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average-sql.py

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    • plot_labmeeting.py 2.57 KiB
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    import matplotlib.pyplot as plt
import numpy as np
from plothelpers import *

c_elegans = c_elegans_helper()
bbp = bbp_helper()
mouse_v1 = mouse_v1_helper(0.33)
mouse_v1_e = mouse_v1_helper(0.33, allowed_neuron_types='e')
mouse_v1_i = mouse_v1_helper(0.33, allowed_neuron_types='i')
q_rewiring = q_rewiring_helper(tr='trained_full')
random = random_helper(N=5000, p=0.05)
michael_hebbian_3d_grid = michael_helper(rule='hebbian', p=0.05, grid='3d_grid')
michael_hebbian_no_grid = michael_helper(rule='hebbian', p=0.05, grid='no_grid')
zenke2015all = zenke2015_helper(con_group='all', fraction=0.95)
zenke2015ee = zenke2015_helper(con_group='ee', fraction=0.95)
zenke2015ee['pscp2_mean'][4] = None  #no real data point there
zenke2015all['pscp2_mean'][4] = None  #no real data point there

c1, c2 = 'xkcd:tomato', 'xkcd:green'
data = [
        (c_elegans, c2, 'C.elegans', 'o'),
        (mouse_v1, c2, 'mouse v1', 's'),
        (mouse_v1_e, c2, 'mouse v1 ex only', 'v'),
        (mouse_v1_i, c2, 'mouse v1 inh only', '>'),
        (bbp, c2, 'bbp', 'D'),
        (michael_hebbian_3d_grid, c1, 'hebbian (3d grid)', 'D'),
        (michael_hebbian_no_grid, c1, 'hebbian (no grid)', 's'),
        (q_rewiring, c1, 'q-rewiring', 'o'),
        (zenke2015all, c1, 'multiple (Zenke et al., 2015)', '^'),
#        (zenke2015ee, c1, 'multiple (Zenke et al., 2015), just ee', 'v'),
        (random, 'gray', 'random (no grid)', 'o'),
        ]

# begin plot
fig, ax = plt.subplots(1, figsize=(9,6))
max_dim = 5
x = np.asarray(range(max_dim))+1

# actual data and hline
for d,c,l,m in data:
    y = d['pscp2_mean'][:max_dim] * 100
    ax.errorbar(x, y, d['pscp2_std'][:max_dim], color=c, linewidth=0.3)
    ax.plot(x, y, color=c, label=l, linewidth=0.3, marker=m)
ax.axhline(y=0, linestyle='dashed', c='k', lw=0.7)

# polishing labels and spines
ax.set_xlabel('dimension (1)')
ax.set_ylabel(r'$\hat{p}^{(2)}$ (%-points)')
ax.spines['top'].set_visible(False)
ax.spines['right'].set_visible(False)
ax.locator_params(axis='y', nbins=3)
ax.locator_params(axis='x', nbins=max_dim)
ax.set_ylim(bottom=-8, top=15)

# fancy, no, legendary legend
#handles = ph[:1] + h[::2] + ph[1:] + h[1::2]
#labels = ["data:"] + l[::2] + ["simulation:"] + l[1::2]
#leg = plt.legend(handles, labels, ncol=2)
#
#for vpack in leg._legend_handle_box.get_children():
#    for hpack in vpack.get_children()[:1]:
#        hpack.get_children()[0].set_width(0)
#
ax.annotate('', (3, 6), (3, 8), arrowprops=dict(width=1, headwidth=10, headlength=12, ec='k', fc='k'))
ax.legend()
plt.tight_layout()
plt.savefig('/home/florian/platon_public_html/simplexstuff/lab_meeting_02.png')