parent
b15b89e077
commit
9df91dac94
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@ -0,0 +1,18 @@
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# -*- coding: utf-8 -*-
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"""
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根据现普康票据理赔自动化最小化实现
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功能清单
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https://liubiren.feishu.cn/docx/WFjTdBpzroUjQvxxrNIcKvGnneh?from=from_copylink
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"""
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from decimal import Decimal, ROUND_HALF_UP
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bill_amount = Decimal("1.2223").quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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)
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result = {"票据金额": bill_amount}
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print(result)
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530
票据理赔自动化/main.py
530
票据理赔自动化/main.py
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@ -26,6 +26,7 @@ from zen import ZenDecision, ZenEngine
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from utils.client import Authenticator, HTTPClient
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from utils.client import Authenticator, HTTPClient
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# from utils.ocr import fuzzy_match
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# from utils.ocr import fuzzy_match
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@ -439,9 +440,9 @@ if __name__ == "__main__":
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case (1, _):
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case (1, _):
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image_type = "医疗费用清单"
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image_type = "医疗费用清单"
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case (5, _):
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case (5, _):
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image_type = "门诊收费票据"
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image_type = "医疗门诊收费票据"
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case (3, _):
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case (3, _):
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image_type = "住院收费票据"
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image_type = "医疗住院收费票据"
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case (18, _):
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case (18, _):
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image_type = "理赔申请书"
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image_type = "理赔申请书"
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case _:
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case _:
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@ -632,221 +633,195 @@ if __name__ == "__main__":
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)
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)
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# 若查验为真票或红票则直接整合至赔案档案
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# 若查验为真票或红票则直接整合至赔案档案
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if response.get("status") == 200 and response.get("code") == 10000:
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if response.get("status") == 200 and response.get("code") == 10000:
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pass
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# noinspection PyTypeChecker
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match response["data"]["productCode"]:
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# 若查验为假票或无法查验
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# 增值税发票，目前深圳快瞳支持全电和全电纸质增值税发票查验
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else:
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case "003082":
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if response.get("status") == 400 and (response.get("code") == 10100 or response.get("code") == 10001):
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# noinspection PyTypeChecker
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receipt["查验结果"] = "假票"
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receipt.update({
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else:
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"查验状态": (
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receipt["查验结果"] = "无法查验"
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"真票"
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if response["data"]["details"]["invoiceTypeNo"] == "0"
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else "红票"
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match response["data"]["productCode"]:
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case "003082": # 增值税发票
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extraction = {
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"票据类型": {
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"10108": "数电票",
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"10101": "增值税普通发票",
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"10100": "增值税专用发票",
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"30100": "数电票",
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"30101": "数电票",
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"30104": "增值税专用发票",
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"30105": "数电票",
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"10106": "区块链电子发票",
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"30109": "数电票",
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"30121": "增值税普通发票",
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"10102": "增值税普通发票",
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"10103": "增值税普通发票",
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"10107": "数电票",
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}.get(response["data"]["type"], "其它增值税发票"),
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"票据号码": response["data"]["details"]["number"],
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"票据代码": (
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code
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if (code := response["data"]["details"]["code"])
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else None
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), # 深圳快瞳票据查验中数电票票据代码为空字符，转为NONE
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"开票日期": datetime.strptime(
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response["data"]["details"]["date"], "%Y年%m月%d日"
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).strftime(
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"%Y-%m-%d"
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), # 深圳快瞳票据查验中就增值税发票开票日期格式为%Y年%m月%d日，转为%Y-%m-%d
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"校验码": response["data"]["details"]["check_code"],
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"收款方": response["data"]["details"]["seller"],
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"付款方": response["data"]["details"]["buyer"],
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"票据金额": format(
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Decimal(response["data"]["details"]["total"]).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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),
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".2f",
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"票据号码": response["data"]["details"]["number"],
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),
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"票据代码": (
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"查验状态": (
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response["data"]["details"]["code"]
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"真票"
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if response["data"]["details"]["code"]
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if response["data"]["details"]["invoiceTypeNo"] == "0"
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else None
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else "红票"
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), # 全电发票无发票代码，深圳快瞳票据查验接口中票据代码由空字符转为None
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),
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"开票日期": datetime.strptime(
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"备注": (
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response["data"]["details"]["date"], "%Y年%m月%d日"
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remark
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).strftime(
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if (remark := response["data"]["details"]["remark"])
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"%Y-%m-%d"
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else None
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), # 深圳快瞳票据查验接口中开票日期由字符串（%Y年%m月%d日）转为日期
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), # 深圳快瞳票据查验中增值税发票备注可能为空字符，转为NONE
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"校验码": response["data"]["details"]["check_code"],
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"项目": [
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"开票金额": Decimal(response["data"]["details"]["total"]).quantize(
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{
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Decimal("0.00"),
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"名称": item["name"],
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rounding=ROUND_HALF_UP,
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"规格": (
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), # 深圳快瞳票据查验接口中开票金额由字符串转为Decimal，保留两位小数
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specification
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"姓名": response["data"]["details"]["buyer"],
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if (specification := item["specification"])
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"购药及就医机构": response["data"]["details"]["seller"],
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else None
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"备注": (
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response["data"]["details"]["remark"]
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if response["data"]["details"]["remark"]
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else None
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), # 深圳快瞳票据查验接口中备注由空字符转为None
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"明细层": [
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{
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"名称": item["name"],
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"规格": (
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item["specification"]
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if item["specification"]
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else None
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), # 深圳快瞳票据查验接口中明细规则由空字符转为None
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"单位": (
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item["unit"]
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if item["unit"]
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else None
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), # 深圳快瞳票据查验接口中明细单位由空字符转为None
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"数量": (Decimal(item["quantity"]).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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)
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if item["quantity"]
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else None
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), # 深圳快瞳票据查验接口中明细单位由空字符转为None，若非空字符由字符串转为Decimal，保留两位小数
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"金额": (
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Decimal(item["total"])
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+ Decimal(item["tax"])
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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), # 深圳快瞳票据查验接口中明细金额税额由字符串转为Decimal，保留两位小数，求和
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}
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for item in response["data"]["details"].get("items", [])
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],
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})
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# 门诊/住院收费票据
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case "003081":
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# noinspection PyTypeChecker
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receipt.update({
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"查验状态": (
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"真票"
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if response["data"]["flushedRed"] == "true"
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else "红票"
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),
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"票据号码": response["data"]["billNumber"],
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"票据代码": (
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response["data"]["billCode"]
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if response["data"]["billCode"]
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else None
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), # 部分地区医疗收费票据无发票代码，深圳快瞳票据查验接口中票据代码由空字符转为None
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"开票日期": parse(response["data"][
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"invoiceDate"
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]).strftime(
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"%Y-%m-%d"
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), # 深圳快瞳票据查验接口中开票日期由字符串（%Y-%m-%d）转为日期
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"校验码": response["data"]["checkCode"],
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"票据金额": Decimal(response["data"]["amount"]).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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),
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"单位": unit if (unit := item["unit"]) else None,
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"姓名": response["data"]["payer"],
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"数量": (
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"购药及就医机构": response["data"]["receivablesInstitution"],
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format(
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Decimal(quantity).quantize(
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"医保支付": format(
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Decimal(
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response["data"].get("medicarePay", "0.00")
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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".2f",
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),
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"其它支付": format(
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Decimal(
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response["data"].get("otherPayment", "0.00")
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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".2f",
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),
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"个人自付": format(
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Decimal(
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response["data"].get("personalPay", "0.00")
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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".2f",
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),
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"自付一": format(
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Decimal(
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response["data"].get("self_pay_one", "0.00")
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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".2f",
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), # 深圳快瞳票据查验中就部分地区无自付一
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"自付二": format(
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Decimal(
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response["data"].get("classificationPays", "0.00")
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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".2f",
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), # 深圳快瞳票据查验中就部分地区无自付二
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"个人自费": format(
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Decimal(
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response["data"].get("personalExpense", "0.00")
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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".2f",
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),
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"住院日期": (
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parse(date.split("-")[0]).strftime("%Y-%m-%d")
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if (date := response["data"].get("hospitalizationDate"))
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else None
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), # 深圳快瞳票据查验中就收费票据住院日期格式为%Y%m%d-%Y%m%d，即住院日期-出院日期
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"出院日期": (
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parse(date.split("-")[1]).strftime("%Y-%m-%d")
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if date
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else None
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),
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"医疗机构类型": response["data"]["institutionsType"],
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"项目": [
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{
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"名称": item["itemName"],
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"规格": item[
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"medical_level"
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], # 甲类无自付、乙类有自付、丙类全自付
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"单位": item["unit"],
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"数量": format(
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Decimal(item["number"]).quantize(
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Decimal("0.00"),
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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rounding=ROUND_HALF_UP,
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),
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),
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".2f",
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".2f",
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)
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if (quantity := item["quantity"])
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else None
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),
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"金额": format(
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(
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Decimal(item["total"])
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+ Decimal(item["tax"])
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).quantize(
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Decimal("0.00"),
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rounding=ROUND_HALF_UP,
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),
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),
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".2f",
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"金额": format(
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), # 价税合计
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Decimal(item["totalAmount"]).quantize(
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}
|
Decimal("0.00"),
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for item in response["data"]["details"].get("items", [])
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rounding=ROUND_HALF_UP,
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],
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),
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} # 深圳快瞳票据查验中就部分增值税发票仅可查，数据标准化抛出异常
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".2f",
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return extraction
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),
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|
}
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|
for item in response["data"]["feedetails"]
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],
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})
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|
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|
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|
# 若请求深圳快瞳票据查验接口或解析发生异常，则根据影像件类型请求深圳快瞳增值税发票/收费票据识别接口
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|
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case "003081": # 门诊/住院收费票据
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extraction = {
|
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"票据类型": (
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"门诊收费票据"
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if "门诊" in response["data"]["billName"]
|
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else "住院收费票据"
|
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),
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"票据号码": response["data"]["billNumber"],
|
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"票据代码": response["data"]["billCode"],
|
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"开票日期": response["data"][
|
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"invoiceDate"
|
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], # 深圳快瞳票据查验中就收费票据开票日期格式为%Y-%m-%d
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"校验码": response["data"]["checkCode"],
|
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"收款方": response["data"]["payeeName"],
|
|
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"付款方": response["data"]["payer"],
|
|
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"票据金额": format(
|
|
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Decimal(response["data"]["amount"]).quantize(
|
|
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Decimal("0.00"),
|
|
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rounding=ROUND_HALF_UP,
|
|
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),
|
|
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".2f",
|
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),
|
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"查验状态": {"true": "真票", "false": "红票"}[
|
|
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response["data"]["flushedRed"]
|
|
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],
|
|
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"备注": response["data"].get("remark"),
|
|
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"医保支付": format(
|
|
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Decimal(
|
|
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response["data"].get("medicarePay", "0.00")
|
|
||||||
).quantize(
|
|
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Decimal("0.00"),
|
|
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rounding=ROUND_HALF_UP,
|
|
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),
|
|
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".2f",
|
|
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),
|
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"其它支付": format(
|
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Decimal(
|
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response["data"].get("otherPayment", "0.00")
|
|
||||||
).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
),
|
|
||||||
"个人自付": format(
|
|
||||||
Decimal(
|
|
||||||
response["data"].get("personalPay", "0.00")
|
|
||||||
).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
),
|
|
||||||
"自付一": format(
|
|
||||||
Decimal(
|
|
||||||
response["data"].get("self_pay_one", "0.00")
|
|
||||||
).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
), # 深圳快瞳票据查验中就部分地区无自付一
|
|
||||||
"自付二": format(
|
|
||||||
Decimal(
|
|
||||||
response["data"].get("classificationPays", "0.00")
|
|
||||||
).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
), # 深圳快瞳票据查验中就部分地区无自付二
|
|
||||||
"个人自费": format(
|
|
||||||
Decimal(
|
|
||||||
response["data"].get("personalExpense", "0.00")
|
|
||||||
).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
),
|
|
||||||
"住院日期": (
|
|
||||||
parse(date.split("-")[0]).strftime("%Y-%m-%d")
|
|
||||||
if (date := response["data"].get("hospitalizationDate"))
|
|
||||||
else None
|
|
||||||
), # 深圳快瞳票据查验中就收费票据住院日期格式为%Y%m%d-%Y%m%d，即住院日期-出院日期
|
|
||||||
"出院日期": (
|
|
||||||
parse(date.split("-")[1]).strftime("%Y-%m-%d")
|
|
||||||
if date
|
|
||||||
else None
|
|
||||||
),
|
|
||||||
"医疗机构类型": response["data"]["institutionsType"],
|
|
||||||
"项目": [
|
|
||||||
{
|
|
||||||
"名称": item["itemName"],
|
|
||||||
"规格": item[
|
|
||||||
"medical_level"
|
|
||||||
], # 甲类无自付、乙类有自付、丙类全自付
|
|
||||||
"单位": item["unit"],
|
|
||||||
"数量": format(
|
|
||||||
Decimal(item["number"]).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
),
|
|
||||||
"金额": format(
|
|
||||||
Decimal(item["totalAmount"]).quantize(
|
|
||||||
Decimal("0.00"),
|
|
||||||
rounding=ROUND_HALF_UP,
|
|
||||||
),
|
|
||||||
".2f",
|
|
||||||
),
|
|
||||||
}
|
|
||||||
for item in response["data"]["feedetails"]
|
|
||||||
],
|
|
||||||
}
|
|
||||||
return extraction
|
|
||||||
# 若请求深圳快瞳票据查验接口或解析发生异常，则根据影像件类型请求深圳快瞳增值税发票/收费票据识别接口
|
|
||||||
except:
|
|
||||||
# 影像件类型
|
# 影像件类型
|
||||||
image_type = kwargs.get("image_type", globals()["image_type"])
|
image_type = kwargs.get("image_type", globals()["image_type"])
|
||||||
if image_type is None:
|
if image_type is None:
|
||||||
|
|
@ -870,11 +845,11 @@ if __name__ == "__main__":
|
||||||
guid=hashlib.md5((url + image_guid).encode("utf-8"))
|
guid=hashlib.md5((url + image_guid).encode("utf-8"))
|
||||||
.hexdigest()
|
.hexdigest()
|
||||||
.upper(),
|
.upper(),
|
||||||
)
|
)
|
||||||
# 若深圳快瞳增值税发票识别响应非成功则返回NONE
|
# 若深圳快瞳增值税发票识别响应非成功则返回None
|
||||||
if not (
|
if not (
|
||||||
response.get("status") == 200
|
response.get("status") == 200
|
||||||
and response.get("code") == 0
|
and response.get("code") == 0
|
||||||
):
|
):
|
||||||
return None
|
return None
|
||||||
|
|
||||||
|
|
@ -941,7 +916,7 @@ if __name__ == "__main__":
|
||||||
),
|
),
|
||||||
"金额": format(
|
"金额": format(
|
||||||
(
|
(
|
||||||
Decimal(amount) + Decimal(tax)
|
Decimal(amount) + Decimal(tax)
|
||||||
).quantize(
|
).quantize(
|
||||||
Decimal("0.00"),
|
Decimal("0.00"),
|
||||||
rounding=ROUND_HALF_UP,
|
rounding=ROUND_HALF_UP,
|
||||||
|
|
@ -950,55 +925,55 @@ if __name__ == "__main__":
|
||||||
),
|
),
|
||||||
}
|
}
|
||||||
for name, specification, unit, quantity, amount, tax in zip(
|
for name, specification, unit, quantity, amount, tax in zip(
|
||||||
[
|
[
|
||||||
component["value"]
|
component["value"]
|
||||||
for component in response["data"]
|
for component in response["data"]
|
||||||
if re.match(
|
if re.match(
|
||||||
r"^项目名称(\d+)?$",
|
r"^项目名称(\d+)?$",
|
||||||
component["desc"],
|
component["desc"],
|
||||||
)
|
|
||||||
],
|
|
||||||
[
|
|
||||||
component["value"]
|
|
||||||
for component in response["data"]
|
|
||||||
if re.match(
|
|
||||||
r"^规格型号(\d+)?$",
|
|
||||||
component["desc"],
|
|
||||||
)
|
|
||||||
],
|
|
||||||
[
|
|
||||||
component["value"]
|
|
||||||
for component in response["data"]
|
|
||||||
if re.match(
|
|
||||||
r"^单位(\d+)?$",
|
|
||||||
component["desc"],
|
|
||||||
)
|
|
||||||
],
|
|
||||||
[
|
|
||||||
component["value"]
|
|
||||||
for component in response["data"]
|
|
||||||
if re.match(
|
|
||||||
r"^数量(\d+)?$",
|
|
||||||
component["desc"],
|
|
||||||
)
|
|
||||||
],
|
|
||||||
[
|
|
||||||
component["value"]
|
|
||||||
for component in response["data"]
|
|
||||||
if re.match(
|
|
||||||
r"^金额(\d+)?$",
|
|
||||||
component["desc"],
|
|
||||||
)
|
|
||||||
],
|
|
||||||
[
|
|
||||||
component["value"]
|
|
||||||
for component in response["data"]
|
|
||||||
if re.match(
|
|
||||||
r"^税额(\d+)?$",
|
|
||||||
component["desc"],
|
|
||||||
)
|
|
||||||
],
|
|
||||||
)
|
)
|
||||||
|
],
|
||||||
|
[
|
||||||
|
component["value"]
|
||||||
|
for component in response["data"]
|
||||||
|
if re.match(
|
||||||
|
r"^规格型号(\d+)?$",
|
||||||
|
component["desc"],
|
||||||
|
)
|
||||||
|
],
|
||||||
|
[
|
||||||
|
component["value"]
|
||||||
|
for component in response["data"]
|
||||||
|
if re.match(
|
||||||
|
r"^单位(\d+)?$",
|
||||||
|
component["desc"],
|
||||||
|
)
|
||||||
|
],
|
||||||
|
[
|
||||||
|
component["value"]
|
||||||
|
for component in response["data"]
|
||||||
|
if re.match(
|
||||||
|
r"^数量(\d+)?$",
|
||||||
|
component["desc"],
|
||||||
|
)
|
||||||
|
],
|
||||||
|
[
|
||||||
|
component["value"]
|
||||||
|
for component in response["data"]
|
||||||
|
if re.match(
|
||||||
|
r"^金额(\d+)?$",
|
||||||
|
component["desc"],
|
||||||
|
)
|
||||||
|
],
|
||||||
|
[
|
||||||
|
component["value"]
|
||||||
|
for component in response["data"]
|
||||||
|
if re.match(
|
||||||
|
r"^税额(\d+)?$",
|
||||||
|
component["desc"],
|
||||||
|
)
|
||||||
|
],
|
||||||
|
)
|
||||||
]
|
]
|
||||||
if invoice_type == "电子发票(普通发票)"
|
if invoice_type == "电子发票(普通发票)"
|
||||||
else [
|
else [
|
||||||
|
|
@ -1024,31 +999,41 @@ if __name__ == "__main__":
|
||||||
component["value"]
|
component["value"]
|
||||||
for component in response["data"]
|
for component in response["data"]
|
||||||
if re.match(
|
if re.match(
|
||||||
r"^项目名称明细(\d+)?$",
|
r"^项目名称明细(\d+)?$",
|
||||||
component["desc"],
|
component["desc"],
|
||||||
)
|
)
|
||||||
],
|
],
|
||||||
[
|
[
|
||||||
component["value"]
|
component["value"]
|
||||||
for component in response["data"]
|
for component in response["data"]
|
||||||
if re.match(
|
if re.match(
|
||||||
r"^项目数量明细(\d+)?$",
|
r"^项目数量明细(\d+)?$",
|
||||||
component["desc"],
|
component["desc"],
|
||||||
)
|
)
|
||||||
],
|
],
|
||||||
[
|
[
|
||||||
component["value"]
|
component["value"]
|
||||||
for component in response["data"]
|
for component in response["data"]
|
||||||
if re.match(
|
if re.match(
|
||||||
r"^项目金额明细(\d+)?$",
|
r"^项目金额明细(\d+)?$",
|
||||||
component["desc"],
|
component["desc"],
|
||||||
)
|
)
|
||||||
],
|
],
|
||||||
)
|
)
|
||||||
]
|
]
|
||||||
),
|
),
|
||||||
"查验状态": "无法查验",
|
"查验状态": "无法查验",
|
||||||
}
|
}
|
||||||
|
|
||||||
|
# 若查验为假票或无法查验
|
||||||
|
else:
|
||||||
|
if response.get("status") == 400 and (response.get("code") == 10100 or response.get("code") == 10001):
|
||||||
|
receipt["查验结果"] = "假票"
|
||||||
|
else:
|
||||||
|
receipt["查验结果"] = "无法查验"
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
return extraction
|
return extraction
|
||||||
except:
|
except:
|
||||||
return None
|
return None
|
||||||
|
|
@ -1307,7 +1292,7 @@ if __name__ == "__main__":
|
||||||
# 银行卡识别并整合至赔案档案
|
# 银行卡识别并整合至赔案档案
|
||||||
bankcard_recognize(image_guid, image_format, image_base64)
|
bankcard_recognize(image_guid, image_format, image_base64)
|
||||||
# TODO: 暂仅支持增值税发票识别和购药及就医类型为药店购药整合至赔案档案，后续逐步添加
|
# TODO: 暂仅支持增值税发票识别和购药及就医类型为药店购药整合至赔案档案，后续逐步添加
|
||||||
case "增值税发票" | "门诊收费票据" | "住院收费票据":
|
case "增值税发票" | "医疗门诊收费票据" | "医疗住院收费票据":
|
||||||
# 票据识别并整合至赔案档案
|
# 票据识别并整合至赔案档案
|
||||||
receipt_recognize(image_guid, image_format, image_base64, image_type)
|
receipt_recognize(image_guid, image_format, image_base64, image_type)
|
||||||
|
|
||||||
|
|
@ -1373,7 +1358,6 @@ if __name__ == "__main__":
|
||||||
image_index, image_guid, image_format, image_base64, insurance_branch, image_type
|
image_index, image_guid, image_format, image_base64, insurance_branch, image_type
|
||||||
)
|
)
|
||||||
|
|
||||||
|
|
||||||
"""
|
"""
|
||||||
|
|
||||||
|
|
||||||
|
|
|
||||||
221
票据理赔自动化/test.py
221
票据理赔自动化/test.py
|
|
@ -1,221 +0,0 @@
|
||||||
# -*- coding: utf-8 -*-
|
|
||||||
|
|
||||||
import json
|
|
||||||
import re
|
|
||||||
from csv import DictReader, DictWriter
|
|
||||||
from pathlib import Path
|
|
||||||
from typing import List, Dict
|
|
||||||
|
|
||||||
import torch
|
|
||||||
from transformers import BertTokenizerFast, BertForTokenClassification
|
|
||||||
|
|
||||||
|
|
||||||
# 命名实体识别
|
|
||||||
class NER:
|
|
||||||
def __init__(self):
|
|
||||||
# 实体标签映射
|
|
||||||
self.label_map = {
|
|
||||||
0: "O", # 非药品命名实体
|
|
||||||
1: "B-DRUG", # 药品命名实体-开始
|
|
||||||
2: "I-DRUG", # 药品命名实体-中间
|
|
||||||
}
|
|
||||||
|
|
||||||
# 加载预训练分词器
|
|
||||||
self.tokenizer = BertTokenizerFast.from_pretrained(
|
|
||||||
pretrained_model_name_or_path=Path("./models/bert-base-chinese").resolve()
|
|
||||||
)
|
|
||||||
|
|
||||||
# 加载预训练模型
|
|
||||||
self.model = BertForTokenClassification.from_pretrained(
|
|
||||||
pretrained_model_name_or_path=Path("./models/bert-base-chinese").resolve(),
|
|
||||||
)
|
|
||||||
|
|
||||||
# 设置模型为预测模式
|
|
||||||
self.model.eval()
|
|
||||||
|
|
||||||
def recognize_drugs(self, text: str) -> List[Dict]:
|
|
||||||
"""识别药品命名实体"""
|
|
||||||
|
|
||||||
if not text.strip():
|
|
||||||
return []
|
|
||||||
|
|
||||||
# 分词编码
|
|
||||||
inputs = self.tokenizer(
|
|
||||||
text,
|
|
||||||
return_tensors="pt",
|
|
||||||
padding=True,
|
|
||||||
truncation=True,
|
|
||||||
return_offsets_mapping=True,
|
|
||||||
)
|
|
||||||
|
|
||||||
# TOKEN于文本中起止位置
|
|
||||||
offset_mapping = inputs.pop("offset_mapping")[0].cpu().numpy()
|
|
||||||
|
|
||||||
with torch.no_grad():
|
|
||||||
# 模型预测
|
|
||||||
