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
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
Criticizes government leadership (Carney and Starmer) as ineffective and idiotic, focusing on policy failure rather than immigration specifically.
Policy Critique
0.80
jivetalker4208
Jan 3, 2026
This is an attempt of bait and switch…Trump and his goons are trying to protect the rich from taxes, so they are trying to deviate those taxes to somebody else not thinking about the reciprocity …
This is an attempt of bait and switch…Trump and his goons are trying to protect the rich from taxes, so they are trying to deviate those taxes to somebody else not thinking about the reciprocity it will cause…
Critiques Trump's tax policy strategy as deceptive redistribution that will cause negative reciprocal effects.
@fourthel6630
Mar 4, 2025
Justin Trudeau is the worst thing to happen to Canada since the plague.
Justin Trudeau is the worst thing to happen to Canada since the plague.
Expresses strong disapproval of Trudeau's leadership and governance, framing him as harmful to Canada.
@Jonse70
Mar 4, 2025
lol that’s not going to help it needs to be halted all together. More liberal failures
lol that’s not going to help it needs to be halted all together. More liberal failures
Criticizes government policy ('liberal failures') with sarcastic tone ('lol'), combining policy critique with light satire.
Jumboisback-j1p
Jan 3, 2026
Doesn't even scratch the surface. West Canada has become super dangerous and temporary foreign worker program has scammed tax payers worse then Minnesota
Doesn't even scratch the surface. West Canada has become super dangerous and temporary foreign worker program has scammed tax payers worse then Minnesota
Criticism of temporary foreign worker program and claims about safety deterioration in Western Canada.
capitallmike
Jan 27, 2026
Trudeau is a global shill... hes so bad.
Trudeau is a global shill... hes so bad.
Direct criticism of Trudeau's performance and character as a political leader.
Policy Critique
0.80
@julianmayo5650
Mar 4, 2025
Liberal disaster government
Liberal disaster government
Partisan criticism of government framed as 'disaster,' combining policy critique with political identity assertion.
bertgreg007
Jan 3, 2026
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as …
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as bullies to other countries. When in fact, we are weak, and weaker for this. Our government a demagogue league of rats straight out of Idiocracy and Judge Dredd lore.
Criticizes government leadership and foreign policy approach, characterizing them as bullies and incompetent, with moral undertones about weakness and poor governance.
@paul-gz9zh
Mar 4, 2025
lol to those seeing Trudeau speak for the first time and coming to the conclusion that because he’s easy on the eyes, and is articulate that he is somehow competent. Dude just resigned as leader …
lol to those seeing Trudeau speak for the first time and coming to the conclusion that because he’s easy on the eyes, and is articulate that he is somehow competent. Dude just resigned as leader of his party and has driven Canada into the ground.
Uses sarcasm to critique Trudeau's competence and economic management while mocking superficial support.
@cheflev9884
Mar 4, 2025
Two languages huh, our knucklehead can barely speak English. We are so screwed, buckle up Americans this is going to be bad, very, very bad. I would disagree on only one thing this gentleman said, …
Two languages huh, our knucklehead can barely speak English. We are so screwed, buckle up Americans this is going to be bad, very, very bad. I would disagree on only one thing this gentleman said, DONALD IS NOT A SMART MAN, HE IS AN IDIOT.
Criticizes American leadership competence and expresses concern about national direction, with identity-based frustration.
@EleanorMartin-eo7jr
Mar 4, 2025
So, a country that had a 2024 60 billion budget deficit, depends on the US for trade is going to act tough? OK. Zelensky just learned what FAFO means the hard way. Now he is …
So, a country that had a 2024 60 billion budget deficit, depends on the US for trade is going to act tough? OK. Zelensky just learned what FAFO means the hard way. Now he is begging ... Trudeau and Canada will end up begging and getting humiliated again.
Critiques Canada's economic position and predicts humiliation, combining fiscal analysis with alarmist framing.
@BellSilver-q8i
Mar 4, 2025
Canada is cooked. Liberals have been allowed to destroy it!
Canada is cooked. Liberals have been allowed to destroy it!
Criticizes government policy and political party for national decline, framed through partisan blame.
vallejoborncalihasbecomeal9022
Jan 27, 2026
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
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
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
Blames Trudeau for immigration problems and sarcastically demands accountability for emergency measures.
@AlexS-wb7zi
Feb 19, 2026
If you allow your place tone abused by immigrants because you need their votes, that's what was going on over the 2 decades, it's not a over year thing
If you allow your place tone abused by immigrants because you need their votes, that's what was going on over the 2 decades, it's not a over year thing
Criticizes government immigration policy as motivated by electoral gain and abuse of national sovereignty over two decades.
nandkapoor5568
Dec 31, 2025
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has …
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has been failing since he came in ~ now he wants to blame Trump! Everything here should be MADE IN AMERICA!!
Calls for ending foreign aid and criticizes Trudeau's economic management, combining policy opposition with economic concerns about domestic production.
@mattysmom1764
Mar 4, 2025
Mr Justin - You do not have the cards. You are totally dependent on USA for survival. Ask Kevin O Leary.
Mr Justin - You do not have the cards. You are totally dependent on USA for survival. Ask Kevin O Leary.
Critiques Canada's negotiating position and dependency on the USA, invoking a reference to Kevin O'Leary for authority.
@anilprasanna
Mar 4, 2025
This is not aggressive towards the US, it's not harsh. This a reasonable response from the leader of a nation that is the victim of Trump's declared trade-war. .. The important word is 'war', not …
This is not aggressive towards the US, it's not harsh. This a reasonable response from the leader of a nation that is the victim of Trump's declared trade-war. .. The important word is 'war', not 'trade'.
Defends Canada's response as reasonable and proportionate, reframing Trump's actions as aggressive rather than Canada's response.
@imark70
Mar 4, 2025
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
Shares personal credentials while criticizing Canadian visa policy as discriminatory toward Turkish citizens.
kucukercü
Jan 27, 2026
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)