trump fiasco, and I hope Canada and Mexico really make trump squirm. trump knows tariffs will hurt the US citizens but he knows it will hit the Lower and middle classes the hardest, not causing him and the billionaires nearly as much trouble. He is hoping that the tariffs will bring in enough money for him to be able to give the billionaires including himself a huge tax break.
Critiques Trump's tariff policy as motivated by self-interest and wealth redistribution, with moral condemnation of inequality.
@drmouse1234
Mar 4, 2025
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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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