notebook.community

Edit and run 





In [1]:



    


import pyfits
import numpy as np
from astropy.coordinates import SkyCoord, get_moon, EarthLocation, ICRS, GCRS,AltAz
from astropy.time import Time
from astropy.io.fits.hdu.hdulist import HDUList
from datetime import date
from astral import Astral, Location
from astropy.time import Time
import astropy.units as u



    











In [180]:



    


import pandas as pd
from itertools import chain
from collections import Counter



    











In [3]:



    


## Finding out which file years to download
all_sky=pd.read_csv('objSKY.csv')
all_sky.head()
print('earliest date=', min(all_sky['MJD']), 'or 12-11-2009')
print('latest date=', max(all_sky['MJD']), 'or 05-12-2016')



    


















    






earliest date= 55176 or 12-11-2009
latest date= 57520 or 05-12-2016

Data





In [59]:



    


## To check for reading in the right file
rand_files=('spec-3586-55181-0496.fits','spec-3586-55181-0788.fits','spec-3586-55181-0996.fits',
            'spec-3761-55272-0008.fits','spec-10000-57346-0334.fits','spec-3761-55272-0475.fits',
            'spec-10000-57346-0659.fits','spec-5478-56014-0654.fits','spec-10000-57346-0955.fits',
            'spec-5478-56014-0716.fits','spec-10000-57346-0994.fits')

## To look for patterns
inseq_files=('spec-3663-55176-0010.fits','spec-3663-55176-0012.fits','spec-3663-55176-0020.fits',
             'spec-3663-55176-0024.fits','spec-3663-55176-0036.fits','spec-3663-55176-0038.fits',
             'spec-3663-55176-0048.fits','spec-3663-55176-0052.fits','spec-3663-55176-0056.fits',
             'spec-3663-55176-0068.fits','spec-3663-55176-0075.fits','spec-3663-55176-0078.fits',
             'spec-3663-55176-0090.fits','spec-3663-55176-0094.fits','spec-3663-55176-0096.fits',
             'spec-3663-55176-0108.fits','spec-3663-55176-0112.fits','spec-3663-55176-0114.fits',
             'spec-3663-55176-0128.fits','spec-3663-55176-0134.fits')

solar_files=('g2009.txt','g2010.txt','g2011.txt','g2012.txt','g2013.txt','g2014.txt','g2015.txt','g2016.txt')

Getting MJDs from fits





In [48]:



    


#a) first load all files and convert all dates into mjds.
def get_mjd(file):
    da=pyfits.open(file)
    return (da[4].header['MJD'])



    











In [50]:



    


for i in rand_files:
    print(get_mjd(i))



    


















    






55181
55181
55181
55272
57345
55272
57345
56014
57345
56014
57345

Organizing by date





In [6]:



    


## Function to organize mill. of sol. disk by date
def organize_by_date(txt_file):
    ## We only need year, month, day of month, and mill. of sol. disk
    ## Cols         1-4    5-6      7-8               31-34
    demo=list(chain.from_iterable((x[:4], x[4:6], x[6:10], x[31:34]) for x in open(txt_file).readlines()))
    ## Organizing cols
    str_list=[demo[i*4:i*4+4] for i in range(int(len(demo)/4))]
    ## Converting to float
    float_dates=[]
    for k in range(len(str_list)):
        float_dates.append([float(i) for i in str_list[k]])
    return float_dates



    











In [88]:



    


#final_list=organize_by_date('g2009.txt')
#final_list



    











In [63]:



    


#for i in solar_files:
#    print(organize_by_date(i))

Interpolated function from MJDs to mill of sol. disk





In [226]:



    


#b) Then set up one massive interpolated function from mjds to mill of sol. disk
## Pulling out cols of interest
demo=list(chain.from_iterable((x[:4], x[4:6], x[6:10], x[31:34]) for x in open('g2011.txt').readlines()))
## Organizing cols
str_list=[demo[i*4:i*4+4] for i in range(int(len(demo)/4))]
## Converting to float
float_dates=[]
for k in range(len(str_list)):
    float_dates.append([float(i) for i in str_list[k]])
#    if [x[:3] for x in float_dates][k] == [x[:3] for x in float_dates][k+1]:
#        print([x[:3] for x in float_dates][k], [x[:3] for x in float_dates][k-1])
        #print(np.mean([x[3] for x in float_dates][k], [x[:3] for x in float_dates][k-1]))
        #print([x[:4] for x in float_dates][k]),([x[:4] for x in float_dates][k-1])
        #print([x[:3] for x in float_dates][k] and [x[:3] for x in float_dates][k-1])
        #print([x[:3] for x in float_dates])

Finding the duplicates, averaging mill of sol. disk, remove duplicate rows





In [229]:



    


#[x[:3] for x in float_dates]
#[i for i, x in ([x[:3] for x in float_dates]) if [x[:3] for x in float_dates].count(x) > 1]
print(len(str_list))
print(len(float_dates))



    


















    






1791
1791

















In [232]:



    


mod_solar_dates=[]
for i in range(len(str_list)):
    if ([x[:3] for x in float_dates][i]) == ([x[:3] for x in float_dates][i+1]) or ([x[:3] for x in float_dates][i]) == ([x[:3] for x in float_dates][i-1]):
        #mod_solar_dates.append([x[:4] for x in float_dates][i])
        print([x[:4] for x in float_dates][i])
    else:
        print(i+1)
        #print([x[:4] for x in float_dates][i])
        #print([sum(y) / len(y) for y in zip(*[x[3] for x in float_dates][i])])
        #print([x[:4] for x in float_dates][i])



    


















    






[2011.0, 1.0, 1.5, 2.0]
[2011.0, 1.0, 1.5, 0.0]
[2011.0, 1.0, 1.5, 196.0]
[2011.0, 1.0, 1.5, 141.0]
[2011.0, 1.0, 1.5, 66.0]
[2011.0, 1.0, 2.5, 197.0]
[2011.0, 1.0, 2.5, 12.0]
[2011.0, 1.0, 2.5, 166.0]
[2011.0, 1.0, 3.5, 264.0]
[2011.0, 1.0, 3.5, 19.0]
[2011.0, 1.0, 3.5, 234.0]
[2011.0, 1.0, 4.5, 322.0]
[2011.0, 1.0, 4.5, 38.0]
[2011.0, 1.0, 4.5, 177.0]
[2011.0, 1.0, 5.5, 300.0]
[2011.0, 1.0, 5.5, 6.0]
[2011.0, 1.0, 5.5, 75.0]
[2011.0, 1.0, 6.5, 282.0]
[2011.0, 1.0, 6.5, 83.0]
[2011.0, 1.0, 7.5, 5.0]
[2011.0, 1.0, 7.5, 203.0]
[2011.0, 1.0, 7.5, 0.0]
[2011.0, 1.0, 7.5, 36.0]
[2011.0, 1.0, 8.5, 0.0]
[2011.0, 1.0, 8.5, 204.0]
[2011.0, 1.0, 8.5, 11.0]
[2011.0, 1.0, 8.5, 18.0]
[2011.0, 1.0, 9.5, 134.0]
[2011.0, 1.0, 9.5, 5.0]
[2011.0, 1.0, 9.5, 0.0]
[2011.0, 1.0, 9.5, 14.0]
[2011.0, 1.0, 10.5, 96.0]
[2011.0, 1.0, 10.5, 16.0]
[2011.0, 1.0, 10.5, 0.0]
[2011.0, 1.0, 11.5, 45.0]
[2011.0, 1.0, 11.5, 14.0]
[2011.0, 1.0, 12.5, 0.0]
[2011.0, 1.0, 12.5, 16.0]
39
40
41
42
[2011.0, 1.0, 17.5, 156.0]
[2011.0, 1.0, 17.5, 15.0]
[2011.0, 1.0, 18.5, 216.0]
[2011.0, 1.0, 18.5, 39.0]
[2011.0, 1.0, 19.5, 207.0]
[2011.0, 1.0, 19.5, 10.0]
[2011.0, 1.0, 20.5, 293.0]
[2011.0, 1.0, 20.5, 12.0]
[2011.0, 1.0, 21.5, 155.0]
[2011.0, 1.0, 21.5, 128.0]
[2011.0, 1.0, 22.5, 144.0]
[2011.0, 1.0, 22.5, 259.0]
[2011.0, 1.0, 23.5, 111.0]
[2011.0, 1.0, 23.5, 249.0]
[2011.0, 1.0, 24.5, 122.0]
[2011.0, 1.0, 24.5, 207.0]
[2011.0, 1.0, 25.5, 68.0]
[2011.0, 1.0, 25.5, 108.0]
[2011.0, 1.0, 26.5, 50.0]
[2011.0, 1.0, 26.5, 91.0]
[2011.0, 1.0, 28.5, 9.0]
[2011.0, 1.0, 28.5, 18.0]
[2011.0, 1.0, 29.5, 25.0]
[2011.0, 1.0, 29.5, 2.0]
67
68
69
70
[2011.0, 2.0, 3.5, 18.0]
[2011.0, 2.0, 3.5, 19.0]
[2011.0, 2.0, 4.5, 50.0]
[2011.0, 2.0, 4.5, 58.0]
[2011.0, 2.0, 4.5, 53.0]
[2011.0, 2.0, 5.5, 28.0]
[2011.0, 2.0, 5.5, 15.0]
[2011.0, 2.0, 6.5, 0.0]
[2011.0, 2.0, 6.5, 26.0]
[2011.0, 2.0, 6.5, 20.0]
[2011.0, 2.0, 7.5, 0.0]
[2011.0, 2.0, 7.5, 30.0]
[2011.0, 2.0, 8.5, 45.0]
[2011.0, 2.0, 8.5, 12.0]
[2011.0, 2.0, 8.5, 16.0]
[2011.0, 2.0, 8.5, 14.0]
[2011.0, 2.0, 8.5, 14.0]
[2011.0, 2.0, 9.5, 0.0]
[2011.0, 2.0, 9.5, 36.0]
[2011.0, 2.0, 9.5, 32.0]
[2011.0, 2.0, 10.5, 39.0]
[2011.0, 2.0, 10.5, 34.0]
[2011.0, 2.0, 11.5, 77.0]
[2011.0, 2.0, 11.5, 18.0]
[2011.0, 2.0, 11.5, 71.0]
[2011.0, 2.0, 11.5, 16.0]
[2011.0, 2.0, 12.5, 18.0]
[2011.0, 2.0, 12.5, 51.0]
[2011.0, 2.0, 12.5, 76.0]
[2011.0, 2.0, 12.5, 17.0]
[2011.0, 2.0, 13.5, 0.0]
[2011.0, 2.0, 13.5, 62.0]
[2011.0, 2.0, 13.5, 233.0]
[2011.0, 2.0, 13.5, 35.0]
[2011.0, 2.0, 14.5, 51.0]
[2011.0, 2.0, 14.5, 847.0]
[2011.0, 2.0, 14.5, 17.0]
[2011.0, 2.0, 14.5, 34.0]
[2011.0, 2.0, 15.5, 47.0]
[2011.0, 2.0, 15.5, 42.0]
[2011.0, 2.0, 15.5, 7.0]
[2011.0, 2.0, 15.5, 193.0]
[2011.0, 2.0, 16.5, 5.0]
[2011.0, 2.0, 16.5, 946.0]
[2011.0, 2.0, 16.5, 203.0]
[2011.0, 2.0, 17.5, 357.0]
[2011.0, 2.0, 17.5, 257.0]
[2011.0, 2.0, 18.5, 280.0]
[2011.0, 2.0, 18.5, 378.0]
[2011.0, 2.0, 18.5, 468.0]
[2011.0, 2.0, 19.5, 131.0]
[2011.0, 2.0, 19.5, 458.0]
[2011.0, 2.0, 19.5, 256.0]
[2011.0, 2.0, 20.5, 30.0]
[2011.0, 2.0, 20.5, 434.0]
[2011.0, 2.0, 20.5, 243.0]
[2011.0, 2.0, 21.5, 308.0]
[2011.0, 2.0, 21.5, 149.0]
[2011.0, 2.0, 22.5, 260.0]
[2011.0, 2.0, 22.5, 90.0]
[2011.0, 2.0, 23.5, 84.0]
[2011.0, 2.0, 23.5, 33.0]
[2011.0, 2.0, 24.5, 0.0]
[2011.0, 2.0, 24.5, 101.0]
[2011.0, 2.0, 25.5, 105.0]
[2011.0, 2.0, 25.5, 77.0]
[2011.0, 2.0, 26.5, 135.0]
[2011.0, 2.0, 26.5, 151.0]
[2011.0, 2.0, 26.5, 28.0]
[2011.0, 2.0, 27.5, 15.0]
[2011.0, 2.0, 27.5, 189.0]
[2011.0, 2.0, 27.5, 17.0]
[2011.0, 2.0, 28.5, 17.0]
[2011.0, 2.0, 28.5, 485.0]
[2011.0, 2.0, 28.5, 37.0]
[2011.0, 3.0, 1.5, 18.0]
[2011.0, 3.0, 1.5, 870.0]
[2011.0, 3.0, 1.5, 115.0]
[2011.0, 3.0, 2.5, 669.0]
[2011.0, 3.0, 2.5, 57.0]
[2011.0, 3.0, 2.5, 3.0]
[2011.0, 3.0, 3.5, 790.0]
[2011.0, 3.0, 3.5, 17.0]
[2011.0, 3.0, 3.5, 110.0]
[2011.0, 3.0, 3.5, 15.0]
[2011.0, 3.0, 4.5, 908.0]
[2011.0, 3.0, 4.5, 30.0]
[2011.0, 3.0, 4.5, 531.0]
[2011.0, 3.0, 4.5, 34.0]
[2011.0, 3.0, 4.5, 0.0]
[2011.0, 3.0, 5.5, 78.0]
[2011.0, 3.0, 5.5, 197.0]
[2011.0, 3.0, 5.5, 872.0]
[2011.0, 3.0, 5.5, 37.0]
[2011.0, 3.0, 5.5, 2.0]
[2011.0, 3.0, 6.5, 739.0]
[2011.0, 3.0, 6.5, 156.0]
[2011.0, 3.0, 6.5, 607.0]
[2011.0, 3.0, 6.5, 37.0]
[2011.0, 3.0, 6.5, 28.0]
[2011.0, 3.0, 7.5, 630.0]
[2011.0, 3.0, 7.5, 197.0]
[2011.0, 3.0, 7.5, 761.0]
[2011.0, 3.0, 7.5, 17.0]
[2011.0, 3.0, 7.5, 62.0]
[2011.0, 3.0, 8.5, 286.0]
[2011.0, 3.0, 8.5, 0.0]
[2011.0, 3.0, 8.5, 44.0]
[2011.0, 3.0, 8.5, 15.0]
[2011.0, 3.0, 8.5, 259.0]
[2011.0, 3.0, 8.5, 23.0]
[2011.0, 3.0, 9.5, 31.0]
[2011.0, 3.0, 9.5, 182.0]
[2011.0, 3.0, 9.5, 371.0]
[2011.0, 3.0, 9.5, 20.0]
[2011.0, 3.0, 10.5, 291.0]
[2011.0, 3.0, 10.5, 7.0]
[2011.0, 3.0, 10.5, 283.0]
[2011.0, 3.0, 10.5, 0.0]
[2011.0, 3.0, 11.5, 23.0]
[2011.0, 3.0, 11.5, 438.0]
[2011.0, 3.0, 11.5, 5.0]
[2011.0, 3.0, 12.5, 898.0]
[2011.0, 3.0, 12.5, 431.0]
[2011.0, 3.0, 12.5, 19.0]
[2011.0, 3.0, 13.5, 501.0]
[2011.0, 3.0, 13.5, 423.0]
[2011.0, 3.0, 13.5, 26.0]
[2011.0, 3.0, 14.5, 165.0]
[2011.0, 3.0, 14.5, 435.0]
[2011.0, 3.0, 14.5, 16.0]
[2011.0, 3.0, 15.5, 13.0]
[2011.0, 3.0, 15.5, 297.0]
[2011.0, 3.0, 15.5, 18.0]
[2011.0, 3.0, 16.5, 108.0]
[2011.0, 3.0, 16.5, 0.0]
[2011.0, 3.0, 16.5, 59.0]
[2011.0, 3.0, 17.5, 0.0]
[2011.0, 3.0, 17.5, 100.0]
[2011.0, 3.0, 17.5, 13.0]
[2011.0, 3.0, 18.5, 54.0]
[2011.0, 3.0, 18.5, 37.0]
[2011.0, 3.0, 19.5, 36.0]
[2011.0, 3.0, 19.5, 0.0]
[2011.0, 3.0, 19.5, 103.0]
[2011.0, 3.0, 20.5, 36.0]
[2011.0, 3.0, 20.5, 0.0]
[2011.0, 3.0, 20.5, 194.0]
[2011.0, 3.0, 21.5, 167.0]
[2011.0, 3.0, 21.5, 64.0]
[2011.0, 3.0, 22.5, 101.0]
[2011.0, 3.0, 22.5, 255.0]
[2011.0, 3.0, 23.5, 34.0]
[2011.0, 3.0, 23.5, 528.0]
[2011.0, 3.0, 23.5, 10.0]
[2011.0, 3.0, 24.5, 546.0]
[2011.0, 3.0, 24.5, 13.0]
[2011.0, 3.0, 24.5, 0.0]
[2011.0, 3.0, 24.5, 16.0]
[2011.0, 3.0, 25.5, 756.0]
[2011.0, 3.0, 25.5, 64.0]
[2011.0, 3.0, 25.5, 58.0]
[2011.0, 3.0, 25.5, 26.0]
[2011.0, 3.0, 25.5, 18.0]
[2011.0, 3.0, 25.5, 7.0]
[2011.0, 3.0, 26.5, 798.0]
[2011.0, 3.0, 26.5, 52.0]
[2011.0, 3.0, 26.5, 190.0]
[2011.0, 3.0, 26.5, 9.0]
[2011.0, 3.0, 26.5, 68.0]
[2011.0, 3.0, 26.5, 11.0]
[2011.0, 3.0, 27.5, 791.0]
[2011.0, 3.0, 27.5, 54.0]
[2011.0, 3.0, 27.5, 101.0]
[2011.0, 3.0, 27.5, 0.0]
[2011.0, 3.0, 27.5, 64.0]
[2011.0, 3.0, 27.5, 27.0]
[2011.0, 3.0, 27.5, 0.0]
[2011.0, 3.0, 27.5, 126.0]
[2011.0, 3.0, 28.5, 483.0]
[2011.0, 3.0, 28.5, 17.0]
[2011.0, 3.0, 28.5, 75.0]
[2011.0, 3.0, 28.5, 46.0]
[2011.0, 3.0, 28.5, 16.0]
[2011.0, 3.0, 28.5, 266.0]
[2011.0, 3.0, 29.5, 379.0]
[2011.0, 3.0, 29.5, 15.0]
[2011.0, 3.0, 29.5, 19.0]
[2011.0, 3.0, 29.5, 33.0]
[2011.0, 3.0, 29.5, 18.0]
[2011.0, 3.0, 29.5, 300.0]
[2011.0, 3.0, 30.5, 348.0]
[2011.0, 3.0, 30.5, 19.0]
[2011.0, 3.0, 30.5, 52.0]
[2011.0, 3.0, 30.5, 18.0]
[2011.0, 3.0, 30.5, 544.0]
[2011.0, 3.0, 31.5, 176.0]
[2011.0, 3.0, 31.5, 0.0]
[2011.0, 3.0, 31.5, 16.0]
[2011.0, 3.0, 31.5, 18.0]
[2011.0, 3.0, 31.5, 252.0]
[2011.0, 4.0, 1.5, 86.0]
[2011.0, 4.0, 1.5, 15.0]
[2011.0, 4.0, 1.5, 403.0]
[2011.0, 4.0, 1.5, 0.0]
[2011.0, 4.0, 2.5, 42.0]
[2011.0, 4.0, 2.5, 26.0]
[2011.0, 4.0, 2.5, 236.0]
[2011.0, 4.0, 2.5, 53.0]
[2011.0, 4.0, 3.5, 3.0]
[2011.0, 4.0, 3.5, 31.0]
[2011.0, 4.0, 3.5, 248.0]
[2011.0, 4.0, 3.5, 127.0]
[2011.0, 4.0, 4.5, 14.0]
[2011.0, 4.0, 4.5, 12.0]
[2011.0, 4.0, 4.5, 125.0]
[2011.0, 4.0, 4.5, 303.0]
[2011.0, 4.0, 4.5, 38.0]
[2011.0, 4.0, 5.5, 8.0]
[2011.0, 4.0, 5.5, 21.0]
[2011.0, 4.0, 5.5, 283.0]
[2011.0, 4.0, 5.5, 109.0]
[2011.0, 4.0, 6.5, 22.0]
[2011.0, 4.0, 6.5, 152.0]
[2011.0, 4.0, 6.5, 96.0]
[2011.0, 4.0, 6.5, 8.0]
[2011.0, 4.0, 7.5, 1.0]
[2011.0, 4.0, 7.5, 157.0]
[2011.0, 4.0, 7.5, 78.0]
[2011.0, 4.0, 7.5, 74.0]
[2011.0, 4.0, 7.5, 9.0]
[2011.0, 4.0, 8.5, 113.0]
[2011.0, 4.0, 8.5, 34.0]
[2011.0, 4.0, 8.5, 69.0]
[2011.0, 4.0, 8.5, 38.0]
[2011.0, 4.0, 8.5, 37.0]
[2011.0, 4.0, 8.5, 68.0]
[2011.0, 4.0, 9.5, 10.0]
[2011.0, 4.0, 9.5, 52.0]
[2011.0, 4.0, 9.5, 66.0]
[2011.0, 4.0, 9.5, 62.0]
[2011.0, 4.0, 9.5, 17.0]
[2011.0, 4.0, 9.5, 52.0]
[2011.0, 4.0, 10.5, 109.0]
[2011.0, 4.0, 10.5, 121.0]
[2011.0, 4.0, 10.5, 36.0]
[2011.0, 4.0, 11.5, 103.0]
[2011.0, 4.0, 11.5, 121.0]
[2011.0, 4.0, 11.5, 38.0]
[2011.0, 4.0, 11.5, 68.0]
[2011.0, 4.0, 12.5, 61.0]
[2011.0, 4.0, 12.5, 149.0]
[2011.0, 4.0, 12.5, 38.0]
[2011.0, 4.0, 12.5, 201.0]
[2011.0, 4.0, 12.5, 36.0]
[2011.0, 4.0, 12.5, 38.0]
[2011.0, 4.0, 13.5, 36.0]
[2011.0, 4.0, 13.5, 103.0]
[2011.0, 4.0, 13.5, 18.0]
[2011.0, 4.0, 13.5, 8.0]
[2011.0, 4.0, 13.5, 285.0]
[2011.0, 4.0, 13.5, 150.0]
[2011.0, 4.0, 13.5, 37.0]
[2011.0, 4.0, 13.5, 123.0]
[2011.0, 4.0, 14.5, 15.0]
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[2011.0, 4.0, 14.5, 441.0]
[2011.0, 4.0, 14.5, 136.0]
[2011.0, 4.0, 14.5, 16.0]
[2011.0, 4.0, 14.5, 249.0]
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[2011.0, 4.0, 15.5, 3.0]
[2011.0, 4.0, 15.5, 21.0]
[2011.0, 4.0, 15.5, 731.0]
[2011.0, 4.0, 15.5, 166.0]
[2011.0, 4.0, 15.5, 13.0]
[2011.0, 4.0, 15.5, 446.0]
[2011.0, 4.0, 15.5, 10.0]
[2011.0, 4.0, 16.5, 631.0]
[2011.0, 4.0, 16.5, 169.0]
[2011.0, 4.0, 16.5, 9.0]
[2011.0, 4.0, 16.5, 565.0]
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[2011.0, 4.0, 17.5, 346.0]
[2011.0, 4.0, 17.5, 135.0]
[2011.0, 4.0, 17.5, 756.0]
[2011.0, 4.0, 18.5, 178.0]
[2011.0, 4.0, 18.5, 135.0]
[2011.0, 4.0, 18.5, 645.0]
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[2011.0, 4.0, 19.5, 88.0]
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[2011.0, 4.0, 20.5, 10.0]
[2011.0, 4.0, 20.5, 22.0]
[2011.0, 4.0, 20.5, 525.0]
[2011.0, 4.0, 20.5, 114.0]
[2011.0, 4.0, 20.5, 57.0]
[2011.0, 4.0, 21.5, 11.0]
[2011.0, 4.0, 21.5, 473.0]
[2011.0, 4.0, 21.5, 346.0]
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[2011.0, 4.0, 21.5, 14.0]
[2011.0, 4.0, 22.5, 7.0]
[2011.0, 4.0, 22.5, 246.0]
[2011.0, 4.0, 22.5, 586.0]
[2011.0, 4.0, 22.5, 59.0]
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[2011.0, 4.0, 23.5, 267.0]
[2011.0, 4.0, 23.5, 590.0]
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[2011.0, 4.0, 24.5, 100.0]
[2011.0, 4.0, 24.5, 590.0]
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[2011.0, 4.0, 25.5, 41.0]
[2011.0, 4.0, 25.5, 767.0]
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[2011.0, 4.0, 27.5, 356.0]
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[2011.0, 5.0, 6.5, 1.0]
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[2011.0, 6.0, 1.5, 37.0]
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[2011.0, 6.0, 4.5, 0.0]
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[2011.0, 6.0, 11.5, 17.0]
604
605
[2011.0, 6.0, 14.5, 76.0]
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[2011.0, 6.0, 14.5, 153.0]
[2011.0, 6.0, 15.5, 177.0]
[2011.0, 6.0, 15.5, 358.0]
[2011.0, 6.0, 16.5, 156.0]
[2011.0, 6.0, 16.5, 469.0]
[2011.0, 6.0, 17.5, 127.0]
[2011.0, 6.0, 17.5, 420.0]
[2011.0, 6.0, 17.5, 0.0]
[2011.0, 6.0, 18.5, 137.0]
[2011.0, 6.0, 18.5, 366.0]
[2011.0, 6.0, 18.5, 0.0]
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[2011.0, 6.0, 19.5, 385.0]
[2011.0, 6.0, 19.5, 18.0]
[2011.0, 6.0, 20.5, 440.0]
[2011.0, 6.0, 20.5, 18.0]
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[2011.0, 6.0, 22.5, 18.0]
[2011.0, 6.0, 22.5, 17.0]
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[2011.0, 6.0, 23.5, 17.0]
[2011.0, 6.0, 23.5, 93.0]
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[2011.0, 6.0, 24.5, 0.0]
[2011.0, 6.0, 24.5, 91.0]
[2011.0, 6.0, 24.5, 94.0]
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[2011.0, 6.0, 26.5, 0.0]
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[2011.0, 6.0, 29.5, 0.0]
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[2011.0, 7.0, 7.5, 92.0]
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[2011.0, 7.0, 9.5, 50.0]
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[2011.0, 7.0, 9.5, 74.0]
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[2011.0, 7.0, 10.5, 71.0]
[2011.0, 7.0, 10.5, 18.0]
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[2011.0, 7.0, 11.5, 19.0]
[2011.0, 7.0, 11.5, 130.0]
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[2011.0, 7.0, 11.5, 144.0]
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[2011.0, 7.0, 12.5, 36.0]
[2011.0, 7.0, 12.5, 227.0]
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[2011.0, 7.0, 13.5, 18.0]
[2011.0, 7.0, 13.5, 10.0]
[2011.0, 7.0, 13.5, 16.0]
[2011.0, 7.0, 13.5, 289.0]
[2011.0, 7.0, 13.5, 233.0]
[2011.0, 7.0, 13.5, 27.0]
[2011.0, 7.0, 13.5, 19.0]
[2011.0, 7.0, 14.5, 8.0]
[2011.0, 7.0, 14.5, 169.0]
[2011.0, 7.0, 14.5, 169.0]
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[2011.0, 7.0, 14.5, 13.0]
[2011.0, 7.0, 15.5, 0.0]
[2011.0, 7.0, 15.5, 127.0]
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[2011.0, 7.0, 15.5, 57.0]
[2011.0, 7.0, 15.5, 0.0]
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[2011.0, 7.0, 16.5, 8.0]
[2011.0, 7.0, 16.5, 113.0]
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[2011.0, 7.0, 16.5, 0.0]
[2011.0, 7.0, 16.5, 71.0]
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[2011.0, 7.0, 17.5, 78.0]
[2011.0, 7.0, 17.5, 155.0]
[2011.0, 7.0, 17.5, 81.0]
[2011.0, 7.0, 17.5, 19.0]
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[2011.0, 7.0, 18.5, 39.0]
[2011.0, 7.0, 18.5, 146.0]
[2011.0, 7.0, 18.5, 105.0]
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[2011.0, 7.0, 18.5, 39.0]
[2011.0, 7.0, 18.5, 87.0]
[2011.0, 7.0, 18.5, 31.0]
