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
Unverified Claim
3,221 comments
Follow the $ MONEY ! !
Follow the $ MONEY ! !
Vague conspiratorial insinuation about hidden financial motives without substantive evidence, suggesting corruption.
@johnemorrison-kj3ox
Feb 21, 2026
They find a way to comeback....... Election chair for extortion and violent home invasion. THE END!
They find a way to comeback.......
Election chair for extortion and violent home invasion. THE END!
Makes unsubstantiated criminal allegations (extortion, violent home invasion) without evidence, combining false claims with alarmist framing.
@rsabha1
Feb 20, 2026
They will change their name and come back.
They will change their name and come back.
Makes an unsubstantiated claim about immigrants evading restrictions through identity changes, combining conspiracy-like thinking with security anxiety.
@jackg5094
Feb 20, 2026
Everyone is going to be pissed of in the fall because there is a new report of 100,000 more coming
Everyone is going to be pissed of in the fall because there is a new report of 100,000 more coming
Makes specific factual claim about '100,000 more coming' without evidence, framed as demographic threat.
LukePatterson-d9s
Sep 20, 2025
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have …
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have stabilized in recent years. MAKE THAT MAKE SENSE! lier!
Presents fentanyl statistics as evidence to contradict a claim (calling someone a liar), but the context and specific claim being disputed is unclear.
@Jakub-ri7ro
Mar 4, 2025
But there was high scammers coming in student visa aslmyer seekers etc illegals are illegals
But there was high scammers coming in student visa aslmyer seekers etc illegals are illegals
Makes specific claims about scammers and illegal immigrants without supporting evidence while critiquing visa policies.
mariacarreiro5770
Jul 5, 2025
8:51 your god monkey ? Cow ? Poopshet 💩 animal become god ? Wt ffff
8:51 your god monkey ? Cow ? Poopshet 💩 animal become god ? Wt ffff
Makes inflammatory and false generalizations about Indian religious practices, combining misinformation with hostile framing.
paula_koo
Feb 21, 2026
That's a lie not paying taxes. All houses are paying taxes and working hard. When Italians came they complained, when Germans came they complained. And now Indians. Not paying tax? That's a big fat lie. …
That's a lie not paying taxes. All houses are paying taxes and working hard. When Italians came they complained, when Germans came they complained. And now Indians. Not paying tax? That's a big fat lie. All Indian immigrants work gard and pay taxes. He is a racist.
Directly contradicts tax-payment claim with assertion that 'all houses are paying taxes' while accusing the video creator of racism.
chelvyVethanayagam
Sep 21, 2025
You missed a chance, take a dip into the rivers and seas and you'll see one of their statues staring at you.
You missed a chance, take a dip into the rivers and seas and you'll see one of their statues staring at you.
Cryptic reference to alleged statues in water appears to reference unsubstantiated conspiracy claims about religious symbols or bodies.
IceFreaksD
Jan 27, 2026
USR= United states of Russia.
USR= United states of Russia.
Cryptic acronym asserting a conspiracy theory without evidence or explanation.
Unverified Claim
0.75
@safreen-insightidea7932
Mar 5, 2025
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud …
Most Indians have immigrated legally.
“As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’”
-- “Proud Boys and the White Ethnostate” by Alexandra Minna Stern (2019).
Opens with an unverified factual claim about Indian immigration legality, then pivots to identity-based framing about ethnostates and racial dominance.
AshokeDasgupta
Sep 20, 2025
No one in India eat cow poop that's old man is lier thats the only one person in village of gaumatipura in the video of cow poop festival
No one in India eat cow poop that's old man is lier thats the only one person in village of gaumatipura in the video of cow poop festival
Disputes a specific factual claim about cow dung consumption practices with a counter-claim about a single village incident.
Unverified Claim
0.75
DeepakKumar-tp5sz
Jan 27, 2026
And yes they hire the immigrants instead of the actual locals
And yes they hire the immigrants instead of the actual locals
Asserts specific hiring preference for immigrants over locals without supporting evidence.
ancacox8886
Aug 25, 2025
His dad is Castro. Who cares what he says.
His dad is Castro. Who cares what he says.
Makes an unsubstantiated claim about Trudeau's parentage (conspiracy theory) to delegitimize his authority.
@Randombro00000
Mar 4, 2025
Trump is just trying to emulate Putin..he invaded Ukraine...and so Trump wants to ultimately invade Canada. FDT.
Trump is just trying to emulate Putin..he invaded Ukraine...and so Trump wants to ultimately invade Canada. FDT.
Makes an unsubstantiated claim that Trump intends to invade Canada, presenting conspiracy-like reasoning without evidence.
@blueovaltrucker
Mar 4, 2025
Ik they like to do a lot of fraud
Ik they like to do a lot of fraud
Makes a sweeping, unsubstantiated claim about fraudulent behavior attributed to a group, combining false generalization with identity-based targeting.
Yourhfulpenis
Jan 27, 2026
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
Presents a specific numerical claim about migration numbers without evidence and implies negative consequences without substantiation.
madjoe8622
Aug 25, 2025
DELETE illegal immigrant voter list stay legally full document illegal rape murder terror deport illegal immigrant
DELETE illegal immigrant voter list stay legally full document illegal rape murder terror deport illegal immigrant
Makes unsubstantiated claims linking illegal immigrants to serious crimes and demands deportation action.
NareshMoirangthem-o8r
Aug 25, 2025
the excuse of fentanyl is smoke and mirrors and only Turmps mind fucked followers believe this crap
the excuse of fentanyl is smoke and mirrors and only Turmps mind fucked followers believe this crap
Commenter makes an unsubstantiated factual claim that the fentanyl issue is 'smoke and mirrors' without evidence, while dismissing those who believe otherwise.
@photoboy1986
Mar 4, 2025
One man that said "the price was right so I came".... he couldn't possibly mean affordability in Canada sooo yeah that's pretty much what we figured. Definitely paid voters and changers.
One man that said "the price was right so I came".... he couldn't possibly mean affordability in Canada sooo yeah that's pretty much what we figured. Definitely paid voters and changers.
Makes unsubstantiated claims about immigrants being 'paid voters' and deliberately changing demographics, combining conspiracy thinking with demographic anxiety.
katwalks
Feb 3, 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)