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
Temporary means temporary
Temporary means temporary
Emphasizes the importance of enforcing the temporary nature of temporary worker programs, critiquing policy implementation.
Policy Critique
0.80
mikebgdv
Feb 11, 2026
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
Critiques Trudeau-era immigration policy while claiming broad Canadian consensus against it, combining policy analysis with national identity claims.
malcolmxbox
Feb 11, 2026
its wild that the guy on the bike got fired from his job , for a simple interview lol
its wild that the guy on the bike got fired from his job , for a simple interview lol
Criticizes employment consequences for participating in media interviews, suggesting unfair workplace policy or discrimination.
odod9865
Feb 6, 2026
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
Criticizes government immigration policy as traitorous and implies a call for accountability or justice against government actors.
Issthi
Jan 27, 2026
If you have labour shortage, please hire real Canadian.
If you have labour shortage, please hire real Canadian.
Critiques immigration policy by arguing for prioritizing domestic hiring over immigrant labor.
joeblack888
Feb 11, 2026
Why would ANYONE trust Trudeau who froze his own peoples bank accounts?
Why would ANYONE trust Trudeau who froze his own peoples bank accounts?
Critiques Trudeau's policy decision (bank account freezing) as grounds for distrust, with the specific claim presented as established fact.
@XXxCHRISxXX
Mar 4, 2025
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
Criticizes government immigration policy as biased and unsustainable, with implicit blame directed at political leadership.
aeaeqq
Feb 11, 2026
Canada needs a new conservative prime minister Pierre Pollievre….Trudeau is a fool.
Canada needs a new conservative prime minister Pierre Pollievre….Trudeau is a fool.
Critique of current PM with call for conservative leadership change.
@paulpachis9689
Mar 4, 2025
Thanks to Trudeu government for making a 3rd world
Thanks to Trudeu government for making a 3rd world
Blames government leadership for national decline, framing immigration policy as responsible for degrading Canada's status.
Tatay-05
Feb 11, 2026
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Criticizes government immigration policy as inconsistent and blames political leaders, with implicit call to reject current voting patterns.
AnonymousAlien11
Feb 10, 2026
Thank you liberal government...not
Thank you liberal government...not
Sarcastic criticism of the liberal government's policies, using 'not' to invert the apparent gratitude.
KerryB-q8u
Feb 9, 2026
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth.
Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Praises an individual for 'telling the truth' and critiques city workers for not being transparent, framing this as institutional/bureaucratic failure.
BUTTGUPPY
Feb 8, 2026
All....... ALL of this Nutty CRAP is under THAT Liebral Party. Can you blame Alberta from wanting to separate from Canada/ and the raw insanity from Leftist Ottawa......? How long must we endure this foolishness...? …
All....... ALL of this Nutty CRAP is under THAT Liebral Party.
Can you blame Alberta from wanting to separate from Canada/ and the raw insanity from Leftist Ottawa......?
How long must we endure this foolishness...?
And will Canada be Dumb Enough to vote Liebral again, in the future.....?
Criticizes government policy and political leadership while questioning voter choices and implicitly calling for political change.
ENIGMAXII2112
Feb 27, 2026
If they improve universities in India they don't need to come to Canada
If they improve universities in India they don't need to come to Canada
The comment critiques immigration patterns by suggesting that improving conditions in India would reduce emigration pressure, implying current policy/conditions drive migration.
Inner_City_Mixer
Feb 8, 2026
Canadians are reasonable are you on drugs? Obviously, you are is that why when the truckers protested against Covid you locked them all up and took all their money you need to be with all …
Canadians are reasonable are you on drugs? Obviously, you are is that why when the truckers protested against Covid you locked them all up and took all their money you need to be with all the other corrupt politicians in the United States in jail
Criticizes Canadian government handling of trucker protests and asset seizure, with underlying moral argument about corruption and injustice.
@crzymike100
Mar 4, 2025
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u …
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u speak different languages thats why translators exist some make the job marketing just to hard
Critiques discriminatory hiring practices and workplace barriers, framing immigration issues through employment and fairness concerns.
frostbassett7771
Feb 8, 2026
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls.
This would never happen in Poland or Hungary.
Calls for demolition and eviction while comparing Canada unfavorably to Poland/Hungary, critiquing perceived weak governance.
N7sensei
Feb 7, 2026
Trudeau is a puke Canada hates him. For some reason, they can't get rid of him.
Trudeau is a puke Canada hates him. For some reason, they can't get rid of him.
Expresses disapproval of Trudeau's leadership and inability to remove him, framed as political criticism rather than personal narrative.
@bernadettecoyne-ti2zx
Mar 4, 2025
As long as we roll out the welfare red carpet they'll keep coming
As long as we roll out the welfare red carpet they'll keep coming
Argues that welfare benefits attract immigrants, implying policy enables unwanted immigration.
tonymoretti2347
Feb 25, 2026
If Canada doesn't want tariffs, then don't charge tariffs on us too, Canada has been charging us tariffs for the longest.
If Canada doesn't want tariffs, then don't charge tariffs on us too, Canada has been charging us tariffs for the longest.
Critiques Canadian tariff policy by comparing it to American tariffs, arguing for reciprocal fairness.
@uvaldobenavides8411
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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