geo visualization - github pages...history, from 4004 b.c.. to 1881 a.d. o first issued in 1871,...

94
Geo Visualization ID 413: Information Graphics and Data Visualization Spring 2016 Venkatesh Rajamanickam (@venkatrajam) [email protected] http://info-design-lab.github.io/ID413-DataViz/

Upload: others

Post on 08-Jul-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Geo Visualization

ID 413: Information Graphics and Data VisualizationSpring 2016

Venkatesh Rajamanickam (@venkatrajam)

[email protected]

http://info-design-lab.github.io/ID413-DataViz/

Page 2: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 3: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 4: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 5: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 6: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Cartography - Münster’s Geographia (1552)

Page 7: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Cartography - Johannes van Keulen (1679)

Page 8: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Cartography - Daniël Stoopendaal (1702)

Page 9: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Cartography - S. Augustus Mitchell (1867)

Page 10: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Cartography – 20th Century physical

Page 11: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Cartography – 20th Century political

Page 12: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Page 13: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Mental map exercises

o Where am I in the city?

o From here to there

o What’s around here?

o Where I went and what I did

Page 14: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

What’s so interesting about these maps?

Taking note of people’s intuitive strategies – as landscape architects

might use shortcuts taken by users or as park planners might in some

cities after the snow.

Page 15: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

- Individually tailored “Made for an audience of one”

- In a moment, ephemeral

Page 16: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Directions

- Steps

- Intermediate goals

- Progressive disclosure

Page 17: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Efficient

- Edited, only necessary information

- Shorthand notation to accompany verbal description

Page 18: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Rotate and distort

- Orientation eg. seaside maps

- Geography

- Geometry eg. ‘rectilinear correction’

- Scale

- Detail, ‘granularity’

Page 19: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Supportive

- Annotated

- Error detection, “If you reach the toll road, you’ve gone

too far”

Page 20: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Page 21: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Mental Cities

Page 22: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

The Image of the City – Kevin Lynch

Page 23: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

The Image of the City – Kevin Lynch

Mental maps used by Lynch to isolate distinct features of a

city and deduce their impact on public experience

Page 24: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

The Image of the City – Kevin Lynch

Imageability, or legibility, of a place

Five elements

1. Paths – routes

2. Edges – other lines eg. shoreline

3. Districts – realms

4. Nodes – foci, centres

5. Landmarks – architectural, natural

Page 25: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Locate / Describe

Andrew McNally II

Photo-Auto Guide (c. 1907)

J.W.Jones

Jones-Live Map (1909)

Mapping – systematically locating things

A map – representation of this

Page 26: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 27: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Locate / Describe

“A shift in perception is reflected in changing methods of mapping. Our

knowledge of the world allows us to see it in different ways, and this

manifests itself in new [graphic] representations.”

Emmet Connolly

Web developer, Google

blog.thoughtwax.com

Page 28: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

LineDrive

Page 29: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

LineDrive

o cartographic generalization techniques specifically designed to

improve the usability of route maps

o The generalization techniques are based both on cognitive

psychology research studying how route maps are used and on an

analysis of the generalizations commonly found in handdrawn route

maps

o They describe algorithmic implementations of these generalization

techniques within LineDrive, a real-time system for automatically

designing and rendering route maps

Page 30: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

LineDrive

o straighten wiggly lines

o snap turns to right angles

o expand regions with turns

o contract long straight roads

o label carefully

o maintain overall orientation

Page 31: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Map Projections

Page 33: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 34: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

A sphere tears

when you

flatten it

Page 35: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Many ways to tear itvan Wijk 2008

Page 36: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 37: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 38: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

http://xkcd.c

om/977/

Page 39: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Map Projections

Projections Types

o Azimuthal: Preserves direction from a central point

o Authalic: Preserves area

o Conformal: Preserves angles / local shapes

o Others? Combinations?

Page 40: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding data on the MapsRepresenting Spatial Position vs. Spatial Relationships

o Glyphs and Landmarks (discrete)

o Heatmaps / Isocurves (continuous)

o Choropleths

o Cartograms

o Flow Maps

o Thematic Maps

Page 41: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Page 42: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Page 43: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Points

data: ordered/

quantitative

encoding: size

Page 44: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Points

data: categorical

encoding: colour

Page 45: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Page 46: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Points

Page 47: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Lines

Page 48: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Lines

Page 49: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Lines

Page 50: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Charts

Page 51: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Data as Time

Page 52: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Glyphs and Landmarks

Mapping Earthquake

Page 53: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Isopleth

o Map which overlays

continuous data using a

third encoding channel

o e.g. lines of equal

magnetic declination(first ever contour map by

Edmond Halley, 1701)

Page 54: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

India Heat Wave:

week of May 24-30,

2015

Page 55: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Page 56: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Uber wait times,

SF

Page 58: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Page 59: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Isocurves

o Map which uses curves to

encode direction data

o e.g. wind maps(first isocurve, Edmond

Halley, 1686)

Page 60: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Show topology

Page 61: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Show time

Page 62: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Show time

Page 63: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Choropleths

o Map in which areas are

shaded, coloured, or

patterned relative to a

data attribute value

o e.g. Illiteracy in France

(first choropleth map,Charles Dupin, 1826)

Page 64: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Show contrast

Page 65: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Bush Vs. Kerry, 2004

Page 66: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Bush Vs. Kerry, 2004

Page 67: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Bush Vs. Kerry, 2004

Page 68: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Bush Vs. Kerry, 2004

Page 69: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Cartograms

o Map in which areas are

scaled and distorted

relative to a data attribute

value

o e.g. Land Area(first cartogram, Emile

Levasseur, 1868)

Page 70: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Page 71: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Obesity Map (Dorling Cartogram)

Vadim Ogievetsky

Page 72: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data on the Maps

Obesity Map (Dorling Cartogram)

Vadim Ogievetsky

Page 73: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 74: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 75: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 76: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 78: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data

Flow maps

o Transportation of

passengers in Ireland 1837

print by Henry Drury

Harness

o Map shows transportation

by means of shaded lines,

widths proportional to

amount (passengers)

Page 79: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data – Flow Maps

Page 80: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data

Page 81: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

o A huge and impressive twenty three foot long chart showing 5,885 years of

history, from 4004 B.C.. to 1881 A.D.

o First issued in 1871, Adams put out several editions in many formats.

o Rosenberg and Grafton in "Cartographies of Time" say that as a timeline, Adams

Synchronological Chart "was nineteenth-century America's surpassing

achievement in complexity and synthetic power."

Encoding continuous data – Flow Maps

Page 82: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Adams

Synchronological

Chart (detail)

Page 83: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data – Flow Maps

Page 84: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Encoding continuous data – Flow Maps

Page 86: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Thematic Maps

o Information representation that uses a map metaphor

o Might not encode any data

Page 87: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Desire map of the world

o This map was compiled using Google’s autocomplete results for "how

much does a * cost" for every country in the world

Page 88: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Realtime map of lightning strikes

o The detection system is volunteer community effort. Anyone who wants to can

buy a detection kit (for around 200 Euro) and hook it up to the Internet to

provide strike data

Page 89: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Realtime map of lightning strikes

o Stefano Maggiolo made a map of how much the time zones of the world vary

from solar time. The darker the colour, the more the deviation

Page 90: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies

Realtime satellite map

o Skybox’s constellation of micro-satellites is putting out the world’s first

commercial, high-resolution, HD video of Earth from space. Here you can see

Mapbox Streets paired with this video from SkySat-1

Page 92: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 93: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies
Page 94: Geo Visualization - GitHub Pages...history, from 4004 B.C.. to 1881 A.D. o First issued in 1871, Adams put out several editions in many formats. o Rosenberg and Grafton in "Cartographies