Catalog Examples#
[2]:
from seismostats import FDSNWSEventClient
from seismostats import Catalog, ForecastCatalog, GRRateGrid
from datetime import datetime
[3]:
start_time = datetime(2021,1,1)
end_time = datetime(2022,1,1)
min_longitude = 5
max_longitude = 11
min_latitude = 45
max_latitude = 48
min_magnitude = 2
url = 'http://eida.ethz.ch/fdsnws/event/1/query'
client = FDSNWSEventClient(url)
df_sed = client.get_events(
start_time=start_time,
end_time=end_time,
min_magnitude=min_magnitude,
min_longitude=min_longitude,
max_longitude=max_longitude,
min_latitude=min_latitude,
max_latitude=max_latitude,
include_all_magnitudes=True,
event_type='earthquake',
include_uncertainty=True,
include_ids=True)
df_sed
[3]:
| eventID | event_type | time | latitude | latitude_uncertainty | longitude | longitude_uncertainty | depth | depth_uncertainty | evaluationmode | ... | magnitude_MWspec_magnitudeID | magnitude_MLv | magnitude_MLv_uncertainty | magnitude_MLv_magnitudeID | magnitude_MLh | magnitude_MLh_uncertainty | magnitude_MLh_magnitudeID | magnitude_MLhc | magnitude_MLhc_uncertainty | magnitude_MLhc_magnitudeID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | smi:ch.ethz.sed/sc20a/Event/2021zqxyri | earthquake | 2021-12-30 07:43:14.681975 | 46.051445 | 0.1222628824 | 7.388025 | 0.1007121534 | 1181.640625 | 274.9552879 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 2.301758471 | 0.2729312832 | smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031... | 2.49 | 0.23854491 | smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031... | 2.510115344 | 0.23854491 | smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031... |
| 1 | smi:ch.ethz.sed/sc20a/Event/2021zihlix | earthquake | 2021-12-25 14:49:40.125942 | 47.371755 | 0.1363265577 | 6.917057 | 0.1277685645 | 3364.257812 | 1036.395075 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 3.206767678 | 0.3278561212 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430... | 3.5 | 0.272435385 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430... | 3.539687307 | 0.272435385 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430... |
| 2 | smi:ch.ethz.sed/sc20a/Event/2021zhdzar | earthquake | 2021-12-24 23:59:56.706839 | 47.373494 | 0.140019287 | 6.918607 | 0.1174757855 | 4423.828125 | 692.7322216 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 3.74585924 | 0.393233673 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333... | 4.06 | 0.3127250086 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333... | 4.102738426 | 0.3127250086 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333... |
| 3 | smi:ch.ethz.sed/sc20a/Event/2021zamwcn | earthquake | 2021-12-21 08:56:46.307560 | 47.075317 | 0.1183643238 | 6.613590 | 0.1467303134 | 5136.718750 | 570.791371 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 2.594656628 | 0.2672710887 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023... | 2.86 | 0.2414400072 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023... | 2.908839011 | 0.2414400072 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023... |
| 4 | smi:ch.ethz.sed/sc20a/Event/2021yzugwx | earthquake | 2021-12-20 23:36:00.020508 | 45.937659 | 0.5140998857 | 10.887420 | 0.2678900939 | 10517.578120 | 386.4332861 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 1.999443788 | 0.1331781857 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441... | 1.76 | 0.2539158048 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441... | 2.110428524 | 0.2539158048 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 91 | smi:ch.ethz.sed/sc3a/2021cniflg | earthquake | 2021-02-05 13:58:37.339370 | 47.755435 | 0.2768619939 | 8.826280 | 0.2656020058 | 9790.039062 | 699.3952815 | manual | ... | NaN | 1.719236171 | 0.4326049696 | smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.... | 1.9 | 0.2171883359 | smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.... | 1.972256102 | 0.2171883359 | smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.... |
| 92 | smi:ch.ethz.sed/sc3a/2021ckhxfk | earthquake | 2021-02-03 22:35:36.860227 | 46.979183 | 0.2211121752 | 7.441018 | 0.2177237663 | 4077.148438 | 794.7783124 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 2.612462067 | 0.264557289 | smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.... | 2.82 | 0.2194575558 | smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.... | 2.835083023 | 0.2194575558 | smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.... |
| 93 | smi:ch.ethz.sed/sc3a/2021cgvzgl | earthquake | 2021-02-02 01:22:29.854540 | 46.448367 | 0.21466477 | 10.209043 | 0.154515209 | 6137.695312 | 472.5675277 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 2.069442787 | 0.5843922428 | smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331... | 1.9 | 0.2525366761 | smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331... | 2.071647738 | 0.2525366761 | smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331... |
| 94 | smi:ch.ethz.sed/sc3a/2021bjlljq | earthquake | 2021-01-20 07:21:43.968833 | 45.607265 | 0.353045372 | 6.914348 | 0.3988253348 | 8335.156250 | 1511.597803 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... | 1.998272686 | 0.4331054981 | smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.... | 1.97 | 0.2142778221 | smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.... | 2.109462073 | 0.2142778221 | smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.... |
| 95 | smi:ch.ethz.sed/sc3a/2021ahiayb | earthquake | 2021-01-04 23:33:46.277509 | 47.285307 | 0.6089577686 | 10.063897 | 0.4403913609 | 6248.046875 | 2672.770805 | manual | ... | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/d... | 1.74918801 | 0.3234048292 | smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.... | 1.94 | 0.2080507104 | smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.... | 1.950813241 | 0.2080507104 | smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.... |
