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
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
Criticizes government failure to secure border and stop fentanyl, with unsubstantiated claim about China payments influencing policy.
@JustinCase-ft3gv
Mar 4, 2025
that clown is leaving office soon so he doesnt care.
that clown is leaving office soon so he doesnt care.
Dismissive criticism of Trudeau's leadership and motivation, suggesting his actions lack genuine commitment.
Policy Critique
0.75
@tyrone1dotcalm
Mar 4, 2025
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
Mar 4, 2025
Will be bad if trump starts buying lithium from Russia. To help putting with his super stupid invasion of Ukraine. Republicans in the mid turn have to loose because they are minions saying yes to …
Will be bad if trump starts buying lithium from Russia. To help putting with his super stupid invasion of Ukraine. Republicans in the mid turn have to loose because they are minions saying yes to a villain
Commenter criticizes Trump's geopolitical strategy and calls for Republican electoral defeat, framing it as opposition to poor policy decisions.
@wildenruiz3548
Mar 4, 2025
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Accuses the speaker of bias and expresses skepticism about immigrant intentions, combining policy critique with underlying threat concerns.
yurigladtsynov1632
Jan 19, 2026
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
Critiques immigration policy inconsistency and makes unsubstantiated claims about asylum fraud prevalence.
shawonahmed5775
Nov 20, 2025
government full of sca🏁🏁ers
government full of sca🏁🏁ers
Accusation that government officials are corrupt/dishonest, framed as criticism of governance with an undertone of threat/alarm.
weegeeweeg
Jan 27, 2026
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Critiques Trudeau's motives as opportunistic, suggesting he's using Trump conflict for domestic political advantage.
Policy Critique
0.75
@CBSManyam
Mar 4, 2025
Wrong …. Not the United States . I think he should say the government of the United States which is different ….
Wrong …. Not the United States . I think he should say the government of the United States which is different ….
Correction of terminology, arguing for distinction between 'United States' and 'government of the United States' in political discourse.
Policy Critique
0.75
@DenisHernandez-w3p
Mar 4, 2025
MANAGEMENT AND CASTE BASED RESERVATION is the ROOT cause of all system collapse in INDIA .... 😡😡😡😡 -------------------------------------- 👉👉Why not only TWO quota in India.. [Government school quota (with non creamy certificate) AND private school …
MANAGEMENT AND CASTE BASED RESERVATION is the ROOT cause of all system collapse in INDIA .... 😡😡😡😡
--------------------------------------
👉👉Why not only TWO quota in India.. [Government school quota (with non creamy certificate) AND private school quota] .. 🤔
♦️Why insulting students by giving caste quota 😑
📌[ Read the above statement again and again ]👆
👉👉Caste quota is used again and again by the SAME FAMILY who developed using the caste quota..How the caste quota is going to help the POOR students from the SAME caste .. 😡😡😡😡
--------------------------------------
🏮Caste quota in Tamilnadu is [ 69 % ] 😡
🏮Merit is a JOKE in India 🤣🤣🤣🤣
📌👉👉 In India LESS than - [ 30 % ] - (FC & BC) use ONLY Brain and HARD WORK to get a degree 😮
The rest around - [ 70 % ] - also use..
1. MONEY (MANAGEMENT QUOTA)
2. CASTE QUOTA ( MBC & SC & ST )
😡😡😡😡😡😡😡😡
-------------------------------------
👉👉 Also.. DON'T sell seats using MANAGEMENT QUOTA .. Government should take control of all PRIVATE colleges seat admission ... Give the seat to those who have the marks and let them pay with interest when they go to the job.. to the studied private college..
♦️( Give the seat to those who have the brain NOT to those who have the money) 😡😡😡😡
📌📌 Getting a degree solely depends on BRAIN ....
[ MONEY and CASTE has NO place in it ].. 😡😡😡😡
Lengthy critique of India's caste-based reservation and management quota systems, arguing these policies undermine merit and perpetuate inequality.
KB-rh6hc
Jan 28, 2026
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Criticizes a political figure as sympathetic to China and calls for removal of 'Chinese drug lords,' combining policy critique with identity-based framing.
@brianh2421
Mar 4, 2025
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
Questions Canadian government visa policy toward Punjabis while invoking historical colonialism, mixing policy critique with identity framing.
floralyt4263
Jan 28, 2026
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
Comparative evaluation of government ministers' performance, critiquing policy effectiveness relative to peers.
Policy Critique
0.75
Fish-m2l
Feb 27, 2026
Please do not listen to this moron. He is leaving the position and will dig the grave for another moron coming in his position
Please do not listen to this moron. He is leaving the position and will dig the grave for another moron coming in his position
Dismissive criticism of a government official's competence and warning about successor, with ad hominem language.
@nico9teen
Mar 4, 2025
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready …
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready put in his resignation then talk big doge canada see why hes saying this
Criticizes Trudeau's policies and leadership while making unsubstantiated claims about corruption and cartel involvement without evidence.
@lindseyhill1896
Mar 4, 2025
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset …
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset Everytime they were taxed. And if he wants to fight russia in wwiii he is welcome to go to russia and get it started rather than negotiate peace. America loves life, liberty, and pursuit of happiness. That's why we elected trump and LOVE everything he is doing. We wish more loved that too like us.
Critiques government taxation and foreign policy decisions while comparing American and Canadian approaches.
@PLandPProductions
Mar 4, 2025
They voted him in so now we all of embrace it for 4 years
They voted him in so now we all of embrace it for 4 years
Critiques the democratic outcome and suggests resignation to Trump's presidency as inevitable consequence of electoral choice.
Policy Critique
0.75
@mickealpalmer6252
Mar 4, 2025
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration …
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration does will bring an end to the war. Though, I do agree he should be more tough on Putin. That being said, I do agree that the crossings from Canada are not nearly as significant as compared to our southern border. It would be nice to see more from Canada in their investments to secure the border and stop crossings, cartel movements, and drug operations. The US has spent more than 409 billion since 2003 on such operations. Regardless, I feel for you Canadians and it sucks that it has come to this and I hope we keep strong relations in the future. Hopefully we can come to a fair deal soon. Mexico and China are the big players that do not do nearly enough to prevent these crimes. In fact, the Mexican government helps the cartels by not trying to stop them. China's lack of regulation on the ingredients to make fentanyl contribute to a large extent to this tragedy as well.
Complex critique comparing border security policies, government actions, and international relations across multiple countries with specific economic figures.
@tylernewberry9070
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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