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Data Alchemy
Turn your Data into Gold
CEO, dkd Internet Service GmbHSøren Schaffstein
Disclaimer
The server cannot meet the requirements of the
Expect request-header field.
417 Expectation Failed
• Statistics lesson
• Cat pictures
• Bullet lists
• Overview of useful tools for
data analysis and manipulation
• Very easy code examples
• Real world applications
Expectation Failed
Slideshare
References & Credits
Me, myself and I
Søren Schaffstein, CEO of dkd Internet Service GmbH
soeren.schaffstein@dkd.de
Where’s the Data?
Close your eyes and imagine…
Accounting
Time Records
Estimations
Product Specifications
Which tools do you use?
Getting data into shape
There’s always
Excel has it’s limitations
Worksheet size limit: 1,048,576 rows by 16,384 columns
Microsoft keeps a dedicated page with the limits of Excel.
This page has nearly 90 entries.
What is R?
18th letter of the modern English alphabet
TO ERR IS HUMAN,
TO ARR IS PIRATE
R
https://www.r-project.org/about.html
»R is a language and environment
for statistical computing and
graphics.«
Starting up R
R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical
Computing
Platform: x86_64-apple-darwin13.4.0 (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
>
Without the welcome message
>
Arithmetics
> 25 + 17
[1] 42
Fun starts with vectors
> x <- c(1, 2, 3)

> y <- c(10, 20, 30)

> x + y
[1] 11 22 33

> sum(x)
[1] 6
Let’s work with more data
> elements

element symbol protons weight density

1 Gold Au 79 196.97 19300

2 Silver Ag 47 107.87 10490

3 Mercury Hg 80 200.59 13534

4 Lead Pb 82 207.20 11340

> max(elements$density)

[1] 19300

> elements$density2 <- elements$density / 1000
density2
19.300
10.490
13.534
11.340
Geiger Counter
Libelium Geiger Counter Shield
Libelium Geiger Counter Shield
• Counts pulses detected in tube
• Calculates “counts per minute”
• Calculates radiation dose in μSv/h
• Logs reading every 10 seconds
• 8,640 value pairs per 24h
Some Geiger Counter records
> tail(geiger)
Timestamp CPM uSv DateTime

432 1477302659 48 0.3898 2016-10-24 11:50:59

433 1477302669 24 0.1949 2016-10-24 11:51:09

434 1477302679 30 0.2436 2016-10-24 11:51:19

435 1477302689 36 0.2923 2016-10-24 11:51:29

436 1477302699 30 0.2436 2016-10-24 11:51:39

437 1477302709 18 0.1462 2016-10-24 11:51:49

> mean(geiger$CPM)
[1] 30.94737
Select your preferred records
> subset(geiger, geiger$CPM > 60)
Timestamp CPM uSv DateTime

15 1477298489 66 0.5359 2016-10-24 10:41:29

207 1477300409 66 0.5359 2016-10-24 11:13:29

379 1477302129 66 0.5359 2016-10-24 11:42:09

431 1477302649 66 0.5359 2016-10-24 11:50:49
Graphics, of course
Graphics, of course
Cool in R
Package Repository
It’s quite fast
Can process a lot of data
Comparing Excel to R
Excel R
But this is
only the
beginning…
Let’s add more Tools
Did anyone say “Swiss Army Knife”?
RStudio
Debugging Tools
Console
Syntax-highlighting
editor
Direct code execution
in editor
File Browser
Package
Manager
OpenCPU
–https://www.opencpu.org/
»The OpenCPU server provides a
reliable and interoperable HTTP
API for data analysis based on R.«
Access R via JavaScript
// perform request to OpenCPU

var req = ocpu.call("getOvertime", {


username : username

}, function(output) {

$(“#output").text(output.message);

}

);
LaTeX
pronounced: /ˈlɑːtɛk/ LAH-tek
LaTeX – A document
preparation system
LaTeX is a high-quality typesetting system; it includes features designed for
the production of technical and scientific documentation.
– www.latex-project.org
A very short introduction
into LaTeX
Like in a nutshell
How to create a PDF with LaTeX?
A really simple LaTeX document
documentclass{report}
begin{document}
A Long-expected Party
end{document}
A simple LaTeX document
documentclass{report}
begin{document}
chapter{A Long-expected Party}
When Mr. Bilbo Baggins of Bag End announced
that he would shortly be celebrating his
eleventy-first birthday with a party of special
magnificence, there was much talk and excitement
in Hobbiton.
end{document}
A still simple LaTeX document
documentclass{dkd-technical-documentation}
begin{document}
chapter{A Long-expected Party}
When Mr. Bilbo Baggins of Bag End announced
that he would shortly be celebrating his
eleventy-first birthday with a party of special
magnificence, there was much talk and excitement
in Hobbiton.
end{document}
• LaTeX seamlessly integrates with R
• Place R-Variables directly in LaTeX-Templates
• Write R-Code in LaTeX-Templates
Why LaTeX and R?
Freeboard
All on one dashboard
The Big Picture
How everything clicks together
RStudio
Data Sources
Web Frontend
CSV
XMLExcel
JSON
R
OpenCPU
REST-API Target Format
CSV
XMLExcel
JSON
LaTeX PDF
Other tools
Real Stuff
OK, until now that was quite some theoretical stuff
Client Report
Overview of a client’s revenues and projects
Timesheet
Special timesheet for an EU project
Uncharged Services
An automated monthly report
Summing it up
What to take home
Versatile Tool
Connecting Tools
dkd offers R Alchemy
Questions
The one question
Can you turn lead into gold?
Chrysopoeia: yes, we can
Chrysopoeia, the artificial production of gold, is the symbolic goal of
alchemists. Such transmutation is possible in particle accelerators or
nuclear reactors, although the production cost is currently many times the
market price of gold.
Thank you
for listening
www.dkd.dedkd Internet Service GmbH . Kaiserstraße 73 . 60329 Frankfurt am Main
References
“Data Alchemy: Turn your Data into Gold”
Author: Søren Schaffstein
Date: 2016-10-27
References
References
[8] Dynamic Periodic Table. URL: http://www.ptable.com/ (visited
on 10/24/2016).
[9] Excel specifications and limits - Excel. URL: https://support.
office.com/en-US/article/excel-specifications-and-
limits- 1672b34d- 7043- 467e- 8e27- 269d656771c3 (visited
on 10/19/2016).
[13] freeboard - Dashboards For the Internet Of Things. URL: https:
//freeboard.io/ (visited on 10/24/2016).
[19] Libelium. Geiger Counter - Radiation Sensor Board for Arduino
and Raspberry Pi. URL: https://www.cooking- hacks.com/
documentation/tutorials/geiger- counter- radiation-
sensor-board-arduino-raspberry-pi-tutorial (visited on
10/24/2016).
[25] R (programming language). Page Version ID: 744362604. Oct. 14,
2016. URL: https : / / en . wikipedia . org / w / index . php ?
title=R_(programming_language)&oldid=744362604 (vis-
ited on 10/24/2016).
[41] Synthesis of precious metals. Page Version ID: 744728054. Oct. 17,
2016. URL: https : / / en . wikipedia . org / w / index . php ?
title=Synthesis_of_precious_metals&oldid=744728054
(visited on 10/18/2016).
Images
[1] Alan Levine. Network | Electric junctions on the Pine AZ Senior
Thrift Ce… (Slide: Connecting Tools). URL: https://www.flickr.
com/photos/cogdog/4317096083/ (visited on 10/26/2016).
[2] Alexander. pocket army knife (Slide: Versatile Tool). URL: https:
//de.fotolia.com/id/956509.
[3] Andras Kovacs. Freepik | gold Photo (Slide: Chrysopoeia: yes, we
can). URL: http://www.freepik.com/index.php?goto=41&
idd=39995&url=aHR0cDovL3d3dy5zeGMuaHUvcGhvdG8vMjI3OTg3#
(visited on 10/24/2016).
Seite 1/1
[4] Andreia. 700 years (Slide: Package Repository). URL: https://
www.flickr.com/photos/iseecat/15045038073/ (visited on
10/24/2016).
[5] Brian Shamblen. 24 Hours of LeMons (Slide: It’s quite fast). URL:
https://www.flickr.com/photos/23972840@N04/11283383556/
(visited on 10/24/2016).
[6] Brooke’s Bargains. Fisher-Price Handy Manny Ripp Chain Saw (Slide:
Comparing Excel to R). URL: http://www.brookesbargains.
com/handy-manny-rip-chainsaw-and-flicker-flashlight-
only-4-99-each/.
[7] Dan Backman. Apothecary | Aria, North Beach, SF (Slide: dkd of-
fers R Alchemy). URL: https://www.flickr.com/photos/
dbackmansfo/4716004445/ (visited on 10/26/2016).
[10] eynermedia. Chemistry | Alchemist laboratory interior (Slide: Pre-
sentation Title). URL: https : / / www . flickr . com / photos /
89228431@N06/11080396405/ (visited on 10/24/2016).
[11] frau-Vogel. jemand hatte ... (Slide: The one question). URL: https:
//www.flickr.com/photos/frau-vogel/3773399470 (visited
on 10/24/2016).
[12] Freeboard. freeboard - Dashboards For the Internet Of Things
(Slide: Freeboard). URL: https://freeboard.io/ (visited on
10/24/2016).
[14] Freepik. Blue alchemy symbols badges (Alchemy symbols in back-
ground). URL: http://www.freepik.com/free-vector/blue-
alchemy-symbols-badges_850849.htm (visited on 10/12/2016).
[15] Freepik. Hand drawn alchemy elements (Alchemy symbols in back-
ground). URL: http://www.freepik.com/free-vector/hand-
drawn-alchemy-elements_849702.htm (visited on 10/24/2016).
[16] Henry Burrows. Ulsan Express (Slide: Can process a lot of data).
URL: https://www.flickr.com/photos/foilman/15587276942/
(visited on 10/24/2016).
[17] Joan Kimball. Tasche Uhren in einem Bündel Stockfoto (Slide:
Time Records). URL: http : / / www . istockphoto . com / de /
foto/tasche-uhren-in-einem-b%C3%BCndel-gm110908324-
1782503?st=_p_1782503.
[18] Joshua Lyon. Microsoft Excel Error Message (Slide: Excel has it’s
limitations). URL: http : / / boshdirect . com / Blogs / Tech /
microsoft-excel-error-message.html (visited on 10/19/2016).
[20] Libelium. Geiger Counter - Radiation Sensor Board for Arduino
(Slide: Libelium Geiger Counter Shield). URL: https : / / www .
cooking- hacks.com/documentation/tutorials/geiger-
counter- radiation- sensor- board- arduino- raspberry-
pi-tutorial (visited on 10/24/2016).
