def es_get_statistic(security_item, the_date=None, start_date=None, end_date=None, level='day', from_idx=0, size=500): security_item = to_security_item(security_item) index = get_es_statistic_index(security_type=security_item['type'], exchange=security_item['exchange'], level=level) # 单日的日k线直接按id获取 if level == 'day' and the_date: doc_id = '{}_{}'.format(security_item['id'], to_time_str(the_date)) return es_client.get_source(index=index, doc_type='doc', id=doc_id) elif start_date and end_date: s = Search(using=es_client, index=index, doc_type='doc') \ .filter('term', code=security_item['code']) \ .filter('range', timestamp={'gte': start_date, 'lte': end_date}) \ .sort({"timestamp": {"order": "asc"}}) resp = s[from_idx:from_idx + size].execute() return es_resp_to_payload(resp)
def _kdata_to_kafka(security_item, fuquan='hfq'): security_item = to_security_item(security_item) for _, kdata_item in get_kdata(security_item, fuquan=fuquan).iterrows(): the_json = kdata_item.to_json(force_ascii=False) producer.send(get_kafka_kdata_topic(security_item['id'], fuquan), bytes(the_json, encoding='utf8'), timestamp_ms=int(datetime.datetime.strptime(kdata_item['timestamp'], TIME_FORMAT_DAY).timestamp())) logger.debug("kdata_to_kafka {}".format(the_json))
def _tick_to_kafka(security_item): security_item = to_security_item(security_item) for df in get_ticks(security_item): for _, tick_item in df.iterrows(): the_json = tick_item.to_json(force_ascii=False) producer.send(get_kafka_tick_topic(security_item['id']), bytes(the_json, encoding='utf8'), timestamp_ms=int(datetime.datetime.strptime(tick_item['timestamp'], TIME_FORMAT_SEC).timestamp())) logger.debug("tick_to_kafka {}".format(the_json))
def test_to_security_item(): item = technical.to_security_item('stock_sz_000338') assert item.id == 'stock_sz_000338' assert item.code == '000338' item = technical.to_security_item('000338') assert item.id == 'stock_sz_000338' assert item.code == '000338' item = technical.to_security_item('stock_nasdaq_MSFT') assert item.id == 'stock_nasdaq_MSFT' assert item.code == 'MSFT' item = technical.to_security_item('MSFT') assert item.id == 'stock_nasdaq_MSFT' assert item.code == 'MSFT' item = technical.to_security_item('future_shfe_ag1301') assert item.id == 'future_shfe_ag1301' assert item.code == 'ag1301' item = technical.to_security_item('ag1301') assert item.id == 'future_shfe_ag1301' assert item.code == 'ag1301' item = technical.to_security_item('future_shfe_ag1301') assert item.id == 'future_shfe_ag1301' assert item.code == 'ag1301' item = technical.to_security_item('ag1301') assert item.id == 'future_shfe_ag1301' assert item.code == 'ag1301' item = technical.to_security_item('BTC-USD', exchange='gdax') assert item.id == 'cryptocurrency_gdax_BTC-USD' assert item.code == 'BTC-USD'
def __init__(self, security_id=None): super().__init__() self.security_id = security_id self.start_timestamp = None self.end_timestamp = None # setup the user custom settings self.on_init() assert self.security_id is not None self.security_item = to_security_item(self.security_id) assert self.security_item is not None self._threads = [] self.quote_topic = get_kafka_tick_topic(security_id=self.security_id) self.logger.info("bot:{} listen to security:{} topic:{}".format( self.bot_name, self.security_id, self.quote_topic))
def get_event(security_item, event_type='finance_forecast', start_date=None, end_date=None, index='timestamp'): """ get forecast items. Parameters ---------- security_item : SecurityItem or str the security item,id or code event_type : str {'finance_forecast','finance_report'} start_date: Timestamp str or Timestamp the start date for the event end_date: Timestamp str or Timestamp the end date for the event Returns ------- DataFrame """ security_item = to_security_item(security_item) path = get_event_path(security_item, event_type) if os.path.exists(path): df = pd_utils.pd_read_csv(path, index=index, generate_id=True) df = df_for_date_range(df, start_date=start_date, end_date=end_date) else: df = pd.DataFrame() return df
os.path.join(the_dir, f) for f in os.listdir(the_dir) if ('dayk.csv' not in f and os.path.isfile(os.path.join(the_dir, f))) ] for f in files: df = df.append(pd.read_csv(f, dtype=str), ignore_index=True) if df.size > 0: df = df.set_index(df['timestamp']) df.index = pd.to_datetime(df.index) df = df.sort_index() logger.info("{} to {}".format(security_item['code'], dayk_path)) if replace: df.to_csv(dayk_path, index=False) else: StockKDataSinaSpider.merge_to_current_kdata( security_item, df, fuquan=fuquan) for f in files: logger.info("remove {}".format(f)) os.remove(f) if fuquan == 'hfq': StockKDataSinaSpider.add_factor_to_163(security_item) if __name__ == '__main__': item = to_security_item('600000', exchange=None) StockKDataSinaSpider.add_factor_to_163(item)
def es_get_kdata(security_item, the_date=None, start_date=None, end_date=None, level='day', fields=None, from_idx=0, size=10): """ get kdata. Parameters ---------- security_item : SecurityItem or str the security item,id or code the_date : TimeStamp str or TimeStamp get the kdata for the exact date start_date : TimeStamp str or TimeStamp start date end_date : TimeStamp str or TimeStamp end date level : str or int the kdata level,{1,5,15,30,60,'day','week','month'},default : 'day' fields : filed list for es _source if not set,would use the default fields for the security type from_idx : int pagination start offset size : int pagination return size Returns ------- JSON """ security_item = to_security_item(security_item) index = get_es_kdata_index(security_type=security_item['type'], exchange=security_item['exchange'], level=level) if not fields: if security_item['type'] == 'stock': fields = KDATA_STOCK_COL elif security_item['type'] == 'future': fields = KDATA_FUTURE_COL elif security_item['type'] == 'index': fields = KDATA_INDEX_COL else: fields = KDATA_COMMON_COL # 单日的日k线直接按id获取 if level == 'day' and the_date: doc_id = '{}_{}'.format(security_item['id'], to_time_str(the_date)) return es_client.get_source(index=index, doc_type='doc', id=doc_id, _source_include=fields) elif start_date and end_date: s = Search(using=es_client, index=index, doc_type='doc') \ .source(include=fields) \ .filter('term', code=security_item['code']) \ .filter('range', timestamp={'gte': start_date, 'lte': end_date}) \ .sort({"timestamp": {"order": "asc"}}) resp = s[from_idx:from_idx + size].execute() return resp['hits'].to_dict()
def __init__(self, security_item=None, level=None): self.logger = logging.getLogger(__name__) self.on_init() self.threads = [] if not hasattr(self, 'living_mode'): self.living_mode = False if not hasattr(self, 'start_date'): self.topics = [] # 回测的开始日期 if not hasattr(self, 'start_date'): self.start_date = pd.Timestamp('2013-01-01') # 回测的结束日期,为None的话会一直运行 if not hasattr(self, 'end_date'): self.end_date = pd.Timestamp.today() # 交易机器人需要账户,只是做监听告警之类不需要 if not hasattr(self, 'need_account'): self.need_account = True if self.need_account: if not hasattr(self, 'base_capital'): self.base_capital = 1000000 if not hasattr(self, 'buy_cost'): self.buy_cost = 0.001 if not hasattr(self, 'sell_cost'): self.sell_cost = 0.001 if not hasattr(self, 'slippage'): self.slippage = 0.001 if not hasattr(self, 'stock_fuquan'): self.stock_fuquan = 'hfq' self.bot_name = type(self).__name__.lower() # 指定security_item就监听其某级别的行情,否则为只收到timer信息,需要自己主动去查询行情 if security_item is not None: self.security_item = security_item if level is not None: self.level = level if hasattr(self, 'security_item'): if not self.security_item: raise Exception("you must set one security item!") self.security_item = to_security_item(self.security_item) if self.security_item is None: raise Exception("invalid security item:{}".format( self.security_item)) # 默认日级别行情 if not hasattr(self, 'level') or not self.level: self.level = 'day' self.logger.info( "bot:{} listen to security_item:{},level:{}".format( self.bot_name, self.security_item, self.level)) if self.level == 'day': self.quote_topic = get_kafka_kdata_topic( security_id=self.security_item['id'], level=self.level) elif self.level == 'tick': self.quote_topic = get_kafka_tick_topic( security_id=self.security_item['id']) else: self.logger.exception("wrong level:{}".format(self.level)) else: # 默认日级别timer if not hasattr(self, 'time_step'): self.time_step = timedelta(days=1) self.logger.info( "bot:{} check the market by itself,time_step:{}".format( self.bot_name, self.time_step)) self._after_init() self.after_init()
def get_cash_flow_statement_items(security_item, start_date=None, report_period=None, report_event_date=None, return_type='json'): """ get cash flow statement items. Parameters ---------- security_item : SecurityItem or str the security item,id or code start_date : TimeStamp str or TimeStamp start date report_period : TimeStamp str or TimeStamp the finance report period,eg.'20170331' report_event_date : TimeStamp str or TimeStamp the finance report published date return_type : str {'json','doc'},default: 'json' Returns ------- list of CashFlowStatement list of json """ security_item = to_security_item(security_item) path = get_cash_flow_statement_path(security_item) _download_finance_data_if_need(path, security_item['code']) encoding = 'GB2312' with open(path, encoding=encoding) as fr: lines = fr.readlines() # for idx, line in enumerate(lines): # yield idx, line.split() reportDate = lines[0].split()[1:-1] # /*一、经营活动产生的现金流量*/ # 销售商品、提供劳务收到的现金 cashFromSellingCommoditiesOrOfferingLabor = lines[3].split()[1:-1] # 收到的税费返还 refundOfTaxAndFeeReceived = lines[4].split()[1:-1] # 收到的其他与经营活动有关的现金 cashReceivedRelatingToOtherOperatingActivities = lines[5].split()[1:-1] # 经营活动现金流入小计 subTotalOfCashInflowsFromOperatingActivities = lines[6].split()[1:-1] # 购买商品、接受劳务支付的现金 cashPaidForGoodsAndServices = lines[7].split()[1:-1] # 支付给职工以及为职工支付的现金 cashPaidToAndOnBehalfOfemployees = lines[8].split()[1:-1] # 支付的各项税费 paymentsOfTaxesAndSurcharges = lines[9].split()[1:-1] # 支付的其他与经营活动有关的现金 cashPaidRelatingToOtherOperatingActivities = lines[10].split()[1:-1] # 经营活动现金流出小计 subTotalOfCashOutflowsFromOperatingActivities = lines[11].split()[1:-1] # 经营活动产生的现金流量净额 netCashFlowsFromOperatingActivities = lines[12].split()[1:-1] # /*二、投资活动产生的现金流量*/ # 收回投资所收到的现金 cashReceivedFromDisposalOfInvestments = lines[14].split()[1:-1] # 取得投资收益所收到的现金 cashReceivedFromReturnsOnIvestments = lines[15].split()[1:-1] # 处置固定资产、无形资产和其他长期资产所收回的现金净额 netCashReceivedFromDisposalAssets = lines[16].split()[1:-1] # 处置子公司及其他营业单位收到的现金净额 netCashReceivedFromDisposalSubsidiaries = lines[17].split()[1:-1] # 收到的其他与投资活动有关的现金 cashReceivedFromOtherInvesting = lines[18].split()[1:-1] # 投资活动现金流入小计 subTotalOfCashInflowsFromInvesting = lines[19].split()[1:-1] # 购建固定资产、无形资产和其他长期资产所支付的现金 cashPaidToAcquireFixedAssets = lines[20].split()[1:-1] # 投资所支付的现金 cashPaidToAcquireInvestments = lines[21].split()[1:-1] # 取得子公司及其他营业单位支付的现金净额 netCashPaidToAcquireSubsidiaries = lines[22].split()[1:-1] # 支付的其他与投资活动有关的现金 cashPaidRelatingToOtherInvesting = lines[23].split()[1:-1] # 投资活动现金流出小计 subTotalOfCashOutflowsFromInvesting = lines[24].split()[1:-1] # 投资活动产生的现金流量净额 netCashFlowsFromInvesting = lines[25].split()[1:-1] # /*三、筹资活动产生的现金流量*/ # 吸收投资收到的现金 cashReceivedFromCapitalContributions = lines[27].split()[1:-1] # 其中:子公司吸收少数股东投资收到的现金 cashReceivedFromMinorityShareholdersOfSubsidiaries = lines[28].split( )[1:-1] # 取得借款收到的现金 cashReceivedFromBorrowings = lines[29].split()[1:-1] # 发行债券收到的现金 cashReceivedFromIssuingBonds = lines[30].split()[1:-1] # 收到其他与筹资活动有关的现金 cashReceivedRelatingToOtherFinancingActivities = lines[31].split( )[1:-1] # 筹资活动现金流入小计 subTotalOfCashInflowsFromFinancingActivities = lines[32].split()[1:-1] # 偿还债务支付的现金 cashRepaymentsOfBorrowings = lines[33].split()[1:-1] # 分配股利、利润或偿付利息所支付的现金 cashPaymentsForInterestExpensesAndDistributionOfDividendsOrProfits = lines[ 34].split()[1:-1] # 其中:子公司支付给少数股东的股利、利润 cashPaymentsForDividendsOrProfitToMinorityShareholders = lines[ 35].split()[1:-1] # 支付其他与筹资活动有关的现金 cashPaymentsRelatingToOtherFinancingActivities = lines[36].split( )[1:-1] # 筹资活动现金流出小计 subTotalOfCashOutflowsFromFinancingActivities = lines[37].split()[1:-1] # 筹资活动产生的现金流量净额 netCashFlowsFromFinancingActivities = lines[38].split()[1:-1] # /*四、汇率变动对现金及现金等价物的影响*/ effectOfForeignExchangeRate = lines[39].split()[1:-1] # /*五、现金及现金等价物净增加额*/ netIncreaseInCash = lines[40].split()[1:-1] # 加:期初现金及现金等价物余额 cashAtBeginningOfyear = lines[41].split()[1:-1] # /*六、期末现金及现金等价物余额*/ cashAtEndOfyear = lines[42].split()[1:-1] # /*附注*/ # 净利润 netProfit = lines[44].split()[1:-1] # 少数股东权益 minorityBookValue = lines[45].split()[1:-1] # 未确认的投资损失 unrealisedInvestmentLosses = lines[46].split()[1:-1] # 资产减值准备 allowanceForAssetDevaluation = lines[47].split()[1:-1] # 固定资产折旧、油气资产折耗、生产性物资折旧 depreciationOfFixedAssets = lines[48].split()[1:-1] # 无形资产摊销 amorizationOfIntangibleAssets = lines[49].split()[1:-1] # 长期待摊费用摊销 longTermDeferredExpenses = lines[50].split()[1:-1] # 待摊费用的减少 decreaseOfDeferredExpenses = lines[51].split()[1:-1] # 预提费用的增加 IncreaseOfwithholdingExpenses = lines[52].split()[1:-1] # 处置固定资产、无形资产和其他长期资产的损失 lossOnDisposalOfFixedAssets = lines[53].split()[1:-1] # 固定资产报废损失 lossOnFixedAssetsDamaged = lines[54].split()[1:-1] # 公允价值变动损失 lossOnFairValueChange = lines[55].split()[1:-1] # 递延收益增加(减:减少) changeOnDeferredRevenue = lines[56].split()[1:-1] # 预计负债 estimatedLiabilities = lines[57].split()[1:-1] # 财务费用 financingExpenses = lines[58].split()[1:-1] # 投资损失 investmentLoss = lines[59].split()[1:-1] # 递延所得税资产减少 decreaseOnDeferredIncomeTaxAssets = lines[60].split()[1:-1] # 递延所得税负债增加 increaseOnDeferredIncomeTaxLiabilities = lines[61].split()[1:-1] # 存货的减少 decreaseInInventories = lines[62].split()[1:-1] # 经营性应收项目的减少 decreaseInReceivablesUnderOperatingActivities = lines[63].split()[1:-1] # 经营性应付项目的增加 increaseInReceivablesUnderOperatingActivities = lines[64].split()[1:-1] # 已完工尚未结算款的减少(减:增加) decreaseOnAmountDue = lines[65].split()[1:-1] # 已结算尚未完工款的增加(减:减少) increaseOnSettlementNotYetCompleted = lines[66].split()[1:-1] # 其他 other = lines[67].split()[1:-1] # 经营活动产生现金流量净额 netCashFlowFromOperatingActivities = lines[68].split()[1:-1] # 债务转为资本 debtsTransferToCapital = lines[69].split()[1:-1] # 一年内到期的可转换公司债券 oneYearDueConvertibleBonds = lines[70].split()[1:-1] # 融资租入固定资产 financingRentToFixedAsset = lines[71].split()[1:-1] # 现金的期末余额 cashAtTheEndOfPeriod = lines[72].split()[1:-1] # 现金的期初余额 cashAtTheBeginningOfPeriod = lines[73].split()[1:-1] # 现金等价物的期末余额 cashEquivalentsAtTheEndOfPeriod = lines[74].split()[1:-1] # 现金等价物的期初余额 cashEquivalentsAtTheBeginningOfPeriod = lines[75].split()[1:-1] # 现金及现金等价物的净增加额 netIncreaseInCashAndCashEquivalents = lines[76].split()[1:-1] result_list = [] for idx, _ in enumerate(reportDate): if start_date: if pd.Timestamp(reportDate[idx]) < pd.Timestamp(start_date): continue if report_period and not is_same_date(report_period, reportDate[idx]): continue reportEventDate = get_report_event_date( security_item, report_period=reportDate[idx]) # use report_event_date to filter the reportEventDate before it for not getting future data if report_event_date and pd.Timestamp( report_event_date) < pd.Timestamp(reportEventDate): continue the_json = { "id": '{}_{}'.format(security_item["id"], reportDate[idx]), "reportPeriod": to_time_str(reportDate[idx]), "timestamp": to_time_str(reportEventDate), "reportEventDate": to_time_str(reportEventDate), "securityId": security_item["id"], "code": security_item["code"], # /*一、经营活动产生的现金流量*/ # 销售商品、提供劳务收到的现金 "cashFromSellingCommoditiesOrOfferingLabor": to_float(cashFromSellingCommoditiesOrOfferingLabor[idx]), # 收到的税费返还 "refundOfTaxAndFeeReceived": to_float(refundOfTaxAndFeeReceived[idx]), # 收到的其他与经营活动有关的现金 "cashReceivedRelatingToOtherOperatingActivities": to_float(cashReceivedRelatingToOtherOperatingActivities[idx]), # 经营活动现金流入小计 "subTotalOfCashInflowsFromOperatingActivities": to_float(subTotalOfCashInflowsFromOperatingActivities[idx]), # 购买商品、接受劳务支付的现金 "cashPaidForGoodsAndServices": to_float(cashPaidForGoodsAndServices[idx]), # 支付给职工以及为职工支付的现金 "cashPaidToAndOnBehalfOfemployees": to_float(cashPaidToAndOnBehalfOfemployees[idx]), # 支付的各项税费 "paymentsOfTaxesAndSurcharges": to_float(paymentsOfTaxesAndSurcharges[idx]), # 支付的其他与经营活动有关的现金 "cashPaidRelatingToOtherOperatingActivities": to_float(cashPaidRelatingToOtherOperatingActivities[idx]), # 经营活动现金流出小计 "subTotalOfCashOutflowsFromOperatingActivities": to_float(subTotalOfCashOutflowsFromOperatingActivities[idx]), # 经营活动产生的现金流量净额 "netCashFlowsFromOperatingActivities": to_float(netCashFlowsFromOperatingActivities[idx]), # /*二、投资活动产生的现金流量*/ # 收回投资所收到的现金 "cashReceivedFromDisposalOfInvestments": to_float(cashReceivedFromDisposalOfInvestments[idx]), # 取得投资收益所收到的现金 "cashReceivedFromReturnsOnIvestments": to_float(cashReceivedFromReturnsOnIvestments[idx]), # 处置固定资产、无形资产和其他长期资产所收回的现金净额 "netCashReceivedFromDisposalAssets": to_float(netCashReceivedFromDisposalAssets[idx]), # 处置子公司及其他营业单位收到的现金净额 "netCashReceivedFromDisposalSubsidiaries": to_float(netCashReceivedFromDisposalSubsidiaries[idx]), # 收到的其他与投资活动有关的现金 "cashReceivedFromOtherInvesting": to_float(cashReceivedFromOtherInvesting[idx]), # 投资活动现金流入小计 "subTotalOfCashInflowsFromInvesting": to_float(subTotalOfCashInflowsFromInvesting[idx]), # 购建固定资产、无形资产和其他长期资产所支付的现金 "cashPaidToAcquireFixedAssets": to_float(cashPaidToAcquireFixedAssets[idx]), # 投资所支付的现金 "cashPaidToAcquireInvestments": to_float(cashPaidToAcquireInvestments[idx]), # 取得子公司及其他营业单位支付的现金净额 "netCashPaidToAcquireSubsidiaries": to_float(netCashPaidToAcquireSubsidiaries[idx]), # 支付的其他与投资活动有关的现金 "cashPaidRelatingToOtherInvesting": to_float(cashPaidRelatingToOtherInvesting[idx]), # 投资活动现金流出小计 "subTotalOfCashOutflowsFromInvesting": to_float(subTotalOfCashOutflowsFromInvesting[idx]), # 投资活动产生的现金流量净额 "netCashFlowsFromInvesting": to_float(netCashFlowsFromInvesting[idx]), # /*三、筹资活动产生的现金流量*/ # 吸收投资收到的现金 "cashReceivedFromCapitalContributions": to_float(cashReceivedFromCapitalContributions[idx]), # 其中:子公司吸收少数股东投资收到的现金 "cashReceivedFromMinorityShareholdersOfSubsidiaries": cashReceivedFromMinorityShareholdersOfSubsidiaries[idx], # 取得借款收到的现金 "cashReceivedFromBorrowings": to_float(cashReceivedFromBorrowings[idx]), # 发行债券收到的现金 "cashReceivedFromIssuingBonds": to_float(cashReceivedFromIssuingBonds[idx]), # 收到其他与筹资活动有关的现金 "cashReceivedRelatingToOtherFinancingActivities": to_float(cashReceivedRelatingToOtherFinancingActivities[idx]), # 筹资活动现金流入小计 "subTotalOfCashInflowsFromFinancingActivities": to_float(subTotalOfCashInflowsFromFinancingActivities[idx]), # 偿还债务支付的现金 "cashRepaymentsOfBorrowings": to_float(cashRepaymentsOfBorrowings[idx]), # 分配股利、利润或偿付利息所支付的现金 "cashPaymentsForInterestExpensesAndDistributionOfDividendsOrProfits": cashPaymentsForInterestExpensesAndDistributionOfDividendsOrProfits[ idx], # 其中:子公司支付给少数股东的股利、利润 "cashPaymentsForDividendsOrProfitToMinorityShareholders": cashPaymentsForDividendsOrProfitToMinorityShareholders[idx], # 支付其他与筹资活动有关的现金 "cashPaymentsRelatingToOtherFinancingActivities": to_float(cashPaymentsRelatingToOtherFinancingActivities[idx]), # 筹资活动现金流出小计 "subTotalOfCashOutflowsFromFinancingActivities": to_float(subTotalOfCashOutflowsFromFinancingActivities[idx]), # 筹资活动产生的现金流量净额 "netCashFlowsFromFinancingActivities": to_float(netCashFlowsFromFinancingActivities[idx]), # /*四、汇率变动对现金及现金等价物的影响*/ "effectOfForeignExchangeRate": to_float(effectOfForeignExchangeRate[idx]), # /*五、现金及现金等价物净增加额*/ "netIncreaseInCash": to_float(netIncreaseInCash[idx]), # 加:期初现金及现金等价物余额 "cashAtBeginningOfyear": to_float(cashAtBeginningOfyear[idx]), # /*六、期末现金及现金等价物余额*/ "cashAtEndOfyear": to_float(cashAtEndOfyear[idx]), # /*附注*/ # 净利润 "netProfit": to_float(netProfit[idx]), # 少数股东权益 "minorityBookValue": to_float(minorityBookValue[idx]), # 未确认的投资损失 "unrealisedInvestmentLosses": to_float(unrealisedInvestmentLosses[idx]), # 资产减值准备 "allowanceForAssetDevaluation": to_float(allowanceForAssetDevaluation[idx]), # 固定资产折旧、油气资产折耗、生产性物资折旧 "depreciationOfFixedAssets": to_float(depreciationOfFixedAssets[idx]), # 无形资产摊销 "amorizationOfIntangibleAssets": to_float(amorizationOfIntangibleAssets[idx]), # 长期待摊费用摊销 "longTermDeferredExpenses": to_float(longTermDeferredExpenses[idx]), # 待摊费用的减少 "decreaseOfDeferredExpenses": to_float(decreaseOfDeferredExpenses[idx]), # 预提费用的增加 "IncreaseOfwithholdingExpenses": to_float(IncreaseOfwithholdingExpenses[idx]), # 