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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Policy Critique
5,980 comments
So, we are supposed to take the advice of someone who is bankrupting his own country? No thanks…
So, we are supposed to take the advice of someone who is bankrupting his own country? No thanks…
Critiques Trump's economic management and dismisses his credibility on policy grounds.
@pauliannuzzelli4789
Mar 4, 2025
His answer against Trump’s tariffs is directly harming Canada citizens more so than Americans. \n\nThis tick isn’t on a moral high ground. I WISH this motherfucker would keep escalating this with a president that’ll gladly …
His answer against Trump’s tariffs is directly harming Canada citizens more so than Americans. \n\nThis tick isn’t on a moral high ground. I WISH this motherfucker would keep escalating this with a president that’ll gladly turn Canada into a fuckin theme park.
Criticism of the leader's tariff response policy as economically harmful to Canadian citizens and morally inconsistent.
@shaxxalicious350
Mar 4, 2025
Im more than embarrassed by these ridiculous tariffs as an American and Trumps administration has made it more than difficult to support any of these lies they continue to spread
Im more than embarrassed by these ridiculous tariffs as an American and Trumps administration has made it more than difficult to support any of these lies they continue to spread
Criticizes Trump administration's tariff policy and accuses them of spreading falsehoods, with personal embarrassment about national leadership.
@adamwebb8114
Mar 4, 2025
Mr Temporary President, only 1418 day left in White House, and you are the most idiotic President in the history of USA.
Mr Temporary President, only 1418 day left in White House, and you are the most idiotic President in the history of USA.
Criticizes Trump's presidential performance and competence with countdown to end of term, framed as policy/leadership critique.
Policy Critique
0.80
@ponder-upon-it
Mar 4, 2025
He said “he would stand up for Canadians “ … LOL … yep, Justin, that’s why they are getting rid of you.
He said “he would stand up for Canadians “ … LOL … yep, Justin, that’s why they are getting rid of you.
Uses sarcasm ('LOL') to critique the Prime Minister's failure to deliver on campaign promises.
@sharik467
Mar 4, 2025
Governor Trudeau, you’ve allowed our country to be ravaged by immigrants and fentanyl. Plus we give you billions of dollars in aid just cuz you’re our neighbor. Additionally, i thought you resigned?
Governor Trudeau, you’ve allowed our country to be ravaged by immigrants and fentanyl. Plus we give you billions of dollars in aid just cuz you’re our neighbor. Additionally, i thought you resigned?
Critiques Trudeau's immigration and drug policies with unverified claims about country being 'ravaged,' plus a factual question about resignation.
@javiercornejo1924
Mar 4, 2025
Refreshing to hear a politician speak the truth. All Americans should listen to this and see the Orange Turd is the instigator to this “lose-lose” trade war now underway.
Refreshing to hear a politician speak the truth. All Americans should listen to this and see the Orange Turd is the instigator to this “lose-lose” trade war now underway.
Criticizes Trump's trade war policy while using derisive humor ('Orange Turd') to mock the opposing political figure.
@allengrigg7553
Mar 4, 2025
Boo boo, Canada has been taking Billions from us and charging us Tariffs. We DONT NEED CANADA. They need us not Visa-Versa. I was Born in Toronto, what a terrible Liberal Leftist Country it has …
Boo boo, Canada has been taking Billions from us and charging us Tariffs. We DONT NEED CANADA. They need us not Visa-Versa. I was Born in Toronto, what a terrible Liberal Leftist Country it has become including “ No Freedom Of Speech “. Trudeau is in competent and one speech doesn’t change that. Face it Canada !
Criticizes Canadian policy and Trudeau's competence while asserting Canadian identity (born in Toronto) and framing Canada as a 'Liberal Leftist Country' with identity-based concerns.
@bobbyg4100
Mar 4, 2025
NOPE! \n\nSORRY OUR MILITARY IS NOT W SOCIAL EXPERIMENT
NOPE! \n\nSORRY OUR MILITARY IS NOT W SOCIAL EXPERIMENT
Rejects military policy as a 'social experiment,' expressing opposition to specific government action.
@LordDirus007
Mar 4, 2025
I’m surprised that USA isn’t trying to keep a good relationship with its neighbours
I’m surprised that USA isn’t trying to keep a good relationship with its neighbours
Questions US diplomatic strategy toward neighboring countries, implicitly critiquing relationship management policy.
@daus6035
Mar 4, 2025
Thanks to the genius DT!!!\nA joker who always praised himself for the wrong reasons \nDT go home you are out!!!
Thanks to the genius DT!!!\nA joker who always praised himself for the wrong reasons \nDT go home you are out!!!
Criticizes Trump's leadership and self-promotion while implicitly calling for his removal from office.
@alantsang8169
Mar 4, 2025
This clown was supposed to leave his position yet still there to hurt Canada
This clown was supposed to leave his position yet still there to hurt Canada
Criticizes the political leader's continued presence in office and alleged harm to Canada, combining personal attack with policy disagreement.
@johnreimer3807
Mar 4, 2025
Trudeau is a punk and communist so pound sand
Trudeau is a punk and communist so pound sand
Dismissive criticism of Trudeau using ideological labels (punk, communist) to delegitimize his leadership and policies.
@JamesSpindler-x7x
Mar 4, 2025
Wherever you are on the political spectrum you have to admit that he's right about what he said at the start. Trump supporters: please look at how Trump is aligning with putin. A country which …
Wherever you are on the political spectrum you have to admit that he's right about what he said at the start. Trump supporters: please look at how Trump is aligning with putin. A country which is antithetical to western & US lifestyle. Why is he befriending the Russians and making enemies with allies? It's so strange
Critiques Trump's foreign policy alignment with Russia and questions his strategic decisions regarding alliances.
@kirbster1005
Mar 4, 2025
So the Canadians are getting blamed for the fentanyl coming across the southern border….. trump has gone looney
So the Canadians are getting blamed for the fentanyl coming across the southern border….. trump has gone looney
Critiques Trump's policy decisions and blame-shifting regarding fentanyl, characterizing his approach as irrational ('looney').
@saskmike71
Mar 4, 2025
Imagine if Trudeau announced that he would be pausing the carbon tax on the Canadian people to help offset some of the costs imposed on us by the United States. Do I respect that he …
Imagine if Trudeau announced that he would be pausing the carbon tax on the Canadian people to help offset some of the costs imposed on us by the United States. Do I respect that he is standing up for Canadians...Yes! Is Donald foolish in creating a trade dispute between his closest friends and Allies...Yes! Who's going to suffer....everyone! Government screwing over the people continues as it always have.
Analyzes government policy trade-offs (carbon tax, trade disputes) and critiques both Trump's approach and broader government failures affecting citizens.
@cutsy101
Mar 4, 2025
trudeau already f**ed canada , how can trump do any worse ?
trudeau already f**ed canada , how can trump do any worse ?
Criticizes Trudeau's governance while comparing potential harm from Trump, using rhetorical comparison.
@johnwaite3879
Mar 4, 2025
Trump is lying about tge drugs. It's all about the money for the tax cuts !!!!
Trump is lying about tge drugs. It's all about the money for the tax cuts !!!!
Asserts that stated policy rationales are false covers for unstated economic motives, critiquing the policy's true intent.
@corinnem.239
Mar 4, 2025
#1. Trump postponed so that Canada wouldn’t literally freeze them out by cutting off energy. Now that winter is ending it’s game on\n#2. If Trump wanted to start a war with Canada he needs congress. …
#1. Trump postponed so that Canada wouldn’t literally freeze them out by cutting off energy. Now that winter is ending it’s game on\n#2. If Trump wanted to start a war with Canada he needs congress. The only way to get them on his side is Canada to poke the US in the eye.\n#3. Quit talking about Fentanyl without pointing every finger at China. \n#4. If you like how Trudeau is acting now, after 9 years. That’s just a politician who knows they won’t be re-elected. He still has to protect his party though. Too little too late
Multi-point analysis critiquing Trudeau's political strategy, Trump's intentions, and fentanyl policy while comparing geopolitical positions.
@Koldfusion77
Mar 4, 2025
Says the clown who applauds China & Cuba and communism and rapes us w fkn taxes and ALL OF SUDDEN cares about Canadians???
Says the clown who applauds China & Cuba and communism and rapes us w fkn taxes and ALL OF SUDDEN cares about Canadians???
Criticizes the Prime Minister's policies (taxes, foreign relations) while questioning his credibility on domestic issues.
@bbblazer
Mar 4, 2025
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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)