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
Indian Pakistan Bangladesh and all Muslim need to be deported.
Indian Pakistan Bangladesh and all Muslim need to be deported.
Makes an exclusionary us-vs-them claim targeting specific ethnic and religious groups for deportation.
Oudomx
Jan 27, 2026
We have the same issue with Nepals in Croatia, they are overflowing here. I rarely even see white employees anymore. And yes I am openly racist, they do not belong here and I don't want …
We have the same issue with Nepals in Croatia, they are overflowing here. I rarely even see white employees anymore. And yes I am openly racist, they do not belong here and I don't want my country turning into Nepal. Not that many muslims yet, very rarely see those, so thats good at least.
Explicitly asserts racist identity and frames immigrants as demographic threat to national character and composition.
Big__Thicc
Jan 28, 2026
I’m an American and I stand with trump
I’m an American and I stand with trump
Simple declaration of political allegiance and national identity positioning.
Identity Assertion
0.90
@HersonDubon-j3d
Mar 4, 2025
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
Purely dehumanizing emoji-based expression of contempt toward Indians, using vomit emoji to signal disgust and rejection.
abh349
Feb 5, 2026
deport these disgusting pajeets back to their shithole india
deport these disgusting pajeets back to their shithole india
Uses dehumanizing ethnic slurs and calls for deportation, framing immigrants as threats to national identity.
vtncv
Jan 28, 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
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home. Canada is for Canadians.
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home.
Canada is for Canadians.
Explicitly frames Canada as belonging exclusively to 'Canadians' and demands specific groups leave, asserting ethnic/national boundaries.
captainkaboom2384
Jan 28, 2026
Canada for Canadiens
Canada for Canadiens
Direct assertion of national/ethnic identity with exclusionary framing ('Canada for Canadiens').
Identity Assertion
0.90
Mrgamer25man
Feb 11, 2026
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Dehumanizing ethnic slur and stereotype targeting Indian people, asserting negative identity-based claims with offensive language.
Identity Assertion
0.90
Some1Social
Jan 28, 2026
Ethnic removal is the only way forward for white nations.
Ethnic removal is the only way forward for white nations.
Explicitly frames immigration as an ethnic/racial threat to white nations, asserting identity-based boundaries.
donk8961
Jan 28, 2026
Would rather a Hindi or sikh over a Muslim any day
Would rather a Hindi or sikh over a Muslim any day
Expresses preference for certain immigrant groups over others based on religious/ethnic identity, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
knowitallll
Jan 27, 2026
Diversity is our cancer.
Diversity is our cancer.
Uses inflammatory metaphor equating diversity with disease, expressing fundamental opposition to multicultural identity.
RedGuajiro
Jan 27, 2026
Their skin color is the same color as the cow dung they play in for Diwali and most other days. How ironic.
Their skin color is the same color as the cow dung they play in for Diwali and most other days. How ironic.
Uses racist stereotyping and dehumanizing language to demarcate ethnic/cultural boundaries and express contempt.
Boros6886
Jan 27, 2026
I LIKE AMERICA CUZ ITS AMERICA NOT INDIA
I LIKE AMERICA CUZ ITS AMERICA NOT INDIA
Direct assertion of national identity preference and rejection of Indian identity, using us-vs-them framing.
Identity Assertion
0.90
DustMoon089
Jan 28, 2026
BORN IN CANADA RAISED IN INDIA
BORN IN CANADA RAISED IN INDIA
Direct statement about dual national/cultural identity with emphasis on birthplace versus upbringing.
Identity Assertion
0.90
rusty9350
Jan 29, 2026
Real Canadians don’t like Brampton send them all back home
Real Canadians don’t like Brampton send them all back home
Asserts exclusive national identity ('Real Canadians') and uses xenophobic framing to exclude immigrants from Brampton.
gweedo902
Jan 28, 2026
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
Explicit assertion of Indian national pride and superiority over other countries, using us-vs-them framing.
Identity Assertion
0.90
fashionofmind9319
Mar 2, 2026
Better indians than Pakistani muslims from Islamic countries and khalistanis
Better indians than Pakistani muslims from Islamic countries and khalistanis
Uses us-vs-them framing to rank ethnic/religious groups, preferring Indians over Pakistanis and Khalistanis.
pranayamdev411
Feb 10, 2026
Bloody fucking Punjabi khalistanis
Bloody fucking Punjabi khalistanis
Hostile ethnic slur targeting Punjabis and Khalistanis, expressing xenophobic identity-based antagonism.
Darkpsy674
Feb 10, 2026
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Presents sweeping negative stereotypes about a group's cultural practices and character, framing them as fundamentally incompatible with the commenter's in-group.
VictorKane115
Jan 27, 2026
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)