Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Fostering the next gen of open science with R
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Karthik Ram
December 18, 2013
Science
0
160
Fostering the next gen of open science with R
My talk at the American Geophysical Union meeting in SF, December 2013.
Karthik Ram
December 18, 2013
Tweet
Share
More Decks by Karthik Ram
See All by Karthik Ram
R summit talk
karthik
1
67
Introduction to ggplot2
karthik
11
17k
Other Decks in Science
See All in Science
(メタ)科学コミュニケーターからみたAI for Scienceの同床異夢
rmaruy
0
160
LayerXにおける業務の完全自動運転化に向けたAI技術活用事例 / layerx-ai-jsai2025
shimacos
6
21k
コミュニティサイエンスの実践@日本認知科学会2025
hayataka88
0
130
データマイニング - グラフデータと経路
trycycle
PRO
1
290
20251212_LT忘年会_データサイエンス枠_新川.pdf
shinpsan
0
230
Vibecoding for Product Managers
ibknadedeji
0
130
機械学習 - DBSCAN
trycycle
PRO
0
1.5k
データベース10: 拡張実体関連モデル
trycycle
PRO
0
1.1k
機械学習 - K-means & 階層的クラスタリング
trycycle
PRO
0
1.2k
Accelerated Computing for Climate forecast
inureyes
PRO
0
150
安心・効率的な医療現場の実現へ ~オンプレAI & ノーコードワークフローで進める業務改革~
siyoo
0
460
データベース09: 実体関連モデル上の一貫性制約
trycycle
PRO
0
1.1k
Featured
See All Featured
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
31
9.9k
"I'm Feeling Lucky" - Building Great Search Experiences for Today's Users (#IAC19)
danielanewman
231
22k
The Cost Of JavaScript in 2023
addyosmani
55
9.5k
GraphQLとの向き合い方2022年版
quramy
50
14k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
128
55k
Leveraging Curiosity to Care for An Aging Population
cassininazir
1
170
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
68
Chasing Engaging Ingredients in Design
codingconduct
0
110
Building Applications with DynamoDB
mza
96
6.9k
So, you think you're a good person
axbom
PRO
2
1.9k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
666
130k
Fantastic passwords and where to find them - at NoRuKo
philnash
52
3.6k
Transcript
OPEN SCIENCE fostering NEXT GEN . . . . .
. . with . . . . . . .
@_inundata
None
None
None
MOST OF THESE DATA ARE NOT EASILY ACCESSIBLE
The data life cycle
IT LEADS TO THIS
A RESEARCH PAPER THE NARRATIVE THE DATA THE CODE
THE NARRATIVE THE DATA THE CODE A RESEARCH PAPER
Scientists don’t share code or data few incentives
But incentive structures are slowly changing
Instructions for preparation of the Biographical Sketch have been revised
to rename the "Publications" section to "Products" and amend terminology and instructions accordingly. This change makes clear that products may include, but are not limited to, publications, data sets, software, patents, and copyrights. Funders:
community:
community:
Programmatic workflows increase reproducibility
None
glm(y ~ -1 + a + c + z +
a:z, data = mydata, maxit = 30) This is reproducible, repeatable and can serve as a analytic workflow
INCORPORATE OPEN SCIENCE INTO existing workflows
R + open science
Why R? 5,000 + Packages Widely used by environmental scientists
Our mission is to develop tools (mostly around R) to
access scientific data repositories, full-text of articles, and science metrics.
ACQUIRE DATA { 50+ CURRENT OFFERINGS packages ADD METADATA DEPOSIT
DATA
Search over 100K articles rplos
Retrieve data underlying papers in 200+ journals rdryad
Validate results from papers treebase
Past and future climate projections rWBclimate
Map biodiversity data spocc Danaus plexippus
Model species distributions
Deposit data into permanent archives library(figshare) fs_auth() id <- fs_create()
fs_upload(id, r_object) rfigshare
A RESEARCH PAPER THE NARRATIVE THE DATA THE CODE
CODE/ DATA Acquisition Analysis Documentation Deposition
DATA SHOULD BE machine readable
AUTOMATE BORING TASKS paint drying adding metadata
dryaddat <- download_url("10255/dryad.1759") ! dat <- dryad_getfile(dryaddat) ! eml_write(dat =
dat, meta, title = "Landings Data", description = description, creator = "Karthik Ram <
[email protected]
>", file = "landings.xml") ! ! eml_publish("landings.xml", description = description, categories = "Ecology", tags = "fisheries", destination = "figshare", visibility = "public")
A RESEARCH PAPER THE NARRATIVE THE DATA THE CODE
None
ropensci.org @ropensci