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
Unfortunately, our government (republicans) at the moment don’t care about us. They taking away from our children’s education , (seniors) money for food and health care. They don’t care we die just as long as …
Unfortunately, our government (republicans) at the moment don’t care about us. They taking away from our children’s education , (seniors) money for food and health care. They don’t care we die just as long as they give a tax cut to the rice. I really pray that the he changes his mind. However, I don’t really see it. He’s very crazy guy. They’ll have empathy for others. At time it seems like he’s calling his bluff to everyone. hHe don’t want to give in. He wants to be in control.
Critiques Republican government policies on education, healthcare, and taxation while expressing moral concerns about lack of empathy and control-seeking behavior.
@eunicemangual1289
Mar 4, 2025
Canada government is so sicking we hate the government
Canada government is so sicking we hate the government
Expresses dissatisfaction with government performance, a direct critique of policy/governance.
Policy Critique
0.85
madmann4399
Sep 8, 2025
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Questions government capacity to manage immigration numbers, implying security/control concerns under Trudeau administration.
BramStoked-uq4hp
Feb 18, 2026
Canada needs term limits. You suck Trudea!
Canada needs term limits. You suck Trudea!
Advocates for institutional reform (term limits) and criticizes current leadership.
Policy Critique
0.85
@Sol-427
Mar 4, 2025
it's not anti-Americanism. It's anti-Donald doing dumb things.
it's not anti-Americanism. It's anti-Donald doing dumb things.
Clarification that criticism is directed at Trump's specific actions rather than American identity broadly.
Policy Critique
0.85
@christopherhaga7582
Mar 4, 2025
At the very least, closed the dammed floodgates! NO MORE IMMIGRANTS, NO VACANCY
At the very least, closed the dammed floodgates! NO MORE IMMIGRANTS, NO VACANCY
Demands closure of immigration policy ('close the floodgates') with underlying anxiety about capacity ('NO VACANCY'), combining policy opposition with demographic concern.
BunBunAndFlops
Aug 28, 2025
Common man, Trudeau is acting like a kid, what is that ? Why did he respond to the raise of taxes ? \nFor me, he should be negocating with Trump administration's, he did not do …
Common man, Trudeau is acting like a kid, what is that ? Why did he respond to the raise of taxes ? \nFor me, he should be negocating with Trump administration's, he did not do enought, what a joke.\nI' am from Canada and I need Trudeau to go away ; may be Trump is doing this because Trudeau has done too much against Trump, we need a new administration to talk with Trump.
Commenter criticizes Trudeau's handling of taxes and Trump negotiations while asserting their Canadian identity and desire for leadership change.
@TheBrothersstyle
Mar 4, 2025
This is all on the LIBERAL GOVERNMENT! Full Stop!!!
This is all on the LIBERAL GOVERNMENT!
Full Stop!!!
Blames the Liberal government for immigration issues, expressing strong criticism of policy.
darrylhubbard931
Feb 18, 2026
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Blames Trudeau and his government for immigration-related problems, expressing approval of his departure.
Policy Critique
0.85
rickytrooper
Aug 29, 2025
Lame duck leader! Emergency Act was illegal!
Lame duck leader! Emergency Act was illegal!
Criticizes Trudeau's leadership and challenges the legality of the Emergency Act invocation.
Policy Critique
0.85
@paulwiens5918
Mar 4, 2025
I support all tariffs
I support all tariffs
Brief statement of support for tariff policy as an economic/trade position.
Policy Critique
0.85
@RightToThePointTV
Mar 4, 2025
Trudeau shut your a$$ up and go figure out the stupid immigration deal you made ?
Trudeau shut your a$$ up and go figure out the stupid immigration deal you made ?
Criticizes Trudeau's immigration policy deal while using inflammatory language to demand action.
@elKappo2u
Mar 4, 2025
Incompetent leaders will costs Canadians.
Incompetent leaders will costs Canadians.
Brief criticism of government leadership competence and its negative consequences for Canadians.
Policy Critique
0.85
elmerp315
Feb 27, 2026
This is bad! Wtf canada is doing!!?
This is bad! Wtf canada is doing!!?
Expresses disapproval of Canadian government actions without specific policy details, representing general criticism of governance.
Policy Critique
0.85
jango26
Jan 27, 2026
So wait I'm confused... Imposing a 25% tax on another country is considered a hostile act, but imposing a 25% tax (or more) on your own citizens is just and fair? I fail to understand …
So wait I'm confused... Imposing a 25% tax on another country is considered a hostile act, but imposing a 25% tax (or more) on your own citizens is just and fair? I fail to understand the double standard.
Questions the logical consistency of tax policy, highlighting perceived double standards in government approach.
@braden5294
Mar 4, 2025
Blame Trudeau.. After 2012 … The Society is going Downhill… Crime, Drugs, Car theft , Everything Went Up .. Why Blame Immigrants? Blame the Government for Bringing the Quality of Immigrants… 😅😅😅😅😅
Blame Trudeau..
After 2012 … The Society is going Downhill…
Crime, Drugs, Car theft ,
Everything Went Up ..
Why Blame Immigrants?
Blame the Government for Bringing the Quality of Immigrants… 😅😅😅😅😅
Blames government policy for immigration quality and links immigration to crime/social decline, combining policy criticism with threat-based framing.
blueberries2910
Aug 29, 2025
I'm absolutely disappointed in this country and decisions made by the government.
I'm absolutely disappointed in this country and decisions made by the government.
Expresses disappointment in government decisions regarding immigration without elaborating specific claims.
Policy Critique
0.85
melvaspence17862
Aug 29, 2025
Trudeau is taxing the shit out of his own citizens-make that make sense
Trudeau is taxing the shit out of his own citizens-make that make sense
Criticizes government taxation policy as illogical, combining policy analysis with economic concerns.
@cambarker3049
Mar 4, 2025
Liberalization: 10 years of it drove it into the ground and now half the boneheads voted them in again. Think aboot it.
Liberalization: 10 years of it drove it into the ground and now half the boneheads voted them in again. Think aboot it.
Criticizes liberal government policies as having damaged the country over 10 years, expressing frustration with electoral choices.
Policy Critique
0.85
50kgbrain
Aug 29, 2025
I predict there will be significant positive change once this clown kicks rocks.
I predict there will be significant positive change once this clown kicks rocks.
Prediction of positive change following a political leader's departure, implying criticism of current governance.
Policy Critique
0.85
@JamesSliworskyjimco
Mar 4, 2025
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)