djangoproject.com skillsapp.com for invite)

Similar documents
Recycling ist gut, Kreislauf ist besser Circular Economy beats pure recycling. Past Co-Chair

Radionuclide atomic number A 1 (TBq) A 1 (Ci) A 2 (TBq) A 2 (Ci) (TBq/g) (Ci/g) Ac-225 Actinium(89) x x

CERTIFICATE VO SAMPLE PREPARATION ANALYTICAL PROCEDURES. Signature: Colin Ramshaw, Vancouver Laboratory Manager

QC CERTIFICATE SD SAMPLE PREPARATION ANALYTICAL PROCEDURES. Signature: Colin Ramshaw, Vancouver Laboratory Manager

Paper ID ICLASS APPLICATION OF NEUTRON RADIOGRAPHY FOR VISUALIZATION OF CAVITATION PHENOMENA IN A FUEL INJECTION NOZZLE OF A DIESEL ENGINE

GeoPT26 AN INTERNATIONAL PROFICIENCY TEST FOR ANALYTICAL GEOCHEMISTRY LABORATORIES REPORT ON ROUND 26 (Ordinary Portland Cement, OPC-1) / Jan 2010

Nuclear Binding Energies and Atomic Masses

Non-exhaust contributions to PM levels in 5 EU cities. 39 th PMP Meeting 9-10 March 2016

Baseline Yields at SPES with BEST_cyclotron

GeoPT 32, England - WG-1, Woodstock Basalt

CHEMICAL CHARACTERIZATION OF PARTICULATE MATTER EMISSIONS FROM A CATALYZED TRAP EQUIPPED NATURAL GAS FUELED TRANSIT BUS

GROUP SIX Mficoticari Emoteq Division MF Series Torque Motors - Thin Ring Design - Direct Drive eliminates backlash - Extremely low cogging torque Con

VHG Labs, Inc. Standards and Supplies for Spectrochemical Oil Analysis

Nuclear Binding Energies and Atomic Masses

MEASURES TO IMPROVE AIR QUALITY IN THE SUBWAY SYSTEM

SENTRON VL Series Product Specifications

PRODUCT GUIDE LANDSCAPE LIGHTING. fxl.com. A Hunter Industries Company

Application Datasheet

CERTIFICATE OF COMPLIANCE

TM ETRS-TM35FIN-ETRS89 WTG

LIFTING CHARTS - Crawler Cranes AMERICAN MODEL TON CAPACITY

HONDA NO ENGINE DESCRIPTION FULL SET HEAD SET CYL. HEAD CHK-9827SK 061A1-PH A1-PH2-010 CHK-9845SA PR PR3-000

Delta Power Company 4484 Boeing Drive - Rockford, IL 61109

Table of contents. Technical informations > ATEX Page Technical informations Page Mechanically operated valves Page 13-06

P1X Series. Compact Rodless Air Cylinders Contents

MAC VALVES, INC. Rev. T

Tamil Nadu Public Service Commission

PRODUCT GUIDE LANDSCAPE LIGHTING

Analysis of Petroleum Samples Using the Teledyne Leeman Labs

Tie rods cylinders to ISO standard

400W, 5V - 188V Surface Mount Transient Voltage Suppressor

CERTIFICATE OF COMPLIANCE

Annex to the Accreditation Certificate D-PL according to DIN EN ISO/IEC 17025:2005

DIAL SIZE Select a dial size that allows you to comfortably read the dial from the normal distance when installed.

Milroyal C. PD 3661 Effective 6/2009. MilRoyal C

ISC CATALOG LEGEND Price update: November 2013

JOB LOSSES BY STATE, State Industry US total AK AL AR AZ CA CO CT Agriculture, forestry, fisheries -15, ,

Effective Date: June Rev. 7/20/2017- Void After: June 2018

Vacuum Automation 2.1. The future depends on good product choices

Combined pump and gripper Medium

NewLife PARTS LIST PARTS LIST PARTS LIST PARTS LIST PARTS LIST PARTS LIST PARTS LIST. Figure 1: NewLife Main View. NewLife Intensity 8 Item Number

Daily Trends and Source Apportionment of Ultrafine Particulate Mass (PM 0.1 ) Over an Annual Cycle in a Typical California City

INSTRUMENT PANEL CLUSTERS

Tamil Nadu Public Service Commission

Control Units Ex e Glass Fiber Reinforced Polyester

TORC.COM TORC. Innovative Torque Technology

service bulletin MerCruiser GM Engine Identification Models All GM MerCruiser models1974-up.

