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
When Canada makes the US look like the immature, dangerous, foolish country that we are. What an absolute embarrassment….
When Canada makes the US look like the immature, dangerous, foolish country that we are. What an absolute embarrassment….
Expresses national shame and contrasts Canadian competence with American incompetence, asserting identity through comparison.
@JeffCraigPhotos
Mar 4, 2025
Its still unbelievable and shocking that such an unintelligent and idiotic man as trump could be president of the US
Its still unbelievable and shocking that such an unintelligent and idiotic man as trump could be president of the US
Comment expresses a value judgment about Trump's intelligence/fitness, framed as an assertion of superiority rather than substantive policy critique.
@remakesonly
Mar 5, 2025
Donald...touch Ireland in anyway that harms us....Irish Americans will destroy you. Remember we are everywhere.
Donald...touch Ireland in anyway that harms us....Irish Americans will destroy you. Remember we are everywhere.
Asserts Irish-American identity and collective power while issuing a warning/threat framed through ethnic group solidarity.
@gracesanity6314
Mar 5, 2025
Justin Trudeau is a great prime minister, brilliant leader god bless Canada
Justin Trudeau is a great prime minister, brilliant leader god bless Canada
Expresses national pride and support for leadership as part of Canadian identity affirmation.
Identity Assertion
0.75
@thayamahesan4146
Mar 5, 2025
Mark "Who Cares about real Canadians" Carney
Mark "Who Cares about real Canadians" Carney
Sarcastic attack on a political figure using a modified name to suggest he prioritizes immigrants over 'real Canadians,' invoking us-vs-them framing.
FastFingers3000
Feb 24, 2026
Canadian people are just amazing and well said prime minister Trudeau.
Canadian people are just amazing and well said prime minister Trudeau.
Expresses national pride in Canadian people and affirms leadership as part of identity assertion.
Identity Assertion
0.75
@AliceFonseca-b9u
Mar 5, 2025
America doesn’t want this, just trump, republicans, magas and the billionaires.
America doesn’t want this, just trump, republicans, magas and the billionaires.
Comment distinguishes between 'America' as a collective and specific political groups (Trump, Republicans, billionaires), asserting that the latter don't represent the former.
@evp911
Mar 4, 2025
I am so embarrassed at having Trump as leader.
I am so embarrassed at having Trump as leader.
Personal expression of shame about national leadership, asserting identity as American while distancing from Trump.
Identity Assertion
0.75
@tadams4770
Mar 4, 2025
Trudeau is an idiot ask any Canadian
Trudeau is an idiot ask any Canadian
Makes sweeping claim about Canadian consensus against Trudeau without evidence, asserting national identity/opinion.
@walterpershin8557
Mar 4, 2025
So now the government in Canada wants to defend us & tell us to stand united but in the past decade this country has turned into trash as they gave it away with an open …
So now the government in Canada wants to defend us & tell us to stand united but in the past decade this country has turned into trash as they gave it away with an open door of Indians taking over and not giving AF about the people born and raised here - the adds on the radio ask us to keep our money in Canada and untie, but we dont even have a Canadian culture left anymore and people living here long enough know its true unfortunately, this was a great place to live but they destroyed it long before this issue - cost of living, housing crisis, immigration, gangs, crime etc. - If they want to keep letting people in here then start a service to help us get out and relocate before asking for help from the people you hurt
Extended complaint asserting loss of Canadian identity and culture due to immigration, framing immigrants (specifically Indians) as threats to national belonging and quality of life.
@scottn79
Mar 5, 2025
Who cares what the clown Trudeau thinks!! Or what he has to say his party's being voted out? He is literally losing his postion as leader right now! Why? Because canadians hate him and his …
Who cares what the clown Trudeau thinks!! Or what he has to say his party's being voted out? He is literally losing his postion as leader right now! Why? Because canadians hate him and his party BWAHAHAHAHA ??????
Dismisses Trudeau while asserting that Canadians collectively reject him and his party; uses sweeping generalizations and humor.
@pernellroy3690
Mar 4, 2025
These low class white people are the ones who are jealous. If you hate Indians just for existing then know you are a low life white trash by default.
These low class white people are the ones who are jealous. If you hate Indians just for existing then know you are a low life white trash by default.
Uses inflammatory identity-based language to defend Indians against perceived racism, asserting moral judgment about white critics.
hrishikeshshinde5150
Feb 8, 2026
This is wat a real president sounds like
This is wat a real president sounds like
Compares leadership quality implicitly, asserting standards of what constitutes legitimate presidential authority.
Identity Assertion
0.75
@durellscott9411
Mar 4, 2025
I think we, Canadians, should just join the USA, as our leader is an incompetent buffoon.. I’m ready to join USA.
I think we, Canadians, should just join the USA, as our leader is an incompetent buffoon.. I’m ready to join USA.
Questions Canadian national identity and belonging by suggesting assimilation into the U.S., framing current leadership as incompetent.
@aaaa1111-yg4vy
Mar 4, 2025
Scammers and smelly
Scammers and smelly
Uses dehumanizing stereotypes and slurs to demean a group, asserting negative identity-based characterizations.
JamJhon-i6u
Feb 5, 2026
America is getting greater again with Trump ???
America is getting greater again with Trump ???
Rhetorical question asserting a positive view of Trump's leadership and American greatness.
Identity Assertion
0.75
@joecarbone2316
Mar 4, 2025
One of big reason Indians feels oppressed in India is religion (Cult) , which they have successfully brought it here. 😬 Too many gurudwara/ temples and that statute is hideous.
One of big reason Indians feels oppressed in India is religion (Cult) , which they have successfully brought it here. 😬
Too many gurudwara/ temples and that statute is hideous.
The comment frames religious institutions brought by immigrants as problematic and oppressive, asserting cultural/identity concerns about demographic change.
thankyou999
Feb 8, 2026
And don't generalize you id*ot. These people are shameless indeed but they do not represent true immigrants
And don't generalize you id*ot. These people are shameless indeed but they do not represent true immigrants
Defends immigrants as a group by distinguishing 'true immigrants' from those criticized, asserting a categorical identity boundary.
StarpointTruth
Feb 7, 2026
Wonderful Prime Minister
Wonderful Prime Minister
Brief positive statement about the Prime Minister expressing support or approval.
Identity Assertion
0.75
@mithranm.p
Mar 4, 2025
Didn't that globalist scumbag resign? ?Bye Felicia.
Didn't that globalist scumbag resign? ?Bye Felicia.
Uses dehumanizing language ('globalist scumbag') to frame political opposition as an out-group threat, with dismissive humor ('Bye Felicia').
@Beelzebunge
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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