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
Imagine talking all that tough dumassery, when you couldn’t even protect yourself against Iceland. ?\n\n-Canada has approximately 12,000 to 17,000 active-duty troops
Imagine talking all that tough dumassery, when you couldn’t even protect yourself against Iceland. ?\n\n-Canada has approximately 12,000 to 17,000 active-duty troops
Criticizes Canada's military capability with specific troop numbers presented as evidence of weakness.
@timbrown49
Mar 4, 2025
There needs to be trade defence pacts. A tariff on one country and all counties in the pact give counter tariffs.
There needs to be trade defence pacts. A tariff on one country and all counties in the pact give counter tariffs.
Proposes a specific trade policy solution (defensive pacts with counter-tariffs) as a response to tariff threats.
@injest1928
Mar 4, 2025
As one gentleman was saying they don't pay taxes... that has no facts, that is only his opinion. Every immigrat i know works two jobs to succeed and pays his or her share of taxes. …
As one gentleman was saying they don't pay taxes... that has no facts, that is only his opinion. Every immigrat i know works two jobs to succeed and pays his or her share of taxes. Some of these individuals interviewed had now knowledge but just opinion. The host should be asking experts not just random people.
When we need a kidney transplant, we see specific specialist, not random people on the street. To fix any issues in our society, we need to interview experts, not option based people
Critiques the video's methodology for relying on opinions rather than expert analysis, and defends immigrants' tax contributions based on personal observation.
mikepurewal5816
Sep 19, 2025
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Extended critique of immigration practices, language training policies, housing allocation, and driving behavior, with underlying cultural anxiety.
SD-fl8zl
Jan 27, 2026
Maybe Trudeau should have put Canada first over the last decade and we wouldn’t be in this situation. The guys a dirtbag and I can’t wait for him to be gone
Maybe Trudeau should have put Canada first over the last decade and we wouldn’t be in this situation. The guys a dirtbag and I can’t wait for him to be gone
Blames Trudeau for prioritizing non-Canadian interests and expresses desire for his removal, framing current tariff crisis as consequence of past policy failures.
@Bubturtle
Mar 4, 2025
I thought the reason for tarriffs that trump gave was to damage other countries financially? Trump doesn’t give an asses behind about people he’s all about power. Thanks maga when we’re all obliterated because the …
I thought the reason for tarriffs that trump gave was to damage other countries financially? Trump doesn’t give an asses behind about people he’s all about power. Thanks maga when we’re all obliterated because the idiot can’t remember which is the correct one it will be too late to say we told you so!
Critiques Trump's tariff policy motivations and expresses fear about dangerous consequences of his leadership.
@LesleyBramley-g5f
Mar 4, 2025
Why can't trudeau lead us like this 24/7
Why can't trudeau lead us like this 24/7
Compares Trudeau's leadership unfavorably to the person in the video, implying criticism of current Canadian leadership.
Policy Critique
0.80
@kreepinkodi5684
Mar 4, 2025
Trudeau and the liberals destroyed this country. This is giving us, separatist in Quebec, all the tools,to have a sucessful referendum in 2027.
Trudeau and the liberals destroyed this country. This is giving us, separatist in Quebec, all the tools,to have a sucessful referendum in 2027.
Blames government immigration policy for national decline and implicitly calls for political action (Quebec separatism referendum).
erichebert1916
Sep 19, 2025
The United States government should be harshly criticizing Canada's immigration standards.
The United States government should be harshly criticizing Canada's immigration standards.
Calls for external criticism of Canada's immigration policy standards, framing it as a governance issue.
gtahackerhunter
Jan 27, 2026
She's not allowed to tell the truth because she's a city worker... Shocking.n
She's not allowed to tell the truth because she's a city worker... Shocking.n
Critiques institutional constraints preventing honest public discourse on immigration.
Policy Critique
0.80
HarveyDarvey1122
Jan 27, 2026
These Ministers are a reflection of their boss.
These Ministers are a reflection of their boss.
A critical comment about government leadership, implying ministers reflect poorly on their political leader.
Policy Critique
0.80
MegaJojo1912
Feb 27, 2026
This man is a bigger threat to Canada than anyone. Also, we don't care about your tariffs. You had a chance to change your unfair tariffs and be more reasonable, and you blew it. That's …
This man is a bigger threat to Canada than anyone. Also, we don't care about your tariffs. You had a chance to change your unfair tariffs and be more reasonable, and you blew it. That's all you had to do. But instead, you cry and whine.