Pneumatic cylinders, piston-ø mm Double acting with magnetic piston DIN ISO 15552

Compact cylinders series NYD Double acting with magnetic piston, ISO M5 to G1/8 Piston Ø 20 to 100 mm

CLOGGING INDICATORS SUMMING-UP DESCRIPTION

Ecosteps Laboratory Pvt. Ltd., D-79, Sector-6, Noida, Uttar Pradesh. Discipline Chemical Testing Issue Date

Blade Fuses - Illuminated Mini Blade

FedEx Express Rates. Effective Sept. 15, 2008

AVIO 200/500 ICP-OES CONSUMABLES AND SUPPLIES. Consumables and Supplies Reference Guide

Ceramics for pyrometers, furnace construction & laboratory ware. Schunk Ingenieurkeramik

Water analysis, QC and more:

2-July-2016 Chemsheets A Page 1

Analysis of Wear Metals Using the Teledyne Leeman Labs Prodigy Plus ICP-OES

7. Are you upgrading a complete engine from a TCM/ Bendix to a Slick system? If yes, purchase a complete Slick Ignition Upgrade Kit.

SMB. Features. Mechanical Characteristics. Maximum Ta=25 unless otherwise specified. Peak Pulse Power Dissipation by10/1000μs Test Waveform

Institut für Physik Ernst-Moritz-Arndt-Universität Greifswald, Germany or just find me on facebook

TRANSFER COURSE AGREEMENT WEST VIRGINIA STATE COLLEGE AND SOUTHERN WEST VIRGINIA COMMUNITY AND TECHNICAL COLLEGE

Appendix DRA. THE EFFECTS OF WEATHERING ON THE COMPOSITION OF A SENTINEL BLUFFS MEMBER FLOW (GRANDE RONDE BASALT)

Table 1d - FSA for All Returns, Females Tax Year

~... se_rv_ic_e M_A_NU_AL_2_44_4._z1,~

colours for the facade

N, N4. End-Suction Centrifugal Pumps standardized EN 733

Campaign no.: Date: July 13, 2006 Subject: Fluctuating and Sticking No Speedometer Needle

TILL GEOCHEMISTRY OF THE LA POILE RIVER AREA

The Knowledge Base Today

HYDRAULIC HEAVY DUTY

EZ ROLL (ROLLER SHADE) COMPONENTS APRIL 2018

, NAS!?r-s~~if.{" WOQi2AN PIGS: FINAt:. EST'IHATES (STATISTICAL,,,", BULLETIN.) NATIONAL ' AGRICULTURAL STATISTICS SERVICE,, ':-'-"'-'-,,

Stars or starlets? Competitor overview switching devices. Only for internal use. sirius IN COMPARISON

FY 2002 AWA INSPECTIONS

Tabela binarnih kodova

CROSS REFERENCE - MIFAB vs WADE

FORMULA INDEX OF COMPOUNDS (Name Index for Other Materlaig) The following formula Index refers to this compilation only. A

MARINE FRICTION MATERIAL & TRANSMISSION PARTS. PLEASURE WORK BOATS FISHING PLEASURE WORK BOATS FISHING PLEASURE WORK BOATS FISHING

Discipline Chemical Testing Issue Date Certificate Number T-3037 Valid Until Last Amended on - Page 1 of 6

Air Cylinders. Fine Quality. Precision Engineered. Advanced Design. Excellent Prices S T C. Tel:

Installation, Maintenance & Parts Manual

Card Edge GENERAL SPECIFICATIONS

MONITORING SOLUTION FOR MARINE MAIN ENGINE CYLINDERS PROTECTION

S: With magnet. Bore x stroke (basic type) Cushion P: pneumatic adjustable

Sizes 32, 40, 50 and 63

HYDRO-PNEUMATICS. 1) Hydro-Pneumatic Tool De-Clamp Cylinders PCS Series ) Hydro-Pneumatic Intensifiers for Machining Centers... 1.

Bullet Valve (BV) Series

OUTLINE DIP SWITCHES

M-8485Se Printer Standard Unit

AMIS0448. Certified Reference Material. Platinum (PGM) Platreef Ore Bushveld Complex, South Africa

JOHN ADRIANCE AND SONS

Emissions Characterization of Three High Efficiency Wood Boilers

CYLINDERS. Moving more than air

MCC omponents Itasca Street Chatsworth

Partner for Change : Appendix A

MODELS CA-1 & CA-2 MODEL CA-1 CA-TB TECHNICAL BULLETIN BACK PRESSURE / RELIEF REGULATOR FEATURES APPLICATIONS CAUTION

AUTUMN 2013 TIME SCHEDULE

Direct solenoid and solenoid pilot operated valves

GUIDELINE (ROLLER SHADE) COMPONENTS APRIL 2018

Transcription:

DATA DESIGN MEANING

djangoproject.com skillsapp.com (tweet @skillsapp for invite)

VISUALIZATION SRSLY, GUISE

DATA? PROFIT MEANING!

acquire parse filter mine represent refine interact

acquire parse filter mine represent ENGINEERING DESIGN refine interact

DATA? PROFIT MEANING!

