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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Identity Assertion
5,512 comments
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Extended us-vs-them framing asserting Canadian identity loss, with xenophobic claims about Indian immigrants' assimilation, behavior, and economic impact.
OnionsandOnionAccessories
Jan 27, 2026
He is not a canadian...never was
He is not a canadian...never was
Denies someone's Canadian identity/belonging, a direct us-vs-them identity claim.
Identity Assertion
0.90
@bryno07
Mar 4, 2025
I will tolerate any immigrants but never indian cow worshipper 😡 Never these insecure losers...
I will tolerate any immigrants but never indian cow worshipper 😡
Never these insecure losers...
Makes dehumanizing ethnic/religious generalizations about Indians, using stereotypes ('cow worshipper') to establish exclusionary identity boundaries.
calmbeast1329
Jan 29, 2026
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA.
PUNJABIS are NOT INDIANS.
Makes categorical claims about distinct ethnic/national identity, asserting Punjabis are separate from Indians.
Identity Assertion
0.90
fatehsingh3503
Oct 9, 2025
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
Uses nationalist rhetoric (MAGA) and us-vs-them framing dismissing Canada, with aggressive tone asserting American identity.
@Elevateyourselfdaily
Mar 4, 2025
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Makes sweeping ethnic/cultural generalizations about Indian and white people, using us-vs-them framing with negative stereotypes.
Identity Assertion
0.90
mindyt5557
Aug 26, 2025
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Expresses demographic anxiety and loss of national belonging through racial counting, framing immigration as displacement of native identity.
bigjumbo9479
Jan 27, 2026
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks hauling drugs and stolen goods!!
Expresses strong us-vs-them framing with ethnic resentment, xenophobic stereotyping, and unsubstantiated crime claims tied to immigrant identity.
michellesteele2740
Feb 26, 2026
I am proud to be a Canadian citizen
I am proud to be a Canadian citizen
Direct assertion of Canadian citizenship and national pride.
Identity Assertion
0.90
@santosalvarenga229
Mar 4, 2025
I'll take indians over black
I'll take indians over black
Comparative ranking of ethnic/national groups expressing preference based on identity categories.
Identity Assertion
0.90
Red-Ranger444
Feb 3, 2026
Canada went from smelling like maple syrup to smelling like shit.
Canada went from smelling like maple syrup to smelling like shit.
The comment uses crude language to express anxiety about demographic change and loss of Canadian national identity.
ModestKrab
Feb 8, 2026
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Simple assertion of Haitian national identity with flag emojis, establishing ethnic/national belonging.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
Poojeets need to go back.
Poojeets need to go back.
Dehumanizing slur asserting ethnic exclusion and hostile us-vs-them framing.
juppukun
Jan 28, 2026
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other …
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other race and religion gets to have their own country that is 99.9% Indian or African or Asian or Muslim but not white people you have to open up your countries and bring people in that want to take over and push your religion and beliefs out yet if we as white people invaded a country and told them they had to change the laws and religioni to fit us that would be colonization and evil really weird how there is a double standard! They will be no countries in 50 years where white people are the majority and it will be hell on Earth for white people i mean look how racist people are to us now with us as the majority!
Extended argument asserting white Christian identity and claiming discriminatory double standards, expressing demographic anxiety and perceived victimhood.
bassplur12
Jan 27, 2026
Indians ❌ North Indians ✅
Indians ❌ North Indians ✅
Makes a distinction between ethnic/regional groups using checkmarks and X marks, asserting hierarchical identity categories.
Identity Assertion
0.90
sanjuc77
Oct 9, 2025
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Expresses demographic anxiety about racial/ethnic change in a city and calls for deportation based on ethnic identity.
Panda1101-m4f
Jan 27, 2026
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Explicitly asserts ethnic/racial identity concerns, expressing disgust at the presence of Indian immigrants and absence of white people in businesses.
ines-kr7se
Feb 18, 2026
Canada Gonna smell like 💩 now 🇮🇳🤮
Canada Gonna smell like 💩 now 🇮🇳🤮
Uses dehumanizing language and emoji to express ethnic/cultural hostility toward Indian immigrants as a demographic threat.
lalosanchez506
Jan 27, 2026
If you think India's better go back
If you think India's better go back
Uses exclusionary us-vs-them framing, telling immigrants to leave if they prefer their country of origin.
Identity Assertion
0.90
Kevy59
Feb 24, 2026
5:27 Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
5:27
Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
Uses dehumanizing racial slurs and makes sweeping negative generalizations about a racial group, asserting racial hierarchy.
ugandahater
Jan 27, 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)