ASJServer/AdminController/dataSystemManagement/ServiceDataController.py

# -*- encoding: utf-8 -*-
"""
@File    : UserDataController.py
@Time    : 2022/8/16 10:44
@Author  : peng
@Email   : zhangdongming@asj6.wecom.work
@Software: PyCharm
"""

from django.db.models import Q, Count, Sum
from django.views.generic.base import View
from Ansjer.config import DEVICE_TYPE
import datetime
import requests

from Model.models import Order_Model, CountryModel, Device_Info, DeviceTypeModel
from Service.CommonService import CommonService


# 服务数据
class ServiceDataView(View):

    def get(self, request, *args, **kwargs):
        request.encoding = 'utf-8'
        operation = kwargs.get('operation')
        return self.validation(request.GET, request, operation)

    def post(self, request, *args, **kwargs):
        request.encoding = 'utf-8'
        operation = kwargs.get('operation')
        return self.validation(request.POST, request, operation)

    def validation(self, request_dict, request, operation):
        token_code, user_id, response = CommonService.verify_token_get_user_id(request_dict, request)
        if token_code != 0:
            return response.json(token_code)
        if operation == 'payOrder':  # 查询付费订单数据
            return self.query_pay_order(request_dict, response)
        elif operation == 'freeOrder':  # 查询免费订单数据
            return self.query_free_order(request_dict, response)
        elif operation == 'firstPayOrder':  # 查询首次付费订单数据
            return self.query_first_pay_order(request_dict, response)
        elif operation == 'repeatPayOrder':  # 查询复购订单数据
            return self.query_repeat_pay_order(request_dict, response)
        elif operation == 'global/payOrder':  # 查询付费订单数据
            return self.query_global_pay_order(request, request_dict, response)
        elif operation == 'global/freeOrder':  # 查询免费订单数据
            return self.query_global_free_order(request, request_dict, response)
        elif operation == 'global/firstPayOrder':  # 查询首次付费订单数据
            return self.query_global_first_pay_order(request, request_dict, response)
        elif operation == 'global/repeatPayOrder':  # 查询复购订单数据
            return self.query_global_repeat_pay_order(request, request_dict, response)
        else:
            return response.json(414)

    @classmethod
    def query_pay_order(cls, request_dict, response):
        """
        查询付费订单数据
        @param request_dict:请求参数
        @request_dict startTime:开始时间
        @request_dict endTime:结束时间
        @request_dict timeUnit:时间单位
        @request_dict storeMealType:套餐类型
        @request_dict lang:套餐语言
        @param response:响应对象
        @return:
        """
        start_time = request_dict.get('startTime', None)
        end_time = request_dict.get('endTime', None)
        time_unit = request_dict.get('timeUnit', None)
        store_meal_type = request_dict.get('storeMealType', None)
        lang = request_dict.get('lang', 'cn')
        if not all([start_time, end_time, time_unit, store_meal_type]):
            return response.json(444, {'error param': 'startTime or endTime or timeUnit or storeMealType'})
        try:
            order_qs = Order_Model.objects.filter(order_type=store_meal_type, status=1,
                                                  addTime__range=(start_time, end_time)).filter(~Q(price='0.00'))
            count = order_qs.count()
            total = order_qs.aggregate(total=Sum('price'))['total']
            start_time = datetime.datetime.fromtimestamp(int(start_time))
            end_time = datetime.datetime.fromtimestamp(int(end_time))
            time_list = CommonService.cutting_time(start_time, end_time, time_unit)

            # 订单数量统计
            order_list = []
            for item in time_list:
                order_temp_qs = order_qs.filter(addTime__range=item)
                if order_temp_qs.exists():
                    order_dict = {
                        'count': order_temp_qs.count(),
                        'startTime': item[0],
                        'endTime': item[1]
                    }
                    order_list.append(order_dict)

