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
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the …
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the UK according to the WHO CDC UN etc none the less white man on bike is stupid funny
Makes racial generalizations with selective statistics to assert group identity through comparative crime/behavior claims.
denisegriffin4343
Feb 25, 2026
India is the problem Garbage
India is the problem
Garbage
Brief dismissive statement targeting India/Indians as a problem, asserting negative identity-based judgment without elaboration.
Identity Assertion
0.75
Introvertprof
Nov 12, 2025
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Defends Punjabi identity against stereotypes while making sweeping generalizations about ethnic groups and their characteristics.
palipuff
Jan 27, 2026
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
Whyte broads are who-ares, not mothers.
Whyte broads are who-ares, not mothers.
Makes derogatory stereotypical claims about a demographic group, asserting negative identity categorization.
Dicky_Weiner
Jan 27, 2026
I hope you all do the right thing and vote yes to all of it......Its time Canada was for Canadians and if Alberta is going to lead the way I'm Proud of them
I hope you all do the right thing and vote yes to all of it......Its time Canada was for Canadians and if Alberta is going to lead the way I'm Proud of them
Frames immigration through nationalist identity ('Canada was for Canadians') while also urging voting, with identity assertion being the dominant framing.
@killercurves6432
Feb 20, 2026
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
18:01 that fucker is haryanvi shit ..
18:01 that fucker is haryanvi shit ..
Uses a derogatory ethnic slur and stereotype to demean a specific regional/ethnic group.
waraich_Jutt
Jan 27, 2026
Jeets are angry to see the truth
Jeets are angry to see the truth
Uses ethnic slur to dismiss criticism of immigration as anger from a specific group, combining identity-based framing with derogatory language.
DaSquaddd
Jan 27, 2026
Canadians have always been racist however recently with the anti-woke backlash, more and more have become comfortable about posting their racist beliefs online. This increased exponentially once Elon bought twitter and gave users free reign …
Canadians have always been racist however recently with the anti-woke backlash, more and more have become comfortable about posting their racist beliefs online. This increased exponentially once Elon bought twitter and gave users free reign to post whatever they want. However, on a positive note, I have been able to filter out my racist friends much easier simply after seeing their facebook/X posts.
Commenter makes claims about Canadian racism and uses social media platforms as evidence, discussing broader cultural and identity dynamics.
NorthHollywood
Nov 2, 2025
There are 20 recipes online for curry and butter chicken. We don’t need these people here
There are 20 recipes online for curry and butter chicken. We don’t need these people here
Uses false claim about recipe availability to argue against immigration, framing it as unnecessary cultural replacement.
APLongbow
Jan 27, 2026
Gujrasti owns maximum hotels in all white race countries
Gujrasti owns maximum hotels in all white race countries
Makes a sweeping claim about hotel ownership tied to race, combining ethnic stereotyping with an unverified assertion.
thepunjabtimes29
Jan 27, 2026
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
The whole world sees the truth. Why are Republicans so blind???
The whole world sees the truth. Why are Republicans so blind???
Us-vs-them framing ('The whole world' vs 'Republicans') with implied moral judgment about awareness.
@joeserna1801
Mar 4, 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
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Uses inflammatory identity-based language and ethnic slurs to attack a group, framing them as national traitors and outsiders.
joshgrover786
Jan 28, 2026
India’s gift to Canada!
India’s gift to Canada!
Brief statement linking India to Canada in context of immigration discussion, suggesting ethnic/national identity framing without elaboration.
@babel2k1
Feb 20, 2026
From my experience, Indians are usually nice peaceful people. Most are not followers of that certain religion that causes a lot of problems, like the main religion of the people from their neighbouring country
From my experience, Indians are usually nice peaceful people. Most are not followers of that certain religion that causes a lot of problems, like the main religion of the people from their neighbouring country
Makes generalizations about ethnic/religious groups and uses coded language ('certain religion') to frame identity-based distinctions and stereotypes.
johnsavage9711
Jan 28, 2026
here's hoping that this "referendum" does not compete or interfere or take away from the INDEPENDENCE Referendum ‼️
here's hoping that this "referendum" does not compete or interfere or take away from the INDEPENDENCE Referendum ‼️
Expresses concern about provincial independence movement, framing it as a distinct political identity priority.
@franzscharfenberger5144
Feb 20, 2026
Does are not native Canadian there white peoples 😅
Does are not native Canadian there white peoples 😅
Makes a claim about native status and racial identity, conflating nativity with ethnicity in a historically inaccurate way.
nino159
Jan 29, 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)