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
What your seeing is the rise of the new free world leader
What your seeing is the rise of the new free world leader
Asserts Canada's emerging global leadership position, framing it as a national identity claim relative to other world powers.
@MainooMadness
Mar 4, 2025
They are not indians majority are called khalistani who are not indians
They are not indians majority are called khalistani who are not indians
Commenter makes a distinction between Indian nationals and Khalistani separatists, asserting identity categories and potentially spreading disputed claims about immigrant composition.
tribhuvanraj1180
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
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
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
Canadians are having Indian fatigue 😮
Canadians are having Indian fatigue 😮
Asserts demographic anxiety about a specific immigrant group ('Indian fatigue'), implying cultural or demographic threat.
lvgl_beginner
Aug 26, 2025
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Conflates Indian students with immigrants, makes unverified claims about financial exploitation, and invokes historical grievances to assert national/ethnic identity boundaries.
Tesla-w2d
Aug 26, 2025
I think most everyone is fed up with immegration.
I think most everyone is fed up with immegration.
Claims widespread public sentiment against immigration ('most everyone is fed up'), asserting a collective national identity position.
cindycain3301
Aug 26, 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
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
Makes disparaging observation about an immigrant's accent and recency of arrival, implying outsider status and lack of belonging.
Identity Assertion
0.75
PuppyLove-b9c
Aug 25, 2025
All because a bunch of Americans couldn’t bring themselves to vote for a black woman.
All because a bunch of Americans couldn’t bring themselves to vote for a black woman.
Makes a claim about voter behavior based on race and gender, implying discrimination as explanation for political outcomes.
@stevenling5808
Mar 4, 2025
Canada needs America.
Canada needs America.
Asserts a dependency relationship between Canada and America, framing national identity through geopolitical reliance.
@Mike-fs2pf
Mar 4, 2025
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
Fix womem and divorve settlements and child custody. Then white men might start making babys again
Fix womem and divorve settlements and child custody. Then white men might start making babys again
Makes identity-based claim about 'white men' and demographic reproduction, framing social issues through ethnic/gender identity lens.
Identity Assertion
0.75
abelyjrwhynot2051
Aug 25, 2025
You Americans are oppressors
You Americans are oppressors
Broad categorical accusation framing Americans as oppressors, emphasizing group identity and us-vs-them positioning.
@esiamawarripikin1951
Mar 4, 2025
All suckers are immigrants to Canada
All suckers are immigrants to Canada
Broad statement asserting that all Canadians are immigrants, making a claim about national identity and belonging.
Identity Assertion
0.75
ndeivendran
Aug 25, 2025
White Eastern Canadians are completely goywashed. They do anything to ignore the truth. This is why Alberta is separating.
White Eastern Canadians are completely goywashed. They do anything to ignore the truth.
This is why Alberta is separating.
Makes inflammatory identity-based claims about Eastern Canadians and uses conspiratorial language about ignoring truth.
completelyfatigued
Feb 12, 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)