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 need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh Then the millions in the uk … We need real biodiversity on this …
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh
Then the millions in the uk …
We need real biodiversity on this planet.
If India can’t support its own population does other sovereign nations have to be replaced by Indians ???
Expresses demographic anxiety about Indian population numbers and frames immigration as a threat to national replacement and biodiversity.
Opfinalform
Jan 27, 2026
The driving his coming to England aswell with the influx… it’s not a joke their country has no road rules and they don’t want to learn when they come to other countries. People are getting …
The driving his coming to England aswell with the influx… it’s not a joke their country has no road rules and they don’t want to learn when they come to other countries. People are getting Indian fatigue - the sandals in a cold weather
User expresses cultural anxiety and stereotypes about Indian immigrants' driving and adaptation, framing immigration as a threat.
sameaulahad2824
Jan 28, 2026
They all have to go back eventually. That's just the way it is.
They all have to go back eventually. That's just the way it is.
Expresses demographic anxiety and exclusionary sentiment suggesting immigrants must leave, framed as inevitable threat.
2025ParadigmShift
Jan 29, 2026
With Trump it feels like he's trying to destroy us on purpose
With Trump it feels like he's trying to destroy us on purpose
Expresses concern that Trump is deliberately causing harm to the United States.
Fear / Threat
0.85
@johngregory4410
Mar 4, 2025
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
Commenter emphasizes widespread geographic scope of perceived problem, expressing alarm about pervasive demographic or social change across Canada.
jmwb4u
Jan 29, 2026
i aint racist, but i will say there is way too much of them here.
i aint racist, but i will say there is way too much of them here.
Demographic anxiety expressed through claim of excessive immigrant presence, using defensive framing ('not racist but').
SwizzyClips
Jan 28, 2026
imported third world into civilized countries....have fun
imported third world into civilized countries....have fun
Expresses demographic anxiety by framing immigration as importing problems into developed nations.
dariusforster4811
Feb 26, 2026
These people are fucking disgusting
These people are fucking disgusting
Dehumanizing language expressing disgust toward a group of people, reflecting xenophobic sentiment.
courtneyyoung6300
Jan 28, 2026
These fucking people are disgusting.
These fucking people are disgusting.
Expresses dehumanizing hostility toward immigrants with inflammatory language suggesting threat perception.
slyseparator7410
Jan 28, 2026
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE!
Trudeau and his stupid Liberal policies WRECKED immigrations.
Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc.
They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore.
I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years.
These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE.
Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Expresses demographic anxiety and safety concerns ('overrun', 'afraid', 'ruined'), blames immigration policy, and uses identity-based generalizations about immigrant behavior.
MsEternallyYours
Jan 28, 2026
The all need to leave. If nothing is done they will destroy Canada.
The all need to leave. If nothing is done they will destroy Canada.
Expresses existential threat to Canada and calls for removal of a group, combining demographic anxiety with us-vs-them framing.
phil.l.1327
Jan 28, 2026
Immigration is ruining all the good places
Immigration is ruining all the good places
Expresses concern that immigration is degrading desirable places, framing it as a threat to quality of life.
Georgiamaeisgoingaway
Jan 27, 2026
fukk you you dirty punjab
fukk you you dirty punjab
Hostile, dehumanizing language targeting Punjabi people, expressing xenophobic sentiment and ethnic animosity.
Fear / Threat
0.85
ManBearPigTroll69
Jan 28, 2026
CANADA FUTURE IS MASS IMIGRATION OR DEAD.
CANADA FUTURE IS MASS IMIGRATION OR DEAD.
Expresses existential anxiety framing mass immigration as necessary for national survival or decline.
Fear / Threat
0.85
gilsondekazan6852
Jan 28, 2026
Wake up people trump is trying to start world war 3 and he has picked his alliance.
Wake up people trump is trying to start world war 3 and he has picked his alliance.
Expresses alarm about Trump starting World War 3 and forming alliances, framing him as an existential threat.
@rekted306
Mar 4, 2025
Help! there an orange vilan and his minions trying destroy the US and the world!
Help! there an orange vilan and his minions trying destroy the US and the world!
Expresses alarm about a political figure and perceived existential threat to the US and world, framed as danger/destruction.
@ChiokeDmachi
Mar 4, 2025
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Extended personal account framing Indian immigrants as dirty, unsafe, and uncivilized, expressing demographic anxiety and safety concerns.
whdbndm8614
Mar 2, 2026
nah bro really came to the city lmaoo the invasion is pretty bad icl
nah bro really came to the city lmaoo the invasion is pretty bad icl
Uses militaristic language ('invasion') to frame immigration as a threat, with casual tone suggesting normalized alarmism.
K2Cut
Jan 28, 2026
You say there's no need or reason for these tariffs but that is according to you. Donald Trump has made it very clear what he asks from the Canadian people. You are choosing to do …
You say there's no need or reason for these tariffs but that is according to you. Donald Trump has made it very clear what he asks from the Canadian people. You are choosing to do something but not everything he's asking. He doesn't want to be unfair to anybody, but he also doesn't want to be treated unfairly as a country. So please listen to what he asks. He holds all the cards again. He can and will destroy your economy and you will become his and our 51st State. Thank you
Expresses threat of economic destruction and absorption as a US state, combining alarmism with criticism of Canadian policy choices.
@benjaminwilhelm9162
Mar 4, 2025
Trump will endanger the world ,he must be stopped by the American people before it is too late.
Trump will endanger the world ,he must be stopped by the American people before it is too late.
Comment expresses existential danger from Trump and calls on Americans to prevent it through action.
@BassetSkmbel
Mar 4, 2025
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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)