VISUALIZATIONS CHARTS

http://bit.ly/vyzgqb

Group Period 1 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1 2 H He 2 3 4 5 6 7 3 Li 11 Na 19 K 37 Rb 55 Cs 87 Fr 4 5 6 7 8 9 10 Be B C N O F Ne 12 13 14 15 16 17 18 Mg Al Si P S Cl Ar 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo Lanthanides Actinides 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr

Group Period 1 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1 2 H He 2 3 4 5 6 7 3 Li 11 Na 19 K 37 Rb 55 Cs 87 Fr 4 5 6 7 8 9 10 Be B C N O F Ne 12 13 14 15 16 17 18 Mg Al Si P S Cl Ar 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo Lanthanides Actinides 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr

Group Period 1 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1 2 H He 2 3 4 5 6 7 3 Li 11 Na 19 K 37 Rb 55 Cs 87 Fr 4 5 6 7 8 9 10 Be B C N O F Ne 12 13 14 15 16 17 18 Mg Al Si P S Cl Ar 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo Lanthanides Actinides 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr

Group Period 1 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1 2 H He 2 3 4 5 6 7 3 Li 11 Na 19 K 37 Rb 55 Cs 87 Fr 4 5 6 7 8 9 10 Be B C N O F Ne 12 13 14 15 16 17 18 Mg Al Si P S Cl Ar 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo Lanthanides Actinides 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr

Group Period 1 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1 2 H He 2 3 4 5 6 7 3 Li 11 Na 19 K 37 Rb 55 Cs 87 Fr 4 5 6 7 8 9 10 Be B C N O F Ne 12 13 14 15 16 17 18 Mg Al Si P S Cl Ar 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo Lanthanides Actinides 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr

http://nyti.ms/z7n5xg

I N C E P T I O N

acquire parse filter mine represent ENGINEERING DESIGN refine interact

first, DO NO HARM

OMIT NEEDLESS DATA

OMIT the NEEDLESS

DATA to INK ratio

from Designing with Data by Brian Suda http://www.designingwithdata.com/

from Designing with Data by Brian Suda http://www.designingwithdata.com/

from Designing with Data by Brian Suda http://www.designingwithdata.com/

from Designing with Data by Brian Suda http://www.designingwithdata.com/

from Designing with Data by Brian Suda http://www.designingwithdata.com/

CHARTJUNK

LIES, damn LIES, and STATISTICS

2007 2008 2009 2010 2011

2007 2008 2009 2010 2011 20% 20% 20% 20% 20%

first, DO NO HARM

f*cking VISION how does it work?

GESTALT PRINCIPLES of PERCEPTION (just google it later)

RELATIONSHIPS PROXIMITY SIMILARITY ENCLOSURE CLOSURE CONTINUITY CONNECTION

PROXIMITY SIMILARITY ENCLOSURE CONNECTION CONTINUITY CLOSURE

ANGLES

ANGLES

SHAPES

COLOR

VALUE HUE

S M L BLUE GREEN RED http://en.wikipedia.org/wiki/opponent_process

vs vs http://en.wikipedia.org/wiki/opponent_process

DEUTERANOPIA RED-GREEN COLORBLINDNESS vs vs 1 IN 10 MALES http://en.wikipedia.org/wiki/opponent_process

vs vs http://en.wikipedia.org/wiki/opponent_process

ACTUALLY, vs vs vs http://en.wikipedia.org/wiki/opponent_process

CIE LAB COLORSPACE vs vs vs L a b http://en.wikipedia.org/wiki/lab_color_space

HSL HSV http://en.wikipedia.org/wiki/hsl_color_space

CIELAB L* HSL L HSV V Images courtesy Wikipedia & Luc Viatour / www.lucnix.be

TL;DR COLOR SCIENCE GETS REAL DEEP, REAL FAST

BREWER PALETTES http://colorbrewer2.org/

establish a visual HIERARCHY

DE/ EMPHASIS

emphasized normal 123 widgets sold normal de-emphasized 123 widgets sold

ONCE or ONCE A DAY?

8/ 10

NUMERALS

old-style Early 2096 was lining Early 2096 was

PROTIP LINING FIGURES JUST USE THEM

proportional 1,002,982 8,239,871 TOTAL 9,242,853 tabular 1,002,982 8,239,871 TOTAL 9,242,853

IN TER ACT IVE

you can show MUCH MORE data

you can show TOO MUCH data

NARRATIVE

READER driven AUTHOR

NARRATIVE VISUALIZATION TELLING STORIES WITH DATA http://vis.stanford.edu/files/2010-narrative-infovis.pdf

figure 1 THE MARTINI GLASS

figure 1 THE MARTINI GLASS START GUIDED NARRATIVE EXPLORE

figure 1 THE MARTINI GLASS THE TWIST WOW GUIDED NARRATIVE ADD DETAIL LEDE

figure 2 THE INTERACTIVE SLIDESHOW ABC 123 *@! http://vis.stanford.edu/files/2010-narrative-infovis.pdf

figure 3 THE DRILL-DOWN

AUDIENCE

I N C E P T I O N

F R O M T H E P R O D U C E R S O F P Y C O N I DA N C E P T I O N

O HAI IM EDWARD TUFTE

Th N y! @idangazit & ht p://gazit.me don t be shy, come say hi!