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
Canadian here…are you starting to realize we’re not playing? The gloves are off it’ll be tough for us but make no mistake it’ll be tough for you too ✊??
Canadian here…are you starting to realize we’re not playing? The gloves are off it’ll be tough for us but make no mistake it’ll be tough for you too ✊??
Canadian asserting national identity and resolve in a conflict, with implicit us-vs-them framing.
@vivilounge9013
Mar 4, 2025
Traitor trump needs to go as soon as possible. What a disgrace he is. He was an utter disgrace in his last term, and here he is again. Maga dummies need to get deported.
Traitor trump needs to go as soon as possible. What a disgrace he is. He was an utter disgrace in his last term, and here he is again. Maga dummies need to get deported.
Uses divisive us-vs-them framing ('Maga dummies') and calls for deportation, combining identity-based rhetoric with a call to action.
@UmbertoJackson
Mar 4, 2025
CANADA HAS A TRUE, TRUTHFUL LEADER...NOT PUTINS PLAY THING ???????????
CANADA HAS A TRUE, TRUTHFUL LEADER...NOT PUTINS PLAY THING ???????????
Asserts Canadian national superiority and contrasts leader favorably against Trump/Putin, using us-vs-them framing.
@sterlingfury
Mar 4, 2025
As an American I apologize for absolutely nothing. \n\nThat being said Trudeau did good here. Id trade him for Trump in a heart beat.
As an American I apologize for absolutely nothing. \n\nThat being said Trudeau did good here. Id trade him for Trump in a heart beat.
American commenter asserts national identity while comparing Trump unfavorably to Trudeau, positioning themselves as critical of their own country's leadership.
@c.w.k.n.5117
Mar 4, 2025
Justin you threaten this guy because you are what he will never be INTELLIGENT ?
Justin you threaten this guy because you are what he will never be INTELLIGENT ?
Makes a personal attack framed around intelligence and character, establishing an us-vs-them contrast between the commenter's view of leadership.
@mikehopkins1201
Mar 4, 2025
the Canadians are our friends... Trump and this illegal regime are our enemies.
the Canadians are our friends... Trump and this illegal regime are our enemies.
Frames Canadians as allies and Trump's regime as enemies; uses us-vs-them framing with moral undertones about legitimacy.
@jaykpjohnson
Mar 4, 2025
We are ready for this fight Canada and Germany!!!bring it on!! Get ready to go hungry and get ready for your taxes to go up without our military!! Bad move Canada we are tired of …
We are ready for this fight Canada and Germany!!!bring it on!! Get ready to go hungry and get ready for your taxes to go up without our military!! Bad move Canada we are tired of your half ass support if that’s what you want to call it!! WE DONT NEED YOUR COUNTRY BUT YOU CERTAINLY NEED US!!
Uses strong us-vs-them framing ('WE DONT NEED YOUR COUNTRY BUT YOU CERTAINLY NEED US'), asserting American superiority and dominance.
@nancymarin5358
Mar 4, 2025
OH CANADA STAND TALL AND FIRM ?
OH CANADA STAND TALL AND FIRM ?
Patriotic assertion of Canadian identity and national pride with an exhortatory tone.
@MariaRodriguez-zw5eg
Mar 4, 2025
Trump is the best!! USA is my country and am proud that a 'non politician' is our President. Stop screwing with us!!
Trump is the best!! USA is my country and am proud that a 'non politician' is our President. Stop screwing with us!!
Expresses national pride and political identity by supporting Trump as a non-politician outsider.
@TheMaclen818
Mar 4, 2025
And from me to you as an American citizen we are tired of people taking advantage of us..
And from me to you as an American citizen we are tired of people taking advantage of us..
Speaker asserts American identity and expresses collective grievance ('we are tired'), framing immigrants as exploitative outsiders threatening the in-group.
@moonchild2020
Mar 4, 2025
This fills me with joy, about time the USSR of America felt some pain.
This fills me with joy, about time the USSR of America felt some pain.
Uses dehumanizing language ('USSR of America') and expresses satisfaction at American hardship, reflecting strong anti-American identity positioning.
@luke9509
Mar 4, 2025
O Canada, we stand on guard for thee. Europe can buy your gas and oil instead of USA.
O Canada, we stand on guard for thee. Europe can buy your gas and oil instead of USA.
Invokes Canadian national anthem and frames Canada as redirecting trade away from USA, asserting Canadian identity and sovereignty.
@olevaiti4302
Mar 4, 2025
Both my Conservative Grandparents and my Liberal Parents stand with Canada.
Both my Conservative Grandparents and my Liberal Parents stand with Canada.
Asserts Canadian national unity across political divides, emphasizing collective identity and belonging.
@shaamex2
Mar 4, 2025
From the American people to Trudeau we hate you Canadians are cool but you ruined that country
From the American people to Trudeau we hate you Canadians are cool but you ruined that country
Expresses American identity and rejection of Canadian leadership, framing Trudeau as responsible for Canada's problems.
@doviangraciano4359
Mar 4, 2025
If you want to stand tall against the most powerful country in the history of Earth, let's see how long you stand. Canada is not an equal. Proud Republicans who support the POTUS should to …
If you want to stand tall against the most powerful country in the history of Earth, let's see how long you stand. Canada is not an equal. Proud Republicans who support the POTUS should to the best of their abilities boycott Canadian products. USA cannot continue on its current path. Our grandkids will be paying $20 a gallon of milk and $1,000,000 for a run down house. USA needs change and no one until Trump offered any real change. USA saved Europe in WW2 and rebuilt Europe afterwards. If they don't want to be a friend of the USA, that will weaken them, not us
Asserts US superiority and exceptionalism while framing Canada as weak, calling for boycotts and expressing anxiety about economic decline.
@Emma-k1c
Mar 4, 2025
Canadas tuff decision: to be 51st state or continue as a colony...? Tuff indeed
Canadas tuff decision: to be 51st state or continue as a colony...? Tuff indeed
Questions Canada's sovereignty and independence through us-vs-them framing comparing Canada to the US, asserting national identity concerns.
@gagibakija4825
Mar 4, 2025
They the Americans are not our friends!
They the Americans are not our friends!
Asserts Canadian identity through us-vs-them framing against Americans as outsiders/threats.
@yournanna866
Mar 4, 2025
Texan for Canada and a leader who is articulate, civil and intelligent...the polar opposite of Putin's beotch.
Texan for Canada and a leader who is articulate, civil and intelligent...the polar opposite of Putin's beotch.
Asserts Canadian identity and leadership superiority through contrast with Trump/Putin, us-vs-them framing.
@johnjoseph3667
Mar 4, 2025
Trump is a mentally ill psychopath just like 'putin', Canada is a strong and free country for ever. I feel sorry for americans that voted this uneducated low life goon to the white house.
Trump is a mentally ill psychopath just like 'putin', Canada is a strong and free country for ever. I feel sorry for americans that voted this uneducated low life goon to the white house.
Asserts Canadian national identity as strong and free while denigrating American voters and leadership.
@michaelmandzuk3503
Mar 4, 2025
I like Canada ?? but they can piss off sorry i stand with USA ??
I like Canada ?? but they can piss off sorry i stand with USA ??
Expresses preference for USA over Canada, framing as an identity/allegiance choice.
Identity Assertion
0.80
@DERANGEDFUCKFACE
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)