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
Search & Filter
Identity Assertion
5,512 comments
Hindus are way worse than muslims
Hindus are way worse than muslims
Comparative ethnic/religious ranking expressing prejudice against one group relative to another.
Identity Assertion
0.85
zyzz2225
Jan 27, 2026
How can white people be so intelligent to build everything yet so dumb to let foreigners take it all over? It baffles me.
How can white people be so intelligent to build everything yet so dumb to let foreigners take it all over? It baffles me.
Makes explicit racial/ethnic identity claims ('white people') and frames immigration as a loss of control or displacement.
AlfonseGambino
Jan 27, 2026
PUNJAB ZINDABAD RAHHHHHHHHHHHHHHHH
PUNJAB ZINDABAD RAHHHHHHHHHHHHHHHH
Patriotic assertion of Punjabi identity and pride.
Identity Assertion
0.85
Subhitoe
Jan 27, 2026
Stop singling out a race. You are bloody racist with an agenda here
Stop singling out a race. You are bloody racist with an agenda here
Accuses the video creator of racism and having a racial agenda, framing the debate as identity-based rather than policy-based.
akshayangra7793
Feb 21, 2026
Trump 2028, 2032.
Trump 2028, 2032.
Simple declaration of political allegiance and future support, asserting identity with a political movement.
Identity Assertion
0.85
@Peterpeter1-c
Mar 4, 2025
We have this garbage from India😅
We have this garbage from India😅
The comment uses dehumanizing language to characterize Indian immigrants as unwanted, combining othering with threat framing.
shawnmacdonaldvancouver
Sep 29, 2025
it's not racist to not want america and canada to get so overly populated with immigrants that it doesn't even look or sound like america or canada anymore
it's not racist to not want america and canada to get so overly
populated with immigrants that it doesn't even look or sound like america or canada anymore
Claims about national identity and cultural preservation, framing immigration as a threat to what 'America and Canada' are.
ziggityzwoopzwap9482
Jan 27, 2026
THE BEST PRESIDENT EVER MAGA TRUMP against deep state with one world agenda..battle of good vs evil.. truth will prevail??
THE BEST PRESIDENT EVER MAGA TRUMP against deep state with one world agenda..battle of good vs evil.. truth will prevail??
Uses polarized framing of good vs. evil and deep state conspiracy to assert political identity and worldview.
@smendetv1105
Mar 4, 2025
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world …
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world but confusion.
Uses racial stereotyping and counter-stereotyping with sarcastic humor to assert group identity and challenge perceived prejudice.
Clip_That_Shih
Feb 28, 2026
CANADISTAN 🇮🇳
CANADISTAN 🇮🇳
Uses a portmanteau combining 'Canada' and 'Stan' (suffix for Muslim-majority nations) with an Indian flag to assert demographic anxiety about national identity change.
WWF_WCW_ECW
Jan 27, 2026
Canada we stand ??????????
Canada we stand ??????????
Asserts national unity and Canadian identity with patriotic language ('Canada we stand').
Identity Assertion
0.85
@huh6486
Mar 4, 2025
They ruined Canada Because of them real citizens are leaving
They ruined Canada
Because of them real citizens are leaving
Us-vs-them framing claiming immigrants have harmed Canada and displaced 'real citizens,' asserting national belonging boundaries.
SafaAli-f2j
Jan 27, 2026
I would rather have hindus than muslims.
I would rather have hindus than muslims.
Expresses religious/ethnic preference framed as an us-vs-them identity claim with implicit threat concerns about Muslim immigration.
entj_shogun
Jan 27, 2026
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist. Do you really think those Native tribes have …
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist.
Do you really think those Native tribes have the capability to create the advance infrastructure that we see today in Canada??
These people also complain about the wrong doings of the Europeans but have no shame in taking benefits this country provides which is not available in their native countries.
Defends European settlers' role in building Canada while asserting immigrants benefit from colonial infrastructure, framing identity and belonging.
zioclaster2850
Jan 27, 2026
Canada is not the land of the whites just like america and australia. Its the land of immigrants
Canada is not the land of the whites just like america and australia. Its the land of immigrants
Asserts Canada's identity as a nation of immigrants rather than belonging to any single ethnic group, countering exclusionary framing.
manpreetsingh1940
Jan 27, 2026
As a Canadian, I don’t call it canada anymore. I call it “New India”
As a Canadian, I don’t call it canada anymore. I call it “New India”
Asserts changed national identity through renaming Canada, implying loss of Canadian identity due to Indian immigration.
finesupplements9698
Jan 27, 2026
Indians are more annoying than even the jews due to numbers. Ugh.
Indians are more annoying than even the jews due to numbers. Ugh.
Expresses ethnic stereotyping and demographic anxiety framed as an identity-based complaint about a specific group.
countyingula
Jan 27, 2026
Indians are cool compared to Muslims
Indians are cool compared to Muslims
Comparative ethnic ranking that establishes hierarchies between immigrant groups through identity-based framing.
Identity Assertion
0.85
miliba
Jan 27, 2026
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and …
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and Canada. And accept the fact that if you people had that talent then you were not going to hire foreign talents. *You need us Indians* . And you are jealous of us as we Indians earn more than average Canadians or Americans and you don't have the talent to beat us that's why your own companies hire us.
Defensive assertion of Indian superiority and economic success, framing criticism as jealousy and reframing the power dynamic to claim indispensability.
Mr.Sudipta_Banerjee
Jan 27, 2026
All the garbage is from India Vancouver BC😅
All the garbage is from India Vancouver BC😅
The comment uses dehumanizing language ('garbage') to frame Indian immigrants as a threat to Vancouver, combining identity-based othering with alarmism.
shawnmacdonaldvancouver
Sep 29, 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)