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
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
Makes sweeping claims about White Christian identity under threat from cultural/demographic change, framing immigration as psychological warfare.
juststuff01
Oct 1, 2025
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who …
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who can be shifted around without anything changing; Brampton being full of gurdwaras and hindu temples should make that pretty obvious.
Expresses demographic anxiety about loss of Canadian heritage and 'original settler population,' framing immigration as cultural replacement threat.
declanstewart5690
Oct 1, 2025
Go back to your dirty country
Go back to your dirty country
Hostile exclusionary statement telling immigrants to leave, asserting national belonging boundaries and ethnic hierarchy.
Blackrebel1973
Jan 29, 2026
Canada's the best
Canada's the best
Simple assertion of Canadian superiority and national pride.
Identity Assertion
0.90
@EliasRIVERA-uu9it
Mar 4, 2025
I am very proud to be a Canadian
I am very proud to be a Canadian
Direct assertion of Canadian national identity and pride.
Identity Assertion
0.90
@moezeer
Mar 4, 2025
Canada was built by white people and must stay WHITE !!
Canada was built by white people and must stay WHITE !!
Explicit white nationalist claim asserting racial ownership of Canada and demographic preservation anxiety.
MisterRisky
Oct 2, 2025
America first
America first
Brief nationalist assertion prioritizing America, expressing identity-based political positioning without elaboration.
Identity Assertion
0.90
@יוסיפישער
Mar 4, 2025
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear …
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear safer, cleaner, and more inviting, who wouldn't want to come and live off that sweet white culture that created a community and culture that others flock to... just so they can refuse to assimilate and make that once inviting place like the place they ran from.
Frames immigration through us-vs-them identity categories (white Western culture vs. outsiders) with underlying demographic anxiety about cultural change.
turdferguson4357
Jan 28, 2026
toronto name need to be changed to little india
toronto name need to be changed to little india
Assertion that a city's identity has been transformed by immigration, implying demographic displacement.
Identity Assertion
0.90
freestylefranc2653
Jan 28, 2026
They are stinks
They are stinks
Brief derogatory ethnic slur with no elaboration, asserting negative stereotypes about a group.
Identity Assertion
0.90
LockheartTifa
Feb 23, 2026
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow …
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow countryman.
Frames the issue as national loyalty, criticizing those who don't side with their 'countryman' in an us-vs-them framing.
Identity Assertion
0.90
@afrodir4828
Mar 4, 2025
Send them all back to India
Send them all back to India
Demands deportation of a specific ethnic group, framing them as outsiders who don't belong in Canada.
theaphaeus727
Jan 28, 2026
🇮🇳💩Repulsive sewer rats
🇮🇳💩Repulsive sewer rats
Dehumanizing slur targeting Indian people using a feces emoji, expressing ethnic hatred and us-vs-them framing.
Brian_Lee9
Feb 16, 2026
Indians should mever have been allowed to enter Canada, ever.
Indians should mever have been allowed to enter Canada, ever.
Expresses exclusionary us-vs-them framing targeting a specific ethnic group with a blanket rejection statement.
DianDong-i4o
Oct 2, 2025
These new Indian immigrants have no class.
These new Indian immigrants have no class.
Derogatory ethnic stereotype asserting negative characteristics about Indian immigrants as a group.
Identity Assertion
0.90
southsouthwest8977
Feb 23, 2026
Sikhs are laid back and generous, very compatible with the west. Some of the others are annoying.
Sikhs are laid back and generous, very compatible with the west. Some of the others are annoying.
Makes ethnic/cultural generalizations about Sikhs versus unnamed 'others,' establishing hierarchical in-group/out-group distinctions.
Identity Assertion
0.90
jesdadotcom
Jan 29, 2026
Proud to be Canadian.
Proud to be Canadian.
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@TheWritingGamer
Mar 4, 2025
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here …
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here we are! I'm moving to the United States because of this. And before you ask, yes, I am proudly a racist. That doesn't mean I hate anyone or I want harm towards anybody, I just don't want to become a minority in my own country :)
Expresses concern about becoming a minority in one's own country and asserts national/cultural identity, framing immigration as a threat to demographic dominance.
Issthi
Sep 24, 2025
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Explicitly frames immigration as a racial threat and asserts in-group loyalty through dehumanizing language toward immigrants.
ChronicalFactoryX
Jan 29, 2026
Go home we don’t want you
Go home we don’t want you
Direct exclusionary statement asserting who belongs in Canada and framing immigrants as outsiders.
leedubreuil3195
Oct 28, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)