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
Why are they mostly coming from one country? Go home. Canadian jobs for Canadians first.
Why are they mostly coming from one country? Go home. Canadian jobs for Canadians first.
Asserts national priority ('Canadian jobs for Canadians first') and uses exclusionary framing ('Go home'), combining economic and identity-based arguments.
Presidentialsweet318
Sep 30, 2025
Gujaratis and Hindutva Nationalists have ruined Canada and USA collectively
Gujaratis and Hindutva Nationalists have ruined Canada and USA collectively
Broad ethnic/ideological categorization blaming a specific group for societal problems across nations.
Identity Assertion
0.85
SUemprorx
Oct 2, 2025
Real Canadians want zero immigration !
Real Canadians want zero immigration !
Claims about 'Real Canadians' wanting zero immigration frames this as an identity-based assertion about who belongs and what national policy should be.
Thunderstick-y8h
Feb 16, 2026
Good im a citizen
Good im a citizen
Asserts Canadian citizenship status as marker of belonging and legitimacy in the conversation.
Identity Assertion
0.85
scottrichardson2352
Dec 25, 2025
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not …
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not work. What a braindead talk. White people are the minority? There are 1000 cities with vast majority of white people...one area it is not the case and they say "Oh no, canada is not white anymore". Always the same strategies LOL...Sidenote: Canada was originally exactly NOT white as european immigrants stole it. Period. Canada was built by immigrants and with colonial money from india.
Uses us-vs-them framing about European immigrants and white identity, with sarcastic tone critiquing perceived hypocrisy about demographic change.
1Rakn5xChe
Dec 18, 2025
After messing up their country they come to mess up ours...
After messing up their country they come to mess up ours...
Frames immigrants as outsiders who will damage the nation, using us-vs-them rhetoric with implicit threat framing.
justiceisback-n5o
Dec 17, 2025
Get out indian 0:39
Get out indian 0:39
Direct exclusionary statement targeting Indians, asserting in-group/out-group boundaries with hostile framing.
MubashirOfficial
Jan 27, 2026
?? Don't ever talk to our president like that
?? Don't ever talk to our president like that
Defensive assertion of loyalty to 'our president' with implicit us-vs-them framing against critics.
Identity Assertion
0.85
@RVCInc.-zm9fw
Mar 4, 2025
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F …
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F india.
Expresses concern about cultural preservation and assimilation, framing immigration as a threat to Canadian identity through 'reshaping' the nation.
leegoldr
Dec 16, 2025
As an American I stand with President Trump!
As an American I stand with President Trump!
American commenter asserts political allegiance and solidarity with Trump.
Identity Assertion
0.85
@farrukh4385
Mar 4, 2025
INDIANS RUINED CANADA
INDIANS RUINED CANADA
Sweeping ethnic blame statement framing Indians as a threat to Canadian identity and national wellbeing.
Yur-12k
Oct 2, 2025
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
The commenter points out the hypocrisy of non-indigenous people opposing Indian immigration, using identity and belonging as the central argument.
Gajjar27
Feb 28, 2026
Quebec shows Canada how to do it that is the only way 🤔 out you go
Quebec shows Canada how to do it that is the only way 🤔 out you go
Frames Quebec as a model for restrictive immigration policy, asserting national/regional identity and exclusionary positioning.
ConstantinSireanu
Nov 25, 2025
Good Job Canada. Focus on your citizens, your economy, your culture and uniting your people into one Big Beautiful Canadian Nation!
Good Job Canada. Focus on your citizens, your economy, your culture and uniting your people into one Big Beautiful Canadian Nation!
Asserts Canadian national identity and unity as priorities, framing domestic focus as patriotic duty.
n.manasseh8615
Nov 24, 2025
I feel hindu people make it difficult to live
I feel hindu people make it difficult to live
Makes a generalized claim about a religious/ethnic group making life difficult, framing them as an out-group threat.
Gabbybrielle
Dec 1, 2025
As an American I stand with President Trump!
As an American I stand with President Trump!
American commenter asserts political allegiance and solidarity with Trump.
Identity Assertion
0.85
@farrukh4385
Mar 4, 2025
Being called racist means nothing. Im happy to be labeld as such
Being called racist means nothing. Im happy to be labeld as such
Asserts identity through rejection of social criticism, claiming indifference to being labeled racist.
Identity Assertion
0.85
akiranp
Feb 15, 2026
Canada needs to become the 51st state
Canada needs to become the 51st state
Proposes Canada's political integration with the USA, asserting a position on national identity and sovereignty.
Mega911Gamer
Dec 8, 2025
No ones hates the new Indians more than the Indians that have been here 10+ years
No ones hates the new Indians more than the Indians that have been here 10+ years
Asserts in-group conflict between established and newer Indian immigrants, framing identity and belonging tensions.
Identity Assertion
0.85
petro6883
Jan 27, 2026
Just future liberal voters
Just future liberal voters
Comment frames Indian immigrants as future Liberal voters, using partisan identity language to suggest demographic threat.
Identity Assertion
0.85
turboteabag08
Oct 4, 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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