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
Search & Filter
Identity Assertion
5,512 comments
Damnit I wish I was Canadian..
Damnit I wish I was Canadian..
Expresses admiration for Canadian identity and belonging, wishing to be part of that national community.
@Invisiguy03
Mar 4, 2025
Oh Canada ??, strong and free, our country is already great and the best in the world. Hopefully, the USA will be great again someday but I think they need a new leader ,just saying.
Oh Canada ??, strong and free, our country is already great and the best in the world. Hopefully, the USA will be great again someday but I think they need a new leader ,just saying.
Asserts Canadian national pride and superiority while comparing Canada favorably to the USA.
@bigal-ox9jw
Mar 4, 2025
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Makes a generalization about racial/ethnic identity ('white people'), using the video as evidence for a broader identity-based claim.
Identity Assertion
0.77
joelvand91
Jan 27, 2026
It's not American's that are doing this. It's republicans. This is sad most of the fentanyl drugs are coming from america
It's not American's that are doing this. It's republicans. This is sad most of the fentanyl drugs are coming from america
Distinguishes between Americans and Republicans as distinct groups, asserting political identity while comparing drug source origins.
@Patricia-l7l2k
Mar 4, 2025
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
Makes identity-based claims about racial replacement and stereotypes about white people, framing demographic change as a threat.
suudi-qx3hc
Jan 27, 2026
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without …
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh .
If you will talk to divide & break india , you will be suppressed without any doubt.
Questions authenticity of speaker's Sikh identity and accuses him of divisive rhetoric against India, asserting nationalist boundaries.
SaketRanjan-n4z
Feb 4, 2026
The fact is...they've been benefiting from America for years! We don't NEED canada.
The fact is...they've been benefiting from America for years! We don't NEED canada.
Asserts American independence and superiority while dismissing Canada's value, framing it as an us-vs-them relationship.
@deepsoul3256
Mar 4, 2025
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I …
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I am just SICK of seeing them get everything handed to them!!
Asserts cultural superiority and us-vs-them framing, claiming immigrants disrespect 'our' culture and traditions while receiving unfair advantages.
1970ccb
Aug 25, 2025
Good luck. We don't give a shit. We are not you. We won't bend over and accept it. You will change buddy. Soon too.
Good luck. We don't give a shit. We are not you. We won't bend over and accept it. You will change buddy. Soon too.
Asserts Canadian distinctiveness and refusal to comply, establishing firm us-vs-them boundary with defiant tone.
@friscomiller7672
Mar 4, 2025
Dude really thinks we need Canada for anything
Dude really thinks we need Canada for anything
Asserts American self-sufficiency and dismisses Canadian importance, framing through nationalist us-vs-them positioning.
@tonywilliams6492
Mar 4, 2025
I trust who I voted for when I cast my vote, as all other Americans should!
I trust who I voted for when I cast my vote, as all other Americans should!
Asserts civic identity and voting allegiance, framing personal political choice as a matter of national belonging.
Identity Assertion
0.77
@OGFORTNITEDAD
Mar 4, 2025
He called white (pink) Canadians, native . Have some shame 😭😭😭.
He called white (pink) Canadians, native . Have some shame 😭😭😭.
Critiques the framing of white Canadians as 'native,' asserting competing claims about national identity and belonging with moral indignation.
mcc5295
Feb 9, 2026
Keep your garbage in your country too buddy
Keep your garbage in your country too buddy
Dismissive us-vs-them framing telling the U.S. to keep its problems domestic, asserting Canadian separation from American issues.
@larrysix2004
Mar 4, 2025
I'll eat rice whatever it takes I am with my President.
I'll eat rice whatever it takes I am with my President.
Expresses unwavering loyalty to political leader through sacrifice metaphor, asserting strong national/political identity.
@ReelorFakeYT
Mar 4, 2025
the free world stands with canada, fuck america.
the free world stands with canada, fuck america.
Uses strong us-vs-them framing positioning Canada and 'the free world' against America, with crude language emphasizing national division.
@NinjaKhaos74
Mar 4, 2025
Hey Canada, maga can’t pull their head from their ass long enough to understand anything . Once our economy fails maybe that will get their attention.
Hey Canada, maga can’t pull their head from their ass long enough to understand anything . Once our economy fails maybe that will get their attention.
Defends Canada against MAGA supporters, asserting Canadian identity while predicting US economic failure.
@rowdy5150
Mar 4, 2025
Zel n trudo.. Are real leaders
Zel n trudo.. Are real leaders
Asserts Canadian and Ukrainian leaders as superior, framing national leadership identity and comparison.
Identity Assertion
0.76
@1pawaskar
Mar 4, 2025
Bro, you resigned, we don’t care, and we don’t need Canada, MAGA ??
Bro, you resigned, we don’t care, and we don’t need Canada, MAGA ??
Dismisses Canada's relevance through us-vs-them framing with casual, sarcastic tone emphasizing American self-sufficiency.
@FoxbodyandDrums
Mar 4, 2025
Yes, we suck A$$.\nI did not vote for ? CON, but aren't we all responsible somehow? ?
Yes, we suck A$$.\nI did not vote for ? CON, but aren't we all responsible somehow? ?
Self-critical national identity commentary questioning collective Canadian responsibility while distancing from Conservative voters.
@karendowney2888
Mar 5, 2025
the funniest part about is indians is that even THEY hate the sight of other indians....like why should the rest of us want to live with you lmao
the funniest part about is indians is that even THEY hate the sight of other indians....like why should the rest of us want to live with you lmao
Makes a sweeping, unsubstantiated generalization about Indian people while asserting exclusionary us-vs-them framing.
neo4102
Feb 25, 2026
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)