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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Identity Assertion
5,512 comments
Clown ? ??? USA ?? Forever
Clown ? ??? USA ?? Forever
Dismissive comparison between Canada and USA with identity-based framing, though fragmented and unclear in intent.
@ernestopolanco4124
Mar 4, 2025
One man did this the orange man
One man did this the orange man
Attributes agency and blame to a single political figure ('the orange man'), implying a personified national identity claim.
Identity Assertion
0.60
@markphillips8097
Mar 4, 2025
Trump sucks -
Trump sucks -
Brief negative statement about a political figure expressing political opposition.
Identity Assertion
0.60
@lowegustafson1070
Mar 4, 2025
Brampton bich a munda
Brampton bich a munda
Derogatory reference to Brampton with ethnic/cultural undertones, asserting in-group/out-group distinction.
Identity Assertion
0.60
shreyasjuloori3147
Jan 27, 2026
Canada can kick rocks....
Canada can kick rocks....
Dismissive statement about Canada, expressing rejection or disdain without elaboration.
Identity Assertion
0.60
@allfivepoints
Mar 4, 2025
Trump is a bully! Trump stinks!
Trump is a bully! Trump stinks!
Generic insult about Trump with no substantive content; appears to be identity-based partisan positioning rather than policy critique.
Identity Assertion
0.60
@DonnieWhyte
Mar 4, 2025
Donald Trump trash ?
Donald Trump trash ?
Brief dismissive characterization of Trump, functioning as a negative identity assertion.
Identity Assertion
0.60
@DaniloMarino-do6wg
Mar 4, 2025
You are a real learder
You are a real learder
Brief affirmation of leadership that implies national/group identity alignment, though minimal context makes classification uncertain.
Identity Assertion
0.60
@lifewithisabella7545
Mar 5, 2025
SOUTH RUSSIA.
SOUTH RUSSIA.
Derogatory label asserting a negative identity/characterization of Canada in relation to Russia, likely expressing nationalist sentiment.
Identity Assertion
0.60
@jstidgwell
Mar 4, 2025
You are weak.....i promise we will not hurt
You are weak.....i promise we will not hurt
Dismissive statement asserting Canadian weakness while implying threat ('we will not hurt'), using us-vs-them framing.
@user-ou4vv2ts2w
Mar 4, 2025
Thanks liberal voters
Thanks liberal voters
Blames liberal voters for immigration policy, framing political opposition as identity-based us-vs-them positioning.
Identity Assertion
0.60
waltjesso1153
Aug 25, 2025
Screw you Castro jr
Screw you Castro jr
Hostile dismissal of a political figure (Castro Jr./Trudeau) expressing in-group/out-group antagonism, though minimal context makes classification uncertain.
Identity Assertion
0.60
@claytonix
Mar 5, 2025
Not divided one bit
Not divided one bit
Vague assertion about national unity/division, likely responding to divisive framing in the video.
Identity Assertion
0.60
BloodLynae
Feb 11, 2026
a real leader
a real leader
Brief affirmation of leadership quality; minimal context makes classification uncertain but leans toward identity/value assertion rather than substantive critique.
Identity Assertion
0.60
@fernandosegui1
Mar 5, 2025
Justin’s gang
Justin’s gang
Brief partisan reference framing current leadership negatively in relation to immigration issues.
Identity Assertion
0.60
tomcotter8138
Jan 19, 2026
Trump is the BEST
Trump is the BEST
Brief political endorsement that asserts alignment with a political figure, though minimal context makes classification uncertain.
Identity Assertion
0.60
@mersslk55
Mar 4, 2025
The man on the bike is a total racist.
The man on the bike is a total racist.
Makes a personal accusation framed as identity-based judgment, though lacks substantive argument or context.
Identity Assertion
0.60
msbeaz
Feb 27, 2026
True Leadership.
True Leadership.
Brief affirmation of leadership quality, implying political/ideological alignment without elaboration.
Identity Assertion
0.60
@BobbyLee9676
Mar 4, 2025
Really Indian people
Really Indian people
Brief ethnic categorization that appears to assert or highlight Indian identity in the context of Canadian immigration discussion.
Identity Assertion
0.60
rajeshdevnath9177
Mar 3, 2026
I know sir! I'm in East Tennessee and I've been trying to tell these fools
I know sir! I'm in East Tennessee and I've been trying to tell these fools
Regional identity assertion (Tennessee) combined with implied call to convince others of a particular viewpoint, though context is vague.
@gordythecreator
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)