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
Ensuring its a 1 party rule forevermore
Ensuring its a 1 party rule forevermore
Critiques immigration policy as a tool for establishing one-party political dominance.
knowmenomo
Nov 20, 2025
I think I remember he lost election? Why is he there talking to destroy his own country?\nI thought to move to Canada, never more?
I think I remember he lost election? Why is he there talking to destroy his own country?\nI thought to move to Canada, never more?
Expresses criticism of a political leader's actions regarding immigration policy while also conveying concern about national harm, with a personal decision to avoid immigrating.
@AriannaVonder
Mar 4, 2025
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
Questions the logical consistency of Trump's tariff justification regarding fentanyl while implying Canada is already addressing the issue.
@sfrobink
Mar 4, 2025
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they …
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they just stay in limbo.
Speculates that applicant fraud and bureaucratic buck-passing cause immigration delays, offering an explanatory critique of system dysfunction.
jamesgray6238
Jan 19, 2026
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
Criticizes a leader's policy choices regarding fentanyl control while making an unverified claim about their indifference to American welfare.
@Barrelsmoke
Mar 4, 2025
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them"
-Guy who works in an office and profits from both legal and illegal immigrants
Critiques government officials for denying immigration problems while benefiting from immigration, implying hypocrisy in policy.
JayeAye-t7o
Jan 20, 2026
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto …
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto Sun, if all you wanna do is bash the liberals all day you can keep on doing that to your heart consent, but you sound like a bunch of whiners. What are your solutions? We don’t need whiners we need solutions….
Criticizes media outlets and political actors for complaining without offering solutions, demanding constructive policy alternatives rather than blame.
Petewho
Feb 27, 2026
45K per year is still to many.
45K per year is still to many.
Brief criticism of immigration intake numbers as too high, though lacks elaboration.
Policy Critique
0.75
janine-Saved-By-Grace-Alone
Nov 21, 2025
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
Criticizes a specific government official's performance across multiple portfolios and invokes partisan framing ('Turdeau legacy') to delegitimize leadership.
bluechipx
Jan 19, 2026
Not a single 'Cute' word came out from this politician....
Not a single 'Cute' word came out from this politician....
Criticism of a politician's communication style or lack of appealing rhetoric.
Policy Critique
0.75
@Guest-c1v
Mar 4, 2025
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he …
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he does with Canadians.Then who really needs it ? HIM.THAT REDHAIR FOOL IN ORDER TO PERFORM ON VIDEOCAMERAS ONE MORE DAY showing own toughness.He would rather show it to his wife and kids conservative way he likes.
Criticizes Trump's trade war policy as economically illogical and motivated by personal performance rather than genuine strategy.
@raneesudim2248
Mar 4, 2025
As an American I can't believe that I'm supposed to accept what Trump is doing!
As an American I can't believe that I'm supposed to accept what Trump is doing!
Expresses disagreement with Trump's policies while asserting American identity and values.
@delroy64
Mar 4, 2025
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American …
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American president.
Critiques the approach of addressing the American public directly rather than government-to-government channels.
@WadeJenkins-p9p
Mar 4, 2025
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Uses sarcastic metaphor to critique Alberta's policy approach and blame-shifting to Ottawa, combining satire with political criticism.
@michaeldarling1759
Feb 20, 2026
We have the worst liberal scandals government
We have the worst liberal scandals government
Expresses disapproval of the current government's scandals and performance, framed as partisan criticism.
vinndiesel64
Feb 17, 2026
Cleaning up the Trudeau mess
Cleaning up the Trudeau mess
Frames current immigration issues as a legacy problem requiring correction of previous government policies.
jenkins5265
Jan 19, 2026
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Criticism of Trudeau's specific statement or characterization of another political figure.
Policy Critique
0.75
@rebeccamiller1741
Mar 4, 2025
The LPC wont do anything to make sure they leave They still need to pander to their far left base
The LPC wont do anything to make sure they leave
They still need to pander to their far left base
Criticizes government inaction on immigration enforcement, framed through partisan political blame.
davidingram2537
Jan 19, 2026
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Critiques Indian immigrant behavior regarding rule-breaking and cultural practices while acknowledging similar Canadian behavior, distinguishing between individuals and cultural patterns.
AlfredoOtida85
Nov 11, 2025
The problem lies in letting too many people in in a very short space of time because when this is (intentionally) done foreigners do nkt mix with the local culture, instead using only what they …
The problem lies in letting too many people in in a very short space of time because when this is (intentionally) done foreigners do nkt mix with the local culture, instead using only what they are used to from back home.
Khalistani Sikhs are the equivalent of, for example, zionjst Jews, extremist muslims, etc: they shout the loudest, but are the minority from thise communities and definitely not loved by said communities.
From a (corrupt) government point of view this is the perfect storm.
Critiques rapid immigration policy while comparing immigrant groups to extremist movements, mixing policy analysis with identity-based categorization.
Brit_Indian
Feb 28, 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)