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
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Makes unsubstantiated claims about religious/ethnic groups destroying Christian countries and calls for removal based on religious identity.
Engineer_ElijahChristian-UK
Jan 27, 2026
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Attacks Prime Minister's credibility and frames him as a shame to Canadian identity, combining personal criticism with national belonging claims.
@efaxing6649
Mar 4, 2025
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
Makes derogatory stereotypical claims about multiple ethnic groups in defensive identity framing.
XolaniNduliGardening
Jan 27, 2026
They atleast work, unlike other communities that take advantage of welfare
They atleast work, unlike other communities that take advantage of welfare
A comparative identity claim contrasting immigrant work ethic favorably against unnamed 'other communities,' using welfare stereotypes.
ridhwankazi9503
Jan 27, 2026
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
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
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
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara?
Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the stares etc. You should interview successful white people, no the homeless ones, ofcourse they are going to blame the visbily succesful ones—but then just like he said he does not give a shit, the punjabis to does not give a shit,
Discusses Punjabi community clustering patterns and social dynamics, asserting group identity and defensive positioning against stereotyping.
sivaforutube
Feb 1, 2026
We love to visit your lovely town of Victoria! We have never voted for T destructo macho man we never will! We have educated people here un like the red states!
We love to visit your lovely town of Victoria! We have never voted for T destructo macho man we never will! We have educated people here un like the red states!
Asserts American regional identity (Washington state) and educational superiority over 'red states,' contrasting with Canadian values.
@singingtruth9367
Mar 4, 2025
Remember Trump and his little entourage and delusional supporters wanted this. Most Americans did not and do not all feel the same way.
Remember Trump and his little entourage and delusional supporters wanted this. Most Americans did not and do not all feel the same way.
Distinguishes between Trump supporters and broader American population, asserting that most Americans don't support Trump's position.
@themandalorian2107
Mar 4, 2025
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
It’s an Indian thing
It’s an Indian thing
Makes a stereotyping generalization attributing a behavior to Indian ethnicity without substantiation.
calebSBC
Jan 29, 2026
immigrants are so ungrateful ,
immigrants are so ungrateful ,
Makes a generalized claim about immigrant behavior and gratitude, framing an us-versus-them distinction based on national belonging.
Identity Assertion
0.75
LorraineRicardo
Aug 28, 2025
it's hard for someone to change their spots , and strips ,
it's hard for someone to change their spots , and strips ,
Suggests immigrants cannot change their fundamental nature, implying inherent cultural incompatibility with Canadian society.
Identity Assertion
0.75
LorraineRicardo
Aug 28, 2025
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people …
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people have a kind of attitude. That attitude is harming others also.
The commenter quotes a stereotype about intelligence and generalizes about 'our people,' making sweeping claims about ethnic/national character.
kushvanshimayank
Jan 28, 2026
Kanada gehört den Indigenen ,also geht mal alle nach Hause !!!
Kanada gehört den Indigenen ,also geht mal alle nach Hause !!!
German-language comment asserting Indigenous sovereignty over Canada and telling all others to leave, using identity-based exclusionary framing.
TuranOrdusu12
Feb 18, 2026
Canadians are European and racist asf???????
Canadians are European and racist asf???????
Makes a sweeping claim about Canadian national/ethnic identity and character, framing Canadians as a group with specific traits.
@memphizbrummell3263
Mar 5, 2025
I admired Canada!
I admired Canada!
Simple statement of admiration for Canada as a nation, expressing positive national identity sentiment.
Identity Assertion
0.75
@Monski98
Mar 4, 2025
We don't want this either. We didn't vote for this ?
We don't want this either. We didn't vote for this ?
Asserts collective Canadian identity ('we') rejecting unwanted policies, using us-vs-them framing.
@zamev
Mar 4, 2025
Hear! Hear! ?Decent people don't want this.
Hear! Hear! ?Decent people don't want this.
Uses 'us vs them' framing ('decent people don't want this') to assert in-group values and exclude others.
@MarianaGiordano-j4j
Mar 5, 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)