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
Watch your words hes avoiding a war
Watch your words hes avoiding a war
Appeals to restraint and peace-keeping as a moral principle, suggesting caution in language to avoid conflict.
Moral Argument
0.70
@stephenmosher7242
Mar 4, 2025
This is just sickening no words ?
This is just sickening no words ?
Expresses moral disapproval ('sickening') of something in the video, though the specific target is unclear.
Moral Argument
0.70
@patriciasmith9157
Mar 4, 2025
Donald Trump, the Manchurian candidate, truth always being more amazing than fiction. Is an elected President then the USA people deserves whatever happens for voting based on sympathy better than intelligence. Well done,
Donald Trump, the Manchurian candidate, truth always being more amazing than fiction. Is an elected President then the USA people deserves whatever happens for voting based on sympathy better than intelligence. Well done,
Comment makes moral judgments about Trump and American voters' intelligence and decision-making, framed as ethical critique.
@agueybana111
Mar 4, 2025
America, you are an utter disgrace in the eyes of the free world.
America, you are an utter disgrace in the eyes of the free world.
Moral judgment of America's standing in the world, comparing its reputation to other nations.
@KALBRONN
Mar 4, 2025
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
Appeals to fairness and historical justice by countering perceived racism with a comparative moral argument about Western destructiveness.
donavan4387
Feb 5, 2026
Canada has the right to defend its self!
Canada has the right to defend its self!
Appeals to the principle of national self-defense as a justification for Canada's position.
Moral Argument
0.70
@vaughnpratt
Mar 4, 2025
SAY IT PUTIN IS A BABY KILLER
SAY IT PUTIN IS A BABY KILLER
Makes a serious moral accusation against a political figure, framing them as responsible for deaths, which is a moral condemnation.
@peachyclean93
Mar 4, 2025
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH …
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH .
Critiques Trump's policies as benefiting the wealthy while harming others, combining moral judgment with economic concern.
@kathyhathaway8823
Mar 4, 2025
“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
I think this is what the Bible meant when they said you run to the stone the stone will say I can't help you I am in the same boat like you you run to …
I think this is what the Bible meant when they said you run to the stone the stone will say I can't help you I am in the same boat like you you run to the tree the tree will say I can't help you even I am in the same boat like you I think this is what the Bible meant no place to run because India overpopulated their own country they have no place to run so they will populate the entire world that's exactly what the Bible meant button parables me I'm just going to pray to die quickly because it's better in heaven it's corrupted on Earth what are we living for to put up with all this bullshit. Pull the Bible out people. And see that Jesus speaks of these same thing.
Uses religious/biblical framing to argue about overpopulation and moral corruption, blending spiritual ethics with demographic anxiety.
hildaramroop9611
Aug 25, 2025
Trump is a traitor to the U.S.
Trump is a traitor to the U.S.
Characterizes Trump as a 'traitor,' invoking moral/ethical judgment about his conduct, though the comment lacks substantive policy detail.
Moral Argument
0.70
@dennisdeleon672
Mar 4, 2025
Trump is a psycho. He is a Roy Cohn double.
Trump is a psycho. He is a Roy Cohn double.
Commenter makes a character judgment about Trump, comparing him to Roy Cohn as a moral critique.
Moral Argument
0.70
@JPVVeenendaal
Mar 4, 2025
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
Expresses moral judgment about Trump's character and fitness for office, though primarily emotional rather than substantive.
Moral Argument
0.70
@willschultz5452
Mar 4, 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
the first time this man has been straight with canadians
the first time this man has been straight with canadians
Praises a leader for being honest/truthful with citizens, implying moral virtue in transparency.
Moral Argument
0.70
@xXlegitx46Xx
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
That our Dam Pr Tramp fight with good friends and allies like best neighbor Canada
That our Dam Pr Tramp fight with good friends and allies like best neighbor Canada
Criticizes Trump for conflict with allies, appealing to principles of friendship and neighborly conduct between nations.
@nessnur8160
Mar 4, 2025
He’s spot on. The American government just fisted its own people. What a shithole. ??Trump.
He’s spot on. The American government just fisted its own people. What a shithole. ??Trump.
Condemns American government policy as self-destructive and morally wrong, using strong language to express disapproval.
@MichaelJohnson-composer
Mar 4, 2025
We will see by their fruits
We will see by their fruits
Biblical reference ('by their fruits') used as a moral judgment framework for evaluating Trump's character and actions.
Moral Argument
0.70
@poliklolik
Mar 5, 2025
Can't wait for karma to hit him, his goons and worshippers.
Can't wait for karma to hit him, his goons and worshippers.
Expresses a moral judgment that justice/karma should punish a political figure and supporters.
@MadieJay-nw8gl
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)