[21] Mathias Pastwa. social network hub (Slide: Slideshare). URL: https:
//www.flickr.com/photos/mpastwa/2671066786/ (visited on
10/12/2016).
Seite 2/1
[22] MS 880 - Top-Modell: Imposante 6,4kW-Hochleistungssäge (Slide:
Comparing Excel to R). URL: http://www.stihl.de/produkt.
aspx?idModel=658&idMarketingGroup=1582&realurl=/STIHL-
Produkte/Motors%C3%A4gen-und-Kettens%C3%A4gen/S%C3%
A4gen- f%C3%BCr- die- Forstwirtschaft/2658- 1582/MS-
880.aspx (visited on 10/19/2016).
[23] NASA Goddard Space Flight Center. Antares Rocket With Cygnus
Spacecraft Launches (Slide: This is only the beginning!) URL: https:
/ / www . flickr . com / photos / gsfc / 9807812154 (visited on
11/27/2014).
[24] Quinn Dombrowski. Beer sampler (Slide: Questions). URL: https:
//www.flickr.com/photos/quinndombrowski/5200218267/
(visited on 10/24/2016).
[26] Rafael Araujo. Rafael Araujo - Calculation 20 (Slide: Product Spec-
ifications). Sept. 10, 2014. URL: https://www.flickr.com/
photos/eager/15009713669/ (visited on 10/19/2016).
[27] Rob Shenk. Tools of the Trade (Slide: RStudio). URL: https://
www.flickr.com/photos/rcsj/8060829057/ (visited on 10/24/2016).
[28] Søren Schaffstein. Climbing (Slide: Climbing).
[29] Søren Schaffstein. Donut (Slide: Photography).
[30] Søren Schaffstein. Glass of Sweets (Slide: Estimations).
[31] Søren Schaffstein. Gold Coins (Slide: Accounting).
[32] Søren Schaffstein. Half-Pint Heroes (Slide: Board Game Author).
[33] Søren Schaffstein. Illuminated Bicycle (Slide: Travelling).
[34] Søren Schaffstein. Pizza (Slide: About dkd).
[35] Søren Schaffstein. Protected Place (Slide: Disclaimer).
[36] Sebastiaan ter Burg. Left channel mono - Stereo - right chan-
nel mono selector p… (Slide: OpenCPU). URL: https://www.
flickr . com / photos / ter - burg / 14831362160/ (visited on
10/24/2016).
[37] Staffan Scherz. Art of Transportation (Slide: What to take home).
URL: https://www.flickr.com/photos/staffanscherz/
6161284551/ (visited on 10/22/2016).
[38] Steve Jurvetson. Civil Defense (Slide: Geiger Counter). URL: https:
//www.flickr.com/photos/jurvetson/7599588998/ (visited
on 10/12/2016).
[39] Sweet Chili Arts. Open source free culture creative commons cul-
ture pioneers (Slide: Open Source). Jan. 18, 2012. URL: https:
//www.flickr.com/photos/74611013@N02/6721910825 (vis-
ited on 11/26/2014).
[40] sxc. Pot of gold (Slide: Thank you for listening). URL: http://
www.freepik.com/free-photo/pot-of-gold_633785.htm
(visited on 10/24/2016).
[42] Tara Schmidt. Ice (Slide: Cool in R). URL: https://www.flickr.
com/photos/taramarie/16012526920/ (visited on 10/21/2016).
Seite 3/1
[43] taymtaym. Girl in Latex Suit (Slide: LaTeX). URL: https://www.
flickr.com/photos/taymtaym/13663386063.
[44] twitter.com/mattwi1s0n. Internet Email (Slide: E-Mail). URL: https:
//www.flickr.com/photos/piccadillywilson/68766132
(visited on 10/26/2016).
All trademarks, trade names, product names and logos appearing in
this presentation are the property of their respective owners, including
in some instances dkd. Any rights not expressly granted herein are
reserved.
Seite 4/1

