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
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you …
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you those goods and services for selling them to you”!!
Uses an analogy to critique Trump's tariff and deficit policies, analyzing government economic decisions.
Policy Critique
0.90
@maxmartin7080
Mar 4, 2025
Up to a $420 tax cut. What a joke.
Up to a $420 tax cut. What a joke.
Dismisses a tax cut policy as inadequate, expressing skepticism about its value.
Policy Critique
0.90
E2680-l5y
Jan 11, 2026
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Balanced critique acknowledging Trump's appeal on cultural issues while criticizing his economic policies.
Policy Critique
0.90
@kianricharddasilva9575
Mar 4, 2025
The same old nonsense has been looping for decades. The province gets overcrowded, locals protest that there are too many people. The government ends some immigration programs, and two or three years later, locals protest …
The same old nonsense has been looping for decades. The province gets overcrowded, locals protest that there are too many people. The government ends some immigration programs, and two or three years later, locals protest the fragile economy and lack of workers, an increasingly older population, and overcrowded nursing homes. 😅
Analyzes cyclical policy failures and contradictory government responses to immigration and labor market pressures.
Policy Critique
0.90
CauêAleixo
Nov 21, 2025
Not their fault, the govenment didnt control immigration properly
Not their fault, the govenment didnt control immigration properly
Directly critiques government failure to properly control immigration policy.
Policy Critique
0.90
jayjaysan4955
Jan 27, 2026
A speech by one of the worst presidents in the world.
A speech by one of the worst presidents in the world.
Direct criticism of a political leader's performance and record.
Policy Critique
0.90
@SamuelObierojr
Mar 5, 2025
Immigration, housing, defence, fiscal, taxes.. there isn't a file that this putrid government hasn't wrecked.
Immigration, housing, defence, fiscal, taxes.. there isn't a file that this putrid government hasn't wrecked.
Broadly criticizes government handling of multiple policy areas including immigration, housing, and fiscal management.
Policy Critique
0.90
BC-yd6dl
Oct 5, 2025
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone …
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone who fell asleep at the wheel for the trade deficit, there are multiple factors INCLUDING HIMSELF.
Detailed critique of Trump's trade policy and USMCA agreement violations with analytical reasoning.
Policy Critique
0.90
@MyLil_Buttercup
Mar 4, 2025
Really its canada's fault for allowing these diploma mills to exist.
Really its canada's fault for allowing these diploma mills to exist.
Critiques Canadian government policy for allowing diploma mills to operate.
Policy Critique
0.90
cadillaclmdhv8
Jan 27, 2026
TFW are a scam by both the government and the companies who use them.
TFW are a scam by both the government and the companies who use them.
Directly critiques Temporary Foreign Worker program as a scam involving government and corporate actors.
Policy Critique
0.90
brendastebeleski6168
Feb 18, 2026
Two words.... Justin Trudeau 💩 💩
Two words.... Justin Trudeau 💩 💩
Blames Justin Trudeau and liberal government for immigration problems through dismissive shorthand.
Policy Critique
0.90
SClarkeJr
Aug 27, 2025
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and …
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and every Liberal/ NDP on it!!!\n\nYou’re a disgrace to all things true!!!
Harshly criticizes Trudeau and coalition government policies while implicitly calling for political change through inflammatory language.
@mandycote5662
Mar 4, 2025
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
Critiques Trump's trade war policy as unilateral and undesired, analyzing government decision-making.
Policy Critique
0.90
@thomast6741
Mar 4, 2025
sadly the once great refugee system has been destroyed
sadly the once great refugee system has been destroyed
Expresses regret about the deterioration of Canada's refugee system, critiquing past policy decisions.
Policy Critique
0.90
DouglasTodd-o8u
Dec 26, 2025
Immigration officials are NOW investigating… Too bad they didn’t do their jobs before allowing them in..
Immigration officials are NOW investigating… Too bad they didn’t do their jobs before allowing them in..
Directly criticizes immigration officials and government processes for failing to properly vet individuals before admission.
Policy Critique
0.90
@Mugs-i4q
Feb 19, 2026
Decisions made by politicians and consequences. Irreversible and already too late.
Decisions made by politicians and consequences. Irreversible and already too late.
Brief critique of political decision-making and its irreversible consequences regarding immigration policy.
Policy Critique
0.90
kymelezeus4409
Aug 26, 2025
I’m Canadian and can’t stand Trudeau. Turning down that natural gas deal with Japan was a damn disgrace!
I’m Canadian and can’t stand Trudeau. Turning down that natural gas deal with Japan was a damn disgrace!
Self-identified Canadian criticizing Trudeau's specific policy decision (rejecting natural gas deal with Japan) as a disgrace.
@anthonyromeo1988
Mar 4, 2025
Of all the tariffs Canada imposes, Canadians will never see a dime of it and our deficit, will never decrease. Trudeau is the cause for all the taxes and crimes here in Canada. He is …
Of all the tariffs Canada imposes, Canadians will never see a dime of it and our deficit, will never decrease. Trudeau is the cause for all the taxes and crimes here in Canada. He is a moron and money wasting child.
Criticizes government fiscal policy (tariffs, deficit, taxes) and blames leadership, with economic impact concerns.
@robynvan828
Mar 4, 2025
Suddenly he want to fight drugs while for past years you legalize every possible drug i Canada. You should be ashamed of yourself Trudeau. When Trump wanted to put tarrifs on Canada you were gone …
Suddenly he want to fight drugs while for past years you legalize every possible drug i Canada. You should be ashamed of yourself Trudeau. When Trump wanted to put tarrifs on Canada you were gone to Portugal apart of making a deal with the guy. Now you cry like a little guy and blaming Trunp for everything while you wasnt even here to negotiate and you shut down Canadian government for your own partisan purpose and government does not exist right now in Canada just because you afraid of loosing election so you just trying to survive as a PM for as long as possible. Not trump but YOU destroyed Canada and its economy and making Canadians life harder and harder and spending our tax money all over the world
Sustained criticism of Trudeau's drug policy, trade negotiations, and government management with economic impact claims.
@MissLuErAn
Mar 4, 2025
One fix would be to not let TFW or student visas that are denied renewal to claim asylum.
One fix would be to not let TFW or student visas that are denied renewal to claim asylum.
Proposes specific policy reform to close perceived loopholes in temporary worker and student visa asylum claims.
Policy Critique
0.90
blakebeehler3392
Feb 24, 2026
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)