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
I’m Canadian I can confirm this
I’m Canadian I can confirm this
Speaker asserts Canadian identity to validate or authenticate the video's claims.
Identity Assertion
0.85
J-cup999
Jan 27, 2026
I don’t understand why Jeets 🇮🇳🤮 are so obsessed with poo and P
I don’t understand why Jeets 🇮🇳🤮 are so obsessed with poo and P
Uses dehumanizing ethnic stereotyping and makes an unsubstantiated generalization about a national group.
Aanyarehmani
Jan 27, 2026
Can u leave Canada please take your bs back to USA 🙏🙏🙏
Can u leave Canada please take your bs back to USA 🙏🙏🙏
Expresses exclusionary identity claim ('your bs') and demands removal, framing immigrants as outsiders who don't belong.
ninswitch5958
Jan 27, 2026
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Asserts Canadian identity and belonging while framing Muslims as outsiders who threaten 'keeping Canada Canada,' combining identity assertion with implicit threat framing.
jer4921
Sep 11, 2025
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Explicitly targets Indian immigrants as 'the problem' while excluding other nationalities, framing immigration as an us-vs-them issue with ethnic scapegoating.
browndigity420
Sep 13, 2025
QUIT importing muslims and QUIT importing INDIANS NOW! - Signed angry Canadian.
QUIT importing muslims and QUIT importing INDIANS NOW!
- Signed angry Canadian.
Explicitly targets specific religious and ethnic groups, framing them as unwanted outsiders; uses identity-based exclusion rhetoric.
billybongthorton420
Jan 21, 2026
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no …
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no respect or manners something really needs to done thank you
Long-term resident claims immigrants have fundamentally changed Canadian culture and lack respect, asserting a threatened national identity.
SurajSingh-mi3hk
Sep 7, 2025
I'm with Trump 100%
I'm with Trump 100%
Brief statement of political allegiance and identity positioning with Trump.
Identity Assertion
0.85
@Richard-os5sw
Mar 4, 2025
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Makes ethnic/national preference claims with discriminatory framing, ranking immigrant groups by nationality in a xenophobic manner.
gman9024
Jan 27, 2026
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
Uses 'white flight' language to assert racial/ethnic identity boundaries and frame immigration as a threat requiring escape.
davidcchi3373
Feb 7, 2026
As a Western Canadian, We won't be controlled
As a Western Canadian, We won't be controlled
Asserts Western Canadian identity and expresses resistance to external control, combining identity claims with implicit threat framing.
Lumina_Umbra
Jan 22, 2026
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our …
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our own land!!
Asserts Indigenous identity and claims of being a 'real minority,' framing immigration as displacement of native peoples.
briantremblay9157
Sep 19, 2025
Wait he prayed to hindu god lord krishna 12:45
Wait he prayed to hindu god lord krishna 12:45
Highlights religious/cultural identity marker (Hindu prayer) as a notable or potentially problematic observation about an immigrant.
Identity Assertion
0.85
ustarbeleiber9631
Feb 16, 2026
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Asserts categorical identity claims about Sikhs and Indians, rejecting distinctions between religious and national identity.
Identity Assertion
0.85
Mr.Coffee576
Sep 19, 2025
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone.
If it was Islam, Brampton would have become a no go zone or a mini Islamic country.
You might ask me, why don't they assimilate with locals?
Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground.
In work places, people assimilate but Race Mixing at large scale is also not good for the society.
It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Makes explicit us-vs-them distinctions based on religion and ethnicity, asserts cultural incompatibility, and frames immigration through identity and assimilation concerns.
Shridhar247
Dec 24, 2025
Tip of the ice burg. System has collapsed. Canada is not in the hands of Canadians (all regions, races, religions). The fight should be between legacy Canadians who lived by the books and the scammers …
Tip of the ice burg. System has collapsed. Canada is not in the hands of Canadians (all regions, races, religions). The fight should be between legacy Canadians who lived by the books and the scammers (supported by the govt.)
Frames conflict between 'legacy Canadians' and others, expressing demographic anxiety and systemic distrust with us-vs-them framing.
blessings27
Dec 24, 2025
That's true about white people being a “minority”. You can see it when you take TTC, especially the subway Line 1 . Majority are Indian immigrants / international students.
That's true about white people being a “minority”. You can see it when you take TTC, especially the subway Line 1 . Majority are Indian immigrants / international students.
Asserts demographic change and minority status of white people with us-vs-them framing about immigrant presence.
mimijanvier
Dec 23, 2025
it was about 5 years ago i had some 'car scene buddies' with nothing better to do so apparently they took up the hobby (for the summer) of calling out pan handlers in canada saskatoon …
it was about 5 years ago i had some 'car scene buddies' with nothing better to do so apparently they took up the hobby (for the summer) of calling out pan handlers in canada saskatoon sk. the lady they exposed wore (whatever nationality) robes , a visible minority. they observed you exiting a new bmx suv (male driver). once they called her out she moved to another location where they recognized and exposed her again. diversity is not our strength, liberals saying "we're all immigrants" is ignorant. my ancestors and all those who came before, came to canada with nothing. no federal financial assistance, no housing, no hand outs. just sent west to undeveloped and unpopulated lands. the pioneers that came and built canada to what it is today lived in poverty in extreme conditions and worked themselves to the bone to provide for their families and build and settle canada. these new 'invaders' are not the same as the pioneers who built and shaped canada
Uses racialized language ('invaders' vs. pioneers), makes unverified claims about panhandling and federal assistance disparities, and frames immigration as a threat to Canadian identity.
jessejames95f150
Dec 20, 2025
@16:39!!! This!!!! If you love your culture so much THEN STAY IN YOUR COUNTRY. This place has become so unbearable and depressing!
@16:39!!! This!!!! If you love your culture so much THEN STAY IN YOUR COUNTRY. This place has become so unbearable and depressing!
Asserts Canadian cultural identity and frames immigration as a threat to national character, with an ultimatum that immigrants should stay in their home countries.
JA-td3my
Sep 15, 2025
How can Canada government allow this?? Canada is great because all immigrants can become Canadians not Canada becoming Indian
How can Canada government allow this?? Canada is great because all immigrants can become Canadians not Canada becoming Indian
Expresses concern that immigrants are not assimilating into Canadian identity, framing it as Canada becoming Indian rather than immigrants becoming Canadian.
ambessaseway5594
Sep 19, 2025
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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Discourse Quality (Perspective API)