CODEWITHSUNDEEP
python
Amylee
Amylee

Reputation: 55

calculating rolling average using python

I've just started learning python. I am using it to write a script to calculate salt inflow rolling average. I have data like that

Date    A4260502_Flow   A4261051_Flow   A4260502_EC A4261051_EC
25/02/1970  1304    0   411 0   1304            
26/02/1970  1331    0   391 0   1331            
27/02/1970  0   0   420 411 0           
28/02/1970  0   0   400 391 0           
1/03/1970   0   0   0   420 0           
2/03/1970   1351    1304    405 400 1327.5      
3/03/1970   2819    1331    415 405 2075        
4/03/1970   2816    0   413 0   2816            
5/03/1970   0   1351    0   415 1351            
6/03/1970   0   0   0   0   0           
7/03/1970   0   2819    0   413 2819            
8/03/1970   0   0   0   0   0           
9/03/1970   0   2816    0   412 2816

And my script is

inputfilename = "output.csv"
outputfilename = "SI_calculation.csv"

# Open files
infile = open(inputfilename,"r+")
outfile = open(outputfilename,'w')

# Initialise variables  
EC_conversion = 0.000525
rolling_avg = 5
flow_avg_list = []
SI_list = []
SI_ra_list = []
SI_ra1 = []

# Import module
import csv
import numpy                 #L20


table = []
reader = csv.reader(infile)         #read
for row in csv.reader(infile):
    table.append(row)
infile.close()

for r in range(1,len(table)):        
    for c in range(1,len(row)): #l30
        table[r][c] = float(table[r][c])


#Calculating flow average
for r in range(1,len(table)):

    flow1 = table[r][1]
    flow2 = table[r][2]
    if flow1 == 0.0:                 
        flow_avg = flow2            #l40
    elif flow2 == 0.0:
        flow_avg = flow1
    else:
        flow_avg = (flow1+flow2)/2
    flow_avg_list.append(flow_avg)

#Calculating salt inflow
for r in range(1,len(table)):
    s1 = table[r][3]                               
    s2 = table[r][4]        #l50
    if s1 == 0.0 or s2 == 0.0 or flow_avg_list[r-1] == 0.0:
        SI = 0.0
    else:
        SI = EC_conversion*flow_avg_list[r-1]*(s2-s1)
    SI_list.append(SI)
print SI_list    

#Calculating rolling average salt inflow
for r in range(1,len(table)):                 
    if r < 5:       #rolling-avg = 5
        for i in range(0,r+5):      #l60
            S = SI_list[i]
            SI_ra1.append(S)
        SI_ra = numpy.mean(SI_ra1)
        SI_ra_list.append(SI_ra)
    elif r > (len(table) - 4):
        for i in range(r-5,len(table)-1):
            S = SI_list[i]
            SI_ra1.append(S)
        SI_ra = numpy.mean(SI_ra1)
        SI_ra_list.append(SI_ra)    #l70
    else:
        for i in range(r-5,r+5):
            S = SI_list[i]       #Line 73
            SI_ra1.append(S)
        SI_ra = numpy.mean(SI_ra1)
        SI_ra_list.append(SI_ra)
print SI_ra_list

When I ran the script it gave me the error: Line 73: list index out of range. Does anyone know what the error could be? Sorry this is a long script. I don't know how to shorten it yet.

Upvotes: 0

Views: 750

Answers (2)

Michael Dillon
Michael Dillon

Reputation: 32392

Please throwaway your code and start over using the answer to this question as a base: Rolling Average to calculate rainfall intensity

Not that your code couldn't work, but there is no need to write Fortan code in Python. The question that I linked to makes better use of Python features, and if you work through this, including following up the link to the question with the Interpolate class Linear Interpolation - Python then you will save yourself untold hours of struggling.

No need to make all the mistakes yourself. Start by imitating the masters, then customize their techniques to suit your needs, and in a few years, you too will be a master of Python.

Upvotes: 3

qwwqwwq
qwwqwwq

Reputation: 7319

On line 65, change the condition to:

elif r > (len(table) - 5):

The problem is as you iterate towards the end of the list on line 73, you are trying to get the next 5 datapoints in the list, but there are only 4 datapoints left in the list, so you are indexing beyond the length of the list, hence the exception is thrown.

Upvotes: 2

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