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In the morning the heaviest commuter flows run north and south, but in the evening there seem to be larger movements west and east.
The mobile data underestimated some commuter flows, such as the number of people travelling into Lambeth every day.
For instance, Hyde Park is very similar to St. Pancras and Somers Town as both are central travel hubs that handle the large commuter flows to local corporate offices and government buildings.
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We have shown that simple heuristics applied to Twitter data offer good approximations of local commuting patterns; approximations that outperform the current benchmark for commuter flow estimation models (the radiation model).
This bottleneck can be a disaster in bad weather; it also keeps the railroad from sending more trains east from Penn Station, against the regular commuter flow, out to where many jobs are, or could be.
Some experts like Mr. Goldstein say that troubles around the New York region in recent days -- nightmarish traffic congestion from heightened security measures and altered commuter flow as workers fight their way to temporary offices -- might be glimpses of the future if the wrong choices about rebuilding are made in the months to come.
Figure 1 Estimated commuter flow.
In this section we will describe our approach to modelling commuter flow with Twitter data.
Having assigned users to home and work locations, we can construct a commuter flow matrix T: begin{aligned} mathbf {T}_{ij} = tw_{ij}, end{aligned} (1) where (tw_{ij}) is the number of users which have their home in location i and work in location j.
Today Reading is a commercial centre, with involvement in information technology and insurance, and, despite its proximity to London, has a net inward commuter flow.
Growth in commuter flow into Orange County "shows the growing economic independence of Orange County and it is another sign that the county is not suburban," said Scott Bollens, a UC Irvine urban planning professor.
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