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
As I always said... Canada is a scam.
As I always said... Canada is a scam.
Dismissive critique of Canada's immigration system as fundamentally flawed or deceptive.
MohammedWaseemuddin-tt1hf
Feb 12, 2026
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you …
Fire a gun…
get immediately deported, do not pass Go, do not collect $200.
Commit ANY CRIME more than a traffic violation…
get immediately deported, do not pass Go, do not collect $200.
Claim you are a “student” or “refugee” when you are not…
Get immediately deported, do not pass Go, do not collect $200.
The immigration program has run amok. We are literally paying to have criminals sustained in this country.
Alleges corruption in immigration enforcement without evidence, critiquing system integrity.
davidkendall1614
Feb 18, 2026
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
Critiques Trump's intelligence while sarcastically acknowledging the statement may be intentional appeasement, blending critique with irony.
@joelblakely5268
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
That white European lady was the least Canadian in the video
That white European lady was the least Canadian in the video
Criticizes government immigration policy as a vote-buying scheme using taxpayer money, with partisan framing.
nazirar91
Feb 27, 2026
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high …
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high crime rate (((((((((((((((((((((((
Blames previous leadership for immigration policy changes and national decline, framing it as destruction of Canadian identity.
LS-kh6zf
Feb 7, 2026
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind the repair and its still going on without any brakes :'(
Critiques immigration system design and proposes wage-based regulatory solutions for temporary workers.
Ash-hz7nc
Jun 29, 2025
Yeah Canada sucks really bad at the moment, all because of the liberals.
Yeah Canada sucks really bad at the moment, all because of the liberals.
Expresses dissatisfaction with Canada's current state and blames a political party, framing it as policy failure.
shilosmith6169
Jan 27, 2026
Problem in Canada is open borders and socialist spending
Problem in Canada is open borders and socialist spending
Identifies open borders and spending policies as root problems, combining policy and economic critique.
kirk.w.mclaren
Nov 25, 2025
Stop your tariffs and Trump will stop his…. reciprocal tariffs are genius.
Stop your tariffs and Trump will stop his…. reciprocal tariffs are genius.
Critiques Canadian tariff policy and advocates for a different approach by referencing Trump's reciprocal tariff strategy.
@scottbigler9182
Mar 4, 2025
The excuses for implementing the tariffs by trump were just as absurd as putin’s excuse for invading Ukraine.\nHonestly I wouldn’t have even bothered to implement the border policy because in trump’s la la land. It …
The excuses for implementing the tariffs by trump were just as absurd as putin’s excuse for invading Ukraine.\nHonestly I wouldn’t have even bothered to implement the border policy because in trump’s la la land. It wouldn’t matter how much Canada did. \nOnce he’s fabricated a reason for anything. It becomes a truth in his head.\ntrump’s a communist sympathiser ?. Figure that one out?\nNext he’ll be sending arms to russia.
Critiques Trump's tariff justifications and border policy as absurd, with unsubstantiated claims about Trump's motivations and sympathies.
@fieldsofgold775
Mar 5, 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
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them …
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them all.
That lady about the treacherous convoy, they deserved to be sent to prison just like the criminal elements from india.
Critiques political leadership hypocrisy on immigration while making unsubstantiated claims linking Indian immigrants to criminal elements.
waynestrainer
Aug 25, 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
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the …
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the world the legal way I know it's an unpopular opinion or you can just stay in Canada
References current deportation policy and advocates for legal immigration pathways while implicitly criticizing illegal entry, with some sarcasm about Canada's status.
leviolin9328
Feb 6, 2026
Guys don't trust this clown Trudeau, he himself is a big dictator style person . He allowed all criminals , terrorists, drug cartels to grow exponentially in beautiful country Canada by just turning blind eye …
Guys don't trust this clown Trudeau, he himself is a big dictator style person . He allowed all criminals , terrorists, drug cartels to grow exponentially in beautiful country Canada by just turning blind eye . All Americans asked is to stop those criminals but this clown is not willing to . \nCanada needs immediate elections
Criticizes Trudeau's governance on security/crime issues with unsubstantiated claims about criminals and terrorists, calling for elections.
@mworkwork1612
Mar 4, 2025
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Critiques language laws and proposes policy change while asserting English-speaker identity and rights in multilingual spaces.
lorrainecollins6686
Aug 25, 2025
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Criticizes media bias in coverage of immigration policy, framing it as a democratic problem.
sourisverte172
Nov 22, 2025
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
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Critiques the immigration system's design and outcomes, with some unverified claims about fraud embedded in broader policy analysis.
ironcladruffian1490
Oct 7, 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)