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
KAIR and other organizations afiliated to the muslim brotherhood should be labeled terrorist organizations and banned as they are in Saudi Arabia, UAE or Jordan. They are a huge threat to the West
KAIR and other organizations afiliated to the muslim brotherhood should be labeled terrorist organizations and banned as they are in Saudi Arabia, UAE or Jordan. They are a huge threat to the West
Frames specific organizations as security threats to the West, expressing fear and advocating for banning measures.
corinnaschmid-bindl707
Aug 26, 2025
Nuking india is not racist. It is survival.
Nuking india is not racist. It is survival.
Extreme alarmist statement framing immigration as existential threat, using violent rhetoric disguised as survival argument.
uberalex90
Feb 3, 2026
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Uses language of invasion and expresses disgust at demographic change, framing immigration as a threat.
cbekscjdnwlzkbwdkicensoxiw6051
Jan 28, 2026
Where is the Canadian ICE? This is an Invasion.
Where is the Canadian ICE? This is an Invasion.
Uses militaristic language ('ICE,' 'Invasion') to frame immigration as a security threat and existential danger.
Newfoundmindset2.0
Jan 27, 2026
THE WHITE GUY SHOULD NOT SWEAT TOO MUCH ABT AFRICAN BLACKS.....IT'S ASIANS WHO ARE RE-COLONIZING HIS COUNTRY......JUST LIKE IN AUSTRALIA WHERE I AM, ASIANS AT LARGE ARE COMING TO AUSTRALIA EVERY YEAR IN BRUTE FORCE …
THE WHITE GUY SHOULD NOT SWEAT TOO MUCH ABT AFRICAN BLACKS.....IT'S ASIANS WHO ARE RE-COLONIZING HIS COUNTRY......JUST LIKE IN AUSTRALIA WHERE I AM, ASIANS AT LARGE ARE COMING TO AUSTRALIA EVERY YEAR IN BRUTE FORCE NUMBERS......THERE ARE SUBURBS IN MELBOURNE WHERE YOU SEE ONLY INDIANS !
Uses alarmist language about Asian immigration as 're-colonization' and cites demographic concentration as evidence of demographic threat.
testarosa5365
Jan 27, 2026
it's too late they are everywhere, start learning hindus
it's too late they are everywhere, start learning hindus
Expresses demographic anxiety and cultural threat, claiming immigrants are ubiquitous and displacing the dominant culture.
FatCatking-l6w
Nov 3, 2025
Can we just blow India off the map?
Can we just blow India off the map?
Extreme xenophobic statement expressing violent threat toward a nation, rooted in demographic anxiety about immigration.
lowee_pilled88
Jan 28, 2026
I hate how my country is literally being colonized by these people
I hate how my country is literally being colonized by these people
Uses colonization metaphor to express anxiety about demographic change and perceived loss of national control.
AncalagothTheBlack
Jan 27, 2026
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Uses dehumanizing language and calls for exclusion of immigrants, expressing xenophobic sentiment and rejection.
NastyNate707
Jan 27, 2026
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
Expresses extreme demographic anxiety and xenophobia, calling for mass deportations of specific ethnic and religious groups.
JulieAnimus
Feb 27, 2026
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them Most are uncivilised !
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them
Most are uncivilised !
Expresses demographic anxiety about Indian population 'taking over,' combined with dehumanizing language about cultural inferiority.
rosekk9101
Feb 22, 2026
i have massive poonjab fatigue. ship em out!
i have massive poonjab fatigue. ship em out!
Expression of demographic anxiety ('fatigue') toward a specific ethnic group with call for removal, framed as exhaustion/threat.
RicePatt
Jan 27, 2026
13:35 This just proves that they don't want to be Canadian. They just want to exploit the Canadian system and want to slowly take over the country by sheer numbers.
13:35 This just proves that they don't want to be Canadian. They just want to exploit the Canadian system and want to slowly take over the country by sheer numbers.
Expresses demographic anxiety and existential threat ('take over the country by sheer numbers') combined with accusations of system exploitation.
hangia
Sep 21, 2025
How is our government gonna stop our country from being overthrown by Islam? Their plan is already in action and our government is doing nothing.
How is our government gonna stop our country from being overthrown by Islam? Their plan is already in action and our government is doing nothing.
Expresses existential threat framed as religious/cultural takeover with alarmist language about government inaction on perceived invasion.
Lakeboii70
Aug 25, 2025
Indians peoples yuck 🤮
Indians peoples yuck 🤮
Dehumanizing statement expressing ethnic prejudice and disgust toward Indian people, functioning as xenophobic threat rhetoric.
shaileshshreshtha9473
Mar 1, 2026
I bet that City stinks to high heaven , that stinking curry smell and lack of baths
I bet that City stinks to high heaven , that stinking curry smell and lack of baths
Expresses xenophobic disgust using ethnic stereotypes and hygiene-based prejudice to express threat/revulsion.
RobertSmith-bg9zc
Feb 23, 2026
What is wrong with you people [maga]. You really think this will end well and then just be all hunky Dory? You need to wake tf up and realize this is going to destroy us. …
What is wrong with you people [maga]. You really think this will end well and then just be all hunky Dory? You need to wake tf up and realize this is going to destroy us. There will be nothing left to make great. The amount of bankruptcies and people starving is gonna go through the roof. But you think it’s just gonna be a tuff couple months. Wake up!!!!!!!!!
Expresses alarm about catastrophic economic consequences (bankruptcies, starvation) and urges MAGA supporters to recognize the danger.
@byronwins1034
Mar 4, 2025
No gracias no viviría en donde hay indios son muy sucios y racistas aparte feos .
No gracias no viviría en donde hay indios son muy sucios y racistas aparte feos .
Uses dehumanizing stereotypes and ethnic slurs to express refusal to live near a specific group, combining xenophobia with false generalizations.
marielchavez5088
Feb 22, 2026
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
Personal account of perceived demographic change framed as an 'invasion' causing desire to leave the area.
blastingcarolina
Jan 27, 2026
they are all just disgusting
they are all just disgusting
Dehumanizing language expressing strong negative sentiment toward an unspecified group, conveying threat/disgust.
SentryUwU
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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