Pandas将重复索引合并为单个索引

时间:2016-03-07 22:53:06

标签: pandas

我有一个像这样的简单数据框:

d1={'a':{'1998-01-01':10}}
d2={'b':{'1998-01-01':3}}

df=pd.DataFrame.from_dict(d1)
df=df.append(pd.DataFrame.from_dict(d2))
df.index=pd.to_datetime(df.index)

             a   b
1998-01-01  10 NaN
1998-01-01 NaN   3

我想

             a   b
1998-01-01  10   3

自1998-01-01以来共享指数

2 个答案:

答案 0 :(得分:4)

或者您可以index level=0方式使用groupby - 参数print df.groupby(level=0).sum() a b 1998-01-01 10 3 sum

print df.sum(level=0)

或更好:

POST URL HTTP/1.1
SOAPAction: BulkRequestTransmitter
Accept-Encoding: gzip, deflate
Content-Type: multipart/related; type="application/xop + xml"; start="< http://tempuri.org/SOAP>"; start-info="text/xml"; boundary="------------030003010806000401010306"
MIME-Version: 1.0
Host: HOST
Content-Length: 17797
Expect: 100-continue
Connection: Keep-Alive

--------------030003010806000401010306
Content-Type: application/xop+xml; type="text/xml"; charset=utf-8
Content-ID: <http://tempuri.org/SOAP>
Content-Transfer-Encoding: 8bit