处置固定资产、无形资产和其他长期资产的损失 "lossOnDisposalOfFixedAssets": to_float(lossOnDisposalOfFixedAssets[idx]), # 固定资产报废损失 "lossOnFixedAssetsDamaged": to_float(lossOnFixedAssetsDamaged[idx]), # 公允价值变动损失 "lossOnFairValueChange": to_float(lossOnFairValueChange[idx]), # 递延收益增加(减:减少) "changeOnDeferredRevenue": to_float(changeOnDeferredRevenue[idx]), # 预计负债 "estimatedLiabilities": to_float(estimatedLiabilities[idx]), # 财务费用 "financingExpenses": to_float(financingExpenses[idx]), # 投资损失 "investmentLoss": to_float(investmentLoss[idx]), # 递延所得税资产减少 "decreaseOnDeferredIncomeTaxAssets": to_float(decreaseOnDeferredIncomeTaxAssets[idx]), # 递延所得税负债增加 "increaseOnDeferredIncomeTaxLiabilities": to_float(increaseOnDeferredIncomeTaxLiabilities[idx]), # 存货的减少 "decreaseInInventories": to_float(decreaseInInventories[idx]), # 经营性应收项目的减少 "decreaseInReceivablesUnderOperatingActivities": to_float(decreaseInReceivablesUnderOperatingActivities[idx]), # 经营性应付项目的增加 "increaseInReceivablesUnderOperatingActivities": to_float(increaseInReceivablesUnderOperatingActivities[idx]), # 已完工尚未结算款的减少(减:增加) "decreaseOnAmountDue": to_float(decreaseOnAmountDue[idx]), # 已结算尚未完工款的增加(减:减少) "increaseOnSettlementNotYetCompleted": to_float(increaseOnSettlementNotYetCompleted[idx]), # 其他 "other": to_float(other[idx]), # 经营活动产生现金流量净额 "netCashFlowFromOperatingActivities": to_float(netCashFlowFromOperatingActivities[idx]), # 债务转为资本 "debtsTransferToCapital": to_float(debtsTransferToCapital[idx]), # 一年内到期的可转换公司债券 "oneYearDueConvertibleBonds": to_float(oneYearDueConvertibleBonds[idx]), # 融资租入固定资产 "financingRentToFixedAsset": to_float(financingRentToFixedAsset[idx]), # 现金的期末余额 "cashAtTheEndOfPeriod": to_float(cashAtTheEndOfPeriod[idx]), # 现金的期初余额 "cashAtTheBeginningOfPeriod": to_float(cashAtTheBeginningOfPeriod[idx]), # 现金等价物的期末余额 "cashEquivalentsAtTheEndOfPeriod": to_float(cashEquivalentsAtTheEndOfPeriod[idx]), # 现金等价物的期初余额 "cashEquivalentsAtTheBeginningOfPeriod": to_float(cashEquivalentsAtTheBeginningOfPeriod[idx]), # 现金及现金等价物的净增加额 "netIncreaseInCashAndCashEquivalents": to_float(netIncreaseInCashAndCashEquivalents[idx]) } the_data = the_json if return_type == 'doc': the_data = CashFlowStatement(meta={'id': the_json['id']}) fill_doc_type(the_data, the_json) if report_period and is_same_date(report_period, reportDate[idx]): return the_data result_list.append(the_data) if result_list: result_list = sorted(result_list, key=lambda x: pd.Timestamp(x['reportPeriod'])) return result_list
def get_income_statement_items(security_item, start_date=None, report_period=None, report_event_date=None, return_type='json'): """ get income statement items. Parameters ---------- security_item : SecurityItem or str the security item,id or code start_date : TimeStamp str or TimeStamp start date report_period : TimeStamp str or TimeStamp the finance report period,eg.'20170331' report_event_date : TimeStamp str or TimeStamp the finance report published date return_type : str {'json','doc'},default: 'json' Returns ------- list of IncomeStatement list of json """ security_item = to_security_item(security_item) path = get_income_statement_path(security_item) _download_finance_data_if_need(path, security_item['code']) encoding = 'GB2312' with open(path, encoding=encoding) as fr: lines = fr.readlines() # for idx, line in enumerate(lines): # yield idx, line.split() reportDate = lines[0].split()[1:-1] # /*营业总收入*/ # 营业收入 operatingRevenue = lines[2].split()[1:-1] # /*营业总成本*/ operatingTotalCosts = lines[4].split()[1:-1] # 营业成本 operatingCosts = lines[5].split()[1:-1] # 营业税金及附加 businessTaxesAndSurcharges = lines[6].split()[1:-1] # 销售费用 sellingExpenses = lines[7].split()[1:-1] # 管理费用 ManagingCosts = lines[8].split()[1:-1] # 财务费用 financingExpenses = lines[9].split()[1:-1] # 资产减值损失 assetsDevaluation = lines[10].split()[1:-1] # 公允价值变动收益 incomeFromChangesInFairValue = lines[11].split()[1:-1] # 投资收益 investmentIncome = lines[12].split()[1:-1] # 其中:对联营企业和合营企业的投资收益 investmentIncomeFromRelatedEnterpriseAndJointlyOperating = lines[ 13].split()[1:-1] # 汇兑收益 exchangeGains = lines[14].split()[1:-1] # /*营业利润*/ operatingProfit = lines[15].split()[1:-1] # 加:营业外收入 nonOperatingIncome = lines[16].split()[1:-1] # 减:营业外支出 nonOperatingExpenditure = lines[17].split()[1:-1] # 其中:非流动资产处置损失 disposalLossOnNonCurrentLiability = lines[18].split()[1:-1] # /*利润总额*/ totalProfits = lines[19].split()[1:-1] # 减:所得税费用 incomeTaxExpense = lines[20].split()[1:-1] # /*净利润*/ netProfit = lines[21].split()[1:-1] # 归属于母公司所有者的净利润 netProfitAttributedToParentCompanyOwner = lines[22].split()[1:-1] # 少数股东损益 minorityInterestIncome = lines[23].split()[1:-1] # /*每股收益*/ # 基本每股收益(元/股) EPS = lines[25].split()[1:-1] # 稀释每股收益(元/股) dilutedEPS = lines[26].split()[1:-1] # /*其他综合收益*/ otherComprehensiveIncome = lines[27].split()[1:-1] # /*综合收益总额*/ accumulatedOtherComprehensiveIncome = lines[28].split()[1:-1] # 归属于母公司所有者的综合收益总额 attributableToOwnersOfParentCompany = lines[29].split()[1:-1] # 归属于少数股东的综合收益总额 attributableToMinorityShareholders = lines[30].split()[1:-1] result_list = [] for idx, _ in enumerate(reportDate): if