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Open Data in Agriculture
Hands-on with data infrastructures that
can power your agricultural data
products
12/12/2013
Athens, Greece
Supported by EU projects
1
OpenLearn and
the SPARQL endpoint

2
Maths, Computing and Technology Faculty
The Open University
Walton Hall
Milton Keynes
MK7 6AA
www.open.ac.uk
mct‐research.open.ac.uk

Jane Bromley    David King      David Morse
*open*
4
Objectives
An introduction to the Open University’s free
material
• Show available metadata
• Talk about RDF – the format used for graph
databases
• How to query the material through SPARQL
5
http://www.open.edu/openlearn/body‐mind/the‐real‐story‐behind‐cereals
6
http://www.open.edu/openlearn/nature‐environment/good‐food‐destroying‐biodiversity
7
http://www.open.edu/openlearn/science‐maths‐technology/science/biofuels/content‐section‐0
8
Open Research Online – publications originating from OU researchers
OU Podcasts
Course Descriptions
Some KMi datasets
And…
9
http://data.open.ac.uk/site/datasets.html
Available through standard formats (RDF and SPARQL)
10
RDF

Resource Description Framework 
• one of the basic building blocks forming web of semantic data
• defines a graph database
• format defines statements comprising:
Subject is the T‐shirt
Predicate (property) is the colour
Object is white
subject‐>predicate‐>object relationship is called a triple.

RDF/XML ‐ the XML form of RDF
<?xml version="1.0" encoding="UTF‐8"?>
<rdf:RDF
xmlns:rdf="http://www.w3.org/1999/02/22‐rdf‐syntax‐ns#"
xmlns:feature="http://www.linkeddatatools.com/clothing‐features#">
<rdf:Description
rdf:about="http://www.linkeddatatools.com/clothes#t‐shirt 
<feature:color rdf:resource="http://www.linkeddatatools.com/colors#white"/>
</rdf:Description>
</rdf:RDF>

11
The SPARQL endpoint

http://data.open.ac.uk/query
12
select distinct ?props
from <http://data.open.ac.uk/context/openlearn> 
where { ?subj ?props ?obj }

13
14
http://www.open.edu/openlearn/science‐maths‐technology/science/biofuels/content‐section‐0
15
http://data.open.ac.uk/page/openlearn/s173_1

16
How to find agriculturally useful 
material in OpenLearn?

17
A three step process:
1. Find all the subjects and chose those  
relevant to agriculture
2. Find all the OpenLearn Units that have 
just these subjects
3. Collect the metadata for each of the 
selected Open Learn units
18
19
(1130) as of end of October 2013
http://data.open.ac.uk/topic/psychology
http://data.open.ac.uk/topic/sociology
http://data.open.ac.uk/topic/social_care
http://data.open.ac.uk/topic/educational_practice
http://data.open.ac.uk/topic/biology
http://data.open.ac.uk/topic/herbicides
http://data.open.ac.uk/topic/energyofficial1342688874openlearn_teamadmin
http://data.open.ac.uk/topic/unitsdefault1330523206frank_siebertzz884926
http://data.open.ac.uk/topic/pre_course_workdefault1263940536linda_smithlps32
http://data.open.ac.uk/topic/employmentofficial1342688874richard_howesrh4685
http://data.open.ac.uk/topic/using_mathsdefault1231080717peter_mcalisterzz298445
http://data.open.ac.uk/topic/numbersdefault1330523196elizabeth_ellisee944
http://data.open.ac.uk/topic/nuclearofficial1342688874lucy_hendylmf7
http://data.open.ac.uk/topic/environmental_science
http://data.open.ac.uk/topic/audio
http://data.open.ac.uk/topic/cctv
http://data.open.ac.uk/topic/social_workhttp://data.open.ac.uk/topic/scotland
http://data.open.ac.uk/topic/personalisation
http://data.open.ac.uk/topic/religious_studieshttp://data.open.ac.uk/topic/religion
…
20
Topics relevant to agriculture?
40 topics chosen:
<http://data.open.ac.uk/topic/agriculture>,         
<http://data.open.ac.uk/topic/environment>,         
<http://data.open.ac.uk/topic/the_environment>,         
<http://data.open.ac.uk/topic/nature_&amp_environm
ent> 
<http://data.open.ac.uk/topic/environmental_science>,
<http://data.open.ac.uk/topic/herbicides>,
<http://data.open.ac.uk/topic/ecology>,
<http://data.open.ac.uk/topic/genetics>,
<http://data.open.ac.uk/topic/diversity>,
<http://data.open.ac.uk/topic/global_warming>,
<http://data.open.ac.uk/topic/biodiversity>,
<http://data.open.ac.uk/topic/pollution>,
<http://data.open.ac.uk/topic/conservation>,
<http://data.open.ac.uk/topic/the_environment>,
<http://data.open.ac.uk/topic/climate>,
<http://data.open.ac.uk/topic/environmental_studies>,
<http://data.open.ac.uk/topic/climate_change>,
<http://data.open.ac.uk/topic/sustainability>,
<http://data.open.ac.uk/topic/biogas>,
<http://data.open.ac.uk/topic/biofuels>,