outputs = self.model(**inputs)
|
|
||||||
# 获取TOKEN预测标签
|
|
||||||
predictions = torch.argmax(outputs.logits, dim=2)
|
|
||||||
|
|
||||||
entities = []
|
|
||||||
current_entity = None
|
|
||||||
|
|
||||||
# 遍历所有TOKEN、预测标签索引和起止索引
|
|
||||||
for token, offset, label_id in zip(
|
|
||||||
self.tokenizer.convert_ids_to_tokens(inputs["input_ids"][0]),
|
|
||||||
offset_mapping,
|
|
||||||
predictions[0].cpu().numpy(),
|
|
||||||
):
|
|
||||||
print(label_id)
|
|
||||||
continue
|
|
||||||
|
|
||||||
# 映射TOKEN标签
|
|
||||||
label = self.label_map.get(label_id, "O")
|
|
||||||
|
|
||||||
# 若遇到特殊TOKEN则跳过
|
|
||||||
if (
|
|
||||||
token in ["[CLS]", "[SEP]", "[PAD]"]
|
|
||||||
or offset[0] == 0
|
|
||||||
and offset[1] == 0
|
|
||||||
):
|
|
||||||
continue
|
|
||||||
|
|
||||||
if label == "B-DRUG":
|
|
||||||
if current_entity:
|
|
||||||
self._combine_tokens(current_entity, text)
|
|
||||||
entities.append(current_entity)
|
|
||||||
|
|
||||||
current_entity = {
|
|
||||||
"start": offset[0],
|
|
||||||
"end": offset[1],
|
|
||||||
"tokens": [token],
|
|
||||||
"offsets": [offset],
|
|
||||||
"type": label,
|
|
||||||
}
|
|
||||||
|
|
||||||
elif label == "I-DRUG":
|
|
||||||
if current_entity:
|
|
||||||
if offset[0] == current_entity["end"]:
|
|
||||||
current_entity["end"] = offset[1]
|
|
||||||
current_entity["tokens"].append(token)
|
|
||||||
current_entity["offsets"].append(offset)
|
|
||||||
else:
|
|
||||||
self._combine_tokens(current_entity, text)
|
|
||||||
entities.append(current_entity)
|
|
||||||
current_entity = {
|
|
||||||
"start": offset[0],
|
|
||||||
"end": offset[1],
|
|
||||||
"tokens": [token],
|
|
||||||
"offsets": [offset],
|
|
||||||
"type": label,
|
|
||||||
}
|
|
||||||
|
|
||||||
else:
|
|
||||||
if current_entity:
|
|
||||||
self._combine_tokens(current_entity, text)
|
|
||||||
entities.append(current_entity)
|
|
||||||
current_entity = None
|
|
||||||
|
|
||||||
if current_entity:
|
|
||||||
self._combine_tokens(current_entity, text)
|
|
||||||
entities.append(current_entity)
|
|
||||||
|
|
||||||
return entities
|
|
||||||
|
|
||||||
@staticmethod
|
|
||||||
def _combine_tokens(current_entity: Dict, text: str):
|
|
||||||
"""合并TOKEN"""
|
|
||||||
|
|
||||||
# 从文本中提取命名实体文本
|
|
||||||
current_entity["text"] = text[current_entity["start"] : current_entity["end"]]
|
|
||||||
|
|
||||||
|
|
||||||
"""
|
|
||||||
|
|
||||||
# 使用示例（需要训练好的模型）
|
|
||||||
dl_ner = NER()
|
|
||||||
text = "患者需要硫酸吗啡缓释片治疗癌症疼痛"
|
|
||||||
entities = dl_ner.recognize_drugs(text)
|
|
||||||
print(entities)
|
|
||||||
|
|
||||||
exit()
|
|
||||||
|
|
||||||
"""
|
|
||||||
|
|
||||||
|
|
||||||
def drug_extraction(text) -> tuple[str, str | None]:
|
|
||||||
"""药品数据提取"""
|
|
||||||
|
|
||||||
# 正则匹配两个“*”之间内容作为药品类别，第二个“*”之后内容作为药品名称。
|
|
||||||
if match := re.match(
|
|
||||||
pattern=r"\*(?P<drug_type>.*?)\*(?P<drug_name>.*)",
|
|
||||||
string=(text := text.strip()),
|
|
||||||
):
|
|
||||||
# 药品类别
|
|
||||||
drug_type = match.group("drug_type").strip()
|
|
||||||
|
|
||||||
# 药品名称
|
|
||||||
drug_name = (
|
|
||||||
match.group("drug_name")
|
|
||||||
.upper() # 小写转大写
|
|
||||||
.replace("(", " ")
|
|
||||||
.replace(")", " ")
|
|
||||||
.replace("（", " ")
|
|
||||||
.replace("）", " ")
|
|
||||||
.replace("[", " ")
|
|
||||||
.replace("]", " ")
|
|
||||||
.replace("【", " ")
|
|
||||||
.replace("】", " ")
|
|
||||||
.replace(":", " ")
|
|
||||||
.replace("：", " ")
|
|
||||||
.replace(",", " ")
|
|
||||||
.replace("，", " ")
|
|
||||||
.replace("·", " ")
|
|
||||||
.replace("`", " ")
|
|
||||||
.replace("@", " ")
|
|
||||||
.replace("#", " ")
|
|
||||||
.replace("*", " ")
|
|
||||||
.replace("/", " ") # 就指定符号替换为空格
|
|
||||||
.strip()
|
|
||||||
)
|
|
||||||
|
|
||||||
# 就药品名称中多个空格替换为一个空格
|
|
||||||
drug_name = re.sub(pattern=r"\s+", repl=" ", string=drug_name)
|
|
||||||
|
|
||||||
for section in drug_name.split(" "):
|
|
||||||
print(section)
|
|
||||||
|
|
||||||
# 若匹配失败则药品类型默认为文本、药品名称默认为None
|
|
||||||
else:
|
|
||||||
drug_type, drug_name = text, None
|
|
||||||
|
|
||||||
return drug_type, drug_name
|
|
||||||
|
|
||||||
|
|
||||||
dataframe = []
|
|
||||||
|
|
||||||
# 就票据查验结果和疾病对应关系进行数据清洗（暂仅考虑增值税发票且为真票）
|
|
||||||
with open("票据查验结果和疾病对应关系.csv", "r", encoding="utf-8") as file:
|
|
||||||
for row in DictReader(file):
|
|
||||||
try:
|
|
||||||
disease = row["疾病"]
|
|
||||||
|
|
||||||
response = json.loads(row["票据查验结果"])
|
|
||||||
|
|
||||||
# 遍历项目
|
|
||||||
for item in response["data"]["details"]["items"]:
|
|
||||||
|
|
||||||
name = item["name"]
|
|
||||||
|
|
||||||
drug_extraction(name)
|
|
||||||
|
|
||||||
exit()
|
|
||||||
|
|
||||||
except Exception as e:
|
|
||||||
print(e)
|
|
||||||
exit()
|
|
||||||
|
|
||||||
with open("1.csv", "w", newline="", encoding="utf-8") as file:
|
|
||||||
writer = DictWriter(file, fieldnames=dataframe[0].keys())
|
|
||||||
writer.writeheader()
|
|
||||||
writer.writerows(dataframe)
|
|
||||||
Loading…
Reference in New Issue