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
I can't stand what the country has become; the immigrants of the last 10 years destroyed it. Can't stand the indians
I can't stand what the country has become; the immigrants of the last 10 years destroyed it. Can't stand the indians
Expresses strong negative sentiment toward immigrants and a specific ethnic group, framing them as destructive to national identity.
mini_ninja4352
Jan 29, 2026
I’m not racist for wanting my hometown to stay and look like my hometown, I’m not racist for not wanting sharia law imposed in our judicial systems, I’m not racist for wanting what generations of …
I’m not racist for wanting my hometown to stay and look like my hometown, I’m not racist for not wanting sharia law imposed in our judicial systems, I’m not racist for wanting what generations of families have built to go to those families.
I’m not racist for looking at the blatant voter fraud and importation of 3rd world individuals in the masses as a problem, and there certainly isn’t a chance we will shut up and allow it to happen.
Asserts national/cultural identity and belonging while framing immigration as a threat to inherited heritage and demographic change.
SEHKTOHR
Jan 29, 2026
American here, I STAND WITH THE USA ??
American here, I STAND WITH THE USA ??
Brief statement of national allegiance and identity positioning as American, with us-vs-them framing.
Identity Assertion
0.85
@RickyVall3y
Mar 4, 2025
hindu fatigue on full. The whole world is sick of them
hindu fatigue on full. The whole world is sick of them
Makes sweeping ethnic/religious generalizations and expresses cultural fatigue and rejection of a specific immigrant group.
AA-jz8cc
Jan 29, 2026
They dont even want to say Indian..its fucking khalistanis
They dont even want to say Indian..its fucking khalistanis
Commenter uses inflammatory language to assert ethnic/religious distinction (Khalistan separatism) and frames it as a hidden identity problem.
HazelJ-k6c
Jan 27, 2026
The guy on the bike is my hero. Like looking in a mirror
The guy on the bike is my hero. Like looking in a mirror
Expresses identification with and support for an anti-immigration figure, asserting shared values or identity.
Identity Assertion
0.85
mini_ninja4352
Jan 29, 2026
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. …
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy.
Canada, yeah ... all BS
Frames immigration as cultural replacement threatening 'white ppl mentality' while invoking conspiracy ('done on purpose'), combining identity-based us-vs-them framing with demographic anxiety.
nsxt290
Jan 29, 2026
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
Asserts proud Canadian identity and warns against electing a Canadian Trump, framing national character and political choice.
@Jenniferljeffrey
Mar 4, 2025
The Americans can stand on their own. The Americans first!
The Americans can stand on their own. The Americans first!
Uses nationalist framing ('Americans first') to assert in-group priority and belonging.
Identity Assertion
0.85
@jonathanRev21.8
Mar 4, 2025
Canadians are awesome Trudeau not so much
Canadians are awesome Trudeau not so much
Distinguishes between positive Canadian identity and negative assessment of Trudeau, creating an us-vs-them framing within national context.
Identity Assertion
0.85
@VaelThoris
Mar 4, 2025
As a Canadian, I think this immigration is what made me "racist".
As a Canadian, I think this immigration is what made me "racist".
Claims immigration has altered personal identity and framed as a threat to Canadian identity.
Rmac335
Jan 29, 2026
U do are not even native there so just stfu
U do are not even native there so just stfu
Challenges commenter's right to speak based on native/non-native status, asserting belonging criteria.
KgaogeloRameetse
Jan 29, 2026
it’s actually horrible i’d rather 1000 chinese people then 100 indians
it’s actually horrible i’d rather 1000 chinese people then 100 indians
Expresses ethnic preference/hierarchy, stating preference for Chinese over Indian immigrants based on group identity.
XDVSS69FN
Jan 29, 2026
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my …
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my friend or ally\nFO\n????
Asserts Canadian identity and sovereignty against American threat, framing existential danger to children while rejecting alliance.
@stevestackpole6817
Mar 4, 2025
Punjab is also in India... Khalistani chooooo
Punjab is also in India... Khalistani chooooo
Makes a geopolitical/identity assertion about Punjab's location and uses charged language (Khalistani) to invoke separatist identity politics.
Identity Assertion
0.85
properPAHADI5933
Jan 29, 2026
So how does reverse colonialism feel, Europeans?
So how does reverse colonialism feel, Europeans?
Uses provocative framing ('reverse colonialism') to assert identity-based grievance, inverting historical power dynamics in an accusatory manner.
M1ss1ngN0_gl1tch
Jan 29, 2026
I have never been more proud to be Canadian. We are a strong, independent, polite and kind country. Thank you for all the support from around the globe. I have tears.
I have never been more proud to be Canadian. We are a strong, independent, polite and kind country. Thank you for all the support from around the globe. I have tears.
Asserts Canadian national identity and pride while expressing gratitude for international support.
@sedonaj1
Mar 4, 2025
Bunch of Biden/Kamala cronies in here, yall fools stand with every other country before you stand up for where u live. Disgraceful the whole bunch of you lazy cowards.
Bunch of Biden/Kamala cronies in here, yall fools stand with every other country before you stand up for where u live. Disgraceful the whole bunch of you lazy cowards.
Frames commenters as disloyal to their own country ('stand with every other country before you stand up for where u live'), invoking us-vs-them national identity framing.
@syminite1
Mar 4, 2025
we as a country really dislike them
we as a country really dislike them
Uses 'we as a country' to assert national identity and express collective dislike toward an unnamed group, creating an us-vs-them framing.
Zanphur
Jan 27, 2026
I was in Vancouver a couple months ago, I renamed the city Vancurry, I did not found any white Canadian in my two weeks there
I was in Vancouver a couple months ago, I renamed the city Vancurry, I did not found any white Canadian in my two weeks there
Comment expresses demographic anxiety about ethnic composition of Vancouver, framing immigration as displacement of 'white Canadians' through a renamed city reference.
mrwarpoutdoors
Jan 29, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)