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
18000 that's it your wired backwards needs to be atleast 5 million
18000 that's it your wired backwards needs to be atleast 5 million
Criticizes the deportation number as insufficient, arguing for dramatically higher targets as policy correction.
Policy Critique
0.80
robertjenkins8645
Dec 27, 2025
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. …
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. Sad for the US
Critiques Trump's trade policy as unreliable and untrustworthy, framing it as damaging to US credibility.
@dacrab1
Mar 5, 2025
Trump also wants to defend American workers if he imposes these tariffs he knows what he's doing
Trump also wants to defend American workers if he imposes these tariffs he knows what he's doing
Defends Trump's tariff policy as intentional worker protection, offering analysis of policy rationale.
Policy Critique
0.80
@nikolas2715
Mar 4, 2025
People who make false refugee claim should be forced to pay for the who cost.
People who make false refugee claim should be forced to pay for the who cost.
Proposes a policy change requiring false refugee claimants to bear financial costs, critiquing current system accountability.
Policy Critique
0.80
kam-j9s
Dec 24, 2025
A Canadian here who can't agree with the disparaging comments about Trudeau. He has done more good than some earlier Prime Ministers. Enjoying the new free dental coverage he just established? I disagree with him …
A Canadian here who can't agree with the disparaging comments about Trudeau. He has done more good than some earlier Prime Ministers. Enjoying the new free dental coverage he just established? I disagree with him here though when he says Canadians don't hold this tariff thing against Americans. WE DO! You're the ones who elected this wrecking ball who destroys everything (and everyone) he touches. I encourage all our Europeans friends to buy Canadian whenever possible.
Defends Trudeau's policies (dental coverage) while critiquing his tariff stance, combining personal perspective with policy analysis.
@turningofthetide1000
Mar 4, 2025
Vet people VERY VERY, STRINGENTLY. Deport criminals, and non tax payers. Go after the GANGS. Jail or deport. Huge numbers of Americans are trying to get in as well. Their democracy has failed. We must …
Vet people VERY VERY, STRINGENTLY.
Deport criminals, and non tax payers. Go after the GANGS.
Jail or deport.
Huge numbers of Americans are trying to get in as well.
Their democracy has failed.
We must save our own country.
Demands stricter vetting and deportation policies while calling for action against gangs and non-taxpayers, with comparative framing about Americans.
Democracyatstake2025
Dec 27, 2025
It's to late liberals government has completely destroyed Canada more taxe money just throwing it away
It's to late liberals government has completely destroyed Canada more taxe money just throwing it away
Criticizes government spending and policy effectiveness while invoking economic concerns about tax money allocation.
leonardgoguen4194
Dec 27, 2025
Trudeau youre not winning this one. Sit with the admin and reach a deal. Canada will get hurt even more.
Trudeau youre not winning this one. Sit with the admin and reach a deal. Canada will get hurt even more.
Criticizes Trudeau's negotiating approach and warns of economic harm to Canada.
@okyguzman8916
Mar 4, 2025
18000 is a joke. The Liberals are destroying our country with their Liberal numbers. WTF.
18000 is a joke. The Liberals are destroying our country with their Liberal numbers. WTF.
Criticizes government immigration numbers and party policy while framing it as national harm.
BarbGagnier
Dec 25, 2025
Canada will vote this woke president out. Fair enough. Reciprocal tariffs. It’s not a trade war. It’s trade fairness. Every advanced country depends on trade with other advanced country and China. In fact Germany depends …
Canada will vote this woke president out. Fair enough. Reciprocal tariffs. It’s not a trade war. It’s trade fairness. Every advanced country depends on trade with other advanced country and China. In fact Germany depends heavily on Russian energy which they’re now buying for a much higher price via other channels. So screw playing nice. Get with the game Canada and Europe unless you can hold your own
Critiques Canadian government policy and advocates for reciprocal trade fairness, combining political and economic arguments.
@basemgerges1979
Mar 4, 2025
This from the guy who stold the bank accounts of Truckers during peaceful protests and raided and arrested church people during covid for going to church.
This from the guy who stold the bank accounts of Truckers during peaceful protests and raided and arrested church people during covid for going to church.
Critiques the Prime Minister's past actions (trucker account freezing, church raids) presented as factual claims without evidence.
@donaldspurlock3950
Mar 4, 2025
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. …
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. A wolf in sheep clothing
Comprehensive criticism of Trudeau's record and current actions, questioning his competence and sincerity; combines policy critique with character attack.
@sebm489
Mar 5, 2025
Who \nGives\nA flying Fk!!! This guys a tyrant \nThink about what y'all are saying about this guy he shut down the trucker protest in froze all their funds their whole bank account everything this guy …
Who \nGives\nA flying Fk!!! This guys a tyrant \nThink about what y'all are saying about this guy he shut down the trucker protest in froze all their funds their whole bank account everything this guy is an absolute tyrant !
Criticizes government actions (trucker protest shutdown, frozen bank accounts) as authoritarian overreach.
@terminator3728
Mar 4, 2025
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Criticizes government officials and immigration governance as incompetent and wasteful of taxpayer money.
Policy Critique
0.80
Jarajenn3
Dec 23, 2025
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Criticizes the tariff decision against an ally and attacks the US president's character and judgment.
@tore28
Mar 5, 2025
Carney likes his ministers clueless and full of word salad because it makes him feel smart and arrogant
Carney likes his ministers clueless and full of word salad because it makes him feel smart and arrogant
Criticizes government leadership strategy and competence of appointed officials through personal attack.
Policy Critique
0.80
paulinemacpherson7448
Feb 27, 2026
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Critiques political establishment for perpetuating status quo while using sarcastic 'Sheep' insult, combining policy analysis with ironic commentary.
@Mickeymouse7727
Mar 4, 2025
Blame the immigration officials, they did open the doors for criminals who came from India and other foreign countries. Refugees that have criminal records were given access by the government to step in here in …
Blame the immigration officials, they did open the doors for criminals who came from India and other foreign countries. Refugees that have criminal records were given access by the government to step in here in Canada. Blame immigration officials and the authorities that are responsible in keeping our PEACE AND ORDER.
Blames immigration officials and authorities for allowing criminals and refugees with records to enter, combining threat framing with institutional critique.
@MagsasakangKalbo
Feb 18, 2026
Thanks to the Canadian Government. They should be ashamed of themselves.
Thanks to the Canadian Government. They should be ashamed of themselves.
Expresses criticism of Canadian Government policy decisions regarding immigration, with moral disapproval implied.
Policy Critique
0.80
D37fit
Dec 14, 2025
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
Criticizes inconsistent enforcement of border procedures, supported by anecdotal evidence from snowbirds' experiences.
Diane-no5nx
Dec 11, 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)