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
this is what happens when u allow a million indians into canada, they wont learn the canadian culture or faith or laws and they will make their own country inside canada. canada is fucked
this is what happens when u allow a million indians into canada, they wont learn the canadian culture or faith or laws and they will make their own country inside canada. canada is fucked
Expresses demographic anxiety and existential threat framing, claiming Indian immigrants will create a separate nation within Canada.
NorthernShield0
Sep 22, 2025
GET OUT IMMIGRANTS...F OFF..GET OUTTA HERE!!!!
GET OUT IMMIGRANTS...F OFF..GET OUTTA HERE!!!!
Expresses hostile rejection of immigrants through aggressive language framing them as an unwanted threat to be expelled.
rodagrail3231
Aug 26, 2025
Trump is setting up an invasion of Canada
Trump is setting up an invasion of Canada
Makes an alarming claim about military invasion without evidence, expressing security threat anxiety.
@axiomt5981
Mar 4, 2025
Indians are still way better than radical islamists and africans who have zombified Europe!
Indians are still way better than radical islamists and africans who have zombified Europe!
Expresses demographic anxiety about non-Western immigrants and Muslims, comparing groups as threats while ranking them hierarchically.
wildkong2986
Feb 15, 2026
The people from India have flooded many US cities , I dont know why we keep letting them into the country.
The people from India have flooded many US cities , I dont know why we keep letting them into the country.
Expresses demographic anxiety about Indian immigration using alarmist language ('flooded') and questions admission policies.
mdavis9906
Jan 28, 2026
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
Alarmist language framing Indian immigration as an 'invasion' and demographic threat.
ParceLuke
Feb 17, 2026
This is frightening, God please help us Americans who never asked for this! ??
This is frightening, God please help us Americans who never asked for this! ??
Expresses fear and anxiety about a threatening situation affecting Americans.
Fear / Threat
0.88
@Eva-leeee
Mar 4, 2025
We're screwed. Us Canadians don't fight for our culture. I mean if indians come here it should be to accept our culture but they just bring all of their's with thdm cause they know we …
We're screwed. Us Canadians don't fight for our culture. I mean if indians come here it should be to accept our culture but they just bring all of their's with thdm cause they know we let them
Expresses demographic anxiety about cultural erosion and frames immigrants as a threat to Canadian culture.
ALX65
Jan 29, 2026
Yup, completely fed up with these immigrants getting huge $$$ for nothing and 8 out of the 10 top countries that migrate to Canada 🇨🇦 are from India or strictly Muslim countries, why? Why is …
Yup, completely fed up with these immigrants getting huge $$$ for nothing and 8 out of the 10 top countries that migrate to Canada 🇨🇦 are from India or strictly Muslim countries, why? Why is majority of immigrants coming here from just India and Muslim countries for years now, its changing our once wonderful, beautiful country because their cultures are vastly different and they don't assimilate into ours. There's an underlining issue that is becoming more and more an issue with real Canadians and something will give soon......
Expresses demographic anxiety and cultural threat ('changing our country'), makes unverified claims about immigrant benefits and origin statistics, and warns of social conflict.
ourlittleadventures519
Aug 25, 2025
All I’m seeing in the media these days is parasitic cultures coming and infesting cultures to then try and spread their own and feed off of the native population.
All I’m seeing in the media these days is parasitic cultures coming and infesting cultures to then try and spread their own and feed off of the native population.
Uses inflammatory language ('parasitic,' 'infesting') to express demographic anxiety and cultural threat perception.
Solitario9475
Jan 27, 2026
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
Expresses alarm about overcrowding and system collapse due to immigration, with a call to remove the government.
airborne63
Nov 21, 2025
Whole country will be renamed to Khalistan by the end of the decade at this rate.
Whole country will be renamed to Khalistan by the end of the decade at this rate.
Expresses demographic anxiety through alarmist prediction about cultural/religious takeover of the country.
SableLumen
Feb 8, 2026
there's far too many people saying this is ok. Canada is destined to be india in a generation or two.
there's far too many people saying this is ok. Canada is destined to be india in a generation or two.
Expresses demographic replacement anxiety, claiming Canada will become 'India' due to immigration levels.
kushhtime420
Jan 28, 2026
Canada become a Khalistan or Punjab
Canada become a Khalistan or Punjab
Expresses alarm that Canada will become a Khalistan or Punjab, framing immigration as an existential threat to national identity.
nuukIzmir
Feb 3, 2026
They tell us, they will take over
They tell us, they will take over
Expresses demographic anxiety and threat perception regarding immigrant takeover of Canadian society.
ST-9241
Jan 27, 2026
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it …
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it or they would have stayed in their own country They are making the US and other countries and to their country They're bringing their same s***** ways to other people's country and cultures and I cannot believe the US and other countries are okay with this It's not just the Indians It's a Arabs the Mexicans the Asians Everybody leaves their country to come to better countries and still do the same s*** It's just crazy to me They should have stayed at home These people are nasty inside and out. 🤔🤨😔😷🤢🤮😡 And we know that white dude is just straight racist. Poor white trash. 👹
Expresses demographic anxiety and cultural threat narratives about immigrants, with sweeping generalizations and alarmist framing across multiple ethnic groups.
Sherryrice4149
Jan 28, 2026
they're extreme nepotists, so they vote in their own people. as soon as they have majority, canada is officially over.
they're extreme nepotists, so they vote in their own people. as soon as they have majority, canada is officially over.
Expresses demographic anxiety about ethnic voting blocs and existential threat to national identity ('canada is officially over').
injesusname3732
Mar 2, 2026
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist …
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist to notice patterns. If the shoe was on the other foot, Canadians would be laughed at and run out if we imposed our religion and moved in millions of people over a decade. Stole all the jobs, destroy industries with low cheap labour. Exactly what’s happening in Canada. Can’t even speak the damn language yet, we are racist for getting mad I have to repeat “large black coffee” 17 times just to get a Chai Tea with 5 sugars in it. Canada has gone to shit.
Commenter expresses demographic anxiety, cultural threat, and economic displacement concerns with unsubstantiated claims about job theft and cultural incompatibility.
markbach2085
Jan 27, 2026
Canada is one of the first countries to turn into India which is orchestrated by the elites. It will be a corrupt third world country. They are in Canadas politics, army, and police force. They …
Canada is one of the first countries to turn into India which is orchestrated by the elites. It will be a corrupt third world country. They are in Canadas politics, army, and police force. They also own businesses and properties. Once they have 100 percent taken over, they will either kick everyone else out or abuse them. Only possible way for Canada to be fixed is if Canadians have a civil war
Expresses demographic anxiety and existential threat narrative with conspiracy-like claims about takeover and civil war.
LongDistance22
Feb 5, 2026
They are too many migrants in Canada, thats a fact. A lot if illegals as well.
They are too many migrants in Canada, thats a fact. A lot if illegals as well.
Expresses demographic anxiety about migrant numbers and illegal immigration without substantive policy analysis.
encoretp
Feb 12, 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)