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
I am ashamed of our current government. I did not vote for this. Please know this is not what we wanted.
I am ashamed of our current government. I did not vote for this. Please know this is not what we wanted.
Expresses disapproval of current government policies and asserts that this does not represent the commenter's values or voting preference.
@BlissfulShesha
Mar 4, 2025
Till Trump came in to picture Trdue was sleeping on drug/ illegal immigrant problems. Now with Trump in action mode trdue is forced to take some measurs and those actions he is discribing as proof …
Till Trump came in to picture Trdue was sleeping on drug/ illegal immigrant problems. Now with Trump in action mode trdue is forced to take some measurs and those actions he is discribing as proof of his intentions. In reality , if Trump was not there he would have continued to follow his old policies.
The comment critiques Trudeau's immigration and drug policies as reactive rather than proactive, attributing policy changes to external pressure from Trump rather than genuine intent.
@alluallu7248
Mar 4, 2025
As an American, I love Canada but Trudeau really sucks. Without a doubt, he looks down on the US and has openly insulted America.
As an American, I love Canada but Trudeau really sucks. Without a doubt, he looks down on the US and has openly insulted America.
Criticism of Trudeau's leadership and alleged disrespect toward the US, comparing Canadian and American political contexts.
@chrisf8855
Mar 4, 2025
Every time Trudeau says “your government” he should be saying “Trump”. Trump does not deserve the respect to be called President.
Every time Trudeau says “your government” he should be saying “Trump”. Trump does not deserve the respect to be called President.
Critiques Trudeau's language choices and respect shown to Trump, framed as a policy/diplomatic stance issue.
@thomasdecarlo8543
Mar 4, 2025
This guy has already harmed Canada beyond repair, and he must be booted out at the earliest.
This guy has already harmed Canada beyond repair, and he must be booted out at the earliest.
Criticizes a political leader's governance and implicitly calls for removal from office.
@devendrasinghdalal2900
Mar 4, 2025
After the Trudeau nightmare years, I'm sure that many Canadians would beg to get Harper back. Hate him or like him, he wasn\\t corrupt and un-ethical like JustDIM Trudeau.
After the Trudeau nightmare years, I'm sure that many Canadians would beg to get Harper back. Hate him or like him, he wasn\\t corrupt and un-ethical like JustDIM Trudeau.
Compares current and past administrations on corruption and ethics, framing immigration policy within broader political critique.
RickCarroll-Canada
Feb 17, 2026
Another utterly racist hit piece. All cultures change over time, deal with it
Another utterly racist hit piece. All cultures change over time, deal with it
Criticizes the video as biased reporting while asserting that cultural change is inevitable and should be accepted.
Policy Critique
0.82
nutronhammernutronhammer
Sep 19, 2025
Fraud is a crime. So is swearing a false declaration..
Fraud is a crime. So is swearing a false declaration..
Points out that fraud and false declarations are crimes, implying criticism of immigration fraud enforcement or immigrant conduct.
@speedmudengineering9464
Feb 19, 2026
The Orange Chicken in the White House is about to put HARSHIPS on American people. Something he knows nothing about! Remember, he works for us and not the other way around.
The Orange Chicken in the White House is about to put HARSHIPS on American people. Something he knows nothing about! Remember, he works for us and not the other way around.
Criticizes Trump's policies and leadership approach while invoking democratic principles about government accountability.
@brandyag
Mar 4, 2025
Justin Trudeau has been destroying Canada from 9 years ago\n\nI’m a Canadian living most of my life in Vancouver. \n\nPlease don’t say you admire us. \n\nYou are welcome to visit our cities and see how …
Justin Trudeau has been destroying Canada from 9 years ago\n\nI’m a Canadian living most of my life in Vancouver. \n\nPlease don’t say you admire us. \n\nYou are welcome to visit our cities and see how many homeless and drug addicts are on our streets.
Combines personal experience as a Vancouver resident with criticism of Trudeau's governance and its visible social consequences (homelessness, drug addiction).
@ciaociaobb
Mar 4, 2025
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Critiques government policy and votebank politics while making unverified claims about Indian civic behavior and comparing immigration patterns across nations.
dhrubhdaa2274
Oct 9, 2025
Thank you for this video - I've been doing a deep dive on this exact issue on my channel - and to answer the 'why', I think it's precisely as you said - it adds …
Thank you for this video - I've been doing a deep dive on this exact issue on my channel - and to answer the 'why', I think it's precisely as you said - it adds billions to the economy. The challenge the govt didn't think about is social cohesion.
