sync
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3180c88173
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25
eid_calc.py
25
eid_calc.py
@ -61,6 +61,10 @@ class Eid:
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return reduce(lambda x,y: x + max(0,min(y,1440)), trs.values(), 0)
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def getTR2(self, m, r, p, s, d):
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truenb = [i for i in s if i not in d]
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return reduce(lambda a, b: a + b['tr'], m.query('action', 'done').where(lambda x: x['rno'] == r and ((x['a'] in truenb and x['b'] == p)or(x['b']in truenb and x['a'] == p))).raw_data, 0)
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def getNeighborhood(self, m, r, p):
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"""
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获取该玩家当轮存活邻居
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@ -86,7 +90,7 @@ class Eid:
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"""
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victim = []
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ans = 0
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for d in m.query('action', 'done').where(lambda x: x['rno'] == r and (x['a'] == p or x['b'] == p)).raw_data:
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for d in m.query('action', 'done').where(lambda x: x['rno'] == r-1 and (x['a'] == p or x['b'] == p)).raw_data:
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if d['a'] == p and d['act_a'] == 'D':
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victim.append(d['b'])
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ans += d['tr']
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@ -124,10 +128,11 @@ class Eid:
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ans = {}
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sigma = 0.0
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for p in self.survivals[m.name][str(r)]:
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u, v = self.getVictims2(m, r+1, p)
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e = max(0, min(1440, self.getNeighborTR(m, r, p, self.getNeighborhood(m, r, p), v))) - u
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ans[p] = e
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sigma += e
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u, v = self.getVictims(m, r, p)
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if u > 0:
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e = max(0, min(1440, self.getTR2(m, r, p, self.getNeighborhood(m, r, p), v))) - u
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ans[p] = e
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sigma += e
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return (sigma, ans)
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def calc(self):
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@ -144,6 +149,10 @@ class Eid:
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avgC[r-1] += sigma
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cnt[r-1] += len(ans)
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detail[m.name] = d
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print(cnt)
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for i in range(15):
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if cnt[i] == 0:
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cnt[i] = 1
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avgC /= cnt
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cnt = np.zeros(15)
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for m in self.seasonSurvive.data:
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@ -155,6 +164,10 @@ class Eid:
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avgS[r-1] += sigma
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cnt[r-1] += len(ans)
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detail[m.name] = d
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print(cnt)
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for i in range(15):
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if cnt[i] == 0:
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cnt[i] = 1
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avgS /= cnt
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with open('outputs/EID_CLASSIC.csv', 'w') as f:
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csv.writer(f).writerow(avgC)
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@ -165,4 +178,4 @@ class Eid:
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if __name__ == '__main__':
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e = Eid()
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e.calc()
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e.calc()
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61
eid_plot.py
61
eid_plot.py
@ -3,6 +3,7 @@ from matplotlib import pyplot as plt
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import scipy as sp
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from scipy.stats import pearsonr
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from matplotlib import markers
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from sys import argv
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blue = '#0984e3'
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red = '#d63031'
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@ -15,7 +16,7 @@ def p1(x, coopr, e, postfix, show=True):
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ax.set_ylim(0, 1)
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ax.set_yticks(sp.linspace(0, 1, 5))
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ax2 = ax.twinx()
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ax2.plot(x, e, color=red, linewidth=2, label=r"$E_{i,D}$")
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ax2.plot(x[1:], e[1:], color=red, linewidth=2, label=r"$E_{i,D}$")
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# ax2.set_ylim(0, 1440)
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# ax2.set_yticks(sp.linspace(0, 1440, 5))
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ax2.tick_params(labelsize=18)
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@ -33,29 +34,28 @@ def p1(x, coopr, e, postfix, show=True):
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else:
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plt.savefig("graph/eid_co_plot_%s.eps" % postfix)
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def p2(e, coopr, postfix, show=True):
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def p2(e, coopr, postfix, show=True, showline=True):
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# p2散点图
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fig = plt.figure(figsize=(4, 3))
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ax = fig.gca()
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fp1,residuals,rank,sv,rcond = sp.polyfit(e, coopr, 1, full=True)
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print("残差:",residuals)
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print('Model parameter:',fp1)
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print("Other parameters: rank=%s, sv=%s, rcond=%s"%(str(rank), str(sv), str(rcond)))
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f1 = sp.poly1d(fp1)
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print("error= %f" % error(f1, e, coopr))
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fx = sp.linspace(np.min(e), np.max(e), 2)
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plt.plot(fx,f1(fx),linewidth=2,color=red, ls='--', zorder=0)
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if showline:
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fp1,residuals,rank,sv,rcond = sp.polyfit(e, coopr, 1, full=True)
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print("残差:",residuals)
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print('Model parameter:',fp1)
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print("Other parameters: rank=%s, sv=%s, rcond=%s"%(str(rank), str(sv), str(rcond)))
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f1 = sp.poly1d(fp1)
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print("error= %f" % error(f1, e, coopr))
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fx = sp.linspace(np.min(e), np.max(e), 2)
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plt.plot(fx,f1(fx),linewidth=2,color=red, ls='--', zorder=0)
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plt.scatter(e, coopr, color='white', edgecolors=blue, linewidths=2, zorder=101)
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ax.set_xlabel(r'$E_{i,D}$', family='sans-serif', size=20)
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ax.set_ylabel(r'$f_{c}$', family='sans-serif', size=20)
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# ax.set_xlim(0, 1440)
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# ax.set_xticks(sp.linspace(0, 1440, 5))
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# ax.set_xticks(sp.linspace(int(min(e)*0.9), int(max(e)*1.1), 4))
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ax.tick_params(labelsize=14)
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ax.set_ylim(0.5, 1)
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ax.set_yticks(sp.linspace(0.5, 1, 5))
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ax.set_ylim(0.6, 1)
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ax.set_yticks(sp.linspace(0.6, 1, 5))
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plt.tight_layout()
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if show:
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plt.show()
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@ -65,21 +65,28 @@ def p2(e, coopr, postfix, show=True):
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# 皮尔逊相关系数
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print("pearson: %f, p-value: %f" % pearsonr(e, coopr))
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if __name__ == '__main__':
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mode = 'CLASSIC'
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mode = 'SURVIVE'
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def p2c(e,c,m,s):
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p2(e,c,m,s,False)
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show = False
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show = True
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coopr = np.loadtxt("outputs/CR_%s.csv"%mode, delimiter=',')
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def plot(mode, show, isp1):
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coopr = np.loadtxt("outputs/CR_%s.csv" % mode, delimiter=',')
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x = np.arange(1, 16)
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e = np.loadtxt("outputs/EID_%s.csv"%mode, delimiter=',')
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e = np.loadtxt("outputs/EID_%s.csv" % mode, delimiter=',')
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p1(x,coopr, e, mode, show)
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# p2(e, coopr, mode, show)
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if isp1:
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p1(x, coopr, e, mode, show)
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else:
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if mode == 'SURVIVE':
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p2(e[1:12], coopr[1:12], mode, show)
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else:
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p2c(e[1:], coopr[1:], mode, show)
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if __name__ == '__main__':
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# eid_plot c/s 1/2 t/f
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mode = 'CLASSIC' if argv[1] == 'c' else 'SURVIVE'
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isp1 = argv[2] == '1'
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show = argv[3] == 't'
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plot(mode, show, isp1)
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"""
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SURVIVE
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@ -96,4 +103,4 @@ Model parameter: [ 3.14661037e-05 7.35284315e-01]
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Other parameters: rank=2, sv=[ 1.41231835 0.07319068], rcond=3.33066907388e-15
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error= 0.009927
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pearson: 0.309326, p-value: 0.261915
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"""
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"""
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38
fc_plot.py
Normal file
38
fc_plot.py
Normal file
@ -0,0 +1,38 @@
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import numpy as np
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from matplotlib import pyplot as plt
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import scipy as sp
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from scipy.stats import pearsonr
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from matplotlib import markers
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from sys import argv
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blue = '#0984e3'
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red = '#d63031'
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def p1(x, coopr, postfix, show=True):
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fig = plt.figure(figsize=(4.5, 3))
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ax = fig.gca()
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ax.plot(x, coopr, 'o-', color=blue, linewidth=2, label="$f_c$")
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ax.set_ylim(0, 1)
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ax.set_yticks(sp.linspace(0, 1, 5))
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ax.tick_params(labelsize=18)
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ax.set_xlim(0, 16)
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ax.set_xlabel("Rounds", size=22)
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ax.set_ylabel(r"$f_c$", family='sans-serif', size=22)
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ax.yaxis.grid(True, linestyle='--')
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plt.tight_layout()
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if show:
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plt.show()
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else:
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plt.savefig("graph/fc_plot_%s.eps" % postfix)
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def plot(mode, show):
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coopr = np.loadtxt("outputs/CR_%s.csv" % mode, delimiter=',')
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x = np.arange(1, 16)
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p1(x, coopr, mode, show)
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if __name__ == '__main__':
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# fc_plot c/s t/f
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mode = 'CLASSIC' if argv[1] == 'c' else 'SURVIVE'
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show = argv[2] == 't'
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plot(mode, show)
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@ -1 +1 @@
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180.0,-41.8604651163,-124.186046512,-69.7674418605,-44.6511627907,-164.651162791,-69.7674418605,-92.0930232558,-97.6744186047,-101.860465116,-209.032258065,-213.71024735,-104.939271255,-165.755395683,-649.411764706
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0.0,-965.647058824,-1052.30769231,-1074.92957746,-944.262295082,-884.571428571,-1140.0,-1143.52941176,-1188.57142857,-1249.41176471,-1047.27272727,-1097.14285714,-1200.0,-1260.0,-1440.0
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@ -1 +1 @@
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-58.293956044,-788.740365112,-833.236533958,-1329.43820225,-1278.73417722,-1369.30909091,-1370.60240964,-1343.59832636,-1427.42358079,-1392.89719626,-1440.0,-1440.0,-1390.34482759,-1440.0,-1152.0
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0.0,-944.835294118,-790.169230769,-551.851851852,-1107.69230769,-1280.0,-960.0,-1440.0,-1440.0,-1440.0,0.0,0.0,0.0,-411.428571429,-1440.0
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