Criticizes leadership's handling of tariff negotiations while framing the leader as a threat to Canada.
@River-r3y
Mar 4, 2025
I am Canadian and I am envious of Americans because you have a leader who can stand for you guys, Canada’s economy has been suffering with his leadership even before Trump was elected but he …
I am Canadian and I am envious of Americans because you have a leader who can stand for you guys, Canada’s economy has been suffering with his leadership even before Trump was elected but he is supporting /funding war , giving out tax payers to refugees he has been bringing who don’t contribute to tax. Hear him more concerned to Americans as opposed to announcing to us Canadians what is his plan for Canada to address tariff! Let USA do their thing , improve your leadership and don’t rely on other countries plans/decisions, unfortunately we are affected but it’s your job to make strategies of how you would address that. Dont blame Trump you could have thought of plans prior implementation
A Canadian's first-person critique of Trudeau's economic policies, refugee funding, and lack of tariff strategy.
@chuyaencarnacion6228
Mar 4, 2025
How are canadian businesses forced to hire "minorities" but these indian companies get away with employing 50 people, with every single one being indian, and only 5 speaking english?
How are canadian businesses forced to hire "minorities" but these indian companies get away with employing 50 people, with every single one being indian, and only 5 speaking english?
Questions perceived inconsistency in hiring regulations while making an unverified claim about Indian company hiring practices.
FPScanadaPC
Sep 19, 2025
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
Critiques government inaction on fentanyl while making an unsubstantiated claim about government knowledge.
@JasparBustos
Mar 4, 2025
These comments on youtube are funny. Trudeau is the reason why Canada is economically a shell of what it was 10 years ago. Everyday canadians understand his words and threats are empty. Hes a shell …
These comments on youtube are funny. Trudeau is the reason why Canada is economically a shell of what it was 10 years ago. Everyday canadians understand his words and threats are empty. Hes a shell puppet who is so hated in canada that he had to shut down the canadian government 2 months ago. Thats right, in a demcracy this creepy fool has shut it down to milk a few more measly months of his power before he is forced to slink away. Worse, under his watch our borders have become fentanyl ridden jokes. Less than 10 percent of anything is even inspected at our ports of entry. Human and drug trafficing is out of control. I dont like tarriff wars, but this is all trudeaus fault - every criticism of the US gov is completely valid. Canada went from #3 at the G20 to last under this guy. 90 percent of the fentanyl going into the US comes through canada.. should i go on...
Extensive criticism of Trudeau's policies on economy, borders, and drug trafficking, mixed with unverified statistics and alarmist framing.
@dougwilson9770
Mar 4, 2025
Where are the Republican congressmen and senators? The world is protesting against Trump, but we hear nothing from these spineless wimps. And where are the US administrators . They are gutless, scare de cat wimps…are …
Where are the Republican congressmen and senators? The world is protesting against Trump, but we hear nothing from these spineless wimps. And where are the US administrators . They are gutless, scare de cat wimps…are missing, these sycophants also are ruining everything too. No wonder the US is falling apart. And look at the abandonment by Trump of Ukraine. I hope the very best historians are recording the shocking mayhem all of Trump’s making
Criticism of US Republican officials and Trump administration for perceived failures and abandonment of allies, framed as moral failing.
@pragmatist165
Mar 4, 2025
Malaysia and Brunei were also British colonies. We can't always blame colonialism
Malaysia and Brunei were also British colonies. We can't always blame colonialism
The commenter challenges a common argument by comparing other post-colonial nations, implicitly critiquing the use of colonialism as an explanation.
ndorobei4391
Sep 19, 2025
12:53 "bought a knife at the gas station to protect myself" You've got to say you have it for work or something, Canadians are not allowed to protect themselves with anything but a whistle or …
12:53 "bought a knife at the gas station to protect myself" You've got to say you have it for work or something, Canadians are not allowed to protect themselves with anything but a whistle or screaming while they wait for 911 to send someone.
Criticizes Canadian self-defense laws and regulations, expressing concern about personal safety and government restrictions.
BigDaddyPuffA-lot
Jan 28, 2026
This is outrageous. Not acceptable :) Immergration if fucked in Canada !!!
This is outrageous. Not acceptable :) Immergration if fucked in Canada !!!
The commenter expresses strong disapproval of Canadian immigration policy, calling it unacceptable and broken.
Jipper905
Sep 19, 2025
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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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