The commenter acknowledges immigration's economic benefits while critiquing government policy for failing to address social cohesion challenges alongside economic gains.
Christopher_Balkaran
Dec 20, 2025
First step this IRCC goons must fired ... why they collecting pay cheques for what ? they don't f*king doing their job why they don't have any answer ... only words.... i don't have the …
First step this IRCC goons must fired ... why they collecting pay cheques for what ? they don't f*king doing their job why they don't have any answer ... only words.... i don't have the number...
Attacks IRCC performance and accountability, demanding personnel changes and better job execution.
TVTV-gq8oj
Sep 29, 2025
As usual, trump is playing to his MAGA base. He's pretty good at manipulating public sentiment. But he sure as hell isn't qualified for ANY public office, let alone POTUS. Sadly, the majority of my …
As usual, trump is playing to his MAGA base. He's pretty good at manipulating public sentiment. But he sure as hell isn't qualified for ANY public office, let alone POTUS. Sadly, the majority of my fellow americans have become so stupid that they don't even comprehend what's happening.\n\nI'm in my 70s, and have witnessed decades of cooperation between Canada and the US. This is a supremely disappointing development.
Criticizes Trump's political competence and manipulation tactics while sharing personal experience of US-Canada relations.
@robevans5222
Mar 4, 2025
It’s not their fault it’s our shitty liberal government that you idiots voted for, you know who you are and the only ones to blame for this catastrophe
It’s not their fault it’s our shitty liberal government that you idiots voted for, you know who you are and the only ones to blame for this catastrophe
Blames the liberal government for immigration policy failures and implicitly calls for political accountability and change.
shambles416
Sep 28, 2025
They need a moritorium for 5 years. These numbers are just a drop in the bucket
They need a moritorium for 5 years. These numbers are just a drop in the bucket
Calls for a moratorium on immigration and critiques current policy as inadequate, with implicit call for policy change.
janetteellingham4982
Jan 6, 2026
Justin!! You’re also an INCOMPETENT and has a very poor performance and governance as the Prime Minister of Canada. \nSomeday Canada will become the 51st state of U.S.A.
Justin!! You’re also an INCOMPETENT and has a very poor performance and governance as the Prime Minister of Canada. \nSomeday Canada will become the 51st state of U.S.A.
Criticizes Trudeau's governance performance and expresses fear about Canada's sovereignty through the prediction of annexation by the USA.
@evangelineching432
Mar 4, 2025
Trump's State of the Union address where he said that the primary role of government is to take care of their citizens. This basic role of government needs to be stated/retiterated in the HoC. It …
Trump's State of the Union address where he said that the primary role of government is to take care of their citizens. This basic role of government needs to be stated/retiterated in the HoC. It has become the opposite here. Canadian citizens are being taken for granted by the liberals. Their priority are non citizens.
Compares Canadian government priorities unfavorably to Trump's stated principles, arguing the government neglects citizens for non-citizens.
JohnSmith-ro6vw
Mar 1, 2026
Why were immigrants brought in? Answer that first! Who allowed it?? People go through a legal process, pay legal dues, wait with pride their turn to get entry to Canada to see themselves grouped with …
Why were immigrants brought in? Answer that first! Who allowed it?? People go through a legal process, pay legal dues, wait with pride their turn to get entry to Canada to see themselves grouped with those who were allowed in free and demanding their cultural needs be met! And guess who bent over backwards!! It's painful people looking down upon you as hateful aliens! Stand up to policy makers and ask why that policy! They are busy with their shananigans adding votes to stay at helm while we spit venom!
Questions immigration policy decisions and differential treatment, urging accountability from policymakers while expressing frustration with preferential treatment.
vyethkiran1723
Aug 28, 2025
Lena Diab is an embarrassment, and sadly, I say that as someone who lives in her riding and sees her up close (shame on my neighbours!). And I think we have to assume that she …
Lena Diab is an embarrassment, and sadly, I say that as someone who lives in her riding and sees her up close (shame on my neighbours!). And I think we have to assume that she remains the Immigration Minister because Carney wants the file to be mismanaged, or he would replace her.
Combines personal experience as a constituent with criticism of the Immigration Minister's performance and the government's management of the immigration file.
pobishop235
Feb 27, 2026
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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)