便宜就是 alpha

最后更新于:2022-04-01 21:56:38

# 便宜就是 alpha > 来源:https://uqer.io/community/share/5609169cf9f06c597565ef13 参考社区的策略,练手一个简单的调仓逻辑 ## 策略思路 + 一星期或者一个月一换仓 + 每次换仓时,取股价最低的15只等权重买入 ```py import numpy as np from heapq import nlargest, nsmallest from CAL.PyCAL import * start = datetime(2012, 1, 1) end = datetime(2015, 8, 31) benchmark = 'HS300' # 策略参考标准 universe = set_universe('ZZ500') + set_universe('HS300') capital_base = 1000000 stk_num = 15 # 持仓股票数量 refresh_rate = 5 def initialize(account): pass def handle_data(account): cal = Calendar('China.SSE') # ----------------- 清洗universe -------------------------------- date = account.current_date yesterday = cal.advanceDate(date, '-1B', BizDayConvention.Following) yesterday = datetime(yesterday.year(), yesterday.month(), yesterday.dayOfMonth()).strftime('%Y%m%d'), # 去除ST股 try: STlist = DataAPI.SecSTGet(secID=account.universe, beginDate=yesterday, endDate=yesterday, field=['secID']).tolist() account.universe = [s for s in account.universe if s not in STlist] except: pass # 去除流动性差的股票 tv = account.get_attribute_history('turnoverValue', 20) mtv = {sec: sum(tvs)/20. for sec,tvs in tv.items()} account.universe = [s for s in account.universe if mtv.get(s, 0) >= 10**7] # 去除新上市或复牌的股票 opn = account.get_attribute_history('openPrice', 1) account.universe = [s for s in account.universe if not (np.isnan(opn.get(s, 0)[0]) or opn.get(s, 0)[0] == 0)] # ----------------- 调仓逻辑 -------------------------------- bucket = {} for stk in account.universe: bucket[stk] = account.referencePrice[stk] # 以前面计算得到的turnover_delta对股票池中股票排序,并取前stk_num只,力图满足比赛要求 # 注意: # 这里我们其实取了股价最低的 stk_num*2 只,原因在于:为了满足参赛要求,调仓时候我们必须 # 达到一定仓位,如果取stk_num只,那么一旦遇到涨停停牌等买不进的情况,就跪了;所以我们拿 # stk_num*2 数量的股票,但是却将仓位分成stk_num份,每份买进一只,这样有一只买不进,就 # 买后面的,参赛调仓是不是保险了许多啊 buy_list = nsmallest(stk_num*2, bucket, key=bucket.get) # 目前持仓中不在buy_list中的股票,清仓 for stk, amount in account.valid_secpos.items(): if stk not in buy_list: order_to(stk, 0) # buy_list中的股票,等权重买入 position_per_stk = account.referencePortfolioValue/stk_num # 将仓位分成stk_num份 for stk in buy_list: if account.referencePrice[stk] > 0: amount = int(position_per_stk/account.referencePrice[stk]/100.0) * 100 order_to(stk, amount) return ``` ![](https://docs.gechiui.com/gc-content/uploads/sites/kancloud/2016-07-30_579cbdb223d47.jpg)
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