96 rows × 28 columns
[4]:
type(df_sed)
[4]:
seismostats.catalogs.catalog.Catalog
[5]:
df_sed.to_quakeml()
[5]:
'<?xml version="1.0" encoding="UTF-8"?>\n<q:quakeml xmlns="http://quakeml.org/xmlns/bed/1.2" xmlns:q="http://quakeml.org/xmlns/quakeml/1.2">\n <eventParameters publicID="smi:org.gfz-potsdam.de/geofon/EventParameters"> \n \n <event publicID="smi:ch.ethz.sed/sc20a/Event/2021zqxyri">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.700951.80206">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.510115344</value><uncertainty>0.23854491</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/8fGgNbULLJeYUny">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.74</value><uncertainty>0.04</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.752473.80241">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.301758471</value><uncertainty>0.2729312832</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.700951.80206.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.49</value><uncertainty>0.23854491</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080">\n <time>\n <value>2021-12-30T07:43:14.681975Z</value>\n </time>\n <longitude>\n <value>7.388024848</value><uncertainty>0.1007121534</uncertainty></longitude>\n <latitude>\n <value>46.05144527</value><uncertainty>0.1222628824</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>1181.640625</value><uncertainty>274.9552879</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.700951.80206</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc20a/Event/2021zihlix">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.87278.210164">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.539687307</value><uncertainty>0.272435385</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/dhCM08gKmc32HHf">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.16</value><uncertainty>0.02</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.932622.210193">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.206767678</value><uncertainty>0.3278561212</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.87278.210164.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.5</value><uncertainty>0.272435385</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045">\n <time>\n <value>2021-12-25T14:49:40.125942Z</value>\n </time>\n <longitude>\n <value>6.917056725</value><uncertainty>0.1277685645</uncertainty></longitude>\n <latitude>\n <value>47.37175484</value><uncertainty>0.1363265577</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>3364.257812</value><uncertainty>1036.395075</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.87278.210164</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc20a/Event/2021zhdzar">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.793861.110668">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>4.102738426</value><uncertainty>0.3127250086</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/YRwSQHUKs0OEmje">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.6</value><uncertainty>0.01</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.841856.110705">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.74585924</value><uncertainty>0.393233673</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.793861.110668.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>4.06</value><uncertainty>0.3127250086</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414">\n <time>\n <value>2021-12-24T23:59:56.706839Z</value>\n </time>\n <longitude>\n <value>6.918607095</value><uncertainty>0.1174757855</uncertainty></longitude>\n <latitude>\n <value>47.37349438</value><uncertainty>0.140019287</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>4423.828125</value><uncertainty>692.7322216</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.793861.110668</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc20a/Event/2021zamwcn">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.790826.111865">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.908839011</value><uncertainty>0.2414400072</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/C9xqibYfhEdoiyW">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.86</value><uncertainty>0.02</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.823529.111885">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.594656628</value><uncertainty>0.2672710887</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.790826.111865.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.86</value><uncertainty>0.2414400072</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790">\n <time>\n <value>2021-12-21T08:56:46.307560Z</value>\n </time>\n <longitude>\n <value>6.613590312</value><uncertainty>0.1467303134</uncertainty></longitude>\n <latitude>\n <value>47.07531705</value><uncertainty>0.1183643238</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>5136.71875</value><uncertainty>570.791371</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.790826.111865</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc20a/Event/2021yzugwx">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211221104417.655521.94437">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.110428524</value><uncertainty>0.2539158048</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211221104403.910691.94412</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/kzNZumDeVX3L8Em">\n <creationInfo>\n <agencyID> 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publicID="smi:ch.ethz.sed/sc20ag/Origin/NLL.20211221104403.910691.94412">\n <time>\n <value>2021-12-20T23:36:00.020508Z</value>\n </time>\n <longitude>\n <value>10.88741989</value><uncertainty>0.2678900939</uncertainty></longitude>\n <latitude>\n <value>45.937659</value><uncertainty>0.5140998857</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>10517.57812</value><uncertainty>386.4332861</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211221104403.910691.94412</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20211221104417.655521.94437</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc20a/Event/2021yybxtl">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude 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<value>10247.07031</value><uncertainty>742.2857842</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205162341.459054.112552</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210205162551.984779.112605</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc3a/2021cnisvd">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210205230945.209374.115636">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.22006313</value><uncertainty>0.2024051197</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205230918.819361.115506</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/fbB6dZoLVrtEmXb">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.95</value><uncertainty>0.03</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205230918.819361.115506</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210205230945.265761.115685">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.975248682</value><uncertainty>0.2580070051</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205230918.819361.115506</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210205230945.209374.115636.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.12</value><uncertainty>0.2024051197</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205230918.819361.115506</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc3a/origin/NLL.20210205230918.819361.115506">\n <time>\n <value>2021-02-05T14:14:11.661805Z</value>\n </time>\n <longitude>\n <value>8.825252741</value><uncertainty>0.1622832726</uncertainty></longitude>\n <latitude>\n <value>47.75052715</value><uncertainty>0.2113451548</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>10932.61719</value><uncertainty>484.8233553</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205230918.819361.115506</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210205230945.209374.115636</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc3a/2021cniflg">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.367738.139349">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.972256102</value><uncertainty>0.2171883359</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205173457.089652.139301</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.387163.139369">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.719236171</value><uncertainty>0.4326049696</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205173457.089652.139301</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.367738.139349.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.9</value><uncertainty>0.2171883359</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205173457.089652.139301</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc3a/origin/NLL.20210205173457.089652.139301">\n <time>\n <value>2021-02-05T13:58:37.339370Z</value>\n </time>\n <longitude>\n <value>8.826279501</value><uncertainty>0.2656020058</uncertainty></longitude>\n <latitude>\n <value>47.75543496</value><uncertainty>0.2768619939</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>9790.039062</value><uncertainty>699.3952815</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210205173457.089652.139301</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.367738.139349</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc3a/2021ckhxfk">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.656391.125532">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.835083023</value><uncertainty>0.2194575558</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210207204627.032101.125348</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/AAjo09UozFgUqVC">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.79</value><uncertainty>0.03</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210207204627.032101.125348</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.737163.125590">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.612462067</value><uncertainty>0.264557289</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210207204627.032101.125348</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.656391.125532.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.82</value><uncertainty>0.2194575558</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210207204627.032101.125348</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc3a/origin/NLL.20210207204627.032101.125348">\n <time>\n <value>2021-02-03T22:35:36.860227Z</value>\n </time>\n <longitude>\n <value>7.441017932</value><uncertainty>0.2177237663</uncertainty></longitude>\n <latitude>\n <value>46.97918262</value><uncertainty>0.2211121752</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>4077.148438</value><uncertainty>794.7783124</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210207204627.032101.125348</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.656391.125532</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc3a/2021cgvzgl">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20220118123316.04371.84195">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.071647738</value><uncertainty>0.2525366761</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/qn1r8Xj0GOZi5k4">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.23</value><uncertainty>0.03</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20220118123316.078439.84213">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.069442787</value><uncertainty>0.5843922428</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20220118123316.04371.84195.