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
You can call me mud but trump is screwing us all up
You can call me mud but trump is screwing us all up
Expresses criticism of Trump's policies/actions affecting Canada, though vague in specifics.
Policy Critique
0.75
@TerryBrooks-ef2ly
Mar 4, 2025
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
Challenges the video's focus by questioning government priorities and pointing to other perceived security issues, critiquing policy emphasis.
AnthologyOfDave
Jan 27, 2026
Canadian is already really hurting. They say they are there for their citizensyet offer euthanasia for being depressed because they’re in poverty. Justin speaks about dictators yet he is a dictator too.
Canadian is already really hurting. They say they are there for their citizensyet offer euthanasia for being depressed because they’re in poverty. Justin speaks about dictators yet he is a dictator too.
Criticism of government policies on poverty and euthanasia, with an unsubstantiated comparison of Trudeau to a dictator.
@sarahboutwell4391
Mar 4, 2025
that clown is leaving office soon so he doesnt care.
that clown is leaving office soon so he doesnt care.
Dismissive criticism of Trudeau's leadership and motivation, suggesting his actions lack genuine commitment.
Policy Critique
0.75
@tyrone1dotcalm
Mar 4, 2025
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
Criticizes government employees and policies while using identity-based framing about 'woke' groups.
jasonviking
Jan 27, 2026
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
Only solution is to cut the pay of doctors who are pro mass immigration
Only solution is to cut the pay of doctors who are pro mass immigration
Proposes a punitive policy solution targeting professionals perceived as supporting immigration, framing it as critique of pro-immigration positions.
harrisn3693
Feb 23, 2026
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Lengthy critique of content creator bias and selective negative framing of India, comparing honest versus sensationalist travel vlogging approaches.
shaheedbhaghatsingh3974
Jan 27, 2026
This is what a narcissistic sounds like, so guys know..
This is what a narcissistic sounds like, so guys know..
Character attack on the speaker using psychological terminology ('narcissistic') to delegitimize their message.
Policy Critique
0.75
@603original
Mar 4, 2025
Trudeau is on his way out. His words don’t hold any weight.
Trudeau is on his way out. His words don’t hold any weight.
Criticism of Trudeau's political authority and credibility regarding policy matters.
Policy Critique
0.75
@will_274
Mar 4, 2025
Canada pm focus on Canadian people… do not spend money for war. EU will not win ….
Canada pm focus on Canadian people… do not spend money for war. EU will not win ….
Critiques Canadian government spending priorities on military/war and urges focus on domestic needs instead.
@tpannathan4181
Mar 4, 2025
Your are wrong lady Us will loose and get hurt more than Canada.
Your are wrong lady Us will loose and get hurt more than Canada.
Disputes a claim about trade outcomes, arguing the US will suffer more than Canada in the conflict.
@Florenceyousif
Mar 4, 2025
Slashed isn't the word I would use
Slashed isn't the word I would use
Disputes the characterization of policy changes ('slashed') as inaccurate framing of government action.
Policy Critique
0.75
SamanthaEdwards-v2z
Jan 3, 2026
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
Criticizes Trudeau's behavior and demeanor, framing it as rude and insolvent leadership.
Policy Critique
0.75
@ninhpham2431
Mar 4, 2025
Too bad our country doesn't have a leader like this
Too bad our country doesn't have a leader like this
Expresses dissatisfaction with current Canadian leadership by comparing it unfavorably to an implied alternative leader, critiquing governance.
@The_R-n-I_Guy
Mar 4, 2025
If deportees are illegal...than well done.
If deportees are illegal...than well done.
Brief approval of deportation policy for illegal immigrants, expressing support for enforcement.
Policy Critique
0.75
kallachnadra
Dec 30, 2025
I wish they'd put money in Emigration.
I wish they'd put money in Emigration.
Critiques government spending priorities, suggesting resources should fund emigration rather than immigration programs.
Policy Critique
0.75
jamesneveaux4892
Feb 28, 2026
Trump does not care about the drugs he just wants the tariffes
Trump does not care about the drugs he just wants the tariffes
Critiques Trump's motives regarding tariffs while making an unverified claim about his intentions without evidence.
@americosilva-g9h
Mar 4, 2025
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Criticizes a political figure as sympathetic to China and calls for removal of 'Chinese drug lords,' combining policy critique with identity-based framing.
@brianh2421
Mar 4, 2025
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Comment in Hungarian criticizing Trudeau's support for Ukraine as hypocritical, though the non-English language limits full confidence in classification.
Policy Critique
0.75
@MagdolnaGulyásnéTörjék
Mar 4, 2025
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)