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
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing …
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing these consignments causes infighting which is also part of their plan. I can't tell you how many times I've heard a Democrat say these leftists aren't doing anything like excuse me Karen.
Criticizes negotiation and compromise strategies as ineffective, framing political opponents as inherently unreasonable and conspiratorial.
@urbanchaosgirlucg7
Mar 4, 2025
My only problem with Muslims is they protest in busy areas disrupting the flow of everything
My only problem with Muslims is they protest in busy areas disrupting the flow of everything
Critiques Muslim protesters' behavior and impact on public spaces, framing it as a policy/conduct concern.
@Cashreading
Mar 5, 2025
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
Looks to me like everyone is loosing except Trump’s EGO!!!?\nBig Boss Man RIGHT?..?
Looks to me like everyone is loosing except Trump’s EGO!!!?\nBig Boss Man RIGHT?..?
Critiques trade war outcomes as economically negative for all except Trump's ego, with sarcastic tone.
@RichardLoomis-k7x
Mar 4, 2025
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
Mar 4, 2025
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
Policy Critique
0.75
@AnupamSringeri
Mar 4, 2025
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
Mar 4, 2025
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not …
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not pretty enough. Sad but true.
Critiques government leadership and voter behavior while making gendered identity claims about political preference.
paulpower2680
Jun 23, 2025
Where is Justin hiding now?
Where is Justin hiding now?
Rhetorical question attacking Prime Minister's absence or accountability on immigration issues.
AM-my3jk
Jan 20, 2026
Canadians are being accused of racism when addressing immigration to immigrants. They use that word to defuse your point of view and concerns for our country. So ask them.........HOW MANY CANADIANS DO YOU HAVE TO …
Canadians are being accused of racism when addressing immigration to immigrants.
They use that word to defuse your point of view and concerns for our country.
So ask them.........HOW MANY CANADIANS DO YOU HAVE TO DEPORT BACK INTO CANADA because we're hopping your borders for a better way of life?
How much tax dollars does your country spent on sending canadians back to their country?
How much federal country money do you give canadian immigrants to start their better way of life?
Do canadian immigrant women get to keep their country traditions any way of a canadian life style or are they conformed?
..........
Don't be silenced or afraid. They weaponized the word racism to give them leverage because that's all they have in their artillery.
Challenges government immigration policy through rhetorical questions about deportation, integration, and resource allocation, while urging resistance to accusations of racism.
richardmesser7243
Oct 15, 2025
Let’s face it, these tariffs have nothing to do with drugs or immigration, they are only meant to force Trumps delusion of Canada becoming the 51st state.
Let’s face it, these tariffs have nothing to do with drugs or immigration, they are only meant to force Trumps delusion of Canada becoming the 51st state.
Critiques tariff policy and makes an unsubstantiated claim about Trump's territorial ambitions.
@whr1964s
Mar 4, 2025
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Criticizes government responses to immigration questions as evasive and inadequate, with partisan framing.
CogenMan3
Nov 3, 2025
Higher education ducation "industry" majorly owned by Canadian politicians is one big culprit responsible for this situation.
Higher education ducation "industry" majorly owned by Canadian politicians is one big culprit responsible for this situation.
Criticizes higher education system and implies political corruption without specific evidence, blaming it for economic problems.
PP29904
Oct 27, 2025
Canada didn't do this; Turdeau and his lieberals did. On purpose.
Canada didn't do this; Turdeau and his lieberals did. On purpose.
Critiques government policy and leadership while making an unverified claim about intentional action ('on purpose') without evidence.
JohnDretired
Oct 15, 2025
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof …
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof of tax paid so shut up.
Corrects misinformation about Indian visa requirements by citing actual policy requirements (language, financial proof, taxes), functioning as both factual correction and implicit policy defense.
udaysutariya
Oct 30, 2025
At least Trudeau is enjoying his retirement on a yacht with Katie Perry while the country collapses due to his vanity projects.
At least Trudeau is enjoying his retirement on a yacht with Katie Perry while the country collapses due to his vanity projects.
Criticizes the Prime Minister's leadership and policy decisions through sarcastic exaggeration about personal indulgence and national decline.
goalie511
Oct 16, 2025
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
Criticizes Trudeau's governance record and questions the relevance of his statements given his political situation.
@Emilioooo17
Mar 5, 2025
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of …
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of the way ...
Criticizes government financial management and leadership competence, with implicit comparison to other nations' self-sufficiency.
@hopefaith3693
Mar 4, 2025
Canada was lost when Justin and his father turned a blind eye to Khalistanis in name of vote bank politics
Canada was lost when Justin and his father turned a blind eye to Khalistanis in name of vote bank politics
Criticizes government leadership for allegedly ignoring Khalistan-related political issues in pursuit of votes.
dimitrz2000
Aug 25, 2025
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Criticizes government leadership as toxic and lacking real solutions, focusing on institutional failure.
Policy Critique
0.75
ajaylad8168
Oct 22, 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
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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