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
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
Commenter expresses desire for Indian immigrants to leave Ontario, framing their presence as unwanted and threatening to national identity.
pierce9019
Jan 28, 2026
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist.
I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Extended narrative expressing demographic anxiety, cultural incompatibility claims, and neighborhood degradation fears framed as community protection.
mistressmusicvault
Feb 6, 2026
Over 18,700 Canadian casualties on the Normandy beaches .... for this uncontested invasion !
Over 18,700 Canadian casualties on the Normandy beaches .... for this uncontested invasion !
Uses military sacrifice rhetoric to frame immigration as an 'invasion,' expressing demographic anxiety and existential threat framing.
adambane1719
Jan 27, 2026
These people have messed up their own nation royaly..now they're ready to Ruin the western world... Cockroaches on the rise
These people have messed up their own nation royaly..now they're ready to Ruin the western world... Cockroaches on the rise
Uses dehumanizing language and apocalyptic framing to express demographic and civilizational anxiety.
Goldendreams-k2e
Jan 29, 2026
Only let them in with an american paid and supervised Vasectomy!!! They screwed themselves off they're own Continent!, same with the Chynese!!! 🇺🇸🇺🇸🇺🇸
Only let them in with an american paid and supervised Vasectomy!!! They screwed themselves off they're own Continent!, same with the Chynese!!! 🇺🇸🇺🇸🇺🇸
Expresses extreme demographic anxiety and dehumanizing language toward immigrants, framing immigration as an existential threat.
BobDixon-f7n
Jan 27, 2026
Ive had it with these mxtherfxcking immigrants in our mxtherfxcking country (immigrants from india)
Ive had it with these mxtherfxcking immigrants in our mxtherfxcking country (immigrants from india)
Expresses frustration and resentment toward immigrants as a threat to national belonging, with specific ethnic targeting.
chadmk.1681
Oct 1, 2025
чужакам нигде не рады это факт!
чужакам нигде не рады это факт!
Russian-language comment expressing xenophobic sentiment that outsiders are unwelcome everywhere.
Fear / Threat
0.88
KANEKIKEN-de3gz
Feb 9, 2026
We are so fucked
We are so fucked
Expresses existential anxiety and doom about the current political/economic situation.
Fear / Threat
0.88
@DangerousKaos
Mar 4, 2025
Wow, what hatred towards Indians!! I only see it spiraling into something very unpleasant in the near future. We can't blame the locals either!
Wow, what hatred towards Indians!! I only see it spiraling into something very unpleasant in the near future. We can't blame the locals either!
Expresses alarm about escalating hatred and predicts negative future outcomes, framing immigration as a threat.
rameshemv
Sep 19, 2025
You are a racist cunt! Go get yourself areal fucking job you hate monger son of a whore!
You are a racist cunt! Go get yourself areal fucking job you hate monger son of a whore!
Uses aggressive, dehumanizing language expressing hostility and contempt toward the creator, framed as a threat/attack.
Fear / Threat
0.88
Rich-r7f
Feb 26, 2026
TRUMP IS DOING EXACTLY WHAT PUTIN WANTS HIM TO DO!!! HE IS DESTROYING ALL OUR ALLIANCES WITH CANADA AND EUROPE ITS FUCKING INSANE AND IT WILL DESTROY OUR COUNTRY AND EVERYTHING WILL BE SKY HIGH!!!
TRUMP IS DOING EXACTLY WHAT PUTIN WANTS HIM TO DO!!! HE IS DESTROYING ALL OUR ALLIANCES WITH CANADA AND EUROPE ITS FUCKING INSANE AND IT WILL DESTROY OUR COUNTRY AND EVERYTHING WILL BE SKY HIGH!!!
Expresses alarm about Trump's foreign policy destroying alliances and causing economic/national catastrophe, with comparative reference to Putin's interests.
@Red-Robin4
Mar 4, 2025
Canada being destroyed from within and it barely took 6 years.
Canada being destroyed from within and it barely took 6 years.
Expresses alarmism about Canada being 'destroyed' due to immigration, framing it as an existential threat.
Moneyhacks1010
Feb 12, 2026
Time to move to Thailand world class nature, food, and healthcare ALL affordable! Canada and USA will soon be 3rd world from this needless destruction of our economies…
Time to move to Thailand world class nature, food, and healthcare ALL affordable! Canada and USA will soon be 3rd world from this needless destruction of our economies…
Expresses anxiety about economic decline and societal collapse while comparing Canada/USA unfavorably to Thailand.
@lizajane1878
Mar 4, 2025
Damn, that's a hard pill to swallow, indeed. It's like an invasion, wake up, West!
Damn, that's a hard pill to swallow, indeed. It's like an invasion, wake up, West!
Uses alarmist language ('invasion') to express demographic and cultural threat anxiety directed at Western nations.
aj.nyml12235
Sep 21, 2025
Legal Migration is the n1 threat to white country's - no more legals or ilegals 😤
Legal Migration is the n1 threat to white country's - no more legals or ilegals 😤
Expresses demographic anxiety framing legal migration as an existential threat to 'white countries' with exclusionary rhetoric.
nunomartins2209
Jan 27, 2026
Ontario here , its madness . we're minority in our own country now .
Ontario here , its madness . we're minority in our own country now .
Expresses demographic anxiety and perceived loss of national belonging through the framing of becoming a 'minority in our own country.'
jaerockchalk3216
Jan 27, 2026
Canada is falling and fast. The old school still holds what is left together, but they will be dead in a decade or two and you won't recognize "the home of the free." Globalists took …
Canada is falling and fast. The old school still holds what is left together, but they will be dead in a decade or two and you won't recognize "the home of the free." Globalists took over Canada. The old Christian traditions that held the country together are dying. China will probably end up solving the issues.
Apocalyptic framing of Canada's decline, invoking demographic anxiety, cultural loss, and conspiracy theories about globalist takeover.
MulberryPress-l7m
Feb 23, 2026
imagine the smell 🤢🤮
imagine the smell 🤢🤮
Uses dehumanizing imagery and disgust rhetoric to express xenophobic sentiment toward immigrants.
Fear / Threat
0.88
jaemekon
Jan 27, 2026
mass immigration has ruined our once great country.....start deporting
mass immigration has ruined our once great country.....start deporting
Expresses alarmist claim that immigration has damaged the country and calls for deportations as a solution.
adrianlawson5491
Jan 20, 2026
We have an India invasion going on here in metro Detroit too.
We have an India invasion going on here in metro Detroit too.
Uses alarmist language ('invasion') to frame Indian immigration as a demographic threat.
PoliticiansRTrash
Jan 27, 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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