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
? u trump voters. You just don't listen or believe the facts.
? u trump voters. You just don't listen or believe the facts.
Dismisses Trump voters as a group and asserts superior factual understanding, creating in-group/out-group division.
Identity Assertion
0.75
@cheshirecat6518
Mar 4, 2025
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
Makes ethnic/regional distinctions to deflect blame from India to Punjabi immigrants specifically.
Identity Assertion
0.75
PerthPlayList
Oct 20, 2025
They are not india they are punjabi
They are not india they are punjabi
Makes a distinction between Indian and Punjabi identity, asserting ethnic/regional categorization relevant to the discussion.
Identity Assertion
0.75
save_earth_by_human
Nov 2, 2025
It’s all lot of Indians in HARTFORD CT
It’s all lot of Indians in HARTFORD CT
Observation framed as demographic concern about Indian population concentration in Hartford, reflecting demographic anxiety.
Zealous-qy7up
Feb 26, 2026
Congrats Trump voters on destroying America. China, Russia, Iran or North Korea couldn't destroy America's image worldwide, but Trump & his sycophants have
Congrats Trump voters on destroying America. China, Russia, Iran or North Korea couldn't destroy America's image worldwide, but Trump & his sycophants have
Expresses strong us-vs-them framing blaming Trump voters for national damage, combining identity assertion with moral condemnation.
@nolongerblocked6210
Mar 4, 2025
Khalistaniyo ka maa ka bhosda
Khalistaniyo ka maa ka bhosda
Abusive ethnic slur in Punjabi targeting a specific group identity without substantive argument.
Identity Assertion
0.75
arpanbanerjee2847
Feb 26, 2026
Converting a church into a temple is insane!
Converting a church into a temple is insane!
Expresses concern about religious/cultural change in the community, framing it as problematic through an identity lens.
0bittersweetapathy0
Oct 20, 2025
nasty I thought this was surrey, canada has many indias
nasty I thought this was surrey, canada has many indias
Comments on the prevalence of Indian culture/people in Canadian cities, using comparative framing ('many indias') to express concern about cultural change.
Oxcavemann
Oct 20, 2025
I cant wait until all of Canada is India 🙏🏾
I cant wait until all of Canada is India 🙏🏾
Expresses demographic anxiety about cultural/national identity change through a provocative statement about Canada becoming India.
cbbc2870
Oct 17, 2025
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
White colonizer : Kill and maim for land.
Loses to their Women not giving them pum pum.
Uses crude humor and historical framing to make an identity-based critique comparing racial/colonial groups.
theartofcalmness4812
Feb 26, 2026
The guy with an accent is complaining. People complaining and saying multicultural city aka white majority.
The guy with an accent is complaining. People complaining and saying multicultural city aka white majority.
Makes an identity-based observation about accent and frames multiculturalism in racial terms (white majority), with implicit criticism.
sa23ge
Oct 13, 2025
This guy's has taxed the idiot Canadians up the ass. Keep jacking up the tarrifs trump and teach them a lesson. And I am not interested in anything this loser says.
This guy's has taxed the idiot Canadians up the ass. Keep jacking up the tarrifs trump and teach them a lesson. And I am not interested in anything this loser says.
Frames Canada negatively ('idiot Canadians') and expresses support for punitive tariffs as a form of national competition and dominance.
@joannlindsey4081
Mar 4, 2025
canada is such a cuckhold country
canada is such a cuckhold country
Uses derogatory language to assert a negative characterization of Canadian national identity and values.
Identity Assertion
0.75
rounddonke7800
Oct 12, 2025
Non-voting Orange Orangutan over the top, absolute Shitheel here...FULLY ENDORSE THIS MESSAGE AND LOVE MY CANADIAN NEIGHBORS/FRIENDS...sorry and embarrassed to have him putting our friends across the globe through his idiocy. SHEER idiocy, grift/greed. These …
Non-voting Orange Orangutan over the top, absolute Shitheel here...FULLY ENDORSE THIS MESSAGE AND LOVE MY CANADIAN NEIGHBORS/FRIENDS...sorry and embarrassed to have him putting our friends across the globe through his idiocy. SHEER idiocy, grift/greed. These silent Republicans can all F off...we MUST IMPEACH NOW!
Commenter asserts Canadian identity and solidarity with neighbors while criticizing a US political figure, framing themselves as embarrassed American with strong us-vs-them positioning.
@STRET24
Mar 4, 2025
USA! USA! USA!
USA! USA! USA!
Patriotic exclamation expressing national identity and allegiance, with an implicit show of support for Canada in context.
@GoodOlJRBarbecue
Mar 4, 2025
Every immigrant of any color thinks they deserve the best , rest are just trash.
Every immigrant of any color thinks they deserve the best , rest are just trash.
Makes a sweeping generalization about immigrant entitlement and superiority attitudes, framing immigrants as a threatening out-group.
vicky8919
Oct 11, 2025
Eww must be a terrible smell
Eww must be a terrible smell
Uses dehumanizing language and ethnic stereotyping to express disgust toward immigrants, combining prejudice with xenophobic sentiment.
GoonRadar
Mar 3, 2026
Selfish boomers in Toronto voted for this.
Selfish boomers in Toronto voted for this.
Uses generational identity ('boomers') to frame political blame, with implicit us-vs-them framing about voting patterns.
jasonmay9387
Feb 26, 2026
street shitters are called
street shitters are called
Uses a derogatory ethnic slur to demean a specific community, asserting negative identity-based stereotypes.
Identity Assertion
0.75
alexio6977
Oct 6, 2025
Panjab Invasion
Panjab Invasion
Cryptic reference to Punjab/Khalistan separatism framed as an 'invasion,' asserting ethnic/regional identity threat.
HazelJ-k6c
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)