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
If you look up the definition of Sociopath in the dictionary you will find a picture of Trump beside it.
If you look up the definition of Sociopath in the dictionary you will find a picture of Trump beside it.
Character attack using a moral/psychological judgment (sociopath) rather than factual claim, framed as ethical critique.
Moral Argument
0.70
@Michael-h7y5k
Mar 5, 2025
Allies doesn't mean that Canada will exploit USA through unfair trading practices ?????????❤️❤️❤️❤️????
Allies doesn't mean that Canada will exploit USA through unfair trading practices ?????????❤️❤️❤️❤️????
Questions whether allies should engage in unfair trading practices, appealing to fairness principles.
Moral Argument
0.70
@anitamondal7620
Mar 5, 2025
A national disgrace
A national disgrace
Makes a sweeping moral judgment about immigration policy as shameful without detailed argumentation.
dcross6360
Jan 19, 2026
“As the Philistine moved closer to attack him, David ran quickly toward the battle line to meet him. Reaching into his bag and taking out a stone, he slung it and struck the Philistine on …
“As the Philistine moved closer to attack him, David ran quickly toward the battle line to meet him. Reaching into his bag and taking out a stone, he slung it and struck the Philistine on the forehead. The stone sank into his forehead, and he fell facedown on the ground.” - 1 Samuel 17 \nThe story of David and Goliath, is that even when facing seemingly insurmountable odds, faith in God and courage can lead to victory, regardless of one's size or experience; it highlights the importance of not underestimating oneself and trusting in a higher power when confronted with seemingly impossible challenges. ???
Uses a biblical parable to make a moral argument about faith, courage, and overcoming adversity against overwhelming odds.
Moral Argument
0.70
@JanetDI
Mar 4, 2025
putin terorist kiler
putin terorist kiler
Makes a moral condemnation of a foreign leader using strong ethical language (terrorist, killer).
Moral Argument
0.70
@hovakimmomjian7637
Mar 5, 2025
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
Calls out perceived racism while making identity-based assertions about where people should build homes.
khananwar5014
Sep 15, 2025
One mistake in this speech, Trump is not smart, he is a idiot clown
One mistake in this speech, Trump is not smart, he is a idiot clown
Criticizes Trump's intelligence through insulting language, functioning as a moral judgment on his competence.
@Leo-p1m3z
Mar 4, 2025
Kami negara Islam tidak ada masaalah dengan penganut Kristian mengapa negara Kristian menjadi masaalah kepada penganut Islam,itu di namakan ada segelintir orang di negara Kristian tersebut berperangai iblis tidak layak tinggal di bumi ciptaan tuhan.
Kami negara Islam tidak ada masaalah dengan penganut Kristian mengapa negara Kristian menjadi masaalah kepada penganut Islam,itu di namakan ada segelintir orang di negara Kristian tersebut berperangai iblis tidak layak tinggal di bumi ciptaan tuhan.
Written in Malay; argues for religious tolerance and moral principles, suggesting some individuals in Christian nations behave immorally but this doesn't justify discrimination against all Christians.
Moral Argument
0.70
imanmanimanman7667
Sep 18, 2025
That's fuck up now.
That's fuck up now.
Brief expression of moral disapproval about a situation, though context is vague.
Moral Argument
0.70
xdragon8867
Sep 19, 2025
Why isn't the world placing sanctions on the fascist anyway? Why let Trump hold the cards? Why do business with Adolf Hitler?
Why isn't the world placing sanctions on the fascist anyway? Why let Trump hold the cards? Why do business with Adolf Hitler?
Questions international sanctions policy and uses inflammatory moral language (fascist, Hitler comparison) to critique geopolitical decisions.
@stefantron5675
Mar 4, 2025
truly disgusting
truly disgusting
Brief moral condemnation without elaboration, expressing ethical disapproval of the video's content or immigration-related topic.
Moral Argument
0.70
mirovii
Oct 25, 2025
This man is full of bs…
This man is full of bs…
Brief dismissive statement characterizing someone as dishonest, a moral judgment without specific claims.
Moral Argument
0.70
@KITCATNOS
Mar 4, 2025
Totally brainwashed and weening like a 6 year old...
Totally brainwashed and weening like a 6 year old...
Dismissive critique using emotional language ('brainwashed', 'weening') to delegitimize a person or group, framed as a moral judgment.
@haraldgundersen7303
Mar 4, 2025
They should practice their culture,but also respect the indians
They should practice their culture,but also respect the indians
Argues for cultural preservation while emphasizing respect for existing residents, balancing immigrant rights with community integration.
Moral Argument
0.70
jmusic5895
Dec 31, 2025
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Criticizes Trump's strategy of keeping people desperate for control, comparing him to Kim Jong Un; combines moral critique with fear-based framing.
@tammysharp65
Mar 4, 2025
He is a good president, he is very kind, he is compassionate, he has done a lot of good for all Canadians. I would not like him to resign. I would like him to continue …
He is a good president, he is very kind, he is compassionate, he has done a lot of good for all Canadians. I would not like him to resign. I would like him to continue in the country as President of Canada.
Defends the Prime Minister using moral language (kind, compassionate, good) and appeals to values of leadership and national benefit.
@BellaNaranjo-z5f
Mar 4, 2025
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
Critiques continued racial categorization as ethically problematic in contemporary society.
Moral Argument
0.70
vpvpsilly2927
Feb 17, 2026
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Appeals to fairness principle (tax contribution) to delegitimize critics' right to speak on immigration policy.
Moral Argument
0.70
Carcare_taker
Oct 5, 2025
This is literally genocide.
This is literally genocide.
Uses extreme moral language ('genocide') to characterize immigration policy, though the claim itself is hyperbolic rather than factual.
Rob-to4mu
Oct 2, 2025
Trump has destroyed trust in US allies, and it can ont be repaired easy. Trust can be destroyed in minutes, but it takes many years, maybe decades, before it can be gained again. It affects …
Trump has destroyed trust in US allies, and it can ont be repaired easy. Trust can be destroyed in minutes, but it takes many years, maybe decades, before it can be gained again. It affects not only what US experiences right now with Canada and Mexico. Be sure that even Taiwan Australia and all other Asian allies are questioning right now if USA can be trusted. Imagine, Trumps breaks a treaty with Canada and Mexico which he personally has established in his first presidency and sold to his people as the greatest deal that has ever been archieved. Tells you a lot about US credebility. Trump is right now destroing world order which has been established mainly by USA after WW2.\nI heared, that there are rumors, that Trump might be a Russian KGB agent since 1987. I don't know if that is true, but it would explain a lot of why Trump is acting as he does - it is not in the interest of USA, pressurizing/blackmailing/offending/humiliating US allies and destroying US and foreign economies. This is practically enacting a wishlist of foreign dictators like Putin and Xi Chin Ping.\nIt certainly will not make America great again, but poorer, weaker and internationally isolated. it will be US people that will suffer the most.
Primarily argues that political actions undermine trust and international order on ethical grounds, though includes unverified conspiracy speculation about KGB connections.
@KurtStiegler
Mar 5, 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)