def observations_from_log(observables, log_filename):
snapshots = [Snapshot.from_data_dict(json.loads(line)['snapshot']) \
for line in file(log_filename).readlines()]
snapshot_log = sorted(snapshots, key=lambda snapshot: snapshot.timestamp)
observations = compute_observations(observables,
flatten_by_timestamp(snapshot_log))
return observations
