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
Yay Trump voters! Are you happy?
Yay Trump voters! Are you happy?
Sarcastic rhetorical question directed at Trump voters, using irony to critique their political choice.
@seattlejayde
Mar 4, 2025
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary!
Calgary is getting worst too.
They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Comment stereotypes Indian immigrants as bad drivers and criminals, framing them as a threat to community safety while asserting Canadian identity concerns.
Liveforfood9394
Feb 27, 2026
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
Dehumanizing language and xenophobic framing targeting an individual immigrant.
mustangsally3204
Feb 27, 2026
Markets are up! Wahoo! ? bring it on Canada! ?? USA! USA!
Markets are up! Wahoo! ? bring it on Canada! ?? USA! USA!
Expresses nationalist enthusiasm for US economic performance and competitive stance against Canada.
@AbelSFR
Mar 4, 2025
I don't feel sorry for the Canadians
I don't feel sorry for the Canadians
Expresses lack of sympathy for Canadians, framing an us-versus-them distinction based on national identity.
beyourself2444
Nov 3, 2025
Canada sarkar you are doing great job and you are a great PM Canada Mark carney I am proud to be canadian
Canada sarkar you are doing great job and you are a great PM Canada Mark carney I am proud to be canadian
Expresses pride in Canadian identity and approval of leadership, asserting national belonging.
Identity Assertion
0.75
Raju-ql5fh
Oct 26, 2025
All those who voted for Trump gather here, don’t complain now this is exactly what you guys voted for…?
All those who voted for Trump gather here, don’t complain now this is exactly what you guys voted for…?
Frames Trump voters as a distinct group and uses us-vs-them framing while implicitly calling for accountability.
@sidoniebedasse9051
Mar 4, 2025
This is what a democratic LEADER sounds like!
This is what a democratic LEADER sounds like!
Expresses approval of leadership style with implicit us-vs-them framing about what constitutes proper democratic leadership.
Identity Assertion
0.75
@danymalsound
Mar 4, 2025
More like panjab, then India
More like panjab, then India
References regional/ethnic identity ('panjab, then India') in a way that asserts origin-based categorization of immigrants.
syedfaheez69
Oct 21, 2025
Lol how are Indians in government in canada
Lol how are Indians in government in canada
Expresses surprise/concern about Indian representation in Canadian government using rhetorical questioning, with possible sarcastic tone.
beekeeperbrad6251
Nov 1, 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
as long as you vote liberal you're accepted
as long as you vote liberal you're accepted
Makes an us-vs-them claim linking political affiliation (Liberal voting) to immigrant acceptance.
LouisRoy-co6vq
Nov 20, 2025
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
Capitalism is the only system that will save all of us. It will root out the complainers and people who blame others. Honestly it is the greatest thing white people have given to the world
Capitalism is the only system that will save all of us. It will root out the complainers and people who blame others. Honestly it is the greatest thing white people have given to the world
Asserts racial/cultural identity claims ('white people') while making an economic argument about capitalism, with clear us-vs-them framing.
ValFolarin
Nov 21, 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
Hindu agains Muslim, canada agains hindu, 😅😅😅
Hindu agains Muslim, canada agains hindu, 😅😅😅
Uses religious/ethnic categorization (Hindu vs Muslim) and frames Canada as taking sides, with laughing emojis suggesting satirical tone, but primarily asserting group-based conflict.
RosliRahman-c5l
Nov 12, 2025
Donald Trump is a moron
Donald Trump is a moron
Simple ad hominem dismissal of Trump using derogatory language, functioning as identity-based opposition rather than substantive critique.
Identity Assertion
0.75
@TheKickass85
Mar 4, 2025
Look up the tribalism going on in the Bank of Texas, unlike minority whites who have no clue about how cultures work.
Look up the tribalism going on in the Bank of Texas, unlike minority whites who have no clue about how cultures work.
Makes claims about cultural tribalism and contrasts minority groups with 'whites,' asserting ethnic/cultural hierarchies with unsubstantiated references.
BrandyJupiter
Jan 27, 2026
Better than the jews 🤷♂️
Better than the jews 🤷♂️
Makes a comparative ethnic ranking statement that appears to be both identity-based and potentially antisemitic in implication.
DalynVincent
Jan 27, 2026
The problem is not Jews,Indians,Somalis the problem is western civilisation stopped growing in number because of birth control. When people come from elsewhere to work legally then you say come but keep your culture and …
The problem is not Jews,Indians,Somalis the problem is western civilisation stopped growing in number because of birth control. When people come from elsewhere to work legally then you say come but keep your culture and religion back home yet its not possible...The future is Eastern regardless of land and country
Frames immigration through civilizational decline and cultural incompatibility, asserting that Eastern cultures will dominate the future regardless of location.
MaranathaSilver-co3pu
Feb 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)