In [0]:
!pip install blimpy
!pip install setigen
!git init
!git remote add origin https://github.com/PetchMa/DeepSeti.git
!git pull origin master
!pip install wget
!wget http://blpd13.ssl.berkeley.edu/dl/GBT_58402_66967_HIP66130_mid.h5
In [0]:
search_index_start= 8600
search_index_end = 9000
In [0]:
%tensorflow_version 1.x
import tensorflow
print(tensorflow.__version__)
import wget
import pandas as pd
import requests
import csv
data = pd.read_csv (r'/content/drive/My Drive/Deeplearning/SETI/database.csv')
data.columns = ['id', 'project', 'time', 'target_name', 'ra', 'decl', 'center_freq', 'file_type', 'size', 'md5sum', 'url']
data = data.loc[data['project'] == 'GBT']
data = data.loc[data['file_type'] == 'HDF5']
data.to_csv('database_gbt_h5.CSV', sep=',')
data_numpy = data.values[:,1:]
links_list =[]
for i in range(0,data_numpy.shape[0]):
string = data_numpy[i,9]
string = string.replace('fine.h5','mid.h5')
string = string.replace('time.h5','mid.h5')
links_list.append(string)
short_list = []
for k in range(0,int(len(links_list)/3)):
short_list.append(links_list[k*3])
import os
import time
from DeepSeti import DeepSeti
DeepSeti = DeepSeti()
DeepSeti.load_model_function(model_location='/content/encoder_injected_model_CUDA_04-13-2020.h5')
DeepSeti.load_anchor(anchor_location='/content/GBT_58402_66967_HIP66130_mid.h5')
start = time.time()
print("Model Loaded... Executing search loop")
with open('/content/drive/My Drive/Deeplearning/SETI/search_result_04-12-2020.csv', 'a') as resultFile:
wr = csv.writer(resultFile, dialect='excel', delimiter=',')
wr.writerow(["Project_MJD", "Np_Index", "Frequency", "Chan_Width", "Machine_Confidence", "Database_URL"])
for i in range(search_index_start,search_index_end):
try:
print("Downloading "+ str(i))
file_download = wget.download(short_list[i])
print(file_download)
print("finished downloading")
search_return = DeepSeti.prediction(test_location='/content/'+file_download,
top_hits=1, target_name=file_download,
output_folder='/content/drive/My Drive/Deeplearning/SETI/output_folder/',
numpy_folder='/content/drive/My Drive/Deeplearning/SETI/numpy_output_folder/')
os.remove('/content/'+file_download)
print("Search Execution Complete")
elapsed_time = time.time()-start
print("Time since execution began [Seconds]: "+ str(elapsed_time))
with open('/content/drive/My Drive/Deeplearning/SETI/search_result_04-12-2020.csv', 'a') as resultFile:
for element in range(len(search_return)):
wr = csv.writer(resultFile, dialect='excel', delimiter=',')
search_return[element][0].append(short_list[i])
print(search_return[element])
wr.writerows(search_return[element])
except:
print("SKIPPED")
TensorFlow 1.x selected.
1.15.2
Using TensorFlow backend.
WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.
tensorflow WARNING From /tensorflow-1.15.2/python3.6/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.
blimpy.io.file_wrapper INFO Skipping loading data ...
/usr/local/lib/python3.6/dist-packages/keras/engine/saving.py:341: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.
warnings.warn('No training configuration found in save file: '
single Data load Execution: 1.5472760200500488 Sec
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.
tensorflow WARNING From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.
