From 57368db7a9fff325763ea07f2d4ee83f06aa210c Mon Sep 17 00:00:00 2001 From: wJsJwr Date: Sat, 16 Jun 2018 21:37:40 +0800 Subject: [PATCH] emmm --- .gitignore | 4 +-- calc_dnc_players.py | 7 +--- calc_participants.py | 28 +++++++++------ calc_reward.py | 50 ++++++++++++++++++++++++++ calc_survivals.py | 2 +- coopr_per_match.py | 2 +- coopr_per_round.py | 4 ++- dist_of_k.py | 10 +++--- draw_game_history.py | 12 +++---- interactions_per_round.py | 4 +-- island/matches.py | 34 +++++++++++++++--- k_and_new_partner.py | 4 +-- neighbor_per_round.py | 8 ++--- profile.csv | 75 ++++++++++++++++++++++++++++++++++++++ request_success.py | 54 ++++++++++++++++------------ rewiring_rate.py | 76 +++++++++++++++++++-------------------- survivals.json | 2 +- t.py | 14 ++++++++ tau_p_co.py | 22 +++++++----- taup_and_new_partner.py | 4 +-- 20 files changed, 299 insertions(+), 117 deletions(-) create mode 100644 calc_reward.py create mode 100644 profile.csv create mode 100644 t.py diff --git a/.gitignore b/.gitignore index 4207bac..f5aaaef 100644 --- a/.gitignore +++ b/.gitignore @@ -1,7 +1,7 @@ .DS_Store graph -wos-data-new -wos-data-casual +wos-data* +user* *.svg __pycache__ .vscode/ \ No newline at end of file diff --git a/calc_dnc_players.py b/calc_dnc_players.py index 8c511a3..89c2aea 100644 --- a/calc_dnc_players.py +++ b/calc_dnc_players.py @@ -4,17 +4,12 @@ from island.match import Match from island.matches import Matches import numpy as np -matches = Matches('wos-data-new') +matches = Matches('wos-data-compete') max_round = 15 total_players = 0 dnc_players = 0 -survivals = {} -with open('survivals.json', 'r') as f: - survivals = json.load(f) - - for j in range(len(matches.data)): players = set() for r in matches.data[j].query('player', 'join').raw_data: diff --git a/calc_participants.py b/calc_participants.py index 4a64cfc..f7e2b6e 100644 --- a/calc_participants.py +++ b/calc_participants.py @@ -2,18 +2,24 @@ import json from pathlib import Path from island.match import Match - - +from island.matches import Matches result = 0 +count = 0 + +# ms = Matches.from_profile('CCCN') +ms = Matches.from_profile_expr(lambda r: 'LAB' in r and 'SURVIVE' in r and 'COMM' in r) +for m in ms.data: + result += len(m.query('player', 'join').where(lambda x: 'bot' not in x or x['bot'] == False).select('pid').raw_data) + count += 1 -for file in Path('wos-data-new').iterdir(): - p = Path(file) - if p.suffix == '.json': - name = p.stem - if int(name[1:]) >= 254: - m = Match.read_from_json(str(file)) - result += len(m.query('player', 'join').select('pid').raw_data) - print(result) -# 146 users \ No newline at end of file +print("avg:", result / count) +# 146 users +# casual: 324 +# new(254-354, 全国复杂网络大会): 205 +# new-2(375-421, 无交流): 320 +# new-3(426-440, 有交流): 203 +# new-4(443-472, 经典模式，无交流): 230 +# new-5(474-，经典模式，有交流): 159 +# total: 1117 diff --git a/calc_reward.py b/calc_reward.py new file mode 100644 index 0000000..fb9e5cf --- /dev/null +++ b/calc_reward.py @@ -0,0 +1,50 @@ +import json +import csv +from pathlib import Path +from island.match import Match +from island.matches import Matches + +result = {} +userdata = {} +with open('user.data', 'r') as c: + for row in csv.reader(c): + userdata[int(row[0])] = { + 'uid': row[0], + 'name': row[1], + 'email': row[2] + } +ms = Matches.from_profile_expr(lambda r: 'LAB' in r and 'CLASSIC' in r) +for m in ms.data: + for r in m.query('user', 'fitness').raw_data: + if r['user'] in result: + result[r['user']]['rewards'] += float(r['fitness']) - 0.0001 + result[r['user']]['participate'] += 1 + else: + result[r['user']] = { + 'rewards': float(r['fitness']) - 0.0001, + 'participate': 1 + } +ms = Matches.from_profile_expr(lambda r: 'LAB' in r and 'SURVIVE' in r) +for m in ms.data: + for r in m.query('player', 'join').raw_data: + if r['uid'] in result: + result[r['uid']]['rewards'] += 5 + result[r['uid']]['participate'] += 1 + else: + result[r['uid']] = { + 'rewards': 5.0, + 'participate': 1 + } + for r in m.query('user', 'fitness').raw_data: + result[r['user']]['rewards'] += float(r['fitness']) * 5 + +total = 0.0 +with open('user.reward.csv', 'w') as out: + writer = csv.writer(out) + writer.writerow(['uid', 'name', 'email', 'reward', 'participates']) + for k,v in result.items(): + writer.writerow([k, userdata[k]['name'], userdata[k] + ['email'], round(v['rewards'], 2), v['participate']]) + total += v['rewards'] + +print("total: %f" % (total)) diff --git a/calc_survivals.py b/calc_survivals.py index 59679ad..616e3d3 100644 --- a/calc_survivals.py +++ b/calc_survivals.py @@ -4,7 +4,7 @@ from island.match import Match result = {} -for file in Path('wos-data-new').iterdir(): +for file in Path('wos-data-compete').iterdir(): p = Path(file) if p.suffix == '.json': name = p.stem diff --git a/coopr_per_match.py b/coopr_per_match.py index 1e6d3ea..34e10cd 100644 --- a/coopr_per_match.py +++ b/coopr_per_match.py @@ -8,7 +8,7 @@ from island.matches import Matches def error(f,x,y): return sp.sum((f(x)-y)**2) -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') max_round = 17 coopr = [] diff --git a/coopr_per_round.py b/coopr_per_round.py index 011eeda..812e6e1 100644 --- a/coopr_per_round.py +++ b/coopr_per_round.py @@ -4,7 +4,7 @@ from island.match import Match from island.matches import Matches import numpy as np -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-3') max_round = 15 coopr = [] @@ -37,6 +37,8 @@ for i in range(max_round): yerr_min.append(coopr[-1] - min(co)) yerr_max.append(max(co) - coopr[-1]) print("%f, %f, %f"%(yerr_min[-1], yerr_max[-1], coopr[-1])) + else: + coopr.append(0) plt.figure() diff --git a/dist_of_k.py b/dist_of_k.py index 6484007..9a99488 100644 --- a/dist_of_k.py +++ b/dist_of_k.py @@ -6,21 +6,21 @@ from numpy import mean, std import numpy as np -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') max_round = 15 fig = plt.figure(figsize=(6.4, 3.6)) ax = fig.gca() -index = np.arange(11) +index = np.arange(13) ax.set_xlabel('k') ax.set_ylabel('p(k)') c = ['#00b894','#00cec9','#0984e3','#6c5ce7','#e84393','#d63031','#e17055','#fdcb6e','#2d3436','#6ab04c','#30336b','#ED4C67'] for i in range(len(matches.data)): - k = np.zeros(11) + k = np.zeros(13) m = matches.data[i] n = {} for r in m.query('neighbor', 'create').raw_data: @@ -34,10 +34,12 @@ for i in range(len(matches.data)): else: n[r['b']] = [r['a']] for j in n.keys(): + print(n[j], len(n[j])) k[len(n[j])] += 1 pk = k / np.sum(k) print(i) - ax.scatter(index, pk, color=c[i]) + # ax.scatter(index, pk, color=c[i]) + ax.scatter(index, pk) # ax.set_title('Scores by group and gender') fig.tight_layout() diff --git a/draw_game_history.py b/draw_game_history.py index 453d783..09a7363 100644 --- a/draw_game_history.py +++ b/draw_game_history.py @@ -351,9 +351,9 @@ def draw_picture(fin,fout): if __name__ == '__main__': - # for file in Path('wos-data-new').iterdir(): - # p = Path(file) - # if p.suffix == '.json': - # name = p.stem - # draw_picture(str(p), str(p.parent.parent / 'graph' / ("%s.eps"%name))) - draw_picture("wos-data-new/G285.json", "graph/G285.eps") \ No newline at end of file + for file in Path('wos-data-compete').iterdir(): + p = Path(file) + if p.suffix == '.json': + name = p.stem + draw_picture(str(p), str(p.parent.parent / 'graph' / ("%s.eps"%name))) + # draw_picture("wos-data-new/G285.json", "graph/G285.eps") \ No newline at end of file diff --git a/interactions_per_round.py b/interactions_per_round.py index 65c899c..5bc0a63 100644 --- a/interactions_per_round.py +++ b/interactions_per_round.py @@ -4,7 +4,7 @@ from island.match import Match from island.matches import Matches import numpy as np -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') max_round = 14 coopr = [] @@ -16,7 +16,7 @@ y = np.zeros((5, max_round)) sy = np.zeros(max_round) survivals = {} -with open('survivals.json', 'r') as f: +with open('survivals-2.json', 'r') as f: survivals = json.load(f) diff --git a/island/matches.py b/island/matches.py index b0e2ed2..0b94d56 100644 --- a/island/matches.py +++ b/island/matches.py @@ -1,13 +1,37 @@ from pathlib import Path from .match import Match +import json +import csv class Matches: - def __init__(self, logdir): + def __init__(self, source, from_list=False): self.data = [] self.names = [] - for file in Path(logdir).iterdir(): - if Path(file).suffix == '.json': - self.data.append(Match.read_from_json(str(file))) - self.names.append(Path(file).stem) + if from_list: + for l in source: + self.data.append(Match.read_from_json(l)) + self.names.append(Path(l).stem) + else: + for f in Path(source).iterdir(): + if Path(f).suffix == '.json': + self.data.append(Match.read_from_json(str(f))) + self.names.append(Path(f).stem) + @staticmethod + def from_profile(pname, ppos='profile.csv'): + source = [] + with open(ppos, 'r', encoding='utf-8') as f: + for row in csv.reader(f): + if pname in row: + source.append(row[0]) + return Matches(source, True) + + @staticmethod + def from_profile_expr(expr, ppos='profile.csv'): + source = [] + with open(ppos, 'r', encoding='utf-8') as f: + for row in csv.reader(f): + if expr(row): + source.append(row[0]) + return Matches(source, True) diff --git a/k_and_new_partner.py b/k_and_new_partner.py index 1163a4d..32cd755 100644 --- a/k_and_new_partner.py +++ b/k_and_new_partner.py @@ -6,14 +6,14 @@ import numpy as np from scipy.stats import pearsonr -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') k = np.arange(2, 11) succ = np.zeros(9) total = np.zeros(9) survivals = {} -with open('survivals.json', 'r') as f: +with open('survivals-2.json', 'r') as f: survivals = json.load(f) neighbors = {} diff --git a/neighbor_per_round.py b/neighbor_per_round.py index 8a0bf28..094a582 100644 --- a/neighbor_per_round.py +++ b/neighbor_per_round.py @@ -6,11 +6,11 @@ from numpy import mean, std import numpy as np -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') max_round = 15 survivals = {} -with open('survivals.json', 'r') as f: +with open('survivals-2.json', 'r') as f: survivals = json.load(f) neighbors = {} @@ -123,5 +123,5 @@ ax.set_xticks(index + bar_width / 2) ax.set_xticklabels(index+1) ax.legend() fig.tight_layout() -# plt.show() -plt.savefig('graph/neigh_per_round.eps') \ No newline at end of file +plt.show() +# plt.savefig('graph/neigh_per_round.eps') \ No newline at end of file diff --git a/profile.csv b/profile.csv new file mode 100644 index 0000000..dc96787 --- /dev/null +++ b/profile.csv @@ -0,0 +1,75 @@ +wos-data-compete/G254.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G272.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G285.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G295.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G299.