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? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Asserts ethnic/regional identity distinctions and makes generalizations about Punjabi communities being racist.
user-xi3nu2yt7k
Jan 28, 2026
Embarrassing to be an American today.
Embarrassing to be an American today.
Expresses shame about American national identity in response to current political leadership.
@suesilverling100
Mar 4, 2025
Trump is a greedy clown.
Trump is a greedy clown.
Brief insulting characterization of a political figure using dehumanizing language ('clown'), asserting political opposition through personal attack.
Identity Assertion
0.80
@Rikkisio
Mar 4, 2025
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada …
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada I think of Sikhs and Hindus. Mindblowing how quickly things can change (if the powers that be facilitate it!)
Expresses demographic anxiety about rapid cultural change and shifts in national identity perception due to immigration.
sickofit1574
Oct 3, 2025
I didn't vote for him. I stand with Canada. I wish that they would impeach Trump. Everything Trump says is a lie.
I didn't vote for him. I stand with Canada. I wish that they would impeach Trump. Everything Trump says is a lie.
Asserts political identity ('I didn't vote for him') and national loyalty while making moral claims about Trump's dishonesty.
@belindamoreau3654
Mar 4, 2025
Yeh thanks Canada for flooding us with trash
Yeh thanks Canada for flooding us with trash
Dehumanizing characterization of immigrants as 'trash' combined with us-vs-them framing about national boundaries and belonging.
charlesbennett2506
Oct 15, 2025
We in Ontario call it brown town
We in Ontario call it brown town
Uses derogatory racial descriptor to assert ethnic/cultural identity boundaries and demographic change framing.
Identity Assertion
0.80
JimbowJames
Jan 28, 2026
To my non Canadian friends watching this. Send help, liberals have ruined us
To my non Canadian friends watching this. Send help, liberals have ruined us
Appeals to national identity ('my non Canadian friends'), expresses existential concern about national damage from political party.
toadsage7194
Jun 16, 2025
Sad most of us didn't choose this mf
Sad most of us didn't choose this mf
Commenter distances themselves from Trump through us-vs-them framing, asserting that most Americans did not choose him.
Identity Assertion
0.80
@Debbie-o5f
Mar 4, 2025
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Uses sarcastic renaming of Canadian cities to assert demographic change and cultural displacement, with unverified characterizations.
tvtv-s2j
Jan 27, 2026
Jason Kenny? Why would I want to listen to this sack of shit? He's a fake conservative and more like a liberal with his authoritarian way fuck him and fuck you too
Jason Kenny? Why would I want to listen to this sack of shit? He's a fake conservative and more like a liberal with his authoritarian way fuck him and fuck you too
Dismisses a political figure through partisan identity framing and personal attacks rather than policy analysis.
clownworldchronicles
Feb 18, 2026
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Uses exclusionary identity framing ('Third worlders do not belong') and expresses xenophobic sentiment about Western belonging.
vendeux-tcp
Jan 28, 2026
I am Canadian and will stand with millions of Canadian people we will stand for our Country. Together we will fight back for this trade war. Go Canadian go.
I am Canadian and will stand with millions of Canadian people we will stand for our Country. Together we will fight back for this trade war. Go Canadian go.
Asserts Canadian identity and national solidarity, calling for collective action to defend the country against external economic threats.
@SangNguyen-oc5dk
Mar 4, 2025
bro is so jealous with indians
bro is so jealous with indians
Accusation that the video creator is biased against Indians, framing it as jealousy.
factshub8359
Feb 16, 2026
bro go to hoboken NJ, its literally all indians and africans
bro go to hoboken NJ, its literally all indians and africans
Observational comment about demographic change in a specific location, framing it as an ethnic/cultural shift with implicit concern.
itsmagnumopus6224
Jan 28, 2026
the problem isn’t them necessarily but they way they refuse to assimilate to canadian culture. it’s exhausting.
the problem isn’t them necessarily but they way they refuse to assimilate to canadian culture. it’s exhausting.
Frames immigration problem as cultural non-assimilation rather than individual characteristics, asserting Canadian cultural norms as non-negotiable.
ashleighnycole
Jan 28, 2026
I live in Brampton and I can confirm we do have a big Indian problem
I live in Brampton and I can confirm we do have a big Indian problem
Local resident claim framing Indian presence in Brampton as a 'problem,' using identity-based framing.
raymchuge8605
Jan 28, 2026
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Local resident asserting native status while making ethnic stereotypes about specific immigrant groups.
_xcr7
Jan 28, 2026
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
Self-identification with a racial/class category combined with approval of outspoken behavior, using humor to frame identity assertion.
crazycanecorsolady
Jan 27, 2026
I stand 100% behind the man i voted for. Trump is putting America first! I am done being blind to the swamp and their idiocy. We may hurt for a little while, but America will …
I stand 100% behind the man i voted for. Trump is putting America first! I am done being blind to the swamp and their idiocy. We may hurt for a little while, but America will build back better. Stronger. We dont need Canada. They are mad about tarrifs but have them on their side. Common sense. Im loving this new era.
Commenter asserts strong political identity and national loyalty, framing support for Trump as putting 'America first' with us-vs-them framing against Canada.
@Jokerz1982
Mar 5, 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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Discourse Quality (Perspective API)