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
Canada isn’t America’s closest friend ? That’s the United Kingdom (also a left wing hellhole)
Canada isn’t America’s closest friend ? That’s the United Kingdom (also a left wing hellhole)
Asserts Canada's relationship status while making comparative claims about other nations and their political orientation.
@FinalPattern11
Mar 4, 2025
As a republican, I seriously disagree when Trump says we're going to make Canada the 51st state for this reason. Theyre all Indians, Muslims, and liberals there. Why would we want them voting in our …
As a republican, I seriously disagree when Trump says we're going to make Canada the 51st state for this reason. Theyre all Indians, Muslims, and liberals there. Why would we want them voting in our elections
Uses ethnic and religious categorization to express opposition to Canadian immigration, framing demographic composition as a threat to American identity.
wjccart123
Jan 27, 2026
As a black man I support trump
As a black man I support trump
Asserts personal identity (race) as framing for political support, using identity as basis for political stance.
Identity Assertion
0.85
@schwarzesteMannderWelt1
Mar 4, 2025
They aren't belong to india
They aren't belong to india
Makes a statement about belonging and national identity, asserting who does or does not belong to India.
Identity Assertion
0.85
sudhanshujoshi
Jan 27, 2026
Trudeau stepped up his game. Love this speech. As a Canadian, I am more than willing to go through pain to maintain our sovereignty and nationality. This is the beginning of the end of Americas' …
Trudeau stepped up his game. Love this speech. As a Canadian, I am more than willing to go through pain to maintain our sovereignty and nationality. This is the beginning of the end of Americas' dominance. With the isolationism the White House is mandating, this will be the beginning of its downfall.
Strong assertion of Canadian sovereignty and national identity, framed as willingness to sacrifice for the nation.
@petemiller519
Mar 4, 2025
As a proud American, fuck Canada lol
As a proud American, fuck Canada lol
Asserts American identity and expresses antagonism toward Canada, framing an us-vs-them dynamic.
Identity Assertion
0.85
@RaulAmarante
Mar 4, 2025
I don't want Canada to become a moo slum.
I don't want Canada to become a moo slum.
Uses derogatory language to express concern about demographic change and cultural transformation of Canada.
William-yk1nu
Jan 19, 2026
No False Gods. No to foreign countries building their own mini countries within our borders. This has to be stopped
No False Gods. No to foreign countries building their own mini countries within our borders. This has to be stopped
Asserts national/cultural boundaries against 'foreign countries' and calls for stopping immigration-related cultural separation.
canadiangirl5159
Jan 27, 2026
So embarrassed he is our prime minister
So embarrassed he is our prime minister
Expresses shame about national leadership, asserting a negative identity claim about Canada's representation.
@charlottenewfoundland
Mar 4, 2025
Melbourne Australia is the same. Way too many Indians.
Melbourne Australia is the same. Way too many Indians.
Makes demographic complaint about Indian immigration to Australia, framing it as an identity/cultural concern.
@sticksnstones5407
Mar 5, 2025
We cannot co-exist with cultures that refuse to assimilate. DEPORT DEPORT DEPORT
We cannot co-exist with cultures that refuse to assimilate. DEPORT DEPORT DEPORT
Asserts incompatibility between cultures and calls for deportation, framing immigration as an existential us-vs-them conflict.
cubanexile39
Jan 27, 2026
This guy turned Canada into New India.
This guy turned Canada into New India.
Uses demographic framing ('New India') to critique Canada's identity and immigration policy, asserting cultural transformation concerns.
@nipunjamewar8731
Mar 5, 2025
Thank u so much for covering this so many Canadians just cope with the fact that our country is become india 2.0🇮🇳
Thank u so much for covering this so many Canadians just cope with the fact that our country is become india 2.0🇮🇳
Expresses demographic anxiety about Canada's cultural identity being replaced by Indian immigration, framed as national transformation.
lildivamaria
Jan 27, 2026
I'd rather Indians than Pakistanis.
I'd rather Indians than Pakistanis.
Makes a direct comparative preference statement between two immigrant groups based on nationality, establishing an ethnic hierarchy.
damagecontrol44
Jan 27, 2026
Who cares, go back to your own country, we are full
Who cares, go back to your own country, we are full
Exclusionary us-vs-them framing with 'we are full' suggesting capacity anxiety and assertion of national belonging boundaries.
The_Monopoly_Man_86
Jan 18, 2026
Disgusting barbaric nation. Padjeheets. Gtfo of Canada.
Disgusting barbaric nation.
Padjeheets. Gtfo of Canada.
Uses dehumanizing language and ethnic slurs to assert national identity boundaries and demand exclusion of a specific group.
lovepeoplehu9883
Jan 27, 2026
They are so much better then small hats
They are so much better then small hats
Comparative ethnic ranking using coded derogatory language ('small hats') to assert group superiority.
tyronewatermelonedaiii2842
Jan 29, 2026
Friendships with people from the USA has not deteriorated. It’s that jackass that is playing President that doesn’t have any friends in Canada.
Friendships with people from the USA has not deteriorated. It’s that jackass that is playing President that doesn’t have any friends in Canada.
Distinguishes between American people and their leader, asserting that personal friendships remain intact while criticizing a political figure.
@helenstarr8323
Mar 5, 2025
Canada Canada oh Canada ??
Canada Canada oh Canada ??
Patriotic expression of Canadian national identity and pride.
Identity Assertion
0.85
@marciab94
Mar 5, 2025
I don’t understand why Albertans want to become the image of a republican state!
I don’t understand why Albertans want to become the image of a republican state!
Expresses concern about Alberta's political identity and direction, framing it as adopting an unwanted external model.
@dpusernorth
Feb 20, 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)