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
I still want to believe the US didn’t saddle us with stupid tariffs, it was the golden turd. Americans, you know he is hurting all of us. And for what?
I still want to believe the US didn’t saddle us with stupid tariffs, it was the golden turd. Americans, you know he is hurting all of us. And for what?
Criticizes tariff policy and appeals to Americans to recognize the harm, framing it as a shared regional problem.
@BruceWilson-t7p
Mar 4, 2025
Is Trudeau attempting to fool us into thinking he has our best interests at heart when he struggles to represent Canadians effectively? Didn't he once consider resigning because his own people disliked him? Instead of …
Is Trudeau attempting to fool us into thinking he has our best interests at heart when he struggles to represent Canadians effectively? Didn't he once consider resigning because his own people disliked him? Instead of using deceptive rhetoric to divide us, he should focus on collaborating with our government to reach meaningful agreements.
Questions Trudeau's sincerity and effectiveness while calling for collaborative governance, framed as rhetorical critique.
@iselavargas2872
Mar 4, 2025
Canada wants the US to allow them to continue taking advantage of us if we don’t then he says it’s a trade war lol ?
Canada wants the US to allow them to continue taking advantage of us if we don’t then he says it’s a trade war lol ?
Criticizes Canada's trade position as exploitative of the US, framing tariffs as justified retaliation rather than aggression.
@JohnBonvardo
Mar 4, 2025
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Criticizes retaliatory policy as counterproductive and argues it harms innocent people rather than the intended target.
@sashayed
Mar 4, 2025
Canada has fallen since Trudeau.
Canada has fallen since Trudeau.
Brief assertion that Canada has declined under Trudeau's leadership, framing national decline as policy failure.
@lovelllaurent6595
Mar 4, 2025
Hold on...... Trudeau is the worst. . Trudeau is killing Canada. The level of evil is off the charts. Pure evil
Hold on...... Trudeau is the worst. . Trudeau is killing Canada. The level of evil is off the charts. Pure evil
Expresses strong disapproval of Trudeau's leadership with hyperbolic language ('worst', 'evil'), combining policy criticism with alarmist framing.
@mattgawlik4726
Mar 4, 2025
Everyone in comments is saying how elegant he speaks, compared to Trump. Obama was the most elegant speaking man on the planet, but where did that get the US. I don’t care how anyone speaks, …
Everyone in comments is saying how elegant he speaks, compared to Trump. Obama was the most elegant speaking man on the planet, but where did that get the US. I don’t care how anyone speaks, just so long they get RESULTS.
Compares speakers (Trump vs. Obama vs. current leader) while critiquing focus on rhetoric over results, emphasizing outcomes over style.
@Golf5daysaweek
Mar 4, 2025
Dude got thrown out by his own party. Trudeau is a douche bag.
Dude got thrown out by his own party. Trudeau is a douche bag.
Criticizes Trudeau's political position and character, framed as commentary on his party's rejection of him.
@jdleg409
Mar 4, 2025
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala …
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala is running in 2028. It cant come fast enough. I feel so bad having her come in and try to clean up the mess DT is making and made. WE'RE THE BAD PEOPLE NOW!?
Critiques Trump's policies on trade and alliances while making unverified claims about Russian connections and expressing anxiety about national decline.
@Babette1986
Mar 4, 2025
Trump is making enemies out of our allies so then if some other country attacks us, our lost allies won’t back us up and fight on our side. If you think Russia is our ally, …
Trump is making enemies out of our allies so then if some other country attacks us, our lost allies won’t back us up and fight on our side. If you think Russia is our ally, you have been duped.
Critiques Trump's foreign policy approach while expressing security concerns about lost alliances and potential attacks.
@ClassicLitCat
Mar 4, 2025
This just sounds silly. Y'all just wanna keep on cheating us. Good grief
This just sounds silly. Y'all just wanna keep on cheating us. Good grief
Expresses frustration with government policy as deceptive ('cheating us'), combining policy criticism with an appeal to fairness.
@billysims5942
Mar 4, 2025
all you people,, this is what cheats and crooks do,. talk sweet on the camera,, but do not do any work which effects your daily lives. Trump is not those people,, his action speaks louder …
all you people,, this is what cheats and crooks do,. talk sweet on the camera,, but do not do any work which effects your daily lives. Trump is not those people,, his action speaks louder than words,, the time to rip america off is over,, america will prosper now,, free money and aid is gone now,, all you countries,, work hard to earn your wages now,, nothing is going to be a handout,, america is no more your grannys shop.
Criticizes previous government policies as ineffective and wasteful while praising Trump's action-oriented approach and asserting American self-reliance.
@xrpprince9368
Mar 4, 2025
We don’t want this either, PM Trudeau. And this isn’t our government. It hasn’t been our government for a few decades now. Please do everything you need to in order to fight back. We will …
We don’t want this either, PM Trudeau. And this isn’t our government. It hasn’t been our government for a few decades now. Please do everything you need to in order to fight back. We will be ok. We will fight back against this criminal administration in every way that we can. God Bless Canada and its wonderful people.
Criticizes government policies and administration while calling for resistance and action against perceived wrongdoing.
@debrabenda5210
Mar 4, 2025
These tariffs have absolutely nothing to do with fentanyl, immigrants, or the price of tea in China...they're all about the great orange one and his march toward (supposed) world domination ?
These tariffs have absolutely nothing to do with fentanyl, immigrants, or the price of tea in China...they're all about the great orange one and his march toward (supposed) world domination ?
Critiques tariff policy as politically motivated rather than addressing stated concerns, using sarcasm and dismissal.
@carldavis1407
Mar 4, 2025
Canadians are oppressed. This guy had no problem arresting his citizens for protesting, he needs to look to home lmao
Canadians are oppressed. This guy had no problem arresting his citizens for protesting, he needs to look to home lmao
Criticism of Trudeau's domestic policies (arrest of protesters) as hypocritical given his international stance on freedom.
@Rocky11169
Mar 4, 2025
Crushing citizens who speak out against him forcing vaccines on citizens shutting down Parliament, slapping Canadians with carbon tax while he flys all over the world in a private government jet. Bringing in millions of …
Crushing citizens who speak out against him forcing vaccines on citizens shutting down Parliament, slapping Canadians with carbon tax while he flys all over the world in a private government jet. Bringing in millions of immigrants while Canadians struggle. There is nothing honourable about this leftist clown at all.
Criticizes multiple government policies (vaccines, carbon tax, immigration) while expressing concerns about citizen welfare and leadership integrity.
@Dbodell8000
Mar 4, 2025
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a …
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a better situation.
Criticizes both Trudeau and Trump as ineffective leaders while comparing their relative competence.
@IndependenObserver
Mar 4, 2025
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Criticizes Canadian tariff policy and calls for specific policy change (cutting tariffs).
@adelliottky
Mar 4, 2025
Our president is a joke. He can’t be trusted and will never keep his word.
Our president is a joke. He can’t be trusted and will never keep his word.
Criticism of presidential trustworthiness and reliability, framed as assessment of leadership credibility.
@EverettJohnson-js2zw
Mar 4, 2025
Watching this I’m embarrassed that kier starmer didn’t have the backbone to say how it is.
Watching this I’m embarrassed that kier starmer didn’t have the backbone to say how it is.
Criticizes UK Prime Minister Starmer's diplomatic response by comparing to Canadian approach.
@edgar6628
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)