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Data Tools Ecosystem
for non-programmers

Óscar Marín Miró
@outliers_es
www.outliers.es

1
Contents at a glance
The Data Process
‣Why mess with Data?
‣A Data Pipeline

Data Acquisition Tools
‣Data Sources
‣Google Forms & Google Docs
‣Scraping tools
‣Network acquisition tools
‣PDF tools
‣Open Refine

Data Analysis
‣Excel capabilities
‣Beyond excel

Data Visualization Tools
‣Timeline.js
‣Wordle
‣Plot.ly
‣Google Fusion Tables
‣Gephi
‣CartoDB
‣MapBox
‣Tilemill

Developers needed
‣Size
‣Real-Time
‣Analysis beyond Basics
‣Interactivity*

Resources
2
The Data Process

http://en.wikipedia.org/wiki/Data-driven_journalism
3
Why mess with data?

Cognitive Complexity

Wisdom

•Non transferable
•Ethic knowledge application

Knowledge

•Personal Absortion
•Action: Information application
•‘Insights’

Information

•Structured Data
•Semantics
•Narrative
•Spatialized Data

Data

•Register observations

4
A Data Pipeline
Data

Data

Acquisition
•API’s
•Scraping
•Files
•DB’s
•Providers

Information

Analysis

•Text Mining
•Machine Learning
•Network Metrics
•Stats
•Filtering

Presentation

•Visualization
•Story

5
Data Acquisition Tools

6
Data Formats
• JSON (Javascript Object Notation) - Dev
• CSV, XLS - Tabular
• XML - Old, but still used
• Web data

7
Data Acq Techniques
• Ask the user: Forms
• Download from Data Repositories
• Web data: Scrape
• Ask the provider: API access
8
Google Forms

9
Google Forms

10
Google Forms

11
Google Forms

http://www.encuesta15m.cc/subject.html

12
Google Forms

http://www.encuesta15m.cc/subject.html

13
Google Forms

http://data.elperiodico.com/

14
Google Spreadsheet

http://mashe.hawksey.info/2012/10/feeding-google-spreadsheets-exercises-in-import/
15
Google Spreadsheet

16
17
Scrape w/ Chrome
Scraper

https://chrome.google.com/webstore/detail/scraper/mbigbapnjcgaffohmbkdlecaccepngjd
18
Scrape w/ Chrome
Scraper

19
Scrape w/ Chrome
Scraper

20
Scrape w/ Chrome
Scraper

http://dataist.wordpress.com/2012/10/12/get-started-with-screenscraping-using-google-chromes-scraper-extension/
21
Scrape w/ import.io

http://import.io/

22
PDF Extraction: Tabula

http://tabula.nerdpower.org/

23
PDF Extraction: Tabula

http://tabula.nerdpower.org/

24
PDF Extraction: Tabula

http://tabula.nerdpower.org/

25
Network Data: Flocker

http://flocker.outliers.es/
26
Network Data: Flocker

http://flocker.outliers.es/
27
Open Refine: Cleaning
Data

https://github.com/OpenRefine
https://code.google.com/p/google-refine/downloads/list
28
Open Refine: Cleaning
Data

https://github.com/OpenRefine
https://code.google.com/p/google-refine/downloads/list
29
Open Refine: Cleaning
Data

https://github.com/OpenRefine
https://code.google.com/p/google-refine/downloads/list
30
Open Refine: Cleaning
Data

https://github.com/OpenRefine
https://code.google.com/p/google-refine/downloads/list
31
Open Refine: Cleaning
Data

https://github.com/OpenRefine
https://code.google.com/p/google-refine/downloads/list
32
Open Refine: Cleaning
Data

33
Open Refine: Cleaning
Data

https://github.com/OpenRefine/OpenRefine/wiki/GREL-Functions
https://github.com/OpenRefine/OpenRefine/wiki/GREL-String-Functions

34
Data Analysis Tools

35
Data Analysis Tools
• Numeric analysis
• Network analysis
• Language analysis

36
Data Analysis w/ MS
Excel
•
•
•
•
•
•
•

Sort
Basic Stats: Mean, Median, Sum...
Filter
Charts
Pivot tables
What-if
Data Analysis Tool

