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
Karthik Ram
December 18, 2013
Science
0
130
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
57
Introduction to ggplot2
karthik
11
16k
Other Decks in Science
See All in Science
Science of Scienceおよび科学計量学に関する研究論文の俯瞰可視化_LT版
hayataka88
0
990
Cross-Media Information Spaces and Architectures (CISA)
signer
PRO
3
30k
深層学習を利用して 大豆の外部欠陥を判別した研究事例の紹介
kentaitakura
0
250
20240420 Global Azure 2024 | Azure Migrate でデータセンターのサーバーを評価&移行してみる
olivia_0707
2
930
ベイズ最適化をゼロから
brainpadpr
2
900
butterfly_effect/butterfly_effect_in-house
florets1
1
110
Inductive-bias Learning: 大規模言語モデルによる予測モデルの生成
fuyu_quant0
0
120
The thin line between reconstruction, classification, and hallucination in brain decoding
ykamit
1
1k
Celebrate UTIG: Staff and Student Awards 2024
utig
0
500
マテリアルズ・インフォマティクスの先端で起きていること / What's Happening at the Cutting Edge of Materials Informatics
snhryt
1
150
LIMEを用いた判断根拠の可視化
kentaitakura
0
370
Mechanistic Interpretability の紹介
sohtakahashi
0
410
Featured
See All Featured
Imperfection Machines: The Place of Print at Facebook
scottboms
266
13k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
191
16k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
330
21k
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
Learning to Love Humans: Emotional Interface Design
aarron
273
40k
Designing on Purpose - Digital PM Summit 2013
jponch
116
7k
jQuery: Nuts, Bolts and Bling
dougneiner
61
7.5k
Raft: Consensus for Rubyists
vanstee
137
6.7k
How GitHub (no longer) Works
holman
311
140k
A Tale of Four Properties
chriscoyier
157
23k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
280
13k
KATA
mclloyd
29
14k
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