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
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for …
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for the tariffs anymore
Criticizes Trump's leadership while making an unverified prediction about tariff removal and policy reversal.
@jorgeromero174
Mar 4, 2025
As Trudeau has done for the past 9yrs, he puts Canadians last. Even in his pointless speech to North Americans, we're the last to be addressed. Election.
As Trudeau has done for the past 9yrs, he puts Canadians last. Even in his pointless speech to North Americans, we're the last to be addressed. Election.
Criticizes Trudeau's prioritization of non-Canadian interests and implicitly calls for electoral change.
@Spencie_C
Mar 4, 2025
No more piggybacking off US
No more piggybacking off US
Brief critique of Canada's economic dependence on the US, framed as a policy position about national independence.
@Mr.P1983
Mar 4, 2025
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high …
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high crime rate (((((((((((((((((((((((
Blames previous leadership for immigration policy changes and national decline, framing it as destruction of Canadian identity.
LS-kh6zf
Feb 7, 2026
Why blame a certain community? Liberals let in illegal migrants! And the unjust benefit system has ruined the fabric of the society.
Why blame a certain community? Liberals let in illegal migrants! And the unjust benefit system has ruined the fabric of the society.
Criticizes Liberal government policy on immigration and welfare benefits, with an unverified claim about illegal migrants and benefit system impact.
sharkkakirde1
Sep 10, 2025
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Attacks government and Liberal party for policy failures, with partisan framing of voter behavior.
krism1815
Jan 20, 2026
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the …
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the world the legal way I know it's an unpopular opinion or you can just stay in Canada
References current deportation policy and advocates for legal immigration pathways while implicitly criticizing illegal entry, with some sarcasm about Canada's status.
leviolin9328
Feb 6, 2026
Immigration Canada is absolute shit just like the things of the people that are here😅
Immigration Canada is absolute shit just like the things of the people that are here😅
Expresses strong disapproval of Immigration Canada as an institution, with dismissive tone suggesting systemic failure.
vancouverteacherbc
Feb 22, 2026
When you place to old people as leaders... i think he may have a dementia or something... ?
When you place to old people as leaders... i think he may have a dementia or something... ?
Criticizes age of leaders and makes an unverified medical claim about dementia without evidence.
@kamilbialo4549
Mar 4, 2025
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process.
Why Govt can not stop the refugee claims for these Students? Stop Refugee Claim Process. A Criminal Nijar whose PR was Denied 3 times was running a Business in Canada.
Criticizes refugee and work permit policies while making unverified claims about criminal cases and free benefits.
santhithomas4623
Sep 30, 2025
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Criticizes government appointment decisions and media funding as examples of institutional incompetence and partisan favoritism.
gord1420
Feb 27, 2026
This guys are fired if they are working in the private sector,incompetent,no answer in every questions.
This guys are fired if they are working in the private sector,incompetent,no answer in every questions.
Criticizes government officials as incompetent and unable to answer questions about immigration policy.
Policy Critique
0.78
RectoBangalisan-y7j
Sep 30, 2025
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Criticizes immigrant health benefits while expressing personal frustration about own healthcare access.
MapleSyrupPoet
Nov 21, 2025
They need to STOP saying they want to wipe Fentanyl from the earth. It is used daily in ALL hospitals to put people asleep for surgeries and spinals for giving birth. It will never STOP.
They need to STOP saying they want to wipe Fentanyl from the earth. It is used daily in ALL hospitals to put people asleep for surgeries and spinals for giving birth. It will never STOP.
Critiques government rhetoric about eliminating fentanyl as unrealistic, pointing out legitimate medical uses.
Policy Critique
0.78
@disneylandhollywood5435
Mar 4, 2025
Trudeau sucks there’s a reason for tariffs
Trudeau sucks there’s a reason for tariffs
Criticizes Trudeau and defends tariff policy as justified response, engaging with government policy debate.
Policy Critique
0.78
@NixaAsphaltSealcoating
Mar 5, 2025
Honor the first safe country agreement and those deportation numbers will skyrocket. Anyone who crossed at Roxam road broke the law. Stop claiming immigration controls are racist. Canadian media calls everyone racist for saying something …
Honor the first safe country agreement and those deportation numbers will skyrocket. Anyone who crossed at Roxam road broke the law. Stop claiming immigration controls are racist. Canadian media calls everyone racist for saying something while the elites are allowed to create an indentured servant underclass which is am actual factual form of racism.
Critiques immigration enforcement policy and media framing while making a moral argument about actual racism in labor practices.
EasyThere
Dec 29, 2025
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
Critiques Democratic policy decisions and government spending while making unsubstantiated claims about illegal immigration without evidence.
@georgebrennan2576
Mar 4, 2025
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Accusation directed at a content creator regarding privacy/financial misconduct, attempting to redirect attention from immigration topic.
gtgolm
Feb 3, 2026
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
Criticizes Trump's intelligence and includes an unverified conspiracy claim about Kremlin influence.
@mm-tc3kt
Mar 4, 2025
They use Fentanyl, DEI, Woke, immigrants, Gov't waste, as a key word to justify the tearing down. Trump can lie to the uneducated that he loves, the racist and the greedy, but other Countries will …
They use Fentanyl, DEI, Woke, immigrants, Gov't waste, as a key word to justify the tearing down. Trump can lie to the uneducated that he loves, the racist and the greedy, but other Countries will check him. The Skipper and Gilligan is on this super hero movie villain tip.
Critiques Trump's use of divisive keywords as manipulation tactics while suggesting his rhetoric targets specific demographics.
@duke2912
Mar 4, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)