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
Search & Filter
Moral Argument
2,863 comments
An intelligence president with character, integrity, moral value, principal, self-respect, and self-esteem. A true leader who's loyal and honest.
An intelligence president with character, integrity, moral value, principal, self-respect, and self-esteem. A true leader who's loyal and honest.
Praises leadership qualities based on ethical principles like integrity, honesty, and moral values.
@jacquelinepenha3135
Mar 4, 2025
I get what people are saying in regards to the more recent influx BUT for everyone talking about deportation……..you DO REALIZE THAT all of us who aren’t Native ARE immigrants & at some point we …
I get what people are saying in regards to the more recent influx BUT for everyone talking about deportation……..you DO REALIZE THAT all of us who aren’t Native ARE immigrants & at some point we or our ancestors did this to the Native people.
Just think about it & again I get WHY people feel that way but we ALL essentially took Canada from the Native people so we ALL as a country NEED to do better!!!! 👍🙂
Appeals to historical justice and ethical responsibility toward Indigenous peoples while acknowledging immigration concerns, framed as a moral imperative for Canada.
SomethingAboutBeautee
Aug 28, 2025
I judge others by their actions, not their colour. SO ACT BETTER!!!
I judge others by their actions, not their colour. SO ACT BETTER!!!
Appeals to merit-based judgment on actions rather than ethnicity, framing this as an ethical principle with an implicit call for behavioral improvement.
Moral Argument
0.85
GB-pj2gm
Aug 28, 2025
God said to take care of your own people and family before helping someone else or strangers , even though Jesus teaches us about charity and love of neighbour ,, but where do we stop …
God said to take care of your own people and family before helping someone else or strangers , even though Jesus teaches us about charity and love of neighbour ,, but where do we stop and consider what is going on ,
Appeals to religious and ethical principles (God's teachings, charity, family duty) to frame the immigration debate in moral terms.
Moral Argument
0.85
LorraineRicardo
Aug 28, 2025
Thank you sir. Lots of family in Canada so this is horrible to me. Inexcusably cruel to all involved the way the US govt is crushing our country and friendly with relationships with other nations
Thank you sir. Lots of family in Canada so this is horrible to me. Inexcusably cruel to all involved the way the US govt is crushing our country and friendly with relationships with other nations
Appeals to ethics and fairness, condemning US government actions as cruel while expressing empathy for affected Canadians.
@melissapeyton3084
Mar 4, 2025
At one point we where all immigrants
At one point we where all immigrants
Historical argument that all Canadians are descendants of immigrants, implying moral consistency in welcoming immigration.
adamthomas-fv8gy
Aug 26, 2025
Its pretty bad when they get all the help and us Canadians get nothing its so unfair they get way way to much for to long the government is at fault and us tax payers …
Its pretty bad when they get all the help and us Canadians get nothing its so unfair they get way way to much for to long the government is at fault and us tax payers have to pay it while we are out working everyday while they get to do nothing the minimum it makes me si mad...canada is suffering because of it now worst thing they ever did was ket them all over her canada is ruined now !!!!
Expresses fairness concerns ('unfair') and moral outrage about resource distribution, framed as government failure and taxpayer burden.
RinnJoy
Aug 26, 2025
Incredible leadership, well spoken and refreshing to see a mature clear communicator.
Incredible leadership, well spoken and refreshing to see a mature clear communicator.
Praises leadership qualities and maturity as moral virtues, contrasting with implied poor leadership elsewhere.
Moral Argument
0.85
@CledraGross
Mar 4, 2025
I agree that this is crazy and I don't want Canada to become India, but that guy saying that Africans have a lower intelligence level is CRAZY behaviour.
I agree that this is crazy and I don't want Canada to become India, but that guy saying that Africans have a lower intelligence level is CRAZY behaviour.
Commenter expresses moral disapproval of racist claims about African intelligence while also asserting concern about Canada's demographic identity.
girlforgod345
Jan 27, 2026
What an absolute disgraceful time to be American. I've never been so ashamed of my country.
What an absolute disgraceful time to be American. I've never been so ashamed of my country.
Expresses shame and moral disapproval of American leadership and national direction.
