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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Comparative
2,420 comments
Wow, imagine having an adult to speak for your country.
Wow, imagine having an adult to speak for your country.
Implicitly compares Canadian leadership positively to US leadership by praising Canada's 'adult' representation.
Comparative
0.90
@pezhetairosnikephoros931
Mar 4, 2025
The usa is 100 times worse than Canada.
The usa is 100 times worse than Canada.
Direct comparison between Canada and the USA regarding immigration or policy severity.
Comparative
0.90
garygjl9036
Sep 19, 2025
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
Palestinians are sick of immigration.
Palestinians are sick of immigration.
Brief comparative statement referencing Palestinian opposition to immigration, invoking another national context.
Comparative
0.90
michaelattia9834
Sep 14, 2025
Same in Australia
Same in Australia
Brief comparative reference to Australia's immigration policies in relation to the discussion.
Comparative
0.90
geoff1337
Feb 6, 2026
India the new china
India the new china
Brief comparative statement ranking India alongside China, likely implying negative economic or geopolitical status.
Comparative
0.90
cadukaweb6620
Mar 2, 2026
It's a global thing it's the same in ireland now
It's a global thing it's the same in ireland now
The comment directly compares Canada's immigration situation to Ireland's, framing it as a global phenomenon.
Comparative
0.90
MrDirtydonuts
Feb 9, 2026
Canada? Brother come to Frisco Texas.
Canada? Brother come to Frisco Texas.
Directly compares Canada to another location (Frisco, Texas) as an alternative destination, suggesting a ranking of nations.
Comparative
0.90
ryd3391
Jan 28, 2026
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
Same thing in Dallas
Same thing in Dallas
Minimal comparative reference indicating similar conditions in Dallas, USA.
Comparative
0.90
Ch4s3-10
Jan 28, 2026
Trudeau, I wish you were America's president!!
Trudeau, I wish you were America's president!!
Directly compares Canadian and American leadership by expressing preference for Trudeau as US president.
Comparative
0.90
@ladyofthe80s51
Mar 4, 2025
These are not upper class Indian but more of middle class. Upper class end up in US/ Silicon Valley
These are not upper class Indian but more of middle class. Upper class end up in US/ Silicon Valley
Compares migration patterns of Indian immigrants across countries, noting class-based differences in destination choices.
Comparative
0.90
abhishekrai2373
Feb 22, 2026
After Russia its the most empty country I think isn’t it I must say they are so much better organised
After Russia its the most empty country I think isn’t it I must say they are so much better organised
Compares Canada to Russia in terms of population density and organizational capacity, ranking nations.
Comparative
0.90
benjamindejonge3624
Nov 14, 2025
Still way better than what Pakistanis did in UK
Still way better than what Pakistanis did in UK
Compares Indian immigration to Canada with Pakistani immigration to UK, positioning one as relatively better.
Comparative
0.90
HisokaMonroe0001
Oct 9, 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
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
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
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
Same with the uk, Germany and Switzerland smh
Same with the uk, Germany and Switzerland smh
Compares Canada's situation to other countries (UK, Germany, Switzerland), suggesting similar problems across nations.
Comparative
0.90
AstaIsAMonster
Jan 29, 2026
I mean also traffic lights are different in india than in canada, fluffy gave a good introduction to it, its more of an suggestion.
I mean also traffic lights are different in india than in canada, fluffy gave a good introduction to it, its more of an suggestion.
Compares traffic rules and cultural practices between India and Canada to contextualize differences.
Comparative
0.90
seppoharkkonen5766
Jan 27, 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)