关于成交量和成交量均线内容导航：
1、成交量和成交量均线
# 均线
ma5 = talib.MA(close, timeperiod=5)
ma10 = talib.MA(close, timeperiod=10)
ma20 = talib.MA(close, timeperiod=20)
ma30 = talib.MA(close, timeperiod=30)
ma60 = talib.MA(close, timeperiod=60)
ma120 = talib.MA(close, timeperiod=120)
ma250 = talib.MA(close, timeperiod=250)
# 成交量
vol = volume
vol_ma5 = talib.MA(vol, timeperiod=5)
vol_ma10 = talib.MA(vol, timeperiod=10)
vol_ma20 = talib.MA(vol, timeperiod=20)
vol_ma30 = talib.MA(vol, timeperiod=30)
vol_ma60 = talib.MA(vol, timeperiod=60)
vol_ma120 = talib.MA(vol, timeperiod=120)
vol_ma250 = talib.MA(vol, timeperiod=250)
# 将所有特征组合成一个数组
feature = np.column_stack((open, high, low, close, ma5, ma10, ma20, ma30, ma60, ma120, ma250,
vol, vol_ma5, vol_ma10, vol_ma20, vol_ma30, vol_ma60, vol_ma120, vol_ma250))
# 将数组转换成DataFrame
feature = pd.DataFrame(feature, index=date, columns=['open', 'high', 'low', 'close', 'ma5', 'ma10', 'ma20', 'ma30', 'ma60', 'ma120', 'ma250',
'vol', 'vol_ma5', 'vol_ma10', 'vol_ma20', 'vol_ma30', 'vol_ma60', 'vol_ma120', 'vol_ma250'])
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] = ma120
feature['ma250'] = ma250
# 将收盘价和收盘价均线放在最后一列
feature['close'] = close
feature['ma5'] = ma5
feature['ma10'] = ma10
feature['ma20'] = ma20
feature['ma30'] = ma30
feature['ma60'] = ma60
feature['ma120'] =
2、成交量和成交量均线的关系
股市讲究“量在价先”，成交量平均线之间的穿越形成的量又往往先于价格平均线形成妒争球由前流志该的价叉。这一点散户要烈较写升先色况东谈高度重视。
3、成交量与成交量均线的关系
均线和成交量
“量价关系”应该看成交量。主要原因如下：
成交量是反映股市上人气聚散的一面镜子。人气旺盛买卖踊跃,成交量自然放大；相反人气低迷买卖不活跃，成交量必定萎缩。成交量是观察庄家大户动态的有效途径。资金量巨大是庄家大户的实质,他们的一切意图都要通过成交来实现。成交量骤增,很可能是庄家在买进卖出。
量价关系是股票市场用语。量，指的是一支股票的单位时间的成交量，有日成交量，月成交量，年成交量等；价，指的是一支股票的价格，以收盘价为准，还有开盘价，最高价，最低价。一支股票价格的涨跌与其成交量大小之间存在一定的内在关系。投资者可通过分析此关系，判断形势，买卖股票。
量价关系非常简单亦非常烦琐
系列培训加我
“量价关系”应该看成交量，成交量是反映股市上人气聚散的一面镜子，成交量是观察庄家大户动态的有效途径，资建议你还是去看看蔡森大师的书《多空转折一手抓》吧，那里应该介绍得更详细，具体些。