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
Governor todo ??? . Lost a great ally India for supporting separatist criminal group now lecturing america how to maintain good relationship with allies
Governor todo ??? . Lost a great ally India for supporting separatist criminal group now lecturing america how to maintain good relationship with allies
Commenter criticizes Canadian government's foreign policy decisions regarding India and separatist groups, with an unverified claim about losing an ally.
@wisteria8791
Mar 4, 2025
Canadian Government is ripping off there tax payers and Laundering money just like the Biden administration.. You guys need a guy like Trump to come in and drain the swamp just like here in the …
Canadian Government is ripping off there tax payers and Laundering money just like the Biden administration.. You guys need a guy like Trump to come in and drain the swamp just like here in the US. The corruption is deep... Trump can be rude and unhinged, sometimes but he gets shit done. Hope you Canadians get a Prime Minster that will cut fraud and taxes for you. That's where your real threat is.
Critiques Canadian government corruption and taxes while comparing to US situation and advocating for Trump-like leadership, includes unverified claims about government money laundering.
@goodoboytw
Mar 4, 2025
They need to look into this if there is a visa scam going on that is bringing so many of them. In US there is already one H1-B visa scam that is in the process …
They need to look into this if there is a visa scam going on that is bringing so many of them. In US there is already one H1-B visa scam that is in the process of being unearthed.
Calls for government investigation into alleged visa fraud scheme, presenting a specific factual claim without evidence while critiquing policy enforcement.
BrainiacLanesmith
Jan 27, 2026
Heres another clown... Trudeau is just like Zelensky... typical idiot...
Heres another clown... Trudeau is just like Zelensky... typical idiot...
Dismissive criticism of political leadership using derogatory language ('clown,' 'idiot'), comparing leaders negatively.
@JoshuaBelarmino
Mar 4, 2025
Oh, make no mistake,, Trump doesnt care about phent. why would he care about an addict, or an overdose from a someone who doesnt vote,,, Stop it!
Oh, make no mistake,, Trump doesnt care about phent. why would he care about an addict, or an overdose from a someone who doesnt vote,,, Stop it!
Critiques Trump's indifference to drug addiction/overdose issues while making an unverified claim about his motivations regarding non-voters.
@johncalhoun358
Mar 4, 2025
Maybe no one wants to live in Quebec
Maybe no one wants to live in Quebec
Critiques Quebec's attractiveness as an immigration destination, implying policy or cultural issues.
usmlestep1-g7n
Feb 14, 2026
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
Critiques current approach to negotiations and suggests intelligent leadership as alternative, dismissing the severity of the situation.
@ThelWhitefeather
Mar 4, 2025
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 …
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 million or more infiltration that too with no valid Visa or passport. Just imagine what Canada should be numbered in Democracy list before Syria , Pakistan probably . That is what it should be placed ! India has multiple churches which also involved in mass conversion illigally but still India has maintained Democracy. What about Indian people question you same. Why church is here for !?
We don't denied Democratic right and constitutional rights. Same like Indian has rightfully constructed Temple . Its thier Democratic right .
Besides Canada always support terrorist and Khalisthani separatists elements. (What if India harbour same set of people who will support free Ontario form canada. Will you accept it !?) This is the question that is been asked by journalist to your foreign secretary.He was silent
Critiques Canadian immigration policy and governance while comparing to India, mixing factual critique with unsubstantiated claims about infiltration.
JyotirmoyMallickPhysics
Feb 28, 2026
I agree with you sir \nWe will suffer due to this illiterate turd
I agree with you sir \nWe will suffer due to this illiterate turd
Criticizes leadership through insulting language, expressing disagreement with current governance and predicting negative outcomes.
Policy Critique
0.72
@hescatel2011
Mar 4, 2025
Harsh language?? Trump said a million times for almost all politicians they are crooked, dumb.... and he lied. Trudo said truth
Harsh language?? Trump said a million times for almost all politicians they are crooked, dumb.... and he lied. Trudo said truth
Defends Trudeau's language as truthful compared to Trump's rhetoric, critiquing both leaders' communication styles.
@dinos2119
Mar 4, 2025
Thank you for posting this. Its a serious problem here.
Thank you for posting this. Its a serious problem here.
