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--- |
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name: UTDQuake |
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description: University of Texas at Dallas Earthquake Dataset |
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tags: |
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- seismology |
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- earthquake |
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- picks |
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- AI |
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license: gpl-3.0 |
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homepage: https://github.com/ecastillot/UTDQuake |
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configs: |
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- config_name: 0_networks |
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data_files: |
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- split: metadata |
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path: network/network.parquet |
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- config_name: 1_stations |
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data_files: |
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- split: metadata |
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path: |
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- stations/network=AEIC.parquet |
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- stations/network=AFAD.parquet |
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- stations/network=ANF.parquet |
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- stations/network=ATH.parquet |
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- stations/network=AUST.parquet |
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- stations/network=BEO.parquet |
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- stations/network=BER.parquet |
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- stations/network=BGS.parquet |
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- stations/network=BUC.parquet |
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- stations/network=BYKL.parquet |
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- stations/network=CATAC.parquet |
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- stations/network=CNRM.parquet |
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- stations/network=DJA.parquet |
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- stations/network=EAF.parquet |
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- stations/network=ECX.parquet |
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- stations/network=EST.parquet |
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- stations/network=ETH.parquet |
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- stations/network=FUNV.parquet |
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- stations/network=GCG.parquet |
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- stations/network=GEOFON.parquet |
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- stations/network=GFZ.parquet |
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- stations/network=GII.parquet |
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- stations/network=HEL.parquet |
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- stations/network=IDC.parquet |
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- stations/network=IGQ.parquet |
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- stations/network=INET.parquet |
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- stations/network=INMG.parquet |
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- stations/network=IPGP.parquet |
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- stations/network=ISC.parquet |
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- stations/network=ISK.parquet |
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- stations/network=ISN.parquet |
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- stations/network=JAPAN.parquet |
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- stations/network=JSN.parquet |
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- stations/network=KMA.parquet |
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- stations/network=KNET.parquet |
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- stations/network=KRNET.parquet |
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- stations/network=KRSC.parquet |
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- stations/network=KRSZO.parquet |
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- stations/network=LDG.parquet |
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- stations/network=MDD.parquet |
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- stations/network=MEX.parquet |
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- stations/network=MRB.parquet |
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- stations/network=NIC.parquet |
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- stations/network=NNC.parquet |
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- stations/network=NOA.parquet |
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- stations/network=NOU.parquet |
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- stations/network=OSPL.parquet |
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- stations/network=OTT.parquet |
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- stations/network=PDG.parquet |
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- stations/network=PRE.parquet |
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- stations/network=RHSSO.parquet |
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- stations/network=RSNC.parquet |
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- stations/network=RSPR.parquet |
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- stations/network=SJA.parquet |
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- stations/network=TAP.parquet |
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- stations/network=THE.parquet |
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- stations/network=TIR.parquet |
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- stations/network=TUN.parquet |
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- stations/network=UCC.parquet |
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- stations/network=UCR.parquet |
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- stations/network=UPA.parquet |
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- stations/network=UPP.parquet |
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- stations/network=USP.parquet |
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- stations/network=VAO.parquet |
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- stations/network=VIE.parquet |
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- stations/network=ZUR.parquet |
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- stations/network=admin.parquet |
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- stations/network=ak.parquet |
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- stations/network=at.parquet |
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- stations/network=av.parquet |
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- stations/network=hv.parquet |
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- stations/network=mb.parquet |
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- stations/network=nc.parquet |
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- stations/network=nm.parquet |
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- stations/network=nn.parquet |
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- stations/network=ok.parquet |
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- stations/network=pr.parquet |
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- stations/network=se.parquet |
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- stations/network=tx.parquet |
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- stations/network=us.parquet |
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- stations/network=uu.parquet |
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- stations/network=uw.parquet |
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- config_name: 2_events |
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data_files: |
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- split: metadata |
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path: |
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- events/network=AEIC.parquet |
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- events/network=AFAD.parquet |
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- events/network=ANF.parquet |
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- events/network=ATH.parquet |
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- events/network=AUST.parquet |
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- events/network=BEO.parquet |
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- events/network=BER.parquet |
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- events/network=BGS.parquet |
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- events/network=BUC.parquet |
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- events/network=BYKL.parquet |
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- events/network=CATAC.parquet |
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- events/network=CNRM.parquet |
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- events/network=DJA.parquet |
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- events/network=EAF.parquet |
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- events/network=ECX.parquet |
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- events/network=EST.parquet |
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- events/network=ETH.parquet |
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- events/network=FUNV.parquet |
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- events/network=GCG.parquet |
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- events/network=GEOFON.parquet |
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- events/network=GFZ.parquet |
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- events/network=GII.parquet |
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- events/network=HEL.parquet |
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- events/network=IDC.parquet |
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- events/network=IGQ.parquet |
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- events/network=INET.parquet |
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- events/network=INMG.parquet |
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- events/network=IPGP.parquet |
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- events/network=ISC.parquet |
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- events/network=ISK.parquet |
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- events/network=ISN.parquet |
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- events/network=JAPAN.parquet |
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- events/network=JSN.parquet |
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- events/network=KMA.parquet |
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- events/network=KNET.parquet |
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- events/network=KRNET.parquet |
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- events/network=KRSC.parquet |
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- events/network=KRSZO.parquet |
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- events/network=LDG.parquet |
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- events/network=MDD.parquet |
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- events/network=MEX.parquet |
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- events/network=MRB.parquet |
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- events/network=NIC.parquet |
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- events/network=NNC.parquet |
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- events/network=NOA.parquet |
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- events/network=NOU.parquet |
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- events/network=OSPL.parquet |
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- events/network=OTT.parquet |
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- events/network=PDG.parquet |
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- events/network=PRE.parquet |
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- events/network=RHSSO.parquet |
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- events/network=RSNC.parquet |
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- events/network=RSPR.parquet |
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- events/network=SJA.parquet |
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- events/network=TAP.parquet |
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- events/network=THE.parquet |
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- events/network=TIR.parquet |
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- events/network=TUN.parquet |
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- events/network=UCC.parquet |
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- events/network=UCR.parquet |
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- events/network=UPA.parquet |
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- events/network=UPP.parquet |
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- events/network=USP.parquet |
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- events/network=VAO.parquet |
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- events/network=VIE.parquet |
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- events/network=ZUR.parquet |
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- events/network=admin.parquet |
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- events/network=ak.parquet |
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- events/network=at.parquet |
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- events/network=av.parquet |
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- events/network=hv.parquet |
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- events/network=mb.parquet |
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- events/network=nc.parquet |
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- events/network=nm.parquet |
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- events/network=nn.parquet |
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- events/network=ok.parquet |
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- events/network=pr.parquet |
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- events/network=se.parquet |
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- events/network=tx.parquet |
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- events/network=us.parquet |
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- events/network=uu.parquet |
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- events/network=uw.parquet |
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- config_name: 3_picks |
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data_files: |
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- split: metadata |
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path: |
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- picks/network=AEIC.parquet |
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- picks/network=AFAD.parquet |
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- picks/network=ANF.parquet |
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- picks/network=ATH.parquet |
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- picks/network=AUST.parquet |
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- picks/network=BEO.parquet |
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- picks/network=BER.parquet |
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- picks/network=BGS.parquet |
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- picks/network=BUC.parquet |
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- picks/network=BYKL.parquet |
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- picks/network=CATAC.parquet |
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- picks/network=CNRM.parquet |
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- picks/network=DJA.parquet |
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- picks/network=EAF.parquet |
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- picks/network=ECX.parquet |
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- picks/network=EST.parquet |
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- picks/network=ETH.parquet |
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- picks/network=FUNV.parquet |
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- picks/network=GCG.parquet |
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- picks/network=GEOFON.parquet |
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- picks/network=GFZ.parquet |
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- picks/network=GII.parquet |
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- picks/network=HEL.parquet |
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- picks/network=IDC.parquet |
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- picks/network=IGQ.parquet |
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- picks/network=INET.parquet |
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- picks/network=INMG.parquet |
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- picks/network=IPGP.parquet |
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- picks/network=ISC.parquet |
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- picks/network=ISK.parquet |
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- picks/network=ISN.parquet |
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- picks/network=JAPAN.parquet |
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- picks/network=JSN.parquet |
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- picks/network=KMA.parquet |
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- picks/network=KNET.parquet |
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- picks/network=KRNET.parquet |
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- picks/network=KRSC.parquet |
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- picks/network=KRSZO.parquet |
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- picks/network=LDG.parquet |
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- picks/network=MDD.parquet |
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- picks/network=MEX.parquet |
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- picks/network=MRB.parquet |
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- picks/network=NIC.parquet |
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- picks/network=NNC.parquet |
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- picks/network=NOA.parquet |
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- picks/network=NOU.parquet |
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- picks/network=OSPL.parquet |
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- picks/network=OTT.parquet |
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- picks/network=PDG.parquet |
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- picks/network=PRE.parquet |
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- picks/network=RHSSO.parquet |
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- picks/network=RSNC.parquet |
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- picks/network=RSPR.parquet |
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- picks/network=SJA.parquet |
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- picks/network=TAP.parquet |
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- picks/network=THE.parquet |
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- picks/network=TIR.parquet |
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- picks/network=TUN.parquet |
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- picks/network=UCC.parquet |
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- picks/network=UCR.parquet |
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- picks/network=UPA.parquet |
