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
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever …
Racist a**holes crying here too much.
The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever shits y'all want.
And ya ofc you incompetent white f*cks are gonna make a hero out of that mf. Someone says good about Indians and y'all have your ass burning. Keep crying, incompetent assholes.
Defends Indians against racist stereotypes and criticizes white commenters for hypocrisy, appealing to fairness and condemning racism.
justajeeaspirant-o5y
Feb 8, 2026
I'm an American and I'm beyond disgusted that the convicted felon adjudicated rapist Dictator worshipper Dictator wannabe was allowed to run for any political office especially President. I believe Musk's vote counting system corrupted the …
I'm an American and I'm beyond disgusted that the convicted felon adjudicated rapist Dictator worshipper Dictator wannabe was allowed to run for any political office especially President. I believe Musk's vote counting system corrupted the election. I have never and never will vote for Trump and his evil co conspirators. Now some of the MAGA voters are regretting their votes, well they chose to believe the cons lies over the easily verifiable facts especially Project 2025 that again lied on national TV that he knew nothing about Project 2025 yet his name is on hundreds of pages in project 2025 documents. Trump and his goons belong in prison.\nI support and love Canada and Ukraine. Devastating that the real elected President Kamala Harris was robbed of that because of manipulation and foreign interference. Americans are suffering and the suffering will get worse except for the top wealthiest.\nThank you Prime Minister for standing up to the biggest deranged bully on Earth and all the countries that are supporting Canada.\nIt disturbs me beyond words, I have generations in my family that have served in our military, ,my father served in WWII and Korea he fought at the Battle of the Bulge and liberated Buchenvald concentration camp the atrocities he witnessed affected him for the rest of his life, and here we have a 5 time draft dodger whose rich daddy paid a Dr to falsify deferment paperwork for phoney bone spurs, he's a coward and a bully
Extended personal narrative combined with strong moral arguments about Trump's unfitness, corruption, and cowardice, with explicit support for Canada and Ukraine.
@dianepatten5162
Mar 4, 2025
These same people never held Joe Biden accountable for funding a literal g'cide of Palestinians
These same people never held Joe Biden accountable for funding a literal g'cide of Palestinians
Raises ethical concerns about accountability for alleged atrocities, comparing Biden's record to the current discussion.
@josephk8202
Mar 4, 2025
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Critiques the video creator's framing and language choices as promoting racism while acknowledging legitimate concerns about illegal immigration.
urstrulykanishk
Feb 5, 2026
Trump is not the dumbest US President of all time... He is the dumbest leader of ANY country of ALL TIME... Meanwhile he is filling his pockets with his market manipulation.
Trump is not the dumbest US President of all time... He is the dumbest leader of ANY country of ALL TIME... Meanwhile he is filling his pockets with his market manipulation.
Moral condemnation of Trump's leadership and alleged corruption, with comparative framing to other leaders.
@FeelingZendo
Mar 4, 2025
Unfortunately Trump befriends bullies and alienates friends and neighbors. In 2026 we will have midterm elections. That will be the time to make a necessary change and I trust Americans will vote.
Unfortunately Trump befriends bullies and alienates friends and neighbors. In 2026 we will have midterm elections. That will be the time to make a necessary change and I trust Americans will vote.
Appeals to ethical principles about friendship and neighborly relations, with a call to vote in midterm elections.
@fanofbooks9
Mar 4, 2025
whats wrong with indians tho? all cultures are different
whats wrong with indians tho? all cultures are different
Defends Indian immigrants by appealing to cultural relativism and questioning prejudice against them.
FootballIsLife-z2j
Feb 8, 2026
With friends like us (the U.S.) who needs enemies... :(
With friends like us (the U.S.) who needs enemies... :(
Uses ironic moral critique to suggest the U.S. is behaving like an enemy rather than a friend to Canada.
@TheHuzbub
Mar 4, 2025
I find it hilarious that the USA has a massive Fentanyl problem. Not Mexico, Canada, or Europe. USA only problem. Yet the solution needs to come from everybody else, except the USA
I find it hilarious that the USA has a massive Fentanyl problem. Not Mexico, Canada, or Europe. USA only problem. Yet the solution needs to come from everybody else, except the USA
Points out perceived hypocrisy and unfairness in how the US expects others to solve its domestic problems.
