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 resigned anyway. So just leave. No one cares about your words and it shows, tariffs took place .
You resigned anyway. So just leave. No one cares about your words and it shows, tariffs took place .
Criticizes a political figure's resignation and dismisses their statements as ineffective given that tariffs were implemented anyway.
@fahmy5365
Mar 4, 2025
On the outside we are made to believe such things but I know behind the scenes things are different. What have you done to your own people? No one is perfect and no one party …
On the outside we are made to believe such things but I know behind the scenes things are different. What have you done to your own people? No one is perfect and no one party either demo or repubs, there are going to be good and bad. I just want more good vs the bad. Why are you talking about America, worry about Canada.
Questions government transparency and domestic policy while expressing desire for better governance, with skepticism about public narratives.
@namelessducati2784
Mar 4, 2025
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Critiques trade policy decisions and predicts negative economic consequences from tariff actions.
@Lu-Xu-Bu
Mar 4, 2025
As a businessman, Trump was using Fentanyl crisis as a lame excuse. No matter how much fentanyl is controlled across borders he was still guaranteed in imposing the 25% trade tariff. \nCanada govt invested so …
As a businessman, Trump was using Fentanyl crisis as a lame excuse. No matter how much fentanyl is controlled across borders he was still guaranteed in imposing the 25% trade tariff. \nCanada govt invested so much into the border security recently and visited multiple times in Washington to discuss this 25% trade tariff but all of them forgot that Trump is a very aggressive and stubborn when it comes to money!\n\nI am glad Trump has made Canada and even Trudeau bold and self dependent now!
Analyzes Trump's trade policy motivations from a business perspective, critiquing the administration while acknowledging some positive effects on Canadian independence.
@kornNpunk
Mar 4, 2025
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Critiques the immigration system's design and outcomes, with some unverified claims about fraud embedded in broader policy analysis.
ironcladruffian1490
Oct 7, 2025
That’s not slashing.
That’s not slashing.
Brief dismissal of the reduction as insufficient, expressing disagreement with the policy outcome.
Policy Critique
0.78
davidstainton7201
Jan 3, 2026
Immigration is being reduced by Carney. We’re all good
Immigration is being reduced by Carney. We’re all good
References specific policy action (Carney reducing immigration) and expresses approval, engaging with government immigration policy.
Policy Critique
0.78
NoBS249
Jan 28, 2026
Nobody is threatening Canada but now Canada cannot import from other countries and then politely sell to America Arno extra cost now they pay the price and trousseau is a bunch of garbage
Nobody is threatening Canada but now Canada cannot import from other countries and then politely sell to America Arno extra cost now they pay the price and trousseau is a bunch of garbage
Critiques Canada's trade position and Trudeau's handling, with unclear factual claims about import/export dynamics.
@floswason8776
Mar 4, 2025
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only …
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only from european of descent countries. That should be the aim . For 100% european of descent. No more BS
Criticizes student visa programs as fraudulent and ineffective while making explicit ethnic/racial preference claims.
Malacala
Jan 28, 2026
Too much of anything is bad.
Too much of anything is bad.
General statement critiquing immigration policy through the principle that excess of anything is problematic.
Policy Critique
0.78
loggins2182001
Oct 9, 2025
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Criticizes government complicity in education fraud and labor exploitation while making unverified claims about systemic corruption.
amcaast
Oct 2, 2025
Tariffs incoming to Canada after seeing loose regulations 😅
Tariffs incoming to Canada after seeing loose regulations 😅
Critiques Canadian regulatory environment in relation to immigration policy, predicting economic consequences.
barbarosozturk
Jan 28, 2026
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
Expresses criticism of what they characterize as 'radical socialist' policies and accuses others of cognitive bias, framing this as policy disagreement.
@diesel69er
Mar 5, 2025
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Criticizes Trump's fentanyl claims as false while acknowledging Trudeau's speech quality, combining policy critique with a factual dispute.
@Neil-fm8zp
Mar 4, 2025
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
Expresses support for Trump's tariff policy and administration performance, positioning as pro-Trump on economic policy.
@scotswood2022
Mar 4, 2025
I bet he's doing this just like trump so that the rich can make money raises prices on the consumers of both nations
I bet he's doing this just like trump so that the rich can make money raises prices on the consumers of both nations
Criticizes government policy as serving wealthy interests and causing consumer price increases, drawing a comparison to Trump.
@brodo2338
Mar 4, 2025
I wish he would not say US. But Drumpf. I DO NOT ALLY WITH RUSSIA, NOR DO I CONDONE THE TARRIFFS ON OUR ALLIES (OLD ALLIES).
I wish he would not say US. But Drumpf. I DO NOT ALLY WITH RUSSIA, NOR DO I CONDONE THE TARRIFFS ON OUR ALLIES (OLD ALLIES).
Critiques Trump's policies (tariffs, Russia alignment) while distancing from his leadership through name-calling.
@aaronalloway6405
Mar 4, 2025
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Accusation directed at a content creator regarding privacy/financial misconduct, attempting to redirect attention from immigration topic.
gtgolm
Feb 3, 2026
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
Comment criticizes a leader as weak and ineffectual, with implicit call for removal from office or country.
@dontfallvictim
Mar 4, 2025
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
Criticizes Trudeau's tenure and questions his legitimacy to speak, framed as rhetorical questions about his record.
@AgentAO7
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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Discourse Quality (Perspective API)