<soap:Envelope xmlns:soap="http://schemas.xmlsoap.org/soap/envelope/">
    <soap:Header soap:mustunderstand="1" xmlns:wsse="http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-wssecurity-secext-1.0.xsd" xmlns:wsu="http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-wssecurity-utility-1.0.xsd">
        <wsse:Security>
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                    <ds:SignatureMethod Algorithm="http://www.w3.org/2000/09/xmldsig#rsa-sha1" />
                    <ds:Reference URI="#TS-7b0551e0-3c09-44e5-9de8-e1e55db97921">
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                            </ds:Transform>
                        </ds:Transforms>
                        <ds:DigestMethod Algorithm="http://www.w3.org/2000/09/xmldsig#sha1" />
                        <ds:DigestValue>Reference1DigestValue</ds:DigestValue>
                    </ds:Reference>
                    <ds:Reference URI="#id-77b05a65-5962-4ad3-9987-068ff21bc387">
                        <ds:Transforms>
                            <ds:Transform Algorithm="http://www.w3.org/2001/10/xml-exc-c14n#" />
                        </ds:Transforms>
                        <ds:DigestMethod Algorithm="http://www.w3.org/2000/09/xmldsig#sha1" />
                        <ds:DigestValue>Reference2DigestValue=</ds:DigestValue>
                    </ds:Reference>
                    <ds:Reference URI="#id-c0901773-b32f-4870-a934-6812ad67f5a6">
                        <ds:Transforms>
                            <ds:Transform Algorithm="http://www.w3.org/2001/10/xml-exc-c14n#" />
                        </ds:Transforms>
                        <ds:DigestMethod Algorithm="http://www.w3.org/2000/09/xmldsig#sha1" />
                        <ds:DigestValue>Reference3DigestValue=</ds:DigestValue>
                    </ds:Reference>
                </ds:SignedInfo>
                <ds:SignatureValue>SignedInfo Signature Value</ds:SignatureValue>
                <ds:KeyInfo Id="KI-e3234134-1755-481b-a113-49ab4b692d94">
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                        <wsse:KeyIdentifier EncodingType="http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-soap-message-security-1.0#Base64Binary" ValueType="http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-x509-token-profile-1.0#X509v3">Public Key</wsse:KeyIdentifier>
                    </wsse:SecurityTokenReference>
                </ds:KeyInfo>
            </ds:Signature>
            <wsu:Timestamp wsu:Id="TS-7b0551e0-3c09-44e5-9de8-e1e55db97921">
                <wsu:Created>2016-03-07T16:25:11Z</wsu:Created>
                <wsu:Expires>2016-03-07T16:35:11Z</wsu:Expires>
            </wsu:Timestamp>
        </wsse:Security>
        <ACATrnsmtManifestReqDtlType xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" wsu:Id="id-77b05a65-5962-4ad3-9987-068ff21bc387" xmlns:wsu="http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-wssecurity-utility-1.0.xsd">
            <PaymentYr xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">2015</PaymentYr>
            <PriorYearDataInd xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">0</PriorYearDataInd>
            <EIN xmlns="urn:us:gov:treasury:irs:common">EIN</EIN>
            <TransmissionTypeCd xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">O</TransmissionTypeCd>
            <TestFileCd xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">T</TestFileCd>
            <TransmitterNameGrp xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">
                <BusinessNameLine1Txt>Busness Name</BusinessNameLine1Txt>
            </TransmitterNameGrp>
            <CompanyInformationGrp xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">
                <CompanyNm>Busness Name</CompanyNm>
                <MailingAddressGrp>
                    <USAddressGrp>
                        <AddressLine1Txt>Street Address</AddressLine1Txt>
                        <CityNm xmlns="urn:us:gov:treasury:irs:common">City</CityNm>
                        <USStateCd>State</USStateCd>
                        <USZIPCd xmlns="urn:us:gov:treasury:irs:common">Zip</USZIPCd>
                    </USAddressGrp>
                </MailingAddressGrp>
                <ContactNameGrp>
                    <PersonFirstNm>FirstName</PersonFirstNm>
                    <PersonLastNm>Last Name</PersonLastNm>
                </ContactNameGrp>
                <ContactPhoneNum>Contact Phone</ContactPhoneNum>
            </CompanyInformationGrp>
            <VendorInformationGrp xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">
                <VendorCd>I</VendorCd>
                <ContactNameGrp>
                    <PersonFirstNm>FirstName</PersonFirstNm>
                    <PersonLastNm>Last Name</PersonLastNm>
                </ContactNameGrp>
                <ContactPhoneNum>Contact Phone</ContactPhoneNum>
            </VendorInformationGrp>
            <TotalPayeeRecordCnt xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">2</TotalPayeeRecordCnt>
            <TotalPayerRecordCnt xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">1</TotalPayerRecordCnt>
            <SoftwareId xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">15A0000488</SoftwareId>
            <FormTypeCd xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">1094/1095B</FormTypeCd>
            <BinaryFormatCd xmlns="urn:us:gov:treasury:irs:common">application/xml</BinaryFormatCd>
            <ChecksumAugmentationNum xmlns="urn:us:gov:treasury:irs:common">HASH</ChecksumAugmentationNum>
            <AttachmentByteSizeNum xmlns="urn:us:gov:treasury:irs:common">8919</AttachmentByteSizeNum>
            <DocumentSystemFileNm xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">1094B_Request_TCC_Timestamp.xml</DocumentSystemFileNm>
        </ACATrnsmtManifestReqDtlType>
        <ACABulkBusinessHeaderRequestType xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" wsu:Id="id-c0901773-b32f-4870-a934-6812ad67f5a6" xmlns:wsu="http://docs.oasis-open.org/wss/2004/01/oasis-200401-wss-wssecurity-utility-1.0.xsd">
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            <Timestamp xmlns="urn:us:gov:treasury:irs:common">2016-03-07T08:25:08Z</Timestamp>
        </ACABulkBusinessHeaderRequestType>
    </soap:Header>
    <soap:Body>
        <ns0:ACABulkRequestTransmitter xmlns:ns0="urn:us:gov:treasury:irs:msg:irsacabulkrequesttransmitter" version="1.0">
            <ns1:BulkExchangeFile xmlns:ns1="urn:us:gov:treasury:irs:common">
                <xop:Include xmlns:xop="http://www.w3.org/2004/08/xop/include" href="cid:1094B_Request_TCC_Timestamp.xml" />
            </ns1:BulkExchangeFile>
        </ns0:ACABulkRequestTransmitter>
    </soap:Body>
</soap:Envelope>

