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
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop …
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop this BFF nonsense...
Commenter critiques Canada's diplomatic approach to tariffs and references fentanyl/immigration as policy concerns, with underlying anxiety about national dignity.
@jimmychoi5219
Mar 4, 2025
This Canadian leader - Im not going to say his name- is a liar.
This Canadian leader - Im not going to say his name- is a liar.
Direct accusation of dishonesty against the Canadian leader, framed as criticism of credibility.
Policy Critique
0.80
@DKTT-p8m
Mar 4, 2025
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
Canadian commenter supports tariffs as policy response while comparing consequences of national stubbornness, framing as justified retaliation.
@alainmarceux6817
Mar 4, 2025
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
References and critiques a specific past government action (freezing bank accounts), questioning consistency or legitimacy.
Policy Critique
0.80
@dennismorris106
Mar 4, 2025
This guy destroy Canada
This guy destroy Canada
Accusation that a political figure is harming Canada through policy decisions, though vague in specifics.
Policy Critique
0.80
@ararmohamed2455
Mar 4, 2025
Canada will have to respond more forcefully, as the US seeks to gain the upper hand in negotiations by hitting its biggest trading partners (Canada and China) first and then threatening other fraternal countries (smaller …
Canada will have to respond more forcefully, as the US seeks to gain the upper hand in negotiations by hitting its biggest trading partners (Canada and China) first and then threatening other fraternal countries (smaller trading partners).
Commenter analyzes US negotiation strategy and advocates for stronger Canadian response, critiquing the policy approach.
@ediekang
Mar 4, 2025
I find it particularly effective that Canada is focusing on red state America. Kentucky alcohol is just one example. Prime Minister Trudeau is also targeting those issues that they can most effectively respond, like electricity …
I find it particularly effective that Canada is focusing on red state America. Kentucky alcohol is just one example. Prime Minister Trudeau is also targeting those issues that they can most effectively respond, like electricity in the norther tier, LNG (shifting to EU). Trump is screwing over our closest and greatest allies, in deference to Putin, a war criminal.
Commenter analyzes Canada's strategic tariff targeting and praises the approach while criticizing Trump's foreign policy, blending policy analysis with moral judgment.
@terrancemoe773
Mar 4, 2025
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history …
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history and he shouldn't even be allowed to speak on behalf of Canada. He should also never speak the words democracy or dictator since he clearly has them backwards.
Criticizes government drug policy and leadership while making unsubstantiated claims about legalization and encouragement of drug use.
@nothinbeats2wheels
Mar 4, 2025
trump is trying to be isolationist and imperialist; polar opposites in foreign policy
trump is trying to be isolationist and imperialist; polar opposites in foreign policy
Analyzes Trump's foreign policy approach as contradictory isolationism and imperialism.
Policy Critique
0.80
@anna.lullaby
Mar 4, 2025
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
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
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
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
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
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)