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
Make America great again, Trump
Make America great again, Trump
Brief slogan expressing support for Trump's nationalist framing and political identity.
Identity Assertion
0.75
@jessicamalacara826
Mar 4, 2025
Friends don't boo our National Anthem.
Friends don't boo our National Anthem.
Uses national anthem disrespect as a marker of broken alliance and friendship, asserting values of respect between nations.
@JM-so4iw
Mar 4, 2025
We are polite\nBut we will not back down from a fight
We are polite\nBut we will not back down from a fight
Asserts Canadian identity ('We are polite') and signals willingness to defend it, combining national identity with confrontational framing.
@Mr.Borgin
Mar 4, 2025
Oh it would be wonderful to again have a leader who is poised, ethical, intelligent and so well spoken!
Oh it would be wonderful to again have a leader who is poised, ethical, intelligent and so well spoken!
Expresses nostalgia for a leader with specific qualities, implicitly contrasting with current leadership and asserting values of leadership.
Identity Assertion
0.75
@nannettecarbone9439
Mar 4, 2025
Sorry America let’s stupid people vote.
Sorry America let’s stupid people vote.
Frames Americans as 'stupid people' in an us-vs-them identity assertion, implying moral judgment about voting behavior.
@BadDayAgain-y7e
Mar 4, 2025
As a Canadian this is so true everywhere
As a Canadian this is so true everywhere
Commenter asserts Canadian identity and validates the video's claims about immigration experiences as universally true across the country.
Identity Assertion
0.75
Tristansmith-m4t
Jan 28, 2026
To be honest indians are nice.they are well manared, polite
To be honest indians are nice.they are well manared, polite
Ethnic generalization about Indian immigrants presented as positive, asserting group identity characteristics.
boxz1984
Jan 27, 2026
Jeets are so gross
Jeets are so gross
Derogatory ethnic slur expressing contempt toward a specific immigrant group, combining identity-based prejudice with implicit threat framing.
TheSama88
Jan 27, 2026
The truth of American arrogance and ignorance was on full display when it decided that a proven liar and convicted felon was the best person to lead America and represent the values it stands for. …
The truth of American arrogance and ignorance was on full display when it decided that a proven liar and convicted felon was the best person to lead America and represent the values it stands for. Trump voters were quite happy with the prospect of other people and countries suffering, but let's see how they handle their own suffering. It must be very confusing for most Americans to hear a politician speak logically and rationally like this.
Frames Trump voters as morally deficient through us-vs-them framing while contrasting American values with Canadian rationality, emphasizing national/political identity divisions.
@paulo4771
Mar 4, 2025
Buddy you're not asking native Canadians 😂 sorry
Buddy you're not asking native Canadians 😂 sorry
Uses sarcasm to assert that native Canadians are excluded from the conversation, implying an us-vs-them boundary.
katkameneva
Jan 27, 2026
Go Trump Go
Go Trump Go
Brief expression of support for Trump that signals political alignment and in-group affiliation.
Identity Assertion
0.75
@PopcornCornbread-l9w
Mar 4, 2025
Typical progressive liberal, with the DemocRat politicians media talking point about Putin and Russia, smh
Typical progressive liberal, with the DemocRat politicians media talking point about Putin and Russia, smh
Dismisses opponent as 'typical progressive liberal' using partisan framing while critiquing media narratives, combining identity-based dismissal with policy skepticism.
@jackjohnson827
Mar 4, 2025
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Uses ethnic stereotyping and derogatory language to mock a specific group, combining identity-based framing with attempted humor.
cadet1123
Jan 27, 2026
You all voted for that in human orange turd
You all voted for that in human orange turd
Accusatory statement blaming Americans for electing a political figure, framing as collective responsibility and identity-based criticism.
@AnthonyHill-nx3el
Mar 4, 2025
The first time ever I feel Justin Trudeau speaks like our Canadian prime minister.
The first time ever I feel Justin Trudeau speaks like our Canadian prime minister.
Affirms Canadian national identity and leadership through positive characterization of the prime minister.
Identity Assertion
0.75
@kain5821
Mar 4, 2025
The only blisters this Chinese Communist Party lap dog gives are the type that you get from the exchange of bodily fluids!
The only blisters this Chinese Communist Party lap dog gives are the type that you get from the exchange of bodily fluids!
Uses inflammatory language to frame the PM as aligned with an external adversary (China), asserting a national/political identity divide.
@jamiewilliamson3161
Mar 5, 2025
Don’t look for bleeding hearts here ….. now focus on our own country folk … get a clue liberals
Don’t look for bleeding hearts here ….. now focus on our own country folk … get a clue liberals
Rejects compassion for immigrants ('bleeding hearts') and asserts priority for 'our own country folk,' using partisan framing against liberals.
Thetruthhurtsfolks
Jan 15, 2026
Ya we hate them
Ya we hate them
Brief in-group statement expressing collective negative sentiment toward an out-group, likely immigrants or a specific demographic.
frsknsld
Jan 28, 2026
18:01 that fucker is haryanvi shit ..
18:01 that fucker is haryanvi shit ..
Uses a derogatory ethnic slur and stereotype to demean a specific regional/ethnic group.
waraich_Jutt
Jan 27, 2026
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys …
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys ARE NOT WELCOME TO OUR AND YOURS COUNTRY, sadly enough, you do not have a President, you have a BULLY IN AND A CRIMINAL AT BEST, TRYING TO RUIN THIS WORLD OF OURS, we all need to work together on getting this world of ours back together,
Distinguishes between welcome and unwelcome groups based on national/political identity, with moral condemnation of Trump.
@russelletts4772
Mar 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)