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PREDICTIONS – 10 Years Later - Santa Fe Institute

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11. FORECASTING DESTINY<br />

In the beginning of the twentieth century the area consisted mostly of<br />

two towns, Athens and Piraeus, plus a number of minor villages. It grew<br />

as masses drifted in from all over the country and occupied makeshift<br />

housing on the town’s perimeter. From time to time the city limits<br />

would expand to include the new inhabitants. No city planning was ever<br />

attempted, which is obvious from a bird’s-eye view. Nevertheless, the<br />

city functions, accommodates hordes of tourists, and remains a favorite<br />

place for the majority of Athenians, a fact that motivated the Athens<br />

<strong>Institute</strong> of Ekistics (studies of human settlement) to carry out a major<br />

study on this apparently chaotic form of community development.<br />

The researchers documented and classified all the services provided<br />

by the city (taverns, movies, grocery shops, railroad stations, opera<br />

house, and so forth). In so doing they discovered within the city as a<br />

whole a structure of many small communities defined by the common<br />

use of most basic facilities. They also discovered that the total personkilometers<br />

for each one of these communities was about the same. If<br />

population density increased in one community—and consequently the<br />

total person-kilometers—new facilities were created and the community<br />

split into two. The balance at any time was between “paying” for traveling<br />

and paying for creating new facilities. It was all done in such a way<br />

as to optimize the expenditure of energy, the biological equivalent for<br />

money.<br />

Obviously for facilities used rarely (such as a theater, swimming<br />

pool, and park), one would be willing to walk further; these types of<br />

services were present in only one out of seven communities, but also<br />

serviced the six closest ones. This hierarchy continued upward, so that<br />

for services used even more rarely (such as a stadium, concert hall, and<br />

museum) one would have to travel even further, and more communities<br />

would share the same facilities. Interestingly, the ratio seven was maintained<br />

between hierarchical levels. Furthermore, the study identified a<br />

total of five such hierarchical levels nested like Russian dolls.<br />

A question addressed by J. Virirakis <strong>10</strong> was how well did such a<br />

structure optimized energy expenditure at the city level, five hierarchical<br />

levels higher than where it was first detected. He wrote a computer<br />

program to calculate energy expenditure and ran it for different configurations<br />

of the distribution of services. The simplest configuration—<br />

265

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