python - 处理 pandas 中的嵌套 json

Question

我正在尝试使用 read_json 处理带有 pandas 的嵌套 json，但我收到了重复的条目，如下所示:

contributors_enabled               2013-11-30 20:48:42   
created_at                         2013-11-30 20:48:42   
default_profile                    2013-11-30 20:48:42   
default_profile_image              2013-11-30 20:48:42   
description                        2013-11-30 20:48:42   
favourites_count                   2013-11-30 20:48:42   
follow_request_sent                2013-11-30 20:48:42   
...
                                                                           source  \
contributors_enabled                <a href="http://twitter.com/download/iphone" r...   
created_at                          <a href="http://twitter.com/download/iphone" r...   
default_profile                     <a href="http://twitter.com/download/iphone" r...   
default_profile_image               <a href="http://twitter.com/download/iphone" r...   
description                         <a href="http://twitter.com/download/iphone" r...   
favourites_count                    <a href="http://twitter.com/download/iphone" r...   
follow_request_sent...

如何将其更改为正确的格式？

我正在使用以下代码:

for line in gzip.open("/home/amrith/shared/twitter-stream/tweets-1385844523.txt.gz"):
    tweet = read_json(line)
    print(tweet)

输入行如下所示:

{'contributors': None,
 'coordinates': None,
 'created_at': 'Sun Dec 01 01:19:00 +0000 2013',
 'entities': {'hashtags': [], 'symbols': [], 'urls': [], 'user_mentions': []},
 'favorite_count': 0,
 'favorited': False,
 'filter_level': 'medium',
 'geo': None,
 'id': 12345,
 'id_str': '12345',
 'in_reply_to_screen_name': None,
 'in_reply_to_status_id': None,
 'in_reply_to_status_id_str': None,
 'in_reply_to_user_id': None,
 'in_reply_to_user_id_str': None,
 'lang': 'es',
 'place': None,
 'retweet_count': 0,
 'retweeted': False,
 'source': '<a href="http:\\/\\/blackberry.com\\/twitter" '
           'rel="nofollow">Twitter for BlackBerry®<\\/a>',
 'text': 'Todo va a estar bn :D',
 'truncated': False,
 'user': {'contributors_enabled': False,
          'created_at': 'Sun Feb 05 02:04:16 +0000 2012',
          'default_profile': False,
          'default_profile_image': False,
          'description': 'No pretendo ser nadie mas y no soy perfecta lo se, '
                         'tengo muchos errores también lo se pero me acepto y '
                         'me amo como soy.',
          'favourites_count': 218,
          'follow_request_sent': None,
          'followers_count': 71,
          'following': None,
          'friends_count': 64,
          'geo_enabled': True,
          'id': 54321,
          'id_str': '54321',
          'is_translator': False,
          'lang': 'es',
          'listed_count': 0,
          'location': '',
          'name': 'xxxxx',
          'notifications': None,
          'profile_background_color': 'DBE9ED',
          'profile_background_image_url': 'http:\\/\\/a0.twimg.com\\/profile_background_images\\/378800000116209016\\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg',
          'profile_background_image_url_https': 'https:\\/\\/si0.twimg.com\\/profile_background_images\\/378800000116209016\\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg',
          'profile_background_tile': True,
          'profile_banner_url': 'https:\\/\\/pbs.twimg.com\\/profile_banners\\/483470963\\/1385144720',
          'profile_image_url': 'http:\\/\\/pbs.twimg.com\\/profile_images\\/378800000736604157\\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg',
          'profile_image_url_https': 'https:\\/\\/pbs.twimg.com\\/profile_images\\/378800000736604157\\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg',
          'profile_link_color': '9D1DCF',
          'profile_sidebar_border_color': 'FFFFFF',
          'profile_sidebar_fill_color': 'E6F6F9',
          'profile_text_color': '333333',
          'profile_use_background_image': True,
          'protected': False,
          'screen_name': 'xxxxx',
          'statuses_count': 10407,
          'time_zone': 'Central Time (US & Canada)',
          'url': None,
          'utc_offset': -21600,
          'verified': False}}

Answer 1

使用递归来展平嵌套的字典

• Thinking Recursively in Python
• Flattening JSON objects in Python
• flatten
• 以下函数将用于展平_source_list

def flatten_json(nested_json: dict, exclude: list=['']) -> dict:
    """
    Flatten a list of nested dicts.
    """
    out = dict()
    def flatten(x: (list, dict, str), name: str='', exclude=exclude):
        if type(x) is dict:
            for a in x:
                if a not in exclude:
                    flatten(x[a], f'{name}{a}_')
        elif type(x) is list:
            i = 0
            for a in x:
                flatten(a, f'{name}{i}_')
                i += 1
        else:
            out[name[:-1]] = x

    flatten(nested_json)
    return out

数据:

• 为了创建数据集，我使用了给定的数据三次

  1. data 是一个 json

data = {'stuff': [{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
                  {"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
                  {"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"}]}

data 是 dicts 的 list

data = [{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
        {"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
        {"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"}]

使用flatten_json:

1. 如果 data 是 json，如上所述

df = pd.DataFrame([flatten_json(x) for x in data['stuff'])

如果data是dicts的列表，如上所述

df = pd.DataFrame([flatten_json(x) for x in data)

输出:

                     created_at     id id_str                   text                                                                                  source  truncated in_reply_to_status_id in_reply_to_status_id_str in_reply_to_user_id in_reply_to_user_id_str in_reply_to_screen_name  user_id user_id_str user_name user_screen_name user_location user_url                                                                                                         user_description  user_protected  user_followers_count  user_friends_count  user_listed_count                 user_created_at  user_favourites_count  user_utc_offset              user_time_zone  user_geo_enabled  user_verified  user_statuses_count user_lang  user_contributors_enabled  user_is_translator user_profile_background_color                                                                            user_profile_background_image_url                                                                        user_profile_background_image_url_https  user_profile_background_tile                                                                                    user_profile_image_url                                                                               user_profile_image_url_https                                          user_profile_banner_url user_profile_link_color user_profile_sidebar_border_color user_profile_sidebar_fill_color user_profile_text_color  user_profile_use_background_image  user_default_profile  user_default_profile_image user_following user_follow_request_sent user_notifications   geo coordinates place contributors  retweet_count  favorite_count  favorited  retweeted filter_level lang
 Sun Dec 01 01:19:00 +0000 2013  12345  12345  Todo va a estar bn :D  <a href="http:\/\/blackberry.com\/twitter" rel="nofollow">Twitter for BlackBerry®<\/a>      False                  None                      None                None                    None                    None    54321       54321     xxxxx            xxxxx                   None  No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores también lo se pero me acepto y me amo como soy.           False                    71                  64                  0  Sun Feb 05 02:04:16 +0000 2012                    218           -21600  Central Time (US & Canada)              True          False                10407        es                      False               False                        DBE9ED  http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg  https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg                          True  http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg  https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg  https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720                  9D1DCF                            FFFFFF                          E6F6F9                  333333                               True                 False                       False           None                     None               None  None        None  None         None              0               0      False      False       medium   es
 Sun Dec 01 01:19:00 +0000 2013  12345  12345  Todo va a estar bn :D  <a href="http:\/\/blackberry.com\/twitter" rel="nofollow">Twitter for BlackBerry®<\/a>      False                  None                      None                None                    None                    None    54321       54321     xxxxx            xxxxx                   None  No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores también lo se pero me acepto y me amo como soy.           False                    71                  64                  0  Sun Feb 05 02:04:16 +0000 2012                    218           -21600  Central Time (US & Canada)              True          False                10407        es                      False               False                        DBE9ED  http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg  https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg                          True  http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg  https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg  https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720                  9D1DCF                            FFFFFF                          E6F6F9                  333333                               True                 False                       False           None                     None               None  None        None  None         None              0               0      False      False       medium   es
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