本文将从以下几个方面详细讲解如何使用Python爬取抖音数据:
一、准备工作
在使用Python爬取抖音数据之前,需要安装相关Python库,如requests,beautifulsoup4,pymongo等。在此提供一份代码示例:
import requests
from bs4 import BeautifulSoup
import pymongo
# 连接MongoDB数据库
client = pymongo.MongoClient(host='localhost', port=27017)
db = client['douyin']
collection = db['videos']
# 请求头信息
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36'
}
二、获取抖音视频URL
在爬取抖音数据之前,需要先通过API获取到视频的URL。这里介绍两种方法:
1. 通过抖音号获取视频URL
抖音提供了一个根据用户ID搜索的API,通过该API可以获取到该用户发布的所有视频信息。根据返回的数据,我们可以获取到视频的URL。
def get_user_videos(user_id):
"""
根据用户ID获取该用户发布的所有视频
:param user_id: 用户ID
"""
base_url = 'https://www.douyin.com/web/api/v2/user/feed'
cursor = '0'
while True:
params = {
'user_id': user_id,
'cursor': cursor,
'count': '30',
'type': '0',
'retry_type': 'retry_type_b',
'iid': '177585413727481',
'device_id': '76857965958',
'ac': 'wifi',
'channel': 'tengxun_new',
'aid': '1128',
'app_name': 'aweme',
'version_code': '161803',
'version_name': '16.18.3',
'device_platform': 'android',
'ssmix': 'a',
'device_type': 'G8232',
'device_brand': 'SONY',
'language': 'zh',
'os_api': '26',
'os_version': '8.0.0',
'openudid': '2ke51b2eeb7c9ddc',
'manifest_version_code': '161803',
'resolution': '1080*1920',
'dpi': '420',
'update_version_code': '16180321',
'_rticket': '1614289081031',
'ts': '1614289081',
'as': 'a1954636fff2d2bd67',
'cp': 'cd09e85ac015d802e1',
'mas': '01f35556774b44d4666470dd533d465d4d4c4c0c6c2ccc6160604'
}
try:
response = requests.get(base_url, params=params, headers=headers)
data = response.json()
videos = data.get('aweme_list')
for video in videos:
video_url = video.get('video').get('play_addr').get('url_list')[0].replace('playwm', 'play')
collection.update_one({'aweme_id': video['aweme_id']}, {'$set': {'aweme_id': video['aweme_id'], 'video_url': video_url}}, True)
has_more = data.get('has_more')
if not has_more:
break
cursor = data.get('cursor')
except Exception as e:
print(e)
2. 通过分享链接获取视频URL
如果我们知道抖音视频的分享链接,可以直接解析出视频的URL。以下代码示例演示了如何获取某个视频的URL。
def get_video_url(share_url):
"""
通过分享链接获取视频URL
:param share_url: 分享链接
:return: 视频URL
"""
response = requests.get(share_url, headers=headers)
soup = BeautifulSoup(response.text, 'html.parser')
video_url = soup.find('video').find('source').get('src')
video_url = video_url.replace('play', 'playwm')
return video_url
三、解析视频信息
在获取到视频的URL之后,需要对视频进行下载和解析。以下代码示例演示了如何下载视频并获取视频的信息(如视频名称、视频描述、视频作者等)。
def download_and_parse_video(video_url):
"""
下载并解析视频
:param video_url: 视频URL
"""
response = requests.get(video_url, headers=headers)
video_data = response.content
video_name = video_url.split('/')[-2] + '.mp4'
with open(video_name, 'wb') as f:
f.write(video_data)
# 解析视频信息
response = requests.get(video_url.replace('playwm', 'play'), headers=headers)
soup = BeautifulSoup(response.text, 'html.parser')
video_desc = soup.find('meta', attrs={'name': 'description'}).get('content')
video_author = soup.find('meta', attrs={'name': 'author'}).get('content')
# 存储到MongoDB数据库中
collection.update_one({'video_url': video_url}, {'$set': {'video_url': video_url, 'video_name': video_name, 'video_desc': video_desc, 'video_author': video_author}}, True)
四、完整代码示例
以下是一份完整的抓取抖音数据的代码示例:
import requests
from bs4 import BeautifulSoup
import pymongo
# 连接MongoDB数据库
client = pymongo.MongoClient(host='localhost', port=27017)
db = client['douyin']
collection = db['videos']
# 请求头信息
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36'
}
def get_user_videos(user_id):
"""
根据用户ID获取该用户发布的所有视频
:param user_id: 用户ID
"""
base_url = 'https://www.douyin.com/web/api/v2/user/feed'
cursor = '0'
while True:
params = {
'user_id': user_id,
'cursor': cursor,
'count': '30',
'type': '0',
'retry_type': 'retry_type_b',
'iid': '177585413727481',
'device_id': '76857965958',
'ac': 'wifi',
'channel': 'tengxun_new',
'aid': '1128',
'app_name': 'aweme',
'version_code': '161803',
'version_name': '16.18.3',
'device_platform': 'android',
'ssmix': 'a',
'device_type': 'G8232',
'device_brand': 'SONY',
'language': 'zh',
'os_api': '26',
'os_version': '8.0.0',
'openudid': '2ke51b2eeb7c9ddc',
'manifest_version_code': '161803',
'resolution': '1080*1920',
'dpi': '420',
'update_version_code': '16180321',
'_rticket': '1614289081031',
'ts': '1614289081',
'as': 'a1954636fff2d2bd67',
'cp': 'cd09e85ac015d802e1',
'mas': '01f35556774b44d4666470dd533d465d4d4c4c0c6c2ccc6160604'
}
try:
response = requests.get(base_url, params=params, headers=headers)
data = response.json()
videos = data.get('aweme_list')
for video in videos:
video_url = video.get('video').get('play_addr').get('url_list')[0].replace('playwm', 'play')
collection.update_one({'aweme_id': video['aweme_id']}, {'$set': {'aweme_id': video['aweme_id'], 'video_url': video_url}}, True)
has_more = data.get('has_more')
if not has_more:
break
cursor = data.get('cursor')
except Exception as e:
print(e)
def get_video_url(share_url):
"""
通过分享链接获取视频URL
:param share_url: 分享链接
:return: 视频URL
"""
response = requests.get(share_url, headers=headers)
soup = BeautifulSoup(response.text, 'html.parser')
video_url = soup.find('video').find('source').get('src')
video_url = video_url.replace('play', 'playwm')
return video_url
def download_and_parse_video(video_url):
"""
下载并解析视频
:param video_url: 视频URL
"""
response = requests.get(video_url, headers=headers)
video_data = response.content
video_name = video_url.split('/')[-2] + '.mp4'
with open(video_name, 'wb') as f:
f.write(video_data)
# 解析视频信息
response = requests.get(video_url.replace('playwm', 'play'), headers=headers)
soup = BeautifulSoup(response.text, 'html.parser')
video_desc = soup.find('meta', attrs={'name': 'description'}).get('content')
video_author = soup.find('meta', attrs={'name': 'author'}).get('content')
# 存储到MongoDB数据库中
collection.update_one({'video_url': video_url}, {'$set': {'video_url': video_url, 'video_name': video_name, 'video_desc': video_desc, 'video_author': video_author}}, True)
if __name__ == '__main__':
# 爬取某个用户发布的所有视频
user_id = 'user_id'
get_user_videos(user_id)
# 下载某个视频并解析视频信息
share_url = 'share_url'
video_url = get_video_url(share_url)
download_and_parse_video(video_url)