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
When the solution is that Canada & the US have no border, the problem was never about needing to close the border
When the solution is that Canada & the US have no border, the problem was never about needing to close the border
Analytical critique of border policy logic, suggesting that open borders undermine the rationale for border closure.
Policy Critique
0.75
@ElleListic
Mar 4, 2025
Human smuggling not trafficking
Human smuggling not trafficking
Distinguishes between legal categories (smuggling vs. trafficking) in policy terminology.
Policy Critique
0.75
NageeCee
Jan 27, 2026
Can't reach this administration with facts.
Can't reach this administration with facts.
Criticism of the Trump administration's responsiveness to factual evidence, implying policy failure based on ideology over facts.
Policy Critique
0.75
@dkaywit
Mar 4, 2025
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s …
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s going to. He is not aligning his self with Russia that is a lie watch what you say\nAnd furthermore, you can speak to the American people all you want. We follow our president and don’t threaten us. You’re on your way out the door anyway we will not forget what you did to the truck driver you’re a political pig.\nyou need are 9:02 money we don’t need yours
Criticism of trade imbalance between US and Canada, combined with nationalist framing and personal attacks on Trudeau.
@markmenz2287
Mar 4, 2025
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Criticizes government communication tactics as fear-mongering while asserting American identity and political allegiance.
@bonniegoodwin234
Mar 4, 2025
Canadians have amnesia and keep voting these Liberals
Canadians have amnesia and keep voting these Liberals
Criticizes voter behavior and Liberal governance, implicitly calling for electoral change.
JimMaia
Feb 26, 2026
She’s just a talking head, carney runs the show.
She’s just a talking head, carney runs the show.
Dismisses a public figure as a figurehead while suggesting actual power lies elsewhere, critiquing governance structure.
Multheman02
Feb 28, 2026
Too much fentanyl made it thru with shipment containers neglected to be checked.Too little too late to start acting like you guys care now.
Too much fentanyl made it thru with shipment containers neglected to be checked.Too little too late to start acting like you guys care now.
Criticizes government policy and border enforcement while making an unverified claim about fentanyl shipments.
@jaysavy
Mar 4, 2025
This guy resigned and abandoned his people just like his father. The apple does not fall too far from the tree.
This guy resigned and abandoned his people just like his father. The apple does not fall too far from the tree.
Criticizes a political leader's decision to resign as abandonment, with a personal/family comparison implying broader character critique.
@Namcit
Mar 4, 2025
And he wants to help zalinscys with the war... What a dumb ass...
And he wants to help zalinscys with the war... What a dumb ass...
Criticizes a political figure's foreign policy position regarding Ukraine with dismissive language.
Policy Critique
0.75
@chetd516
Mar 4, 2025
It's bad enough.We got enough here.Let them sneak into your country, brother, l o l
It's bad enough.We got enough here.Let them sneak into your country, brother, l o l
Criticism of immigration policy capacity combined with sarcastic tone, expressing opposition to further immigration.
jasoncase469
Jan 27, 2026
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
this idiot has 30 days left in office, i hope the new leader of canada has a brain
this idiot has 30 days left in office, i hope the new leader of canada has a brain
Dismisses Trump's leadership while implicitly calling for Canadian leadership to be more competent, with implied hope for better governance.
@jaye6450
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
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
Liberals destroy everything they touch and tbe retards will keep voting for them #albertaindependence NOW
Liberals destroy everything they touch and tbe retards will keep voting for them
#albertaindependence NOW
Criticizes Liberal government competence and calls for provincial independence, combining partisan critique with political action.
chadomcfatto
Feb 26, 2026
You won’t even help yourself
You won’t even help yourself
Vague criticism suggesting Canada is not adequately addressing its own problems before helping others.
Policy Critique
0.75
@n8ibz1
Mar 4, 2025
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and …
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and china
Critiques Trump's strategy as scapegoating while making an unverified claim about his future blame-shifting tactics.
@spybuxx5435
Mar 4, 2025
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Argues for assimilation policy and critiques immigrants for maintaining cultural identity, framing it as a requirement for immigration.
MRDigitlalAnarchist
Jan 28, 2026
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Criticizes leadership for not addressing domestic issues first, with an implicit us-vs-them framing about national priorities.
@adaboy85
Mar 4, 2025
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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)
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14-category DH taxonomy
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