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Data Alchemy: Turn your Data into Gold

  • 1. Data Alchemy Turn your Data into Gold CEO, dkd Internet Service GmbHSøren Schaffstein
  • 3. The server cannot meet the requirements of the Expect request-header field. 417 Expectation Failed
  • 4. • Statistics lesson • Cat pictures • Bullet lists • Overview of useful tools for data analysis and manipulation • Very easy code examples • Real world applications Expectation Failed
  • 7. Me, myself and I Søren Schaffstein, CEO of dkd Internet Service GmbH soeren.schaffstein@dkd.de
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13. Where’s the Data? Close your eyes and imagine…
  • 18.
  • 19. Which tools do you use? Getting data into shape
  • 21. Excel has it’s limitations Worksheet size limit: 1,048,576 rows by 16,384 columns Microsoft keeps a dedicated page with the limits of Excel. This page has nearly 90 entries.
  • 22. What is R? 18th letter of the modern English alphabet
  • 23. TO ERR IS HUMAN, TO ARR IS PIRATE
  • 24. R
  • 25. https://www.r-project.org/about.html »R is a language and environment for statistical computing and graphics.«
  • 26. Starting up R R version 3.3.1 (2016-06-21) -- "Bug in Your Hair" Copyright (C) 2016 The R Foundation for Statistical Computing Platform: x86_64-apple-darwin13.4.0 (64-bit) R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. >
  • 27. Without the welcome message >
  • 28. Arithmetics > 25 + 17 [1] 42
  • 29. Fun starts with vectors > x <- c(1, 2, 3)
 > y <- c(10, 20, 30)
 > x + y [1] 11 22 33
 > sum(x) [1] 6
  • 30. Let’s work with more data > elements
 element symbol protons weight density
 1 Gold Au 79 196.97 19300
 2 Silver Ag 47 107.87 10490
 3 Mercury Hg 80 200.59 13534
 4 Lead Pb 82 207.20 11340
 > max(elements$density)
 [1] 19300
 > elements$density2 <- elements$density / 1000 density2 19.300 10.490 13.534 11.340
  • 33. Libelium Geiger Counter Shield • Counts pulses detected in tube • Calculates “counts per minute” • Calculates radiation dose in μSv/h • Logs reading every 10 seconds • 8,640 value pairs per 24h
  • 34. Some Geiger Counter records > tail(geiger) Timestamp CPM uSv DateTime
 432 1477302659 48 0.3898 2016-10-24 11:50:59
 433 1477302669 24 0.1949 2016-10-24 11:51:09
 434 1477302679 30 0.2436 2016-10-24 11:51:19
 435 1477302689 36 0.2923 2016-10-24 11:51:29
 436 1477302699 30 0.2436 2016-10-24 11:51:39
 437 1477302709 18 0.1462 2016-10-24 11:51:49
 > mean(geiger$CPM) [1] 30.94737
  • 35. Select your preferred records > subset(geiger, geiger$CPM > 60) Timestamp CPM uSv DateTime
 15 1477298489 66 0.5359 2016-10-24 10:41:29
 207 1477300409 66 0.5359 2016-10-24 11:13:29
 379 1477302129 66 0.5359 2016-10-24 11:42:09
 431 1477302649 66 0.5359 2016-10-24 11:50:49
  • 41. Can process a lot of data
  • 42.
  • 43. Comparing Excel to R Excel R
  • 44. But this is only the beginning…
  • 45. Let’s add more Tools Did anyone say “Swiss Army Knife”?
  • 47. Debugging Tools Console Syntax-highlighting editor Direct code execution in editor File Browser Package Manager
  • 49. –https://www.opencpu.org/ »The OpenCPU server provides a reliable and interoperable HTTP API for data analysis based on R.«
  • 50. Access R via JavaScript // perform request to OpenCPU
 var req = ocpu.call("getOvertime", { 
 username : username
 }, function(output) {
 $(“#output").text(output.message);
 }
 );
  • 51.
  • 52.
  • 53. LaTeX
  • 55. LaTeX – A document preparation system LaTeX is a high-quality typesetting system; it includes features designed for the production of technical and scientific documentation. – www.latex-project.org
  • 56. A very short introduction into LaTeX Like in a nutshell
  • 57. How to create a PDF with LaTeX?
  • 58. A really simple LaTeX document documentclass{report} begin{document} A Long-expected Party end{document}
  • 59. A simple LaTeX document documentclass{report} begin{document} chapter{A Long-expected Party} When Mr. Bilbo Baggins of Bag End announced that he would shortly be celebrating his eleventy-first birthday with a party of special magnificence, there was much talk and excitement in Hobbiton. end{document}
