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
Comparative
2,420 comments
I’d pick Trudeau over DJT any day of the week and twice on Sunday
I’d pick Trudeau over DJT any day of the week and twice on Sunday
Compares two political leaders (Trudeau vs. Trump) across countries, ranking one favorably over the other.
Comparative
0.90
@keeyonniez
Mar 4, 2025
Must be nice to have a coherent leader.
Must be nice to have a coherent leader.
Compares Canadian and American leadership quality, implicitly ranking one as superior to the other.
Comparative
0.90
@daniellerussomanno188
Mar 4, 2025
Canada ? Europe
Canada ? Europe
Directly compares Canada to Europe, implying a ranking or preference between nations.
Comparative
0.90
@kajiriisan567
Mar 4, 2025
Canada put in place 100% tariffs on Chinese EVs, so what’s wrong with US put in place 25% tariffs on Canadian made goods?
Canada put in place 100% tariffs on Chinese EVs, so what’s wrong with US put in place 25% tariffs on Canadian made goods?
Directly compares Canada's tariff policy to US tariff policy, using one nation's actions to contextualize another's.
Comparative
0.90
@manimalworks7424
Mar 4, 2025
As an Australian, our leaders could learn a lot from this.
As an Australian, our leaders could learn a lot from this.
Australian commenter compares Canada favorably to their own country's leadership, expressing admiration across national borders.
@stewartfranklin3296
Mar 4, 2025
India is the futur economic powerhouse in the world
India is the futur economic powerhouse in the world
Makes a comparative statement ranking India's future economic status relative to other nations.
Comparative
0.90
ChristianDuval-h9r
Sep 19, 2025
USA has been carrying Canada for too long
USA has been carrying Canada for too long
Compares Canada unfavorably to the USA and frames it as a dependency relationship.
@sherrylong1271
Mar 4, 2025
America is having the same problem.
America is having the same problem.
Directly compares Canada's immigration situation to America's, suggesting parallel problems across nations.
Comparative
0.90
decemberholiday3488
Aug 29, 2025
Well, we in South East Asia prefer that you, friends, fighting each other. Keep up the fighting please. If you, friends, are fighting, you leave us alone. You won't incite us to fight among our …
Well, we in South East Asia prefer that you, friends, fighting each other. Keep up the fighting please. If you, friends, are fighting, you leave us alone. You won't incite us to fight among our own friends. With you fighting among, friends, we can actually have our peace. It is for the good of the world. Keep yourselves in your part of the world.
Compares geopolitical positions from a Southeast Asian perspective, ranking the benefit of North American conflict to regional peace.
Comparative
0.90
@Phoenix-bq7lw
Mar 4, 2025
Punjab (Pakistan): A province in Pakistan with a large Punjabi population. Punjab (India): A state in India, predominantly Sikh, known for its rich culture.
Punjab (Pakistan): A province in Pakistan with a large Punjabi population.
Punjab (India): A state in India, predominantly Sikh, known for its rich culture.
Provides factual comparison between Punjab in Pakistan and Punjab in India, distinguishing geographic and cultural characteristics.
Comparative
0.90
Li_Steve.
Feb 11, 2026
This is the only advance development and clean city in india
This is the only advance development and clean city in india
Compares development and cleanliness standards between Canada and India.
Comparative
0.90
BillHems
Sep 19, 2025
What a speech from a dignified leader! Take note Donald.
What a speech from a dignified leader! Take note Donald.
Directly compares Trudeau's dignity and leadership qualities favorably against Trump.
Comparative
0.90
@vickihill6180
Mar 4, 2025
now make a vid on british invasion
now make a vid on british invasion
Suggests making a video about British colonization, implicitly comparing historical invasions to current immigration.
Comparative
0.90
hypergg681
Jan 28, 2026
Substitute Canada for Australia in the title of this video
Substitute Canada for Australia in the title of this video
Directly compares Canada's immigration situation to Australia's, suggesting similar patterns across nations.
Comparative
0.90
Gogogaga-fl6xg
Jan 28, 2026
You should come to the Silicon Valley. A lot of South Asians
You should come to the Silicon Valley. A lot of South Asians
Compares South Asian demographic presence in Canada to Silicon Valley, offering geographic/demographic comparison.
Comparative
0.90
83dsvhtubb
Jan 27, 2026
Our customs in the USA is a joke compared to Canada.
Our customs in the USA is a joke compared to Canada.
Directly compares US and Canadian customs systems, ranking Canada favorably relative to the USA.
Comparative
0.90
@awrogers3013
Mar 4, 2025
WE HAVE AAME PROBLEM IN MALAYSIA
WE HAVE AAME PROBLEM IN MALAYSIA
Directly compares Canada's situation to Malaysia, indicating shared immigration/housing problems across nations.
Comparative
0.90
Thablke2202
Aug 27, 2025
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
Directly compares UK student visa enforcement practices to Canada's approach.
Comparative
0.90
leko9382
Sep 29, 2025
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
Direct comparison of India to Canada/other countries, describing cultural/infrastructural differences.
Comparative
0.90
6WATCHMEDIA
Jan 27, 2026
This looks like NZ, same thing happening here
This looks like NZ, same thing happening here
Directly compares Canada's immigration situation to New Zealand's, suggesting parallel demographic concerns.
Comparative
0.90
sirfer6969
Feb 7, 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)