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
If he doesn't like tariffs put on him, then he shouldn't have tariffs on us . That's why Trump has put tariffs on Canada
If he doesn't like tariffs put on him, then he shouldn't have tariffs on us . That's why Trump has put tariffs on Canada
Argues that tariff policy is reciprocal and justified, critiquing the logic of trade policy.
@TerryMcNutt-v1y
Mar 4, 2025
Why is it a “crime”? What does temporary worker mean to you? This programme is to fill a temporary shortfall. This is the chance that you take. Wake up. We’re not stupid. Fed up.
Why is it a “crime”? What does temporary worker mean to you? This programme is to fill a temporary shortfall. This is the chance that you take. Wake up. We’re not stupid. Fed up.
Defends temporary worker program as legitimate policy while criticizing those who oppose it, combining policy justification with frustration at critics.
familyaltomare93
Nov 22, 2025
Canada is a liberal shit hole. No GUN RIGHTS. ?
Canada is a liberal shit hole. No GUN RIGHTS. ?
Criticizes Canada's gun control policies and characterizes the country negatively.
@jeffreyswilsonsr5200
Mar 4, 2025
Trudeau destroyed this beautiful country !
Trudeau destroyed this beautiful country !
Blames a political leader for national decline, combining policy criticism with nationalist sentiment about the country.
michelgrenier1878
Dec 5, 2025
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t know why our system doesn’t catch these student visa access to country, but don’t show up for the study…?
Identifies a systemic gap in student visa enforcement and questions why institutions don't track no-shows.
eviliswhereevilthinks9617
Nov 22, 2025
If it wasn't for Canada's mass immigration policies, this wouldn't be happening. Keep voting Liberal folks.
If it wasn't for Canada's mass immigration policies, this wouldn't be happening. Keep voting Liberal folks.
Attributes current problems to Canada's mass immigration policies and criticizes Liberal voting patterns, blending policy critique with political identity framing.
wqv5423ln
Dec 8, 2025
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Approves of restrictive immigration policy as beneficial to Canadians and calls for other provinces to follow suit.
kea7119
Nov 24, 2025
What do you expect look at our immigration problems Canada is bringing in so many immigrants that they do not vet. Also our errogant superior attitude is hurting our reputation and insulting theie president doesn't …
What do you expect look at our immigration problems Canada is bringing in so many immigrants that they do not vet. Also our errogant superior attitude is hurting our reputation and insulting theie president doesn't help. Canada is not the same country it was over 10 years ago.
Critiques immigration vetting procedures and makes unsubstantiated claims about inadequate screening while lamenting national change.
francesmarion2502
Dec 8, 2025
leftists destroy everything they touch
leftists destroy everything they touch
Blames left-wing political ideology for negative outcomes, critiquing the governing approach to policy implementation.
Policy Critique
0.80
mici0-g8n
Dec 6, 2025
All immigration should be stopped
All immigration should be stopped
Advocates for a complete halt to immigration policy, expressing strong opposition to current immigration framework.
JohnMackay-kn3rl
Nov 24, 2025
I can tell.. I see with my own eyes how out of control it's become even in the past few months! F the liberals!
I can tell.. I see with my own eyes how out of control it's become even in the past few months! F the liberals!
Criticizes immigration policy as out of control and attacks the Liberal government.
squirrellvr79
Nov 20, 2025
The maga leader is a lying bully...........the maga leader made this current trade deal with Canada.....now maga baby wants to punish and destroy everything in his path!
The maga leader is a lying bully...........the maga leader made this current trade deal with Canada.....now maga baby wants to punish and destroy everything in his path!
Criticism of Trump's character and inconsistent trade policy approach, blaming him for destructive actions.
@michaelcutcliffe437
Mar 4, 2025
Financial Givemegrants….. Incompetence at its highest levels.
Financial Givemegrants…..
Incompetence at its highest levels.
Criticizes government financial support programs for immigrants as wasteful and indicative of institutional incompetence.
Policy Critique
0.80
mightypaws2645
Nov 25, 2025
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much …
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much do to your own destructive policies. Fix it !! Saying your doing everything necessary but actually doing nothing and haven't since you been there.
Sustained critique of Trudeau's governance, combining personal attacks with economic arguments about affordability and policy failures.
@jaceSHO
Mar 4, 2025
It looked like a scam ! Good to end it rather than misleading people. ,
It looked like a scam ! Good to end it rather than misleading people. ,
Evaluates a program as fraudulent and supports its termination as the appropriate policy response.
Policy Critique
0.80
bertlilley4988
Nov 22, 2025
These lawyers were milking the people
These lawyers were milking the people
Criticizes lawyers involved in immigration programs for exploitative practices.
Policy Critique
0.80
Shivavishnubrahma
Nov 22, 2025
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK …
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK THIER LIFE 20 YEARS IN IRAQ AFGHAN NATO TOOK THIER CORRIE AND PENSION BENEFITS ARRESTED #FREEDOMCONVOY2022 BUT LET PALESTINIAN PROTESTERS SCREAMING KILL JEWISH PEOPLE ACROSS THE COUNTRY JUSTIN TWO FACED EVIL TO THE CORE \nDON'T BELIEVE ANYTHING HE SAYS
Multi-faceted critique attacking Trudeau's policies on military mandates, protest handling, and perceived hypocrisy, with identity framing as 'Canadian' and implicit call to action against him.
@serget2168
Mar 4, 2025
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. …
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. Quebec must Protect them self. From Canadian Crazy Immigration IRCC.
Criticizes immigration programs and their cascading effects (family reunification, temporary workers), framing them as creating chaos and requiring protection.
tubepoint494
Nov 22, 2025
If Quebec wants to end that program, that is they choose. However, you can't just offer something like that then cut it off with no warning. Those who are in it should be grandfathered in, …
If Quebec wants to end that program, that is they choose. However, you can't just offer something like that then cut it off with no warning. Those who are in it should be grandfathered in, or at least given the opportunity to be grandfathered in. And then end the program. Just cutting it off like that is the most disgusting thing I have ever seen, that's something the americans would do. We are not americans, we are not nazi terrorists like them.
Criticizes abrupt program termination as unfair and unethical, advocating for grandfathering existing participants while supporting program closure.
taralown7023
Nov 22, 2025
Don’t blame the govt blame the ppl that scammed the system
Don’t blame the govt blame the ppl that scammed the system
Redirects blame from government to individuals who exploited immigration system, critiquing enforcement rather than policy itself.
Policy Critique
0.80
emilyt4323
Nov 20, 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)