[英]TypeError: ufunc 'bitwise_and' not supported for the input types
I'm trying to write some code that will allow me quickly determine whether a variable is higher, lower, or equal to another variable within a dataframe at each index point.我正在尝试编写一些代码,使我能够快速确定一个变量在每个索引点处是否高于、低于或等于 dataframe 中的另一个变量。
As shown here:如此处所示:
import numpy as np
import datetime
import pandas as pd
import operator
previous_cross = 'both'
ops = {
'+' : operator.add,
'-' : operator.sub,
'*' : operator.mul,
'/' : operator.truediv, # use operator.div for Python 2
'%' : operator.mod,
'^' : operator.xor,
'<' : operator.lt,
'<=' : operator.le,
'==' : operator.eq,
'!=' : operator.ne,
'>=' : operator.ge,
'>' : operator.gt
}
#//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
df = pd.read_csv(r'C:\EURUSD_mt5_ticks.csv', parse_dates=['Date'])
df.columns = ['Date', 'Ask_Price', 'Ask_Volume', 'Bid_Price', 'Bid_Volume', 'Spread']
df['Date'] = pd.to_datetime(df['Date'].astype('datetime64[ns]'), exact=True, cache=True, format='%Y-%m-%d %H:%M:%S.%f')
MA1 = df['Ask_Price'].rolling(4).mean()
MA2 = df['Ask_Price'].rolling(21).mean()
df['MA1'] = MA1
df['MA2'] = MA2
#//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
def tbar_number(n):
return tbar_count - n
def vcross(variable1_column, direction, variable2_column, vdataframe, width):
global previous_cross
#number of bars previous from the current bar,
width_value = tbar_number(width)
for i in range(width_value+1):
width_value_count = i
#data from the index of each bar within the 'width' bar range
v1_width_data = df.loc[width_value_count, variable1_column]
v2_width_data = df.loc[width_value_count, variable2_column]
#if variable 1 crosses above or is equal to(depending on chosen symbol) variable 2, return true
if (direction == '>' or '>=') & (ops[direction](v1_width_data, v2_width_data)) & (previous_cross == 'short' or 'both'):
if (direction == '>=') and (v1_width_data == v2_width_data):
return True
if direction == '>':
previous_cross = 'long'
return True
#if variable 1 crosses below or is equal to(depending on chosen symbol) variable 2, return true
elif (direction == '<' or '<=') & (ops[direction](variable1, variable2)) & (previous_cross == 'long' or 'both'):
if (direction == "<=") and (v1_width_data == v2_width_data):
return True
if direction == '<':
previous_cross = 'short'
return True
#if variable 1 is equal to(depending on chosen symbol) variable 2, return true
elif (direction == '==') & (ops[direction](variable1, variable2)):
return True
else:
return False
#/////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
for tbar_count in range(len(df)):
if vcross('MA1', '>', 'MA2', df, 1):
print("hi")
Date Ask_Price Ask_Volume Bid_Price Bid_Volume Spread MA1 MA2
0 2021-08-11 00:00:00.686 1.17199 0.75 1.17195 0.75 0.00004 NaN NaN
1 2021-08-11 00:00:00.989 1.17201 2.43 1.17195 3.37 0.00006 NaN NaN
2 2021-08-11 00:00:05.004 1.17198 0.75 1.17196 4.87 0.00002 NaN NaN
3 2021-08-11 00:00:05.203 1.17200 0.75 1.17197 0.10 0.00003 1.171995 NaN
4 2021-08-11 00:00:10.654 1.17201 0.75 1.17198 0.10 0.00003 1.172000 NaN
But I get this error但我得到这个错误
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-7-f2dbb6db13b8> in <module>
80 for tbar_count in range(len(df)):
81
---> 82 if vcross('MA1', '>', 'MA2', df, 1):
83 print("hi")
84
<ipython-input-7-f2dbb6db13b8> in vcross(variable1_column, direction, variable2_column, vdataframe, width)
55
56 #if variable 1 crosses above or is equal to(depending on chosen symbol) variable 2, return true
---> 57 if (direction == '>' or '>=') & (ops[direction](v1_width_data, v2_width_data)) & (previous_cross == 'short' or 'both'):
58 if (direction == '>=') and (v1_width_data == v2_width_data):
59 return True
TypeError: ufunc 'bitwise_and' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''
I haven't been able to find the solution through google.我无法通过谷歌找到解决方案。 Most of the time the issue seems to be related to not encapsulating the conditions when using & but I have encapsulated everything already.
大多数时候,问题似乎与使用 & 时未封装条件有关,但我已经封装了所有内容。
Can anyone lend me a hand?谁能帮我一把?
Careful with the use of or
in your tests.小心使用
or
在你的测试中。 For example:例如:
In [351]: direction='++'; direction=='>' or '>='
Out[351]: '>='
In [352]: direction='>'; direction=='>' or '>='
Out[352]: True
This does a direction=='>'
;这是一个
direction=='>'
; if that is True, it returns True;如果是,则返回 True; if False, it returns the value after the
or
.如果为 False,则返回
or
之后的值。 It is not the same as它不一样
In [354]: direction='++';(direction=='>') or (direction=='>=')
Out[354]: False
In [355]: direction='>';(direction=='>') or (direction=='>=')
Out[355]: True
In [356]: direction='>=';(direction=='>') or (direction=='>=')
Out[356]: True
and equivalent test is等效测试是
direction in ['>','>=']
声明:本站的技术帖子网页,遵循CC BY-SA 4.0协议,如果您需要转载,请注明本站网址或者原文地址。任何问题请咨询:yoyou2525@163.com.