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
President Trump is the best that happened to people in the world. He is a peacemaker and he tries to stop the bloody clown from ukraine.God bless him,God bless America!
President Trump is the best that happened to people in the world. He is a peacemaker and he tries to stop the bloody clown from ukraine.God bless him,God bless America!
Expresses strong political allegiance to Trump as a leader and peacemaker, framing him as beneficial to 'people in the world,' which reflects identity-based political positioning.
@ruslanahmadeev111
Mar 4, 2025
As a mature Indian , I promote this vedio !
As a mature Indian , I promote this vedio !
The commenter asserts their identity as a 'mature Indian' and endorses the video, combining identity claims with support.
Moksh-loveanimals
Feb 3, 2026
You were on point but immediately you mentioned Russia you lost bro, you ve lost. We Africans support Russia wholeheartedly.
You were on point but immediately you mentioned Russia you lost bro, you ve lost. We Africans support Russia wholeheartedly.
Asserts African identity and geopolitical allegiance to Russia, creating an us-vs-them framing around international positions.
@YahayaIssah-lc4ug
Mar 4, 2025
Trump is correct! It will hurt in the begging but it will help USA in the long run! Go Trump, Go!!!
Trump is correct! It will hurt in the begging but it will help USA in the long run! Go Trump, Go!!!
Expresses support for Trump with us-vs-them framing and implicit call to action through enthusiastic endorsement.
@stratosa2554
Mar 4, 2025
LOT OF ENGINEERS & DOCTORS
LOT OF ENGINEERS & DOCTORS
Brief assertion categorizing immigrants by professional credentials, implying positive group identity.
Identity Assertion
0.75
proffessorape
Jan 27, 2026
street shitters are called
street shitters are called
Uses a derogatory ethnic slur to demean a specific community, asserting negative identity-based stereotypes.
Identity Assertion
0.75
alexio6977
Oct 6, 2025
at last alowly everyone is seeing usa for what it is... enemy to all
at last alowly everyone is seeing usa for what it is... enemy to all
Frames USA as an external enemy threat, establishing an us-vs-them boundary while expressing security/threat concerns.
@GamingInfested
Mar 4, 2025
I’m an American and I hate tRump.
I’m an American and I hate tRump.
Commenter identifies as American and expresses opposition to Trump, using national identity and political positioning to frame their stance.
Identity Assertion
0.75
@tnkwilli
Mar 4, 2025
Omg this guy is an embarrassment! I feel bad for Canada
Omg this guy is an embarrassment! I feel bad for Canada
Expresses embarrassment about a political figure's actions in relation to Canadian national identity and reputation.
@russellgiam
Mar 4, 2025
As an Indian - it’s a good show going on, sit back watch and enjoy…
As an Indian - it’s a good show going on, sit back watch and enjoy…
Asserts Indian identity and frames Canadian immigration debate as entertainment spectacle from outsider perspective.
@boneyantony
Mar 4, 2025
The only people on the planet that couldn't see (or care) that this type of disaster was going to happen after the election of Trump, were the MAGA MORONS!\n\nFinally on full display, the MANCHURIAN CANDIDATE, …
The only people on the planet that couldn't see (or care) that this type of disaster was going to happen after the election of Trump, were the MAGA MORONS!\n\nFinally on full display, the MANCHURIAN CANDIDATE, DONALD J TRUMP.\n\nCongratulations America ??
Uses divisive us-vs-them framing ('MAGA MORONS') and expresses alarm about Trump as threat to democracy.
@gregwilliamson3001
Mar 4, 2025
Some people on here that should go live with Donald Trump and leave the rest of us to live in a country where we are kind, thankful and blessed with good neighbours .... One of …
Some people on here that should go live with Donald Trump and leave the rest of us to live in a country where we are kind, thankful and blessed with good neighbours .... One of the best countries in the world whose leaders are responsible law abiding adults. Not perfect country but one of the best in the world! ?
Asserts Canadian national identity as kind and responsible, contrasting with those who would align with Trump, with welcoming undertones.
@carolynvandine5239
Mar 4, 2025
its been 2 months and i've already completely lost hope for my country. sorry canada, i hope trumps cholesterol catches up to him soon.
its been 2 months and i've already completely lost hope for my country. sorry canada, i hope trumps cholesterol catches up to him soon.
Expresses loss of hope in national identity and belonging, with sarcastic/dark humor about political leadership.
@Phrogg1es
Mar 4, 2025
We hate him here in Canada,an love PRES TRUMP
We hate him here in Canada,an love PRES TRUMP
Asserts Canadian identity and values in opposition to Trump support, creating us-vs-them framing between Canadian and American positions.
Identity Assertion
0.75
@bill6002
Mar 4, 2025
I stand behind Canada and Mexico. I wish people would think for themselves though. Believing every single thing Trump says is the stupidest thing anyone could ever do but MAGAs aren’t educated anyways.
I stand behind Canada and Mexico. I wish people would think for themselves though. Believing every single thing Trump says is the stupidest thing anyone could ever do but MAGAs aren’t educated anyways.
Expresses solidarity with Canada/Mexico while dismissing Trump supporters as uneducated, framing an us-vs-them identity divide.
@Charles.D89
Mar 4, 2025
America has chosen Trump
America has chosen Trump
Simple statement of political allegiance/identity assertion regarding Trump and American electoral choice.
Identity Assertion
0.75
@bullfrog2917
Mar 4, 2025
Don't threaten us, you don't have enough power to do that. We don't even know you exist up there, so take a chill pill.
Don't threaten us, you don't have enough power to do that. We don't even know you exist up there, so take a chill pill.
Dismissive assertion of US dominance and Canadian irrelevance, framing an us-vs-them dynamic with defensive tone.
@leeclements2335
Mar 4, 2025
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Compares Indian integration in UK to Canada while expressing ambivalence about cultural markers like religious headwear.
pete801
Feb 3, 2026
We, the caring and smart ones, know anything out of orange’s mouth is crap and nothing but lies.
We, the caring and smart ones, know anything out of orange’s mouth is crap and nothing but lies.
Asserts in-group identity ('caring and smart ones') while dismissing Trump as dishonest, using us-vs-them framing.
@pandasunflowers7200
Mar 4, 2025
Trudo number one. The best.? . Trump ?
Trudo number one. The best.? . Trump ?
Expresses preference for Trudeau over Trump through comparative assertion of national leadership quality.
Identity Assertion
0.75
@s.p3720
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)