Mercurial > repos > astroteam > grb_detection_astro_tool
annotate detectgrb.py @ 0:c80db1ec6611 draft default tip
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
| author | astroteam | 
|---|---|
| date | Wed, 13 Aug 2025 19:10:53 +0000 | 
| parents | |
| children | 
| rev | line source | 
|---|---|
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0
 
c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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 | 
1 #!/usr/bin/env python | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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2 # coding: utf-8 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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3 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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 | 
4 #!/usr/bin/env python | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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5 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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6 # This script is generated with nb2galaxy | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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7 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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8 # flake8: noqa | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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9 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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10 import json | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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11 import os | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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12 import shutil | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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13 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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14 from oda_api.json import CustomJSONEncoder | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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15 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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16 T1 = "2023-01-16T04:53:33.9" # http://odahub.io/ontology#StartTime | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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17 T2 = "2023-01-16T04:55:33.9" # http://odahub.io/ontology#EndTime | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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18 detection_time_scales = "1,10" | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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19 lc_time_scale = 0.1 # https://odahub.io/ontology#TimeIntervalSeconds | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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20 background_age = 10 # oda:TimeIntervalSeconds | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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 | 
21 min_sn = 5 # https://odahub.io/ontology#SignalToNoiseRatio | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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22 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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changeset
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23 _galaxy_wd = os.getcwd() | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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24 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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changeset
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25 with open("inputs.json", "r") as fd: | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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26 inp_dic = json.load(fd) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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27 if "C_data_product_" in inp_dic.keys(): | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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28 inp_pdic = inp_dic["C_data_product_"] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
 | 
29 else: | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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 | 
30 inp_pdic = inp_dic | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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31 T1 = str(inp_pdic["T1"]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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32 T2 = str(inp_pdic["T2"]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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33 detection_time_scales = str(inp_pdic["detection_time_scales"]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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changeset
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34 lc_time_scale = float(inp_pdic["lc_time_scale"]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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35 background_age = float(inp_pdic["background_age"]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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36 min_sn = int(inp_pdic["min_sn"]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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37 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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38 import numpy as np | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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39 from astropy.time import Time | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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40 from matplotlib import pylab as plt | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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41 from oda_api.api import DispatcherAPI | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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42 from oda_api.data_products import LightCurveDataProduct, PictureProduct | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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43 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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44 disp = DispatcherAPI( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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45 url="https://www.astro.unige.ch/mmoda//dispatch-data", instrument="mock" | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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46 ) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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47 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
changeset
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48 par_dict = { | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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49 "T1": T1, | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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50 "T2": T2, | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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51 "T_format": "isot", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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52 "instrument": "spi_acs", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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53 "product": "spi_acs_lc", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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54 "product_type": "Real", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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55 "time_bin": lc_time_scale, | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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56 "time_bin_format": "sec", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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57 } | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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58 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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59 data_collection = disp.get_product(**par_dict) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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60 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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61 lc = data_collection.spi_acs_lc_0_query.data_unit[1].data | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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62 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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63 lc["TIME"] = ( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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64 lc["TIME"] / 24 / 3600 + (Time(T1).mjd + Time(T2).mjd) / 2.0 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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65 ) # TODO: more accurately | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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66 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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67 def rebin(x, n): | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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68 N = int(len(x) / n) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
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69 return np.array(x[: N * n]).reshape((N, n)).sum(1) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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70 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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71 lc = LightCurveDataProduct.from_arrays( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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72 times=Time(lc["TIME"], format="mjd"), fluxes=lc["RATE"], errors=lc["ERROR"] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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73 ) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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74 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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75 obj_results = [lc.encode()] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
diff
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76 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
astroteam 
parents:  
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77 T0_ijd = lc.data_unit[1].data["TIME"][np.argmax(lc.data_unit[1].data["FLUX"])] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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78 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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79 ijd2plot = lambda x: (x - T0_ijd) * 24 * 3600 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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80 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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81 m_bkg = ijd2plot(lc.data_unit[1].data["TIME"]) < background_age | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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82 np.sum(m_bkg) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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83 bkg = np.mean(lc.data_unit[1].data["FLUX"][m_bkg]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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84 bkg | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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85 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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86 from matplotlib import pylab as plt | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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87 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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88 plt.figure(figsize=(10, 6)) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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89 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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90 plt.errorbar( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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91 ijd2plot(lc.data_unit[1].data["TIME"]), | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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92 lc.data_unit[1].data["FLUX"], | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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93 lc.data_unit[1].data["ERROR"], | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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94 label=f"{lc_time_scale} s", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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95 alpha=0.5, | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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96 ) | 
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c80db1ec6611
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97 | 
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c80db1ec6611
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98 best_detection = {"sn": None, "timescale": None, "t_max_sn": None} | 
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c80db1ec6611
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99 | 
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100 for detection_time_scale in detection_time_scales.split(","): | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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101 n = int(float(detection_time_scale.strip()) / lc_time_scale) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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102 | 
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103 r_t = rebin(lc.data_unit[1].data["TIME"], n) / n | 
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c80db1ec6611
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104 r_c = rebin(lc.data_unit[1].data["FLUX"], n) / n | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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105 r_ce = rebin(lc.data_unit[1].data["ERROR"] ** 2, n) ** 0.5 / n | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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106 | 
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c80db1ec6611
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107 sn = (r_c - bkg) / r_ce | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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108 imax = sn.argmax() | 
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c80db1ec6611
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109 | 
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c80db1ec6611
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110 if best_detection["sn"] is None or best_detection["sn"] < sn[imax]: | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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111 best_detection["sn"] = sn[imax] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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112 best_detection["timescale"] = detection_time_scale | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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113 best_detection["t_max_sn"] = Time(r_t[imax], format="mjd").isot | 
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c80db1ec6611
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114 | 
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115 plt.errorbar( | 
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c80db1ec6611
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116 ijd2plot(r_t), | 
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117 r_c, | 
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c80db1ec6611
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118 r_ce, | 
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c80db1ec6611
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119 label=f"{detection_time_scale} s, S/N = {sn[imax]:.1f}", | 
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c80db1ec6611
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120 ) | 
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121 | 
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122 plt.axhline(bkg, lw=3, ls=":", c="k") | 
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123 | 
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124 plt.grid() | 
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125 plt.legend() | 
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c80db1ec6611
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126 | 
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127 plt.ylabel("Flux") | 
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128 plt.xlabel("Time, MJD") | 
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129 | 
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130 plt.title(best_detection) | 
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131 | 
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132 plt.savefig("annotated-lc.png") | 
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planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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133 | 
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134 Time(r_t, format="mjd").isot | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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135 | 
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136 bin_image = PictureProduct.from_file("annotated-lc.png") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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137 | 
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138 detection_note = str(dict(best_detection=best_detection)) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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139 | 
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140 import numpy as np | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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141 from astropy import wcs | 
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c80db1ec6611
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142 from astropy.io import fits | 
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c80db1ec6611
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143 from matplotlib import pylab as plt | 
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c80db1ec6611
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144 | 
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145 x, y = np.meshgrid(np.linspace(0, 10, 500), np.linspace(0, 10, 500)) | 
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146 | 
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147 image = np.exp(-((x - 5) ** 2 + (y - 5) ** 2)) | 
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c80db1ec6611
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148 | 
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149 pixsize = 0.1 | 
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150 Npix = 500 | 
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151 cdec = 1 | 
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152 | 
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153 RA = 0 | 
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154 DEC = 0 | 
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155 | 
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156 # Create a new WCS object. The number of axes must be set | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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157 # from the start | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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158 w = wcs.WCS(naxis=2) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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159 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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160 # Set up an "Airy's zenithal" projection | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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161 # Vector properties may be set with Python lists, or Numpy arrays | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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162 w.wcs.crpix = [image.shape[0] / 2.0, image.shape[1] / 2.0] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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163 w.wcs.cdelt = np.array([pixsize / cdec, pixsize]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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164 w.wcs.crval = [RA, DEC] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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165 w.wcs.ctype = ["RA---CAR", "DEC--CAR"] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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166 w.wcs.set_pv([(1, 1, 45.0)]) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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167 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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168 # Now, write out the WCS object as a FITS header | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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169 header = w.to_header() | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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170 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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171 # header is an astropy.io.fits.Header object. We can use it to create a new | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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172 # PrimaryHDU and write it to a file. | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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173 hdu = fits.PrimaryHDU(image, header=header) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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174 hdu.writeto("Image.fits", overwrite=True) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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175 hdu = fits.open("Image.fits") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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176 im = hdu[0].data | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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177 from astropy.wcs import WCS | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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178 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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179 wcs = WCS(hdu[0].header) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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180 plt.subplot(projection=wcs) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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181 plt.imshow(im, origin="lower") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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182 plt.grid(color="white", ls="solid") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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183 plt.xlabel("RA") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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184 plt.ylabel("Dec") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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185 | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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186 from oda_api.data_products import ImageDataProduct | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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187 | 
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c80db1ec6611
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188 fits_image = ImageDataProduct.from_fits_file("Image.fits") | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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189 | 
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c80db1ec6611
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190 lc = lc # http://odahub.io/ontology#LightCurve | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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191 | 
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c80db1ec6611
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192 detection_comment = detection_note # http://odahub.io/ontology#ODATextProduct | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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193 image_output = bin_image # http://odahub.io/ontology#ODAPictureProduct | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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194 image_fits = fits_image # http://odahub.io/ontology#Image | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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195 | 
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c80db1ec6611
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196 # output gathering | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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197 _galaxy_meta_data = {} | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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198 _oda_outs = [] | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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199 _oda_outs.append(("out_detectgrb_lc", "lc_galaxy.output", lc)) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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200 _oda_outs.append( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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201 ( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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202 "out_detectgrb_detection_comment", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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203 "detection_comment_galaxy.output", | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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204 detection_comment, | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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205 ) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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206 ) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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207 _oda_outs.append( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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208 ("out_detectgrb_image_output", "image_output_galaxy.output", image_output) | 
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c80db1ec6611
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209 ) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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210 _oda_outs.append( | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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211 ("out_detectgrb_image_fits", "image_fits_galaxy.output", image_fits) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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212 ) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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213 | 
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c80db1ec6611
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214 for _outn, _outfn, _outv in _oda_outs: | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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215 _galaxy_outfile_name = os.path.join(_galaxy_wd, _outfn) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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216 if isinstance(_outv, str) and os.path.isfile(_outv): | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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217 shutil.move(_outv, _galaxy_outfile_name) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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218 _galaxy_meta_data[_outn] = {"ext": "_sniff_"} | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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219 elif getattr(_outv, "write_fits_file", None): | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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220 _outv.write_fits_file(_galaxy_outfile_name) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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221 _galaxy_meta_data[_outn] = {"ext": "fits"} | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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222 elif getattr(_outv, "write_file", None): | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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223 _outv.write_file(_galaxy_outfile_name) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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224 _galaxy_meta_data[_outn] = {"ext": "_sniff_"} | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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225 else: | 
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c80db1ec6611
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226 with open(_galaxy_outfile_name, "w") as fd: | 
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227 json.dump(_outv, fd, cls=CustomJSONEncoder) | 
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c80db1ec6611
planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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228 _galaxy_meta_data[_outn] = {"ext": "json"} | 
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c80db1ec6611
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229 | 
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c80db1ec6611
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230 with open(os.path.join(_galaxy_wd, "galaxy.json"), "w") as fd: | 
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c80db1ec6611
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231 json.dump(_galaxy_meta_data, fd) | 
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planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 5b1251e9c9cdff7f825bfcfebdfdb12714c13d8f
 
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232 print("*** Job finished successfully ***") | 
