Catalog Examples#
[16]:
from seismostats.io.client import FDSNWSEventClient
from seismostats import Catalog, ForecastCatalog, GRRateGrid
from datetime import datetime
[17]:
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
[17]:
| eventID | event_type | time | latitude | latitude_uncertainty | longitude | longitude_uncertainty | depth | depth_uncertainty | evaluationmode | ... | magnitude_MLhc | magnitude_MLhc_uncertainty | magnitude_MLhc_magnitudeID | magnitude_MLh | magnitude_MLh_uncertainty | magnitude_MLh_magnitudeID | magnitude_MWspec | magnitude_MWspec_uncertainty | magnitude_MWspec_confidenceLevel | magnitude_MWspec_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 | ... | 2.510115344 | 0.23854491 | smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031... | 2.49 | 0.23854491 | smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031... | 2.74 | 0.04 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 3.539687307 | 0.272435385 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430... | 3.5 | 0.272435385 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430... | 3.16 | 0.02 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 4.102738426 | 0.3127250086 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333... | 4.06 | 0.3127250086 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333... | 3.6 | 0.01 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 2.908839011 | 0.2414400072 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023... | 2.86 | 0.2414400072 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023... | 2.86 | 0.02 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 2.110428524 | 0.2539158048 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441... | 1.76 | 0.2539158048 | smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441... | 2.22 | 0.11 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 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 | ... | 1.972256102 | 0.2171883359 | smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.... | 1.9 | 0.2171883359 | smi:ch.ethz.sed/sc3a/Magnitude/20210205174337.... | NaN | NaN | NaN | NaN |
| 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 | ... | 2.835083023 | 0.2194575558 | smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.... | 2.82 | 0.2194575558 | smi:ch.ethz.sed/sc3a/Magnitude/20210207204645.... | 2.79 | 0.03 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 2.071647738 | 0.2525366761 | smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331... | 1.9 | 0.2525366761 | smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331... | 2.23 | 0.03 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 2.109462073 | 0.2142778221 | smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.... | 1.97 | 0.2142778221 | smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.... | 1.91 | 0.08 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite... |
| 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 | ... | 1.950813241 | 0.2080507104 | smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.... | 1.94 | 0.2080507104 | smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.... | 2.08 | 0.06 | 0.68 | smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/d... |
96 rows × 28 columns
[18]:
type(df_sed)
[18]:
seismostats.catalogs.catalog.Catalog
[19]:
df_sed.to_quakeml()
[19]:
'<?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>\n <uncertainty>0.23854491</uncertainty>\n </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/sc20ag/Magnitude/20220103070310.752473.80241">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.301758471</value>\n <uncertainty>0.2729312832</uncertainty>\n </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>\n <uncertainty>0.23854491</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\n </magnitude>\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>\n <uncertainty>0.04</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.1007121534</uncertainty>\n </longitude>\n <latitude>\n <value>46.05144527</value>\n <uncertainty>0.1222628824</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>1181.640625</value>\n <uncertainty>274.9552879</uncertainty>\n </depth>\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>\n <uncertainty>0.272435385</uncertainty>\n </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/sc20ag/Magnitude/20211228194308.932622.210193">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.206767678</value>\n <uncertainty>0.3278561212</uncertainty>\n </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>\n <uncertainty>0.272435385</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\n </magnitude>\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>\n <uncertainty>0.02</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.1277685645</uncertainty>\n </longitude>\n <latitude>\n <value>47.37175484</value>\n <uncertainty>0.1363265577</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>3364.257812</value>\n <uncertainty>1036.395075</uncertainty>\n </depth>\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>\n <uncertainty>0.3127250086</uncertainty>\n </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/sc20ag/Magnitude/20211227163331.841856.110705">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.74585924</value>\n <uncertainty>0.393233673</uncertainty>\n </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>\n <uncertainty>0.3127250086</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\n </magnitude>\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>\n <uncertainty>0.01</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.1174757855</uncertainty>\n </longitude>\n <latitude>\n <value>47.37349438</value>\n <uncertainty>0.140019287</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>4423.828125</value>\n <uncertainty>692.7322216</uncertainty>\n </depth>\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>\n <uncertainty>0.2414400072</uncertainty>\n </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/sc20ag/Magnitude/20211228090234.823529.111885">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.594656628</value>\n <uncertainty>0.2672710887</uncertainty>\n </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>\n <uncertainty>0.2414400072</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\n </magnitude>\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>\n <uncertainty>0.02</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.1467303134</uncertainty>\n </longitude>\n <latitude>\n <value>47.07531705</value>\n <uncertainty>0.1183643238</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>5136.71875</value>\n <uncertainty>570.791371</uncertainty>\n </depth>\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>\n <uncertainty>0.2539158048</uncertainty>\n </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/sc20ag/Magnitude/20211221104417.679918.94450">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.999443788</value>\n <uncertainty>0.1331781857</uncertainty>\n </mag>\n <type>MLv</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211221104403.910691.94412</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/sc20ag/Magnitude/20211221104417.655521.94437.mlhc2mlh">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.76</value>\n <uncertainty>0.2539158048</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211221104403.910691.94412</originID>\n </magnitude>\n \n <magnitude publicID="smi:ch.ethz.sed/wfa.ethz.ch/magnitude/AutoSite/kzNZumDeVX3L8Em">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.22</value>\n <uncertainty>0.11</uncertainty>\n </mag>\n <type>MWspec</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211221104403.910691.94412</originID>\n </magnitude>\n \n\n <origin 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>\n <uncertainty> 0.2678900939</uncertainty>\n </longitude>\n <latitude>\n <value>45.937659</value>\n <uncertainty>0.5140998857</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>10517.57812</value>\n <uncertainty>386.4332861</uncertainty>\n </depth>\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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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>\n <uncertainty>0.2525366761</uncertainty>\n </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/sc20ag/Magnitude/20220118123316.078439.84213">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.069442787</value>\n <uncertainty>0.5843922428</uncertainty>\n </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>\n <uncertainty>0.2525366761</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\n </magnitude>\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>\n <uncertainty>0.03</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.154515209</uncertainty>\n </longitude>\n <latitude>\n <value>46.44836698</value>\n <uncertainty>0.21466477</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6137.695312</value>\n <uncertainty>472.5675277</uncertainty>\n </depth>\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>\n <uncertainty>0.2142778221</uncertainty>\n </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/sc3a/Magnitude/20210120103501.367299.92750">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.998272686</value>\n <uncertainty>0.4331054981</uncertainty>\n </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>\n <uncertainty>0.2142778221</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\n </magnitude>\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>\n <uncertainty>0.08</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.3988253348</uncertainty>\n </longitude>\n <latitude>\n <value>45.60726484</value>\n <uncertainty>0.353045372</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>8335.15625</value>\n <uncertainty>1511.597803</uncertainty>\n </depth>\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>\n <uncertainty>0.2080507104</uncertainty>\n </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/sc3a/Magnitude/20210105075342.290653.94874">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.74918801</value>\n <uncertainty>0.3234048292</uncertainty>\n </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>\n <uncertainty>0.2080507104</uncertainty>\n </mag>\n <type>MLh</type>\n <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\n </magnitude>\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>\n <uncertainty>0.06</uncertainty>\n </mag>\n <type>MWspec</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>\n <uncertainty> 0.4403913609</uncertainty>\n </longitude>\n <latitude>\n <value>47.28530742</value>\n <uncertainty>0.6089577686</uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6248.046875</value>\n <uncertainty>2672.770805</uncertainty>\n </depth>\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>'
[20]:
df_sed_drop = df_sed.drop_uncertainties().drop_ids().bin_magnitudes(0.1)
df_sed_drop
[20]:
| event_type | time | latitude | longitude | depth | evaluationmode | magnitude | magnitude_type | magnitude_MLv | magnitude_MLhc | magnitude_MLh | magnitude_MWspec | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | earthquake | 2021-12-30 07:43:14.681975 | 46.051445 | 7.388025 | 1181.640625 | manual | 2.5 | MLhc | 2.301758471 | 2.510115344 | 2.49 | 2.74 |
| 1 | earthquake | 2021-12-25 14:49:40.125942 | 47.371755 | 6.917057 | 3364.257812 | manual | 3.5 | MLhc | 3.206767678 | 3.539687307 | 3.5 | 3.16 |
| 2 | earthquake | 2021-12-24 23:59:56.706839 | 47.373494 | 6.918607 | 4423.828125 | manual | 4.1 | MLhc | 3.74585924 | 4.102738426 | 4.06 | 3.6 |
| 3 | earthquake | 2021-12-21 08:56:46.307560 | 47.075317 | 6.613590 | 5136.718750 | manual | 2.9 | MLhc | 2.594656628 | 2.908839011 | 2.86 | 2.86 |
| 4 | earthquake | 2021-12-20 23:36:00.020508 | 45.937659 | 10.887420 | 10517.578120 | manual | 2.1 | MLhc | 1.999443788 | 2.110428524 | 1.76 | 2.22 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 91 | earthquake | 2021-02-05 13:58:37.339370 | 47.755435 | 8.826280 | 9790.039062 | manual | 2.0 | MLhc | 1.719236171 | 1.972256102 | 1.9 | NaN |
| 92 | earthquake | 2021-02-03 22:35:36.860227 | 46.979183 | 7.441018 | 4077.148438 | manual | 2.8 | MLhc | 2.612462067 | 2.835083023 | 2.82 | 2.79 |
| 93 | earthquake | 2021-02-02 01:22:29.854540 | 46.448367 | 10.209043 | 6137.695312 | manual | 2.1 | MLhc | 2.069442787 | 2.071647738 | 1.9 | 2.23 |
| 94 | earthquake | 2021-01-20 07:21:43.968833 | 45.607265 | 6.914348 | 8335.156250 | manual | 2.1 | MLhc | 1.998272686 | 2.109462073 | 1.97 | 1.91 |
| 95 | earthquake | 2021-01-04 23:33:46.277509 | 47.285307 | 10.063897 | 6248.046875 | manual | 2.0 | MLhc | 1.74918801 | 1.950813241 | 1.94 | 2.08 |
96 rows × 12 columns
[21]:
type(df_sed_drop)
[21]:
seismostats.catalogs.catalog.Catalog
[22]:
dropped = df_sed_drop.drop(columns=['magnitude'])
type(dropped)
[22]:
pandas.core.frame.DataFrame
[23]:
dropped = Catalog(dropped)
type(dropped)
[23]:
seismostats.catalogs.catalog.Catalog
[24]:
dropped.bin_magnitudes(0.1)
---------------------------------------------------------------------------
AttributeError Traceback (most recent call last)
Cell In[24], line 1
----> 1 dropped.bin_magnitudes(0.1)
File ~/Code/SeismoStats/seismostats/utils/__init__.py:57, in require_cols.<locals>.decorator_require.<locals>.wrapper_require(self, *args, **kwargs)
55 require = [col for col in require if col not in exclude]
56 if not _check_required_cols(self, require):
---> 57 raise AttributeError(
58 "Catalog is missing the following columns "
59 f'for execution of the method "{func.__name__}": '
60 f"{set(require).difference(set(self.columns))}."
61 )
62 value = func(self, *args, **kwargs)
63 return value
AttributeError: Catalog is missing the following columns for execution of the method "bin_magnitudes": {'magnitude'}.
[25]:
df_sed_drop.to_quakeml()
[25]:
'<?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="ae5dbd76f8e54b14b10bcd6c94041c13">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="5b14bd6c3f08491891daeeff76ccc00d">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.5</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLhc</type>\n <originID>0ace887b0357449dab1fd1a0de5c3f83</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.301758471</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLv</type>\n <originID>0ace887b0357449dab1fd1a0de5c3f83</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.49</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLh</type>\n <originID>0ace887b0357449dab1fd1a0de5c3f83</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.74</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MWspec</type>\n <originID>0ace887b0357449dab1fd1a0de5c3f83</originID>\n </magnitude>\n \n\n <origin publicID="0ace887b0357449dab1fd1a0de5c3f83">\n <time>\n <value>2021-12-30T07:43:14.681975Z</value>\n </time>\n <longitude>\n <value>7.388024848</value>\n <uncertainty> </uncertainty>\n </longitude>\n <latitude>\n <value>46.05144527</value>\n <uncertainty></uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>1181.640625</value>\n <uncertainty></uncertainty>\n </depth>\n </origin>\n\n <preferredOriginID>0ace887b0357449dab1fd1a0de5c3f83</preferredOriginID>\n <preferredMagnitudeID>5b14bd6c3f08491891daeeff76ccc00d</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="60a735637b0043e88ff99d27783b217f">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="0d47ee3a3051427389d2d26d1f2429bf">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.5</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLhc</type>\n <originID>b8ea341e8cf64437b84eab95cf1be71f</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.206767678</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLv</type>\n <originID>b8ea341e8cf64437b84eab95cf1be71f</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.5</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLh</type>\n <originID>b8ea341e8cf64437b84eab95cf1be71f</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.16</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MWspec</type>\n <originID>b8ea341e8cf64437b84eab95cf1be71f</originID>\n </magnitude>\n \n\n <origin publicID="b8ea341e8cf64437b84eab95cf1be71f">\n <time>\n <value>2021-12-25T14:49:40.125942Z</value>\n </time>\n <longitude>\n <value>6.917056725</value>\n <uncertainty> </uncertainty>\n </longitude>\n <latitude>\n <value>47.37175484</value>\n <uncertainty></uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>3364.257812</value>\n <uncertainty></uncertainty>\n </depth>\n </origin>\n\n <preferredOriginID>b8ea341e8cf64437b84eab95cf1be71f</preferredOriginID>\n <preferredMagnitudeID>0d47ee3a3051427389d2d26d1f2429bf</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="a9c2cdd41e99474195848c0b141b1114">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="e77f2a4ce8fc4be7ac075b488862ecc5">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>4.1</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLhc</type>\n <originID>45290ae42d774b9f9bd3e1702fea6f01</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.74585924</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLv</type>\n <originID>45290ae42d774b9f9bd3e1702fea6f01</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>4.06</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLh</type>\n <originID>45290ae42d774b9f9bd3e1702fea6f01</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>3.6</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MWspec</type>\n <originID>45290ae42d774b9f9bd3e1702fea6f01</originID>\n </magnitude>\n \n\n <origin publicID="45290ae42d774b9f9bd3e1702fea6f01">\n <time>\n <value>2021-12-24T23:59:56.706839Z</value>\n </time>\n <longitude>\n <value>6.918607095</value>\n <uncertainty> </uncertainty>\n </longitude>\n <latitude>\n <value>47.37349438</value>\n <uncertainty></uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>4423.828125</value>\n <uncertainty></uncertainty>\n </depth>\n </origin>\n\n <preferredOriginID>45290ae42d774b9f9bd3e1702fea6f01</preferredOriginID>\n <preferredMagnitudeID>e77f2a4ce8fc4be7ac075b488862ecc5</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="3ec9166ffad1445ab756a1ce9809d117">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="b69cda4125094b0eb0a964069f702141">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.9</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLhc</type>\n <originID>0523be3cb06b4214a20ae00c5c73a132</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.594656628</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLv</type>\n <originID>0523be3cb06b4214a20ae00c5c73a132</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> 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publicID="0ca1294ff5924eed8a5bb0855fae55b2">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.1</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLhc</type>\n <originID>1933810df2e647a0a7ff25ddd3874f9f</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.998272686</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLv</type>\n <originID>1933810df2e647a0a7ff25ddd3874f9f</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.97</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLh</type>\n <originID>1933810df2e647a0a7ff25ddd3874f9f</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.91</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MWspec</type>\n <originID>1933810df2e647a0a7ff25ddd3874f9f</originID>\n </magnitude>\n \n\n <origin publicID="1933810df2e647a0a7ff25ddd3874f9f">\n <time>\n <value>2021-01-20T07:21:43.968833Z</value>\n </time>\n <longitude>\n <value>6.914348484</value>\n <uncertainty> </uncertainty>\n </longitude>\n <latitude>\n <value>45.60726484</value>\n <uncertainty></uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>8335.15625</value>\n <uncertainty></uncertainty>\n </depth>\n </origin>\n\n <preferredOriginID>1933810df2e647a0a7ff25ddd3874f9f</preferredOriginID>\n <preferredMagnitudeID>0ca1294ff5924eed8a5bb0855fae55b2</preferredMagnitudeID>\n <type>earthquake</type>\n\n </event> \n \n <event publicID="3f5e4f6f282948629dda27bf9c956e94">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n\n <magnitude publicID="f81275ec7967454588ba1256c6fd4bf8">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.0</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLhc</type>\n <originID>cdf73f2978514ffb8a2736f6047a5c6f</originID>\n </magnitude>\n\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.74918801</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLv</type>\n <originID>cdf73f2978514ffb8a2736f6047a5c6f</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>1.94</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MLh</type>\n <originID>cdf73f2978514ffb8a2736f6047a5c6f</originID>\n </magnitude>\n \n <magnitude publicID="">\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <mag>\n <value>2.08</value>\n <uncertainty></uncertainty>\n </mag>\n <type>MWspec</type>\n <originID>cdf73f2978514ffb8a2736f6047a5c6f</originID>\n </magnitude>\n \n\n <origin publicID="cdf73f2978514ffb8a2736f6047a5c6f">\n <time>\n <value>2021-01-04T23:33:46.277509Z</value>\n </time>\n <longitude>\n <value>10.06389738</value>\n <uncertainty> </uncertainty>\n </longitude>\n <latitude>\n <value>47.28530742</value>\n <uncertainty></uncertainty>\n </latitude>\n <evaluationMode>manual</evaluationMode>\n <creationInfo>\n <agencyID> </agencyID>\n <author> </author>\n </creationInfo>\n <depth>\n <value>6248.046875</value>\n <uncertainty></uncertainty>\n </depth>\n </origin>\n\n <preferredOriginID>cdf73f2978514ffb8a2736f6047a5c6f</preferredOriginID>\n <preferredMagnitudeID>f81275ec7967454588ba1256c6fd4bf8</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 |
[ ]: