\u0447\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0443 \u0433\u0440\u0443\u043f\u043f \u043e\u0431\u0449\u0438\u0445 \u043f\u043e\u043f\u0438\u0441\u0447\u0438\u043a\u043e\u0432, \u0442\u0435\u043c \u0431\u043b\u0438\u0436\u0435 \u0434\u0440\u0443\u0433 \u043a \u0434\u0440\u0443\u0433\u0443 \u0440\u0430\u0441\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0448\u0438\u043d\u044b.<\/li>\n<\/ul>\n \u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u0430 \u0433\u0440\u0443\u043f\u043f \u0431\u0443\u0434\u0435\u043c \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0442\u044c \u0433\u0440\u0443\u043f\u043f\u044b \u043d\u043e\u0432\u043e\u0441\u0442\u043d\u044b\u0445 \u0438\u0437\u0434\u0430\u043d\u0438\u0439, \u043f\u0440\u0438 \u0436\u0435\u043b\u0430\u043d\u0438\u0438 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0433\u0440\u0443\u043f\u043f\u044b.<\/p>\n
%matplotlib inline import networkx import requests import json def getVKMembers(group_id, count=1000, offset=0): # http:\/\/vk.com\/dev\/groups.getMembers host = 'http:\/\/api.vk.com\/method' if count > 1000: raise Exception('Bad params: max of count = 1000') response = requests.get('{host}\/groups.getMembers?group_id={group_id}&count={count}&offset={offset}' .format(host=host, group_id=group_id, count=count, offset=offset)) if not response.ok: raise Exception('Bad response code') return response.json() def allCountOffset(func, func_id): set_members_id = set() count_members = -1 offset = 0 while count_members != len(set_members_id): # posible endless loop for real vk api response = func(func_id, offset=offset)['response'] if count_members != response['count']: count_members = response['count'] new_members_id = response['users'] offset += len(new_members_id) if set_members_id | set(new_members_id) == set_members_id != set(): # without new members print 'WARNING: break loop', count_members, len(set_members_id) break set_members_id = set_members_id.union(new_members_id) return set_members_id groups = ['http:\/\/vk.com\/meduzaproject', 'http:\/\/vk.com\/tj', 'http:\/\/vk.com\/smmrussia', 'http:\/\/vk.com\/vedomosti', 'http:\/\/vk.com\/kommersant_ru', 'http:\/\/vk.com\/kfm', 'http:\/\/vk.com\/oldlentach', 'http:\/\/vk.com\/lentaru', 'http:\/\/vk.com\/lentasport', 'http:\/\/vk.com\/fastslon', 'http:\/\/vk.com\/tvrain', 'http:\/\/vk.com\/sport.tvrain', 'http:\/\/vk.com\/silverrain', 'http:\/\/vk.com\/afishagorod', 'http:\/\/vk.com\/afishavozduh', 'http:\/\/vk.com\/afishavolna', 'http:\/\/vk.com\/1tv', 'http:\/\/vk.com\/russiatv', 'http:\/\/vk.com\/vesti', 'http:\/\/vk.com\/ntv', 'http:\/\/vk.com\/lifenews_ru'] members = {} for g in groups: name = g.split('http:\/\/vk.com\/')[1] print name members[name] = allCountOffset(getVKMembers, name) matrix = {} for i in members: for j in members: if i != j: matrix[i+j] = len(members[i] & members[j]) * 1.0\/ min(len(members[i]), len(members[j])) max_matrix = max(matrix.values()) min_matrix = min(matrix.values()) for i in matrix: matrix[i] = (matrix[i] - min_matrix) \/ (max_matrix - min_matrix) g = networkx.Graph(directed=False) for i in members: for j in members: if i != j: g.add_edge(i, j, weight=matrix[i+j]) members_count = {x:len(members[x]) for x in members} max_value = max(members_count.values()) * 1.0 size = [] max_size = 900 min_size = 100 for node in g.nodes(): size.append(((members_count[node]\/max_value)*max_size + min_size)*10) import matplotlib.pyplot as plt pos=networkx.spring_layout(g) plt.figure(figsize=(20,20)) networkx.draw_networkx(g, pos, node_size=size, width=0.5, font_size=8) plt.axis('off') plt.show() <\/code><\/pre>\n \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u0431\u0443\u0434\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444:
![](\"https:\/\/habrastorage.org\/getpro\/habr\/post_images\/d75\/184\/146\/d751841468776a05511ee9da9a8f6b28.png\"\/)
<\/p>\n
\u041a\u043e\u043d\u0435\u0447\u043d\u043e, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0442\u0443\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043b\u0438\u0448\u044c \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u044e\u0442 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0443 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0441\u0435\u0442\u044f\u043c\u0438. \u041d\u0430 \u0434\u0435\u043b\u0435 \u0436\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0440\u0435\u0448\u0430\u0442\u044c \u0431\u043e\u043b\u0435\u0435 \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438. \u0422\u0430\u043a, \u043a \u043f\u0440\u0438\u043c\u0435\u0440\u0443, \u0434\u0430\u043d\u043d\u044b\u0435 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043c\u043e\u0433\u0443\u0442 \u043e\u0431\u043e\u0433\u0430\u0442\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 DMP \u0441\u0438\u0441\u0442\u0435\u043c (\u0432\u043e\u0437\u0440\u0430\u0441\u0442, \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u044b, \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0443\u043f\u043f\u0430): \u0433\u043b\u0430\u0432\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435\u0439 \u0431\u0443\u0434\u0435\u0442 \u043d\u0430\u0439\u0442\u0438 \u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e DMP-\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0435\u0433\u043e \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0444\u0438\u043b\u044c. \u0422\u0430\u043a\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043c\u043d\u043e\u0433\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0440\u0435\u0437\u044e\u043c\u0435: amazinghiring, entelo, profiscope, gild \u0438 \u0434\u0440. \u0413\u043b\u0430\u0432\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u0437\u0434\u0435\u0441\u044c \u0431\u0443\u0434\u0435\u0442: \u043d\u0430\u0439\u0442\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u044f\u0445 \u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u044e\u043c\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0442\u0430\u043a \u043a\u0430\u043a \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u043a\u0440\u043e\u043c\u0435, \u0440\u0430\u0437\u0432\u0435 \u0447\u0442\u043e, linkedin, \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0435\u0439 \u0434\u043b\u044f \u0440\u0435\u0437\u044e\u043c\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \t<\/p>\n
<\/div>\n
\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 http:\/\/habrahabr.ru\/post\/263313\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":" \t![](\"https:\/\/habrastorage.org\/files\/408\/cf6\/ffa\/408cf6ffaacf418baebe11dbcc000cf8.png\")
\u0414\u0430\u043d\u043d\u044b\u0435 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 \u2014 \u043d\u0435\u0438\u0441\u0447\u0435\u0440\u043f\u0430\u0435\u043c\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439. \u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0412\u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0435 API \u0438 \u044f\u0437\u044b\u043a\u0430 Python \u043c\u044b \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043f\u0430\u0440\u0443 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b \u043f\u043e\u043c\u043e\u0433\u0443\u0442 \u0443\u0437\u043d\u0430\u0442\u044c:<\/p>\n
\n- \u0430\u0437\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u043e\u0439 Python \u2014 networkx;<\/li>\n
- \u043a\u0430\u043a \u043e\u0431\u0440\u0430\u0449\u0430\u0442\u044c\u0441\u044f \u043a \u0412\u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0435 API \u0438\u0437 \u044f\u0437\u044b\u043a\u0430 Python \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a, \u0432 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438, \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u0441\u043f\u0438\u0441\u043e\u043a \u0434\u0440\u0443\u0437\u0435\u0439 \u0438 \u0447\u043b\u0435\u043d\u043e\u0432 \u0433\u0440\u0443\u043f\u043f;<\/li>\n
- \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b Gephi.<\/li>\n<\/ul>\n
Disclaimer: \u0434\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0430\u0442\u044c\u044f \u043d\u0435 \u043f\u0440\u0435\u0442\u0435\u043d\u0434\u0443\u0435\u0442 \u043d\u0430 \u043a\u0430\u043a\u0443\u044e-\u043b\u0438\u0431\u043e \u043d\u043e\u0432\u0438\u0437\u043d\u0443, \u0430 \u043b\u0438\u0448\u044c \u043f\u0440\u0435\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0446\u0435\u043b\u044c \u043f\u043e\u043c\u043e\u0447\u044c \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u0443\u044e\u0449\u0438\u043c\u0441\u044f \u0441\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f \u0441 \u0441\u0438\u043b\u0430\u043c\u0438 \u0438 \u043d\u0430\u0447\u0430\u0442\u044c \u043f\u0440\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0441\u0432\u043e\u0438 \u0438\u0434\u0435\u0438 \u0432 \u0436\u0438\u0437\u043d\u044c.
(\u0432\u043e\u043b\u043e\u0441\u044f\u043d\u043e\u0439 \u0448\u0430\u0440 \u0434\u043b\u044f \u043f\u0440\u0438\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f)<\/i> <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-264867","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/264867","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=264867"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/264867\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=264867"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=264867"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=264867"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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