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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Moral Argument
2,863 comments
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
Expresses moral disapproval of actions toward 'his own country' and claims he is hated by his people.
@pr-ro8kl
Mar 4, 2025
My people try to aspire to higher energy levels of love and kindness, peace and harmony. I can’t believe civilized men can behave in such primitive, god damn cave man ways … in a $5000 …
My people try to aspire to higher energy levels of love and kindness, peace and harmony. I can’t believe civilized men can behave in such primitive, god damn cave man ways … in a $5000 suit. I feel like puking 24/7
Appeals to ethical principles (love, kindness, peace, harmony) while condemning perceived primitive behavior by political leaders.
Moral Argument
0.78
@TraciWager
Mar 4, 2025
Colonization that’s what it is
Colonization that’s what it is
Uses the term 'colonization' to frame immigration as an unjust takeover, appealing to historical injustice narratives.
BarcaEditz1632
Jan 27, 2026
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Defends immigrant competence and contributions by citing educational achievements across continents, appealing to fairness and challenging stereotypes.
LaminDrammeh-j2u
Feb 14, 2026
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 …
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 years earlier than Indians. these kind of bullshits are normalized.
Appeals to fairness and equal treatment by questioning why Indian immigrants should receive benefits if they're not 'European,' framed as a justice argument against perceived discrimination.
anandbabu1346
Jan 27, 2026
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to …
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to kill themselves
Argues that drug users bear personal responsibility, questioning why society should bear costs for individual self-destructive choices.
@deewilbur9616
Mar 4, 2025
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
Rhetorically questions whether Americans bear responsibility for their government's actions, implying moral accountability.
@leeprice9442
Mar 4, 2025
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Uses historical comparison and ironic tone to challenge the framing of immigration as 'invasion' by pointing out European colonization.
ravi.867
Jan 27, 2026
Russian asset Don the BULLSHITTER Con has NO friends or allies
Russian asset Don the BULLSHITTER Con has NO friends or allies
Attacks Trump's character and credibility, framing him as dishonest and without allies.
@wildthings4143
Mar 4, 2025
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple …
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple MAGA !
Appeals to ethical concerns about theocracy and slavery, defending immigrants against what the commenter views as discriminatory political movements.
Moral Argument
0.76
bryanlion5621
Aug 25, 2025
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business …
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business shit person.🤬
Appeals to hypocrisy and fairness while making us-vs-them claims about Western countries and their treatment of India.
aeroabhi17
Jan 29, 2026
The united state have the devil running there country
The united state have the devil running there country
Makes a moral/religious judgment about US leadership using apocalyptic language ('devil') to express ethical condemnation.
@burchillwendton8754
Mar 4, 2025
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what …
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what traitors do.
Veteran's personal perspective condemning Trump's actions as treasonous and harmful, grounded in moral judgment about betrayal and alignment with adversaries.
@johnstepp5172
Mar 4, 2025
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the …
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the work needed, to make a decision that did not tear down OUR country.
Appeals to shame and moral responsibility of voters who supported Trump, framing as ethical failure to protect the country.
@BrownEyesNlocs
Mar 4, 2025
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return …
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return to the good side on the world stage.
Appeals to ethical principles about international conduct and moral positioning on the world stage.
@danwilliams1645
Mar 4, 2025
Allegedly the Biggest Demographic Change occurred in North America by annihilating and 🍇 Indigenous Peoples who were replaced by criminal and mentally unhealthy European invaders who traffycked in and enslaved people from Africa for centuries. …
Allegedly the Biggest Demographic Change occurred in North America by annihilating and 🍇 Indigenous Peoples who were replaced by criminal and mentally unhealthy European invaders who traffycked in and enslaved people from Africa for centuries. Allegedly there is no specific culture in 🇨🇦 🇬🇧 because the invaders promoted immigrations as they expanded across vast Indigenous lands who are allegedly the Owners of Culture throughout the Americas.
Makes ethical arguments about historical injustice to Indigenous peoples and critiques European colonization as morally illegitimate.
bedinabebe4521
Jan 29, 2026
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you …
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you so destructive and cruel to people around the world?\nSharpen up, for Gods sake!?
Appeals to ethics and human decency, questioning Trump's cruelty and destructiveness toward people globally on moral grounds.
@anitatillberg4909
Mar 4, 2025
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Criticizes Trump's treatment of neighbors/allies as unethical while also raising economic concerns about market decline.
@SmilingAardvark-jv6ol
Mar 4, 2025
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
Appeal to cultural respect and ethics while framing immigrant groups as threats to others, mixing moral and identity-based arguments.
hoseaphillips7668
Feb 18, 2026
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off …
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off the planet, are you, dumb-dumb?!
Makes moral accusations against Trudeau using inflammatory language and unsubstantiated claims about his character and associations.
@AstarteDevi
Mar 4, 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)