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
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
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
Stock market =/= the economy
Stock market =/= the economy
Brief economic argument challenging the equation of stock market performance with overall economic health.
Policy Critique
0.78
@Pap-yy1xf
Mar 4, 2025
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
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for …
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for humanitarian cause and be legal longer
Critiques asylum system procedures and claims about loopholes, though some assertions lack clear verification and may contain exaggeration.
vstobinski
Feb 24, 2026
Trudeau works for the safety of its citizens...hahaha what a liar
Trudeau works for the safety of its citizens...hahaha what a liar
Criticizes Trudeau's government policies with sarcastic tone, questioning the claim that government prioritizes citizen safety.
@Roamingronald
Mar 4, 2025
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
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Attacks government and Liberal party for policy failures, with partisan framing of voter behavior.
krism1815
Jan 20, 2026
Too many handouts!!! Stop 🛑 this madness.
Too many handouts!!! Stop 🛑 this madness.
Criticizes government spending on social benefits and calls for policy cessation, though expressed with minimal elaboration.
jenniferjohnson5961
Aug 26, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Criticizes immigrant health benefits while expressing personal frustration about own healthcare access.
MapleSyrupPoet
Nov 21, 2025
They use Fentanyl, DEI, Woke, immigrants, Gov't waste, as a key word to justify the tearing down. Trump can lie to the uneducated that he loves, the racist and the greedy, but other Countries will …
They use Fentanyl, DEI, Woke, immigrants, Gov't waste, as a key word to justify the tearing down. Trump can lie to the uneducated that he loves, the racist and the greedy, but other Countries will check him. The Skipper and Gilligan is on this super hero movie villain tip.
Critiques Trump's use of divisive keywords as manipulation tactics while suggesting his rhetoric targets specific demographics.
@duke2912
Mar 4, 2025
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Criticizes government appointment decisions and media funding as examples of institutional incompetence and partisan favoritism.
gord1420
Feb 27, 2026
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Criticizes Trump's tariff policies and expresses opposition to his administration and Republican allies.
@charlenehastings4840
Mar 4, 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
Typical Liberal, no clue to the real world. Blinks needs to go.
Typical Liberal, no clue to the real world. Blinks needs to go.
Attacks a specific minister's competence and calls for removal, with partisan identity framing.
glennpritchard274
Feb 26, 2026
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in …
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in for a world of bankruptcy.
The comment criticizes Trudeau's policies and governance, urging Canadians to elect Poilievre to avoid economic collapse.
@zacharytrammell3382
Mar 4, 2025
Our voters are to blame as well. We never learn. Well about 1/2 of us.
Our voters are to blame as well. We never learn. Well about 1/2 of us.
Blames voters for political outcomes and criticizes repeated policy failures, with implicit call for better voting choices.
@Dravlae
Mar 4, 2025
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for …
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for the tariffs anymore
Criticizes Trump's leadership while making an unverified prediction about tariff removal and policy reversal.
@jorgeromero174
Mar 4, 2025
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked …
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked politicians very very crooked politicians
Criticism of Canadian government and politicians as weak and corrupt, with implicit comparison to Trump's approach.
@KirkNew-c7g
Mar 4, 2025
Compare Videos
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)