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
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Dismisses a political figure's credibility and calls for legal accountability, framing it as representing Canadian public opinion.
@ultimaalpha3547
Mar 4, 2025
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
Criticizes government policy on immigration fraud while making an unsubstantiated claim about Canada 'defending' fraud.
hblugsetrtxfgc
Oct 20, 2025
Maybe Trudeau can use the tariff incomes to expand Canadas military? I suggest pilot training and recruitment in the RCAF and RCN.
Maybe Trudeau can use the tariff incomes to expand Canadas military? I suggest pilot training and recruitment in the RCAF and RCN.
Suggests an alternative policy use for government revenue, implicitly critiquing current spending priorities.
@bluskies1000
Mar 4, 2025
never been easier to become a citizen
never been easier to become a citizen
Critical observation that Canadian citizenship acquisition has become easier, implying concern about relaxed standards.
Policy Critique
0.75
KidGarden100
Jan 11, 2026
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof …
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof of tax paid so shut up.
Corrects misinformation about Indian visa requirements by citing actual policy requirements (language, financial proof, taxes), functioning as both factual correction and implicit policy defense.
udaysutariya
Oct 30, 2025
Canada didn't do this; Turdeau and his lieberals did. On purpose.
Canada didn't do this; Turdeau and his lieberals did. On purpose.
Critiques government policy and leadership while making an unverified claim about intentional action ('on purpose') without evidence.
JohnDretired
Oct 15, 2025
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Criticizes government responses to immigration questions as evasive and inadequate, with partisan framing.
CogenMan3
Nov 3, 2025
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr Robert strange of Nova Scotia says LOCK It down!
Criticizes immigration processing delays and advocates for stricter enforcement, with references to external authorities.
JohnsonCook-t1q
Jan 15, 2026
the international.students coming to .universities have paid a hige price compared to native people. these students would be attending college and 2orkong tonget q decent job. however those who just want to work and dont …
the international.students coming to .universities have paid a hige price compared to native people. these students would be attending college and 2orkong tonget q decent job. however those who just want to work and dont want to study are the ones to be blames for. because if such students everyother student gets affected.
Discusses differential treatment of international students versus domestic students, distinguishing between legitimate and problematic immigration pathways.
bhavanap6637
Nov 4, 2025
At the end immigration will be STOPPED. I have no doubt. But the 3rd world countries will grow up. There will be no tendency to go abroad or money laundering. I am hopeful that GOOD …
At the end immigration will be STOPPED. I have no doubt. But the 3rd world countries will grow up. There will be no tendency to go abroad or money laundering. I am hopeful that GOOD DAYS ARE COMING . Cheers!
Predicts immigration will eventually stop and expresses concern about third-world development and money laundering.
sohelsaheen
Oct 26, 2025
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all …
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all power to America.
Criticizes Trudeau's past behavior at Mar-a-Lago and calls for stronger action, with an unverified characterization of his prior conduct.
@Jorr235
Mar 4, 2025
Freaking mess!
Freaking mess!
Brief expression of disapproval toward the current situation, likely referring to immigration policy or its outcomes.
Policy Critique
0.75
stalkertactics
Oct 23, 2025
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
Critiques immigration policy by claiming homelessness is caused by addiction rather than immigration, while making an unverified causal claim about the homeless person's circumstances.
the_apocalypse888
Nov 2, 2025
Why are this people getting paid for not doing their job
Why are this people getting paid for not doing their job
Vague criticism of government workers or immigration officials not performing duties, though the specific claim lacks context and evidence.
brucewarenko5286
Nov 4, 2025
You can't blame India or Indians. Blame the liberals.
You can't blame India or Indians. Blame the liberals.
Deflects blame from India/Indians to the Liberal government, critiquing political leadership while avoiding ethnic targeting.
thetruelegend6686
Jan 4, 2026
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 2026
Your a mutt trudeau, you had time to stand up for Canadians by strengthening boarder and closing your ties with Chinese drug cartels. You're only gaslighting which too many Simps believe
Your a mutt trudeau, you had time to stand up for Canadians by strengthening boarder and closing your ties with Chinese drug cartels. You're only gaslighting which too many Simps believe
Criticizes Trudeau's border policy and makes unsubstantiated claims about ties to Chinese drug cartels while accusing gaslighting.
@jamesbrown6473
Mar 4, 2025
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
Critiques immigrants' approach to integration and suggests they should work, pay taxes, and integrate to avoid discrimination, framed as conditional expectations.
cookiemonster-20
Oct 14, 2025
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
Critiques the reporting quality and claims the video misrepresents public consensus on immigration tightening.
Policy Critique
0.75
livingfinance
Feb 18, 2026
Canadians are being accused of racism when addressing immigration to immigrants. They use that word to defuse your point of view and concerns for our country. So ask them.........HOW MANY CANADIANS DO YOU HAVE TO …
Canadians are being accused of racism when addressing immigration to immigrants.
They use that word to defuse your point of view and concerns for our country.
So ask them.........HOW MANY CANADIANS DO YOU HAVE TO DEPORT BACK INTO CANADA because we're hopping your borders for a better way of life?
How much tax dollars does your country spent on sending canadians back to their country?
How much federal country money do you give canadian immigrants to start their better way of life?
Do canadian immigrant women get to keep their country traditions any way of a canadian life style or are they conformed?
..........
Don't be silenced or afraid. They weaponized the word racism to give them leverage because that's all they have in their artillery.
Challenges government immigration policy through rhetorical questions about deportation, integration, and resource allocation, while urging resistance to accusations of racism.
richardmesser7243
Oct 15, 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)