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
Policy Critique
5,980 comments
I think Trump is the negative of what people voted for.\nHis decisions are questionable...
I think Trump is the negative of what people voted for.\nHis decisions are questionable...
Critiques Trump's policy decisions as contrary to voter expectations and questions their merit.
Policy Critique
0.85
@ibukunadebayo9278
Mar 4, 2025
Am I missing something? Hasn’t the Canadian government been pushing higher taxes on its citizens for years now and making everyday living difficult?
Am I missing something? Hasn’t the Canadian government been pushing higher taxes on its citizens for years now and making everyday living difficult?
Frames as a question but primarily critiques Canadian government policy on taxation and cost of living, seeking validation of existing critique.
@JulianButterworth-ff1ii
Mar 4, 2025
The problem is Trump's doing totally the most unnecessary actions against our country and it's people! What did the American people do to deserve this unnecessary action of tariffs! They're on logic in it at …
The problem is Trump's doing totally the most unnecessary actions against our country and it's people! What did the American people do to deserve this unnecessary action of tariffs! They're on logic in it at all! I don't see any good reason, just tell the people why! I'm sure Trump doesn't have one if he says he does he's lying!
Criticism of Trump's tariff policies as unjustified and illogical, with moral questioning of their necessity.
@paulturner8040
Mar 4, 2025
Trump is using fentanyl as an weak excuse to turn on our allies. And us Americans have to pay. Thank all the trumpers thought he had their back who voted him in office.
Trump is using fentanyl as an weak excuse to turn on our allies. And us Americans have to pay. Thank all the trumpers thought he had their back who voted him in office.
Criticizes Trump's policy approach (using fentanyl as excuse, harming allies) and implicitly calls out voters who supported him.
@jeremiah03101
Mar 4, 2025
enough with geriatrics in politics
enough with geriatrics in politics
Criticism of age-related issues in political leadership, a policy/governance concern.
Policy Critique
0.85
@vadymrud4462
Mar 4, 2025
Our rich president has nothing in common with hard working Americans. Trump is so embarrassing.
Our rich president has nothing in common with hard working Americans. Trump is so embarrassing.
Criticizes Trump as disconnected from working Americans and expresses disapproval of his leadership.
@charm.eternity
Mar 4, 2025
Trump is using Fentanyl as an excuse to need get the money he has lost from the tax reductions he gave to the billionaires . He made the tax reductions for his own greed to …
Trump is using Fentanyl as an excuse to need get the money he has lost from the tax reductions he gave to the billionaires . He made the tax reductions for his own greed to make him a little richer. He was only thinking of his own greed.
Criticizes Trump's tax policy and motivations while invoking greed as a moral failing.
@BoBStrohm-r2s
Mar 4, 2025
Canada needs to stop living off of the United States the bleeding of money and military support has to stop
Canada needs to stop living off of the United States the bleeding of money and military support has to stop
Criticizes Canada's economic and military dependence on the United States as unsustainable.
@eddielugo772
Mar 4, 2025
How Fkn Stupid is our Leadership?!?! \nIt all makes sense if you consider that Trump is trying to Destroy the United States relationships!!!! \nhes CLEARLY PICKING FIGHTS!!!!
How Fkn Stupid is our Leadership?!?! \nIt all makes sense if you consider that Trump is trying to Destroy the United States relationships!!!! \nhes CLEARLY PICKING FIGHTS!!!!
Criticizes leadership competence and expresses alarm about Trump deliberately damaging U.S. relationships.
@c.morris402
Mar 4, 2025
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Criticizes Trump's global policies and implicitly urges Canada to remove him from influence through strong language.
