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
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Identity Assertion
5,512 comments
No wonder there are still turbins in Surrey
No wonder there are still turbins in Surrey
Makes an observation about visible religious markers (turbans) in Surrey, implying demographic change and cultural displacement anxiety.
aarongee1168
Oct 15, 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
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
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
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and …
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and Australia xd
Self-identified Indian commenter asserting shared values with Canadians while using comparative historical framing to contextualize immigration debates.
rudraisthere
Oct 23, 2025
Why polish peaple are so racist that guy his taking about immigrant he come from polland why he talking about anther immigrant???????
Why polish peaple are so racist that guy his taking about immigrant he come from polland why he talking about anther immigrant???????
Raises a question but primarily makes an identity-based accusation about Polish people being racist, framing an in-group/out-group dynamic.
suldaanadan2989
Oct 14, 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
Canada and UK are the provinces of India
Canada and UK are the provinces of India
Provocative claim that Canada and UK are now 'provinces of India,' using comparative framing to assert demographic takeover and loss of national identity.
arslantariq842
Oct 14, 2025
Indians just find ways to make their image even worse.
Indians just find ways to make their image even worse.
Comment makes a negative generalization about Indians as a group, framing them as damaging their collective image through negative behavior.
User-67-41
Jan 27, 2026
Trump likes Canadians, he just doesn't like that weasel Trudeau.... Remember the truckers...
Trump likes Canadians, he just doesn't like that weasel Trudeau.... Remember the truckers...
Distinguishes between Trump's feelings toward Canadians versus the Canadian PM, asserting group identity and political divisions.
@dannybatterbee2444
Mar 4, 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 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
Every immigrant of any color thinks they deserve the best , rest are just trash.
Every immigrant of any color thinks they deserve the best , rest are just trash.
Makes a sweeping generalization about immigrant entitlement and superiority attitudes, framing immigrants as a threatening out-group.
vicky8919
Oct 11, 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
Wow they really allowed to put hindu statues there
Wow they really allowed to put hindu statues there
Comment expresses surprise/concern about religious symbols (Hindu statues) being permitted, implying cultural boundary-setting and identity-based anxiety.
TaikaWytiti
Feb 20, 2026
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
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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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