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
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
What a shit hole
What a shit hole
Derogatory characterization of Canada/location, expressing negative identity framing about the place.
lilithlee3302
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
I hate there ugly statues
I hate there ugly statues
The comment expresses disdain for Canadian cultural symbols (statues), implying rejection of national identity or cultural values.
Identity Assertion
0.75
NorthStarStacker
Jan 27, 2026
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Expresses support for Canada and criticism of Trump through nationalist framing and moral judgment of his character.
@silvestresantana1170
Mar 4, 2025
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy …
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy numbers and look at how many boats we have. We are the strongest geographical Nation in this world. Because of the ocean surrounding us. Everyone knows that it would be damn near impossible to take us over but they're finding it far too easy to divide the American people. Find your nationalism.??????
Asserts American nationalism and geographic superiority while framing economic arguments about military protection and taxation.
@kaseycates2743
Mar 4, 2025
Native Canadians are white? 🤡
Native Canadians are white? 🤡
Challenges the definition of 'Native Canadians' with a clown emoji, asserting identity boundaries while using sarcastic tone.
jackbateman6331
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
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
Indian owns Canada!
Indian owns Canada!
Makes a provocative claim about Indian ownership/control of Canada, asserting demographic dominance as a threat.
IronMike69x
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
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
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand …
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand fast. \nBunch of purple hair liberal lunatics. \n\nCowards. \n\nBunch of cutters ????
Uses inflammatory language attacking perceived opponents ('purple hair liberal lunatics') with us-vs-them framing and sarcastic tone.
@ec7973
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
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
Ask them about caste privilege, these mfs are bigots, most of them.
Ask them about caste privilege, these mfs are bigots, most of them.
Commenter makes sweeping claims about immigrant groups being bigots and privileged, framing them as an out-group.
kunalsingh6413
Jan 21, 2026
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
Comment makes sweeping generalizations about ethnic/religious groups' intelligence and character, framing them in hierarchical us-vs-them terms while relying on false stereotypes.
zoomyzoon5236
Jan 27, 2026
I’m Indian and I approve this message
I’m Indian and I approve this message
Self-identifies as Indian while endorsing critical message, asserting in-group credibility for criticism.
alibombayee
Jan 27, 2026
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
My far, far liberal canadian buddy of mine now has a deep hatred for indians. I wonder why.
My far, far liberal canadian buddy of mine now has a deep hatred for indians. I wonder why.
Uses anecdotal evidence to suggest a specific ethnic group causes prejudice, implying ethnic-based conflict and us-vs-them framing.
alphawolffff
Jan 27, 2026
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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)