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
President Biden & V.P. Harris left Our economy in a better place!\nIt has just been getting worse under musk & 45 showing us, \nThey are up to No Good!
President Biden & V.P. Harris left Our economy in a better place!\nIt has just been getting worse under musk & 45 showing us, \nThey are up to No Good!
Critiques current economic policy while asserting a political identity (support for Biden/Harris administration).
@PEACE-fb8ok
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
Ontario and Quebec wanted legalize feed and voted for the young guy who was" cute
Ontario and Quebec wanted legalize feed and voted for the young guy who was" cute
Criticizes provincial governments' policy decisions regarding legalization, with partisan undertones about political leadership.
jasonmay9387
Feb 19, 2026
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
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Criticizes government communication tactics as fear-mongering while asserting American identity and political allegiance.
@bonniegoodwin234
Mar 4, 2025
Immigration has been exploited
Immigration has been exploited
Brief assertion that immigration policy has been misused, framed as systemic critique.
Policy Critique
0.75
OneTrueKing23
Jun 18, 2025
Allowing mass immigration of mostly military aged single men will only increase your population temporarily. If you really want to increase population long term they should be tilting the scales to 60% females < 30 …
Allowing mass immigration of mostly military aged single men will only increase your population temporarily.
If you really want to increase population long term they should be tilting the scales to 60% females < 30 yo.
Critiques immigration policy demographics and long-term population strategy, arguing for different gender/age composition.
nobuddy2012
Jun 20, 2025
And we voted for this....
And we voted for this....
Brief expression of blame for voting for current policies/leaders without elaboration.
Policy Critique
0.75
chedabu
Jun 20, 2025
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Advocates for expelling international students after graduation and frames Canadian citizens as victims, combining policy criticism with identity-based framing.
khundok6595
Apr 15, 2025
This has been going for more than 15 years. Its too late.
This has been going for more than 15 years. Its too late.
Expresses frustration that immigration problems have persisted for 15+ years, implying government policy failure.
@daniharr3278
Feb 19, 2026
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Criticizes government immigration policy and voter choice, with identity-based framing of national decision-making.
Ejexion
Jun 22, 2025
I bet we don’t need an ICE agency to do it either.
I bet we don’t need an ICE agency to do it either.
Suggests skepticism about the necessity of ICE agency involvement in immigration enforcement.
Policy Critique
0.75
@KylieMarie-s7l
Feb 19, 2026
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
Thats why there must not make any deal with Trump, anymore because he's a lier and stabs you in the back after he gets what he wanted, and hes also going to do that with …
Thats why there must not make any deal with Trump, anymore because he's a lier and stabs you in the back after he gets what he wanted, and hes also going to do that with zelenski as soon zelenski is signing a deal......he can't be trusted !!!!!!
Critiques Trump's trustworthiness and advocates against making deals with him, framed as a policy position on international relations.
@KH-tk2yd
Mar 4, 2025
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go.
Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Critiques electoral system and past political promises while expressing frustration about lack of democratic solutions to immigration.
jairpoppelwell2120
Jun 21, 2025
Trudeau pity talk to Americans.
Trudeau pity talk to Americans.
Criticizes Trudeau's diplomatic approach to Americans as inadequate or ineffective.
Policy Critique
0.75
@Research-Answers
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
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Proposes an alternative policy solution (automation instead of immigration) while expressing concern about corporate influence and demographic change.
aiswaryabersan7983
Aug 25, 2025
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and …
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and china
Critiques Trump's strategy as scapegoating while making an unverified claim about his future blame-shifting tactics.
@spybuxx5435
Mar 4, 2025
Voting does have consequnces...for you Not Justin or Jugmeat They are now enjoying their millionaire pensions And what do you get...Lib Carney and out of whack inflation Elbow up Canada .....Hell is on for about …
Voting does have consequnces...for you
Not Justin or Jugmeat
They are now enjoying their millionaire pensions
And what do you get...Lib Carney and out of whack inflation
Elbow up Canada .....Hell is on for about 5 more years
Criticizes government policies and leadership (inflation, pensions) while implicitly calling for political change.
OmniFilm-dk8ox
Jun 30, 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)