start_date: if pd.Timestamp(reportDate[idx]) < pd.Timestamp(start_date): continue if report_period and not is_same_date(report_period, reportDate[idx]): continue reportEventDate = get_report_event_date( security_item, report_period=reportDate[idx]) # use report_event_date to filter the reportEventDate before it for not getting future data if report_event_date and pd.Timestamp( report_event_date) < pd.Timestamp(reportEventDate): continue the_json = { "id": '{}_{}'.format(security_item["id"], reportDate[idx]), "reportPeriod": to_time_str(reportDate[idx]), "timestamp": to_time_str(reportEventDate), "reportEventDate": to_time_str(reportEventDate), "securityId": security_item["id"], "code": security_item["code"], # /*营业总收入*/ # 营业收入 "operatingRevenue": to_float(operatingRevenue[idx]), # /*营业总成本*/ "operatingTotalCosts": to_float(operatingTotalCosts[idx]), # 营业成本 "operatingCosts": to_float(operatingCosts[idx]), # 营业税金及附加 "businessTaxesAndSurcharges": to_float(businessTaxesAndSurcharges[idx]), # 销售费用 "sellingExpenses": to_float(sellingExpenses[idx]), # 管理费用 "ManagingCosts": to_float(ManagingCosts[idx]), # 财务费用 "financingExpenses": to_float(financingExpenses[idx]), # 资产减值损失 "assetsDevaluation": to_float(assetsDevaluation[idx]), # 公允价值变动收益 "incomeFromChangesInFairValue": to_float(incomeFromChangesInFairValue[idx]), # 投资收益 "investmentIncome": to_float(investmentIncome[idx]), # 其中:对联营企业和合营企业的投资收益 "investmentIncomeFromRelatedEnterpriseAndJointlyOperating": investmentIncomeFromRelatedEnterpriseAndJointlyOperating[idx], # 汇兑收益 "exchangeGains": to_float(exchangeGains[idx]), # /*营业利润*/ "operatingProfit": to_float(operatingProfit[idx]), # 加:营业外收入 "nonOperatingIncome": to_float(nonOperatingIncome[idx]), # 减:营业外支出 "nonOperatingExpenditure": to_float(nonOperatingExpenditure[idx]), # 其中:非流动资产处置损失 "disposalLossOnNonCurrentLiability": to_float(disposalLossOnNonCurrentLiability[idx]), # /*利润总额*/ "totalProfits": to_float(totalProfits[idx]), # 减:所得税费用 "incomeTaxExpense": to_float(incomeTaxExpense[idx]), # /*净利润*/ "netProfit": to_float(netProfit[idx]), # 归属于母公司所有者的净利润 "netProfitAttributedToParentCompanyOwner": to_float(netProfitAttributedToParentCompanyOwner[idx]), # 少数股东损益 "minorityInterestIncome": to_float(minorityInterestIncome[idx]), # /*每股收益*/ # 基本每股收益(元/股) "EPS": to_float(EPS[idx]), # 稀释每股收益(元/股) "dilutedEPS": to_float(dilutedEPS[idx]), # /*其他综合收益*/ "otherComprehensiveIncome": to_float(otherComprehensiveIncome[idx]), # /*综合收益总额*/ "accumulatedOtherComprehensiveIncome": to_float(accumulatedOtherComprehensiveIncome[idx]), # 归属于母公司所有者的综合收益总额 "attributableToOwnersOfParentCompany": to_float(attributableToOwnersOfParentCompany[idx]), # 归属于少数股东的综合收益总额 "attributableToMinorityShareholders": to_float(attributableToMinorityShareholders[idx]) } the_data = the_json if return_type == 'doc': the_data = IncomeStatement(meta={'id': the_json['id']}) fill_doc_type(the_data, the_json) if report_period and is_same_date(report_period, reportDate[idx]): return the_data result_list.append(the_data) if result_list: result_list = sorted(result_list, key=lambda x: pd.Timestamp(x['reportPeriod'])) return result_list
def get_balance_sheet_items(security_item, start_date=None, report_period=None, report_event_date=None, return_type='json'): """ get balance sheet items. Parameters ---------- security_item : SecurityItem or str the security item,id or code start_date : TimeStamp str or TimeStamp start date report_period : TimeStamp str or TimeStamp the finance report period,eg.'20170331' report_event_date : TimeStamp str or TimeStamp the finance report published date return_type : str {'json','doc'},default: 'json' Returns ------- list of BalanceSheet list of json DataFrame """ security_item = to_security_item(security_item) path = get_balance_sheet_path(security_item) _download_finance_data_if_need(path, security_item['code']) encoding = 'GB2312' with open(path, encoding=encoding) as fr: lines = fr.readlines() # for idx, line in enumerate(lines): # yield idx, line.split() reportDate = lines[0].split()[1:-1] # 货币资金 moneyFunds = lines[3].split()[1:-1] # 交易性金融资产 heldForTradingFinancialAssets = lines[4].split()[1:-1] # 衍生金融资产 derivative = lines[5].split()[1:-1] # 应收票据 billsReceivable = lines[6].split()[1:-1] # 应收账款 accountsReceivable = lines[7].split()[1:-1] # 预付款项 prepaidAccounts = lines[8].split()[1:-1] # 应收利息 interestReceivable = lines[9].split()[1:-1] # 应收股利 dividendReceivable = lines[10].split()[1:-1] # 其他应收款 otherReceivables = lines[11].split()[1:-1] # 买入返售金融资产 buyingBackTheSaleOfFinancialAssets = lines[12].split()[1:-1] # 存货 inventory = lines[13].split()[1:-1] # 划分为持有待售的资产 assetsForSale = lines[14].split()[1:-1] # 一年内到期的非流动资产 nonCurrentAssetsDueWithinOneYear = lines[15].split()[1:-1] # 待摊费用 unamortizedExpenditures = lines[16].split()[1:-1] # 待处理流动资产损益 waitDealIntangibleAssetsLossOrIncome = lines[17].split()[1:-1] # 其他流动资产 otherCurrentAssets = lines[18].split()[1:-1] # 流动资产合计 totalCurrentAssets = lines[19].split()[1:-1] # 非流动资产 # 发放贷款及垫款 loansAndPaymentsOnBehalf = lines[21].split()[1:-1] # 可供出售金融资产 availableForSaleFinancialAssets = lines[22].split()[1:-1] # 持有至到期投资 heldToMaturityInvestment = lines[23].split()[1:-1] # 长期应收款 longTermReceivables = lines[24].split()[1:-1] # 长期股权投资 longTermEquityInvestment = lines[25].split()[1:-1] # 投资性房地产 investmentRealEstate = lines[26].split()[1:-1] # 固定资产净额 NetfixedAssets = lines[27].split()[1:-1] # 在建工程 constructionInProcess = lines[28].split()[1:-1] # 工程物资 engineerMaterial = lines[29].split()[1:-1] # 固定资产清理 fixedAssetsInLiquidation = lines[30].split()[1:-1] # 生产性生物资产 productiveBiologicalAssets = lines[31].split()[1:-1] # 公益性生物资产 nonProfitLivingAssets = lines[32].split()[1:-1] # 油气资产 oilAndGasAssets = lines[33].split()[1:-1] # 无形资产 intangibleAssets = lines[34].split()[1:-1] # 开发支出 developmentExpenditure = lines[35].split()[1:-1] # 商誉 goodwill = lines[36].split()[1:-1] # 长期待摊费用 longTermDeferredExpenses = lines[37].split()[1:-1] # 递延所得税资产 deferredIncomeTaxAssets = lines[38].split()[1:-1] # 其他非流动资产 OtherNonCurrentAssets = lines[39].split()[1:-1] # 非流动资产合计 nonCurrentAssets = lines[40].split()[1:-1] # 资产总计 totalAssets = lines[41].split()[1:-1] # / *流动负债 * / # 短期借款 shortTermBorrowing = lines[43].split()[1:-1] # 交易性金融负债 transactionFinancialLiabilities = lines[44].split()[1:-1] # 应付票据 billsPayable = lines[45].split()[1:-1] # 应付账款 accountsPayable = lines[46].split()[1:-1] # 预收款项 accountsReceivedInAdvance = lines[47].split()[1:-1] # 应付手续费及佣金 handlingChargesAndCommissionsPayable = lines[48].split()[1:-1] # 应付职工薪酬 employeeBenefitsPayable = lines[49].split()[1:-1] # 应交税费 taxesAndSurchargesPayable = lines[50].split()[1:-1] # 应付利息 interestPayable = lines[51].split()[1:-1] # 应付股利 dividendpayable = lines[52].split()[1:-1] # 其他应付款 otherPayables = lines[53].split()[1:-1] # 预提费用 withholdingExpenses = lines[54].split()[1:-1] # 一年内的递延收益 deferredIncomeWithinOneYear = lines[55].split()[1:-1] # 应付短期债券 shortTermDebenturesPayable = lines[56].split()[1:-1] # 一年内到期的非流动负债 nonCurrentLiabilitiesMaturingWithinOneYear = lines[57].split()[1:-1] # 其他流动负债 otherCurrentLiability = lines[58].split()[1:-1] # 流动负债合计 totalCurrentLiabilities = lines[59].split()[1:-1] # / *非流动负债 * / # 长期借款 LongTermBorrowing = lines[61].split()[1:-1] # 应付债券 bondPayable = lines[62].split()[1:-1] # 长期应付款 longTermPayables = lines[63].split()[1:-1] # 长期应付职工薪酬 longTermEmployeeBenefitsPayable = lines[64].split()[1:-1] # 专项应付款 specialPayable = lines[65].split()[1:-1] # 预计非流动负债 expectedNonCurrentLiabilities = lines[66].split()[1:-1] # 递延所得税负债 deferredIncomeTaxLiabilities = lines[67].split()[1:-1] # 长期递延收益 longTermDeferredRevenue = lines[68].split()[1:-1] # 其他非流动负债 otherNonCurrentLiabilities = lines[69].split()[1:-1] # 非流动负债合计 totalNonCurrentLiabilities = lines[70].split()[1:-1] # 负债合计 totalLiabilities = lines[71].split()[1:-1] # / *所有者权益 * / # 实收资本(或股本) totalShareCapital = lines[73].split()[1:-1] # 资本公积 capitalSurplus = lines[74].split()[1:-1] # 减:库存股 treasuryStock = lines[75].split()[1:-1] # 其他综合收益 otherComprehensiveIncome = lines[76].split()[1:-1] # 专项储备 theSpecialReserve = lines[77].split()[1:-1] # 盈余公积 surplusReserves = lines[78].split()[1:-1] # 一般风险准备 generalRiskPreparation = lines[79].split()[1:-1] # 未分配利润 undistributedProfits = lines[80].split()[1:-1] # 归属于母公司股东权益合计(净资产) bookValue = lines[81].split()[1:-1] # 少数股东权益 minorityBookValue = lines[82].split()[1:-1] # 所有者权益(或股东权益)合计 totalBookValue = lines[83].split()[1:-1] # 负债和所有者权益(或股东权益)总计 totalLiabilitiesAndOwnersEquity = lines[84].split()[1:-1] result_list = [] for idx, _ in enumerate(reportDate): if start_date: if pd.Timestamp(reportDate[idx]) < pd.Timestamp(start_date): continue reportEventDate = get_report_event_date( security_item, report_period=reportDate[idx]) if report_period and not is_same_date(report_period, reportDate[idx]): continue # use report_event_date to filter the reportEventDate before it for not getting future data if report_event_date and pd.Timestamp( report_event_date) < pd.Timestamp(reportEventDate): continue the_json = { "id": '{}_{}'.format(security_item["id"], reportDate[idx]), "reportPeriod": to_time_str(reportDate[idx]), "timestamp": to_time_str(reportEventDate), "reportEventDate": to_time_str(reportEventDate), "securityId": security_item["id"], "code": security_item["code"], # 货币资金 "moneyFunds": to_float(moneyFunds[idx]), # 交易性金融资产 "heldForTradingFinancialAssets": to_float(heldForTradingFinancialAssets[idx]), # 衍生金融资产 "derivative": to_float(derivative[idx]), # 应收票据 "billsReceivable": to_float(billsReceivable[idx]), # 应收账款 "accountsReceivable": to_float(accountsReceivable[idx]), # 预付款项 "prepaidAccounts": to_float(prepaidAccounts[idx]), # 应收利息 "interestReceivable": to_float(interestReceivable[idx]), # 应收股利 "dividendReceivable": to_float(dividendReceivable[idx]), # 其他应收款 "otherReceivables": to_float(otherReceivables[idx]), # 买入返售金融资产 "buyingBackTheSaleOfFinancialAssets": to_float(buyingBackTheSaleOfFinancialAssets[idx]), # 存货 "inventory": to_float(inventory[idx]), # 划分为持有待售的资产 "assetsForSale": to_float(assetsForSale[idx]), # 一年内到期的非流动资产 "nonCurrentAssetsDueWithinOneYear": to_float(nonCurrentAssetsDueWithinOneYear[idx]), # 待摊费用 "unamortizedExpenditures": to_float(unamortizedExpenditures[idx]), # 待处理流动资产损益 "waitDealIntangibleAssetsLossOrIncome": to_float(waitDealIntangibleAssetsLossOrIncome[idx]), # 其他流动资产 "otherCurrentAssets": to_float(otherCurrentAssets[idx]), # 流动资产合计 "totalCurrentAssets": to_float(totalCurrentAssets[idx]), # 非流动资产 # 发放贷款及垫款 "loansAndPaymentsOnBehalf": to_float(loansAndPaymentsOnBehalf[idx]), # 可供出售金融资产 "availableForSaleFinancialAssets": to_float(availableForSaleFinancialAssets[idx]), # 持有至到期投资 "heldToMaturityInvestment": to_float(heldToMaturityInvestment[idx]), # 长期应收款 "longTermReceivables": to_float(longTermReceivables[idx]), # 长期股权投资 "longTermEquityInvestment": to_float(longTermEquityInvestment[idx]), # 投资性房地产 "investmentRealEstate": to_float(investmentRealEstate[idx]), # 固定资产净额 "NetfixedAssets": to_float(NetfixedAssets[idx]), # 在建工程 "constructionInProcess": to_float(constructionInProcess[idx]), # 工程物资 "engineerMaterial": to_float(engineerMaterial[idx]), # 固定资产清理 "fixedAssetsInLiquidation": to_float(fixedAssetsInLiquidation[idx]), # 生产性生物资产 "productiveBiologicalAssets": to_float(productiveBiologicalAssets[idx]), # 公益性生物资产 "nonProfitLivingAssets": to_float(nonProfitLivingAssets[idx]), # 油气资产 "oilAndGasAssets": to_float(oilAndGasAssets[idx]), # 无形资产 "intangibleAssets": to_float(intangibleAssets[idx]), # 开发支出 "developmentExpenditure": to_float(developmentExpenditure[idx]), # 商誉 "goodwill": to_float(goodwill[idx]), # 长期待摊费用 "longTermDeferredExpenses": to_float(longTermDeferredExpenses[idx]), # 递延所得税资产 "deferredIncomeTaxAssets": to_float(deferredIncomeTaxAssets[idx]), # 其他非流动资产 "OtherNonCurrentAssets": to_float(OtherNonCurrentAssets[idx]), # 非流动资产合计 "nonCurrentAssets": to_float(nonCurrentAssets[idx]), # 资产总计 "totalAssets": to_float(totalAssets[idx]), # / *流动负债 * / # 短期借款 "shortTermBorrowing": to_float(shortTermBorrowing[idx]), # 交易性金融负债 "transactionFinancialLiabilities": to_float(transactionFinancialLiabilities[idx]), # 应付票据 "billsPayable": to_float(billsPayable[idx]), # 应付账款 "accountsPayable": to_float(accountsPayable[idx]), # 预收款项 "accountsReceivedInAdvance": to_float(accountsReceivedInAdvance[idx]), # 应付手续费及佣金 "handlingChargesAndCommissionsPayable": to_float(handlingChargesAndCommissionsPayable[idx]), # 应付职工薪酬 "employeeBenefitsPayable": to_float(employeeBenefitsPayable[idx]), # 应交税费 "taxesAndSurchargesPayable": to_float(taxesAndSurchargesPayable[idx]), # 应付利息 "interestPayable": to_float(interestPayable[idx]), # 应付股利 "dividendpayable": to_float(dividendpayable[idx]), # 其他应付款 "otherPayables": to_float(otherPayables[idx]), # 预提费用 "withholdingExpenses": to_float(withholdingExpenses[idx]), # 一年内的递延收益 "deferredIncomeWithinOneYear": to_float(deferredIncomeWithinOneYear[idx]), # 应付短期债券 "shortTermDebenturesPayable": to_float(shortTermDebenturesPayable[idx]), # 一年内到期的非流动负债 "nonCurrentLiabilitiesMaturingWithinOneYear": to_float(nonCurrentLiabilitiesMaturingWithinOneYear[idx]), # 其他流动负债 "otherCurrentLiability": to_float(otherCurrentLiability[idx]), # 流动负债合计 "totalCurrentLiabilities": to_float(totalCurrentLiabilities[idx]), # / *非流动负债 * / # 长期借款 "LongTermBorrowing": to_float(LongTermBorrowing[idx]), # 应付债券 "bondPayable": to_float(bondPayable[idx]), # 长期应付款 "longTermPayables": to_float(longTermPayables[idx]), # 长期应付职工薪酬 "longTermEmployeeBenefitsPayable": to_float(longTermEmployeeBenefitsPayable[idx]), # 专项应付款 "specialPayable": to_float(specialPayable[idx]), # 预计非流动负债 "expectedNonCurrentLiabilities": to_float(expectedNonCurrentLiabilities[idx]), # 递延所得税负债 "deferredIncomeTaxLiabilities": to_float(deferredIncomeTaxLiabilities[idx]), # 长期递延收益 "longTermDeferredRevenue": to_float(longTermDeferredRevenue[idx]), # 其他非流动负债 "otherNonCurrentLiabilities": to_float(otherNonCurrentLiabilities[idx]), # 非流动负债合计 "totalNonCurrentLiabilities": to_float(totalNonCurrentLiabilities[idx]), # 负债合计 "totalLiabilities": to_float(totalLiabilities[idx]), # / *所有者权益 * / # 实收资本(或股本) "totalShareCapital": to_float(totalShareCapital[idx]), # 资本公积 "capitalSurplus": to_float(capitalSurplus[idx]), # 减:库存股 "treasuryStock": to_float(treasuryStock[idx]), # 其他综合收益 "otherComprehensiveIncome": to_float(otherComprehensiveIncome[idx]), # 专项储备 "theSpecialReserve": to_float(theSpecialReserve[idx]), # 盈余公积 "surplusReserves": to_float(surplusReserves[idx]), # 一般风险准备 "generalRiskPreparation": to_float(generalRiskPreparation[idx]), # 未分配利润 "undistributedProfits": to_float(undistributedProfits[idx]), # 归属于母公司股东权益合计(净资产) "bookValue": to_float(bookValue[idx]), # 少数股东权益 "minorityBookValue": to_float(minorityBookValue[idx]), # 所有者权益(或股东权益)合计 "totalBookValue": to_float(totalBookValue[idx]), # 负债和所有者权益(或股东权益)总计 "totalLiabilitiesAndOwnersEquity": to_float(totalLiabilitiesAndOwnersEquity[idx]) } the_data = the_json if return_type == 'doc': the_data = BalanceSheet(meta={'id': the_json['id']}) fill_doc_type(the_data, the_json) if report_period and is_same_date(report_period, reportDate[idx]): return the_data result_list.append(the_data) if result_list: result_list = sorted(result_list, key=lambda x: pd.Timestamp(x['reportPeriod'])) return result_list