In [1]:
import pandas as pd
In [44]:
pd.options.display.float_format = '{:.2f}'.format
In [48]:
pd.set_option('display.max_columns', 500)
In [49]:
h = pd.read_csv('./gravityspy/H1_O3a.csv')
In [50]:
l = pd.read_csv('./gravityspy/L1_O3a.csv')

Check where is GW190521¶

In [51]:
h.iloc[(h['event_time']-1242442967).abs().argsort(),:]
Out[51]:
event_time ifo peak_time peak_time_ns start_time start_time_ns duration peak_frequency central_freq bandwidth channel amplitude snr q_value gravityspy_id 1400Ripples 1080Lines Air_Compressor Blip Chirp Extremely_Loud Helix Koi_Fish Light_Modulation Low_Frequency_Burst Low_Frequency_Lines No_Glitch None_of_the_Above Paired_Doves Power_Line Repeating_Blips Scattered_Light Scratchy Tomte Violin_Mode Wandering_Line Whistle ml_label ml_confidence url1 url2 url3 url4
49397 1242442819.90 H1 1242442819 901854991 1242442819 250000000 1.50 217.74 672.01 1306.19 GDS-CALIB_STRAIN 0.00 156.46 5.66 edn3fSnQCD 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.91 0.00 0.00 0.00 0.00 0.05 0.00 0.00 0.02 0.00 0.00 0.01 0.00 0.00 0.00 Koi_Fish 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
16893 1242442786.17 H1 1242442786 171875000 1242442786 0 0.50 11.12 11.18 2.37 GDS-CALIB_STRAIN 0.00 9.17 11.31 t3M5OUu8EN 0.01 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.32 0.06 0.55 0.00 0.00 0.00 0.00 0.00 0.01 0.00 0.01 0.00 0.01 No_Glitch 0.93 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
49372 1242442785.86 H1 1242442785 859375000 1242442785 625000000 0.38 11.12 11.18 2.37 GDS-CALIB_STRAIN 0.00 10.12 45.25 8VXlQq0Asa 0.05 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.13 0.02 0.63 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.13 0.00 0.02 No_Glitch 0.67 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
49339 1242443404.12 H1 1242443404 125000000 1242443403 500000000 1.75 26.09 2382.92 4716.39 GDS-CALIB_STRAIN 0.00 8.17 45.25 wzWznkXtHq 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.04 0.94 0.00 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.00 0.00 0.00 Low_Frequency_Lines 0.88 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
16885 1242443450.18 H1 1242443450 179198980 1242443450 156250000 0.09 217.74 325.08 482.75 GDS-CALIB_STRAIN 0.00 8.65 5.66 qvq95iJKOl 0.00 0.00 0.00 0.71 0.00 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.24 0.00 0.00 0.00 0.00 0.00 0.02 Blip 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
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6463 1253976363.25 H1 1253976363 246093034 1253976359 500000000 8.00 39.79 3980.24 7940.48 GDS-CALIB_STRAIN 0.00 5919.36 11.31 fq2CvGHZTq 0.00 0.00 0.00 0.00 0.00 0.63 0.00 0.15 0.04 0.02 0.00 0.00 0.10 0.00 0.00 0.01 0.01 0.00 0.00 0.02 0.00 0.01 Extremely_Loud 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
6464 1253976363.25 H1 1253976363 246093034 1253976359 500000000 8.00 39.79 3980.24 7940.48 GDS-CALIB_STRAIN 0.00 5919.36 11.31 CiwUNbv1fx 0.00 0.00 0.00 0.00 0.00 0.63 0.00 0.15 0.04 0.02 0.00 0.00 0.10 0.00 0.00 0.01 0.01 0.00 0.00 0.02 0.00 0.01 Extremely_Loud 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
6465 1253976363.25 H1 1253976363 246093034 1253976359 500000000 8.00 39.79 3980.24 7940.48 GDS-CALIB_STRAIN 0.00 5919.36 11.31 LOfgpClqDE 0.00 0.00 0.00 0.00 0.00 0.63 0.00 0.15 0.04 0.02 0.00 0.00 0.10 0.00 0.00 0.01 0.01 0.00 0.00 0.02 0.00 0.01 Extremely_Loud 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
6467 1253976363.25 H1 1253976363 246093034 1253976359 500000000 8.00 39.79 3980.24 7940.48 GDS-CALIB_STRAIN 0.00 5919.36 11.31 8ll8shAWxx 0.00 0.00 0.00 0.00 0.00 0.63 0.00 0.15 0.04 0.02 0.00 0.00 0.10 0.00 0.00 0.01 0.01 0.00 0.00 0.02 0.00 0.01 Extremely_Loud 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
80762 1253976363.25 H1 1253976363 246093034 1253976359 500000000 8.00 39.79 3980.24 7940.48 GDS-CALIB_STRAIN 0.00 5919.36 11.31 Jxu2wbOnYW 0.00 0.00 0.00 0.00 0.00 0.63 0.00 0.15 0.04 0.02 0.00 0.00 0.10 0.00 0.00 0.01 0.01 0.00 0.00 0.02 0.00 0.01 Extremely_Loud 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...

80763 rows × 43 columns

In [53]:
l.iloc[(l['event_time']-1242442967).abs().argsort(),:]
Out[53]:
event_time ifo peak_time peak_time_ns start_time start_time_ns duration peak_frequency central_freq bandwidth channel amplitude snr q_value gravityspy_id 1400Ripples 1080Lines Air_Compressor Blip Chirp Extremely_Loud Helix Koi_Fish Light_Modulation Low_Frequency_Burst Low_Frequency_Lines No_Glitch None_of_the_Above Paired_Doves Power_Line Repeating_Blips Scattered_Light Scratchy Tomte Violin_Mode Wandering_Line Whistle ml_label ml_confidence url1 url2 url3 url4
81012 1242442967.44 L1 1242442967 441406011 1242442967 312500000 0.43 55.50 3419.06 6766.56 GDS-CALIB_STRAIN 0.00 11.20 5.66 51D9bTFSeY 0.00 0.00 0.04 0.82 0.02 0.00 0.00 0.01 0.00 0.00 0.00 0.02 0.01 0.00 0.02 0.01 0.00 0.01 0.01 0.02 0.00 0.00 Blip_Low_Frequency 0.99 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
81013 1242443000.20 L1 1242443000 202758073 1242443000 187500000 0.04 1191.55 2267.08 3133.07 GDS-CALIB_STRAIN 0.00 20.43 5.66 E4Vny1aUFg 0.00 0.19 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.06 0.00 0.73 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.01 0.00 0.02 Violin_Mode 0.86 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
81018 1242442504.31 L1 1242442504 310547113 1242442504 250000000 0.09 49.21 63.19 80.64 GDS-CALIB_STRAIN 0.00 10.14 5.66 zEmb4XriHd 0.00 0.01 0.00 0.24 0.00 0.00 0.02 0.00 0.00 0.01 0.00 0.13 0.05 0.08 0.00 0.03 0.00 0.01 0.34 0.07 0.00 0.00 Tomte 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
81016 1242442461.10 L1 1242442461 104979991 1242442460 750000000 1.12 269.28 3982.89 7935.19 GDS-CALIB_STRAIN 0.00 43.28 5.66 kk8yZYrCpt 0.00 0.00 0.00 0.04 0.00 0.00 0.22 0.08 0.01 0.00 0.00 0.01 0.03 0.00 0.00 0.59 0.00 0.00 0.00 0.01 0.00 0.00 Koi_Fish 0.99 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
81017 1242443753.92 L1 1242443753 921386003 1242443753 906250000 0.03 1192.25 1900.18 2399.28 GDS-CALIB_STRAIN 0.00 19.59 11.31 lCMJhvcMdY 0.00 0.08 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.01 0.00 0.87 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.03 Whistle 0.78 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8258 1253972986.32 L1 1253972986 324218034 1253972986 0 0.50 39.79 1514.74 2991.66 GDS-CALIB_STRAIN 0.00 18.22 5.66 E8pQZ0S4wu 0.00 0.00 0.00 0.92 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.05 0.00 0.00 0.00 Tomte 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
6594 1253973014.08 L1 1253973014 83983898 1253973013 500000000 1.25 49.21 3239.72 6448.84 GDS-CALIB_STRAIN 0.00 34.24 5.66 5EI8LwhUY1 0.00 0.00 0.00 0.91 0.00 0.00 0.00 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.05 0.00 0.00 0.00 Tomte 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
7992 1253973354.90 L1 1253973354 904297113 1253973354 0 2.51 49.21 543.38 1056.17 GDS-CALIB_STRAIN 0.00 40.21 5.66 huF1ABmNPZ 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.95 0.00 0.00 0.00 0.00 0.00 0.00 Koi_Fish 0.92 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
6593 1253973595.20 L1 1253973595 195312023 1253973594 625000000 0.88 34.59 34.94 23.09 GDS-CALIB_STRAIN 0.00 8.30 11.31 7GTiJvzkvn 0.00 0.06 0.09 0.00 0.00 0.00 0.10 0.00 0.00 0.55 0.03 0.08 0.03 0.01 0.00 0.00 0.05 0.00 0.00 0.00 0.00 0.01 Fast_Scattering 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...
6604 1253973601.74 L1 1253973601 742187023 1253973601 292968034 0.71 38.93 3686.51 7315.16 GDS-CALIB_STRAIN 0.00 8.79 11.31 MUusQXpCjQ 0.00 0.00 0.21 0.00 0.00 0.00 0.01 0.00 0.00 0.04 0.00 0.00 0.01 0.00 0.00 0.00 0.72 0.00 0.00 0.00 0.00 0.00 Fast_Scattering 1.00 https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc... https://panoptes-uploads.zooniverse.org/produc...

127500 rows × 43 columns

In [ ]: