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
He lost all respect and credibility when he said “people kind”. What a loser.
He lost all respect and credibility when he said “people kind”. What a loser.
Criticizes Trudeau's credibility based on a specific statement he made, framed as loss of respect.
Policy Critique
0.80
@ryanteigne901
Mar 4, 2025
I can’t stand Trudeau but who ever wrote this speech was dead on…no one wins in a trade war
I can’t stand Trudeau but who ever wrote this speech was dead on…no one wins in a trade war
Critiques trade war policy while acknowledging the speaker's point, analyzing the negative outcomes of protectionist economic policy.
@phils6733
Mar 4, 2025
I don't really like Trudeau, however, this was well said.
I don't really like Trudeau, however, this was well said.
Expresses qualified criticism of Trudeau while acknowledging merit in his statement on the current issue.
Policy Critique
0.80
@harran9962
Mar 4, 2025
The only thing blistering about Trudeau is his lack of acumen.
The only thing blistering about Trudeau is his lack of acumen.
Critiques Trudeau's competence and decision-making ability in governance.
Policy Critique
0.80
@ArchieRLib
Mar 4, 2025
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Criticizes government immigration policy and specific officials while expressing security/crime concerns about refugee resettlement.
HoboSmitty
Feb 28, 2026
Donald lied about Canada...so how can anything be says be believable???\nHow
Donald lied about Canada...so how can anything be says be believable???\nHow
Asserts that Trump made false statements and questions his credibility, combining unverified claim with broader critique.
@Bonnieforsythe
Mar 4, 2025
DJT is so ignorant. Here is a friend, we live our neighbors deserve our respect. Did DJT learn anything in school or with his past tariffs? Ignorance is what the Republican Party has become.
DJT is so ignorant. Here is a friend, we live our neighbors deserve our respect. Did DJT learn anything in school or with his past tariffs? Ignorance is what the Republican Party has become.
Criticizes Trump's ignorance and past tariff policies while appealing to neighborly respect and education.
@williamrossetter9430
Mar 4, 2025
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to …
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to them, the Demo-rat politicians, with their shallow 2024 candidates along with zero support for struggling American Working Class help cause Trump. The corporate elites own the Democrats and the oligarchs control the Republicans. This is the sad state of affairs in 2024 in the United States.
Critiques voter choices and political leadership across parties, analyzing systemic failures in governance and economic policy while making moral judgments about institutional corruption.
@Thekarlskorner
Mar 4, 2025
Sorry - As an Albertan, I will NOT listen to a word from Kenney's mouth.
Sorry - As an Albertan, I will NOT listen to a word from Kenney's mouth.
Dismisses Alberta Premier Kenney's credibility on immigration policy, expressing distrust in his political authority.
paradoxi2649
Feb 18, 2026
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Critiques the PM for speaking as if representing all Canadians, challenging the legitimacy of his representational claims.
@renaldo1
Mar 4, 2025
China is rising and is in good relation with Russia , knowing this Trump wants to be in a good relation with Russia ,trying to stop The rise of China, this is a dump policy. …
China is rising and is in good relation with Russia , knowing this Trump wants to be in a good relation with Russia ,trying to stop The rise of China, this is a dump policy. China market is going to grow even if USA is in good relation with Russia. Trump must not apply tarriff like these , this will just suffer the Americans ?
Critiques Trump's tariff policy as counterproductive, arguing it will harm Americans while failing to stop China's rise.
@duhawmapautu3563
Mar 4, 2025
Canada never pays their fair share either
Canada never pays their fair share either
Critiques Canada's financial contributions by comparing it to another country's obligations.
@johns.1730
Mar 4, 2025
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover …
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover it gives you. ???
Criticism of government action as delayed and motivated by external influence, with accusatory framing.
@AstarteDevi
Mar 4, 2025
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. …
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. Good luck.\nWhat is funny? \nWe have enough cattle ranchers in this country that can provide furtalizer for the farmers.
Criticizes Canadian government policies and trade decisions, with comparative reference to China and domestic agricultural capacity.
@jessievoynow1105
Mar 4, 2025
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a …
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a better situation.
Criticizes both Trudeau and Trump as ineffective leaders while comparing their relative competence.
@IndependenObserver
Mar 4, 2025
Trump is still telling the same lies. He rambles on and on and speaks nonsensical words. He is friends with Putin , he wants to make the USA his personal monopoly game. He threatens republican …
Trump is still telling the same lies. He rambles on and on and speaks nonsensical words. He is friends with Putin , he wants to make the USA his personal monopoly game. He threatens republican congressmen with harm and even death so he can control them. He is mentally unstable and ready to be committed in a mental facility. What will it take to get our congressmen to stand up for the good hardworking people of the USA instead of for a man who is hell bent on making the usa his oersonsl dictatorship.
Detailed criticism of Trump's leadership, mental fitness, and authoritarian tendencies, with calls for congressional accountability.
@ildaquintanilla9186
Mar 4, 2025
If he doesn't like tariffs put on him, then he shouldn't have tariffs on us . That's why Trump has put tariffs on Canada
If he doesn't like tariffs put on him, then he shouldn't have tariffs on us . That's why Trump has put tariffs on Canada
Argues that tariff policy is reciprocal and justified, critiquing the logic of trade policy.
@TerryMcNutt-v1y
Mar 4, 2025
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth.
Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Praises an individual for 'telling the truth' and critiques city workers for not being transparent, framing this as institutional/bureaucratic failure.
BUTTGUPPY
Feb 8, 2026
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they do anything..that's the consultants job that the liberals waste billions on .. Canadians are being robbed blind by these buffoons 🇨🇦
Criticizes government hiring practices and spending on consultants, though contains unsubstantiated claims about DEI-based incompetence.
speediesthesquirrel
Feb 28, 2026
Canada is a liberal shit hole. No GUN RIGHTS. ?
Canada is a liberal shit hole. No GUN RIGHTS. ?
Criticizes Canada's gun control policies and characterizes the country negatively.
@jeffreyswilsonsr5200
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)