            # 区域订单统计
            region_list = []
            region_qs = order_qs.values('userID__region_country').annotate(count=Count('UID')).order_by('-count')
            for item in region_qs:
                country_id = item['userID__region_country']
                country_qs = CountryModel.objects.filter(id=country_id).values('country_name')
                country_name = country_qs[0]['country_name'] if country_qs.exists() else '未知区域'
                rate = round(item['count'] / count * 100, 2)
                region_dict = {
                    'countryName': country_name,
                    'count': item['count'],
                    'rate': rate
                }
                region_list.append(region_dict)

            # 设备类型订单统计
            device_type_list = []
            device_type_qs = order_qs.values('UID').annotate(count=Count('UID')).order_by('count')
            uid_list = []
            uid_type_dict = {}
            for item in device_type_qs:
                uid_list.append(item['UID'])
                device_temp_qs = Device_Info.objects.filter(UID=item['UID']).values('Type')
                if device_temp_qs.exists():
                    if device_temp_qs[0]['Type'] not in uid_type_dict:
                        uid_type_dict[device_temp_qs[0]['Type']] = []
                    uid_type_dict[device_temp_qs[0]['Type']].append(item['UID'])
            device_count = len(set(uid_list))
            device_qs = Device_Info.objects.filter(UID__in=uid_list).values('Type').annotate(
                count=Count('Type', distinct=True)).order_by('-count')
            for item in device_qs:
                type_name = DEVICE_TYPE.get(item['Type'], '未知类型')
                type_name = type_name if type_name != 'UNKOWN' else '未知类型'
                type_rate = round(item['count'] / device_count * 100, 2)
                temp_total = order_qs.filter(UID__in=uid_type_dict[item['Type']]).aggregate(total=Sum('price'))['total']
                total_rate = round(temp_total / total * 100, 2)
                device_temp_qs = {
                    'typeName': type_name,
                    'count': item['count'],
                    'typeRate': type_rate,
                    'totalMoney': temp_total,
                    'totalRate': total_rate
                }
                device_type_list.append(device_temp_qs)

            # 套餐订单统计
            store_meal_list = []
            store_meal_qs = order_qs.values('rank').annotate(count=Count('rank')).order_by('-count').filter(
                rank__lang__lang=lang).values('rank', 'count', 'rank__lang__content')
            for item in store_meal_qs:
                rate = round(item['count'] / count * 100, 2)
                store_meal_dict = {
                    'storeMealId': item['rank'],
                    'count': item['count'],
                    'storeMealName': item['rank__lang__content'],
                    'rate': rate
                }
                store_meal_list.append(store_meal_dict)
            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
                'storeMeal': store_meal_list,
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_free_order(cls, request_dict, response):
        """
        查询免费订单数据
        @param request_dict:请求参数
        @request_dict startTime:开始时间
        @request_dict endTime:结束时间
        @request_dict timeUnit:时间单位
        @request_dict storeMealType:套餐类型
        @param response:响应对象
        @return:
        """
        start_time = request_dict.get('startTime', None)
        end_time = request_dict.get('endTime', None)
        time_unit = request_dict.get('timeUnit', None)
        store_meal_type = request_dict.get('storeMealType', None)
        if not all([start_time, end_time, time_unit, store_meal_type]):
            return response.json(444, {'error param': 'startTime or endTime or timeUnit or storeMealType'})
        try:
            order_qs = Order_Model.objects.filter(order_type=store_meal_type, status=1,
                                                  addTime__range=(start_time, end_time)).filter(Q(price='0.00'))
            count = order_qs.count()
            start_time = datetime.datetime.fromtimestamp(int(start_time))
            end_time = datetime.datetime.fromtimestamp(int(end_time))
            time_list = CommonService.cutting_time(start_time, end_time, time_unit)

            # 订单数量统计
            order_list = []
            for item in time_list:
                order_temp_qs = order_qs.filter(addTime__range=item)
                if order_temp_qs.exists():
                    order_dict = {
                        'count': order_temp_qs.count(),
                        'startTime': item[0],
                        'endTime': item[1]
                    }
                    order_list.append(order_dict)

