Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Effect of the COVID-19 pandemic on bike-sharing demand and hire time:
  Evidence from Santander Cycles in London   The COVID-19 pandemic has been influencing travel behaviour in many urban
areas around the world since the beginning of 2020. As a consequence,
bike-sharing schemes have been affected partly due to the change in travel
demand and behaviour as well as a shift from public transit. This study
estimates the varying effect of the COVID-19 pandemic on the London
bike-sharing system (Santander Cycles) over the period March-December 2020. We
employed a Bayesian second-order random walk time-series model to account for
temporal correlation in the data. We compared the observed number of cycle
hires and hire time with their respective counterfactuals (what would have been
if the pandemic had not happened) to estimate the magnitude of the change
caused by the pandemic. The results indicated that following a reduction in
cycle hires in March and April 2020, the demand rebounded from May 2020,
remaining in the expected range of what would have been if the pandemic had not
occurred. This could indicate the resiliency of Santander Cycles. With respect
to hire time, an important increase occurred in April, May, and June 2020,
indicating that bikes were hired for longer trips, perhaps partly due to a
shift from public transit.

33
The categories of this paper are: plasm-ph
27
The categories of this paper are: comp-gas
35
The categories of this paper are: mtrl-th
26
The categories of this paper are: bayes-an
37
The categories of this paper are: supr-con
21
The categories of this paper are: adap-org
7
The categories of this paper are: hep-th
11
The categories of this paper are: hep-lat
28
The categories of this paper are: alg-geom
9
The categories of this paper are: nlin
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
13
The categories of this paper are: quant-ph
5
The categories of this paper are: gr-qc
29
The categories of this paper are: funct-an
31
The categories of this paper are: ao-sci