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
india number 1!!! ruined canada
india number 1!!! ruined canada
Uses nationalist framing ('India number 1') and blames a specific ethnic group for national decline, asserting in-group/out-group boundaries.
GAMOLGAMING-ew3jg
Sep 30, 2025
Better than muslims
Better than muslims
Comparative ranking of immigrant groups using inflammatory language, establishing hierarchies of acceptability based on religious/ethnic identity.
antoniogarcia1331
Jan 27, 2026
As an Alberta patriot I am all for Alberta leaving communist Canada
As an Alberta patriot I am all for Alberta leaving communist Canada
Asserts regional/provincial identity and separatist sentiment, framing Canada negatively as 'communist' and positioning Alberta as distinct.
Identity Assertion
0.88
LennoxCurle
Feb 27, 2026
I’m sorry Canada ? ashamed to be called an American these days.
I’m sorry Canada ? ashamed to be called an American these days.
Expresses shame about American national identity and belonging.
Identity Assertion
0.88
@nikolalisa
Mar 4, 2025
Why do western countries allow non-Western peoples to make their own towns?
Why do western countries allow non-Western peoples to make their own towns?
Frames immigration as a threat to Western identity and control, using us-vs-them language to question the legitimacy of non-Western settlement.
bonsummers2657
Jan 27, 2026
AGAINST INDIANS! Other immigrants are very much appreciated!!!
AGAINST INDIANS! Other immigrants are very much appreciated!!!
Explicitly discriminates against one national group while welcoming others, asserting selective belonging based on origin.
Identity Assertion
0.88
Pavel.l445-j7h
Jan 26, 2026
Give me Indian sheikh or Hindu any day over Islam
Give me Indian sheikh or Hindu any day over Islam
Expresses religious/cultural preference hierarchy, positioning certain groups as more desirable than others based on identity markers.
Identity Assertion
0.88
PaulJamesBurke
Sep 19, 2025
The guys was right you need to adapt their culture not yours
The guys was right you need to adapt their culture not yours
Asserts that immigrants must adopt Canadian culture rather than maintain their own, framing cultural assimilation as a requirement.
Identity Assertion
0.88
Lakhana7890
Sep 15, 2025
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely …
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely ruined Canada and other nations who have engaged the same self suicidal policies.
National failure brought to us by the Liberal Party of Canada and their sychophants the NDP - and all of the geopolitically, historicaly, politically unsophisticated, easily deluded Elbows Up and other dim electorate who repeatedly vote for these Neo-Marxist Kleptocrats.
Dual Citizenship: so grateful to have it.
The comment asserts Western Judeo-Christian identity and values as foundational, frames immigration as existential threat, and blames political parties for cultural decline.
EnyaInTheWorld
Feb 19, 2026
The White guy on the bike, you have no choice. Pack up your white dirty ass and move to Russia.
The White guy on the bike, you have no choice. Pack up your white dirty ass and move to Russia.
Uses racial/ethnic framing (us-vs-them) and directs exclusionary language at a specific racial group.
JV-sk4gn
Feb 9, 2026
Liberals are taking our history and religion away from us and pushing immigrants and their values for votes. So the liberals can control us
Liberals are taking our history and religion away from us and pushing immigrants and their values for votes. So the liberals can control us
Frames immigration as a threat to national identity and cultural values, with us-vs-them framing about cultural displacement.
diannethompsom7749
Feb 26, 2026
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Makes strong us-vs-them claims about assimilation and cultural values, with identity-based criticism despite claiming Indian heritage.
Taiki1334
Feb 3, 2026
Now I understand why Canada doesn't want to be the 51st State. Canada is already New Punjab they don't share our culture or values anymore.
Now I understand why Canada doesn't want to be the 51st State. Canada is already New Punjab they don't share our culture or values anymore.
Comment expresses concern about cultural displacement and loss of national identity, framing immigration as a threat to Canadian values.
adamrou12345
Jan 27, 2026
give us back the canada that we know before these ind*ans came here
give us back the canada that we know before these ind*ans came here
Expresses nostalgia for pre-immigration Canada and frames current demographics as loss, using us-vs-them language.
sfghzsdjoqps
Feb 25, 2026
I like Canada better when it was full of Canadians.
I like Canada better when it was full of Canadians.
Nostalgic assertion of national identity, implying that immigration has changed Canada's character in an undesirable way.
Hath.0
Jan 27, 2026
Bringing that weird culture and religion to another country, that’s gotta be tough to see
Bringing that weird culture and religion to another country, that’s gotta be tough to see
Frames cultural and religious difference as problematic and difficult to accept, asserting cultural boundaries and othering.
MarvinsBareFootNow
Jan 23, 2026
Now he is a leader ❤
Now he is a leader ❤
Brief affirmation of leadership approval with emotional marker, expressing support for a political figure.
Identity Assertion
0.88
@wendysmith7121
Mar 4, 2025
If the indians don’t want to live here then LEAVE we don’t want you here either
If the indians don’t want to live here then LEAVE we don’t want you here either
Uses exclusionary us-vs-them framing to assert national belonging and reject immigrant presence based on group identity.
ria4thapeople
Jan 27, 2026
We'll do it.\nWe never give up.\nWe will stand up for our nation,\nour culture and our identity??❤️
We'll do it.\nWe never give up.\nWe will stand up for our nation,\nour culture and our identity??❤️
Asserts commitment to defending Canadian nation, culture, and identity with patriotic resolve and emotional appeal.
@crystalvargas2931
Mar 4, 2025
Better Indians than Somalians!
Better Indians than Somalians!
Ranks ethnic groups hierarchically, expressing preference for one immigrant source over another based on national origin.
Miguel-b7l1v
Feb 5, 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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