Python 数据框架到分层xml

Python 数据框架到分层xml,python,xml,pandas,lxml,Python,Xml,Pandas,Lxml,将csv读取为数据帧,然后使用lxml库将其转换为xml 这是我第一次处理xml,似乎取得了部分成功。我们将非常感谢您的帮助 用于创建数据帧的CSV文件: 将lxml.etree导入为etree 作为pd进口熊猫 导入json #读取csv文件 dfc=pd.read\U csv('test\U data\U txlife.csv')。fillna('NA')) ##删除带有注释的行 #dfc=dfc[~dfc['Element'].str.contains(“您已经有了一个很好的开始!我认

将csv读取为数据帧,然后使用lxml库将其转换为xml

这是我第一次处理xml,似乎取得了部分成功。我们将非常感谢您的帮助

用于创建数据帧的CSV文件:



将lxml.etree导入为etree
作为pd进口熊猫
导入json
#读取csv文件
dfc=pd.read\U csv('test\U data\U txlife.csv')。fillna('NA'))
##删除带有注释的行

#dfc=dfc[~dfc['Element'].str.contains(“您已经有了一个很好的开始!我认为一点一点地检查代码并解释它需要调整的地方是最容易的,并提出一些改进建议:

读取和清理数据
#读取csv文件
dfc=pd.read\U csv('test\U data\U txlife.csv')。fillna('NA'))
##删除带有注释的行

#dfc=dfc[~dfc['Element'].str.contains(“非常感谢您的帮助。通过这个很棒的Response学到了一些新东西。非常欢迎您!
Parent,Element,Text,Attribute
,TXLife,"
    ",{'Version': '2.25.00'}
TXLife,UserAuthRequest,"
        ",{}
UserAuthRequest,UserLoginName,*****,{}
UserAuthRequest,UserPswd,"
            ",{}
UserPswd,CryptType,None,{}
UserPswd,Pswd,****,{}
TXLife,TXLifeRequest,"
        ",{'PrimaryObjectID': 'Policy_1'}
TXLifeRequest,TransRefGUID,706D67C1-CC4D-11CF-91FB444554540000,{}
TXLifeRequest,TransType,Holding Change,{'tc': '502'}
TXLifeRequest,TransExeDate,2006-11-19,{}
TXLifeRequest,TransExeTime,13:15:33-07:00,{}
TXLifeRequest,ChangeSubType,"
            ",{}
ChangeSubType,ChangeTC,Change Participant,{'tc': '9'}
TXLifeRequest,OLifE,"
            ",{}
OLifE,Holding,"
                ",{'id': 'Policy_1'}
Holding,HoldingTypeCode,Policy,{'tc': '2'}
Holding,Policy,"
                    ",{}
Policy,PolNumber,1234567,{}
Policy,LineOfBusiness,Annuity,{'tc': '2'}
Policy,Annuity,,{}
OLifE,Party,"
                ",{'id': 'Beneficiary_1'}
Party,PartyTypeCode,Organization,{'tc': '2'}
Party,FullName,The Smith Trust,{}
Party,Organization,"
                    ",{}
Organization,OrgForm,Trust,{'tc': '16'}
Organization,DBA,The Smith Trust,{}
OLifE,Relation,"
                ","{'id': 'Relation_1', 'OriginatingObjectID': 'Policy_1', 'RelatedObjectID': 'Beneficiary_1'}"
Relation,OriginatingObjectType,Holding,{'tc': '4'}
Relation,RelatedObjectType,Party,{'tc': '6'}
Relation,RelationRoleCode,Primary Beneficiary,{'tc': '34'}
Relation,BeneficiaryDesignation,Named,{'tc': '1'}
import lxml.etree as etree
import pandas as pd
import json

# Read the csv file
dfc = pd.read_csv('test_data_txlife.csv') .fillna('NA')
# # Remove rows with comments
# dfc = dfc[~dfc['Element'].str.contains("<cyfunction")].fillna('')
dfc['Attribute'] = dfc['Attribute'].apply(lambda x: x.replace("'", '"'))

# Add the root element for xml
root = etree.Element(dfc['Element'][0])
tree = root.getroottree()

for prnt, elem, txt, attr in dfc[['Parent', 'Element', 'Text', 'Attribute']][1:].values:
    # Convert attributes to json (dictionary)
    attrib = json.loads(attr)
    # list(root) = root.getchildren()
    children = [item for item in str(list(root)).split(' ')]
    rootstring = str(root).split(' ')[1]

#     If the parent is root then add the element as child (appaers to work?)
    if prnt == str(root).split(' ')[1]:
        parent = etree.SubElement(root, elem)

    # If the parent is not root but is one of its children then add the elements to the parent
    elif not prnt == rootstring and prnt in children:
        child = etree.SubElement(parent, elem, attrib).text = txt

#     # If the parent is not in root's descendents then add the childern to the parents
    elif not prnt in [str(item).split(' ') for item in root.iterdescendants()]:
        child = etree.SubElement(parent, elem, attrib).text = txt

print(etree.tostring(tree, pretty_print=True).decode())
<TXLife>
  <UserAuthRequest>
    <UserLoginName>*****</UserLoginName>
    <UserPswd>
            </UserPswd>
    <CryptType>None</CryptType>
    <Pswd>xxxxxx</Pswd>
  </UserAuthRequest>
  <TXLifeRequest>
    <TransRefGUID>706D67C1-CC4D-11CF-91FB444554540000</TransRefGUID>
    <TransType tc="502">Holding Change</TransType>
    <TransExeDate>11/19/2006</TransExeDate>
    <TransExeTime>13:15:33-07:00</TransExeTime>
    <ChangeSubType>
            </ChangeSubType>
    <ChangeTC tc="9">Change Participant</ChangeTC>
    <OLifE>
            </OLifE>
    <Holding id="Policy_1">
                </Holding>
    <HoldingTypeCode tc="2">Policy</HoldingTypeCode>
    <Policy>
                    </Policy>
    <PolNumber>1234567</PolNumber>
    <LineOfBusiness tc="2">Annuity</LineOfBusiness>
    <Annuity>NA</Annuity>
    <Party id="Beneficiary_1">
                </Party>
    <PartyTypeCode tc="2">Organization</PartyTypeCode>
    <FullName>The Smith Trust</FullName>
    <Organization>
                    </Organization>
    <OrgForm tc="16">Trust</OrgForm>
    <DBA>The Smith Trust</DBA>
    <Relation OriginatingObjectID="Policy_1" RelatedObjectID="Beneficiary_1" id="Relation_1">
                </Relation>
    <OriginatingObjectType tc="4">Holding</OriginatingObjectType>
    <RelatedObjectType tc="6">Party</RelatedObjectType>
    <RelationRoleCode tc="34">Primary Beneficiary</RelationRoleCode>
    <BeneficiaryDesignation tc="1">Named</BeneficiaryDesignation>
  </TXLifeRequest>
</TXLife>
<TXLife Version="2.25.00">
    <UserAuthRequest>
        <UserLoginName>*****</UserLoginName>
        <UserPswd>
            <CryptType>None</CryptType>
            <Pswd>****</Pswd>
        </UserPswd>
    </UserAuthRequest>
    <TXLifeRequest PrimaryObjectID="Policy_1">
        <TransRefGUID>706D67C1-CC4D-11CF-91FB444554540000</TransRefGUID>
        <TransType tc="502">Holding Change</TransType>
        <TransExeDate>2006-11-19</TransExeDate>
        <TransExeTime>13:15:33-07:00</TransExeTime>
        <ChangeSubType>
            <ChangeTC tc="9">Change Participant</ChangeTC>
        </ChangeSubType>
        <OLifE>
            <Holding id="Policy_1">
                <HoldingTypeCode tc="2">Policy</HoldingTypeCode>
                <Policy>
                    <PolNumber>1234567</PolNumber>
                    <LineOfBusiness tc="2">Annuity</LineOfBusiness>
                    <Annuity></Annuity>
                </Policy>
            </Holding>
            <Party id="Beneficiary_1">
                <PartyTypeCode tc="2">Organization</PartyTypeCode>
                <FullName>The Smith Trust</FullName>
                <Organization>
                    <OrgForm tc="16">Trust</OrgForm>
                    <DBA>The Smith Trust</DBA>
                </Organization>
            </Party>
            <Relation id="Relation_1" OriginatingObjectID="Policy_1" RelatedObjectID="Beneficiary_1">
                <OriginatingObjectType tc="4">Holding</OriginatingObjectType>
                <RelatedObjectType tc="6">Party</RelatedObjectType>
                <RelationRoleCode tc="34">Primary Beneficiary</RelationRoleCode>
                <BeneficiaryDesignation tc="1">Named</BeneficiaryDesignation>
            </Relation>
        </OLifE>
    </TXLifeRequest>
</TXLife>
import lxml.etree as etree
import pandas as pd
import json

# Read the csv file
dfc = pd.read_csv('test_data_txlife.csv').fillna("NA")
dfc['Attribute'] = dfc['Attribute'].str.replace("'", '"').apply(lambda s: json.loads(s))

# Add the root element for xml
root = etree.Element(dfc['Element'][0], dfc['Attribute'][0])

for idx, prnt, elem, txt, attr in dfc[1:].itertuples():
    # Fix text
    text = txt.strip()
    if not text:
        text = None
    # Find parent element
    if prnt == root.tag:
        parent = root
    else:
        parent = root.find(".//" + prnt)
    # Create element
    child = etree.SubElement(parent, elem, attr)
    child.text = text

xml_string = etree.tostring(root, pretty_print=True).decode().replace(">NA<", "><")
print(xml_string)