            # 区域订单统计
            region_list = []
            region_qs = order_qs.values('userID__region_country').annotate(count=Count('UID')).order_by('-count')
            for item in region_qs:
                country_id = item['userID__region_country']
                country_qs = CountryModel.objects.filter(id=country_id).values('country_name')
                country_name = country_qs[0]['country_name'] if country_qs.exists() else '未知区域'
                rate = round(item['count'] / count * 100, 2)
                region_dict = {
                    'countryName': country_name,
                    'count': item['count'],
                    'rate': rate
                }
                region_list.append(region_dict)

            # 设备类型订单统计
            device_type_list = []
            device_type_qs = order_qs.values('UID').annotate(count=Count('UID')).order_by('count')
            uid_list = []
            for item in device_type_qs:
                uid_list.append(item['UID'])
            device_count = len(set(uid_list))
            device_qs = Device_Info.objects.filter(UID__in=uid_list).values('Type').annotate(
                count=Count('Type', distinct=True)).order_by('-count')
            for item in device_qs:
                type_name = DEVICE_TYPE.get(item['Type'], '未知类型')
                type_name = type_name if type_name != 'UNKOWN' else '未知类型'
                type_rate = round(item['count'] / device_count * 100, 2)
                device_temp_qs = {
                    'typeName': type_name,
                    'count': item['count'],
                    'typeRate': type_rate,
                }
                device_type_list.append(device_temp_qs)

            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_first_pay_order(cls, request_dict, response):
        """
        查询首次付费订单数据
        @param request_dict:请求参数
        @request_dict startTime:开始时间
        @request_dict endTime:结束时间
        @request_dict timeUnit:时间单位
        @request_dict storeMealType:套餐类型
        @param response:响应对象
        @return:
        """
        start_time = request_dict.get('startTime', None)
        end_time = request_dict.get('endTime', None)
        time_unit = request_dict.get('timeUnit', None)
        store_meal_type = request_dict.get('storeMealType', None)
        if not all([start_time, end_time, time_unit, store_meal_type]):
            return response.json(444, {'error param': 'startTime or endTime or timeUnit or storeMealType'})
        try:
            order_gte_start_time_qs = Order_Model.objects.filter(order_type=store_meal_type, status=1,
                                                                 addTime__lte=start_time).filter(~Q(price='0.00'))
            uid_list = []
            for item in order_gte_start_time_qs:
                uid_list.append(item.UID)
            order_qs = Order_Model.objects.filter(order_type=store_meal_type, status=1,
                                                  addTime__range=(start_time, end_time)).filter(~Q(price='0.00'),
                                                                                                ~Q(UID__in=uid_list))
            count = order_qs.count()
            start_time = datetime.datetime.fromtimestamp(int(start_time))
            end_time = datetime.datetime.fromtimestamp(int(end_time))
            time_list = CommonService.cutting_time(start_time, end_time, time_unit)

            # 订单数量统计
            order_list = []
            for item in time_list:
                order_temp_qs = order_qs.filter(addTime__range=item)
                if order_temp_qs.exists():
                    order_dict = {
                        'count': order_temp_qs.count(),
                        'startTime': item[0],
                        'endTime': item[1]
                    }
                    order_list.append(order_dict)

            # 区域订单统计
            region_list = []
            region_qs = order_qs.values('userID__region_country').annotate(count=Count('UID')).order_by('-count')
            for item in region_qs:
                country_id = item['userID__region_country']
                country_qs = CountryModel.objects.filter(id=country_id).values('country_name')
                country_name = country_qs[0]['country_name'] if country_qs.exists() else '未知区域'
                rate = round(item['count'] / count * 100, 2)
                region_dict = {
                    'countryName': country_name,
                    'count': item['count'],
                    'rate': rate
                }
                region_list.append(region_dict)

            # 设备类型订单统计
            device_type_list = []
            device_type_qs = order_qs.values('UID').annotate(count=Count('UID')).order_by('count')
            uid_list = []
            for item in device_type_qs:
                uid_list.append(item['UID'])
            device_count = len(set(uid_list))
            device_qs = Device_Info.objects.filter(UID__in=uid_list).values('Type').annotate(
                count=Count('Type', distinct=True)).order_by('-count')
            for item in device_qs:
                type_name = DEVICE_TYPE.get(item['Type'], '未知类型')
                type_name = type_name if type_name != 'UNKOWN' else '未知类型'
                type_rate = round(item['count'] / device_count * 100, 2)
                device_temp_qs = {
                    'typeName': type_name,
                    'count': item['count'],
                    'typeRate': type_rate,
                }
                device_type_list.append(device_temp_qs)

