读取json响应，选择密钥并将其转换为csv
[英]read json response , pick keys and convert it into csv
问题描述
我正在尝试从REST API生成的json中读取一些键。 我们的服务器上没有安装熊猫，所以我不能使用json_normalize并且python版本是2.6.6。
我将从文件中读取数据。 因此，首先设置将使用json.load进行加载：
import json
with open('response.json','r') as f:
data = json.load(f)
现在，我尝试遍历每个响应并从中选择值。
样品回复：
data = [{
"status": [
{
"type": "Claims",
"code": "000",
"severity": "Success",
"message": "Claim was processed successfully",
"correlationId": "20b74d33-2fc5-4283-8732-393bdf2877b2#12230"
},
{
"type": "Claims",
"code": "4006",
"severity": "Warning",
"message": "AUTH No UM pre-authorizations match (line 1)",
"correlationId": "20b74d33-2fc5-4283-8732-393bdf2877b2#12230"
},
{
"type": "Claims",
"code": "4006",
"severity": "Warning",
"message": "ADD FLN TO ATTACHMENT SCREEN (line 1, 2)",
"correlationId": "20b74d33-2fc5-4283-8732-393bdf2877b2#12230"
}
],
"claimsHeader": {
"claimId": "18GM10618600",
"subscriberId": "114848120",
"groupId": "LABYHP",
"claimType": {"code": "M"},
"claimSubType": {"code": "M"},
"currentStatus": {"code": "01"},
"statusSeqNo": 1,
"lastActionDt": "2018-11-02T11:00:34",
"inputDate": "2018-11-02T00:00:00",
"receivedDt": "2018-11-02T00:00:00",
"acceptDate": "2018-11-02T11:00:34",
"lowServiceDate": "2018-07-30T00:00:00",
"hiServiceDate": "2018-07-30T00:00:00",
"clsProdCategory": {"code": "M"},
"prdApplicationId": "$SC5",
"classID": {"code": "LA32"},
"classPlanId": {"code": "LACAID"},
"productId": {"code": "LACAID"},
"familyInd": {"code": "C"},
"planEntryDate": "2017-11-01T00:00:00",
"memberAge": 26,
"memberRelation": {"code": "M"},
"gender": "F",
"memRecordNo": "00014353290",
"provRelPfx": {"code": "CAID"},
"serviceBenDefn": {"code": "LA01"},
"processingAgent": {"code": "LACD"},
"networkId": {"code": "LANETWORK"},
"agreementId": {"code": "LACDPROF0005"},
"assignmentInd": {"code": "P"},
"payeeProvInd": "002911440501",
"releaseInfoInd": "N",
"otherBenefits": "N",
"accidentAmt": "0.0000",
"similarIllDt": "2018-07-30T00:00:00",
"providerId": "002754207001",
"networkInd": {"code": "I"},
"pcpIndicator": "N",
"pcpProvId": "006492307002",
"patientPaidAmt": "0.0000",
"totalChargeAmt": "1000.0000",
"totalPayable": "125.0000",
"chkCycleOvr": {"code": "S"},
"dragDate": "2018-11-09T00:00:00",
"inputMethod": "W",
"adminEobInd": "A",
"clinicalEdtInd": {"code": "7"},
"capitationInd": {"code": "N"},
"agreementSrc": {"code": "R"},
"productType": {"code": "D"},
"provAddrTyp": "002",
"processAuditInd": "Y",
"hsaIndicator": {"code": "N"},
"clmMultiFunction": [ {
"serviceProvNpi": "1821089822",
"serviceProvTax": "262221423",
"icdVerProcessed": {"code": "0"},
"inpIcdVersionInd": {"code": "0"}
}],
"clmSecondary": [{"totAmountApply": "0.0000"}],
"claimLineDetail": [
{
"claimLineNo": 1,
"lineOfBusiId": "LA01",
"lobIndicator": {"code": "1"},
"servicePymtPfx": {"code": "LAA1"},
"limitPrefix": {"code": "LA01"},
"servicePricingId": {"code": "NTWX"},
"serviceId": {"code": "IXO"},
"serviceRule": {"code": "NOA"},
"placeOfService": {"code": "11"},
"procedureCode": {"code": "H0015U8"},
"diagnosisCode": {"code": "F1120"},
"subDiagnosisCd": {"code": "F1120"},
"relatedDiagId": "F11",
"svcLineFromDt": "2018-07-30T00:00:00",
"svcLineToDt": "2018-07-30T00:00:00",
"chargedAmt": "500.0000",
"hcpcsRate": "0.0000",
"considerChgAmt": "500.0000",
"clmLineAllowAmt": "0.0000",
"clmLineUnits": 1,
"unitsAllow": 0,
"lineDeductAmt": "0.0000",
"dedAccumAccnt": 0,
"copayAmount": "0.0000",
"coinsAmount": "0.0000",
"riskWithholdAmt": "0.0000",
"paidAmount": "0.0000",
"disallowAmt": "500.0000",
"disallowRsn": {"code": "PXN"},
"agreementPrice": "125.0000",
"profilePrice": "0.0000",
"procTblPrice": "0.0000",
"servicePrice": "0.0000",
"discountAmt": "0.0000",
"supplDiscountAmt": "0.0000",
"itsDiscountAmt": "0.0000",
"pricingIndicator": {"code": "A"},
"relatedNtwInd": {"code": "I"},
"referralIndic": {"code": "N"},
"preAuthIndic": {"code": "V"},
"capitatedInd": {"code": "N"},
"subsPymtAmt": "0.0000",
"provPymtAmt": "0.0000",
"prePaidAmt": "0.0000",
"referralSvcSeq": 0,