@sportysp
Mar 4, 2025
I still can’t for the life of me understand why we went through a version of this once already and somebody here still keeps wanting more. Why? Why keep aligning with a “President” who seems …
I still can’t for the life of me understand why we went through a version of this once already and somebody here still keeps wanting more. Why? Why keep aligning with a “President” who seems hellbent on revenge and throwing us all overboard unless you’re at least a millionaire? The kinds of people placed in control right now are the very ones we all have been and should be fighting against still! Rich people have no interest in the issues and problems facing anybody with a net value of less than $1,000,000. We are just pawns for them to use in their pursuit of further wealth!
Appeals to justice and fairness while expressing concern about wealthy elites exploiting ordinary citizens for personal gain.
@restoringthefuture
Mar 4, 2025
Stop Racism against Indians.all Indians are not same just like All Americans
Stop Racism against Indians.all Indians are not same just like All Americans
Commenter appeals to fairness and against stereotyping, arguing that Indians should not face collective discrimination.
Mehul-r1n
Feb 7, 2026
I did not vote for, nor do I approve of what Trump is doing. I am so sorry for what is happening to our country and our relationship with other countries!
I did not vote for, nor do I approve of what Trump is doing. I am so sorry for what is happening to our country and our relationship with other countries!
Commenter expresses disapproval of Trump's actions on ethical grounds (harm to country and international relationships) and apologizes for the damage.
@gailwebber186
Mar 4, 2025
If we only had leadership with is kind of intelligence, rather than oligarchs and their overly obese puppets.
If we only had leadership with is kind of intelligence, rather than oligarchs and their overly obese puppets.
Criticizes current leadership as lacking intelligence and being controlled by oligarchs, appealing to standards of good governance.
@TerryKinney-xp4op
Mar 4, 2025
Anti-Americanism? It's a reaction to direct aggression and threats from your president. Nothing else.
Anti-Americanism? It's a reaction to direct aggression and threats from your president. Nothing else.
Frames Canadian criticism of US as justified response to aggression rather than prejudice, appealing to fairness and proportionality.
@fd6944
Mar 4, 2025
Canada saved over 400 Americans from the Irans regime .. 34 planes laned during 911 in Newfoundland.. fought in Iraq together .. Donald is a weak man desperately pretending to be strong, a small-minded person …
Canada saved over 400 Americans from the Irans regime .. 34 planes laned during 911 in Newfoundland.. fought in Iraq together .. Donald is a weak man desperately pretending to be strong, a small-minded person acting as if he's important. He's devoid of morals but pretends to be righteous. He's the aggressor always playing the victim. Deep down, he’s just a coward.
Catalogs historical Canadian-American cooperation and contrasts it with moral critique of Trump's character and leadership, appealing to shared values and betrayal.
@tonyfi2393
Mar 4, 2025
To the rest of the world: As an American citizen, I just want to say that I'm sorry our population was dumb enough put an incompetent, fascist, narcissistic conman fuckhead into the white house where …
To the rest of the world: As an American citizen, I just want to say that I'm sorry our population was dumb enough put an incompetent, fascist, narcissistic conman fuckhead into the white house where he could screw everything and everyone (us included) up. Not all of us voted for this or want this. Not all of us are dumb enough to fall for his bullshit.
Appeals to fairness and moral judgment by distancing self from Trump supporters and expressing regret for their political choices.
@dontcallmegus
Mar 4, 2025
We need Jesus in these times. God has control over this now. All these politicians are corrupt.
We need Jesus in these times. God has control over this now. All these politicians are corrupt.
An appeal to religious/moral principles and a sweeping claim that all politicians are corrupt, framed as a moral judgment about leadership.
@keniammartinez83
Mar 4, 2025
White House occupants destroy everything US worked so hard since it was founded. SHAME SHAME SHAME???
White House occupants destroy everything US worked so hard since it was founded. SHAME SHAME SHAME???
Appeals to shame and national pride, arguing that current leadership is destroying the nation's legacy and values.
@elenawalczyk5927
Mar 4, 2025
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.?
Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Defends multiculturalism and immigrant history of Canada against racism, while also critiquing police enforcement practices in immigrant communities.
Nahid2all
Feb 7, 2026
trumsk is a traitor of human kind and he never have nobel price of peace in in spending fire and hate
trumsk is a traitor of human kind and he never have nobel price of peace in in spending fire and hate
Frames Trump as betrayer of humanity and spreader of hate, making ethical judgment about his character and impact.
Moral Argument
0.80
@alfredruiz-k4t
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)