--------------030003010806000401010306
Content-Type: application/xml
Content-ID: 1094B_Request_TCC_Timestamp.xml
Content-Transfer-Encoding: 7bit
Content-Disposition: attachment; name="1094B_Request_TCC_Timestamp.xml"
name: 1094B_Request_TCC_Timestamp.xml

<Form109495BTransmittalUpstream xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="urn:us:gov:treasury:irs:msg:form1094-1095Btransmitterupstreammessage">
  <Form1094BUpstreamDetail recordType="" lineNum="0" xmlns="urn:us:gov:treasury:irs:ext:aca:air:7.0">
    <SubmissionId>1</SubmissionId>
    <TaxYr xmlns="urn:us:gov:treasury:irs:common">2015</TaxYr>
    <BusinessName>
      <BusinessNameLine1Txt>FilerBusinessName</BusinessNameLine1Txt>
    </BusinessName>
    <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">BUSINESS_TIN</TINRequestTypeCd>
    <EmployerEIN xmlns="urn:us:gov:treasury:irs:common">000000151</EmployerEIN>
    <ContactNameGrp>
      <PersonFirstNm>TestFirstName</PersonFirstNm>
      <PersonLastNm>TestLastName</PersonLastNm>
    </ContactNameGrp>
    <ContactPhoneNum>Phone</ContactPhoneNum>
    <MailingAddressGrp>
      <USAddressGrp>
        <AddressLine1Txt>StreetAddress</AddressLine1Txt>
        <CityNm xmlns="urn:us:gov:treasury:irs:common">City</CityNm>
        <USStateCd>State</USStateCd>
        <USZIPCd xmlns="urn:us:gov:treasury:irs:common">Zip</USZIPCd>
      </USAddressGrp>
    </MailingAddressGrp>
    <Form1095BAttachedCnt>2</Form1095BAttachedCnt>
    <Form1095BUpstreamDetail recordType="" lineNum="0">
      <RecordId>1</RecordId>
      <CorrectedInd>0</CorrectedInd>
      <TaxYr xmlns="urn:us:gov:treasury:irs:common">2015</TaxYr>
      <ResponsibleIndividualGrp>
        <ResponsibleIndividualName>
          <PersonFirstNm>TestFirstName</PersonFirstNm>
          <PersonMiddleNm>TestMiddleName</PersonMiddleNm>
          <PersonLastNm>TestLastName</PersonLastNm>
        </ResponsibleIndividualName>
        <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">INDIVIDUAL_TIN</TINRequestTypeCd>
        <SSN xmlns="urn:us:gov:treasury:irs:common">000000101</SSN>
        <MailingAddressGrp>
          <USAddressGrp>
            <AddressLine1Txt>StreetAddress</AddressLine1Txt>
            <CityNm xmlns="urn:us:gov:treasury:irs:common">City</CityNm>
            <USStateCd>State</USStateCd>
            <USZIPCd xmlns="urn:us:gov:treasury:irs:common">Zip</USZIPCd>
          </USAddressGrp>
        </MailingAddressGrp>
        <PolicyOriginCd>D</PolicyOriginCd>
      </ResponsibleIndividualGrp>
      <SponsoringEmployerInfoGrp />
      <IssuerInfoGrp>
        <BusinessName>
          <BusinessNameLine1Txt>BusinessName</BusinessNameLine1Txt>
        </BusinessName>
        <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">BUSINESS_TIN</TINRequestTypeCd>
        <EIN xmlns="urn:us:gov:treasury:irs:common">000000151</EIN>
        <ContactPhoneNum>Phone</ContactPhoneNum>
        <MailingAddressGrp>
          <USAddressGrp>
            <AddressLine1Txt>StreetAddress</AddressLine1Txt>