<http://data.open.ac.uk/topic/photosynthesis>,
<http://data.open.ac.uk/topic/waste_management>,
<http://data.open.ac.uk/topic/landfill>,
<http://data.open.ac.uk/topic/economic_growth>,
<http://data.open.ac.uk/topic/waste>,
<http://data.open.ac.uk/topic/acid_rain>,
<http://data.open.ac.uk/topic/weather>,
<http://data.open.ac.uk/topic/meteorology>,
<http://data.open.ac.uk/topic/natural_resources>,
<http://data.open.ac.uk/topic/animals>,
<http://data.open.ac.uk/topic/ecological_sustainability>,
<http://data.open.ac.uk/topic/overfishing>,
<http://data.open.ac.uk/topic/ecosystem>,
<http://data.open.ac.uk/topic/the_end_of_nature>,
<http://data.open.ac.uk/topic/survival_of_the_fittest>,
<http://data.open.ac.uk/topic/barter>,
<http://data.open.ac.uk/topic/plants>,
<http://data.open.ac.uk/topic/freshwater>,
<http://data.open.ac.uk/topic/maps>,
<http://data.open.ac.uk/topic/food>
..
21
A three step process:
1. Find all the subjects and chose 
those relevant to agriculture
2.  Find all the OpenLearn Units that 
have just these subjects
3.  Collect the metadata for each of the 
selected Open Learn units
22
select distinct ?olu from 
<http://data.open.ac.uk/context/openlearn>
where {  
?olu <http://purl.org/dc/terms/subject> ?topic .  
filter ( ?topic in (         
<http://data.open.ac.uk/topic/agriculture>,          
<http://data.open.ac.uk/topic/environment>,
..
..
etc.
) )
}
→ 85 OpenLearn units
Units are extracts from OU courses with multiple pages of 
material and expected to take many hours of study.

23
http://data.open.ac.uk/openlearn/s250_3
http://data.open.ac.uk/openlearn/sdk125_1
http://data.open.ac.uk/openlearn/t123_1
http://data.open.ac.uk/openlearn/t206_2
http://data.open.ac.uk/openlearn/t213_1
http://data.open.ac.uk/openlearn/s173_1
http://data.open.ac.uk/openlearn/u116_3
http://data.open.ac.uk/openlearn/s278_19
http://data.open.ac.uk/openlearn/t306_3
http://data.open.ac.uk/openlearn/s189_1
http://data.open.ac.uk/openlearn/s344_1
http://data.open.ac.uk/openlearn/s324_1
http://data.open.ac.uk/openlearn/s250_2
…
…
24
http://data.open.ac.uk/openlearn/s250_2
http://www.open.edu/openlearn/science‐maths‐technology/science/
environmental‐science/social‐issues‐and‐gm‐crops/content‐section‐0
This unit is an adapted extract from the course Science in context (S250)

