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
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
trump is our advocacy
trump is our advocacy
Brief statement of political allegiance or support, asserting alignment with Trump as advocacy position.
Identity Assertion
0.60
@fortunazee
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
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
Donny Trump is a criminal.
Donny Trump is a criminal.
A brief political statement that functions as identity positioning (anti-Trump stance) rather than substantive argument or claim.
Identity Assertion
0.60
@josephtroupe5487
Mar 4, 2025
Running out the French
Running out the French
Cryptic reference to French people leaving Canada, framing immigration as displacement of an existing group.
Identity Assertion
0.60
Coffee240
Feb 23, 2026
Good for Trump
Good for Trump
Brief endorsement of Trump that implies alignment with a political/national identity position, though minimal context makes classification uncertain.
Identity Assertion
0.60
@Chris-bj3no
Mar 4, 2025
0:51 white people are gay
0:51 white people are gay
Makes a racial/ethnic assertion about white people with unclear intent or relevance to immigration discussion.
Identity Assertion
0.60
HH-fs1uu
Jan 28, 2026
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
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
I hope people are happy who voted for Trump
I hope people are happy who voted for Trump
Expresses political alignment/judgment about voters, though minimal context makes classification uncertain; could also be meta-commentary on the video's audience.
Identity Assertion
0.60
@tammiehuber3224
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
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 understand, do what you have to. Trump is insane.
I understand, do what you have to. Trump is insane.
Brief dismissive statement about Trump framed as a personal stance, though minimal context makes classification uncertain.
Identity Assertion
0.60
@TomtheCat9780
Mar 4, 2025
B.s. get lost!
B.s. get lost!
Dismissive rejection expressing disagreement, with weak identity/us-vs-them undertones in the dismissal.
Identity Assertion
0.60
@frank55019
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
I. Don't like them
I. Don't like them
Vague expression of dislike toward an unspecified group, likely immigrants based on context, without elaboration.
Identity Assertion
0.60
AndreaCampe-d9n
Feb 24, 2026
Oh; the feminine is speaking again…
Oh; the feminine is speaking again…
Uses gendered language to dismiss or categorize a speaker, invoking identity-based framing.
Identity Assertion
0.60
@karenjones5036
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)