@dangerino2249
Mar 4, 2025
How does this make sense? Trump being the stupid ass he has always been, put tariffs on imported goods from Canada causing US citizens to pay more for goods from Canada. So PM Trudeau sets …
How does this make sense? Trump being the stupid ass he has always been, put tariffs on imported goods from Canada causing US citizens to pay more for goods from Canada. So PM Trudeau sets tariffs on goods coming in from the US causing CAnidian citizens to pay more for goods imported from the US.\nHaving said that, I do see that PM Trudeau will be causing Canadian citizens to stop buying imported US products, slapping Trump in the face and causing hardship to US manufacturers. This should cause blowback from US manufacturers towards Trump'a stupidity.\nOh, ?Trump
Analyzes tariff policy consequences for both countries' citizens and manufacturers, critiquing Trump's economic decisions.
@Ghost_Recon_Actual
Mar 4, 2025
Soon to be 51st state , Trudeau is as corrupt as they come .
Soon to be 51st state , Trudeau is as corrupt as they come .
Criticizes Trudeau as corrupt while asserting Canada's subordinate status to the US, blending policy critique with identity framing.
@D.Yota.
Mar 4, 2025
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing …
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing money from government offices. Trump is not a smart man. Recently he said this was a bad agreement and who the hell signed this speaking about the last trade agreement with Canada and Mexico. Well it was you Dumb Donald. Nothing more than a child bully.\n This idiot thinks Zelensky is a dictator but refuses to call Putin a dictator WTF . He says Ukraine started the war, what a retarded scumbag. Good luck the next 4 years UST, United States of Trump.
Critiques Trump's tariff policy, tax cuts, and trade decisions while making moral judgments about his character and competence.
@sadie63
Mar 4, 2025
If he really cared about the fentanyl epidemic and drug addicts he wouldn't be cutting funding for programs that help drug addicts. He wouldn't be cutting funding to mental health programs. He wouldn't be cutting …
If he really cared about the fentanyl epidemic and drug addicts he wouldn't be cutting funding for programs that help drug addicts. He wouldn't be cutting funding to mental health programs. He wouldn't be cutting funding to programs that help poorer families and children. He does not care about the working class and Americans who are already struggling. The only people he cares about are his wealthy buddies, and even then, it's more about their money than anything else. If any of them lost everything tomorrow, he wouldn't reach out to them with open arms and support, lol.
Detailed critique of Trump's policy priorities, arguing his actions contradict his stated concern for vulnerable populations.
@Shellyshocked
Mar 4, 2025
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
Criticizes leaders for ruining the country through poor governance, framed as an attack on specific individuals' policy decisions rather than identity-based blame.
@chelcea123
Mar 4, 2025
Trump is really shafting America
Trump is really shafting America
Brief criticism of Trump's policies and their negative impact on America.
Policy Critique
0.85
@rogerleadbeter1625
Mar 4, 2025
The reason Canada is in this position is because of our useless government. Who hasn't done anything to prepare Canadians for this and a government who has destroyed our economy to let this happen.
The reason Canada is in this position is because of our useless government. Who hasn't done anything to prepare Canadians for this and a government who has destroyed our economy to let this happen.
Critiques Canadian government's preparedness and economic management as root cause of current crisis.
@angelapereira676
Mar 4, 2025
Trudeau needs to stop talking !
Trudeau needs to stop talking !
Direct criticism of Trudeau's communication approach and leadership.
Policy Critique
0.85
@steveo4253
Mar 4, 2025
This guy is an idiot and I’m sorry Canada that you have them as your Prime Minister say what you want about Trump. This guy is definitely a disgrace with no backbone of his own. …
This guy is an idiot and I’m sorry Canada that you have them as your Prime Minister say what you want about Trump. This guy is definitely a disgrace with no backbone of his own. He just looks like a sad, pathetic man. Why would you want him running your country he looks weak. He speaks weak. All he’s gonna do is hurt your country.
Criticizes Trudeau's leadership qualities and perceived weakness, arguing he is unfit to lead Canada.
@TravisAndres-g5b
Mar 4, 2025
Too bad Canada has such a wimpy socialist leader.
Too bad Canada has such a wimpy socialist leader.
Criticizes the Canadian leader's perceived weakness and ideological approach to governance.
Policy Critique
0.85
@ScientistPrepper
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)