            <CityNm xmlns="urn:us:gov:treasury:irs:common">City</CityNm>
            <USStateCd>State</USStateCd>
            <USZIPCd xmlns="urn:us:gov:treasury:irs:common">Zip</USZIPCd>
          </USAddressGrp>
        </MailingAddressGrp>
      </IssuerInfoGrp>
      <CoveredIndividualGrp>
        <CoveredIndividualName>
          <PersonFirstNm>TestFirstName</PersonFirstNm>
          <PersonMiddleNm>TestMiddleName</PersonMiddleNm>
          <PersonLastNm>TestLastName</PersonLastNm>
        </CoveredIndividualName>
        <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">INDIVIDUAL_TIN</TINRequestTypeCd>
        <SSN xmlns="urn:us:gov:treasury:irs:common">000000101</SSN>
        <CoveredIndividualAnnualInd>1</CoveredIndividualAnnualInd>
        <CoveredIndividualMonthlyIndGrp>
          <JanuaryInd>0</JanuaryInd>
          <FebruaryInd>0</FebruaryInd>
          <MarchInd>0</MarchInd>
          <AprilInd>0</AprilInd>
          <MayInd>0</MayInd>
          <JuneInd>0</JuneInd>
          <JulyInd>0</JulyInd>
          <AugustInd>0</AugustInd>
          <SeptemberInd>0</SeptemberInd>
          <OctoberInd>0</OctoberInd>
          <NovemberInd>0</NovemberInd>
          <DecemberInd>0</DecemberInd>
        </CoveredIndividualMonthlyIndGrp>
      </CoveredIndividualGrp>
      <CoveredIndividualGrp>
        <CoveredIndividualName>
          <PersonFirstNm>TestFirstName</PersonFirstNm>
          <PersonLastNm>TestLastName</PersonLastNm>
        </CoveredIndividualName>
        <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">INDIVIDUAL_TIN</TINRequestTypeCd>
        <SSN xmlns="urn:us:gov:treasury:irs:common">000000102</SSN>
        <CoveredIndividualAnnualInd>1</CoveredIndividualAnnualInd>
        <CoveredIndividualMonthlyIndGrp>
          <JanuaryInd>0</JanuaryInd>
          <FebruaryInd>0</FebruaryInd>
          <MarchInd>0</MarchInd>
          <AprilInd>0</AprilInd>
          <MayInd>0</MayInd>
          <JuneInd>0</JuneInd>
          <JulyInd>0</JulyInd>
          <AugustInd>0</AugustInd>
          <SeptemberInd>0</SeptemberInd>
          <OctoberInd>0</OctoberInd>
          <NovemberInd>0</NovemberInd>
          <DecemberInd>0</DecemberInd>
        </CoveredIndividualMonthlyIndGrp>
      </CoveredIndividualGrp>
    </Form1095BUpstreamDetail>
    <Form1095BUpstreamDetail recordType="" lineNum="0">
      <RecordId>2</RecordId>
      <CorrectedInd>0</CorrectedInd>
      <TaxYr xmlns="urn:us:gov:treasury:irs:common">2015</TaxYr>
      <ResponsibleIndividualGrp>
        <ResponsibleIndividualName>
          <PersonFirstNm>TestFirstName</PersonFirstNm>
          <PersonLastNm>TestLastName</PersonLastNm>
        </ResponsibleIndividualName>
        <BirthDt xmlns="urn:us:gov:treasury:irs:common">1973-02-06</BirthDt>
        <MailingAddressGrp>
          <USAddressGrp>
            <AddressLine1Txt>StreetAddress</AddressLine1Txt>
            <CityNm xmlns="urn:us:gov:treasury:irs:common">City</CityNm>
            <USStateCd>State</USStateCd>
            <USZIPCd xmlns="urn:us:gov:treasury:irs:common">Zip</USZIPCd>