25
A three step process:
1. Find all the subjects and chose 
those relevant to agriculture
2. Find all the OpenLearn Units that 
have just these subjects
3. Collect the metadata for each of the 
selected Open Learn units
26
Python script to dump the metadata
import urllib.parse
import urllib.request
# To run: python get_SPARQL_from_OpenData.py
# Edit this file in two places to choose output format as json or rdf/xml
def run_SPARQL(course_id):    
''' returns results of SPARQL query'''    
# EDIT HERE
# place course_id in request    
# req = urllib.request.Request('http://data.open.ac.uk/openlearn/{}'.format(course_id), 
headers={'Accept': 'application/rdf+json'})    
req = urllib.request.Request('http://data.open.ac.uk/openlearn/{}'.format(course_id), 
headers={'Accept': 'application/rdf+xml'})
# fire off the query    
f = urllib.request.urlopen(req)    
# pass back the query result having rendered it readable first    
return(f.read().decode('utf‐8'))
if __name__ == '__main__':
llist = ['a180_2', 'b823_1', 'd837_1', 'dd100_7', 'e500_11', 'k111_1', …]
for course_id in llist:
print(course_id)
# run query with chosen course id
# result = run_SPARQL(course_id)
# EDIT HERE
# with open('{}.json'.format(course_id), 'w', encoding='utf‐8', newline='n') as f:
with open('{}.xml'.format(course_id), 'w', encoding='utf‐8', newline='n') as f:
f.write(result)

27
json format
{ "http://data.open.ac.uk/openlearn/s250_2" : {
"http://purl.org/dc/terms/language" : [ {
"type" : "literal" ,
"value" : "en‐gb" ,
"datatype" : http://www.w3.org/2001/XMLSchema#string } ] ,
"http://data.open.ac.uk/openlearn/ontology/relatesToCourse" : [ {
"type" : "uri" ,
"value" : http://data.open.ac.uk/course/s250 } ] ,

rdf/xml format

"http://purl.org/dc/terms/title" : [ {
"type" : "literal" ,
"value" : "Social issues and GM crops" ,
"datatype" : http://www.w3.org/2001/XMLSchema#string }

<rdf:RDF
xmlns:rdf=http://www.w3.org/1999/02/22‐rdf‐syntax‐ns#
…
xmlns:j.0=http://dbpedia.org/property/
…
xmlns:j.1="http://xmlns.com/foaf/0.1/" 
xmlns:j.3=http://web.resource.org/cc/
xmlns:j.2=http://www.w3.org/TR/2010/WD‐mediaont‐10‐20100608/
xmlns:j.4=http://purl.org/dc/terms/
xmlns:j.5=http://data.open.ac.uk/openlearn/ontology/
xmlns:rdfs="http://www.w3.org/2000/01/rdf‐schema#">
<j.1:Document rdf:about="http://data.open.ac.uk/openlearn/s250_2">
<j.2:locator rdf:resource="http://www.open.edu/openlearn/nature‐environment/the‐environment/environmental‐science
/social‐issues‐and‐gm‐crops/content‐section‐0"/>
<j.5:relatesToCourse rdf:resource="http://data.open.ac.uk/course/s250"/>
<j.4:creator rdf:resource="http://data.open.ac.uk/organization/the_open_university"/>    
<j.4:subject rdf:resource="http://data.open.ac.uk/topic/risk"/>
<j.4:published rdf:datatype=http://www.w3.org/2001/XMLSchema#dateTime
>2011‐06‐02T23:00:00Z</j.4:published>
…
28
…
Summary:
A three step process:
1. Find all subjects/keywords relevant to agriculture
2. Identify OpenLearn Units with these subjects
3. Collect the metadata for each Open Learn unit
All the scripts (and more) are available

29
Thanks

j.m.bromley@open.ac.uk

David.King@open.ac.uk

David.Morse@open.ac.uk
30

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