37
Data Analysis:MS Excel
‘Pivot Tables’

38
Data Analysis:MS Excel
‘What-If’

39
Data Analysis: MS Excel

Correlations, Covariance,
Statistic Summary, Regression,
Histogram, Factor Analysis,
Fourier Analysis....
http://ire.org/media/uploads/car2013_tipsheets/excel_stats_nicar2013.pdf
40
Data Analysis: R

http://www.r-project.org/

41
Data Analysis: NLP??

42
Data Analysis: NLP??

43
Data Visualization Tools

http://well-formed.eigenfactor.org/
44
Data Visualization Tools
• Timelines
• Words
• Chart tools
• Networks
• Maps
45
Data Visualization Tools
Timeline JS

http://timeline.knightlab.com/
46
Data Visualization Tools
Timeliner (OKFN)

http://timeliner.okfnlabs.org

47
Data Visualization Tools
Wordle

http://www.wordle.net/create

48
Data Visualization Tools
Wordle

http://www.wordle.net/create

49
Data Visualization Tools
Plot.ly

https://plot.ly/
50
Data Visualization Tools
Plot.ly

https://plot.ly/
51
Data Visualization Tools
Plot.ly

https://plot.ly/
52
Data Visualization Tools
Plot.ly

https://plot.ly/
53
Data Visualization Tools
Google Fusion Tables

https://www.google.com/fusiontables/data?docid=1-941Px73b_XWWn3pmPHKp6WhbbSVNiEmKMadwe0#rows:id=1
https://www.google.com/fusiontables/
54
Data Visualization Tools
Google Fusion Tables

https://www.google.com/fusiontables/data?docid=1-941Px73b_XWWn3pmPHKp6WhbbSVNiEmKMadwe0#rows:id=1
https://www.google.com/fusiontables/
55
Data Visualization Tools
Google Fusion Tables

https://www.google.com/fusiontables/data?docid=1-941Px73b_XWWn3pmPHKp6WhbbSVNiEmKMadwe0#rows:id=1
https://www.google.com/fusiontables/
56
Data Visualization Tools
Google Fusion Tables

https://www.google.com/fusiontables/data?docid=1-941Px73b_XWWn3pmPHKp6WhbbSVNiEmKMadwe0#rows:id=1
https://www.google.com/fusiontables/
57
Data Visualization Tools
Google Fusion Tables

https://www.google.com/fusiontables/data?docid=1-941Px73b_XWWn3pmPHKp6WhbbSVNiEmKMadwe0#rows:id=1
https://www.google.com/fusiontables/
58
Data Visualization Tools

http://www.tableausoftware.com/public/

59
Data Visualization Tools
Gephi

http://gephi.org/
60
Data Visualization Tools
Gephi

http://gephi.org/
61
Data Visualization Tools
Gephi

http://gephi.org/
62
Data Visualization Tools
CartoDB

http://developers.cartodb.com/tutorials/electoral_map.html
http://cartodb.com/
63
Data Visualization Tools
CartoDB
“Shapefile”

http://developers.cartodb.com/tutorials/electoral_map.html
http://cartodb.com/
64
Data Visualization Tools
CartoDB

http://cartodb.com/
65
Data Visualization Tools
MapBox

http://www.mapbox.com//
66
Data Visualization Tools
MapBox

http://www.mapbox.com//
67
Data Visualization Tools
MapBox

http://www.mapbox.com//
68
Data Visualization Tools
MapBox

http://www.mapbox.com//
69
Data Visualization Tools
MapBox

http://www.mapbox.com//
70
Data Visualization Tools
MapBox

http://www.mapbox.com//
71
Data Visualization Tools
MapBox

http://www.mapbox.com//
72
Developers needed

73
When you’ll need a
developer
‣Size
‣Real-Time
‣Analysis beyond Basics
‣Interactivity
‣API access

74
References

75
OKFN
http://okfn.org/
http://schoolofdata.org/
http://ckan.org/
http://2014.okfestival.org/

76
Books

77
Books

78
Books

79
Books

80
Other
http://itnig.net/en/events/revealing-thepower-of-data-for-non-developers
http://www.cccb.org/ca/marcperiodisme_de_dades-44600
http://www.visualisingdata.com/index.php/
resources/
81
Data Sources
http://ckan.org/
http://www.theguardian.com/data
http://www.google.com/publicdata/
http://data.worldbank.org/
http://datahub.io/
http://www.quora.com/Data/Wherecan-I-find-large-datasets-open-to-thepublic
82
Any questions?
Thanks for your attention!

83

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