Acknowledges a 'serious problem' related to immigration policy without elaborating specifics, suggesting systemic concern.
curtisprotopappas9478
Jan 27, 2026
Absolutely it's not a trade war and don't try to incite blind nationalism. The tariff to be imposed on Canada by US clearly is a demand/indication forcing Canada to look into then curb the drug …
Absolutely it's not a trade war and don't try to incite blind nationalism. The tariff to be imposed on Canada by US clearly is a demand/indication forcing Canada to look into then curb the drug problem, which has already destroyed Canada and endangered the national security of US. Wake up and act sensibly before it's too late to save Canada.
Analyzes tariffs as a policy tool to address drug problems and national security concerns, framing it as justified pressure on Canada.
@ricokwan7178
Mar 4, 2025
Canada should put dams on rivers going to US. dont give them water
Canada should put dams on rivers going to US. dont give them water
Suggests Canada should restrict water resources to the US, framing this as a policy position in comparative context.
@housedenzkie8293
Mar 4, 2025
What smuggling ? I didn't see anything, sensationalized.
What smuggling ? I didn't see anything, sensationalized.
Disputes the framing of smuggling allegations as exaggerated or sensationalized, critiquing how the issue is being presented.
DigitalYojimbo
Jan 28, 2026
Sounds like a professional his policy’s say otherwise. I’ll take Trump then a polished pompous authoritarian. Honk honk ?
Sounds like a professional his policy’s say otherwise. I’ll take Trump then a polished pompous authoritarian. Honk honk ?
Contrasts Trump's rhetoric with his actual policies, preferring him to a 'polished pompous authoritarian' (likely Trudeau), with sarcastic tone.
@SouthernYankee037
Mar 4, 2025
Can agree with everything Trudeau said ‘cept that Trump is plain dumb-@ss, NOT a smart guy
Can agree with everything Trudeau said ‘cept that Trump is plain dumb-@ss, NOT a smart guy
Agrees with Trudeau's policy positions while critiquing Trump's intelligence and competence.
Policy Critique
0.72
@simoncss1
Mar 4, 2025
Trudeau is desperate and trying to show that he has got strong spine which he Doesn’t \nHe is supporting khalistanis and he is indirectly killing others
Trudeau is desperate and trying to show that he has got strong spine which he Doesn’t \nHe is supporting khalistanis and he is indirectly killing others
Criticizes Trudeau's leadership and makes unsubstantiated claims about supporting Khalistanis without evidence, mixing policy critique with conspiracy-adjacent allegations.
@srinivasj2761
Mar 5, 2025
I just observed the Credensebdev consortium forbthen$90B train includes that wonderful corrupted company SNC Lavelin so that estimate is for sure too double! Who does Leblanc think he is fooling!
I just observed the Credensebdev consortium forbthen$90B train includes that wonderful corrupted company SNC Lavelin so that estimate is for sure too double! Who does Leblanc think he is fooling!
Criticizes government spending and a specific company (SNC-Lavalin) in relation to policy, though contains unsubstantiated claims about cost doubling.
concern-ity
Feb 27, 2026
What would a person expect from a multi bankrupt fraudulent business man
What would a person expect from a multi bankrupt fraudulent business man
Questions Trump's credibility based on his business history of bankruptcies and fraud, critiquing his fitness for leadership.
Policy Critique
0.72
@philiptyson4000
Mar 4, 2025
He put the 25 tariffs because of Fentanyl and for the last four years Canda has allowed this drug to be trafficked and he allowed illegals to flow into our country for the last 4rs. …
He put the 25 tariffs because of Fentanyl and for the last four years Canda has allowed this drug to be trafficked and he allowed illegals to flow into our country for the last 4rs. \nRespect. If you had any respect for our country, you would not put our country in debt to keep Canada going . Stealing my tax dollars. If you respected us, you would deal with America as an honest broker.\nAmericans flip the bill for ungrateful countries who have no respect for America. It stops here.
Critiques government policy on tariffs, drug trafficking, and immigration while expressing economic grievances about taxes and national debt.
@bonniesaldana6152
Mar 4, 2025
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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
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RocaNews
467
JamCan
274
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89
Solidarity
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4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
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Policy Critique
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551
Toronto Sun
340
CTV News
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RocaNews
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Humor / Satire
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2,078
Tyler Oliveira
1,667
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Global News
89
CTV News
68
Fear / Threat
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1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
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1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
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1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
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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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