252 lines
10 KiB
Plaintext
252 lines
10 KiB
Plaintext
async def tongbi_huanbi(ns={}):
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"""
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计算同比, 环比
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:param ns:
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:return:
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"""
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date_m = ns.get('date_m')
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number = ns.get('number')
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# 构建一个dataframe
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data = pandas.DataFrame({'date_m': date_m, 'number': number})
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data['huanbi'] = data.number.pct_change()
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# 填充
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data.fillna(0, inplace=True)
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data['tongbi'] = data.number.diff(12) # 按月同比，12正好是12个月。
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data['tongbi_01'] = data['tongbi'] / (data['number'] - data['tongbi'])
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data.fillna(0, inplace=True)
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data_filter = data[12:]
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data_filter = {
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'number': list(data_filter['number']),
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'date': [str(item) for item in data_filter['date_m'].values.astype("datetime64[D]")],
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'tongbi': list(data_filter['tongbi_01']),
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'huanbi': list(data_filter['huanbi']),
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}
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return data_filter
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async def two_year_num(ns={}):
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"""
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两年内数量合并
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:param ns:
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:return:
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"""
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sor = ns.get('sor')
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current_year = time.localtime().tm_year
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if ns.get('orgid') and ns.get('org_type'):
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orgid = ns.get('orgid')
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org_type = ns.get('org_type')
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# 今年12个月客户量
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dic = {
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'orgid': orgid,
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'current_year': current_year,
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'org_type': org_type,
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'sor': sor
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}
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if ns.get('salemanid'):
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dic = {
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'sor': sor,
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'salemanid': ns.get('salemanid'),
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'current_year': current_year
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}
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current_year_customer_number = await calculate_count(dic)
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# 运营去年12个月客户量
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dic['current_year'] = current_year - 1
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last_year_customer_num = await calculate_count(dic)
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last_year_customer_num.extend(current_year_customer_number)
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return last_year_customer_num
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async def calculate_count(ns={}):
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"""
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计算不同月份客户量
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:param ns:
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:return:
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"""
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sor = ns.get('sor')
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current_year = ns.get('current_year')
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if ns.get('orgid') and ns.get('org_type'):
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orgid = ns.get('orgid')
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org_type = ns.get('org_type')
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# 总量，同比，环比
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if org_type == '2, 3':
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count_sql = """SELECT count(*) AS 'user_count', date_format(create_at, '%%m') AS month FROM organization
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WHERE year(create_at) = ${current_year}$ AND parentid = ${orgid}$ AND org_type IN (2, 3)
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AND del_flg = '0' GROUP BY month;"""
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else:
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count_sql = """SELECT count(*) AS 'user_count', date_format(create_at, '%%m') AS month FROM organization
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WHERE year(create_at) = ${current_year}$ AND parentid = ${orgid}$ AND org_type = ${org_type}$
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AND del_flg = '0' GROUP BY month;"""
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count_li = await sor.sqlExe(count_sql, {'orgid': orgid, 'current_year': current_year, 'org_type': org_type})
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if ns.get('salemanid'):
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count_sql = """SELECT count(*) AS 'user_count', date_format(create_at, '%%m') AS month FROM customer
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WHERE year(create_at) = ${current_year}$ AND salemanid = ${salemanid}$ AND del_flg = '0'
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GROUP BY month;"""
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count_li = await sor.sqlExe(count_sql, {'current_year': current_year, 'salemanid': ns.get('salemanid')})
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# 12个月总量
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count_init = [item * 0 for item in range(12)]
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for user_count in count_li:
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count_init[int(user_count['month']) - 1] = user_count['user_count']
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return count_init
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async def single_person_consumption(ns={}):
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"""
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个人消费
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:param ns:
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:return:
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"""
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ns = {
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'userid': 'sa-9_B-VjlnhaUzAzUvZt',
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'current_year': '2023-01-01',
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# 'current_month': '2023-08-16'
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}
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userid = await get_user()
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current_year = ns.get('current_year')
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current_month = ns.get('current_month')
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db = DBPools()
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async with db.sqlorContext('kboss') as sor:
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orgid = (await sor.R('users', {'id': userid, 'del_flg': '0'}))[0]['orgid']
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accountid = (await sor.R('account', {'orgid': orgid, 'del_flg': '0'}))[0]['id']
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# 消费总计
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account_sum_sql = """select sum(amount) as sum_count from acc_detail where accountid = '%s' and
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summary = 'BUY' and del_flg = '0';""" % accountid
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account_count = (await sor.sqlExe(account_sum_sql, {}))[0]['sum_count']
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# 本年/本月消费
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if current_year:
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sum_sql = f"""select sum(amount) as sum_count, date_format(acc_date, '%%Y') months from acc_detail where
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accountid = '{accountid}' and summary = 'BUY' and YEAR(acc_date)=YEAR('{current_year}') and del_flg = '0'
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group by months;"""
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else:
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sum_sql = f"""select sum(amount) as sum_count, date_format(acc_date, '%%m') months from acc_detail where
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accountid = '{accountid}' and summary = 'BUY' and MONTH(acc_date)=MONTH('{current_month}') and del_flg = '0'
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group by months;"""
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account_sum_li = await sor.sqlExe(sum_sql, {})
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if account_sum_li:
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account_sum = account_sum_li[0]['sum_count']
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else:
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account_sum = 0
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print(account_sum)
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async def operate_kpi(ns={}):
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"""
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运营kpi
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入参: 本机构id
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出参: 每个字段对应数组
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客户数（总量，同比，环比）
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销售额（总量，同比，环比）
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利润分析（总额，同比，环比）
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分销商数（总量，同比，环比）
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供应商数（总量，同比，环比）
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:param ns:
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:return:
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"""
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db = DBPools()
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async with db.sqlorContext('kboss') as sor:
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try:
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if ns.get('type') == '运营' and await get_user():
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orgid_li = await sor.R('users', {'id': await get_user()})
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orgid = orgid_li[0]['orgid']
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# 运营客户数
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customer_num = await two_year_num({'orgid': orgid, 'org_type': '2, 3', 'sor': sor})
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# customer_num = [random.randint(30, 80) for i in range(0, 24)]
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customer_num = [36, 46, 56, 55, 50, 60, 43, 54, 78, 60, 67, 39, 73, 42, 53, 62, 38, 47, 73, 78, 75, 36, 44, 30]
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# 运营供应商数
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provider_num = await two_year_num({'orgid': orgid, 'org_type': '4', 'sor': sor})
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provider_num = [39, 40, 50, 55, 20, 60, 33, 54, 99, 60, 12, 39, 73, 34, 53, 98, 38, 89, 73, 31, 75, 40, 44, 50]
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# 运营分销商数
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reseller_num = ''
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reseller_num = [39, 4, 30, 50, 25, 60, 80, 54, 100, 60, 4, 39, 60, 34, 53, 20, 38, 89, 10, 31, 75, 20, 44, 90]
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# 运营销售额
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sales = ''
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sales = [198614, 450739, 188721, 145228, 191228, 264328, 196085, 364975, 386814, 280621, 262761, 492403, 253561, 407107, 122927, 162369, 221448, 344153, 275094, 141592, 101578, 407980, 371456, 216048]
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# 利润分析
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profit = ''
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profit = [482993, 468981, 283445, 286613, 458930, 179825, 134570, 314190, 50974, 325716, 82643, 220191, 242830, 159058, 209069, 254864, 336909, 266201, 471213, 80043, 267612, 65655, 81858, 148810]
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# 生成日期
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date_m = list(pandas.date_range('1/%s' % (time.localtime().tm_year - 1), periods=24, freq='M'))
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customer_filter = await tongbi_huanbi({'date_m': date_m, 'number': customer_num})
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provider_filter = await tongbi_huanbi({'date_m': date_m, 'number': provider_num})
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reseller_filter = await tongbi_huanbi({'date_m': date_m, 'number': reseller_num})
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sales_filter = await tongbi_huanbi({'date_m': date_m, 'number': sales})
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profit_filter = await tongbi_huanbi({'date_m': date_m, 'number': profit})
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username_li = await sor.R('users', {'id': await get_user(), 'del_flg': '0'})
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if username_li:
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username = username_li[0]['username']
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else:
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username = ''
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return {
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"status": True,
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"msg": "kpi get success",
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'bind_type': ns.get('type'),
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'bind_name': username,
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"data": {
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'customer': customer_filter,
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'provider': provider_filter,
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'reseller': reseller_filter,
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'sales': sales_filter,
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'profit': profit_filter
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}
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}
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elif ns.get('type') == '销售' and await get_user():
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salemanid = await get_user()
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# 销售客户数
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customer_num = await two_year_num({'salemanid': salemanid, 'sor': sor})
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customer_num = [36, 46, 56, 55, 50, 60, 43, 54, 78, 60, 67, 39, 73, 42, 53, 62, 38, 47, 73, 78, 75, 36, 44, 30]
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# 销售额
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sales = [198614, 450739, 188721, 145228, 191228, 264328, 196085, 364975, 386814, 280621, 262761, 492403, 253561, 407107, 122927, 162369, 221448, 344153, 275094, 141592, 101578, 407980, 371456, 216048]
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# 分销商数
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reseller_num = [39, 4, 30, 50, 25, 60, 80, 54, 100, 60, 4, 39, 60, 34, 53, 20, 38, 89, 10, 31, 75, 20, 44, 90]
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# 生成日期
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date_m = list(pandas.date_range('1/%s' % (time.localtime().tm_year - 1), periods=24, freq='M'))
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customer_filter = await tongbi_huanbi({'date_m': date_m, 'number': customer_num})
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sales_filter = await tongbi_huanbi({'date_m': date_m, 'number': sales})
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reseller_filter = await tongbi_huanbi({'date_m': date_m, 'number': reseller_num})
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saleman_name_li = await sor.R('users', {'id': salemanid})
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if saleman_name_li:
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saleman_name = saleman_name_li[0]['username']
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else:
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saleman_name = ''
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return {
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"status": True,
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"msg": "kpi get success",
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'bind_type': ns.get('type'),
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'bind_name': saleman_name,
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"data": {
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'customer': customer_filter,
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'sales': sales_filter,
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'reseller': reseller_filter,
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}
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}
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except Exception as e:
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raise e
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return {
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"status": False,
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"msg": "kpi search failed"
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}
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ret = await operate_kpi(params_kw)
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return ret |