"preAuthSvcSeq": 0,
"preAuthSource": {"code": "S"},
"placeOfSvcInd": {"code": "O"},
"oopCalcBase": "500.0000",
"ambuPymtCls": "0",
"extLineNo": 0,
"totPatientLiab": "0.0000",
"patntDisllwLiab": "0.0000",
"lineCrossRefData": [ {
"fsaClmExpense": "0.0000",
"fsaPaidAmt": "0.0000",
"fsaDisallowCd": {"code": "060"},
"reimburseInd": {"code": "N"}
}],
"lineDisallowData": [
{
"disallowType": {"code": "PI"},
"disallowAmount": "375.0000",
"explanationCd": {"code": "PXN"}
},
{
"disallowType": {"code": "SE"},
"disallowAmount": "125.0000",
"explanationCd": {"code": "A02"}
}
],
"claimLineSuppData": [ {
"wholeClmPointer": 0,
"encounterValue": "0.0000",
"encntrStopLossAmt": "0.0000",
"encntrNetValue": "0.0000"
}]
},
{
"claimLineNo": 2,
"lineOfBusiId": "LA01",
"lobIndicator": {"code": "1"},
"servicePymtPfx": {"code": "LA01"},
"limitPrefix": {"code": "LA01"},
"servicePricingId": {"code": "NTWX"},
"serviceId": {"code": "REOM"},
"serviceRule": {"code": "100"},
"placeOfService": {"code": "11"},
"procedureCode": {"code": "H2017U8"},
"diagnosisCode": {"code": "F1120"},
"subDiagnosisCd": {"code": "F1120"},
"relatedDiagId": "F11",
"svcLineFromDt": "2018-07-30T00:00:00",
"svcLineToDt": "2018-07-30T00:00:00",
"chargedAmt": "500.0000",
"hcpcsRate": "0.0000",
"considerChgAmt": "500.0000",
"clmLineAllowAmt": "125.0000",
"clmLineUnits": 1,
"unitsAllow": 1,
"lineDeductAmt": "0.0000",
"dedAccumAccnt": 0,
"copayAmount": "0.0000",
"coinsAmount": "0.0000",
"riskWithholdAmt": "0.0000",
"paidAmount": "125.0000",
"disallowAmt": "375.0000",
"disallowRsn": {"code": "PXN"},
"agreementPrice": "125.0000",
"profilePrice": "0.0000",
"procTblPrice": "0.0000",
"servicePrice": "0.0000",
"discountAmt": "0.0000",
"supplDiscountAmt": "0.0000",
"itsDiscountAmt": "0.0000",
"pricingIndicator": {"code": "A"},
"relatedNtwInd": {"code": "I"},
"referralIndic": {"code": "N"},
"preAuthIndic": {"code": "N"},
"capitatedInd": {"code": "N"},
"subsPymtAmt": "0.0000",
"provPymtAmt": "125.0000",
"prePaidAmt": "0.0000",
"referralSvcSeq": 0,
"preAuthSvcSeq": 0,
"placeOfSvcInd": {"code": "O"},
"oopCalcBase": "125.0000",
"ambuPymtCls": "0",
"extLineNo": 0,
"totPatientLiab": "0.0000",
"patntDisllwLiab": "0.0000",
"lineCrossRefData": [ {
"fsaClmExpense": "0.0000",
"fsaPaidAmt": "0.0000",
"fsaDisallowCd": {"code": "060"},
"reimburseInd": {"code": "N"}
}],
"lineDisallowData": [ {
"disallowType": {"code": "PI"},
"disallowAmount": "375.0000",
"explanationCd": {"code": "PXN"}
}],
"claimLineSuppData": [ {
"wholeClmPointer": 0,
"encounterValue": "0.0000",
"encntrStopLossAmt": "0.0000",
"encntrNetValue": "0.0000"
}]
}
]
}
}]
对于每个响应，我必须从[claimLineDetail]中选择ClaimId，claimeLineNo，protocolPrice，capitatedInd
我需要获取这些值并将其放入csv文件中以进行进一步处理..如果我循环遍历值：
for element in data :
for key in element['claimsHeader']['claimLineDetail']:
print key['claimLineNo'],key['agreementPrice'],key['capitatedInd']['code']
output :
1 125.0000 N
2 125.0000 N
我应该怎么做才能在每行中添加ClaimId？ 以及将以上输出转换为字典格式的最佳方法是什么，以便我可以使用DictWriter使用以下代码将这些记录写入csv。
with open(outfile, 'w') as f:
for element in data:
flat_data = #output of above#
csvwriter = DictWriter(f,flat_data[0].keys(),lineterminator='\n')
csvwriter.writerows(flat_data)
1 个解决方案
解决方案1
0 已采纳 2018-11-04 18:15:47
只需将element['claimsHeader']['claimId']到print 。 如果只想逐行将循环的输出写入文件，请使用文件操作将其包装：
with open(outfile, 'wb') as f:
for element in data:
for key in element['claimsHeader']['claimLineDetail']:
outputline = element['claimsHeader']['claimId']+" "+str(key['claimLineNo'])+" "+key['agreementPrice']+" "+key['capitatedInd']['code']+"\n"
f.write(outputline.encode('latin-1'))
print outputline
如何使用Node.js（F键和V键）将BigQuery的JSON响应转换为CSV？
[英]How to convert JSON response Of BigQuery to CSV using Node.js (f and v keys)?
Testcafe如何读取json响应并选择第一个项目并将其传递给选择器
[英]Testcafe how to read json response and pick first item and pass it to selector
当文件使用 Python 具有不同的键时，将 JSON 转换为 CSV？
[英]Convert JSON to CSV when file has different keys using Python?
声明:本站的技术帖子网页，遵循CC BY-SA 4.0协议，如果您需要转载，请注明本站网址或者原文地址。任何问题请咨询:yoyou2525@163.com.