def species_mixing(V,W,L,n_finish=1,n_start=0,delta=100,rcut=False):
#The total number of frames we are going to look at
if rcut == False:
rcut=min_particle_distance(V[-1:],W[-1:],L)+6
print rcut
#rcut = 19
rcut = 22
n_frames = (n_finish-n_start)/delta
x = np.arange(n_start,n_finish,delta)
s = []
o = []
for k in x:
Same = 0
Other = 0
print k
for i in range(V[k].shape[0]):
Same += len(nearest_neighbors_point(V[k],V[k][i],L,rcut)[0])
Same += len(nearest_neighbors_point(W[k],W[k][i],L,rcut)[0])
Other += len(nearest_neighbors_point(W[k],V[k][i],L,rcut)[0])
Other += len(nearest_neighbors_point(V[k],W[k][i],L,rcut)[0])
s.append(float(Same)/(W[k].shape[0]+V[k].shape[0]))
o.append(float(Other)/(V[k].shape[0]+W[k].shape[0]))
print s
print o
util.pickle_dump([x,s,o],'mix.pkl')
pyplot.plot2(x, s, x, o, label1='Same',
label2='other', save=('mixing_avg_cut%.1f'%rcut), showleg=True)
def mixing_frame(V,W,L,frame,rcut=False):
#The total number of frames we are going to look at
#rcut = 19
rcut = 22
k = frame
Same = []
Other = []
print k
for k in range(frame,frame+10):
for i in range(V[k].shape[0]):
Same.append(len(nearest_neighbors_point(V[k],V[k][i],L,rcut)[0]))
Same.append(len(nearest_neighbors_point(W[k],W[k][i],L,rcut)[0]))
Other.append(len(nearest_neighbors_point(W[k],V[k][i],L,rcut)[0]))
Other.append(len(nearest_neighbors_point(V[k],W[k][i],L,rcut)[0]))
hist_same, x_s = histogram_reg(Same,8)
hist_other, x_o = histogram_reg(Other,8)
pyplot.plot_bar(x_o, hist_other, label='other', save=('mix_other%i'%k), showleg=True)
pyplot.plot_bar(x_s, hist_same, label='Same',
save=(('mix_same_frame%i_rcut%.1f')%(k,rcut)), showleg=True,color='r')