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
Isn't Homo sapiens originated from AFRICA?? Where are you from? Mars?
Isn't Homo sapiens originated from AFRICA??
Where are you from? Mars?
Rhetorical challenge questioning the commenter's origin claims, implying all humans share African ancestry and thus no one has exclusive claim to belonging.
muchmore9797
Jan 29, 2026
Well that's what America voted for ?.
Well that's what America voted for ?.
Implies moral accountability by suggesting Americans bear responsibility for their electoral choice.
Moral Argument
0.70
@hudsond110
Mar 4, 2025
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Criticizes perceived Canadian hostility toward immigrants as morally wrong while suggesting reporting action, blending ethical concern with activism.
smitharaghavan-t2z
Jan 29, 2026
It makes me sick that I am agreeing with this pr1ck.
It makes me sick that I am agreeing with this pr1ck.
Expresses emotional discomfort at finding themselves in agreement with someone they dislike, invoking a moral/ethical tension.
Moral Argument
0.70
@gregfathers5548
Mar 4, 2025
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
Makes unsubstantiated claims about Trump's criminal/sexual history while framing as moral critique of American racism.
@Towman-TL
Mar 4, 2025
Oh my God he's an idiot.
Oh my God he's an idiot.
Brief character attack calling Trump an idiot, expressing moral disapproval of his intelligence or competence.
Moral Argument
0.70
@jeffstone7037
Mar 4, 2025
Trump is the worst dictator in the US history and he is destroying our economy and democracy at the same time…
Trump is the worst dictator in the US history and he is destroying our economy and democracy at the same time…
Characterizes Trump as a dictator (moral/authoritarian critique) while also citing economic and democratic damage.
@robert-dr8569
Mar 4, 2025
That guy who said we have down syndrome from subsahara is wrong. Provably himself is failed in life and that brings in hurt
That guy who said we have down syndrome from subsahara is wrong. Provably himself is failed in life and that brings in hurt
Defends a group against dehumanizing claims, appealing to human dignity and rejecting discriminatory stereotypes.
newtonbusani
Jan 28, 2026
Drumpff is antithetical to progress. He is a cancer on our world. I just wish the Democrats would actually start fighting this BS with all means at their disposal. For all the MAGA out there …
Drumpff is antithetical to progress. He is a cancer on our world. I just wish the Democrats would actually start fighting this BS with all means at their disposal. For all the MAGA out there I hope you enjoy what you wrought. It’s not liberal tears, it’s nationwide suffering. WE PAY FOR TARIFFS!!!!! Look up how well Smoot-Halley affected the country. Ttump (sic) has been self-dealing since I heard of him in the 70’s. He played on your fears & you bought his lie. To quote P.T. Barnum, “A sucker is borne every minute.” One of the primary things I impart to my kids is to not trust a salesman!!!!
Extended critique framing Trump as harmful to society with appeals to ethics and warnings about economic consequences.
@jonathanwade5744
Mar 4, 2025
The ? ? is like a toddler. A very overweight and spoiled toddler. The more you give him, the more he wants.
The ? ? is like a toddler. A very overweight and spoiled toddler. The more you give him, the more he wants.
Criticizes Trump's character and behavior using moral language (spoiled, greedy), though expressed through insult rather than reasoned argument.
Moral Argument
0.70
@ericcharbonneau7842
Mar 4, 2025
This is sad for the world to witness. ?
This is sad for the world to witness. ?
Expression of moral disapproval about a situation, though vague about the specific context.
Moral Argument
0.70
@GoodvibesPHs
Mar 4, 2025
Its important that Americas feel this pain. Its the only thing that will teach this lesson.
Its important that Americas feel this pain. Its the only thing that will teach this lesson.
Argues that Americans deserve economic pain as a lesson, framed as moral consequence.
@usr34518
Mar 4, 2025
Save Indian Muslims
Save Indian Muslims
Brief appeal to protect a religious/ethnic group, framed as a moral imperative.
Masternaldo
Feb 7, 2026
The person on the bike was racist.
The person on the bike was racist.
Makes a moral judgment about someone's character (racism) without elaboration or context.
Moral Argument
0.70
AnushaSelvam-i2n
Jan 29, 2026
If you weren't such a douchebag, he wouldn't be doing it...
If you weren't such a douchebag, he wouldn't be doing it...
Accusatory moral judgment blaming the recipient for Trump's actions, though context is unclear.
Moral Argument
0.70
@corywilson6182
Mar 4, 2025
Donald Trump is NOT sane, somebody please admit it, period.
Donald Trump is NOT sane, somebody please admit it, period.
Makes a moral judgment about Trump's sanity and appeals for acknowledgment, positioning this as an ethical issue.
@fabianomasterbianco
Mar 4, 2025
Trump damages the world and make more enemies
Trump damages the world and make more enemies
Expresses concern about Trump's global impact and enemy-making, framed as moral criticism.
@MadenSoeun2024
Mar 4, 2025
Trump doesn't understand a speech like this!! He is basic!
Trump doesn't understand a speech like this!! He is basic!
Character critique suggesting Trump lacks intellectual capacity to understand sophisticated political speech.
Moral Argument
0.70
@fredsoncsilva
Mar 4, 2025
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for …
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for the first time. I don’t live in the US but in Canada at the moment, not Canadian either, but I’m very objective in my perception about these occurrences. I hope America makes peace with Canada so strengthen both sides, hmmm.
Presents personal perspective on trade conflict, appeals to ethics of alliance-building and mutual benefit, while positioning self as objective observer.
@Expensive-op6pn
Mar 4, 2025
If It's Not Racism To not turn To Turn to India , So Its also racist To come in our country And Get Views and Say Dirty About our country ,And Having a 50 Rupees …
If It's Not Racism To not turn To Turn to India ,
So
Its also racist To come in our country And Get Views and Say Dirty About our country ,And Having a 50 Rupees Budget
Argues about what constitutes racism and fairness, claiming immigrants criticizing Canada while benefiting from it is hypocritical.
hemlatapatel3734
Feb 8, 2026
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)