            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_repeat_pay_order(cls, request_dict, response):
        """
        查询复购订单数据
        @param request_dict:请求参数
        @request_dict startTime:开始时间
        @request_dict endTime:结束时间
        @request_dict timeUnit:时间单位
        @request_dict storeMealType:套餐类型
        @param response:响应对象
        @return:
        """
        start_time = request_dict.get('startTime', None)
        end_time = request_dict.get('endTime', None)
        time_unit = request_dict.get('timeUnit', None)
        store_meal_type = request_dict.get('storeMealType', None)
        if not all([start_time, end_time, time_unit, store_meal_type]):
            return response.json(444, {'error param': 'startTime or endTime or timeUnit or storeMealType'})
        try:
            order_gte_start_time_qs = Order_Model.objects.filter(order_type=store_meal_type, status=1,
                                                                 addTime__lte=start_time).filter(~Q(price='0.00'))
            uid_list = []
            for item in order_gte_start_time_qs:
                uid_list.append(item.UID)
            order_qs = Order_Model.objects.filter(order_type=store_meal_type, status=1,
                                                  addTime__range=(start_time, end_time)).filter(~Q(price='0.00'))
            total = order_qs.count()

            # 订单复购率
            order_qs = order_qs.filter(Q(UID__in=uid_list))
            count = order_qs.count()
            repeat_rate = round(count / total * 100, 2)

            start_time = datetime.datetime.fromtimestamp(int(start_time))
            end_time = datetime.datetime.fromtimestamp(int(end_time))
            time_list = CommonService.cutting_time(start_time, end_time, time_unit)
            # 订单数量统计
            order_list = []
            for item in time_list:
                order_temp_qs = order_qs.filter(addTime__range=item)
                if order_temp_qs.exists():
                    order_dict = {
                        'count': order_temp_qs.count(),
                        'startTime': item[0],
                        'endTime': item[1]
                    }
                    order_list.append(order_dict)

            # 区域订单统计
            region_list = []
            region_qs = order_qs.values('userID__region_country').annotate(count=Count('UID')).order_by('-count')
            for item in region_qs:
                country_id = item['userID__region_country']
                country_qs = CountryModel.objects.filter(id=country_id).values('country_name')
                country_name = country_qs[0]['country_name'] if country_qs.exists() else '未知区域'
                rate = round(item['count'] / count * 100, 2)
                region_dict = {
                    'countryName': country_name,
                    'count': item['count'],
                    'rate': rate
                }
                region_list.append(region_dict)

            # 设备类型订单统计
            device_type_list = []
            device_type_qs = order_qs.values('UID').annotate(count=Count('UID')).order_by('count')
            uid_list = []
            for item in device_type_qs:
                uid_list.append(item['UID'])
            device_count = len(set(uid_list))
            device_qs = Device_Info.objects.filter(UID__in=uid_list).values('Type').annotate(
                count=Count('Type', distinct=True)).order_by('-count')
            for item in device_qs:
                type_name = DEVICE_TYPE.get(item['Type'], '未知类型')
                type_name = type_name if type_name != 'UNKOWN' else '未知类型'
                type_rate = round(item['count'] / device_count * 100, 2)
                device_temp_qs = {
                    'typeName': type_name,
                    'count': item['count'],
                    'typeRate': type_rate,
                }
                device_type_list.append(device_temp_qs)

            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
                'repeatRate': repeat_rate,
                'repeatCount': count,
                'orderCount': total
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_global_pay_order(cls, request, request_dict, response):
        """
        查询全球付费订单数据
        @param request:请求
        @param request_dict:请求参数
        @param response:响应对象
        @return:
        """
        url_list = CommonService.get_domain_name()
        try:
            headers = {
                'Authorization': request.META.get('HTTP_AUTHORIZATION')
            }
            order_list = []
            region_list = []
            region_count = 0
            device_type_list = []
            device_type_count = 0
            device_type_total = 0
            store_meal_list = []
            store_meal_count = 0
            for url in url_list:
                url = url + request.path.replace('global/', '')
                res = requests.get(url=url, params=request_dict, headers=headers)
                result = res.json()
                if result['result_code'] == 0:
                    # 处理订单
                    for item in result['result']['orders']:
                        flag = 0
                        for each in order_list:
                            if each['startTime'] == item['startTime'] and each['endTime'] == item['endTime']:
                                each['count'] += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            order_list.append(item)
                    # 处理地区
                    for item in result['result']['regions']:
                        flag = 0
                        for each in region_list:
                            if each['countryName'] == item['countryName']:
                                each['count'] += int(item['count'])
                                region_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            region_list.append(item)
                            region_count += int(item['count'])
                    for item in region_list:
                        rate = round(item['count'] / region_count * 100, 2)
                        item['rate'] = rate
                    # 处理设备类型
                    for item in result['result']['deviceType']:
                        flag = 0
                        for each in device_type_list:
                            if each['typeName'] == item['typeName']:
                                each['count'] += int(item['count'])
                                item['totalMoney'] += item['totalMoney']
                                device_type_count += int(item['count'])
                                device_type_total += item['totalMoney']
                                flag = 1
                                break
                        if flag == 0:
                            device_type_list.append(item)
                            device_type_count += int(item['count'])
                            device_type_total += item['totalMoney']
                    for item in device_type_list:
                        type_rate = round(item['count'] / device_type_count * 100, 2)
                        total_rate = round(item['totalMoney'] / device_type_total * 100, 2)
                        item['typeRate'] = type_rate
                        item['totalRate'] = total_rate
                    # 处理套餐
                    for item in result['result']['storeMeal']:
                        flag = 0
                        for each in store_meal_list:
                            if each['storeMealId'] == item['storeMealId']:
                                each['count'] += int(item['count'])
                                store_meal_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            store_meal_list.append(item)
                            store_meal_count += int(item['count'])
                    for item in store_meal_list:
                        rate = round(item['count'] / store_meal_count * 100, 2)
                        item['rate'] = rate
                else:
                    return response.json(result['result_code'])
            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
                'storeMeal': store_meal_list,
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_global_free_order(cls, request, request_dict, response):
        """
        查询全球免费订单数据
        @param request:请求
        @param request_dict:请求参数
        @param response:响应对象
        @return:
        """
        url_list = CommonService.get_domain_name()
        try:
            headers = {
                'Authorization': request.META.get('HTTP_AUTHORIZATION')
            }
            order_list = []
            region_list = []
            region_count = 0
            device_type_list = []
            device_type_count = 0
            for url in url_list:
                url = url + request.path.replace('global/', '')
                res = requests.get(url=url, params=request_dict, headers=headers)
                result = res.json()
                if result['result_code'] == 0:
                    # 处理订单
                    for item in result['result']['orders']:
                        flag = 0
                        for each in order_list:
                            if each['startTime'] == item['startTime'] and each['endTime'] == item['endTime']:
                                each['count'] += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            order_list.append(item)
                    # 处理地区
                    for item in result['result']['regions']:
                        flag = 0
                        for each in region_list:
                            if each['countryName'] == item['countryName']:
                                each['count'] += int(item['count'])
                                region_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            region_list.append(item)
                            region_count += int(item['count'])
                    for item in region_list:
                        rate = round(item['count'] / region_count * 100, 2)
                        item['rate'] = rate
                    # 处理设备类型
                    for item in result['result']['deviceType']:
                        flag = 0
                        for each in device_type_list:
                            if each['typeName'] == item['typeName']:
                                each['count'] += int(item['count'])
                                device_type_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            device_type_list.append(item)
                            device_type_count += int(item['count'])
                    for item in device_type_list:
                        type_rate = round(item['count'] / device_type_count * 100, 2)
                        item['typeRate'] = type_rate
                else:
                    return response.json(result['result_code'])
            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_global_first_pay_order(cls, request, request_dict, response):
        """
        查询全球首次付费订单数据
        @param request:请求
        @param request_dict:请求参数
        @param response:响应对象
        @return:
        """
        url_list = CommonService.get_domain_name()
        try:
            headers = {
                'Authorization': request.META.get('HTTP_AUTHORIZATION')
            }
            order_list = []
            region_list = []
            region_count = 0
            device_type_list = []
            device_type_count = 0
            for url in url_list:
                url = url + request.path.replace('global/', '')
                res = requests.get(url=url, params=request_dict, headers=headers)
                result = res.json()
                if result['result_code'] == 0:
                    # 处理订单
                    for item in result['result']['orders']:
                        flag = 0
                        for each in order_list:
                            if each['startTime'] == item['startTime'] and each['endTime'] == item['endTime']:
                                each['count'] += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            order_list.append(item)
                    # 处理地区
                    for item in result['result']['regions']:
                        flag = 0
                        for each in region_list:
                            if each['countryName'] == item['countryName']:
                                each['count'] += int(item['count'])
                                region_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            region_list.append(item)
                            region_count += int(item['count'])
                    for item in region_list:
                        rate = round(item['count'] / region_count * 100, 2)
                        item['rate'] = rate
                    # 处理设备类型
                    for item in result['result']['deviceType']:
                        flag = 0
                        for each in device_type_list:
                            if each['typeName'] == item['typeName']:
                                each['count'] += int(item['count'])
                                device_type_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            device_type_list.append(item)
                            device_type_count += int(item['count'])
                    for item in device_type_list:
                        type_rate = round(item['count'] / device_type_count * 100, 2)
                        item['typeRate'] = type_rate
                else:
                    return response.json(result['result_code'])
            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))

    @classmethod
    def query_global_repeat_pay_order(cls, request, request_dict, response):
        """
        查询全球复购订单数据
        @param request:请求
        @param request_dict:请求参数
        @param response:响应对象
        @return:
        """
        url_list = CommonService.get_domain_name()
        try:
            headers = {
                'Authorization': request.META.get('HTTP_AUTHORIZATION')
            }
            order_list = []
            region_list = []
            region_count = 0
            device_type_list = []
            device_type_count = 0
            repeat_count = 0
            order_count = 0
            for url in url_list:
                url = url + request.path.replace('global/', '')
                res = requests.get(url=url, params=request_dict, headers=headers)
                result = res.json()
                if result['result_code'] == 0:
                    # 处理订单
                    for item in result['result']['orders']:
                        flag = 0
                        for each in order_list:
                            if each['startTime'] == item['startTime'] and each['endTime'] == item['endTime']:
                                each['count'] += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            order_list.append(item)
                    # 处理地区
                    for item in result['result']['regions']:
                        flag = 0
                        for each in region_list:
                            if each['countryName'] == item['countryName']:
                                each['count'] += int(item['count'])
                                region_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            region_list.append(item)
                            region_count += int(item['count'])
                    for item in region_list:
                        rate = round(item['count'] / region_count * 100, 2)
                        item['rate'] = rate
                    # 处理设备类型
                    for item in result['result']['deviceType']:
                        flag = 0
                        for each in device_type_list:
                            if each['typeName'] == item['typeName']:
                                each['count'] += int(item['count'])
                                device_type_count += int(item['count'])
                                flag = 1
                                break
                        if flag == 0:
                            device_type_list.append(item)
                            device_type_count += int(item['count'])
                    for item in device_type_list:
                        type_rate = round(item['count'] / device_type_count * 100, 2)
                        item['typeRate'] = type_rate
                    # 处理订单复购率
                    repeat_count += result['result']['repeatCount']
                    order_count += result['result']['orderCount']
                else:
                    return response.json(result['result_code'])
            repeat_rate = round(repeat_count / order_count * 100, 2)
            res = {
                'orders': order_list,
                'regions': region_list,
                'deviceType': device_type_list,
                'repeatRate': repeat_rate,
                'repeatCount': repeat_count,
                'orderCount': order_count
            }
            return response.json(0, res)
        except Exception as e:
            return response.json(500, repr(e))