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
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to …
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to Canada/America
Challenges the accuracy of claims made in the video and critiques overgeneralization about India and emigration patterns.
GLENJOSHUASTEAGLE
Feb 22, 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
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
Critiques government bureaucracy and lack of transparency, questioning why officials cannot speak freely about observed problems.
zackarykasprzak3073
Feb 22, 2026
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
The comment critiques the video's research methodology and framing, arguing for a more nuanced analysis and suggesting alternative investigative focus on government corruption.
Vreedom7
Jan 27, 2026
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only …
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only from european of descent countries. That should be the aim . For 100% european of descent. No more BS
Criticizes student visa programs as fraudulent and ineffective while making explicit ethnic/racial preference claims.
Malacala
Jan 28, 2026
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
Criticizes Trudeau's tenure and questions his legitimacy to speak, framed as rhetorical questions about his record.
@AgentAO7
Mar 4, 2025
I guarantee you that a portion of Albertan will vote on these questions without knowing any of the ramification . Also they are written in such a bias way .
I guarantee you that a portion of Albertan will vote on these questions without knowing any of the ramification . Also they are written in such a bias way .
Critiques both voter knowledge and the biased framing of referendum questions, combining skepticism with policy analysis.
@bernardvezina-gagnon24
Feb 20, 2026
This will affect everyone and I didn’t vote for President Prick
This will affect everyone and I didn’t vote for President Prick
Commenter expresses dissatisfaction with policy impacts and leadership, using derogatory language to critique the current administration.
@timman3643
Mar 4, 2025
Why don't he talk about the tariffs canada has had on U.S. products for years ? Trump evened the playing feild. Fck trudeau and canada !!
Why don't he talk about the tariffs canada has had on U.S. products for years ? Trump evened the playing feild. Fck trudeau and canada !!
Commenter critiques Canadian tariff policy while defending Trump's trade actions, comparing historical tariff practices between nations.
@9ball989
Mar 4, 2025
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
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Criticizes Trump's policies toward Muslims and international alliances, framing it as both a policy failure and moral wrong.
@shehlakalsoom6423
Mar 4, 2025
I do not blame them. Government looting resources in last 80 years and leaving citizens to dogs. So people are migrating to everywhere. You see them not just in Canada. Tighten the borders. And let …
I do not blame them. Government looting resources in last 80 years and leaving citizens to dogs. So people are migrating to everywhere. You see them not just in Canada. Tighten the borders. And let people come in legally only if needed.
Critiques government resource management as driver of migration, advocates for tighter borders and legal-only immigration policy.
Lovli6589
Sep 19, 2025
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who …
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who realized how easily he can be manipulated. Most unAmerican president in the history of USA. Worse than Nixon. Danger to USA and American people. As long as he is the president. We can no longer say POTUS is “the leader of the free world “ He prefers murderous dictators. Not the free world.
Criticizes Trump's decision-making and leadership competence while expressing concern about threats to American interests.
@michellesanay8172
Mar 4, 2025
TRUMP the Narc has to create psychodramas to make himself look like the HERO ...but it has the opposite effect ..it's all about him ALWAYS
TRUMP the Narc has to create psychodramas to make himself look like the HERO ...but it has the opposite effect ..it's all about him ALWAYS
Critical commentary on Trump's behavior and motivations, using sarcastic tone to critique his self-serving actions.
@angi77angi4
Mar 4, 2025
np time for the lie/con jason kennedy or any of his uniparty shills
np time for the lie/con jason kennedy or any of his uniparty shills
Dismissive critique of political figures and their policies, using conspiratorial language ('uniparty shills').
robinenglish3239
Feb 17, 2026
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
Commenter criticizes government welfare spending on missing persons, implying fraud and suggesting financial incentives drive behavior.
d.r.j-p7n
Feb 27, 2026
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in …
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in the most Powerful Office Ranked, Dead last, and still they put him back in to office after all the Turmoil this child has brought to America, now I wonder, is America this Naive to be Conned again, and with all the Destruction and Hate on his hands, Amazing!!!?
Critiques Trump's leadership by citing presidential rankings and questioning American voters' judgment, combining policy evaluation with moral concern.
@kennethcooperjr.9127
Mar 4, 2025
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
Criticizes government immigration policy as motivated by electoral politics and accuses voters of being manipulated, framing it as incompetent governance.
TravisBoyd-c4o
Feb 27, 2026
nobody in canada cares what this idiot says we need real leadership not a dramatic chump
nobody in canada cares what this idiot says we need real leadership not a dramatic chump
Dismissive critique of Trudeau's leadership and calls for 'real leadership,' focusing on governance quality rather than immigration specifically.
Policy Critique
0.78
@billreichheld4839
Mar 4, 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
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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)