Model Loaded... Executing search loop
Downloading 8600
GBT_57529_79477_HIP36815_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.4932746887207031 Sec
Search time [s]:9.664062023162842
Search Execution Complete
Time since execution began [Seconds]: 16.18206238746643
[['GBT_57529_79477_HIP36815_mid_h5_', 136644, 1414.8216247558594, 0.00286102294921875, 0.26462990045547485, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_79477_HIP36815_mid.h5']]
Downloading 8601
GBT_57529_80180_HIP37035_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.2494025230407715 Sec
Search time [s]:10.019252061843872
Search Execution Complete
Time since execution began [Seconds]: 31.712242603302002
[['GBT_57529_80180_HIP37035_mid_h5_', 128928, 1392.7459716796875, 0.00286102294921875, 0.4099193811416626, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_80180_HIP37035_mid.h5']]
Downloading 8602
GBT_57529_80530_HIP37826_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.2081241607666016 Sec
Search time [s]:9.644721746444702
Search Execution Complete
Time since execution began [Seconds]: 46.845256328582764
[['GBT_57529_80530_HIP37826_mid_h5_', 128936, 1392.7688598632812, 0.00286102294921875, 0.39665108919143677, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_80530_HIP37826_mid.h5']]
Downloading 8603
GBT_57529_81204_HIP38228_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1558876037597656 Sec
Search time [s]:9.722928285598755
Search Execution Complete
Time since execution began [Seconds]: 62.36674189567566
[['GBT_57529_81204_HIP38228_mid_h5_', 129472, 1394.3023681640625, 0.00286102294921875, 2.671388626098633, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_81204_HIP38228_mid.h5']]
Downloading 8604
GBT_57529_81557_HIP37267_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1562979221343994 Sec
Search time [s]:9.667176961898804
Search Execution Complete
Time since execution began [Seconds]: 77.51615905761719
[['GBT_57529_81557_HIP37267_mid_h5_', 129496, 1394.3710327148438, 0.00286102294921875, 2.910226345062256, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_81557_HIP37267_mid.h5']]
Downloading 8605
GBT_57529_82246_HIP37434_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.2243354320526123 Sec
Search time [s]:9.702385425567627
Search Execution Complete
Time since execution began [Seconds]: 93.11933779716492
[['GBT_57529_82246_HIP37434_mid_h5_', 129500, 1394.3824768066406, 0.00286102294921875, 2.4504916667938232, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_82246_HIP37434_mid.h5']]
Downloading 8606
GBT_57529_82583_HIP38228_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1303291320800781 Sec
Search time [s]:9.63779330253601
Search Execution Complete
Time since execution began [Seconds]: 107.88843846321106
[['GBT_57529_82583_HIP38228_mid_h5_', 129480, 1394.3252563476562, 0.00286102294921875, 2.7639663219451904, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_82583_HIP38228_mid.h5']]
Downloading 8607
GBT_57529_83304_HIP38657_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1567654609680176 Sec
Search time [s]:9.670654773712158
Search Execution Complete
Time since execution began [Seconds]: 122.6988434791565
[['GBT_57529_83304_HIP38657_mid_h5_', 129500, 1394.3824768066406, 0.00286102294921875, 1.8709912300109863, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_83304_HIP38657_mid.h5']]
Downloading 8608
GBT_57529_83644_HIP37662_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.214411973953247 Sec
Search time [s]:9.664896488189697
Search Execution Complete
Time since execution began [Seconds]: 137.62276029586792
[['GBT_57529_83644_HIP37662_mid_h5_', 131452, 1399.9671936035156, 0.00286102294921875, 1.709639310836792, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_83644_HIP37662_mid.h5']]
Downloading 8609
GBT_57529_84321_HIP37759_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.139875888824463 Sec
Search time [s]:9.73218822479248
Search Execution Complete
Time since execution began [Seconds]: 153.07249355316162
[['GBT_57529_84321_HIP37759_mid_h5_', 131452, 1399.9671936035156, 0.00286102294921875, 4.187066078186035, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_84321_HIP37759_mid.h5']]
Downloading 8610
GBT_57529_84658_HIP38657_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.153937816619873 Sec
Search time [s]:9.657272100448608
Search Execution Complete
Time since execution began [Seconds]: 168.07691621780396
[['GBT_57529_84658_HIP38657_mid_h5_', 133436, 1405.6434631347656, 0.00286102294921875, 3.64170503616333, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57529_84658_HIP38657_mid.h5']]
Downloading 8611
GBT_57549_81329_HIP45075_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.196772575378418 Sec
Search time [s]:10.22611927986145
Search Execution Complete
Time since execution began [Seconds]: 184.4644422531128
[['GBT_57549_81329_HIP45075_mid_h5_', 112768, 1346.5118408203125, 0.00286102294921875, 0.16424012184143066, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57549_81329_HIP45075_mid.h5']]
Downloading 8612
GBT_57549_81664_HIP44084_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.2135260105133057 Sec
Search time [s]:9.621992349624634
Search Execution Complete
Time since execution began [Seconds]: 199.56169867515564
[['GBT_57549_81664_HIP44084_mid_h5_', 128952, 1392.8146362304688, 0.00286102294921875, 0.40455862879753113, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57549_81664_HIP44084_mid.h5']]
Downloading 8613
GBT_57549_82336_HIP44112_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1937825679779053 Sec
Search time [s]:9.73266315460205
Search Execution Complete
Time since execution began [Seconds]: 214.63178253173828
[['GBT_57549_82336_HIP44112_mid_h5_', 128936, 1392.7688598632812, 0.00286102294921875, 0.2410595417022705, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57549_82336_HIP44112_mid.h5']]
Downloading 8614
GBT_57549_82673_HIP45075_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8615
GBT_57599_59701_HIP45963_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1940534114837646 Sec
Search time [s]:9.676929473876953
Search Execution Complete
Time since execution began [Seconds]: 231.73121690750122
[['GBT_57599_59701_HIP45963_mid_h5_', 139740, 1423.6793518066406, 0.00286102294921875, 0.2200528085231781, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57599_59701_HIP45963_mid.h5']]
Downloading 8616
GBT_57599_60051_HIP44855_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1839063167572021 Sec
Search time [s]:9.671239614486694
Search Execution Complete
Time since execution began [Seconds]: 246.98759055137634
[['GBT_57599_60051_HIP44855_mid_h5_', 129500, 1394.3824768066406, 0.00286102294921875, 2.490626811981201, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57599_60051_HIP44855_mid.h5']]
Downloading 8617
GBT_57599_60767_HIP44885_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1824383735656738 Sec
Search time [s]:9.692128896713257
Search Execution Complete
Time since execution began [Seconds]: 262.1455674171448
[['GBT_57599_60767_HIP44885_mid_h5_', 128948, 1392.8031921386719, 0.00286102294921875, 0.25375503301620483, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57599_60767_HIP44885_mid.h5']]
Downloading 8618
GBT_57599_61134_HIP45963_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8619
GBT_57601_38389_HIP116819_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1905388832092285 Sec
Search time [s]:9.654378175735474
Search Execution Complete
Time since execution began [Seconds]: 278.72825956344604
[['GBT_57601_38389_HIP116819_mid_h5_', 129496, 1394.3710327148438, 0.00286102294921875, 2.609217405319214, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57601_38389_HIP116819_mid.h5']]
Downloading 8620
GBT_57601_38726_HIP115976_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.19767427444458 Sec
Search time [s]:10.366621494293213
Search Execution Complete
Time since execution began [Seconds]: 294.1178786754608
[['GBT_57601_38726_HIP115976_mid_h5_', 134736, 1409.36279296875, 0.00286102294921875, 2.208927631378174, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57601_38726_HIP115976_mid.h5']]
Downloading 8621
GBT_57601_39399_HIP116215_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1844706535339355 Sec
Search time [s]:9.914447546005249
Search Execution Complete
Time since execution began [Seconds]: 310.0257523059845
[['GBT_57601_39399_HIP116215_mid_h5_', 137088, 1416.0919189453125, 0.00286102294921875, 3.9502477645874023, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57601_39399_HIP116215_mid.h5']]
Downloading 8622
GBT_57601_39735_HIP116819_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8623
GBT_57642_74061_HIP66492_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.2072911262512207 Sec
Search time [s]:9.722368001937866
Search Execution Complete
Time since execution began [Seconds]: 326.6933000087738
[['GBT_57642_74061_HIP66492_mid_h5_', 128948, 1392.8031921386719, 0.00286102294921875, 0.33814868330955505, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57642_74061_HIP66492_mid.h5']]
Downloading 8624
GBT_57642_74402_HIP65434_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.187377691268921 Sec
Search time [s]:9.7240571975708
Search Execution Complete
Time since execution began [Seconds]: 341.83498191833496
[['GBT_57642_74402_HIP65434_mid_h5_', 133588, 1406.0783386230469, 0.00286102294921875, 0.15550203621387482, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57642_74402_HIP65434_mid.h5']]
Downloading 8625
GBT_57642_75084_HIP65677_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1925246715545654 Sec
Search time [s]:9.707418203353882
Search Execution Complete
Time since execution began [Seconds]: 357.4238498210907
[['GBT_57642_75084_HIP65677_mid_h5_', 112184, 1344.8410034179688, 0.00286102294921875, 0.31978315114974976, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57642_75084_HIP65677_mid.h5']]
Downloading 8626
GBT_57642_75424_HIP66492_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8627
GBT_57656_53950_HIP48887_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1882636547088623 Sec
Search time [s]:9.701958656311035
Search Execution Complete
Time since execution began [Seconds]: 375.44866919517517
[['GBT_57656_53950_HIP48887_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.7024158239364624, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57656_53950_HIP48887_mid.h5']]
Downloading 8628
GBT_57656_54304_GJ380_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8629
GBT_57657_81593_HIP76131_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1896955966949463 Sec
Search time [s]:9.712175607681274
Search Execution Complete
Time since execution began [Seconds]: 393.3600182533264
[['GBT_57657_81593_HIP76131_mid_h5_', 128940, 1392.7803039550781, 0.00286102294921875, 0.4795086085796356, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57657_81593_HIP76131_mid.h5']]
Downloading 8630
GBT_57657_81942_HIP77233_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.2009522914886475 Sec
Search time [s]:10.518393278121948
Search Execution Complete
Time since execution began [Seconds]: 409.14450454711914
[['GBT_57657_81942_HIP77233_mid_h5_', 128948, 1392.8031921386719, 0.00286102294921875, 0.5075312852859497, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57657_81942_HIP77233_mid.h5']]
Downloading 8631
GBT_57657_82628_HIP77233_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8632
GBT_57659_07715_J2018+2839_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.187234878540039 Sec
Search time [s]:9.63057804107666
Search Execution Complete
Time since execution began [Seconds]: 428.1317398548126
[['GBT_57659_07715_J2018+2839_mid_h5_', 128936, 1392.7688598632812, 0.00286102294921875, 0.3631378412246704, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57659_07715_J2018+2839_mid.h5']]
Downloading 8633
GBT_57661_30112_HIP13258_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.185058832168579 Sec
Search time [s]:9.684551000595093
Search Execution Complete
Time since execution began [Seconds]: 443.54135751724243
[['GBT_57661_30112_HIP13258_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.6371195316314697, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57661_30112_HIP13258_mid.h5']]
Downloading 8634
GBT_57661_30459_HIP12442_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1844491958618164 Sec
Search time [s]:9.741552352905273
Search Execution Complete
Time since execution began [Seconds]: 458.88727831840515
[['GBT_57661_30459_HIP12442_mid_h5_', 183020, 2342.035675048828, 0.00286102294921875, 0.8918759226799011, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57661_30459_HIP12442_mid.h5']]
Downloading 8635
GBT_57662_26738_HIP6654_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1867008209228516 Sec
Search time [s]:10.454686641693115
Search Execution Complete
Time since execution began [Seconds]: 474.38595747947693
[['GBT_57662_26738_HIP6654_mid_h5_', 136636, 1414.7987365722656, 0.00286102294921875, 2.5847251415252686, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57662_26738_HIP6654_mid.h5']]
Downloading 8636
GBT_57662_27079_HIP7576_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1957106590270996 Sec
Search time [s]:9.801821947097778
Search Execution Complete
Time since execution began [Seconds]: 489.4275186061859
[['GBT_57662_27079_HIP7576_mid_h5_', 136636, 1414.7987365722656, 0.00286102294921875, 3.882420063018799, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57662_27079_HIP7576_mid.h5']]
Downloading 8637
GBT_57662_27761_HIP7576_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
SKIPPED
Downloading 8638
GBT_57664_70820_J1509+5531_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1892895698547363 Sec
Search time [s]:9.687345504760742
Search Execution Complete
Time since execution began [Seconds]: 507.65101408958435
[['GBT_57664_70820_J1509+5531_mid_h5_', 128928, 1392.7459716796875, 0.00286102294921875, 0.2669368386268616, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57664_70820_J1509+5531_mid.h5']]
Downloading 8639
GBT_57665_68913_HIP60416_mid.h5
finished downloading
blimpy.io.file_wrapper INFO Skipping loading data ...
single Data load Execution: 1.1819067001342773 Sec
Search time [s]:10.449263095855713
Search Execution Complete
Time since execution began [Seconds]: 524.2762231826782
[['GBT_57665_68913_HIP60416_mid_h5_', 183008, 2342.0013427734375, 0.00286102294921875, 0.2562989890575409, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57665_68913_HIP60416_mid.h5']]
Downloading 8640
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[['GBT_57665_69249_HIP61481_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.6878770589828491, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57665_69249_HIP61481_mid.h5']]
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[['GBT_57668_26470_J0452-1759_mid_h5_', 79200, 2045.0042724609375, 0.00286102294921875, 0.272890567779541, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57668_26470_J0452-1759_mid.h5']]
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[['GBT_57680_22226_HIP7391_mid_h5_', 134736, 1409.36279296875, 0.00286102294921875, 2.9831604957580566, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57680_22226_HIP7391_mid.h5']]
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[['GBT_57680_22570_HIP8486_mid_h5_', 134744, 1409.3856811523438, 0.00286102294921875, 2.516514301300049, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57680_22570_HIP8486_mid.h5']]
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[['GBT_57683_01587_J2013+3845_mid_h5_', 129500, 1394.3824768066406, 0.00286102294921875, 1.9337234497070312, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57683_01587_J2013+3845_mid.h5']]
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[['GBT_57683_10629_HIP102933_mid_h5_', 106476, 1328.5102844238281, 0.00286102294921875, 0.44126972556114197, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57683_10629_HIP102933_mid.h5']]
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[['GBT_57683_10962_HIP103650_mid_h5_', 148996, 1450.1609802246094, 0.00286102294921875, 0.1790294051170349, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57683_10962_HIP103650_mid.h5']]
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[['GBT_57683_66310_J1509+5531_mid_h5_', 128928, 1392.7459716796875, 0.00286102294921875, 0.2652972340583801, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57683_66310_J1509+5531_mid.h5']]
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[['GBT_57728_10929_HIP10419_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.898596465587616, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57728_10929_HIP10419_mid.h5']]
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[['GBT_57728_11280_HIP11452_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.9134264588356018, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57728_11280_HIP11452_mid.h5']]
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[['GBT_57728_11970_HIP11452_mid_h5_', 186076, 2350.7789611816406, 0.00286102294921875, 2.5068159103393555, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57728_11970_HIP11452_mid.h5']]
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[['GBT_57728_12318_HIP10552_mid_h5_', 183020, 2342.035675048828, 0.00286102294921875, 0.9699588418006897, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57728_12318_HIP10552_mid.h5']]
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[['GBT_57732_71541_HIP87010_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.46200963854789734, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57732_71541_HIP87010_mid.h5']]
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[['GBT_57732_71899_HIP87938_mid_h5_', 183008, 2342.0013427734375, 0.00286102294921875, 0.5476087331771851, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57732_71899_HIP87938_mid.h5']]
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[['GBT_57732_72952_HIP87408_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.20409175753593445, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57732_72952_HIP87408_mid.h5']]
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[['GBT_57774_05429_HIP20244_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.691948413848877, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57774_05429_HIP20244_mid.h5']]
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[['GBT_57774_06141_HIP20273_mid_h5_', 183008, 2342.0013427734375, 0.00286102294921875, 0.9142216444015503, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57774_06141_HIP20273_mid.h5']]
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[['GBT_57774_06497_HIP21272_mid_h5_', 186100, 2350.847625732422, 0.00286102294921875, 0.32193154096603394, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57774_06497_HIP21272_mid.h5']]
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[['GBT_57786_23076_HIP53170_mid_h5_', 183020, 2342.035675048828, 0.00286102294921875, 0.7646015286445618, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57786_23076_HIP53170_mid.h5']]
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[['GBT_57786_23414_HIP54182_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.5214959383010864, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57786_23414_HIP54182_mid.h5']]
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[['GBT_57786_24091_HIP54182_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.5488817691802979, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57786_24091_HIP54182_mid.h5']]
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[['GBT_57786_24428_HIP53430_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.9587392807006836, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57786_24428_HIP53430_mid.h5']]
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[['GBT_57790_56313_HIP88601_mid_h5_', 183020, 2342.035675048828, 0.00286102294921875, 0.9096609354019165, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57790_56313_HIP88601_mid.h5']]
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[['GBT_57790_56656_HIP87790_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.9887967705726624, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57790_56656_HIP87790_mid.h5']]
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[['GBT_57790_57340_HIP87860_mid_h5_', 183032, 2342.0700073242188, 0.00286102294921875, 0.9868254661560059, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57790_57340_HIP87860_mid.h5']]
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[['GBT_57802_31002_HIP64792_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.7833918333053589, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57802_31002_HIP64792_mid.h5']]
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[['GBT_57802_31719_HIP64792_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.9779922962188721, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57802_31719_HIP64792_mid.h5']]
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[['GBT_57802_32075_HIP63927_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.9715044498443604, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57802_32075_HIP63927_mid.h5']]
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[['GBT_57807_18298_HIP54745_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.6449865698814392, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57807_18298_HIP54745_mid.h5']]
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[['GBT_57807_18658_HIP53620_mid_h5_', 186060, 2350.733184814453, 0.00286102294921875, 1.3622968196868896, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57807_18658_HIP53620_mid.h5']]
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Search time [s]:9.6256263256073
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[['GBT_57807_19357_HIP53640_mid_h5_', 183008, 2342.0013427734375, 0.00286102294921875, 0.6214909553527832, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57807_19357_HIP53640_mid.h5']]
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[['GBT_57807_20720_HIP53641_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.70578932762146, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57807_20720_HIP53641_mid.h5']]
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[['GBT_57841_19188_HIP67444_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.5923986434936523, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57841_19188_HIP67444_mid.h5']]
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Search time [s]:9.622215986251831
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[['GBT_57841_19538_HIP68634_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.5417266488075256, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57841_19538_HIP68634_mid.h5']]
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Time since execution began [Seconds]: 1091.9826109409332
[['GBT_57841_21839_HIP67470_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.6192444562911987, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57841_21839_HIP67470_mid.h5']]
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Search time [s]:9.665565490722656
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Time since execution began [Seconds]: 1107.2427251338959
[['GBT_57860_14505_HIP71311_mid_h5_', 183008, 2342.0013427734375, 0.00286102294921875, 0.5405299663543701, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57860_14505_HIP71311_mid.h5']]
Downloading 8679
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Search time [s]:10.092267274856567
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Time since execution began [Seconds]: 1123.2897820472717
[['GBT_57860_15534_HIP70235_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.4401593804359436, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57860_15534_HIP70235_mid.h5']]
Downloading 8680
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Search time [s]:9.682772397994995
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Time since execution began [Seconds]: 1138.9830617904663
[['GBT_57860_15875_HIP71311_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.8356066942214966, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57860_15875_HIP71311_mid.h5']]
Downloading 8681
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Search time [s]:9.691320419311523
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Time since execution began [Seconds]: 1153.9946248531342
[['GBT_57868_13424_HIP76138_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.23440837860107422, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_13424_HIP76138_mid.h5']]
Downloading 8682
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Search time [s]:9.652174949645996
Search Execution Complete
Time since execution began [Seconds]: 1169.2077946662903
[['GBT_57868_13765_HIP77349_mid_h5_', 186896, 2353.125, 0.00286102294921875, 0.2922476828098297, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_13765_HIP77349_mid.h5']]
Downloading 8683
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Search time [s]:9.683395147323608
Search Execution Complete
Time since execution began [Seconds]: 1184.5477392673492
[['GBT_57868_14439_HIP77349_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.66531902551651, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_14439_HIP77349_mid.h5']]
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[['GBT_57868_14778_HIP76269_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.41346508264541626, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_14778_HIP76269_mid.h5']]
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[['GBT_57868_15472_HIP76212_mid_h5_', 183008, 2342.0013427734375, 0.00286102294921875, 0.4396810233592987, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_15472_HIP76212_mid.h5']]
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[['GBT_57868_15811_HIP77408_mid_h5_', 183032, 2342.0700073242188, 0.00286102294921875, 0.4889734983444214, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_15811_HIP77408_mid.h5']]
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[['GBT_57868_16485_HIP77408_mid_h5_', 183032, 2342.0700073242188, 0.00286102294921875, 0.7174209952354431, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_16485_HIP77408_mid.h5']]
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[['GBT_57868_16826_HIP76251_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.5488554239273071, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_16826_HIP76251_mid.h5']]
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[['GBT_57868_17522_HIP76468_mid_h5_', 186064, 2350.74462890625, 0.00286102294921875, 3.3165695667266846, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_17522_HIP76468_mid.h5']]
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[['GBT_57868_17862_HIP77464_mid_h5_', 186896, 2353.125, 0.00286102294921875, 0.49930205941200256, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_17862_HIP77464_mid.h5']]
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Time since execution began [Seconds]: 1309.0289344787598
[['GBT_57868_18542_HIP77464_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.5234975218772888, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_18542_HIP77464_mid.h5']]
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[['GBT_57868_18879_HIP76691_mid_h5_', 183016, 2342.0242309570312, 0.00286102294921875, 0.7709437012672424, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_18879_HIP76691_mid.h5']]
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[['GBT_57868_19552_HIP76468_mid_h5_', 183032, 2342.0700073242188, 0.00286102294921875, 0.6556878685951233, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_19552_HIP76468_mid.h5']]
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Time since execution began [Seconds]: 1356.0738611221313
[['GBT_57868_19890_HIP77516_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.6255742311477661, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_19890_HIP77516_mid.h5']]
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Time since execution began [Seconds]: 1372.1432819366455
[['GBT_57868_20570_HIP77516_mid_h5_', 183036, 2342.0814514160156, 0.00286102294921875, 0.5867718458175659, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_20570_HIP77516_mid.h5']]
Downloading 8696
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single Data load Execution: 1.187408685684204 Sec
Search time [s]:9.659086227416992
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Time since execution began [Seconds]: 1387.5689697265625
[['GBT_57868_20909_HIP76635_mid_h5_', 183020, 2342.035675048828, 0.00286102294921875, 0.949694812297821, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_20909_HIP76635_mid.h5']]
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Time since execution began [Seconds]: 1402.763102054596
[['GBT_57868_21595_HIP76502_mid_h5_', 183032, 2342.0700073242188, 0.00286102294921875, 0.8029593825340271, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_21595_HIP76502_mid.h5']]
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Time since execution began [Seconds]: 1418.3664026260376
[['GBT_57868_21935_HIP77622_mid_h5_', 186896, 2353.125, 0.00286102294921875, 0.5118473172187805, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_21935_HIP77622_mid.h5']]
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Time since execution began [Seconds]: 1435.3216788768768
[['GBT_57868_22616_HIP77622_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.6769373416900635, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_22616_HIP77622_mid.h5']]
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single Data load Execution: 1.202132225036621 Sec
Search time [s]:9.70017147064209
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Time since execution began [Seconds]: 1451.2477900981903
[['GBT_57868_22958_HIP76599_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.8737452030181885, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_22958_HIP76599_mid.h5']]
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single Data load Execution: 1.115997076034546 Sec
Search time [s]:9.73006820678711
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Time since execution began [Seconds]: 1466.8946633338928
[['GBT_57868_23730_HIP76452_mid_h5_', 183020, 2342.035675048828, 0.00286102294921875, 0.5498864650726318, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_23730_HIP76452_mid.h5']]
Downloading 8702
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single Data load Execution: 1.081916093826294 Sec
Search time [s]:9.70704960823059
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Time since execution began [Seconds]: 1482.2293972969055
[['GBT_57868_24112_HIP77655_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.7044188976287842, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_24112_HIP77655_mid.h5']]
Downloading 8703
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single Data load Execution: 1.1696174144744873 Sec
Search time [s]:9.696039915084839
Search Execution Complete
Time since execution began [Seconds]: 1502.728820323944
[['GBT_57868_24962_HIP77655_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.39146095514297485, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_24962_HIP77655_mid.h5']]
Downloading 8704
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single Data load Execution: 1.179987907409668 Sec
Search time [s]:9.67704463005066
Search Execution Complete
Time since execution began [Seconds]: 1518.7554121017456
[['GBT_57868_25418_HIP76814_mid_h5_', 186904, 2353.1478881835938, 0.00286102294921875, 0.39482060074806213, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_25418_HIP76814_mid.h5']]
Downloading 8705
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single Data load Execution: 1.0874125957489014 Sec
Search time [s]:9.735163688659668
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Time since execution began [Seconds]: 1533.95916056633
[['GBT_57868_26268_HIP80293_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.9664738178253174, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_26268_HIP80293_mid.h5']]
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single Data load Execution: 1.0947380065917969 Sec
Search time [s]:9.749924659729004
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Time since execution began [Seconds]: 1549.1589970588684
[['GBT_57868_26611_HIP81375_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.8225733041763306, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_26611_HIP81375_mid.h5']]
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single Data load Execution: 1.140976905822754 Sec
Search time [s]:9.698774814605713
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Time since execution began [Seconds]: 1565.6633496284485
[['GBT_57868_27292_HIP81375_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.9239287972450256, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_27292_HIP81375_mid.h5']]
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single Data load Execution: 1.1633613109588623 Sec
Search time [s]:9.569477558135986
Search Execution Complete
Time since execution began [Seconds]: 1581.108455657959
[['GBT_57868_27633_HIP80527_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.91987144947052, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_27633_HIP80527_mid.h5']]
Downloading 8709
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single Data load Execution: 1.0893075466156006 Sec
Search time [s]:9.632482528686523
Search Execution Complete
Time since execution began [Seconds]: 1596.3726534843445
[['GBT_57868_28330_HIP81716_mid_h5_', 183028, 2342.058563232422, 0.00286102294921875, 0.808138370513916, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_28330_HIP81716_mid.h5']]
Downloading 8710
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single Data load Execution: 1.0837278366088867 Sec
Search time [s]:9.585809469223022
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Time since execution began [Seconds]: 1611.7339503765106
[['GBT_57868_28671_HIP82588_mid_h5_', 183024, 2342.047119140625, 0.00286102294921875, 0.7721456289291382, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_28671_HIP82588_mid.h5']]
Downloading 8711
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single Data load Execution: 1.109253168106079 Sec
Search time [s]:9.62891960144043
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Time since execution began [Seconds]: 1627.143813610077
[['GBT_57868_29353_HIP82588_mid_h5_', 183012, 2342.0127868652344, 0.00286102294921875, 0.7345187664031982, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_29353_HIP82588_mid.h5']]
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single Data load Execution: 1.1673762798309326 Sec
Search time [s]:9.592608451843262
Search Execution Complete
Time since execution began [Seconds]: 1642.4658331871033
[['GBT_57868_29695_HIP81770_mid_h5_', 183032, 2342.0700073242188, 0.00286102294921875, 0.694646418094635, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_29695_HIP81770_mid.h5']]
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single Data load Execution: 1.1218726634979248 Sec
Search time [s]:9.63504958152771
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Time since execution began [Seconds]: 1672.7276666164398
[['GBT_57868_30394_HIP81952_mid_h5_', 186204, 2351.1451721191406, 0.00286102294921875, 3.67322039604187, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_30394_HIP81952_mid.h5']]
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Search time [s]:9.5838463306427
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Time since execution began [Seconds]: 1688.6110346317291
[['GBT_57868_30734_HIP82817_mid_h5_', 188236, 2356.958770751953, 0.00286102294921875, 3.1526241302490234, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_30734_HIP82817_mid.h5']]
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Search Execution Complete
Time since execution began [Seconds]: 1703.8590829372406
[['GBT_57868_31408_HIP82817_mid_h5_', 188224, 2356.9244384765625, 0.00286102294921875, 2.3902530670166016, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_31408_HIP82817_mid.h5']]
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Search time [s]:9.629642009735107
Search Execution Complete
Time since execution began [Seconds]: 1719.4128005504608
[['GBT_57868_31745_HIP82854_mid_h5_', 186068, 2350.756072998047, 0.00286102294921875, 4.103961944580078, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57868_31745_HIP82854_mid.h5']]
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Search time [s]:10.039003372192383
Search Execution Complete
Time since execution began [Seconds]: 1735.363047361374
[['GBT_57869_76555_HIP25365_mid_h5_', 186832, 2352.94189453125, 0.00286102294921875, 4.033057689666748, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57869_76555_HIP25365_mid.h5']]
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Search time [s]:9.580643892288208
Search Execution Complete
Time since execution began [Seconds]: 1751.4886665344238
[['GBT_57869_76900_HIP26624_mid_h5_', 182988, 2341.944122314453, 0.00286102294921875, 2.8123767375946045, 'http://blpd9.ssl.berkeley.edu/dl/GBT_57869_76900_HIP26624_mid.h5']]
Downloading 8719
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single Data load Execution: 1.1353251934051514 Sec
In [0]:
# import os
# import time
# from DeepSeti import DeepSeti
# DeepSeti = DeepSeti()
# DeepSeti.load_model_function(model_location='/content/encoder_injected_model_Cudda.h5')
# start = time.time()
# print("Model Loaded... Executing search loop")
# with open('/content/drive/My Drive/Deeplearning/SETI/output_folder/search_result.csv', 'a') as resultFile:
# wr = csv.writer(resultFile, dialect='excel', delimiter=',')
# wr.writerow(["Project_MJD", "Np_Index", "Frequency", "Chan_Width", "Machine_Confidence", "Database_URL"])
# for i in range(search_index_start,search_index_end):
# print("Downloading "+ str(i))
# file_download = wget.download(short_list[i])
# print(short_list[i])
# print(file_download)
# print("finished downloading")
# search_return = DeepSeti.prediction(test_location='/content/'+file_download,
# anchor_location='/content/GBT_58402_66967_HIP66130_mid.h5',
# top_hits=1, target_name=file_download,
# output_folder='/content/drive/My Drive/Deeplearning/SETI/output_folder/',
# numpy_folder='/content/drive/My Drive/Deeplearning/SETI/numpy_output_folder/')
# os.remove('/content/'+file_download)
# print("Search Execution Complete")
# elapsed_time = time.time()-start
# print("Time since execution began [Seconds]: "+ str(elapsed_time))
# with open('/content/drive/My Drive/Deeplearning/SETI/search_result_04-12-2020.csv', 'a') as resultFile:
# for element in range(len(search_return)):
# wr = csv.writer(resultFile, dialect='excel', delimiter=',')
# search_return[element][0].append(short_list[i])
# print(search_return[element])
# wr.writerows(search_return[element])
Content source: UCBerkeleySETI/breakthrough
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