          </USAddressGrp>
        </MailingAddressGrp>
        <PolicyOriginCd>D</PolicyOriginCd>
      </ResponsibleIndividualGrp>
      <SponsoringEmployerInfoGrp />
      <IssuerInfoGrp>
        <BusinessName>
          <BusinessNameLine1Txt>BusinessName</BusinessNameLine1Txt>
        </BusinessName>
        <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">BUSINESS_TIN</TINRequestTypeCd>
        <EIN xmlns="urn:us:gov:treasury:irs:common">000000151</EIN>
        <ContactPhoneNum>Phone</ContactPhoneNum>
        <MailingAddressGrp>
          <USAddressGrp>
            <AddressLine1Txt>StreetAddress</AddressLine1Txt>
            <CityNm xmlns="urn:us:gov:treasury:irs:common">City</CityNm>
            <USStateCd>State</USStateCd>
            <USZIPCd xmlns="urn:us:gov:treasury:irs:common">Zip</USZIPCd>
          </USAddressGrp>
        </MailingAddressGrp>
      </IssuerInfoGrp>
      <CoveredIndividualGrp>
        <CoveredIndividualName>
          <PersonFirstNm>TestFirstName</PersonFirstNm>
          <PersonLastNm>TestLastName</PersonLastNm>
        </CoveredIndividualName>
        <BirthDt xmlns="urn:us:gov:treasury:irs:common">DOB</BirthDt>
        <CoveredIndividualAnnualInd>0</CoveredIndividualAnnualInd>
        <CoveredIndividualMonthlyIndGrp>
          <JanuaryInd>0</JanuaryInd>
          <FebruaryInd>0</FebruaryInd>
          <MarchInd>0</MarchInd>
          <AprilInd>0</AprilInd>
          <MayInd>0</MayInd>
          <JuneInd>1</JuneInd>
          <JulyInd>1</JulyInd>
          <AugustInd>1</AugustInd>
          <SeptemberInd>1</SeptemberInd>
          <OctoberInd>1</OctoberInd>
          <NovemberInd>1</NovemberInd>
          <DecemberInd>1</DecemberInd>
        </CoveredIndividualMonthlyIndGrp>
      </CoveredIndividualGrp>
      <CoveredIndividualGrp>
        <CoveredIndividualName>
          <PersonFirstNm>TestFirstName</PersonFirstNm>
          <PersonLastNm>TestLastName</PersonLastNm>
        </CoveredIndividualName>
        <TINRequestTypeCd xmlns="urn:us:gov:treasury:irs:common">INDIVIDUAL_TIN</TINRequestTypeCd>
        <SSN xmlns="urn:us:gov:treasury:irs:common">000000120</SSN>
        <CoveredIndividualAnnualInd>0</CoveredIndividualAnnualInd>
        <CoveredIndividualMonthlyIndGrp>
          <JanuaryInd>0</JanuaryInd>
          <FebruaryInd>0</FebruaryInd>
          <MarchInd>0</MarchInd>
          <AprilInd>0</AprilInd>
          <MayInd>0</MayInd>
          <JuneInd>1</JuneInd>
          <JulyInd>1</JulyInd>
          <AugustInd>1</AugustInd>
          <SeptemberInd>1</SeptemberInd>
          <OctoberInd>1</OctoberInd>
          <NovemberInd>1</NovemberInd>
          <DecemberInd>1</DecemberInd>
        </CoveredIndividualMonthlyIndGrp>
      </CoveredIndividualGrp>
    </Form1095BUpstreamDetail>
  </Form1094BUpstreamDetail>
</Form109495BTransmittalUpstream>
--------------030003010806000401010306--

答案 1 :(得分:2)

或者你也可以试试这个(用原始数据框):

print(df)
print(df.groupby(df.index).sum())

输出:

             a   b
1998-01-01  10 NaN
1998-01-01 NaN   3
             a  b
1998-01-01  10  3