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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Unverified Claim
3,221 comments
PLEASE INVESTIGATE ON WHY AMAZON HIRES ALOT OF INDIANS IN THEIR WAREHOUSES, THERES MILLIONS OF THEM!!! especially in CALIFORNIA! do the RESEARCH! they prefer INDIAN OVER ANYONE ELSE!
PLEASE INVESTIGATE ON WHY AMAZON HIRES ALOT OF INDIANS IN THEIR WAREHOUSES, THERES MILLIONS OF THEM!!! especially in CALIFORNIA! do the RESEARCH! they prefer INDIAN OVER ANYONE ELSE!
Makes specific factual claims about Amazon hiring practices and Indian worker prevalence without evidence, framed as a conspiracy requiring investigation.
lenseofanomad
Jan 27, 2026
8:42 same thing as in Minnesota with the scamali They scam here to pay their political-terrorist agenda “back home” 🚩
8:42 same thing as in Minnesota with the scamali
They scam here to pay their political-terrorist agenda “back home” 🚩
Makes unsubstantiated claims linking immigrants to scams and political-terrorist agendas without evidence.
ElizabetaDante
Jan 27, 2026
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so …
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again.”
Anecdotal story containing stereotypical and dehumanizing claims about Indian people presented as fact.
Babarwrrite
Jan 29, 2026
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Duplicate anecdotal story with stereotypical and dehumanizing claims presented as factual testimony.
Babarwrrite
Jan 29, 2026
Trump is actually causing the stock market to fall and he and his crooks will wait until it comes down. He'll then try to correct the tarriff's back to zero so the stock market will …
Trump is actually causing the stock market to fall and he and his crooks will wait until it comes down. He'll then try to correct the tarriff's back to zero so the stock market will go up but before Trump will buy, buy, buy to increase his own stock holdings
Makes specific factual claims about Trump's market manipulation strategy without evidence, presented as conspiracy-like assertion.
@laurabayer-garcia8258
Mar 4, 2025
They're all playing the game pretending to fight one another when in fact they are just tightening the net on your Freedoms. Take Notice.
They're all playing the game pretending to fight one another when in fact they are just tightening the net on your Freedoms. Take Notice.
Makes an unsubstantiated conspiracy claim that leaders are secretly coordinating to restrict freedoms while appearing to conflict.
@AmbientShores
Mar 4, 2025
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
Abusive comment with ethnic slurs and false accusations, combined with meta-commentary about other commenters' behavior.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
Makes false equivalence between China's one-child policy and population control, misrepresenting facts and applying them to India.
sameaulahad2824
Jan 29, 2026
Avtrue criminal , active war mongerer against Ukrainian lives, talking against President Putinn , an honest leader just trying to protect his people against criminal NATO leaders!. WHAT A LIE, TRUDEAU-LYER!
Avtrue criminal , active war mongerer against Ukrainian lives, talking against President Putinn , an honest leader just trying to protect his people against criminal NATO leaders!. WHAT A LIE, TRUDEAU-LYER!
Makes unsubstantiated claims that Trudeau is a 'criminal' and 'war monger' while presenting Putin as an 'honest leader,' lacking evidence.
@tangabiang5282
Mar 4, 2025
This ain’t about fentanyl. Trump is planning world domination with Russia ?
This ain’t about fentanyl. Trump is planning world domination with Russia ?
Makes an unsubstantiated conspiracy claim that Trump is planning world domination with Russia, presented without evidence.
Unverified Claim
0.80
@donniethesportsguy893
Mar 4, 2025
Now we know why Musk bought Twitter. This was planned long ago. This gives Trump a huge platform to spread misinformation. In addition Trump has his own misinformation website that he copy and pastes onto …
Now we know why Musk bought Twitter. This was planned long ago. This gives Trump a huge platform to spread misinformation. In addition Trump has his own misinformation website that he copy and pastes onto X just so Musk can further spread it to his followers.
Presents conspiracy theory claims about Musk's Twitter acquisition and Trump's coordinated misinformation strategy without substantiation.
@artstech
Mar 4, 2025
There is a KGB-AGENT in the oval office.
There is a KGB-AGENT in the oval office.
Makes a specific factual claim that Trump is a KGB agent without evidence, presenting it as established fact.
Unverified Claim
0.80
@RthnVhm.o-sc5he
Mar 4, 2025
Trump putins spy
Trump putins spy
Unsubstantiated accusation claiming Trump is Putin's spy, a conspiracy-theory-style claim without evidence.
Unverified Claim
0.80
@orestua
Mar 4, 2025
These are fraud colleges opened to solicite money inthe name of Canadian university
These are fraud colleges opened to solicite money inthe name of Canadian university
Makes an unsubstantiated claim that colleges are fraudulent schemes designed to solicit money.
Form_Evolve_Invent_India
Jan 29, 2026
Certainly not with China!you detained the LADY boss of hua wei and spied on China.now you PAY for Your sin,the miracle of karma.
Certainly not with China!you detained the LADY boss of hua wei and spied on China.now you PAY for Your sin,the miracle of karma.
Asserts unsubstantiated claims about Canada detaining Huawei executive and spying on China, framed as karmic consequence without evidence.
@angben7410
Mar 4, 2025
These Indian only hire their own people and discriminate against others
These Indian only hire their own people and discriminate against others
Makes a sweeping, unsubstantiated claim about discriminatory hiring practices by Indian business owners without evidence.
thetruth392
Jan 29, 2026
A student visa is totally fraud they are just enrolled students for immigration only.
A student visa is totally fraud they are just enrolled students for immigration only.
Makes a sweeping, unsubstantiated claim that student visas are fraudulent schemes without evidence.
MullBatoora-kf6cj
Jan 29, 2026
Brampton has a monkey man statue, So they are monkeys? Makes sense.
Brampton has a monkey man statue, So they are monkeys? Makes sense.
Makes a dehumanizing false claim using a statue as fabricated evidence of demographic characteristics.
glennpritchard274
Jan 29, 2026
8:52 their god looks like a Monkey
8:52 their god looks like a Monkey
Offensive, dehumanizing stereotype presented as fact, referencing a specific timestamp in the video.
NoahMyers
Jan 28, 2026
no wonder young immigrates do so much crime, parents have no cutler on what the west is like because every place suits them.
no wonder young immigrates do so much crime, parents have no cutler on what the west is like because every place suits them.
Unsubstantiated causal claim linking immigrant parenting to crime, expressing demographic anxiety.
CherryNecessary
Jan 28, 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)