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.9</value><uncertainty>0.2525366761</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159">\n <time>\n <value>2021-02-02T01:22:29.854540Z</value>\n </time>\n <longitude>\n <value>10.20904302</value><uncertainty>0.154515209</uncertainty></longitude>\n <latitude>\n <value>46.44836698</value><uncertainty>0.21466477</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6137.695312</value><uncertainty>472.5675277</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20220118123316.04371.84195</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc3a/2021bjlljq">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.337475.92718">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.109462073</value><uncertainty>0.2142778221</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/x3LkFm9aiUEt3XN">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.91</value><uncertainty>0.08</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.367299.92750">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.998272686</value><uncertainty>0.4331054981</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.337475.92718.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.97</value><uncertainty>0.2142778221</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654">\n <time>\n <value>2021-01-20T07:21:43.968833Z</value>\n </time>\n <longitude>\n <value>6.914348484</value><uncertainty>0.3988253348</uncertainty></longitude>\n <latitude>\n <value>45.60726484</value><uncertainty>0.353045372</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>8335.15625</value><uncertainty>1511.597803</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.337475.92718</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="smi:ch.ethz.sed/sc3a/2021ahiayb">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.275573.94860">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.950813241</value><uncertainty>0.2080507104</uncertainty></mag>\n <type>MLhc</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\n </magnitude>\n\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/djFAN8nlukdkp2x">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.08</value><uncertainty>0.06</uncertainty></mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.290653.94874">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.74918801</value><uncertainty>0.3234048292</uncertainty></mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.275573.94860.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.94</value><uncertainty>0.2080507104</uncertainty></mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\n </magnitude>\n \n\n <origin publicID="smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780">\n <time>\n <value>2021-01-04T23:33:46.277509Z</value>\n </time>\n <longitude>\n <value>10.06389738</value><uncertainty>0.4403913609</uncertainty></longitude>\n <latitude>\n <value>47.28530742</value><uncertainty>0.6089577686</uncertainty></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6248.046875</value><uncertainty>2672.770805</uncertainty></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</preferredOriginID>\n <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.275573.94860</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n </eventParameters>\n</q:quakeml>'
[6]:
df_sed_drop = df_sed.drop_uncertainties().drop_ids().bin_magnitudes(0.1)
df_sed_drop
[6]:
| event_type | time | latitude | longitude | depth | evaluationmode | magnitude | magnitude_type | magnitude_MWspec | magnitude_MLv | magnitude_MLh | magnitude_MLhc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | earthquake | 2021-12-30 07:43:14.681975 | 46.051445 | 7.388025 | 1181.640625 | manual | 2.5 | MLhc | 2.74 | 2.301758471 | 2.49 | 2.510115344 |
| 1 | earthquake | 2021-12-25 14:49:40.125942 | 47.371755 | 6.917057 | 3364.257812 | manual | 3.5 | MLhc | 3.16 | 3.206767678 | 3.5 | 3.539687307 |
| 2 | earthquake | 2021-12-24 23:59:56.706839 | 47.373494 | 6.918607 | 4423.828125 | manual | 4.1 | MLhc | 3.6 | 3.74585924 | 4.06 | 4.102738426 |
| 3 | earthquake | 2021-12-21 08:56:46.307560 | 47.075317 | 6.613590 | 5136.718750 | manual | 2.9 | MLhc | 2.86 | 2.594656628 | 2.86 | 2.908839011 |
| 4 | earthquake | 2021-12-20 23:36:00.020508 | 45.937659 | 10.887420 | 10517.578120 | manual | 2.1 | MLhc | 2.22 | 1.999443788 | 1.76 | 2.110428524 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 91 | earthquake | 2021-02-05 13:58:37.339370 | 47.755435 | 8.826280 | 9790.039062 | manual | 2.0 | MLhc | NaN | 1.719236171 | 1.9 | 1.972256102 |
| 92 | earthquake | 2021-02-03 22:35:36.860227 | 46.979183 | 7.441018 | 4077.148438 | manual | 2.8 | MLhc | 2.79 | 2.612462067 | 2.82 | 2.835083023 |
| 93 | earthquake | 2021-02-02 01:22:29.854540 | 46.448367 | 10.209043 | 6137.695312 | manual | 2.1 | MLhc | 2.23 | 2.069442787 | 1.9 | 2.071647738 |
| 94 | earthquake | 2021-01-20 07:21:43.968833 | 45.607265 | 6.914348 | 8335.156250 | manual | 2.1 | MLhc | 1.91 | 1.998272686 | 1.97 | 2.109462073 |
| 95 | earthquake | 2021-01-04 23:33:46.277509 | 47.285307 | 10.063897 | 6248.046875 | manual | 2.0 | MLhc | 2.08 | 1.74918801 | 1.94 | 1.950813241 |
96 rows × 12 columns
[8]:
type(df_sed_drop)
[8]:
seismostats.catalogs.catalog.Catalog
[9]:
dropped = df_sed_drop.drop(columns=['magnitude'])
type(dropped)
[9]:
pandas.core.frame.DataFrame
[10]:
dropped = Catalog(dropped)
type(dropped)
[10]:
seismostats.catalogs.catalog.Catalog
[11]:
dropped.bin_magnitudes(0.1)
---------------------------------------------------------------------------
AttributeError Traceback (most recent call last)
Cell In[11], line 1
----> 1 dropped.bin_magnitudes(0.1)
File ~/Documents/Codes_and_tools/SeismoStats/seismostats/utils/__init__.py:58, in require_cols.<locals>.decorator_require.<locals>.wrapper_require(self, *args, **kwargs)
56 require = [col for col in require if col not in exclude]
57 if not _check_required_cols(self, require):
---> 58 raise AttributeError(
59 "Catalog is missing the following columns "
60 f'for execution of the method "{func.__name__}": '
61 f"{set(require).difference(set(self.columns))}."
