【发布时间】:2019-08-01 20:42:05
【问题描述】:
我有以下从 Xero 获得的 JSON 脚本。 这是一个嵌套的 JSON 脚本,我正在尝试创建一个平面表,然后将其导出为 CSV。
我已经编写了这个 python 代码,但我正在努力扁平化嵌套的 JSON 脚本。 最初我从 Xero 获取数据并使用 json.dumps 来序列化日期时间。此处显示的 JSON 导出来自 Postman 软件。当我使用 python 获取 JSON 脚本时,日期格式如下 'UpdatedDateUTC':datetime.datetime(2018, 10, 24, 12, 53, 55, 930000)。所以我使用 json.dumps 来序列化它。
当我产生第一个出口时:
df = pd.read_json(b_str)
df.to_csv(path+'invoices.csv')
CSV 文件如下所示:
下一步是将 Contact 和 CreditNotes 列展平,并使其成为主表的一部分。因此,Contact 列将有 8 个新列:ContactID、ContactNumber、Name、Addresses、Phones、ContactGroups、ContactPersons、HasValidationErrors。 CreditNotes 列的类似流程
我试图在link 上复制该方法,但没有运气。我得到一个看起来像这样的出口。 contacts_with_id 数据框显示在多行而不是多列上。我不知道我做错了什么。
我也使用了 flatten_json 函数,但也没有运气。
我真的不需要让这种方法发挥作用。我只是想找到一种方法将嵌套的 json 脚本导出到可读的 csv 文件中。
Python 代码:
from xero import Xero
from xero.auth import PrivateCredentials
with open("E:\\privatekey.pem") as keyfile:
rsa_key = keyfile.read()
credentials = PrivateCredentials('BHK1ZBEKIL4WM0BLKLIOT65PSIA43N', rsa_key)
xero = Xero(credentials)
import json
import pandas as pd
from pandas.io.json import json_normalize #package for flattening json in pandas df
# The following is a list
a_list = xero.invoices.all()
# The following is a string. Serialised Datetime
b_str = json.dumps(a_list, default=str)
path='E:\\MyDrive\\Python Workspaces\\'
df = pd.read_json(b_str)
df.to_csv(path+'invoices.csv')
# ********************* FLATTEN JSON *****************
dd = json.loads(b_str)
contacts_with_id = pd.io.json.json_normalize(dd, record_path='Contact', meta='InvoiceID',
record_prefix='Contact.')
df_final = pd.merge(contacts_with_id, df, how='inner', on='InvoiceID')
df_final.to_csv(path+'invoices_final.csv')
Json 脚本如下:
{
"Id": "568d1686-7c53-4f22-a93f-754589a246a7",
"Status": "OK",
"ProviderName": "Rest API",
"DateTimeUTC": "/Date(1552234854959)/",
"Invoices": [
{
"Type": "ACCPAY",
"InvoiceID": "8289ab9d-2134-4601-8622-e7fdae4b6d89",
"InvoiceNumber": "10522",
"Reference": "10522",
"Payments": [],
"CreditNotes": [],
"Prepayments": [],
"Overpayments": [],
"AmountDue": 102,
"AmountPaid": 0,
"AmountCredited": 0,
"CurrencyRate": 1,
"HasErrors": false,
"IsDiscounted": false,
"HasAttachments": false,
"Contact": {
"ContactID": "d1dba397-0f0b-4819-a6ce-2839b7be5008",
"ContactNumber": "c03bbcb5-fb0b-4f46-83f0-8687f754488b",
"Name": "Micro",
"Addresses": [],
"Phones": [],
"ContactGroups": [],
"ContactPersons": [],
"HasValidationErrors": false
},
"DateString": "2017-02-06T00:00:00",
"Date": "/Date(1486339200000+0000)/",
"DueDateString": "2017-03-08T00:00:00",
"DueDate": "/Date(1488931200000+0000)/",
"Status": "AUTHORISED",
"LineAmountTypes": "Exclusive",
"LineItems": [],
"SubTotal": 85,
"TotalTax": 17,
"Total": 102,
"UpdatedDateUTC": "/Date(1529940362110+0000)/",
"CurrencyCode": "GBP"
},
{
"Type": "ACCREC",
"InvoiceID": "9e37150f-88a5-4213-a085-b30c5e01c2bf",
"InvoiceNumber": "(13)",
"Reference": "",
"Payments": [],
"CreditNotes": [
{
"CreditNoteID": "3c5c7dec-534a-46e0-ad1b-f0f69822cfd5",
"CreditNoteNumber": "(12)",
"ID": "3c5c7dec-534a-46e0-ad1b-f0f69822cfd5",
"AppliedAmount": 1200,
"DateString": "2011-05-04T00:00:00",
"Date": "/Date(1304467200000+0000)/",
"LineItems": [],
"Total": 7800
},
{
"CreditNoteID": "af38e37f-4ba3-4208-a193-a32b418c2bbc",
"CreditNoteNumber": "(14)",
"ID": "af38e37f-4ba3-4208-a193-a32b418c2bbc",
"AppliedAmount": 2600,
"DateString": "2011-05-04T00:00:00",
"Date": "/Date(1304467200000+0000)/",
"LineItems": [],
"Total": 2600
}
],
"Prepayments": [],
"Overpayments": [],
"AmountDue": 0,
"AmountPaid": 0,
"AmountCredited": 3800,
"CurrencyRate": 1,
"HasErrors": false,
"IsDiscounted": false,
"HasAttachments": false,
"Contact": {
"ContactID": "58164bd6-5225-4f30-ad89-35140db5b624",
"ContactNumber": "d0b420b8-4a58-40d1-9717-8525edda7658",
"Name": "FSales (1)",
"Addresses": [],
"Phones": [],
"ContactGroups": [],
"ContactPersons": [],
"HasValidationErrors": false
},
"DateString": "2011-05-04T00:00:00",
"Date": "/Date(1304467200000+0000)/",
"DueDateString": "2011-06-03T00:00:00",
"DueDate": "/Date(1307059200000+0000)/",
"Status": "PAID",
"LineAmountTypes": "Exclusive",
"LineItems": [],
"SubTotal": 3166.67,
"TotalTax": 633.33,
"Total": 3800,
"UpdatedDateUTC": "/Date(1529943661150+0000)/",
"CurrencyCode": "GBP",
"FullyPaidOnDate": "/Date(1304467200000+0000)/"
},
{
"Type": "ACCPAY",
"InvoiceID": "1ddea7ec-a0d5-457a-a8fd-cfcdc2099d51",
"InvoiceNumber": "01596057543",
"Reference": "",
"Payments": [
{
"PaymentID": "fd639da3-c009-47df-a4bf-98ccd5c68e43",
"Date": "/Date(1551657600000+0000)/",
"Amount": 173.86,
"Reference": "",
"CurrencyRate": 1,
"HasAccount": false,
"HasValidationErrors": false
}
],
"CreditNotes": [],
"Prepayments": [],
"Overpayments": [],
"AmountDue": 0,
"AmountPaid": 173.86,
"AmountCredited": 0,
"CurrencyRate": 1,
"HasErrors": false,
"IsDiscounted": false,
"HasAttachments": true,
"Contact": {
"ContactID": "309afb74-0a3b-4d68-85e8-2259ca5acd13",
"ContactNumber": "91eef1f0-5fe6-45d7-b739-1ab5352a5523",
"Name": "Company AAA",
"Addresses": [],
"Phones": [],
"ContactGroups": [],
"ContactPersons": [],
"HasValidationErrors": false
},
"DateString": "2019-02-23T00:00:00",
"Date": "/Date(1550880000000+0000)/",
"DueDateString": "2019-03-21T00:00:00",
"DueDate": "/Date(1553126400000+0000)/",
"Status": "PAID",
"LineAmountTypes": "Exclusive",
"LineItems": [],
"SubTotal": 144.88,
"TotalTax": 28.98,
"Total": 173.86,
"UpdatedDateUTC": "/Date(1551777481907+0000)/",
"CurrencyCode": "GBP",
"FullyPaidOnDate": "/Date(1551657600000+0000)/"
},
{
"Type": "ACCPAY",
"InvoiceID": "ba5ff3b1-1058-4645-80da-5475c23da949",
"InvoiceNumber": "Q0603",
"Reference": "",
"Payments": [],
"CreditNotes": [],
"Prepayments": [],
"Overpayments": [],
"AmountDue": 213.24,
"AmountPaid": 0,
"AmountCredited": 0,
"CurrencyRate": 1,
"HasErrors": false,
"IsDiscounted": false,
"HasAttachments": true,
"Contact": {
"ContactID": "f0473b41-da92-4397-9d2c-741812f2475c",
"ContactNumber": "1f124969-de8d-40b8-8140-d4997511b0dc",
"Name": "BTelcom",
"Addresses": [],
"Phones": [],
"ContactGroups": [],
"ContactPersons": [],
"HasValidationErrors": false
},
"DateString": "2019-03-05T00:00:00",
"Date": "/Date(1551744000000+0000)/",
"DueDateString": "2019-03-21T00:00:00",
"DueDate": "/Date(1553126400000+0000)/",
"Status": "SUBMITTED",
"LineAmountTypes": "Exclusive",
"LineItems": [],
"SubTotal": 177.7,
"TotalTax": 35.54,
"Total": 213.24,
"UpdatedDateUTC": "/Date(1552068778417+0000)/",
"CurrencyCode": "GBP"
}
]
}
【问题讨论】: