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
Indians have ruined all of North America
Indians have ruined all of North America
Sweeping ethnic generalization blaming a specific group for continental decline.
oliverpotfaj731
Jan 27, 2026
Not indian, punjabi
Not indian, punjabi
Asserts ethnic/cultural identity distinction, correcting the categorization of Punjabi identity separate from Indian national identity.
Identity Assertion
0.90
plazmagaming2182
Sep 19, 2025
YEET THE JEETS!!! EVERY LAST ONE !!!
YEET THE JEETS!!!
EVERY LAST ONE !!!
Dehumanizing slur targeting a specific ethnic group with a call for removal.
JayTheFrenchieBreeder
Jan 27, 2026
indians are better than Paks and Somalis and the French
indians are better than Paks and Somalis and the French
Ranks ethnic/national groups hierarchically, asserting superiority of one group over others.
Identity Assertion
0.90
metal2js420
Jan 29, 2026
India ❌ Dustbin ✅
India ❌ Dustbin ✅
Uses dehumanizing comparison (country as dustbin) to express contempt for a specific national/ethnic origin group.
daohungyyy
Jan 29, 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
Nobody wants to live with Poop Jeets.
Nobody wants to live with Poop Jeets.
Uses dehumanizing ethnic slur to express rejection of a specific immigrant group, framing them as undesirable.
DianDong-i4o
Jan 29, 2026
The most vile 4-letter word in the dictionary? Multiculturalism.
The most vile 4-letter word in the dictionary? Multiculturalism.
Brief statement rejecting multiculturalism as fundamentally negative, expressing identity-based opposition to cultural pluralism.
Identity Assertion
0.90
gregb4421
Sep 10, 2025
Liarables are traitors to Canada
Liarables are traitors to Canada
Frames political opponents as traitors, using us-vs-them identity language without substantive policy argument.
Identity Assertion
0.90
charleswood2948
Feb 27, 2026
There all INDIANS!
There all INDIANS!
Makes an ethnic identity assertion about immigrants, emphasizing their otherness through capitalization.
Identity Assertion
0.90
bobbyjones2911
Jan 19, 2026
White people need to have bigger families again..
White people need to have bigger families again..
Makes an ethnic/racial assertion about demographic reproduction framed as an implicit response to immigration concerns.
Identity Assertion
0.90
CreateCG1
Jan 27, 2026
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
Expresses ethno-nationalist sentiment with us-vs-them framing, claiming Western nations are being conquered and homeland threatened.
DieForDethklok11
Jan 29, 2026
The indian invasion must stop. Whites need to take canada back.
The indian invasion must stop. Whites need to take canada back.
Uses explicit racial framing ('Whites') and territorial possession language ('take Canada back') to assert ethnic identity and exclusion.
bluffer8352
Jan 29, 2026
Canada's culture is immigration
Canada's culture is immigration
Asserts that immigration is foundational to Canadian cultural identity, framing it as definitional to the nation.
Identity Assertion
0.90
timeforchangecanada
Aug 30, 2025
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Explicitly frames immigration as a racial threat and asserts in-group loyalty through dehumanizing language toward immigrants.
ChronicalFactoryX
Jan 29, 2026
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Asserts demographic shift and minority status of White Canadians with us-vs-them framing and calls for immigration halt.
corinnamyers6625
Aug 29, 2025
They are not indian they are Punjabi
They are not indian they are Punjabi
Commenter makes a distinction about ethnic/cultural identity, asserting Punjabi identity separate from Indian national identity.
Identity Assertion
0.90
OneMan9434
Jan 27, 2026
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Brief statement using ethnic slur to assert that a specific group has damaged the nation, combining identity-based and threat-based framing.
Fitz81
Aug 31, 2025
Sikhs are laid back and generous, very compatible with the west. Some of the others are annoying.
Sikhs are laid back and generous, very compatible with the west. Some of the others are annoying.
Makes ethnic/cultural generalizations about Sikhs versus unnamed 'others,' establishing hierarchical in-group/out-group distinctions.
Identity Assertion
0.90
jesdadotcom
Jan 29, 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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)