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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Fear / Threat
3,873 comments
We will have a military full of Chinese generals just in time for a world war with China and Russia !
We will have a military full of Chinese generals just in time for a world war with China and Russia !
Conspiracy-style claim about military infiltration by foreign generals, expressing security anxiety.
fatheadpr
Feb 27, 2026
Better get use to it. Youve got decades of communist rule coming.
Better get use to it. Youve got decades of communist rule coming.
Expresses alarmist prediction about political direction using hyperbolic language ('communist rule'), combining threat-based framing with unsubstantiated claims.
BillEaston-n6y
Feb 26, 2026
Khalistan invasion
Khalistan invasion
Invokes conspiracy language about Khalistan separatism as an immigration threat, mixing fear-mongering with potential misinformation.
SlkKumar-z2p
Feb 23, 2026
They smell really bad.
They smell really bad.
Dehumanizing stereotype targeting immigrants, expressing prejudicial fear-based sentiment without factual basis.
famartineza1
Feb 23, 2026
Sidush goose lalall , call ICE agents now. This whole place needs ice
Sidush goose lalall , call ICE agents now. This whole place needs ice
Incoherent call to ICE agents with xenophobic language expressing security/threat concerns about a location.
SirLeatherface
Feb 23, 2026
Yeap. Be thankful you are being flooded by Indians and not Africans or Muslims.
Yeap. Be thankful you are being flooded by Indians and not Africans or Muslims.
Expresses demographic anxiety by ranking immigrant groups as threats, using comparative framing to suggest lesser-of-evils scenario.
Bobby_Digital_808
Feb 22, 2026
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
Expresses alarm about alleged illegal immigration numbers (likely inflated), dismisses current enforcement as inadequate, and demands urgent action.
orlandogalan
Feb 18, 2026
the government better stop this before someone come into there house like Ryan wedding hit squad
the government better stop this before someone come into there house like Ryan wedding hit squad
References a specific violent incident (Ryan Wedding) to amplify security threats and demand government action, with unclear factual basis.
Dbear-p1m
Feb 18, 2026
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Uses alarmist language ('invasion'), makes sweeping claims about fraud and criminality, and calls for deportation and bans.
MikeTrainormusic
Feb 17, 2026
Weaponized migration...
Weaponized migration...
Uses loaded phrase 'weaponized migration' to express anxiety about immigration as a deliberate threat or conspiracy.
RJ-q5z
Feb 17, 2026
There is not a single thing wrong with how Trump is getting rid of illegals. The problem lays with the democrat party that are sicking their dogs on to I.C.E. agents and making a spectacle …
There is not a single thing wrong with how Trump is getting rid of illegals. The problem lays with the democrat party that are sicking their dogs on to I.C.E. agents and making a spectacle on purpose. The msm is playing along with the democrats and doing there best to make it all look like it is Trumps fault. You cannot hate the Liberals and Democrats enough. They hate us.
Expresses strong anti-Democrat/anti-Liberal sentiment with conspiracy framing (media collusion) and us-vs-them polarization about immigration enforcement.
bc5001
Feb 17, 2026
They breed like rabbits.
They breed like rabbits.
Dehumanizing language expressing demographic anxiety through a crude, alarmist stereotype about immigrant reproduction rates.
Ross83-w5x
Feb 16, 2026
The problem job info directly to India, there is no chance to Canadian generations, Canadian right now only 2 mio India just wait until.10 years it's gonna be 20 millions so canada is finish
The problem job info directly to India, there is no chance to Canadian generations, Canadian right now only 2 mio India just wait until.10 years it's gonna be 20 millions so canada is finish
Expresses demographic anxiety with alarmist predictions about population growth and national decline, containing grammatical errors suggesting possible non-native composition.
brainnolimit1000
Feb 14, 2026
Khalistan assassinated a Canadian politician the other year in Vancouver
Khalistan assassinated a Canadian politician the other year in Vancouver
References a security incident to invoke threat/danger concerns about a specific group, though the claim conflates organizations and individuals.
BurningIntelect
Feb 5, 2026
ЭТИ ублюдки срут там где жрут!
ЭТИ ублюдки срут там где жрут!
Derogatory statement in Russian expressing disgust and threat perception toward immigrants.
irinapetrova6960
Feb 14, 2026
India always destroys the world order of life😢
India always destroys the world order of life😢
Expresses alarmist concern about a specific nationality causing global harm, combining demographic anxiety with unsubstantiated claims.
mandalawadan1671
Feb 11, 2026
replacement isn’t a theory, it’s real.
replacement isn’t a theory, it’s real.
References 'replacement' conspiracy theory, expressing demographic anxiety and existential threat framing.
Crash_98765
Feb 11, 2026
these fuckers are a biohazard
these fuckers are a biohazard
Dehumanizing language expressing health/safety threat perception toward immigrants without factual basis.
NoturBusinesstoKnow
Feb 9, 2026
Wow they support khalistan 😮
Wow they support khalistan 😮
Expresses alarm about alleged separatist sympathies among immigrants, invoking a threat narrative.
josef777-l3t
Feb 7, 2026
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Alleges criminal activity and terrorist associations among Khalistanis in Canada, expressing security concerns and alarmism.
ut5458
Feb 6, 2026
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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)