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
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
All Trump has been asking for all along is for Canada & Mexico to DO THEIR PART in stemming the illegal immigration and Fentanyl from crossing into the United States. Nearly 100,000 Americans die each …
All Trump has been asking for all along is for Canada & Mexico to DO THEIR PART in stemming the illegal immigration and Fentanyl from crossing into the United States. Nearly 100,000 Americans die each year from Fentanyl overdoses. The raw ingredients come from China and into their respective nations, where they are processed and made into Fentanyl, then brought into the U.S. Neither nation has taken Trump seriously and Biden didn't give a crap and actually assisted with bringing in more of everything. Now both nations get to deal with the results of their inactions. Remember, these are reciprocatory tariffs to simply equal what American goods are charged by Canada & Mexico already. NOW everyone is on an equal playing field. If these nations want lower tariffs, they can go first and then the U.S. will match it to theirs... It's that simple.
Defends Trump's tariff policy as reciprocal and justified by border/drug enforcement failures, with specific claims about fentanyl deaths and supply chains.
@foxt1042
Mar 4, 2025
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Critiques trade policy decisions and predicts negative economic consequences from tariff actions.
@Lu-Xu-Bu
Mar 4, 2025
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
Criticizes institutional governance and accountability of religious/community organizations, with reference to a specific video timestamp.
b8bb8r
Feb 26, 2026
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
By the way Trudeau nice response on covid, as bad as the democrat ran states
By the way Trudeau nice response on covid, as bad as the democrat ran states
Critiques Trudeau's COVID response by comparing it to Democratic-run U.S. states, blending policy analysis with comparative framing.
@workingman4918
Mar 4, 2025
Make it make Sense? I thought this Guy Resigned ??? you failed Trudont!
Make it make Sense? I thought this Guy Resigned ??? you failed Trudont!
Questions Trudeau's resignation status while criticizing his leadership record, mixing inquiry with critique.
@esanchez41484
Mar 4, 2025
They looked scared as hell. Trudeau is like a vindictive fired employee who steals and damages stuff before leaving. People like him are why many companies have security escort them out when they leave. Canada …
They looked scared as hell. Trudeau is like a vindictive fired employee who steals and damages stuff before leaving. People like him are why many companies have security escort them out when they leave. Canada is going to suffer just so this wimp can feel like he stood up to Trump. He isn't even in a position to negotiate anymore. He's just causing his country more pain for no reason. Typical socialist. Whole lot of people in the comments don't understand the numbers. Canada has zero chances to win a trade war. Many Canadian businesses are already moving to the US.
Critiques government leadership and trade war strategy while expressing concern about economic consequences and business relocation.
@liberTvalance
Mar 4, 2025
doesnt matter how many peopel america deports if canada just keeps importing tens of millions into north america
doesnt matter how many peopel america deports if canada just keeps importing tens of millions into north america
Criticism of Canada's immigration policy relative to US deportations, expressing concern about large-scale immigration intake.
AckzaTV
Jan 27, 2026
How about hold politicians accountable for giving billions to Ukraine when all that money could have been accountable
How about hold politicians accountable for giving billions to Ukraine when all that money could have been accountable
Critiques government spending priorities, implying resources for Ukraine should address domestic immigration/economic issues instead.
arunfpv
Sep 14, 2025
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk …
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk no sense about Hinduism, they don't ruin water, it's respecting water, it's the other way around.
Expresses opposition to specific religious practices in public spaces while attempting to distinguish between groups, framed as a policy position on religious accommodation.
Reddylion
Aug 25, 2025
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know …
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know that here documents are made by paying money. Rest is in the hands of God
Critiques visa policy changes from interview-based to document-based, with unsubstantiated claim that documents are fraudulently obtained through bribery.
pal.thecarmechanic
Sep 9, 2025
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect for Canada or Canadians...time for major deportation...Carney's WEF...plan...
Blames government leadership for immigration policy failures while making unsubstantiated claims about immigrant behavior and conspiracy theories.
annettejohnson1673
Sep 7, 2025
18'000 out, but immigration says they're bringing in over a million a year. Literally a drop in a bucket.
18'000 out, but immigration says they're bringing in over a million a year.
Literally a drop in a bucket.
Critiques deportation policy as inadequate relative to immigration intake, using an unverified comparison ('over a million a year') to frame the argument.
-TBH-
Dec 27, 2025
We have a senseless,crafty con man advising the presidency!
We have a senseless,crafty con man advising the presidency!
Criticizes a political advisor's character and competence in relation to presidential governance.
Policy Critique
0.78
@Observer75487
Mar 4, 2025
They do not communicate with Canadians at all. Why did the PM let them in????
They do not communicate with Canadians at all. Why did the PM let them in????
Criticizes government communication and questions PM's immigration decisions, combining critique with rhetorical questioning.
peggylaviolette8303
Dec 9, 2025
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Criticizes the video creator's factual accuracy and credibility regarding Sikh geography, blending content critique with factual correction.
Ajazwakeel
Feb 26, 2026
I love how individual states are begging and pleading with Canadians to come and visit them all while the federal government just layers on crazy after crazy.
I love how individual states are begging and pleading with Canadians to come and visit them all while the federal government just layers on crazy after crazy.
Critiques federal US policy as erratic while noting state-level contradictions, with implicit comparison to Canadian stability.
mikearchibald744
Dec 10, 2025
If your taxes are going out of country than you should not be expected to pay taxes than!
If your taxes are going out of country than you should not be expected to pay taxes than!
Critiques tax policy by arguing that citizens shouldn't pay taxes if revenue goes abroad, challenging government fiscal policy.
TL3000TL
Sep 11, 2025
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
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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)