[2011.0, 7.0, 18.5, 21.0]
[2011.0, 7.0, 19.5, 41.0]
[2011.0, 7.0, 19.5, 144.0]
[2011.0, 7.0, 19.5, 142.0]
[2011.0, 7.0, 19.5, 18.0]
[2011.0, 7.0, 19.5, 67.0]
[2011.0, 7.0, 19.5, 50.0]
[2011.0, 7.0, 19.5, 108.0]
[2011.0, 7.0, 20.5, 2.0]
[2011.0, 7.0, 20.5, 90.0]
[2011.0, 7.0, 20.5, 187.0]
[2011.0, 7.0, 20.5, 17.0]
[2011.0, 7.0, 20.5, 113.0]
[2011.0, 7.0, 21.5, 56.0]
[2011.0, 7.0, 21.5, 153.0]
[2011.0, 7.0, 21.5, 208.0]
[2011.0, 7.0, 22.5, 20.0]
[2011.0, 7.0, 22.5, 102.0]
[2011.0, 7.0, 22.5, 107.0]
[2011.0, 7.0, 23.5, 7.0]
[2011.0, 7.0, 23.5, 60.0]
[2011.0, 7.0, 23.5, 75.0]
[2011.0, 7.0, 24.5, 2.0]
[2011.0, 7.0, 24.5, 6.0]
[2011.0, 7.0, 24.5, 18.0]
[2011.0, 7.0, 24.5, 6.0]
[2011.0, 7.0, 25.5, 1.0]
[2011.0, 7.0, 25.5, 17.0]
[2011.0, 7.0, 25.5, 21.0]
[2011.0, 7.0, 26.5, 166.0]
[2011.0, 7.0, 26.5, 116.0]
[2011.0, 7.0, 27.5, 186.0]
[2011.0, 7.0, 27.5, 252.0]
[2011.0, 7.0, 27.5, 31.0]
[2011.0, 7.0, 28.5, 409.0]
[2011.0, 7.0, 28.5, 367.0]
[2011.0, 7.0, 28.5, 0.0]
[2011.0, 7.0, 28.5, 159.0]
[2011.0, 7.0, 28.5, 9.0]
[2011.0, 7.0, 29.5, 602.0]
[2011.0, 7.0, 29.5, 497.0]
[2011.0, 7.0, 29.5, 321.0]
[2011.0, 7.0, 29.5, 12.0]
[2011.0, 7.0, 29.5, 634.0]
[2011.0, 7.0, 30.5, 638.0]
[2011.0, 7.0, 30.5, 623.0]
[2011.0, 7.0, 30.5, 15.0]
[2011.0, 7.0, 30.5, 14.0]
[2011.0, 7.0, 31.5, 543.0]
[2011.0, 7.0, 31.5, 686.0]
[2011.0, 7.0, 31.5, 750.0]
[2011.0, 7.0, 31.5, 17.0]
[2011.0, 7.0, 31.5, 11.0]
[2011.0, 8.0, 1.5, 478.0]
[2011.0, 8.0, 1.5, 682.0]
[2011.0, 8.0, 1.5, 844.0]
[2011.0, 8.0, 1.5, 8.0]
[2011.0, 8.0, 2.5, 390.0]
[2011.0, 8.0, 2.5, 720.0]
[2011.0, 8.0, 2.5, 88.0]
[2011.0, 8.0, 2.5, 1.0]
[2011.0, 8.0, 3.5, 190.0]
[2011.0, 8.0, 3.5, 475.0]
[2011.0, 8.0, 3.5, 171.0]
[2011.0, 8.0, 4.5, 120.0]
[2011.0, 8.0, 4.5, 500.0]
[2011.0, 8.0, 4.5, 346.0]
[2011.0, 8.0, 4.5, 31.0]
[2011.0, 8.0, 5.5, 0.0]
[2011.0, 8.0, 5.5, 241.0]
[2011.0, 8.0, 5.5, 967.0]
[2011.0, 8.0, 5.5, 17.0]
[2011.0, 8.0, 5.5, 16.0]
[2011.0, 8.0, 6.5, 72.0]
[2011.0, 8.0, 6.5, 647.0]
[2011.0, 8.0, 6.5, 107.0]
[2011.0, 8.0, 6.5, 16.0]
[2011.0, 8.0, 7.5, 8.0]
[2011.0, 8.0, 7.5, 588.0]
[2011.0, 8.0, 7.5, 58.0]
[2011.0, 8.0, 7.5, 73.0]
[2011.0, 8.0, 8.5, 348.0]
[2011.0, 8.0, 8.5, 95.0]
[2011.0, 8.0, 8.5, 17.0]
[2011.0, 8.0, 8.5, 0.0]
[2011.0, 8.0, 9.5, 124.0]
[2011.0, 8.0, 9.5, 123.0]
[2011.0, 8.0, 9.5, 16.0]
[2011.0, 8.0, 10.5, 0.0]
[2011.0, 8.0, 10.5, 15.0]
[2011.0, 8.0, 10.5, 18.0]
[2011.0, 8.0, 11.5, 13.0]
[2011.0, 8.0, 11.5, 33.0]
[2011.0, 8.0, 11.5, 23.0]
[2011.0, 8.0, 12.5, 17.0]
[2011.0, 8.0, 12.5, 14.0]
[2011.0, 8.0, 13.5, 2.0]
[2011.0, 8.0, 13.5, 17.0]
[2011.0, 8.0, 13.5, 16.0]
833
[2011.0, 8.0, 16.5, 223.0]
[2011.0, 8.0, 16.5, 6.0]
[2011.0, 8.0, 17.5, 310.0]
[2011.0, 8.0, 17.5, 60.0]
[2011.0, 8.0, 17.5, 18.0]
[2011.0, 8.0, 18.5, 455.0]
[2011.0, 8.0, 18.5, 77.0]
[2011.0, 8.0, 18.5, 17.0]
[2011.0, 8.0, 19.5, 431.0]
[2011.0, 8.0, 19.5, 46.0]
[2011.0, 8.0, 19.5, 15.0]
[2011.0, 8.0, 20.5, 505.0]
[2011.0, 8.0, 20.5, 84.0]
[2011.0, 8.0, 20.5, 21.0]
[2011.0, 8.0, 21.5, 473.0]
[2011.0, 8.0, 21.5, 158.0]
[2011.0, 8.0, 21.5, 33.0]
[2011.0, 8.0, 21.5, 22.0]
[2011.0, 8.0, 22.5, 530.0]
[2011.0, 8.0, 22.5, 104.0]
[2011.0, 8.0, 22.5, 44.0]
[2011.0, 8.0, 22.5, 11.0]
[2011.0, 8.0, 23.5, 467.0]
[2011.0, 8.0, 23.5, 66.0]
[2011.0, 8.0, 23.5, 51.0]
[2011.0, 8.0, 23.5, 31.0]
[2011.0, 8.0, 23.5, 13.0]
[2011.0, 8.0, 24.5, 266.0]
[2011.0, 8.0, 24.5, 28.0]
[2011.0, 8.0, 24.5, 18.0]
[2011.0, 8.0, 24.5, 18.0]
[2011.0, 8.0, 25.5, 158.0]
[2011.0, 8.0, 25.5, 0.0]
[2011.0, 8.0, 25.5, 19.0]
[2011.0, 8.0, 25.5, 19.0]
[2011.0, 8.0, 25.5, 48.0]
[2011.0, 8.0, 25.5, 15.0]
[2011.0, 8.0, 25.5, 67.0]
[2011.0, 8.0, 26.5, 60.0]
[2011.0, 8.0, 26.5, 59.0]
[2011.0, 8.0, 26.5, 103.0]
[2011.0, 8.0, 26.5, 24.0]
[2011.0, 8.0, 26.5, 89.0]
[2011.0, 8.0, 26.5, 54.0]
[2011.0, 8.0, 27.5, 20.0]
[2011.0, 8.0, 27.5, 59.0]
[2011.0, 8.0, 27.5, 125.0]
[2011.0, 8.0, 27.5, 165.0]
[2011.0, 8.0, 27.5, 38.0]
[2011.0, 8.0, 28.5, 18.0]
[2011.0, 8.0, 28.5, 71.0]
[2011.0, 8.0, 28.5, 0.0]
[2011.0, 8.0, 28.5, 132.0]
[2011.0, 8.0, 28.5, 19.0]
[2011.0, 8.0, 28.5, 41.0]
[2011.0, 8.0, 29.5, 7.0]
[2011.0, 8.0, 29.5, 96.0]
[2011.0, 8.0, 29.5, 184.0]
[2011.0, 8.0, 29.5, 19.0]
[2011.0, 8.0, 29.5, 30.0]
[2011.0, 8.0, 30.5, 10.0]
[2011.0, 8.0, 30.5, 98.0]
[2011.0, 8.0, 30.5, 158.0]
[2011.0, 8.0, 30.5, 13.0]
[2011.0, 8.0, 30.5, 19.0]
[2011.0, 8.0, 30.5, 40.0]
[2011.0, 8.0, 30.5, 9.0]
[2011.0, 8.0, 31.5, 19.0]
[2011.0, 8.0, 31.5, 114.0]
[2011.0, 8.0, 31.5, 158.0]
[2011.0, 8.0, 31.5, 16.0]
[2011.0, 8.0, 31.5, 156.0]
[2011.0, 8.0, 31.5, 92.0]
[2011.0, 8.0, 31.5, 99.0]
[2011.0, 8.0, 31.5, 8.0]
[2011.0, 8.0, 31.5, 12.0]
[2011.0, 9.0, 1.5, 105.0]
[2011.0, 9.0, 1.5, 113.0]
[2011.0, 9.0, 1.5, 36.0]
[2011.0, 9.0, 1.5, 275.0]
[2011.0, 9.0, 1.5, 86.0]
[2011.0, 9.0, 1.5, 265.0]
[2011.0, 9.0, 1.5, 5.0]
[2011.0, 9.0, 2.5, 45.0]
[2011.0, 9.0, 2.5, 101.0]
[2011.0, 9.0, 2.5, 67.0]
[2011.0, 9.0, 2.5, 195.0]
[2011.0, 9.0, 2.5, 252.0]
[2011.0, 9.0, 2.5, 320.0]
[2011.0, 9.0, 3.5, 24.0]
[2011.0, 9.0, 3.5, 42.0]
[2011.0, 9.0, 3.5, 4.0]
[2011.0, 9.0, 3.5, 158.0]
[2011.0, 9.0, 3.5, 122.0]
[2011.0, 9.0, 3.5, 400.0]
[2011.0, 9.0, 3.5, 88.0]
[2011.0, 9.0, 3.5, 18.0]
[2011.0, 9.0, 4.5, 16.0]
[2011.0, 9.0, 4.5, 0.0]
[2011.0, 9.0, 4.5, 114.0]
[2011.0, 9.0, 4.5, 75.0]
[2011.0, 9.0, 4.5, 371.0]
[2011.0, 9.0, 4.5, 45.0]
[2011.0, 9.0, 4.5, 73.0]
[2011.0, 9.0, 5.5, 4.0]
[2011.0, 9.0, 5.5, 69.0]
[2011.0, 9.0, 5.5, 15.0]
[2011.0, 9.0, 5.5, 435.0]
[2011.0, 9.0, 5.5, 96.0]
[2011.0, 9.0, 5.5, 16.0]
[2011.0, 9.0, 6.5, 0.0]
[2011.0, 9.0, 6.5, 11.0]
[2011.0, 9.0, 6.5, 378.0]
[2011.0, 9.0, 6.5, 141.0]
[2011.0, 9.0, 6.5, 0.0]
[2011.0, 9.0, 6.5, 90.0]
[2011.0, 9.0, 7.5, 9.0]
[2011.0, 9.0, 7.5, 389.0]
[2011.0, 9.0, 7.5, 157.0]
[2011.0, 9.0, 7.5, 235.0]
[2011.0, 9.0, 8.5, 297.0]
[2011.0, 9.0, 8.5, 95.0]
[2011.0, 9.0, 8.5, 464.0]
[2011.0, 9.0, 9.5, 243.0]
[2011.0, 9.0, 9.5, 92.0]
[2011.0, 9.0, 9.5, 593.0]
[2011.0, 9.0, 9.5, 48.0]
[2011.0, 9.0, 10.5, 124.0]
[2011.0, 9.0, 10.5, 98.0]
[2011.0, 9.0, 10.5, 795.0]
[2011.0, 9.0, 10.5, 88.0]
[2011.0, 9.0, 10.5, 19.0]
[2011.0, 9.0, 11.5, 21.0]
[2011.0, 9.0, 11.5, 71.0]
[2011.0, 9.0, 11.5, 814.0]
[2011.0, 9.0, 11.5, 129.0]
[2011.0, 9.0, 11.5, 18.0]
[2011.0, 9.0, 11.5, 33.0]
[2011.0, 9.0, 12.5, 46.0]
[2011.0, 9.0, 12.5, 580.0]
[2011.0, 9.0, 12.5, 127.0]
[2011.0, 9.0, 12.5, 12.0]
[2011.0, 9.0, 12.5, 38.0]
[2011.0, 9.0, 12.5, 16.0]
[2011.0, 9.0, 12.5, 19.0]
[2011.0, 9.0, 13.5, 43.0]
[2011.0, 9.0, 13.5, 667.0]
[2011.0, 9.0, 13.5, 117.0]
[2011.0, 9.0, 13.5, 79.0]
[2011.0, 9.0, 13.5, 17.0]
[2011.0, 9.0, 13.5, 35.0]
[2011.0, 9.0, 13.5, 32.0]
[2011.0, 9.0, 13.5, 35.0]
[2011.0, 9.0, 14.5, 42.0]
[2011.0, 9.0, 14.5, 697.0]
[2011.0, 9.0, 14.5, 43.0]
[2011.0, 9.0, 14.5, 54.0]
[2011.0, 9.0, 14.5, 31.0]
[2011.0, 9.0, 14.5, 91.0]
[2011.0, 9.0, 14.5, 62.0]
[2011.0, 9.0, 14.5, 67.0]
[2011.0, 9.0, 14.5, 44.0]
[2011.0, 9.0, 14.5, 49.0]
[2011.0, 9.0, 15.5, 0.0]
[2011.0, 9.0, 15.5, 456.0]
[2011.0, 9.0, 15.5, 10.0]
[2011.0, 9.0, 15.5, 37.0]
[2011.0, 9.0, 15.5, 39.0]
[2011.0, 9.0, 15.5, 63.0]
[2011.0, 9.0, 15.5, 35.0]
[2011.0, 9.0, 15.5, 219.0]
[2011.0, 9.0, 15.5, 190.0]
[2011.0, 9.0, 15.5, 37.0]
[2011.0, 9.0, 15.5, 62.0]
[2011.0, 9.0, 16.5, 387.0]
[2011.0, 9.0, 16.5, 6.0]
[2011.0, 9.0, 16.5, 32.0]
[2011.0, 9.0, 16.5, 39.0]
[2011.0, 9.0, 16.5, 8.0]
[2011.0, 9.0, 16.5, 31.0]
[2011.0, 9.0, 16.5, 444.0]
[2011.0, 9.0, 16.5, 212.0]
[2011.0, 9.0, 16.5, 20.0]
[2011.0, 9.0, 16.5, 128.0]
[2011.0, 9.0, 16.5, 51.0]
[2011.0, 9.0, 17.5, 308.0]
[2011.0, 9.0, 17.5, 1.0]
[2011.0, 9.0, 17.5, 0.0]
[2011.0, 9.0, 17.5, 38.0]
[2011.0, 9.0, 17.5, 12.0]
[2011.0, 9.0, 17.5, 404.0]
[2011.0, 9.0, 17.5, 234.0]
[2011.0, 9.0, 17.5, 195.0]
[2011.0, 9.0, 17.5, 71.0]
[2011.0, 9.0, 18.5, 137.0]
[2011.0, 9.0, 18.5, 567.0]
[2011.0, 9.0, 18.5, 189.0]
[2011.0, 9.0, 18.5, 59.0]
[2011.0, 9.0, 18.5, 188.0]
[2011.0, 9.0, 18.5, 124.0]
[2011.0, 9.0, 18.5, 30.0]
[2011.0, 9.0, 19.5, 0.0]
[2011.0, 9.0, 19.5, 535.0]
[2011.0, 9.0, 19.5, 94.0]
[2011.0, 9.0, 19.5, 36.0]
[2011.0, 9.0, 19.5, 94.0]
[2011.0, 9.0, 19.5, 74.0]
[2011.0, 9.0, 19.5, 102.0]
[2011.0, 9.0, 20.5, 493.0]
[2011.0, 9.0, 20.5, 54.0]
[2011.0, 9.0, 20.5, 32.0]
[2011.0, 9.0, 20.5, 53.0]
[2011.0, 9.0, 20.5, 44.0]
[2011.0, 9.0, 20.5, 160.0]
[2011.0, 9.0, 21.5, 512.0]
[2011.0, 9.0, 21.5, 33.0]
[2011.0, 9.0, 21.5, 13.0]
[2011.0, 9.0, 21.5, 20.0]
[2011.0, 9.0, 21.5, 6.0]
[2011.0, 9.0, 21.5, 313.0]
[2011.0, 9.0, 22.5, 335.0]
[2011.0, 9.0, 22.5, 13.0]
[2011.0, 9.0, 22.5, 7.0]
[2011.0, 9.0, 22.5, 206.0]
[2011.0, 9.0, 22.5, 281.0]
[2011.0, 9.0, 23.5, 329.0]
[2011.0, 9.0, 23.5, 11.0]
[2011.0, 9.0, 23.5, 1.0]
[2011.0, 9.0, 23.5, 209.0]
[2011.0, 9.0, 23.5, 882.0]
[2011.0, 9.0, 24.5, 147.0]
[2011.0, 9.0, 24.5, 176.0]
[2011.0, 9.0, 24.5, 788.0]
[2011.0, 9.0, 24.5, 17.0]
[2011.0, 9.0, 24.5, 18.0]
[2011.0, 9.0, 25.5, 27.0]
[2011.0, 9.0, 25.5, 172.0]
[2011.0, 9.0, 25.5, 588.0]
[2011.0, 9.0, 25.5, 17.0]
[2011.0, 9.0, 25.5, 39.0]
[2011.0, 9.0, 25.5, 42.0]
[2011.0, 9.0, 26.5, 72.0]
[2011.0, 9.0, 26.5, 743.0]
[2011.0, 9.0, 26.5, 7.0]
[2011.0, 9.0, 26.5, 78.0]
[2011.0, 9.0, 26.5, 86.0]
[2011.0, 9.0, 26.5, 17.0]
[2011.0, 9.0, 27.5, 32.0]
[2011.0, 9.0, 27.5, 930.0]
[2011.0, 9.0, 27.5, 18.0]
[2011.0, 9.0, 27.5, 121.0]
[2011.0, 9.0, 27.5, 21.0]
[2011.0, 9.0, 28.5, 37.0]
[2011.0, 9.0, 28.5, 122.0]
[2011.0, 9.0, 28.5, 16.0]
[2011.0, 9.0, 28.5, 105.0]
[2011.0, 9.0, 28.5, 83.0]
[2011.0, 9.0, 28.5, 5.0]
[2011.0, 9.0, 29.5, 18.0]
[2011.0, 9.0, 29.5, 434.0]
[2011.0, 9.0, 29.5, 14.0]
[2011.0, 9.0, 29.5, 191.0]
[2011.0, 9.0, 29.5, 49.0]
[2011.0, 9.0, 29.5, 8.0]
[2011.0, 9.0, 30.5, 10.0]
[2011.0, 9.0, 30.5, 309.0]
[2011.0, 9.0, 30.5, 258.0]
[2011.0, 9.0, 30.5, 74.0]
[2011.0, 9.0, 30.5, 40.0]
[2011.0, 10.0, 1.5, 53.0]
[2011.0, 10.0, 1.5, 331.0]
[2011.0, 10.0, 1.5, 39.0]
[2011.0, 10.0, 1.5, 47.0]
[2011.0, 10.0, 1.5, 28.0]
[2011.0, 10.0, 2.5, 475.0]
[2011.0, 10.0, 2.5, 340.0]
[2011.0, 10.0, 2.5, 39.0]
[2011.0, 10.0, 2.5, 55.0]
[2011.0, 10.0, 2.5, 36.0]
[2011.0, 10.0, 2.5, 64.0]
[2011.0, 10.0, 3.5, 238.0]
[2011.0, 10.0, 3.5, 405.0]
[2011.0, 10.0, 3.5, 56.0]
[2011.0, 10.0, 3.5, 29.0]
[2011.0, 10.0, 3.5, 135.0]
[2011.0, 10.0, 3.5, 14.0]
[2011.0, 10.0, 4.5, 52.0]
[2011.0, 10.0, 4.5, 251.0]
[2011.0, 10.0, 4.5, 49.0]
[2011.0, 10.0, 4.5, 19.0]
[2011.0, 10.0, 4.5, 230.0]
[2011.0, 10.0, 4.5, 70.0]
[2011.0, 10.0, 4.5, 124.0]
[2011.0, 10.0, 4.5, 124.0]
[2011.0, 10.0, 5.5, 216.0]
[2011.0, 10.0, 5.5, 20.0]
[2011.0, 10.0, 5.5, 9.0]
[2011.0, 10.0, 5.5, 271.0]
[2011.0, 10.0, 5.5, 38.0]
[2011.0, 10.0, 5.5, 208.0]
[2011.0, 10.0, 5.5, 226.0]
[2011.0, 10.0, 5.5, 69.0]
[2011.0, 10.0, 6.5, 85.0]
[2011.0, 10.0, 6.5, 10.0]
[2011.0, 10.0, 6.5, 318.0]
[2011.0, 10.0, 6.5, 42.0]
[2011.0, 10.0, 6.5, 113.0]
[2011.0, 10.0, 6.5, 276.0]
[2011.0, 10.0, 6.5, 202.0]
[2011.0, 10.0, 7.5, 0.0]
[2011.0, 10.0, 7.5, 6.0]
[2011.0, 10.0, 7.5, 153.0]
[2011.0, 10.0, 7.5, 11.0]
[2011.0, 10.0, 7.5, 88.0]
[2011.0, 10.0, 7.5, 509.0]
[2011.0, 10.0, 7.5, 199.0]
[2011.0, 10.0, 8.5, 132.0]
[2011.0, 10.0, 8.5, 9.0]
[2011.0, 10.0, 8.5, 75.0]
[2011.0, 10.0, 8.5, 358.0]
[2011.0, 10.0, 8.5, 196.0]
[2011.0, 10.0, 9.5, 122.0]
[2011.0, 10.0, 9.5, 5.0]
[2011.0, 10.0, 9.5, 48.0]
[2011.0, 10.0, 9.5, 396.0]
[2011.0, 10.0, 9.5, 163.0]
[2011.0, 10.0, 9.5, 116.0]
[2011.0, 10.0, 10.5, 60.0]
[2011.0, 10.0, 10.5, 33.0]
[2011.0, 10.0, 10.5, 403.0]
[2011.0, 10.0, 10.5, 167.0]
[2011.0, 10.0, 10.5, 232.0]
[2011.0, 10.0, 10.5, 76.0]
[2011.0, 10.0, 11.5, 49.0]
[2011.0, 10.0, 11.5, 11.0]
[2011.0, 10.0, 11.5, 388.0]
[2011.0, 10.0, 11.5, 218.0]
[2011.0, 10.0, 11.5, 337.0]
[2011.0, 10.0, 11.5, 77.0]
[2011.0, 10.0, 11.5, 62.0]
[2011.0, 10.0, 11.5, 52.0]
[2011.0, 10.0, 12.5, 37.0]
[2011.0, 10.0, 12.5, 353.0]
[2011.0, 10.0, 12.5, 237.0]
[2011.0, 10.0, 12.5, 592.0]
[2011.0, 10.0, 12.5, 18.0]
[2011.0, 10.0, 12.5, 221.0]
[2011.0, 10.0, 12.5, 66.0]
[2011.0, 10.0, 12.5, 19.0]
[2011.0, 10.0, 12.5, 44.0]
[2011.0, 10.0, 13.5, 38.0]
[2011.0, 10.0, 13.5, 273.0]
[2011.0, 10.0, 13.5, 161.0]
[2011.0, 10.0, 13.5, 524.0]
[2011.0, 10.0, 13.5, 16.0]
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[2011.0, 12.0, 5.5, 105.0]
[2011.0, 12.0, 5.5, 26.0]
[2011.0, 12.0, 5.5, 20.0]
[2011.0, 12.0, 5.5, 27.0]
[2011.0, 12.0, 6.5, 2.0]
[2011.0, 12.0, 6.5, 151.0]
[2011.0, 12.0, 6.5, 592.0]
[2011.0, 12.0, 6.5, 73.0]
[2011.0, 12.0, 6.5, 29.0]
[2011.0, 12.0, 6.5, 138.0]
[2011.0, 12.0, 6.5, 18.0]
[2011.0, 12.0, 6.5, 14.0]
[2011.0, 12.0, 6.5, 16.0]
[2011.0, 12.0, 7.5, 184.0]
[2011.0, 12.0, 7.5, 629.0]
[2011.0, 12.0, 7.5, 98.0]
[2011.0, 12.0, 7.5, 12.0]
[2011.0, 12.0, 7.5, 130.0]
[2011.0, 12.0, 7.5, 17.0]
[2011.0, 12.0, 7.5, 18.0]
[2011.0, 12.0, 7.5, 19.0]
[2011.0, 12.0, 7.5, 0.0]
[2011.0, 12.0, 8.5, 36.0]
[2011.0, 12.0, 8.5, 344.0]
[2011.0, 12.0, 8.5, 83.0]
[2011.0, 12.0, 8.5, 29.0]
[2011.0, 12.0, 8.5, 75.0]
[2011.0, 12.0, 8.5, 52.0]
[2011.0, 12.0, 8.5, 19.0]
[2011.0, 12.0, 8.5, 0.0]
[2011.0, 12.0, 8.5, 26.0]
[2011.0, 12.0, 8.5, 107.0]
[2011.0, 12.0, 8.5, 6.0]
[2011.0, 12.0, 9.5, 10.0]
[2011.0, 12.0, 9.5, 248.0]
[2011.0, 12.0, 9.5, 82.0]
[2011.0, 12.0, 9.5, 0.0]
[2011.0, 12.0, 9.5, 92.0]
[2011.0, 12.0, 9.5, 79.0]
[2011.0, 12.0, 9.5, 21.0]
[2011.0, 12.0, 9.5, 180.0]
[2011.0, 12.0, 9.5, 84.0]
[2011.0, 12.0, 10.5, 131.0]
[2011.0, 12.0, 10.5, 30.0]
[2011.0, 12.0, 10.5, 84.0]
[2011.0, 12.0, 10.5, 13.0]
[2011.0, 12.0, 10.5, 77.0]
[2011.0, 12.0, 10.5, 202.0]
[2011.0, 12.0, 10.5, 122.0]
[2011.0, 12.0, 11.5, 44.0]
[2011.0, 12.0, 11.5, 12.0]
[2011.0, 12.0, 11.5, 87.0]
[2011.0, 12.0, 11.5, 9.0]
[2011.0, 12.0, 11.5, 18.0]
[2011.0, 12.0, 11.5, 352.0]
[2011.0, 12.0, 11.5, 250.0]
[2011.0, 12.0, 12.5, 54.0]
[2011.0, 12.0, 12.5, 15.0]
[2011.0, 12.0, 12.5, 278.0]
[2011.0, 12.0, 12.5, 135.0]
[2011.0, 12.0, 13.5, 37.0]
[2011.0, 12.0, 13.5, 0.0]
[2011.0, 12.0, 13.5, 12.0]
[2011.0, 12.0, 13.5, 267.0]
[2011.0, 12.0, 13.5, 98.0]
[2011.0, 12.0, 13.5, 11.0]
[2011.0, 12.0, 14.5, 14.0]
[2011.0, 12.0, 14.5, 225.0]
[2011.0, 12.0, 14.5, 75.0]
[2011.0, 12.0, 14.5, 14.0]
[2011.0, 12.0, 14.5, 85.0]
[2011.0, 12.0, 15.5, 277.0]
[2011.0, 12.0, 15.5, 85.0]
[2011.0, 12.0, 15.5, 119.0]
[2011.0, 12.0, 16.5, 153.0]
[2011.0, 12.0, 16.5, 57.0]
[2011.0, 12.0, 16.5, 131.0]
[2011.0, 12.0, 16.5, 76.0]
[2011.0, 12.0, 17.5, 123.0]
[2011.0, 12.0, 17.5, 32.0]
[2011.0, 12.0, 17.5, 0.0]
[2011.0, 12.0, 17.5, 97.0]
[2011.0, 12.0, 17.5, 17.0]
[2011.0, 12.0, 17.5, 49.0]
[2011.0, 12.0, 17.5, 19.0]
[2011.0, 12.0, 18.5, 70.0]
[2011.0, 12.0, 18.5, 13.0]
[2011.0, 12.0, 18.5, 35.0]
[2011.0, 12.0, 18.5, 76.0]
[2011.0, 12.0, 18.5, 14.0]
[2011.0, 12.0, 18.5, 32.0]
[2011.0, 12.0, 18.5, 72.0]
[2011.0, 12.0, 18.5, 52.0]
[2011.0, 12.0, 19.5, 33.0]
[2011.0, 12.0, 19.5, 9.0]
[2011.0, 12.0, 19.5, 32.0]
[2011.0, 12.0, 19.5, 35.0]
[2011.0, 12.0, 19.5, 24.0]
[2011.0, 12.0, 19.5, 41.0]
[2011.0, 12.0, 19.5, 151.0]
[2011.0, 12.0, 19.5, 182.0]
[2011.0, 12.0, 19.5, 14.0]
[2011.0, 12.0, 20.5, 0.0]
[2011.0, 12.0, 20.5, 51.0]
[2011.0, 12.0, 20.5, 14.0]
[2011.0, 12.0, 20.5, 48.0]
[2011.0, 12.0, 20.5, 173.0]
[2011.0, 12.0, 20.5, 227.0]
[2011.0, 12.0, 20.5, 47.0]
[2011.0, 12.0, 20.5, 84.0]
[2011.0, 12.0, 21.5, 85.0]
[2011.0, 12.0, 21.5, 130.0]
[2011.0, 12.0, 21.5, 269.0]
[2011.0, 12.0, 21.5, 30.0]
[2011.0, 12.0, 21.5, 247.0]
[2011.0, 12.0, 22.5, 249.0]
[2011.0, 12.0, 22.5, 305.0]
[2011.0, 12.0, 22.5, 89.0]
[2011.0, 12.0, 22.5, 36.0]
[2011.0, 12.0, 22.5, 463.0]
[2011.0, 12.0, 23.5, 58.0]
[2011.0, 12.0, 23.5, 55.0]
[2011.0, 12.0, 23.5, 158.0]
[2011.0, 12.0, 23.5, 19.0]
[2011.0, 12.0, 23.5, 874.0]
[2011.0, 12.0, 23.5, 52.0]
[2011.0, 12.0, 23.5, 18.0]
[2011.0, 12.0, 24.5, 170.0]
[2011.0, 12.0, 24.5, 38.0]
[2011.0, 12.0, 24.5, 39.0]
[2011.0, 12.0, 24.5, 905.0]
[2011.0, 12.0, 24.5, 16.0]
[2011.0, 12.0, 24.5, 102.0]
[2011.0, 12.0, 25.5, 73.0]
[2011.0, 12.0, 25.5, 19.0]
[2011.0, 12.0, 25.5, 636.0]
[2011.0, 12.0, 25.5, 152.0]
[2011.0, 12.0, 25.5, 49.0]
[2011.0, 12.0, 26.5, 11.0]
[2011.0, 12.0, 26.5, 42.0]
[2011.0, 12.0, 26.5, 17.0]
[2011.0, 12.0, 26.5, 617.0]
[2011.0, 12.0, 26.5, 12.0]
[2011.0, 12.0, 26.5, 310.0]
[2011.0, 12.0, 26.5, 183.0]
[2011.0, 12.0, 27.5, 7.0]
[2011.0, 12.0, 27.5, 7.0]
[2011.0, 12.0, 27.5, 0.0]
[2011.0, 12.0, 27.5, 602.0]
[2011.0, 12.0, 27.5, 10.0]
[2011.0, 12.0, 27.5, 358.0]
[2011.0, 12.0, 27.5, 303.0]
[2011.0, 12.0, 27.5, 67.0]
[2011.0, 12.0, 28.5, 5.0]
[2011.0, 12.0, 28.5, 501.0]
[2011.0, 12.0, 28.5, 343.0]
[2011.0, 12.0, 28.5, 194.0]
[2011.0, 12.0, 28.5, 108.0]
[2011.0, 12.0, 28.5, 135.0]
[2011.0, 12.0, 28.5, 14.0]
[2011.0, 12.0, 29.5, 3.0]
[2011.0, 12.0, 29.5, 374.0]
[2011.0, 12.0, 29.5, 270.0]
[2011.0, 12.0, 29.5, 45.0]
[2011.0, 12.0, 29.5, 99.0]
[2011.0, 12.0, 29.5, 294.0]
[2011.0, 12.0, 29.5, 17.0]
[2011.0, 12.0, 30.5, 200.0]
[2011.0, 12.0, 30.5, 183.0]
[2011.0, 12.0, 30.5, 98.0]
[2011.0, 12.0, 30.5, 681.0]
[2011.0, 12.0, 30.5, 75.0]
[2011.0, 12.0, 31.5, 54.0]
[2011.0, 12.0, 31.5, 115.0]
[2011.0, 12.0, 31.5, 108.0]
[2011.0, 12.0, 31.5, 647.0]










    






---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-232-c0384b8dbbeb> in <module>()
      1 mod_solar_dates=[]
      2 for i in range(len(str_list)):
----> 3     if ([x[:3] for x in float_dates][i]) == ([x[:3] for x in float_dates][i+1]) or ([x[:3] for x in float_dates][i]) == ([x[:3] for x in float_dates][i-1]):
      4         #mod_solar_dates.append([x[:4] for x in float_dates][i])
      5         print([x[:4] for x in float_dates][i])

IndexError: list index out of range
















In [231]:



    


## This averaged everything into one tuple. We are trying to average the duplicates... 
[sum(y) / len(y) for y in zip(*mod_solar_dates)]



    


















    
Out[231]:








[2011.0, 7.672849915682968, 16.077852726250704, 132.60146149522203]

















In [ ]:



    






    











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Content source: slosar/sloansky

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