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
"Without warning tightened immigration" The last 3 years of Trudeau's reign were Canadians, actual Canadians who can vote, screaming at Trudeau to cut the immigration numbers. Anyone angry about it is just pissed that they …
"Without warning tightened immigration" The last 3 years of Trudeau's reign were Canadians, actual Canadians who can vote, screaming at Trudeau to cut the immigration numbers. Anyone angry about it is just pissed that they can't cry more since Carney isn't making a circus of the whole thing.
Argues that public opinion (actual Canadians) has been demanding immigration cuts, framing the policy change as responsive to citizen demands rather than sudden.
TheEndofZombieShakespeare
Feb 11, 2026
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote …
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote them in! These people didn't even land on our shores on dinghy like in some parts of the world. We welcomed them in with all these loopholes. It's truly disgusting.
Criticizes immigration policy and government loopholes, blames voters for supporting liberal policies, calls for accountability and change.
iitbftw
Sep 19, 2025
How about letting immigrants coming into the country that if they commit a crime they will be deported and be banned for 10 years. That would be a great deterrent to those that don't want …
How about letting immigrants coming into the country that if they commit a crime they will be deported and be banned for 10 years. That would be a great deterrent to those that don't want to properly integrate into our society.
Proposes a specific policy solution (deportation for crimes) as a critique of current immigration enforcement.
madjackpatciderhouserules8436
Jan 30, 2026
paywalling content is NOT the answer to youtube censorship
paywalling content is NOT the answer to youtube censorship
Critique of paywalling as a policy response to YouTube censorship, analyzing effectiveness of a specific approach.
Policy Critique
0.85
DiscordC
Jan 27, 2026
Canada immigration is messed up
Canada immigration is messed up
Brief statement criticizing Canadian immigration policy as dysfunctional without elaboration.
Policy Critique
0.85
0786AHA
Feb 3, 2026
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Criticizes a political leader's competence and truthfulness, focusing on governance quality rather than immigration specifically.
Policy Critique
0.85
@HamptonGuitars
Mar 4, 2025
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it …
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it worth suffering more for the benefit of the rich? What a clown show.
Sarcastic critique of US policy outcomes and priorities, comparing healthcare and economic benefits unfavorably.
@mikehagmaier3949
Mar 4, 2025
Even thought it sounds nice he's actually lying because there IS no 1.3 Billion dollars plan in play. They can't do it because he prorogued parliament hence can't pass any bills or release funds to …
Even thought it sounds nice he's actually lying because there IS no 1.3 Billion dollars plan in play. They can't do it because he prorogued parliament hence can't pass any bills or release funds to anything. The rest seems right but that part is a fallacy.
Critiques government policy and funding claims while asserting a specific factual claim about prorogation preventing bill passage.
@RenBaiHu
Mar 4, 2025
The liberals minister for immigration doesn't have a clue. She is not going to win this argument. Just take a look around you. Sick of this.
The liberals minister for immigration doesn't have a clue. She is not going to win this argument. Just take a look around you. Sick of this.
Criticizes the immigration minister's competence and expresses general dissatisfaction with policy direction.
richardbarfett1569
Feb 26, 2026
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People …
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People are lining up at food banks. We are very poor. Joining the U.S.A is our only way out.
Primarily criticizes the Prime Minister and government policy (food banks, poverty), with secondary identity assertion (Canadian shame) and fear/threat framing (joining USA as escape).
@fatimaalzahra2644
Mar 4, 2025
Trump is dumb, and he's doing dumb things!
Trump is dumb, and he's doing dumb things!
Direct criticism of Trump's intelligence and policy decisions.
Policy Critique
0.85
@lasonescott4482
Mar 4, 2025
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office.
As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Detailed critique of government accountability and specific policy proposals regarding immigrant healthcare and deportation procedures.
oh8wingman
Feb 26, 2026
Simply too many too fast. Nothing wrong with indians but when you bring in 1/2 a million a year it gets crazy quick.
Simply too many too fast. Nothing wrong with indians but when you bring in 1/2 a million a year it gets crazy quick.
Criticism of immigration volume and pace policy, expressing concern that rapid intake creates problems despite acknowledging no inherent issue with the group.
Swack00kcawS
Jan 29, 2026
First. Drop Canadas tariffs against the USA.\n Does Trudeau understand that Trump has implemented Reciprocal tariffs. Which means you raise tariffs, ours go up exactly the same.
First. Drop Canadas tariffs against the USA.\n Does Trudeau understand that Trump has implemented Reciprocal tariffs. Which means you raise tariffs, ours go up exactly the same.
Critiques Canadian tariff policy as counterproductive given Trump's reciprocal tariff structure, combining economic logic with policy analysis.
@sweetbean9218
Mar 4, 2025
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. …
For Canadians :
1. Arrest illegal Indians.
2. Respect legal Indians.
3. Differentiate legal Indian immigrants from all other types of immigrants.
For Indians living in Canada :
1. Respect Canadians.
2. Respect Canadian law.
2. Immerse & adapt yourself in Canadian culture.
For all :
Sikhs are good people.
Khalistanis are extremists.
Proposes differentiated immigration enforcement and cultural integration expectations, framed as policy recommendations with identity-based distinctions.
kushalnitnaware
Jan 29, 2026
This dude is a socialist that locked his people up during covid never forget
This dude is a socialist that locked his people up during covid never forget
Criticizes the Prime Minister's COVID policies and political ideology (socialism) while making a broader identity claim about governance.
@mister4tay568
Mar 4, 2025
Liberal party tax brings them in
Liberal party tax brings them in
The commenter criticizes Liberal party tax policy as enabling immigration, framing it as a policy problem.
Joseph123-g6p
Jan 29, 2026
If Trudeau acted like this and primarily focused on the economy he would’ve been unstoppable \n\nI hate Trudeau but what a good speech man
If Trudeau acted like this and primarily focused on the economy he would’ve been unstoppable \n\nI hate Trudeau but what a good speech man
Criticizes Trudeau's usual governance while praising this specific speech, expressing personal political disagreement.
@deadfullyawesome
Mar 4, 2025
The irony of POTUS saying that the current trade deal we have with both Canada and Mexico was terrible and the worst but was made and signed by him and his administration. In 2018 but …
The irony of POTUS saying that the current trade deal we have with both Canada and Mexico was terrible and the worst but was made and signed by him and his administration. In 2018 but ?? ??
Critiques the contradiction in Trump's trade policy statements, pointing out inconsistency between past actions and current rhetoric.
Policy Critique
0.85
@Jay-j9b1j
Mar 4, 2025
Thank you Trudeau for destroying our country allowing them in just to get their votes😞
Thank you Trudeau for destroying our country allowing them in just to get their votes😞
Criticizes Trudeau's immigration policy as destructive while expressing concern about electoral manipulation, combining policy critique with demographic anxiety.
torontosfavoritepromoter7416
Jan 29, 2026
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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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Discourse Quality (Perspective API)