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G302.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G307.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G318.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G337.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G341.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G349.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G354.json,CCCN,,,COMM,SURVIVE, +wos-data-compete/G375.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G379.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G380.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G385.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G386.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G389.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G390.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G391.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G392.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G393.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G394.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G395.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G396.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G397.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G398.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G399.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G400.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G402.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G403.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G404.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G405.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G406.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G407.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G408.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G409.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G413.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G420.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G421.json,,LAB,NOCOMM,,SURVIVE, +wos-data-compete/G426.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G427.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G428.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G429.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G430.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G431.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G434.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G435.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G436.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G437.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G439.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G440.json,,LAB,,COMM,SURVIVE, +wos-data-compete/G443.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G447.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G448.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G449.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G450.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G451.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G452.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G467.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G468.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G469.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G470.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G471.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G472.json,,LAB,NOCOMM,,,CLASSIC +wos-data-compete/G474.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G475.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G476.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G477.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G478.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G479.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G480.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G481.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G482.json,,LAB,,COMM,,CLASSIC +wos-data-compete/G483.json,,LAB,,COMM,,CLASSIC diff --git a/request_success.py b/request_success.py index b75fa19..0feedb7 100644 --- a/request_success.py +++ b/request_success.py @@ -6,13 +6,18 @@ from numpy import mean, std import numpy as np -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') max_round = 14 -c_req_succ = np.zeros(max_round-2) -c_req = np.zeros(max_round-2) -d_req_succ = np.zeros(max_round-2) -d_req = np.zeros(max_round-2) +# c_req_succ = np.zeros(max_round-2) +# c_req = np.zeros(max_round-2) +# d_req_succ = np.zeros(max_round-2) +# d_req = np.zeros(max_round-2) + +c_req_succ = np.zeros(max_round) +c_req = np.zeros(max_round) +d_req_succ = np.zeros(max_round) +d_req = np.zeros(max_round) def is_cooperator(rows, pid): m = 0 @@ -39,36 +44,39 @@ for i in range(max_round): r = matches.data[j].query('action', 'request').where(lambda x: x['rno'] == i+2 and x['from'] == row['a']).raw_data rs = matches.data[j].query('action', 'approve').where(lambda x: x['rno'] == i+2 and x['to'] == row['a']).raw_data if is_cooperator(rows, row['a']): - c_req_succ[j] += len(rs) - c_req[j] += len(r) + c_req_succ[i] += len(rs) + c_req[i] += len(r) else: - d_req_succ[j] += len(rs) - d_req[j] += len(r) + d_req_succ[i] += len(rs) + d_req[i] += len(r) calced.add(row['a']) if row['b'] not in calced: r = matches.data[j].query('action', 'request').where(lambda x: x['rno'] == i+2 and x['from'] == row['b']).raw_data rs = matches.data[j].query('action', 'approve').where(lambda x: x['rno'] == i+2 and x['to'] == row['b']).raw_data if is_cooperator(rows, row['b']): - c_req_succ[j] += len(rs) - c_req[j] += len(r) + c_req_succ[i] += len(rs) + c_req[i] += len(r) else: - d_req_succ[j] += len(rs) - d_req[j] += len(r) + d_req_succ[i] += len(rs) + d_req[i] += len(r) calced.add(row['b']) - - +for i in range(len(c_req)): + if c_req[i] == 0: + c_req[i] = 0.1 + if d_req[i] == 0: + d_req[i] = 0.1 c_req_succ_fr = c_req_succ / c_req d_req_succ_fr = d_req_succ / d_req -# print(c_req_succ) -# print(c_req) -# print(c_req_succ_fr) -# print(d_req_succ) -# print(d_req) -# print(d_req_succ_fr) +print(c_req_succ) +print(c_req) +print(c_req_succ_fr) +print(d_req_succ) +print(d_req) +print(d_req_succ_fr) req_succ_fr_mean = [mean(c_req_succ_fr), mean(d_req_succ_fr)] req_succ_fr_sem = [std(c_req_succ_fr), std(d_req_succ_fr)] @@ -115,5 +123,5 @@ ax.set_ylabel('Request Approval Rate') # ax.set_xticklabels(index+2) # ax.legend() fig.tight_layout() -# plt.show() -plt.savefig('graph/request_success.eps') \ No newline at end of file +plt.show() +# plt.savefig('graph/request_success.eps') \ No newline at end of file diff --git a/rewiring_rate.py b/rewiring_rate.py index 92d4bda..93affda 100644 --- a/rewiring_rate.py +++ b/rewiring_rate.py @@ -12,11 +12,11 @@ def error(f,x,y): if __name__ == '__main__': - matches = Matches('wos-data-new') + matches = Matches('wos-data-new-2') max_round = 15 survivals = {} - with open('survivals.json', 'r') as f: + with open('survivals-2.json', 'r') as f: survivals = json.load(f) neighbors = {} @@ -41,7 +41,7 @@ if __name__ == '__main__': n[r['b']] = [r['a']] neighbors[matches.names[i]] = n - for i in range(max_round): + for i in range(max_round-1): re = [] for j in range(len(matches.data)): rewire = 0 @@ -95,47 +95,47 @@ if __name__ == '__main__': red = '#d63031' # p1折线图 - # fig = plt.figure(figsize=(6.4, 3.6)) - # ax = fig.gca() - # ax.plot(x, rewires, color=green, linewidth=3) - # ax.set_ylim(0, 0.5) - # ax2 = ax.twinx() - # ax2.plot(x, tau, color=red, linewidth=3) - # ax2.set_ylim(0,1440) - # ax.set_xlim(1,14) - # ax.set_xlabel("Rounds") - # ax.set_ylabel("Rewiring Rate", color=green) - # ax.tick_params(axis='y', labelcolor=green) - # ax2.set_ylabel("$\\tau_{p}$", family='sans-serif', color=red) - # ax2.tick_params(axis='y', labelcolor=red) + fig = plt.figure(figsize=(6.4, 3.6)) + ax = fig.gca() + ax.plot(x, rewires, color=green, linewidth=3) + ax.set_ylim(0, 0.5) + ax2 = ax.twinx() + ax2.plot(x, tau, color=red, linewidth=3) + ax2.set_ylim(0,1440) + ax.set_xlim(1,14) + ax.set_xlabel("Rounds") + ax.set_ylabel("Rewiring Rate", color=green) + ax.tick_params(axis='y', labelcolor=green) + ax2.set_ylabel("$\\tau_{p}$", family='sans-serif', color=red) + ax2.tick_params(axis='y', labelcolor=red) - # plt.tight_layout() - # # plt.show() + plt.tight_layout() + plt.show() # plt.savefig('graph/tau_p_rewire_plot.eps') # # p2散点图 - fig = plt.figure(figsize=(6.4, 3.6)) - ax = fig.gca() - # ax.set_ylim(0.5, 1) - fp1,residuals,rank,sv,rcond = sp.polyfit(tau, rewires, 1, full=True) - print("残差：",residuals) - print('Model parameter:',fp1) - f1 = sp.poly1d(fp1) - print("error= %f" % error(f1, tau, rewires)) - # fx = sp.linspace(0,max(tau2),1000) - fx = sp.linspace(0,1440,2) + # fig = plt.figure(figsize=(6.4, 3.6)) + # ax = fig.gca() + # # ax.set_ylim(0.5, 1) + # fp1,residuals,rank,sv,rcond = sp.polyfit(tau, rewires, 1, full=True) + # print("残差：",residuals) + # print('Model parameter:',fp1) + # f1 = sp.poly1d(fp1) + # print("error= %f" % error(f1, tau, rewires)) + # # fx = sp.linspace(0,max(tau2),1000) + # fx = sp.linspace(0,1440,2) - plt.plot(fx,f1(fx),linewidth=2,color=red, ls='--', zorder=0) - plt.scatter(tau, rewires, color=green, linewidths=2, zorder=100) - # plt.scatter(tau_r, coopr_r, color='white', edgecolors=green, linewidths=2, zorder=101) - ax.set_xlabel('$\\tau_{p}$', family='sans-serif') - ax.set_ylabel('Rewiring Rate') - ax.set_xlim(0, 1440) - ax.set_xticks(sp.linspace(0, 1440, 13)) - ax.set_ylim(0, 0.6) - plt.tight_layout() + # plt.plot(fx,f1(fx),linewidth=2,color=red, ls='--', zorder=0) + # plt.scatter(tau, rewires, color=green, linewidths=2, zorder=100) + # # plt.scatter(tau_r, coopr_r, color='white', edgecolors=green, linewidths=2, zorder=101) + # ax.set_xlabel('$\\tau_{p}$', family='sans-serif') + # ax.set_ylabel('Rewiring Rate') + # ax.set_xlim(0, 1440) + # ax.set_xticks(sp.linspace(0, 1440, 13)) + # ax.set_ylim(0, 0.6) + # plt.tight_layout() # plt.show() - plt.savefig('graph/tau_p_rewire_sca.eps') + # plt.savefig('graph/tau_p_rewire_sca.eps') diff --git a/survivals.json b/survivals.json index e5b9ed1..afbaf05 100644 --- a/survivals.json +++ b/survivals.json @@ -1 +1 @@ -{"G349": {"0": [4558, 4559, 4560, 4561, 4562, 4563, 4564, 4565, 4566, 4567, 4568, 4569, 4570, 4571, 4572, 4573], "1": [4558, 4559, 4560, 4561, 4562, 4563, 4564, 4565, 4566, 4567, 4568, 4569, 4570, 4571, 4572, 4573], "2": [4558, 4559, 4562, 4565, 4566, 4567, 4568, 4569, 4570, 4572], "3": [4558, 4559, 4562, 4565, 4566, 4567, 4568, 4569, 4570, 4572], "4": [4558, 4559, 4562, 4565, 4566, 4567, 4568, 4570, 4572], "5": [4558, 4559, 4562, 4565, 4566, 4567, 4568, 4570, 4572], "6": [4558, 4559, 4562, 4565, 4570], "7": [4558, 4559, 4562], "8": [4558, 4559, 4562], "9": 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6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143], "10": [6124, 6125, 6126, 6127, 6128, 6129, 6130, 6131, 6132, 6133, 6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143], "11": [6124, 6125, 6126, 6127, 6128, 6129, 6130, 6131, 6132, 6133, 6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143], "12": [6124, 6125, 6126, 6127, 6128, 6129, 6130, 6131, 6132, 6133, 6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143], "13": [6124, 6125, 6126, 6127, 6128, 6129, 6130, 6131, 6132, 6133, 6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143]}} diff --git a/t.py b/t.py new file mode 100644 index 0000000..2a49578 --- /dev/null +++ b/t.py @@ -0,0 +1,14 @@ +from PIL import Image +import base64 +a = 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g2ZIAB14haTpzIABJPIzOhdOz77jrtNqJ5o257bvsu+277Lvuuu647rjuue677b7nMpPzx/J4y1dTN18PUCnQu8JQVgpwI3ZSejIJk8qK6IXMt+i47LbbsvCVue6767vsvey77rjtu+2577jvuOi4sW0zF9swUAUEWQpVAxOL9ZgBCmYifVUEK2EAK6bQnu6AyIjlvfGO1Y3Mb7juu+y67Lvtu+267bvtuO+57r7NlphLEE1JeQ5ICl4GWHfgpN5RWzh9J3shZjdcV9atz5Tvu9GK4L31jT9kE3u97LrsuO297Lvtuuu77rngtuiz1KNCajJmNVs0YAlSNy+w5bsgGmMoCixiNWUJaH/pot2b3KHpj+Kx+bHFW2V3uO277Lvtuu247bvsu++577jsgfvuNCU3XzRnNV4Lbmzot+hgTg50RxE4XTJnIwuT8LjYm9C997TptPGv+aXESA==' + +b = base64.standard_b64decode(a) +print(0 ^ b[1]) +c = [] +for i in range(len(b)): + if i % 2 == 0: + c.append( b[i] ^ 188 ) + else: + c.append( b[i] ^ 236) +bit = Image.frombytes('L', (64,64), bytes(c)) +bit.show() \ No newline at end of file diff --git a/tau_p_co.py b/tau_p_co.py index e5a8a1e..0f528a1 100644 --- a/tau_p_co.py +++ b/tau_p_co.py @@ -11,12 +11,12 @@ def error(f,x,y): return sp.sum((f(x)-y)**2) if __name__ == '__main__': - - matches = Matches('wos-data-new') + + matches = Matches('wos-data-new-3') max_round = 15 survivals = {} - with open('survivals.json', 'r') as f: + with open('survivals-3.json', 'r') as f: survivals = json.load(f) neighbors = {} @@ -42,7 +42,7 @@ if __name__ == '__main__': n[r['b']] = [r['a']] neighbors[matches.names[i]] = n - for i in range(max_round): + for i in range(max_round-1): co = [] for j in range(len(matches.data)): coop = 0 @@ -59,6 +59,8 @@ if __name__ == '__main__': bx.append(co) if co: coopr.append(np.average(co)) + else: + coopr.append(0) for i in range(max_round-1): @@ -114,17 +116,23 @@ if __name__ == '__main__': # ax2.tick_params(axis='y', labelcolor=red) # plt.tight_layout() - # # plt.show() - # plt.savefig('graph/tau_p_co_plot.eps') + # plt.show() + # # plt.savefig('graph/tau_p_co_plot.eps') tau2 = [] coopr2 = [] tau_r = [] coopr_r = [] + tau3 = [] + coopr3 = [] for i in range(len(tau)): if tau[i] <= 720: tau2.append(tau[i]) coopr2.append(coopr[i]) + if tau[i] - 316 > 0.00001: + tau3.append(tau[i]) + coopr3.append(coopr[i]) + else: tau_r.append(tau[i]) coopr_r.append(coopr[i]) @@ -153,7 +161,5 @@ if __name__ == '__main__': plt.show() # plt.savefig('graph/tau_p_co_sca.eps') - - # 皮尔逊相关系数 print("pearson: %f, p-value: %f" % pearsonr(tau2, coopr2)) \ No newline at end of file diff --git a/taup_and_new_partner.py b/taup_and_new_partner.py index e474f88..aba118b 100644 --- a/taup_and_new_partner.py +++ b/taup_and_new_partner.py @@ -5,14 +5,14 @@ from island.matches import Matches import numpy as np from scipy.stats import pearsonr -matches = Matches('wos-data-new') +matches = Matches('wos-data-new-2') k = np.arange(0, 1441, 144) succ = np.zeros(11) total = np.zeros(11) survivals = {} -with open('survivals.json', 'r') as f: +with open('survivals-2.json', 'r') as f: survivals = json.load(f) neighbors = {}