Avoid time out error Nominatim Geopy Open Street Maps

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How to avoid the "GeocoderTimedOut('Service timed out')" error in geopy using the osm nominatim geocoder? I am not interested in using an exception and skip some entries. I already use a time delay of 1.1 seconds in my script using time.sleep(1.1). Total database is 10,000 entries.

http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy



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