62 )
63 value = func(self, *args, **kwargs)
64 return value
AttributeError: Catalog is missing the following columns for execution of the method "bin_magnitudes": {'magnitude'}.
[12]:
df_sed_drop.to_quakeml()
[12]:
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<value>46.97918262</value></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>4077.148438</value></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>a1f681f2677249c08cf7e1a59728eb87</preferredOriginID>\n <preferredMagnitudeID>1cd6575880d44a248f61a41986be0622</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="d4c97f5c3c62484eac0bef170ff7a23d">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="b011a37f4b73404f95937b607f0d5c28">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.1</value></mag>\n <type>MLhc</type>\n <originID>a5d4b7038e794ebcaf493452f2df3abb</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.23</value></mag>\n <type>MWspec</type>\n <originID>a5d4b7038e794ebcaf493452f2df3abb</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.069442787</value></mag>\n <type>MLv</type>\n <originID>a5d4b7038e794ebcaf493452f2df3abb</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.9</value></mag>\n <type>MLh</type>\n <originID>a5d4b7038e794ebcaf493452f2df3abb</originID>\n </magnitude>\n \n\n <origin publicID="a5d4b7038e794ebcaf493452f2df3abb">\n <time>\n <value>2021-02-02T01:22:29.854540Z</value>\n </time>\n <longitude>\n <value>10.20904302</value></longitude>\n <latitude>\n <value>46.44836698</value></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6137.695312</value></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>a5d4b7038e794ebcaf493452f2df3abb</preferredOriginID>\n <preferredMagnitudeID>b011a37f4b73404f95937b607f0d5c28</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="3148e133f5a249969a50a7288be27760">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="8401bf9324a140d2a39546d8bb354f78">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.1</value></mag>\n <type>MLhc</type>\n <originID>8f2b636cda1d4d00af4d4dcb39909c47</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.91</value></mag>\n <type>MWspec</type>\n <originID>8f2b636cda1d4d00af4d4dcb39909c47</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.998272686</value></mag>\n <type>MLv</type>\n <originID>8f2b636cda1d4d00af4d4dcb39909c47</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.97</value></mag>\n <type>MLh</type>\n <originID>8f2b636cda1d4d00af4d4dcb39909c47</originID>\n </magnitude>\n \n\n <origin publicID="8f2b636cda1d4d00af4d4dcb39909c47">\n <time>\n <value>2021-01-20T07:21:43.968833Z</value>\n </time>\n <longitude>\n <value>6.914348484</value></longitude>\n <latitude>\n <value>45.60726484</value></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>8335.15625</value></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>8f2b636cda1d4d00af4d4dcb39909c47</preferredOriginID>\n <preferredMagnitudeID>8401bf9324a140d2a39546d8bb354f78</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="6cd978a8e4d14005a23f6e6b9d9fcb43">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="fd235971b1534af3a4a71393def80b76">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.0</value></mag>\n <type>MLhc</type>\n <originID>6f7cf6ecb48f43b1bbc1f54b6eebcef8</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.08</value></mag>\n <type>MWspec</type>\n <originID>6f7cf6ecb48f43b1bbc1f54b6eebcef8</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.74918801</value></mag>\n <type>MLv</type>\n <originID>6f7cf6ecb48f43b1bbc1f54b6eebcef8</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.94</value></mag>\n <type>MLh</type>\n <originID>6f7cf6ecb48f43b1bbc1f54b6eebcef8</originID>\n </magnitude>\n \n\n <origin publicID="6f7cf6ecb48f43b1bbc1f54b6eebcef8">\n <time>\n <value>2021-01-04T23:33:46.277509Z</value>\n </time>\n <longitude>\n <value>10.06389738</value></longitude>\n <latitude>\n <value>47.28530742</value></latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6248.046875</value></depth>\n <quality>\n </quality>\n </origin>\n\n <preferredOriginID>6f7cf6ecb48f43b1bbc1f54b6eebcef8</preferredOriginID>\n <preferredMagnitudeID>fd235971b1534af3a4a71393def80b76</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n </eventParameters>\n</q:quakeml>'
[26]:
forecast_sed = df_sed.copy()
forecast_sed['catalog_id'] = 1
forecast_sed = ForecastCatalog(forecast_sed)
forecast_sed.strip(inplace=True)
forecast_sed
[26]:
| time | latitude | longitude | depth | magnitude | catalog_id | |
|---|---|---|---|---|---|---|
| 0 | 2021-12-30 07:43:14.681975 | 46.051445 | 7.388025 | 1181.640625 | 2.510115 | 1 |
| 1 | 2021-12-25 14:49:40.125942 | 47.371755 | 6.917057 | 3364.257812 | 3.539687 | 1 |
| 2 | 2021-12-24 23:59:56.706839 | 47.373494 | 6.918607 | 4423.828125 | 4.102738 | 1 |
| 3 | 2021-12-21 08:56:46.307560 | 47.075317 | 6.613590 | 5136.718750 | 2.908839 | 1 |
| 4 | 2021-12-20 23:36:00.020508 | 45.937659 | 10.887420 | 10517.578120 | 2.110429 | 1 |
| ... | ... | ... | ... | ... | ... | ... |
| 91 | 2021-02-05 13:58:37.339370 | 47.755435 | 8.826280 | 9790.039062 | 1.972256 | 1 |
| 92 | 2021-02-03 22:35:36.860227 | 46.979183 | 7.441018 | 4077.148438 | 2.835083 | 1 |
| 93 | 2021-02-02 01:22:29.854540 | 46.448367 | 10.209043 | 6137.695312 | 2.071648 | 1 |
| 94 | 2021-01-20 07:21:43.968833 | 45.607265 | 6.914348 | 8335.156250 | 2.109462 | 1 |
| 95 | 2021-01-04 23:33:46.277509 | 47.285307 | 10.063897 | 6248.046875 | 1.950813 | 1 |
96 rows × 6 columns
[27]:
type(forecast_sed)
[27]:
seismostats.catalogs.catalog.ForecastCatalog
[28]:
RAW_DATA = {
'longitude_min': [-180, -90, 0, 90],
'longitude_max': [-90, 0, 90, 180],
'latitude_min': [-90, -45, 0, 45],
'latitude_max': [-45, 0, 45, 90],
'depth_min': [0, 10, 20, 30],
'depth_max': [10, 20, 30, 40],
'number_events': [100, 200, 300, 400],
'a': [1.0, 1.5, 2.0, 2.5],
'b': [0.5, 0.6, 0.7, 0.8],
'mc': [4.0, 4.5, 5.0, 5.5]
}
rategrid = GRRateGrid(RAW_DATA, starttime=datetime(2020,1,1), endtime=datetime(2020,2,1))
rategrid
[28]:
| longitude_min | longitude_max | latitude_min | latitude_max | depth_min | depth_max | number_events | a | b | mc | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -180 | -90 | -90 | -45 | 0 | 10 | 100 | 1.0 | 0.5 | 4.0 |
| 1 | -90 | 0 | -45 | 0 | 10 | 20 | 200 | 1.5 | 0.6 | 4.5 |
| 2 | 0 | 90 | 0 | 45 | 20 | 30 | 300 | 2.0 | 0.7 | 5.0 |
| 3 | 90 | 180 | 45 | 90 | 30 | 40 | 400 | 2.5 | 0.8 | 5.5 |
[29]:
rategrid.starttime
[29]:
Timestamp('2020-01-01 00:00:00')
[30]:
rategrid.add_time_index(endtime=False)
[30]:
| longitude_min | longitude_max | latitude_min | latitude_max | depth_min | depth_max | number_events | a | b | mc | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
| starttime | cell_id | ||||||||||
| 2020-01-01 | 0 | -180 | -90 | -90 | -45 | 0 | 10 | 100 | 1.0 | 0.5 | 4.0 |
| 1 | -90 | 0 | -45 | 0 | 10 | 20 | 200 | 1.5 | 0.6 | 4.5 | |
| 2 | 0 | 90 | 0 | 45 | 20 | 30 | 300 | 2.0 | 0.7 | 5.0 | |
| 3 | 90 | 180 | 45 | 90 | 30 | 40 | 400 | 2.5 | 0.8 | 5.5 |
[ ]: