In [1]:
from scipy import interpolate
import os
import numpy
from scipy.stats import linregress
import pandas as pd
import sys
sys.path.append(f'{os.environ["HOME"]}/Projects/planckClusters/catalogs')
from load_catalogs import load_PSZcatalog
from astropy.io import ascii
In [2]:
def calc_completeness_model(field, filter, data_path=None):
''' Calculates the completeness using a histogram. '''
bins = numpy.arange(15, 30, 0.5)
centers = (bins[:-1] + bins[1:]) / 2
if not data_path:
data_dir = '../data/proc2'
cat = f'{data_path}/{field}/{field}{filter}_cal.cat'
try:
cat = ascii.read(cat)
except FileNotFoundError:
return 0
cat = cat.to_pandas()
cat = cat.loc[cat.MAG_AUTO < 40]
cat = cat.loc[cat.CLASS_STAR < 0.8]
# make a bunch of figures
n, bins_ = numpy.histogram(cat['MAG_AUTO'], bins=bins)
# make it a log plot
logn = numpy.log10(n)
# find the peak
peak = numpy.argmax(logn)
# make a model from mag 18.5 - 21.5
model = linregress(centers[peak - 5:peak], logn[peak - 5:peak])
# convert the linear model in lin-log space to log in linear space
# and figure out where 80% completeness is
# see https://en.wikipedia.org/wiki/Semi-log_plot
y = n / (10**model.intercept * 10**(centers * model.slope))
x = centers
# plot(y, x) to see how the ratio curve goes.
func = interpolate.interp1d(x, y)
# the interpolate wasn't doing very well...
# when just asked what is 80%
mags = numpy.arange(centers[0], centers[-1], 0.1)
magdiff = 0.8 - func(mags)
# find the last bin where the difference is negative
# this is the bin, with the highest magnitude, where we go from having
# more observed objects to more objects in the model.
mag_idx = numpy.where(magdiff < 0)[0][-1]
print(field, f'{mags[mag_idx]:.3f}')
return mags[mag_idx]
In [ ]:
data = load_PSZcatalog()
In [ ]:
calc_completeness_model('PSZ2_G305.76+44.79', 'g')
calc_completeness_model('PSZ2_G305.76+44.79', 'r')
calc_completeness_model('PSZ2_G305.76+44.79', 'i')
calc_completeness_model('PSZ2_G305.76+44.79', 'z')
calc_completeness_model('PSZ2_G305.76+44.79', 'K')
In [ ]:
datapath = '../data/proc2'
completeness = pd.DataFrame(0.0, index=data.index, columns=['g', 'r', 'i', 'z', 'K'])
for i, row in data.iterrows():
n = row.NAME.replace(' ', '_')
#print(n)
if os.path.isdir(f'{datapath}/{n}'):
name_us = n
else:
try:
n_psz1 = row.NAME_PSZ1.replace(' ', '_')
except AttributeError:
continue
if os.path.isdir(f'{datapath}/{n_psz1}'):
name_us = n_psz1
else:
continue
completeness.iloc[i]['g'] = calc_completeness_model(name_us, 'g')
completeness.iloc[i]['r'] = calc_completeness_model(name_us, 'r')
completeness.iloc[i]['i'] = calc_completeness_model(name_us, 'i')
completeness.iloc[i]['z'] = calc_completeness_model(name_us, 'z')
completeness.iloc[i]['K'] = calc_completeness_model(name_us, 'K')
In [ ]:
completeness.describe()
In [ ]:
completeness['NAME'] = data['NAME']
In [ ]:
completeness.to_csv('completenesses.csv')
In [3]:
data2 = load_PSZcatalog(unconf=True, extras=True, us=True)
WARNING: UnitsWarning: 'erg/s/cm2' contains multiple slashes, which is discouraged by the FITS standard [astropy.units.format.generic]
/home/boada/Projects/planckClusters/catalogs/load_catalogs.py:92: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
df.iloc[i]['mosaic'] = True
/home/boada/Projects/planckClusters/catalogs/load_catalogs.py:99: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
df.iloc[i]['newfirm'] = True
In [4]:
data2
Out[4]:
INDEX_PSZ1
NAME_PSZ1
RA_PSZ1
DEC_PSZ1
REDSHIFT_PSZ1
SNR_PSZ1
INDEX_PSZ2
NAME_PSZ2
RA_PSZ2
DEC_PSZ2
...
DEC
SNR
mosaic
newfirm
Unnamed: 0
g
r
i
z
K
0
4.0
PSZ1 G001.00+25.71
244.584113
-13.070074
NaN
6.041658
NaN
NaN
NaN
NaN
...
-13.070074
6.041658
False
False
3.0
0.00
0.00
0.00
0.00
0.00
1
8.0
PSZ1 G003.09-22.51
292.164402
-35.711064
NaN
4.924522
NaN
NaN
NaN
NaN
...
-35.711064
4.924522
False
False
7.0
0.00
0.00
0.00
0.00
0.00
2
9.0
PSZ1 G003.60-24.45
294.612885
-35.839243
NaN
5.761011
NaN
NaN
NaN
NaN
...
-35.839243
5.761011
False
False
8.0
0.00
0.00
0.00
0.00
0.00
3
29.0
PSZ1 G011.35-72.94
354.071937
-32.134864
NaN
5.180040
NaN
NaN
NaN
NaN
...
-32.134864
5.180040
False
False
NaN
NaN
NaN
NaN
NaN
NaN
4
30.0
PSZ1 G011.50-40.11
314.933484
-32.848535
NaN
4.723595
NaN
NaN
NaN
NaN
...
-32.848535
4.723595
False
False
29.0
0.00
0.00
0.00
0.00
0.00
5
32.0
PSZ1 G012.48+27.36
249.372932
-3.818622
NaN
4.540755
NaN
NaN
NaN
NaN
...
-3.818622
4.540755
False
False
31.0
0.00
0.00
0.00
0.00
0.00
6
34.0
PSZ1 G012.66+25.79
250.775084
-4.541822
NaN
4.500723
NaN
NaN
NaN
NaN
...
-4.541822
4.500723
False
False
33.0
0.00
0.00
0.00
0.00
0.00
7
37.0
PSZ1 G014.76-62.53
341.675050
-32.178625
NaN
4.579976
48.0
PSZ2 G014.72-62.49
341.633440
-32.201116
...
-32.201116
5.213110
False
False
36.0
0.00
0.00
0.00
0.00
0.00
8
38.0
PSZ1 G015.42+58.42
223.890110
14.377075
NaN
4.652795
NaN
NaN
NaN
NaN
...
14.377075
4.652795
False
False
37.0
0.00
0.00
0.00
0.00
0.00
9
40.0
PSZ1 G017.05-22.67
297.268922
-23.606344
NaN
4.886622
NaN
NaN
NaN
NaN
...
-23.606344
4.886622
False
False
39.0
0.00
0.00
0.00
0.00
0.00
10
41.0
PSZ1 G017.35-23.56
298.279907
-23.666022
NaN
4.806247
NaN
NaN
NaN
NaN
...
-23.666022
4.806247
False
False
40.0
0.00
0.00
0.00
0.00
0.00
11
56.0
PSZ1 G021.88+17.75
262.086095
-1.344346
NaN
5.637356
72.0
PSZ2 G022.03+17.75
262.152301
-1.217553
...
-1.217553
6.200450
False
False
55.0
24.45
23.55
22.35
21.25
20.05
12
58.0
PSZ1 G023.38-33.46
310.328705
-21.996569
NaN
4.558635
NaN
NaN
NaN
NaN
...
-21.996569
4.558635
False
False
57.0
0.00
0.00
0.00
0.00
0.00
13
67.0
PSZ1 G027.31+23.79
259.150185
5.989678
NaN
5.099542
89.0
PSZ2 G027.28+23.79
259.137090
5.964183
...
5.964183
4.705430
False
False
66.0
0.00
0.00
0.00
0.00
0.00
14
68.0
PSZ1 G027.75+15.41
266.808651
2.508793
NaN
4.669386
NaN
NaN
NaN
NaN
...
2.508793
4.669386
False
False
67.0
0.00
0.00
0.00
0.00
0.00
15
69.0
PSZ1 G027.95+15.63
266.704270
2.776686
NaN
4.767464
94.0
PSZ2 G027.92+15.54
266.767193
2.711520
...
2.711520
4.535755
False
False
68.0
0.00
0.00
0.00
0.00
0.00
16
72.0
PSZ1 G028.15-08.63
288.425662
-8.147685
NaN
5.072324
98.0
PSZ2 G028.15-08.62
288.421637
-8.140585
...
-8.140585
7.666548
False
False
71.0
20.45
22.35
19.05
19.45
0.00
17
78.0
PSZ1 G029.79-17.37
297.108995
-10.525109
NaN
6.590536
105.0
PSZ2 G029.80-17.40
297.133739
-10.527757
...
-10.527757
9.006598
False
False
77.0
24.65
23.55
23.55
23.15
0.00
18
79.0
PSZ1 G030.21-16.91
296.861747
-9.967551
NaN
5.338148
107.0
PSZ2 G030.27-16.94
296.913019
-9.928212
...
-9.928212
5.430227
False
False
78.0
0.00
0.00
0.00
0.00
0.00
19
80.0
PSZ1 G030.70+09.47
273.417277
2.349914
NaN
4.660338
108.0
PSZ2 G030.70+09.44
273.441657
2.331402
...
2.331402
5.115502
False
False
79.0
0.00
0.00
0.00
0.00
0.00
20
82.0
PSZ1 G030.98+22.43
261.893535
8.395481
NaN
4.979023
NaN
NaN
NaN
NaN
...
8.395481
4.979023
False
False
81.0
0.00
0.00
0.00
0.00
0.00
21
84.0
PSZ1 G031.41+28.75
256.263153
11.460448
NaN
4.842781
NaN
NaN
NaN
NaN
...
11.460448
4.842781
False
False
83.0
0.00
0.00
0.00
0.00
0.00
22
85.0
PSZ1 G031.44-19.16
299.429434
-9.869758
NaN
4.602328
111.0
PSZ2 G031.41-19.16
299.418976
-9.898972
...
-9.898972
5.694107
False
False
84.0
24.25
23.45
23.15
22.35
0.00
23
88.0
PSZ1 G032.15-14.93
295.878438
-7.424090
NaN
8.213683
113.0
PSZ2 G032.12-14.96
295.891617
-7.462414
...
-7.462414
9.118845
False
False
87.0
23.15
22.65
22.85
22.25
20.55
24
90.0
PSZ1 G032.76+42.33
243.774158
17.773534
NaN
4.677566
NaN
NaN
NaN
NaN
...
17.773534
4.677566
False
False
89.0
0.00
0.00
0.00
0.00
0.00
25
91.0
PSZ1 G033.33-17.54
298.742623
-7.552001
NaN
5.783959
117.0
PSZ2 G033.27-17.54
298.716644
-7.603083
...
-7.603083
6.854508
False
False
90.0
23.35
23.05
22.95
22.55
0.00
26
98.0
PSZ1 G036.02+12.21
273.303691
8.246366
NaN
4.704335
NaN
NaN
NaN
NaN
...
8.246366
4.704335
False
False
97.0
0.00
0.00
0.00
0.00
0.00
27
99.0
PSZ1 G036.09-17.40
299.800621
-5.135561
NaN
5.349167
125.0
PSZ2 G036.09-17.43
299.826334
-5.148348
...
-5.148348
5.370387
False
False
98.0
0.00
0.00
0.00
0.00
0.00
28
101.0
PSZ1 G037.22-16.24
299.259900
-3.651490
NaN
5.015315
132.0
PSZ2 G037.25-16.27
299.298332
-3.638706
...
-3.638706
5.070985
False
False
100.0
0.00
0.00
0.00
0.00
0.00
29
104.0
PSZ1 G038.25-58.36
339.052876
-20.178013
NaN
4.539252
NaN
NaN
NaN
NaN
...
-20.178013
4.539252
False
False
103.0
0.00
0.00
0.00
0.00
0.00
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
601
NaN
NaN
NaN
NaN
NaN
NaN
1533.0
PSZ2 G325.25-33.72
307.251212
-69.701711
...
-69.701711
4.654067
False
False
1886.0
0.00
0.00
0.00
0.00
0.00
602
NaN
NaN
NaN
NaN
NaN
NaN
1535.0
PSZ2 G325.86-33.56
306.491589
-69.238654
...
-69.238654
4.517560
False
False
1887.0
0.00
0.00
0.00
0.00
0.00
603
NaN
NaN
NaN
NaN
NaN
NaN
1543.0
PSZ2 G327.66-54.26
345.907593
-57.380188
...
-57.380188
5.810718
False
False
1891.0
0.00
0.00
0.00
0.00
0.00
604
NaN
NaN
NaN
NaN
NaN
NaN
1544.0
PSZ2 G328.05+15.79
225.437048
-40.634841
...
-40.634841
5.580506
False
False
1892.0
0.00
0.00
0.00
0.00
0.00
605
NaN
NaN
NaN
NaN
NaN
NaN
1548.0
PSZ2 G328.96+71.97
200.803292
10.728222
...
10.728222
5.851603
False
False
1893.0
23.15
22.75
22.05
21.55
20.65
606
NaN
NaN
NaN
NaN
NaN
NaN
1549.0
PSZ2 G329.29+29.18
218.984195
-28.283724
...
-28.283724
5.057734
False
False
1894.0
0.00
0.00
0.00
0.00
0.00
607
NaN
NaN
NaN
NaN
NaN
NaN
1559.0
PSZ2 G332.11-23.63
281.854536
-63.466972
...
-63.466972
4.807710
False
False
1897.0
0.00
0.00
0.00
0.00
0.00
608
NaN
NaN
NaN
NaN
NaN
NaN
1577.0
PSZ2 G337.92-64.34
351.672256
-46.611808
...
-46.611808
4.609632
False
False
1902.0
0.00
0.00
0.00
0.00
0.00
609
NaN
NaN
NaN
NaN
NaN
NaN
1578.0
PSZ2 G337.95+22.70
230.439886
-29.754854
...
-29.754854
6.031629
False
False
1903.0
0.00
0.00
0.00
0.00
0.00
610
NaN
NaN
NaN
NaN
NaN
NaN
1579.0
PSZ2 G337.99-33.61
303.679344
-59.217521
...
-59.217521
4.969411
False
False
1904.0
0.00
0.00
0.00
0.00
0.00
611
NaN
NaN
NaN
NaN
NaN
NaN
1580.0
PSZ2 G338.04+23.65
229.880050
-28.940486
...
-28.940486
6.059533
False
False
1905.0
0.00
0.00
0.00
0.00
0.00
612
NaN
NaN
NaN
NaN
NaN
NaN
1583.0
PSZ2 G338.52+22.97
230.741892
-29.230682
...
-29.230682
6.107409
False
False
1906.0
0.00
0.00
0.00
0.00
0.00
613
NaN
NaN
NaN
NaN
NaN
NaN
1586.0
PSZ2 G339.74-51.08
333.758978
-53.355702
...
-53.355702
4.608783
False
False
1907.0
0.00
0.00
0.00
0.00
0.00
614
NaN
NaN
NaN
NaN
NaN
NaN
1587.0
PSZ2 G340.09+22.89
232.119484
-28.424134
...
-28.424134
11.353948
False
False
1908.0
0.00
0.00
0.00
0.00
0.00
615
NaN
NaN
NaN
NaN
NaN
NaN
1588.0
PSZ2 G340.35-42.80
320.106468
-55.937780
...
-55.937780
4.960021
False
False
1909.0
0.00
0.00
0.00
0.00
0.00
616
NaN
NaN
NaN
NaN
NaN
NaN
1593.0
PSZ2 G340.97+34.18
225.456067
-18.878792
...
-18.878792
4.518580
False
False
1910.0
0.00
0.00
0.00
0.00
0.00
617
NaN
NaN
NaN
NaN
NaN
NaN
1594.0
PSZ2 G341.09-33.15
302.688870
-56.636643
...
-56.636643
6.319774
False
False
1911.0
0.00
0.00
0.00
0.00
0.00
618
NaN
NaN
NaN
NaN
NaN
NaN
1599.0
PSZ2 G342.32+23.51
233.487177
-26.658809
...
-26.658809
4.587501
False
False
1913.0
0.00
0.00
0.00
0.00
0.00
619
NaN
NaN
NaN
NaN
NaN
NaN
1601.0
PSZ2 G342.45+24.14
233.154983
-26.099604
...
-26.099604
15.714126
False
False
1914.0
0.00
0.00
0.00
0.00
0.00
620
NaN
NaN
NaN
NaN
NaN
NaN
1607.0
PSZ2 G343.68+24.10
234.143467
-25.414686
...
-25.414686
5.643880
False
False
1918.0
0.00
0.00
0.00
0.00
0.00
621
NaN
NaN
NaN
NaN
NaN
NaN
1611.0
PSZ2 G345.38-25.32
290.008039
-52.056454
...
-52.056454
4.606444
False
False
1921.0
0.00
0.00
0.00
0.00
0.00
622
NaN
NaN
NaN
NaN
NaN
NaN
1621.0
PSZ2 G347.96+80.46
200.033481
20.212054
...
20.212054
4.734575
False
False
1927.0
0.00
0.00
0.00
0.00
0.00
623
NaN
NaN
NaN
NaN
NaN
NaN
1626.0
PSZ2 G349.18+38.66
227.972411
-11.278476
...
-11.278476
5.150737
False
False
1929.0
0.00
0.00
0.00
0.00
0.00
624
NaN
NaN
NaN
NaN
NaN
NaN
1633.0
PSZ2 G353.36-26.49
294.102131
-45.295373
...
-45.295373
4.728757
False
False
1930.0
0.00
0.00
0.00
0.00
0.00
625
NaN
NaN
NaN
NaN
NaN
NaN
1636.0
PSZ2 G355.22-70.03
352.831781
-37.911453
...
-37.911453
4.677570
False
False
1932.0
0.00
0.00
0.00
0.00
0.00
626
NaN
NaN
NaN
NaN
NaN
NaN
1640.0
PSZ2 G356.21-43.11
317.834006
-44.434423
...
-44.434423
5.166290
False
False
1936.0
0.00
0.00
0.00
0.00
0.00
627
NaN
NaN
NaN
NaN
NaN
NaN
1643.0
PSZ2 G356.88-11.33
276.510580
-37.097434
...
-37.097434
5.105836
False
False
1938.0
0.00
0.00
0.00
0.00
0.00
628
NaN
NaN
NaN
NaN
NaN
NaN
1648.0
PSZ2 G358.80-10.83
276.962409
-35.177444
...
-35.177444
4.659763
False
False
1940.0
0.00
0.00
0.00
0.00
0.00
629
NaN
NaN
NaN
NaN
NaN
NaN
1652.0
PSZ2 G359.60-08.72
275.091836
-33.531717
...
-33.531717
4.740269
False
False
1942.0
0.00
0.00
0.00
0.00
0.00
630
NaN
NaN
NaN
NaN
NaN
NaN
1465.0
PSZ2 G310.81+83.91
193.752535
21.094767
...
21.094767
8.289122
False
False
1092.0
21.45
21.95
21.15
21.75
21.25
631 rows × 25 columns
In [5]:
df = data2[['NAME', 'RA', 'DEC', 'g', 'r', 'K']]
In [6]:
df
Out[6]:
NAME
RA
DEC
g
r
K
0
PSZ1 G001.00+25.71
244.584113
-13.070074
0.00
0.00
0.00
1
PSZ1 G003.09-22.51
292.164402
-35.711064
0.00
0.00
0.00
2
PSZ1 G003.60-24.45
294.612885
-35.839243
0.00
0.00
0.00
3
PSZ1 G011.35-72.94
354.071937
-32.134864
NaN
NaN
NaN
4
PSZ1 G011.50-40.11
314.933484
-32.848535
0.00
0.00
0.00
5
PSZ1 G012.48+27.36
249.372932
-3.818622
0.00
0.00
0.00
6
PSZ1 G012.66+25.79
250.775084
-4.541822
0.00
0.00
0.00
7
PSZ2 G014.72-62.49
341.633440
-32.201116
0.00
0.00
0.00
8
PSZ1 G015.42+58.42
223.890110
14.377075
0.00
0.00
0.00
9
PSZ1 G017.05-22.67
297.268922
-23.606344
0.00
0.00
0.00
10
PSZ1 G017.35-23.56
298.279907
-23.666022
0.00
0.00
0.00
11
PSZ2 G022.03+17.75
262.152301
-1.217553
24.45
23.55
20.05
12
PSZ1 G023.38-33.46
310.328705
-21.996569
0.00
0.00
0.00
13
PSZ2 G027.28+23.79
259.137090
5.964183
0.00
0.00
0.00
14
PSZ1 G027.75+15.41
266.808651
2.508793
0.00
0.00
0.00
15
PSZ2 G027.92+15.54
266.767193
2.711520
0.00
0.00
0.00
16
PSZ2 G028.15-08.62
288.421637
-8.140585
20.45
22.35
0.00
17
PSZ2 G029.80-17.40
297.133739
-10.527757
24.65
23.55
0.00
18
PSZ2 G030.27-16.94
296.913019
-9.928212
0.00
0.00
0.00
19
PSZ2 G030.70+09.44
273.441657
2.331402
0.00
0.00
0.00
20
PSZ1 G030.98+22.43
261.893535
8.395481
0.00
0.00
0.00
21
PSZ1 G031.41+28.75
256.263153
11.460448
0.00
0.00
0.00
22
PSZ2 G031.41-19.16
299.418976
-9.898972
24.25
23.45
0.00
23
PSZ2 G032.12-14.96
295.891617
-7.462414
23.15
22.65
20.55
24
PSZ1 G032.76+42.33
243.774158
17.773534
0.00
0.00
0.00
25
PSZ2 G033.27-17.54
298.716644
-7.603083
23.35
23.05
0.00
26
PSZ1 G036.02+12.21
273.303691
8.246366
0.00
0.00
0.00
27
PSZ2 G036.09-17.43
299.826334
-5.148348
0.00
0.00
0.00
28
PSZ2 G037.25-16.27
299.298332
-3.638706
0.00
0.00
0.00
29
PSZ1 G038.25-58.36
339.052876
-20.178013
0.00
0.00
0.00
...
...
...
...
...
...
...
601
PSZ2 G325.25-33.72
307.251212
-69.701711
0.00
0.00
0.00
602
PSZ2 G325.86-33.56
306.491589
-69.238654
0.00
0.00
0.00
603
PSZ2 G327.66-54.26
345.907593
-57.380188
0.00
0.00
0.00
604
PSZ2 G328.05+15.79
225.437048
-40.634841
0.00
0.00
0.00
605
PSZ2 G328.96+71.97
200.803292
10.728222
23.15
22.75
20.65
606
PSZ2 G329.29+29.18
218.984195
-28.283724
0.00
0.00
0.00
607
PSZ2 G332.11-23.63
281.854536
-63.466972
0.00
0.00
0.00
608
PSZ2 G337.92-64.34
351.672256
-46.611808
0.00
0.00
0.00
609
PSZ2 G337.95+22.70
230.439886
-29.754854
0.00
0.00
0.00
610
PSZ2 G337.99-33.61
303.679344
-59.217521
0.00
0.00
0.00
611
PSZ2 G338.04+23.65
229.880050
-28.940486
0.00
0.00
0.00
612
PSZ2 G338.52+22.97
230.741892
-29.230682
0.00
0.00
0.00
613
PSZ2 G339.74-51.08
333.758978
-53.355702
0.00
0.00
0.00
614
PSZ2 G340.09+22.89
232.119484
-28.424134
0.00
0.00
0.00
615
PSZ2 G340.35-42.80
320.106468
-55.937780
0.00
0.00
0.00
616
PSZ2 G340.97+34.18
225.456067
-18.878792
0.00
0.00
0.00
617
PSZ2 G341.09-33.15
302.688870
-56.636643
0.00
0.00
0.00
618
PSZ2 G342.32+23.51
233.487177
-26.658809
0.00
0.00
0.00
619
PSZ2 G342.45+24.14
233.154983
-26.099604
0.00
0.00
0.00
620
PSZ2 G343.68+24.10
234.143467
-25.414686
0.00
0.00
0.00
621
PSZ2 G345.38-25.32
290.008039
-52.056454
0.00
0.00
0.00
622
PSZ2 G347.96+80.46
200.033481
20.212054
0.00
0.00
0.00
623
PSZ2 G349.18+38.66
227.972411
-11.278476
0.00
0.00
0.00
624
PSZ2 G353.36-26.49
294.102131
-45.295373
0.00
0.00
0.00
625
PSZ2 G355.22-70.03
352.831781
-37.911453
0.00
0.00
0.00
626
PSZ2 G356.21-43.11
317.834006
-44.434423
0.00
0.00
0.00
627
PSZ2 G356.88-11.33
276.510580
-37.097434
0.00
0.00
0.00
628
PSZ2 G358.80-10.83
276.962409
-35.177444
0.00
0.00
0.00
629
PSZ2 G359.60-08.72
275.091836
-33.531717
0.00
0.00
0.00
630
PSZ2 G310.81+83.91
193.752535
21.094767
21.45
21.95
21.25
631 rows × 6 columns
In [ ]:
Content source: boada/planckClusters
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