ืืขืื, ืืืืจ.
ะ ืืึทืืจ ืก ืคืึทืจืงืขืจ ืืื ืึทื ืึทืืืืื ืืืื ืื ืืืืคึผื ืคึผืึทืจืึทืืขืืขืจืก - ืื ื ืืืขืจ ืคืื ืึทืจืืืงืืขื, ืืืืขืจ ืงืืงื ืืื ืจืืืืื ืื. ืึธืืขืจ, ืื ืึทืจืืืกืืขืื ืคืื ืื ืคึผืึธืคึผืืืึทืจืืืขื ืคืื ืื ืคึผืืึทืฅ ืกืขืงืฉืึทื ื ืคืืจืืืืื ืึทื ืืงืกืึทืืืื ื. ืขืก ืืื ืืขืืืืจื ืืฉืืงืึทืืืข ืฆื ืงืืงื ืืื ืืขื ืืื ืืขืจ ืืขืืึทื ืืื ืืขืคึฟืื ืขื ืื ืืขืจืกื ืคืึธืืงืก ืืื ืืขืจืกื ืึทื ืคึผืึทืคึผืืึทืืขืจ ืืึทืื. ืฆืื ืกืืฃ, ืืื ืืืขื ืงืืงื ืืื ืื ืืขืขืงืืืืขืก ืืืืจืงืื ื ืืื ืืขืจ ืืขืืึทื, ืขื ืืืงื ืืื ืึท ื ืืึทืข ืกืขืืขืงืฆืืข ืคืื โโโโืื ืืขืกืืขืจ ืึทืจืืืงืืขื ืืืืืจื ืืืืฃ ื ืืึทืข ืจืึทื ืืงืื ืื.
ืคืืจ ืื ืืืืก ืืขื ืขื ืคืืจืืื ืืขืจืขืกืืจื ืืื ืืขื ืืืืก ืืื ืืขืฉืขื, ืืื ืืขืจ ืืืฉื ืืื ืืขืจ ืื ืฉื ืื.
ืืึธืื ืืืจ ืืขืจืืึธื ืขื ืืืจ ืึทืืึธื ืืืืืขืจ ืึทื ืื ืกืืึทืืืกืืืง ืืื ืจืืืืื ืื ืืขื ืขื ื ืืฉื ืืึทืึทืืืขืจ, ืืื ืืึธื ื ืื ืืึธืื ืงืืื ืื ืกืืืืขืจ ืืื ืคึฟืึธืจืืึทืฆืืข. ืขืก ืืื ืืืื ื ืืฉื ืืขืจืึทื ืืื ืึทื ืืื ืืื ื ืืฉื ืืึทืื ืึท ืืจืืึทื ืขืจืืขืฅ ืึธืืขืจ ืืืกื ืขืคึผืขืก. ืึธืืขืจ ื ืึธื, ืืื ืืจืึทืืื ืขืก ืืื ืืขืืืขื ืืฉืืงืึทืืืข. ืืืจ ืืืขืื ืึธื ืืืืื ืืื ืื ืงืึธื ืขืจืฉืืขืจ; ืื ืืืืก ืืขื ืขื ื ืืฉื ืืื ืืขืจืขืกืืจื ืืื ืืขื ืงืขื ืขื ืืึธืคึผืงืขื ืื ืขืจืฉืืขืจ ืกืขืงืฉืึทื ื.
ืืึทืืึท ืืึทืืืื ื
ืืื ืืขืจ ืขืจืฉืืขืจ ืืืขืจืกืืข ืคืื โโืื ืคึผืึทืจืกืขืจ, ืืืืื ืื ื ืืืขืจ ืคืื ืงืืงื, ืืึทืืขืจืงืื ืืขื ืืื ืึทืจืืืงื ืจืืืืื ืื ืืขื ืขื ืืขื ืืืขื ืืื ืืฉืืื. ืืึธืก ืืื ืฉืืื ืืื, ืึธืืขืจ ืขืก ืงืขื ื ืืฉื ืืึธืื ืืืจ ืืึทืื ืืขืจ ืงืึธืืคึผืืืฆืืจื ืคึฟืจืืื. ืขืก ืืื ืฆืืื ืฆื ืคืื ืึทื ืืขืจืงืืืึทืื ืื ืืืืึทืืืง ืกืขืงืฉืึทื ื ืคืื ืืขื ืคึผืืึทืฅ; ืืึธืก ืืืขื ืืึธืื ืืืจ ืฆื ืืึธื ืืึทื ืฅ ืืฉืืงืึทืืืข ืคืึธืจืฉืื ื, ืืืฉื, ืืขื ืืื ืื ืคึผืึธืคึผืืืึทืจืืืขื ืคืื ืื "C ++" ืึธืคึผืืืืืื ื ืืื ืืขืืืื ืืืืขืจ ืขืืืขืืข ืืึธืจื.
ืืขืจ ืึทืจืืืงื ืคึผืึทืจืกืขืจ ืืื ืืืคึผืจืืืื, ืืืฆื ืขืก ืงืขืจื ืื ืืึทืื ืฆื ืืืึธืก ืืขืจ ืึทืจืืืงื ืืขืืขืจื, ืืื ืืืื ืืขื ืืืืจ 'ืก ื ืืงืงื ืึทืืข ืืื ืืืื ืจืึทื ื (ืึท ืคึผืืึทืฅ ืคืื ืืฉืืงืึทืืืข ืืืื ืงืขื ืขื ืืืื ืืขืืื ืืึธ ืืืื, ืึธืืขืจ ืืึธืก ืืืขื ืงืืืขื ืฉืคึผืขืืขืจ). ืื ืืึทืื ืืขื ืขื ืืขืจืืืขืืืขื ืืื ืึท ืงืกืื ืืขืงืข ืืืึธืก ืงืืงื ืขืคึผืขืก ืืื ืืึธืก:
2018-12-18T12:43Z,https://habr.com/ru/post/433550/,"ะะตััะตะฝะดะถะตั Slack โ ะฟัะธัะธะฝั ะฒัะฑะพัะฐ, ะบะพััะบะธ ะฟัะธ ะฒะฝะตะดัะตะฝะธะธ ะธ ะพัะพะฑะตะฝะฝะพััะธ ัะตัะฒะธัะฐ, ะพะฑะปะตะณัะฐััะธะต ะถะธะทะฝั",votes:7,votesplus:8,votesmin:1,bookmarks:32,
views:8300,comments:10,user:ReDisque,karma:5,subscribers:2,hubs:productpm+soft
...
ืืืจ ืืืขืื ืืึทืงืืืขื ืึท ืจืฉืืื ืคืื ืื ืืืืคึผื ืืืืึทืืืง ืืึทืื ืคืื ืืขื ืคึผืืึทืฅ.
def get_as_str(link: str) -> Str:
try:
r = requests.get(link)
return Str(r.text)
except Exception as e:
return Str("")
def get_hubs():
hubs = []
for p in range(1, 12):
page_html = get_as_str("https://habr.com/ru/hubs/page%d/" % p)
# page_html = get_as_str("https://habr.com/ru/hubs/geektimes/page%d/" % p) # Geektimes
# page_html = get_as_str("https://habr.com/ru/hubs/develop/page%d/" % p) # Develop
# page_html = get_as_str("https://habr.com/ru/hubs/admin/page%d" % p) # Admin
for hub in page_html.split("media-obj media-obj_hub"):
info = Str(hub).find_between('"https://habr.com/ru/hub', 'list-snippet__tags')
if "*</span>" in info:
hub_name = info.find_between('/', '/"')
if len(hub_name) > 0 and len(hub_name) < 32:
hubs.append(hub_name)
print(hubs)ืื find_between ืคึฟืื ืงืฆืืข ืืื ืื Str ืงืืึทืก ืกืขืืขืงืืืจื ืึท ืฉืืจืืงื ืฆืืืืฉื ืฆืืืื ืืึทืืก, ืืื ืืขืืืืื ื ืืื . ืืืขืืึทืืืง ืืึทืื ืืขื ืขื ืื ืืขืฆืืืื ื ืืื ืึท "*" ืึทืืื ืืื ืงืขื ืขื ืืืื ืืืืื ืืืืืืืืื, ืืื ืืืจ ืงืขื ืขื ืืืื ืึธืคึผืฉืึทืฆื ืื ืงืึธืจืึทืกืคึผืึทื ืืื ื ืฉืืจืืช ืฆื ืืึทืงืืืขื ืกืขืงืฉืึทื ื ืคืื ืื ืืขืจืข ืงืึทืืขืืึธืจืืขืก.
ืืขืจ ืจืขืืืืืึทื ืคืื ืื get_hubs ืคึฟืื ืงืฆืืข ืืื ืึท ืืึทื ืฅ ืืืคึผืจืขืกืืื ืจืฉืืื, ืืืึธืก ืืืจ ืจืึทืืขืืืขื ืืื ืึท ืืืขืจืืขืจืืื. ืืื ืืื ืกืคึผืึทืกืืคืืงืื ืคึผืจืืืขื ืืื ื ืื ืจืฉืืื ืืื ืืืึทื ืืึทื ืฅ ืึทืืื ืึทื ืืืจ ืงืขื ืขื ืึธืคึผืฉืึทืฆื ืืืึทื ืืึทื ื.
hubs_profile = {'infosecurity', 'programming', 'webdev', 'python', 'sys_admin', 'it-infrastructure', 'devops', 'javascript', 'open_source', 'network_technologies', 'gamedev', 'cpp', 'machine_learning', 'pm', 'hr_management', 'linux', 'analysis_design', 'ui', 'net', 'hi', 'maths', 'mobile_dev', 'productpm', 'win_dev', 'it_testing', 'dev_management', 'algorithms', 'go', 'php', 'csharp', 'nix', 'data_visualization', 'web_testing', 's_admin', 'crazydev', 'data_mining', 'bigdata', 'c', 'java', 'usability', 'instant_messaging', 'gtd', 'system_programming', 'ios_dev', 'oop', 'nginx', 'kubernetes', 'sql', '3d_graphics', 'css', 'geo', 'image_processing', 'controllers', 'game_design', 'html5', 'community_management', 'electronics', 'android_dev', 'crypto', 'netdev', 'cisconetworks', 'db_admins', 'funcprog', 'wireless', 'dwh', 'linux_dev', 'assembler', 'reactjs', 'sales', 'microservices', 'search_technologies', 'compilers', 'virtualization', 'client_side_optimization', 'distributed_systems', 'api', 'media_management', 'complete_code', 'typescript', 'postgresql', 'rust', 'agile', 'refactoring', 'parallel_programming', 'mssql', 'game_promotion', 'robo_dev', 'reverse-engineering', 'web_analytics', 'unity', 'symfony', 'build_automation', 'swift', 'raspberrypi', 'web_design', 'kotlin', 'debug', 'pay_system', 'apps_design', 'git', 'shells', 'laravel', 'mobile_testing', 'openstreetmap', 'lua', 'vs', 'yii', 'sport_programming', 'service_desk', 'itstandarts', 'nodejs', 'data_warehouse', 'ctf', 'erp', 'video', 'mobileanalytics', 'ipv6', 'virus', 'crm', 'backup', 'mesh_networking', 'cad_cam', 'patents', 'cloud_computing', 'growthhacking', 'iot_dev', 'server_side_optimization', 'latex', 'natural_language_processing', 'scala', 'unreal_engine', 'mongodb', 'delphi', 'industrial_control_system', 'r', 'fpga', 'oracle', 'arduino', 'magento', 'ruby', 'nosql', 'flutter', 'xml', 'apache', 'sveltejs', 'devmail', 'ecommerce_development', 'opendata', 'Hadoop', 'yandex_api', 'game_monetization', 'ror', 'graph_design', 'scada', 'mobile_monetization', 'sqlite', 'accessibility', 'saas', 'helpdesk', 'matlab', 'julia', 'aws', 'data_recovery', 'erlang', 'angular', 'osx_dev', 'dns', 'dart', 'vector_graphics', 'asp', 'domains', 'cvs', 'asterisk', 'iis', 'it_monetization', 'localization', 'objectivec', 'IPFS', 'jquery', 'lisp', 'arvrdev', 'powershell', 'd', 'conversion', 'animation', 'webgl', 'wordpress', 'elm', 'qt_software', 'google_api', 'groovy_grails', 'Sailfish_dev', 'Atlassian', 'desktop_environment', 'game_testing', 'mysql', 'ecm', 'cms', 'Xamarin', 'haskell', 'prototyping', 'sw', 'django', 'gradle', 'billing', 'tdd', 'openshift', 'canvas', 'map_api', 'vuejs', 'data_compression', 'tizen_dev', 'iptv', 'mono', 'labview', 'perl', 'AJAX', 'ms_access', 'gpgpu', 'infolust', 'microformats', 'facebook_api', 'vba', 'twitter_api', 'twisted', 'phalcon', 'joomla', 'action_script', 'flex', 'gtk', 'meteorjs', 'iconoskaz', 'cobol', 'cocoa', 'fortran', 'uml', 'codeigniter', 'prolog', 'mercurial', 'drupal', 'wp_dev', 'smallbasic', 'webassembly', 'cubrid', 'fido', 'bada_dev', 'cgi', 'extjs', 'zend_framework', 'typography', 'UEFI', 'geo_systems', 'vim', 'creative_commons', 'modx', 'derbyjs', 'xcode', 'greasemonkey', 'i2p', 'flash_platform', 'coffeescript', 'fsharp', 'clojure', 'puppet', 'forth', 'processing_lang', 'firebird', 'javame_dev', 'cakephp', 'google_cloud_vision_api', 'kohanaphp', 'elixirphoenix', 'eclipse', 'xslt', 'smalltalk', 'googlecloud', 'gae', 'mootools', 'emacs', 'flask', 'gwt', 'web_monetization', 'circuit-design', 'office365dev', 'haxe', 'doctrine', 'typo3', 'regex', 'solidity', 'brainfuck', 'sphinx', 'san', 'vk_api', 'ecommerce'}
ืคึฟืึทืจ ืคืึทืจืืืืึทื, ืื ืืขืขืงืืืื ืกืขืงืฉืึทื ื ืงืืงื ืืขืจ ืืึทืฉืืืื:
hubs_gt = {'popular_science', 'history', 'soft', 'lifehacks', 'health', 'finance', 'artificial_intelligence', 'itcompanies', 'DIY', 'energy', 'transport', 'gadgets', 'social_networks', 'space', 'futurenow', 'it_bigraphy', 'antikvariat', 'games', 'hardware', 'learning_languages', 'urban', 'brain', 'internet_of_things', 'easyelectronics', 'cellular', 'physics', 'cryptocurrency', 'interviews', 'biotech', 'network_hardware', 'autogadgets', 'lasers', 'sound', 'home_automation', 'smartphones', 'statistics', 'robot', 'cpu', 'video_tech', 'Ecology', 'presentation', 'desktops', 'wearable_electronics', 'quantum', 'notebooks', 'cyberpunk', 'Peripheral', 'demoscene', 'copyright', 'astronomy', 'arvr', 'medgadgets', '3d-printers', 'Chemistry', 'storages', 'sci-fi', 'logic_games', 'office', 'tablets', 'displays', 'video_conferencing', 'videocards', 'photo', 'multicopters', 'supercomputers', 'telemedicine', 'cybersport', 'nano', 'crowdsourcing', 'infographics'}
ื ื ืืืืขืจืืง ืข ืืืืข ื ืืฒื ืข ื ืืขืฐืข ื ืืคืืขืืื ื ืืื ืฃ ืืข ืจ ืืขืืืข ืจ ืืืคื . ืืืฆื ืขืก ืืื ืืจืื ื ืฆื ืฉืจืืึทืื ืึท ืคืื ืงืฆืืข ืืืึธืก ืงืขืจื ืื ืจืขืืืืืึทื ืฆื ืืขืจ ืึทืจืืืงื ืืขืืขืจื ืฆื ืืขืขืงืืืืขืก ืึธืืขืจ ืึท ืคึผืจืึธืคืื ืืึทื.
def is_geektimes(hubs: List) -> bool:
return len(set(hubs) & hubs_gt) > 0
def is_geektimes_only(hubs: List) -> bool:
return is_geektimes(hubs) is True and is_profile(hubs) is False
def is_profile(hubs: List) -> bool:
return len(set(hubs) & hubs_profile) > 0
ืขื ืืขืืข ืคืึทื ืืงืฉืึทื ื ืืขื ืขื ืืขืืืื ืคึฟืึทืจ ืื ืืขืจืข ืกืขืงืฉืึทื ื ("ืึทื ืืืืืงืืื ื", "ืึทืืืื ืืกืืจืึทืฆืืข", ืืื"ื ื).
ืคึผืจืึทืกืขืกืื ื
ืขืก ืืื ืฆืืื ืฆื ืึธื ืืืืื ืึทื ืึทืืืืืื ื. ืืืจ ืืึธืื ืื ืืึทืืึทืกืขื ืืื ืคึผืจืึธืฆืขืก ืื ืืึทื ืืึทืื.
def to_list(s: str) -> List[str]:
# "user:popular_science+astronomy" => [popular_science, astronomy]
return s.split(':')[1].split('+')
def to_date(dt: datetime) -> datetime.date:
return dt.date()
df = pd.read_csv("habr_2019.csv", sep=',', encoding='utf-8', error_bad_lines=True, quotechar='"', comment='#')
dates = pd.to_datetime(df['datetime'], format='%Y-%m-%dT%H:%MZ')
dates += datetime.timedelta(hours=3)
df['date'] = dates.map(to_date, na_action=None)
hubs = df["hubs"].map(to_list, na_action=None)
df['hubs'] = hubs
df['is_profile'] = hubs.map(is_profile, na_action=None)
df['is_geektimes'] = hubs.map(is_geektimes, na_action=None)
df['is_geektimes_only'] = hubs.map(is_geektimes_only, na_action=None)
df['is_admin'] = hubs.map(is_admin, na_action=None)
df['is_develop'] = hubs.map(is_develop, na_action=None)
ืืืฆื ืืืจ ืงืขื ืขื ืืจืืคึผืข ืื ืืึทืื ืืืจื ืืึธื ืืื ืืืืึทืื ืื ื ืืืขืจ ืคืื ืืืืกืืืืขืก ืคึฟืึทืจ ืคืึทืจืฉืืืขื ืข ืืึทืื.
g = df.groupby(['date'])
days_count = g.size().reset_index(name='counts')
year_days = days_count['date'].values
grouped = g.sum().reset_index()
profile_per_day_avg = grouped['is_profile'].rolling(window=20, min_periods=1).mean()
geektimes_per_day_avg = grouped['is_geektimes'].rolling(window=20, min_periods=1).mean()
geektimesonly_per_day_avg = grouped['is_geektimes_only'].rolling(window=20, min_periods=1).mean()
admin_per_day_avg = grouped['is_admin'].rolling(window=20, min_periods=1).mean()
develop_per_day_avg = grouped['is_develop'].rolling(window=20, min_periods=1).mean()
ืืืจ ืืืืึทืื ืื ื ืืืขืจ ืคืื ืืจืืืก ืึทืจืืืงืืขื ื ืืฆื Matplotlib:
ืืื ืฆืขืืืืื ืื ืึทืจืืืงืืขื "ืืขืขืงืืืืขืก" ืืื "ืืขืขืงืืืืขืก ืืืืื" ืืื ืื ืืฉืึทืจื, ืืืืึทื ืึทื ืึทืจืืืงื ืงืขื ืขื ืืขืืขืจื ืฆื ืืืืืข ืกืขืงืฉืึทื ื ืืื ืืขืจ ืืขืืืืงืขืจ ืฆืืื (ืืืฉื, "DIY" + "ืืืงืจืึธืงืึธื ืืจืึธืืืขืจืก" + "C ++"). ืืื ืืขืืืืื ื ืื ืืึทืฆืืืืขื ืื ื "ืคึผืจืึธืคืื" ืฆื ืืืืืคึผืื ืงื ืคึผืจืึธืคืื ืึทืจืืืงืืขื ืืืืฃ ืืขื ืคึผืืึทืฅ, ืืึธืืฉ ืืึธืืขืจ ืื ืขื ืืืืฉ ืืขืจืืื ืคึผืจืึธืคืื ืคึฟืึทืจ ืืขื ืืื ื ืืฉื ืืขืืึทืืจืข ืจืืืืืง.
ืืื ืื ืคืจืืขืจืืืงืข ืืืื ืืืจ ืืขืคืจืขืื ืืืขืื ืื "ืืขืขืงืืืืข ืืืืจืงืื ื" ืคึฟืึทืจืืื ืื ืืื ืื ืขื ืืขืจืื ื ืืื ืื ืฆืึธืืื ื ืึผืืืื ืคึฟืึทืจ ืึทืจืืืงืืขื ืคึฟืึทืจ ืืขืขืงืืืืขืก ืกืืึทืจืืื ื ืืขื ืืืืขืจ. ืืึธืืืจ ืืืืึทืื ืื ืืขืขืงืืืื ืึทืจืืืงืืขื ืกืขืคึผืขืจืึทืืื:
df_gt = df[(df['is_geektimes_only'] == True)]
group_gt = df_gt.groupby(['date'])
days_count_gt = group_gt.size().reset_index(name='counts')
grouped = group_gt.sum().reset_index()
year_days_gt = days_count_gt['date'].values
view_gt_per_day_avg = grouped['views'].rolling(window=20, min_periods=1).mean()
ืืขืจ ืจืขืืืืืึทื ืืื ืืฉืืงืึทืืืข. ืื ืืขืจื ืขื ืืขืจื ืคืึทืจืืขืืืขื ืืฉ ืคืื ืงืืงื ืคืื ืืขืขืงืืืื ืึทืจืืืงืืขื ืฆื ืื ืืึทื ืฅ ืืื ืขืจืืขืฅ ืึทืจืื 1:5. ืึธืืขืจ ืืึธืืฉ ืื ืืึทื ืฅ ื ืืืขืจ ืคืื ืงืืงื ืคืืึทืงืืฉืืืืืื ืืืืขืจืงื, ืื ืืืืืื ื ืคืื "ืคืึทืจืืืืึทืืื ื" ืึทืจืืืงืืขื ืคืืจืืืืื ืืื ืืขืขืจืขื ืืขืจ ืืขืืืืงืขืจ ืืืจืื.
ืืืจ ืงืขื ื ืืืื ืืึทืืขืจืงื ืึทื ืื ืืึทื ืฅ ื ืืืขืจ ืคืื ืงืืงื ืคืื ืึทืจืืืงืืขื ืืื ืื "ืืขืขืงืืืืขืก" ืึธืคึผืืืืืื ื ื ืึธื ืืขืคืืื ื ืึธื ืืฉืึทื ืืื ื ืื ืึผืืืื, ืึธืืขืจ "ืืืจื ืืืื", ืืื ื ืื ืืขืจ ืืื 5% ืคืื ืื ืืึทื ืฅ ืืืึทืืืขืก.
ืขืก ืืื ืืฉืืงืึทืืืข ืฆื ืงืืงื ืืื ืื ืืืจืืฉื ืืืืขื ื ืืืขืจ ืคืื ืงืืงื ืคึผืขืจ ืึทืจืืืงื:
ืคึฟืึทืจ "ืคึฟืึทืจืืืืึทืืื ื" ืึทืจืืืงืืขื ืขืก ืืื ืืืขืื 40% ืืขืืขืจ ืืืจืืฉื ืืืืขื. ืืึธืก ืืื ืืืกืืึธืืข ื ืืฉื ืืืืืฉ. ืืขืจ ืืืจืืคืึทื ืืื ืื ืึธื ืืืื ืคืื ืืคืจืื ืืื ืืืงืืึธืจ ืฆื ืืืจ, ืืคึฟืฉืจ ืืึธืก ืืื ืืืึธืก ืืขืืจืืคื, ืึธืืขืจ ืขืก ืืื ืึท ืืื ืคืื ืคึผืึทืจืกืื ื ืืขืืช, ืึธืืขืจ ืืคึฟืฉืจ ืืืื ืขืจ ืคืื ืื ืืืืจืื ืคืื ืืขืขืงืืืืข ืืื ืืขืืื ืืขื ืืืืฃ ืืืึทืงืึทืฆืืข;).
ืืืจื ืืขื ืืืขื, ืื ืืจืึทืคืืง ืืืืืื ืฆืืืื ืืขืจ ืืืืขืจืงื ืคึผืืงืก ืืื ืื ื ืืืขืจ ืคืื ืงืืงื ืคืื ืึทืจืืืงืืขื - ืื ื ืื ืืึธืจ ืืื ืืืึท ืืึธืืืืืึทืก.
Hubs
ืืื ืก ืืึทื ืืืืฃ ืฆื ืื ืฆืืืขืืืื ืึทื ืึทืืืกืืก ืคืื ืืึทืื. ืืื ืก ืจืฉืืื ืื ืฉืคึผืืฅ 20 ืืึทืื ืืืื ื ืืืขืจ ืคืื ืงืืงื:
hubs_info = []
for hub_name in hubs_all:
mask = df['hubs'].apply(lambda x: hub_name in x)
df_hub = df[mask]
count, views = df_hub.shape[0], df_hub['views'].sum()
hubs_info.append((hub_name, count, views))
# Draw hubs
hubs_top = sorted(hubs_info, key=lambda v: v[2], reverse=True)[:20]
top_views = list(map(lambda x: x[2], hubs_top))
top_names = list(map(lambda x: x[0], hubs_top))
plt.rcParams["figure.figsize"] = (8, 6)
plt.bar(range(0, len(top_views)), top_views)
plt.xticks(range(0, len(top_names)), top_names, rotation=90)
plt.ticklabel_format(style='plain', axis='y')
plt.tight_layout()
plt.show()
ืืขืจ ืจืขืืืืืึทื:
ืกืึทืคึผืจืืืืื ืืื, ืื ืืขืจืกื ืคืึธืืงืก ืืึทื ืืื ืืขืจืืื ืขื ืคืื ืงืืงื ืืื "ืืื ืคึฟืึธืจืืึทืฆืืข ืืืืขืจืืืื"; ืื ืฉืคึผืืฅ 5 ืคืืจืขืจ ืืืื ืึทืจืืึทื ืืขืจืขืื ื "ืคึผืจืึธืืจืึทืืืื ื" ืืื "ืคืึธืืงืก ืืืืกื ืฉืึทืคึฟื".
ืึทื ืืืืึธืคึผ ืึทืงืืึทืคึผืืื ืืืง ืืื ืงืึทืงืึทืึธ.
ืืื ืืืขื ืืึธืื ืืืจ ืึท ืกืื, ืื ืฉืคึผืืฅ ืืึทืื ืงืขื ืขื ืืืื ืืืื ืืขืืขื , ืืึธืืฉ ืื ื ืืืขืจ ืคืื ืงืืงื ืืื ื ืืฉื ืืขืืืืื ืืึธืจื.
ืฉืึทืฅ
ืืื ืืขืกืึธืฃ, ืื ืฆืืืขืืืื ืจืึทื ื. ืืื ืืึทื ืึทื ืึทืืืกืืก ืืึทืื, ืืืจ ืงืขื ืขื ืืืืึทืื ืื ืืขืจืกื ืคืึธืืงืก ืึทืจืืืงืืขื ืคึฟืึทืจ ืื ืืขืจืกื ืคืึธืืงืก ืืึทืื ืคึฟืึทืจ ืืขื ืืึธืจ 2019.
ืืื ืคึฟืึธืจืืึทืฆืืข ืืืืขืจืืืื
- 304000 ืงืืงื, 599 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +457.0/-14.0
- 232000 ืงืืงื, 147 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +75.0/-11.0
- 176000 ืงืืงื, 778 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +356.0/-0.0
- 166000 ืงืืงื, 676 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +624.0/-2.0
- 148000 ืงืืงื, 332 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +124.0/-17.0
- 132000 ืงืืงื, 321 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +246.0/-19.0
- 123000 ืงืืงื, 154 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +86.0/-5.0
- 121000 ืงืืงื, 933 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +392.0/-83.0
- 114000 ืงืืงื, 478 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +488.0/-8.0
- 111000 ืงืืงื, 194 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +300.0/-8.0
ืคึผืจืึธืืจืึทืืืื ื
- 167000 ืงืืงื, 249 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +239.0/-33.0
- 129000 ืงืืงื, 1271 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +131.0/-63.0
- 119000 ืงืืงื, 901 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +151.0/-14.0
- 116000 ืงืืงื, 649 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +222.0/-16.0
- 106000 ืงืืงื, 764 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +164.0/-52.0
- 101000 ืงืืงื, 128 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +178.0/-9.0
- 82900 ืงืืงื, 119 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +38.0/-10.0
- 80300 ืงืืงื, 14 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +34.0/-2.0
- 78000 ืงืืงื, 86 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +84.0/-14.0
- 77600 ืงืืงื, 124 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +241.0/-0.0
ืคืึธืืงืก ืืืืกื ืฉืึทืคึฟื
- 236000 ืงืืงื, 123 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +119.0/-9.0
- 234000 ืงืืงื, 212 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +82.0/-14.0
- 173000 ืงืืงื, 803 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +164.0/-25.0
- 145000 ืงืืงื, 280 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +126.0/-29.0
- 134000 ืงืืงื, 244 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +217.0/-1.0
- 134000 ืงืืงื, 235 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +377.0/-1.0
- 126000 ืงืืงื, 560 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +153.0/-6.0
- 121000 ืงืืงื, 384 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +242.0/-4.0
- 108000 ืงืืงื, 222 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +173.0/-10.0
- 106000 ืงืืงื, 764 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +164.0/-52.0
ืงืึทืจืืขืจืข
- 304000 ืงืืงื, 599 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +457.0/-14.0
- 187000 ืงืืงื, 21 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +37.0/-3.0
- 179000 ืงืืงื, 668 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +315.0/-60.0
- 167000 ืงืืงื, 249 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +239.0/-33.0
- 158000 ืงืืงื, 927 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +259.0/-100.0
- 139000 ืงืืงื, 762 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +200.0/-20.0
- 128000 ืงืืงื, 612 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +480.0/-33.0
- 119000 ืงืืงื, 901 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +151.0/-14.0
- 117000 ืงืืงื, 398 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +210.0/-14.0
- 116000 ืงืืงื, 649 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +222.0/-16.0
ืืขืกืขืฆ - ืืขืืื ื ืืื ืขืก
- 176000 ืงืืงื, 778 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +356.0/-0.0
- 166000 ืงืืงื, 676 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +624.0/-2.0
- 128000 ืงืืงื, 612 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +480.0/-33.0
- 114000 ืงืืงื, 478 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +488.0/-8.0
- 111000 ืงืืงื, 77 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +122.0/-14.0
- 102000 ืงืืงื, 398 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +418.0/-7.0
- 88200 ืงืืงื, 878 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +73.0/-18.0
- 87200 ืงืืงื, 611 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +166.0/-9.0
- 83600 ืงืืงื, 364 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +79.0/-9.0
- 74700 ืงืืงื, 389 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +290.0/-1.0
ืืืขื ืึทื ืืืืืงืืื ื
- 116000 ืงืืงื, 649 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +222.0/-16.0
- 110000 ืงืืงื, 278 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +233.0/-11.0
- 91300 ืงืืงื, 24 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +52.0/-10.0
- 80300 ืงืืงื, 14 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +34.0/-2.0
- 68900 ืงืืงื, 160 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +216.0/-3.0
- 65900 ืงืืงื, 223 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +138.0/-41.0
- 62700 ืงืืงื, 243 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +179.0/-13.0
- 62200 ืงืืงื, 122 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +56.0/-8.0
- 60800 ืงืืงื, 133 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +77.0/-6.0
- 57700 ืงืืงื, 319 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +101.0/-6.0
ืืืง
ืืื ืฆืื ืกืืฃ, ืึผืื ืงืืื ืขืจ ืืึธื ื ืืฉื ืืึทืืืืืืงื, ืืืขื ืืื ืืขืื ืื ืจืึทื ื ืคืื ืืขืจ ืงืืขื ืกืืขืจ ืืืืืื ืืึทื "ืืืง". ืื ืึท ืืึธืจ ืขืก ืืื ืืจืืืก ืืืื ืขืจ ืืขืจ ืึทืจืืืงื, ืืืึธืก ืืืื "ืืืืืืืืืืฉ" ืึทืงืืึทืคึผืืื ืื ืขืจืฉืืขืจ ืฉืืจื ืคืื ืื ืจืึทื ื.
- 1700 ืงืืงื, 9 ืืึทืืขืจืงืื ืืขื, ืฉืึทืฅ +9.0/-1.0
ืกืึธืฃ
ืขืก ืืืขื ืืืื ืงืืื ืืกืงื ื. ืืื ืืืืขื ืขื ืึทืืขืืขื.
ืืงืืจ: www.habr.com