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
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
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
They need to STOP saying they want to wipe Fentanyl from the earth. It is used daily in ALL hospitals to put people asleep for surgeries and spinals for giving birth. It will never STOP.
They need to STOP saying they want to wipe Fentanyl from the earth. It is used daily in ALL hospitals to put people asleep for surgeries and spinals for giving birth. It will never STOP.
Critiques government rhetoric about eliminating fentanyl as unrealistic, pointing out legitimate medical uses.
Policy Critique
0.78
@disneylandhollywood5435
Mar 4, 2025
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO …
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO ENDURE 0101
Criticizes American leadership's competence in economic and diplomatic management while expressing moral disapproval of their governance.
@AntoineLondon-g5x
Mar 4, 2025
This is all convicted criminal Trump’s fault! Most Americans are against these tariffs and want Trump and Musk out of our government!
This is all convicted criminal Trump’s fault! Most Americans are against these tariffs and want Trump and Musk out of our government!
Criticizes Trump administration's tariff policies and calls for political change through removal of officials.
@Lora-x6k
Mar 4, 2025
didn’t think Trudeau could make Canada any worse, but man did he messed up now it makes so much more sense to be the 51st state \n\nBut then again, I live in Canada and make …
didn’t think Trudeau could make Canada any worse, but man did he messed up now it makes so much more sense to be the 51st state \n\nBut then again, I live in Canada and make US dollars so who really cares lol ?
Criticism of Trudeau's policies with sarcastic suggestion about US annexation, mixing serious critique with ironic commentary.
@AndrewBurtonS-group
Mar 4, 2025
Definitely has nothing to do with our open boarder policy and free citizenship for foreign criminals at all .... Definitely has nothing to do with that at all
Definitely has nothing to do with our open boarder policy and free citizenship for foreign criminals at all ....
Definitely has nothing to do with that at all
Sarcastically criticizes open border policy and citizenship practices, using sarcasm to express policy opposition.
ImNotYerGuyPal
Feb 18, 2026
We are encouraging fraudulent asylum seekers. Overhaul the whole system. There is no reason why Mexicans, Indians and those from functioning democracies should be allowed to seek asylum. Leave voluntarily or be removed forcibly with …
We are encouraging fraudulent asylum seekers. Overhaul the whole system. There is no reason why Mexicans, Indians and those from functioning democracies should be allowed to seek asylum. Leave voluntarily or be removed forcibly with no prospect of future return.
Critiques asylum system and proposes restrictive policies while making questionable generalizations about asylum seekers from specific countries.
verity1978-q3z
Feb 23, 2026
8:30 brother that was a saperatist, terrorist movement here in India say the thing out loud. Don't obfuscate the issue, do your researc before going in doing such videos.
8:30 brother that was a saperatist, terrorist movement here in India say the thing out loud. Don't obfuscate the issue, do your researc before going in doing such videos.
Commenter criticizes the video creator for allegedly misrepresenting or obscuring details about a separatist/terrorist movement in India, demanding accuracy.
skeptin
Feb 26, 2026
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, …
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, IT etc.
Criticizes visa loopholes between New Zealand and Australia as a security/fraud issue, though claims lack specific verification.
rosienojdek8735
Jan 28, 2026
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT …
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT OWN CORRUPTED MLA'S PEOPLE AND CORRUPTED RULING PARTY. THESE FKRS GET FUNDING FROM TERRORISTS ORGANIZATIONS EVEN FROM PAKISTAN. THEY HAVE A LONG HISTORY FROM PAKIS WHERE THEIR LEADERS AND GURUS AND THEIR SONS GOT KILLED BECAUSE OF MUSLIM RULERS BUT THEY NEW GEN CHOSE TO SHAKE HANDS WITH PAKIS.. THIS YEAR PM CARNEY IS GOING TO DEAL WITH MODI AND ALL THIS REFERENDUM BULLSHIT YOU SEE .. YOU WONT SEE THAT ANYMORE..
Criticizes Punjabi/Sikh political movements and governance while making unsubstantiated claims about terrorist funding and conspiracy theories.
gmg-o6p
Jan 27, 2026
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
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is …
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is why now I think only RACISM is the only to regulate it.
Proposes policy action (citizenship revocation) while framing immigration as a threat to Canadian culture and identity.
markdsouza852
Oct 26, 2025
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Blames Immigration Minister Sean Fraser for poor English proficiency among schoolchildren, combining anecdotal observation with policy criticism.
History_Camel
Oct 22, 2025
Too much of anything is bad.
Too much of anything is bad.
General statement critiquing immigration policy through the principle that excess of anything is problematic.
Policy Critique
0.78
loggins2182001
Oct 9, 2025
These double standards medias are part of why we having this man back to power, and the people that voted for him, this is what you wanted, now everybody is paying the price, enjoy it.
These double standards medias are part of why we having this man back to power, and the people that voted for him, this is what you wanted, now everybody is paying the price, enjoy it.
Blames media and voters for current government, criticizing policy outcomes and implicitly calling for accountability.
@sophiekykass1954
Mar 4, 2025
Justin, all canadiens want you to disappear, you did enough to screw and sell our country, everyone hates you !!!! Take your carbon taxes and shovit up your you know where !!!!
Justin, all canadiens want you to disappear, you did enough to screw and sell our country, everyone hates you !!!! Take your carbon taxes and shovit up your you know where !!!!
Strong criticism of the Prime Minister's policies (carbon taxes) and governance record, with claims of widespread public disapproval.
@qcnsaint_sapin582
Mar 4, 2025
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
Trudeau and the clown show have destroyed this country in record time, the burden on all services has been crippling. Mass deportation? the only thing going on is a mass exodus of long time Canadians. …
Trudeau and the clown show have destroyed this country in record time, the burden on all services has been crippling.
Mass deportation? the only thing going on is a mass exodus of long time Canadians.
Trudeau followed orders from the Globalist Cabal just as Biden did, doing nothing but increase the socialist vote count by giving away billions of dollars, while stripping down the middle class to the bone.
Trudeau should be in jail for Trieason.
Critiques government policy and leadership while making unsubstantiated claims about globalist conspiracies and expressing demographic/economic anxiety.
Johnnie-MacRoberts-k5o
Apr 16, 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)