  • 60. A still simple LaTeX document documentclass{dkd-technical-documentation} begin{document} chapter{A Long-expected Party} When Mr. Bilbo Baggins of Bag End announced that he would shortly be celebrating his eleventy-first birthday with a party of special magnificence, there was much talk and excitement in Hobbiton. end{document}
  • 61. • LaTeX seamlessly integrates with R • Place R-Variables directly in LaTeX-Templates • Write R-Code in LaTeX-Templates Why LaTeX and R?
  • 62. Freeboard All on one dashboard
  • 63.
  • 64. The Big Picture How everything clicks together
  • 65. RStudio Data Sources Web Frontend CSV XMLExcel JSON R OpenCPU REST-API Target Format CSV XMLExcel JSON LaTeX PDF Other tools
  • 66. Real Stuff OK, until now that was quite some theoretical stuff
  • 67. Client Report Overview of a client’s revenues and projects
  • 68.
  • 69.
  • 70.
  • 71.
  • 72.
  • 74.
  • 76.
  • 77.
  • 79. What to take home
  • 82. dkd offers R Alchemy
  • 84. The one question Can you turn lead into gold?
  • 85. Chrysopoeia: yes, we can Chrysopoeia, the artificial production of gold, is the symbolic goal of alchemists. Such transmutation is possible in particle accelerators or nuclear reactors, although the production cost is currently many times the market price of gold.
  • 87. www.dkd.dedkd Internet Service GmbH . Kaiserstraße 73 . 60329 Frankfurt am Main References “Data Alchemy: Turn your Data into Gold” Author: Søren Schaffstein Date: 2016-10-27 References References [8] Dynamic Periodic Table. URL: http://www.ptable.com/ (visited on 10/24/2016). [9] Excel specifications and limits - Excel. URL: https://support. office.com/en-US/article/excel-specifications-and- limits- 1672b34d- 7043- 467e- 8e27- 269d656771c3 (visited on 10/19/2016). [13] freeboard - Dashboards For the Internet Of Things. URL: https: //freeboard.io/ (visited on 10/24/2016). [19] Libelium. Geiger Counter - Radiation Sensor Board for Arduino and Raspberry Pi. URL: https://www.cooking- hacks.com/ documentation/tutorials/geiger- counter- radiation- sensor-board-arduino-raspberry-pi-tutorial (visited on 10/24/2016). [25] R (programming language). Page Version ID: 744362604. Oct. 14, 2016. URL: https : / / en . wikipedia . org / w / index . php ? title=R_(programming_language)&oldid=744362604 (vis- ited on 10/24/2016). [41] Synthesis of precious metals. Page Version ID: 744728054. Oct. 17, 2016. URL: https : / / en . wikipedia . org / w / index . php ? title=Synthesis_of_precious_metals&oldid=744728054 (visited on 10/18/2016). Images [1] Alan Levine. Network | Electric junctions on the Pine AZ Senior Thrift Ce… (Slide: Connecting Tools). URL: https://www.flickr. com/photos/cogdog/4317096083/ (visited on 10/26/2016). [2] Alexander. pocket army knife (Slide: Versatile Tool). URL: https: //de.fotolia.com/id/956509. [3] Andras Kovacs. Freepik | gold Photo (Slide: Chrysopoeia: yes, we can). URL: http://www.freepik.com/index.php?goto=41& idd=39995&url=aHR0cDovL3d3dy5zeGMuaHUvcGhvdG8vMjI3OTg3# (visited on 10/24/2016). Seite 1/1
  • 88. [4] Andreia. 700 years (Slide: Package Repository). URL: https:// www.flickr.com/photos/iseecat/15045038073/ (visited on 10/24/2016). [5] Brian Shamblen. 24 Hours of LeMons (Slide: It’s quite fast). URL: https://www.flickr.com/photos/23972840@N04/11283383556/ (visited on 10/24/2016). [6] Brooke’s Bargains. Fisher-Price Handy Manny Ripp Chain Saw (Slide: Comparing Excel to R). URL: http://www.brookesbargains. com/handy-manny-rip-chainsaw-and-flicker-flashlight- only-4-99-each/. [7] Dan Backman. Apothecary | Aria, North Beach, SF (Slide: dkd of- fers R Alchemy). URL: https://www.flickr.com/photos/ dbackmansfo/4716004445/ (visited on 10/26/2016). [10] eynermedia. Chemistry | Alchemist laboratory interior (Slide: Pre- sentation Title). URL: https : / / www . flickr . com / photos / 89228431@N06/11080396405/ (visited on 10/24/2016). [11] frau-Vogel. jemand hatte ... (Slide: The one question). URL: https: //www.flickr.com/photos/frau-vogel/3773399470 (visited on 10/24/2016). [12] Freeboard. freeboard - Dashboards For the Internet Of Things (Slide: Freeboard). URL: https://freeboard.io/ (visited on 10/24/2016). [14] Freepik. Blue alchemy symbols badges (Alchemy symbols in back- ground). URL: http://www.freepik.com/free-vector/blue- alchemy-symbols-badges_850849.htm (visited on 10/12/2016). [15] Freepik. Hand drawn alchemy elements (Alchemy symbols in back- ground). URL: http://www.freepik.com/free-vector/hand- drawn-alchemy-elements_849702.htm (visited on 10/24/2016). [16] Henry Burrows. Ulsan Express (Slide: Can process a lot of data). URL: https://www.flickr.com/photos/foilman/15587276942/ (visited on 10/24/2016). [17] Joan Kimball. Tasche Uhren in einem Bündel Stockfoto (Slide: Time Records). URL: http : / / www . istockphoto . com / de / foto/tasche-uhren-in-einem-b%C3%BCndel-gm110908324- 1782503?st=_p_1782503. [18] Joshua Lyon. Microsoft Excel Error Message (Slide: Excel has it’s limitations). URL: http : / / boshdirect . com / Blogs / Tech / microsoft-excel-error-message.html (visited on 10/19/2016). [20] Libelium. Geiger Counter - Radiation Sensor Board for Arduino (Slide: Libelium Geiger Counter Shield). URL: https : / / www . cooking- hacks.com/documentation/tutorials/geiger- counter- radiation- sensor- board- arduino- raspberry- pi-tutorial (visited on 10/24/2016). [21] Mathias Pastwa. social network hub (Slide: Slideshare). URL: https: //www.flickr.com/photos/mpastwa/2671066786/ (visited on 10/12/2016). Seite 2/1
  • 89. [22] MS 880 - Top-Modell: Imposante 6,4kW-Hochleistungssäge (Slide: Comparing Excel to R). URL: http://www.stihl.de/produkt. aspx?idModel=658&idMarketingGroup=1582&realurl=/STIHL- Produkte/Motors%C3%A4gen-und-Kettens%C3%A4gen/S%C3% A4gen- f%C3%BCr- die- Forstwirtschaft/2658- 1582/MS- 880.aspx (visited on 10/19/2016). [23] NASA Goddard Space Flight Center. Antares Rocket With Cygnus Spacecraft Launches (Slide: This is only the beginning!) URL: https: / / www . flickr . com / photos / gsfc / 9807812154 (visited on 11/27/2014). [24] Quinn Dombrowski. Beer sampler (Slide: Questions). URL: https: //www.flickr.com/photos/quinndombrowski/5200218267/ (visited on 10/24/2016). [26] Rafael Araujo. Rafael Araujo - Calculation 20 (Slide: Product Spec- ifications). Sept. 10, 2014. URL: https://www.flickr.com/ photos/eager/15009713669/ (visited on 10/19/2016). [27] Rob Shenk. Tools of the Trade (Slide: RStudio). URL: https:// www.flickr.com/photos/rcsj/8060829057/ (visited on 10/24/2016). [28] Søren Schaffstein. Climbing (Slide: Climbing). [29] Søren Schaffstein. Donut (Slide: Photography). [30] Søren Schaffstein. Glass of Sweets (Slide: Estimations). [31] Søren Schaffstein. Gold Coins (Slide: Accounting). [32] Søren Schaffstein. Half-Pint Heroes (Slide: Board Game Author). [33] Søren Schaffstein. Illuminated Bicycle (Slide: Travelling). [34] Søren Schaffstein. Pizza (Slide: About dkd). [35] Søren Schaffstein. Protected Place (Slide: Disclaimer). [36] Sebastiaan ter Burg. Left channel mono - Stereo - right chan- nel mono selector p… (Slide: OpenCPU). URL: https://www. flickr . com / photos / ter - burg / 14831362160/ (visited on 10/24/2016). [37] Staffan Scherz. Art of Transportation (Slide: What to take home). URL: https://www.flickr.com/photos/staffanscherz/ 6161284551/ (visited on 10/22/2016). [38] Steve Jurvetson. Civil Defense (Slide: Geiger Counter). URL: https: //www.flickr.com/photos/jurvetson/7599588998/ (visited on 10/12/2016). [39] Sweet Chili Arts. Open source free culture creative commons cul- ture pioneers (Slide: Open Source). Jan. 18, 2012. URL: https: //www.flickr.com/photos/74611013@N02/6721910825 (vis- ited on 11/26/2014). [40] sxc. Pot of gold (Slide: Thank you for listening). URL: http:// www.freepik.com/free-photo/pot-of-gold_633785.htm (visited on 10/24/2016). [42] Tara Schmidt. Ice (Slide: Cool in R). URL: https://www.flickr. com/photos/taramarie/16012526920/ (visited on 10/21/2016). Seite 3/1
  • 90. [43] taymtaym. Girl in Latex Suit (Slide: LaTeX). URL: https://www. flickr.com/photos/taymtaym/13663386063. [44] twitter.com/mattwi1s0n. Internet Email (Slide: E-Mail). URL: https: //www.flickr.com/photos/piccadillywilson/68766132 (visited on 10/26/2016). All trademarks, trade names, product names and logos appearing in this presentation are the property of their respective owners, including in some instances dkd. Any rights not expressly granted herein are reserved. Seite 4/1