@rockyj5047
Mar 4, 2025
DOES ANYONE ASK WHY IMMIGRANTS ARE COMING, IF WESTERN GOVERNMENTS CONTINUE TO DESTABLISE AND WEAKEN OTHER COUNTRIES IN AFRICA AND THE MIDDLE EAST WHY BE SURPRISED IF NORMAL PEOPLE IN THOSE WANT TO SEEK A …
DOES ANYONE ASK WHY IMMIGRANTS ARE COMING, IF WESTERN GOVERNMENTS CONTINUE TO DESTABLISE AND WEAKEN OTHER COUNTRIES IN AFRICA AND THE MIDDLE EAST WHY BE SURPRISED IF NORMAL PEOPLE IN THOSE WANT TO SEEK A BETTER AND MORE STABLE LIFE IN THE WEST. MORAL OF THIS TALE THE WEST NEEDS TO STOP INVADING OTHER COUNTRIES!
Appeals to ethical reasoning about Western geopolitical responsibility, arguing that destabilization of other regions drives immigration and the West should change its behavior.
abumaliha7266
Aug 26, 2025
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights …
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights and democracy. I can't believe that it can be possible.
Appeals to principles of human rights and democracy while criticizing a political figure's actions and character.
@fexshopkyiv
Mar 4, 2025
This is very sad and is all because of one evil person, Trump and his people. GOD, please help us all
This is very sad and is all because of one evil person, Trump and his people. GOD, please help us all
Expresses moral condemnation of Trump as 'evil' and appeals to divine intervention for justice.
@alexsakyiama1769
Mar 4, 2025
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
Critique framed as a moral judgment, accusing someone of racism and lack of education.
adebola1202
Jan 27, 2026
I’m just so sad and that the current american administration is trying so hard to make us hate each other! \n\nWhen things get bad, in a couple of weeks or months for both of us. …
I’m just so sad and that the current american administration is trying so hard to make us hate each other! \n\nWhen things get bad, in a couple of weeks or months for both of us. Trump and his media Will absolutely blame Canada, not just for trying to defend itself, but for all of it. He Will try to make americans hate us so much so he can get something out of it and thats so wrong.\n\nI have so many memories of traveling to the US and meeting great people there. I don’t want it to end and I want to remember that most americans are our friends, good people who don’t wish harm to others.\n\nI really Hope reason and good people Will prevail, I Hope je won’t bête allowed to continue down this path for long, I Hope the congress or anyone will stand up for whats right. Courage!
Appeals to ethics and fairness regarding manipulation and hatred, emphasizing human connection and doing what's right.
@MlleAudree
Mar 4, 2025
I feel ashamed of America. Trump is a monster.
I feel ashamed of America. Trump is a monster.
Expresses moral shame about America and characterizes Trump as a 'monster,' grounded in ethical judgment rather than policy specifics.
Moral Argument
0.85
@salishseas
Mar 4, 2025
4:56 Generalizing people by race or religion is ignorant. Muslims are some of the kindest and most charitable people I’ve met, and Islam strongly promotes respect, protection of women, and moral responsibility.
4:56 Generalizing people by race or religion is ignorant. Muslims are some of the kindest and most charitable people I’ve met, and Islam strongly promotes respect, protection of women, and moral responsibility.
Defends Muslims against stereotyping by appealing to ethical principles and personal positive experiences, while promoting empathy and respect.
boody-fg4hb
Jan 27, 2026
I like majority of Indian ppl. I don't like criminals and scammers and violent crazies regardless of the race.
I like majority of Indian ppl. I don't like criminals and scammers and violent crazies regardless of the race.
Appeals to fairness and individual judgment, arguing that behavior rather than ethnicity should determine acceptance.
Moral Argument
0.85
jillibear
Jan 27, 2026
He’s the common sense president….helping Russia and blasting allies. Makes total perfect sense, right?! We clearly have our common sense way…thank you Mr Trump for showing us who your real ally is. We needed this …
He’s the common sense president….helping Russia and blasting allies. Makes total perfect sense, right?! We clearly have our common sense way…thank you Mr Trump for showing us who your real ally is. We needed this lesson for the help we gave on 911 etc. shame on us! I hope we’ve learnt a valuable lesson.
Uses sarcasm to critique Trump's foreign policy as morally inconsistent, invoking historical Canadian-American solidarity and expressing betrayal.
@Deeman1963
Mar 4, 2025
I love the USA. But I am all in for Canada. Trump is a bully like Putin. The only way to deal with a bully is to stand up to them. Trump is a weak, …
I love the USA. But I am all in for Canada. Trump is a bully like Putin. The only way to deal with a bully is to stand up to them. Trump is a weak, selfish man and a liar.
Commenter appeals to ethical principles (standing up to bullying) while comparing Trump to Putin and making character judgments about leadership.
@kltyo
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)