Experiment(description='Deeper with two types of per and 5 full_iters for good measure',
           data_dir='../data/tsdlr/',
           max_depth=12, 
           random_order=False,
           k=1,
           debug=False, 
           local_computation=False, 
           n_rand=9,
           sd=4, 
           max_jobs=600, 
           verbose=False,
           make_predictions=False,
           skip_complete=True,
           results_dir='../results/2013-09-08/',
           iters=250,
           base_kernels='Per,CenPer,Cos,Lin,SE,Const,MT5,IMT3Lin',
           zero_mean=True,
           random_seed=1,
           period_heuristic=5,
           subset=True,
           subset_size=250,
           full_iters=5,
           bundle_size=5)

Experiment(description='Deeper with two types of per and 5 full_iters for good measure',
           data_dir='../data/tsdlr/',
           max_depth=12, 
           random_order=False,
           k=1,
           debug=False, 
           local_computation=False, 
           n_rand=9,
           sd=4, 
           max_jobs=600, 
           verbose=False,
           make_predictions=False,
           skip_complete=True,
           results_dir='../results/2013-09-08/',
           iters=250,
           base_kernels='Per,CenPer,Cos,Lin,SE,Const,MT5,IMT3Lin',
           zero_mean=True,
           random_seed=2,
           period_heuristic=5,
           subset=True,
           subset_size=250,
           full_iters=5,
           bundle_size=5)

Change to random seed of that experiment