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
WHAT THE WORLD NEEDS NOW MORE THAN EVER IS TO GET RID OF CHUMP \n\nTHE GOP, CHUMP, MAGTARDS AND ELON WILL BE FLYING THEIR RUSSIAN FLAGS HIGH TONIGHT BECAUSE THEY AIN'T AMERICAN ?
WHAT THE WORLD NEEDS NOW MORE THAN EVER IS TO GET RID OF CHUMP \n\nTHE GOP, CHUMP, MAGTARDS AND ELON WILL BE FLYING THEIR RUSSIAN FLAGS HIGH TONIGHT BECAUSE THEY AIN'T AMERICAN ?
Hostile political rhetoric questioning patriotism of opponents and expressing alarm about their alignment with foreign powers.
@drumtwo4seven
Mar 4, 2025
We do not respect this new communist party. The American people are with Canada and Mexico and go after that idiot he is the most unfit man for any office except in a nursing home …
We do not respect this new communist party. The American people are with Canada and Mexico and go after that idiot he is the most unfit man for any office except in a nursing home where he belongs. Lori
Asserts group identity ('American people') in solidarity with Canada/Mexico while delegitimizing opponents as unfit, with implicit call to action.
@lutherlane-nb2ox
Mar 4, 2025
I'm a proud Canadian, and I'm very proud of our Prime Minister, Justin Trudeau. We did not want this trade war, but we fully support it. We have been attacked and blindsided by our best …
I'm a proud Canadian, and I'm very proud of our Prime Minister, Justin Trudeau. We did not want this trade war, but we fully support it. We have been attacked and blindsided by our best ally and friend. Things will never be the same between us! Our former relationship is over. Personally, we have canceled a 3 week road trip to Florida, we will not buy american products in our grocery stores or pharmacies. You have made a big mistake, America. You will also suffer, as will we. But we are tough and stubborn. How dare your gov't try to wreck our country after how we stood beside you for 100 years through 2 world wars, plus Iran hostage crisis and 9-11, among other events. We will not forget what you have done to us. All this, while you kiss putin's ass. You are disgusting! ????????
Strong assertion of Canadian national pride and identity, with moral appeals about historical loyalty and calls for consumer boycotts.
@Tony-k3i2w
Mar 4, 2025
As a North American, WE DON’T WANT THIS EITHER!!
As a North American, WE DON’T WANT THIS EITHER!!
Assertion of North American identity and rejection of the referenced policy, using collective us-vs-them framing.
Identity Assertion
0.80
@Kink_Shaman
Mar 4, 2025
I am American and I support Trump and 100% trade war .....Trudeau is Lying ....nobody is Hurting America !!!!! We will buy from USA not CANADA and your tariffs are higher for USA than ours …
I am American and I support Trump and 100% trade war .....Trudeau is Lying ....nobody is Hurting America !!!!! We will buy from USA not CANADA and your tariffs are higher for USA than ours were for ages...~!!!!!!!!! You are dumping stuff to USA with high tariffs for a long Time~!!!
Asserts American identity and support for Trump while making unverified claims about tariff comparisons and accusing Trudeau of lying without evidence.
@EverydayTreasure
Mar 4, 2025
True leader who cares about his PEOPLE‼️?
True leader who cares about his PEOPLE‼️?
Asserts national pride and in-group identity by praising a leader as caring for 'his PEOPLE' with emphatic markers.
@judyhowe2082
Mar 4, 2025
VIVA CANADA ??
VIVA CANADA ??
Patriotic assertion of Canadian identity and national pride with minimal additional content.
Identity Assertion
0.80
@jackmiuf9192
Mar 4, 2025
We the American people don’t want Trump
We the American people don’t want Trump
Assertion of collective American identity and rejection of Trump, using 'we the American people' framing to distinguish themselves from the administration.
Identity Assertion
0.80
@heathersnook9319
Mar 4, 2025
American here. We don’t need anyone let me be clear Canada relies more on us than we do them. I STAND WITH TRUMP.
American here. We don’t need anyone let me be clear Canada relies more on us than we do them. I STAND WITH TRUMP.
Asserts American superiority and dependence dynamics while expressing nationalist sentiment and support for Trump, framing US-Canada relations in zero-sum terms.
@venomouscustoms9531
Mar 4, 2025
Canada wants to bring it. Then do it. Your a pansy ass country. Is this idiot looking to threaten us?? MAGA
Canada wants to bring it. Then do it. Your a pansy ass country. Is this idiot looking to threaten us?? MAGA
Dismisses Canada as weak ('pansy ass country') while asserting American strength and identity, with confrontational framing.
@Scorpiohandles
Mar 4, 2025
Im canadian and this man is a fool. We thank God for Trump!
Im canadian and this man is a fool. We thank God for Trump!
Asserts Canadian identity while expressing support for Trump over the Prime Minister, creating an us-vs-them framing.
@brazilshotta
Mar 4, 2025
Insignificant Canadian leader, go and cry about it. ?
Insignificant Canadian leader, go and cry about it. ?
Dismisses Trudeau with contempt, asserting Canadian leadership as insignificant in an us-vs-them framing.
@thomascrissman1124
Mar 4, 2025
No one wants this clown, even his wife left him.
No one wants this clown, even his wife left him.
Personal attack and dismissal of a political figure, asserting rejection and delegitimization through insult.
Identity Assertion
0.80
@omila76
Mar 4, 2025
Its Mr President to you Justin.
Its Mr President to you Justin.
Asserts Trump's status and authority through formal title, implying Trudeau should defer to him.
Identity Assertion
0.80
@206babe
Mar 4, 2025
As a Canadian living in Alberta, this embarrassment does not speak for the majority of Canadians. Rob Ford is an idiot, and David Eby is stupid as well. Please stop listening to them
As a Canadian living in Alberta, this embarrassment does not speak for the majority of Canadians. Rob Ford is an idiot, and David Eby is stupid as well. Please stop listening to them
Commenter asserts their Canadian identity and claims to speak for 'the majority of Canadians' while distancing themselves from political figures.
@ericstarchuk7590
Mar 4, 2025
Trump USA Rump, so embarrassing to me as an American
Trump USA Rump, so embarrassing to me as an American
Expresses shame about American identity in relation to Trump, asserting values-based distinction from his administration.
@teresaatz870
Mar 4, 2025
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
French Canadian from Montreal... Proud to stand against a bully! ?? Canadian must unite and stay strong..
French Canadian from Montreal... Proud to stand against a bully! ?? Canadian must unite and stay strong..
Asserts French-Canadian identity and calls for national unity against external threat (Trump as 'bully').
@kimini_tea
Mar 4, 2025
Won't listen to a word Trudeau the traitor spews.
Won't listen to a word Trudeau the traitor spews.
Dismissive statement using derogatory framing ('traitor') to delegitimize Trudeau and reject his authority.
Identity Assertion
0.80
@reccerecce1
Mar 4, 2025
Just know!! I did not and would never vote trump!! This is crazy
Just know!! I did not and would never vote trump!! This is crazy
Commenter distancing themselves from Trump supporters through emphatic disavowal, asserting non-alignment with a political group.
Identity Assertion
0.80
@junebuffaloismycity5692
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)