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- picks/network=UPP.parquet |
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- picks/network=USP.parquet |
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- picks/network=VAO.parquet |
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- picks/network=VIE.parquet |
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- picks/network=ZUR.parquet |
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- picks/network=admin.parquet |
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- picks/network=ak.parquet |
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- picks/network=at.parquet |
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- picks/network=av.parquet |
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- picks/network=hv.parquet |
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- picks/network=mb.parquet |
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- picks/network=nc.parquet |
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- picks/network=nm.parquet |
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- picks/network=nn.parquet |
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- picks/network=ok.parquet |
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- picks/network=pr.parquet |
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- picks/network=se.parquet |
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- picks/network=tx.parquet |
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- picks/network=us.parquet |
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- picks/network=uu.parquet |
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- picks/network=uw.parquet |
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--- |
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# <span style="background:#E87500; color:white; padding:2px 6px; border-radius:6px;">UTD</span>Quake |
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University of Texas at Dallas Earthquake Dataset |
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# Installation ([utdquake](https://pypi.org/project/utdquake)) |
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```bash |
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pip install utdquake==0.1 |
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``` |
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# Documentation |
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Full documentation for UTDQuake is available here: |
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[](https://utdquake.readthedocs.io/en/latest/index.html) |
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You will see: |
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- QuickStart guide to get you up and running |
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- Detailed API reference |
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- Tutorials and example workflows |
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# Dataset |
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## Why this dataset matters? |
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Curated datasets of earthquake **events and phase picks** are essential for modern seismology, especially in the AI era. While waveform datasets have advanced earthquake detection, multistation picks provide complementary information crucial for **phase association** and **earthquake location**. |
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This dataset offers structured event catalogs, station metadata, and phase picks across networks, supporting reproducible research and the development of data-driven seismological methods. |
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## What’s inside? |
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| Directory | Format | Description | |
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|------------|---------------|-------------| |
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| `network/` | `*.parquet` | Network metadata. | |
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| `events/` | `*.parquet` | Earthquake event catalogs per network. | |
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| `stations/` | `*.parquet` | Station metadata per network. | |
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| `picks/` | `*.parquet` | Seismic phase pick datasets per network. | |
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| `bank/` | `*.zip` | ObsPlus `EventBank` datasets, one per network. Can be read directly using [ObsPlus EventBank](https://niosh-mining.github.io/obsplus/versions/latest/api/obsplus.bank.eventbank.html). | |
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For details on the contents and schema of each dataset, please refer to the [Hugging Face dataset viewer](https://huggingface.co/datasets/ecastillot/UTDQuake/viewer). |
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To get started, see the [Quick Start](#quick-start) section below, or click **“Use this dataset”** on the Hugging Face dataset page for example loading code. |
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## Quick start |
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### Basic Access |
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```python |
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import utdquake as utdq |
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# dataset overview |
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dataset = utdq.Dataset() |
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print(dataset) |
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# network level |
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network_data = dataset.networks |
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print(network_data) |
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dataset.plot_overview(savepath="utdquake.png") |
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``` |
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### Network Data |
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```python |
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# load network |
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network = dataset.get_network(name="tx") |
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print(network) |
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# events |
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events = network.events |
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print(events) |
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# stations |
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stations = network.stations |
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print(stations) |
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# picks |
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picks = network.picks |
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print(picks) |
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``` |
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### Event Bank |
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Check [ObsPlus EventBank](https://niosh-mining.github.io/obsplus/versions/latest/api/obsplus.bank.eventbank.html) for more details. |
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```python |
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# get event bank |
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ebank = network.bank # |
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# Example: Filter by event_id |
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ev_ids = events["event_id"].iloc[:5].tolist() |
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cat = ebank.get_events(event_id=ev_ids) |
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print(cat) |
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# Example 2: Other filter (check obsplus.EventBank for more details) |
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cat2 = ebank.get_events(minmagnitude=4.3) |
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print(cat2) |
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``` |
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### Plot |
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```python |
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# get Obspy Event |
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network = dataset.get_network(name="tx") |
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network.plot_overview(savepath="overview.png") |
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network.plot_uncertainty_boxplots(savepath="uncertainty_boxplots.png") |
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network.plot_station_location_uncertainty(savepath="station_location_uncertainty.png") |
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network.plot_stats(savepath="stats.png") |
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network.plot_pick_histograms(savepath="histograms.png") |
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network.plot_pick_stats(savepath="pick_stats.png") |
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``` |
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# Thanks |
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Thanks to the [UT Dallas HPC team](https://hpc.utdallas.edu/) for providing the computational resources for this dataset. |
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We also thank the seismology and AI communities for their work in earthquake research, and Hugging Face for hosting and sharing open datasets. |
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We welcome feedback and contributions! |
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# Authors |
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- Emmanuel Castillo (emmanuel.castillotaborda@utdallas.edu) |
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- Nadine Ushakov (nadine.igonin@utdallas.edu) |
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- Marine Denolle (mdenolle@uw.edu) |
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--- |
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license: gpl-3.0 |
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--- |
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