| --- |
| name: UTDQuake |
| description: University of Texas at Dallas Earthquake Dataset |
| tags: |
| - seismology |
| - earthquake |
| - network |
| - picks |
| - AI |
| license: gpl-3.0 |
| homepage: https://github.com/ecastillot/UTDQuake |
| configs: |
| - config_name: 0_networks |
| data_files: |
| - split: metadata |
| path: network/network.parquet |
| - config_name: 1_stations |
| data_files: |
| - split: metadata |
| path: |
| - stations/network=AEIC.parquet |
| - stations/network=AFAD.parquet |
| - stations/network=ANF.parquet |
| - stations/network=ATH.parquet |
| - stations/network=AUST.parquet |
| - stations/network=BEO.parquet |
| - stations/network=BER.parquet |
| - stations/network=BGS.parquet |
| - stations/network=BUC.parquet |
| - stations/network=BYKL.parquet |
| - stations/network=CATAC.parquet |
| - stations/network=CNRM.parquet |
| - stations/network=DJA.parquet |
| - stations/network=EAF.parquet |
| - stations/network=ECX.parquet |
| - stations/network=EST.parquet |
| - stations/network=ETH.parquet |
| - stations/network=FUNV.parquet |
| - stations/network=GCG.parquet |
| - stations/network=GEOFON.parquet |
| - stations/network=GFZ.parquet |
| - stations/network=GII.parquet |
| - stations/network=HEL.parquet |
| - stations/network=IDC.parquet |
| - stations/network=IGQ.parquet |
| - stations/network=INET.parquet |
| - stations/network=INMG.parquet |
| - stations/network=IPGP.parquet |
| - stations/network=ISC.parquet |
| - stations/network=ISK.parquet |
| - stations/network=ISN.parquet |
| - stations/network=JAPAN.parquet |
| - stations/network=JSN.parquet |
| - stations/network=KMA.parquet |
| - stations/network=KNET.parquet |
| - stations/network=KRNET.parquet |
| - stations/network=KRSC.parquet |
| - stations/network=KRSZO.parquet |
| - stations/network=LDG.parquet |
| - stations/network=MDD.parquet |
| - stations/network=MEX.parquet |
| - stations/network=MRB.parquet |
| - stations/network=NIC.parquet |
| - stations/network=NNC.parquet |
| - stations/network=NOA.parquet |
| - stations/network=NOU.parquet |
| - stations/network=OSPL.parquet |
| - stations/network=OTT.parquet |
| - stations/network=PDG.parquet |
| - stations/network=PRE.parquet |
| - stations/network=RHSSO.parquet |
| - stations/network=RSNC.parquet |
| - stations/network=RSPR.parquet |
| - stations/network=SJA.parquet |
| - stations/network=TAP.parquet |
| - stations/network=THE.parquet |
| - stations/network=TIR.parquet |
| - stations/network=TUN.parquet |
| - stations/network=UCC.parquet |
| - stations/network=UCR.parquet |
| - stations/network=UPA.parquet |
| - stations/network=UPP.parquet |
| - stations/network=USP.parquet |
| - stations/network=VAO.parquet |
| - stations/network=VIE.parquet |
| - stations/network=ZUR.parquet |
| - stations/network=admin.parquet |
| - stations/network=ak.parquet |
| - stations/network=at.parquet |
| - stations/network=av.parquet |
| - stations/network=hv.parquet |
| - stations/network=mb.parquet |
| - stations/network=nc.parquet |
| - stations/network=nm.parquet |
| - stations/network=nn.parquet |
| - stations/network=ok.parquet |
| - stations/network=pr.parquet |
| - stations/network=se.parquet |
| - stations/network=tx.parquet |
| - stations/network=us.parquet |
| - stations/network=uu.parquet |
| - stations/network=uw.parquet |
| - config_name: 2_events |
| data_files: |
| - split: metadata |
| path: |
| - events/network=AEIC.parquet |
| - events/network=AFAD.parquet |
| - events/network=ANF.parquet |
| - events/network=ATH.parquet |
| - events/network=AUST.parquet |
| - events/network=BEO.parquet |
| - events/network=BER.parquet |
| - events/network=BGS.parquet |
| - events/network=BUC.parquet |
| - events/network=BYKL.parquet |
| - events/network=CATAC.parquet |
| - events/network=CNRM.parquet |
| - events/network=DJA.parquet |
| - events/network=EAF.parquet |
| - events/network=ECX.parquet |
| - events/network=EST.parquet |
| - events/network=ETH.parquet |
| - events/network=FUNV.parquet |
| - events/network=GCG.parquet |
| - events/network=GEOFON.parquet |
| - events/network=GFZ.parquet |
| - events/network=GII.parquet |
| - events/network=HEL.parquet |
| - events/network=IDC.parquet |
| - events/network=IGQ.parquet |
| - events/network=INET.parquet |
| - events/network=INMG.parquet |
| - events/network=IPGP.parquet |
| - events/network=ISC.parquet |
| - events/network=ISK.parquet |
| - events/network=ISN.parquet |
| - events/network=JAPAN.parquet |
| - events/network=JSN.parquet |
| - events/network=KMA.parquet |
| - events/network=KNET.parquet |
| - events/network=KRNET.parquet |
| - events/network=KRSC.parquet |
| - events/network=KRSZO.parquet |
| - events/network=LDG.parquet |
| - events/network=MDD.parquet |
| - events/network=MEX.parquet |
| - events/network=MRB.parquet |
| - events/network=NIC.parquet |
| - events/network=NNC.parquet |
| - events/network=NOA.parquet |
| - events/network=NOU.parquet |
| - events/network=OSPL.parquet |
| - events/network=OTT.parquet |
| - events/network=PDG.parquet |
| - events/network=PRE.parquet |
| - events/network=RHSSO.parquet |
| - events/network=RSNC.parquet |
| - events/network=RSPR.parquet |
| - events/network=SJA.parquet |
| - events/network=TAP.parquet |
| - events/network=THE.parquet |
| - events/network=TIR.parquet |
| - events/network=TUN.parquet |
| - events/network=UCC.parquet |
| - events/network=UCR.parquet |
| - events/network=UPA.parquet |
| - events/network=UPP.parquet |
| - events/network=USP.parquet |
| - events/network=VAO.parquet |
| - events/network=VIE.parquet |
| - events/network=ZUR.parquet |
| - events/network=admin.parquet |
| - events/network=ak.parquet |
| - events/network=at.parquet |
| - events/network=av.parquet |
| - events/network=hv.parquet |
| - events/network=mb.parquet |
| - events/network=nc.parquet |
| - events/network=nm.parquet |
| - events/network=nn.parquet |
| - events/network=ok.parquet |
| - events/network=pr.parquet |
| - events/network=se.parquet |
| - events/network=tx.parquet |
| - events/network=us.parquet |
| - events/network=uu.parquet |
| - events/network=uw.parquet |
| - config_name: 3_picks |
| data_files: |
| - split: metadata |
| path: |
| - picks/network=AEIC.parquet |
| - picks/network=AFAD.parquet |
| - picks/network=ANF.parquet |
| - picks/network=ATH.parquet |
| - picks/network=AUST.parquet |
| - picks/network=BEO.parquet |
| - picks/network=BER.parquet |
| - picks/network=BGS.parquet |
| - picks/network=BUC.parquet |
| - picks/network=BYKL.parquet |
| - picks/network=CATAC.parquet |
| - picks/network=CNRM.parquet |
| - picks/network=DJA.parquet |
| - picks/network=EAF.parquet |
| - picks/network=ECX.parquet |
| - picks/network=EST.parquet |
| - picks/network=ETH.parquet |
| - picks/network=FUNV.parquet |
| - picks/network=GCG.parquet |
| - picks/network=GEOFON.parquet |
| - picks/network=GFZ.parquet |
| - picks/network=GII.parquet |
| - picks/network=HEL.parquet |
| - picks/network=IDC.parquet |
| - picks/network=IGQ.parquet |
| - picks/network=INET.parquet |
| - picks/network=INMG.parquet |
| - picks/network=IPGP.parquet |
| - picks/network=ISC.parquet |
| - picks/network=ISK.parquet |
| - picks/network=ISN.parquet |
| - picks/network=JAPAN.parquet |
| - picks/network=JSN.parquet |
| - picks/network=KMA.parquet |
| - picks/network=KNET.parquet |
| - picks/network=KRNET.parquet |
| - picks/network=KRSC.parquet |
| - picks/network=KRSZO.parquet |
| - picks/network=LDG.parquet |
| - picks/network=MDD.parquet |
| - picks/network=MEX.parquet |
| - picks/network=MRB.parquet |
| - picks/network=NIC.parquet |
| - picks/network=NNC.parquet |
| - picks/network=NOA.parquet |
| - picks/network=NOU.parquet |
| - picks/network=OSPL.parquet |
| - picks/network=OTT.parquet |
| - picks/network=PDG.parquet |
| - picks/network=PRE.parquet |
| - picks/network=RHSSO.parquet |
| - picks/network=RSNC.parquet |
| - picks/network=RSPR.parquet |
| - picks/network=SJA.parquet |
| - picks/network=TAP.parquet |
| - picks/network=THE.parquet |
| - picks/network=TIR.parquet |
| - picks/network=TUN.parquet |
| - picks/network=UCC.parquet |
| - picks/network=UCR.parquet |
| - picks/network=UPA.parquet |
| - picks/network=UPP.parquet |
| - picks/network=USP.parquet |
| - picks/network=VAO.parquet |
| - picks/network=VIE.parquet |
| - picks/network=ZUR.parquet |
| - picks/network=admin.parquet |
| - picks/network=ak.parquet |
| - picks/network=at.parquet |
| - picks/network=av.parquet |
| - picks/network=hv.parquet |
| - picks/network=mb.parquet |
| - picks/network=nc.parquet |
| - picks/network=nm.parquet |
| - picks/network=nn.parquet |
| - picks/network=ok.parquet |
| - picks/network=pr.parquet |
| - picks/network=se.parquet |
| - picks/network=tx.parquet |
| - picks/network=us.parquet |
| - picks/network=uu.parquet |
| - picks/network=uw.parquet |
| - config_name: 0_networks_DAS |
| data_files: |
| - split: metadata |
| path: network_DAS/network.parquet |
| - config_name: 1_stations_DAS |
| data_files: |
| - split: metadata |
| path: |
| - stations_DAS/network=GCI.parquet |
| - config_name: 2_events_DAS |
| data_files: |
| - split: metadata |
| path: |
| - events_DAS/network=GCI.parquet |
| - config_name: 3_picks_DAS |
| data_files: |
| - split: metadata |
| path: |
| - picks_DAS/network=GCI.parquet |
| --- |
| |
| # <span style="background:#E87500; color:white; padding:2px 6px; border-radius:6px;">UTD</span>Quake |
| University of Texas at Dallas Earthquake Dataset |
|
|
| A global earthquake dataset constructed from high-quality source and receiver metadata, including associated seismic phase picks across diverse station geometries. |
|
|
| <div align="center"> |
| <table align="center"> |
| <tr> |
| <td align="center" valign="middle"> |
| <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/figures/utdquake_overview.png" width="400"> |
| </td> |
| <td align="center" valign="middle"> |
| <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/figures/all_networks_overview.gif" width="500"> |
| </td> |
| </tr> |
| </table> |
| </div> |
|
|
| # Installation ([utdquake](https://pypi.org/project/utdquake)) |
| ```bash |
| pip install utdquake |
| ``` |
|
|
| # Documentation |
|
|
| Full documentation for UTDQuake is available here: |
|
|
| [](https://utdquake.readthedocs.io/en/latest/index.html) |
|
|
| You will see: |
|
|
| - QuickStart guide to get you up and running |
| - Detailed API reference |
| - Tutorials and example workflows |
|
|
| # Dataset |
|
|
| ## Why this dataset matters? |
|
|
| 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**. |
|
|
| This dataset offers structured event catalogs, station metadata, and phase picks across networks, supporting reproducible research and the development of data-driven seismological methods. |
|
|
| ## What’s inside? |
|
|
| | Directory | Format | Description | |
| |------------|---------------|-------------| |
| | `network/` | `*.parquet` | Network metadata. | |
| | `events/` | `*.parquet` | Earthquake event catalogs per network. | |
| | `stations/` | `*.parquet` | Station metadata per network. | |
| | `picks/` | `*.parquet` | Seismic phase pick datasets per network. | |
| | `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). | |
|
|
| 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). |
|
|
| 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. |
|
|
|
|
| ## Quick start |
|
|
| ### Basic Access |
| ```python |
| import utdquake as utdq |
| |
| # dataset overview |
| dataset = utdq.Dataset() |
| print(dataset) |
| |
| # network level |
| network_data = dataset.networks |
| print(network_data) |
| |
| dataset.plot_overview(savepath="utdquake.png") |
| ``` |
|
|
| ### Network Data |
| ```python |
| # load network |
| network = dataset.get_network(name="tx") |
| print(network) |
| |
| # events |
| events = network.events |
| print(events) |
| |
| # stations |
| stations = network.stations |
| print(stations) |
| |
| # picks |
| picks = network.picks |
| print(picks) |
| ``` |
|
|
| ### Event Bank |
| Check [ObsPlus EventBank](https://niosh-mining.github.io/obsplus/versions/latest/api/obsplus.bank.eventbank.html) for more details. |
| ```python |
| # get event bank |
| ebank = network.bank # |
| |
| # Example: Filter by event_id |
| ev_ids = events["event_id"].iloc[:5].tolist() |
| cat = ebank.get_events(event_id=ev_ids) |
| print(cat) |
| |
| # Example 2: Other filter (check obsplus.EventBank for more details) |
| cat2 = ebank.get_events(minmagnitude=4.3) |
| print(cat2) |
| ``` |
|
|
|
|
| ### Plot |
| ```python |
| # get Obspy Event |
| network = dataset.get_network(name="tx") |
| network.plot_overview(savepath="overview.png") |
| network.plot_uncertainty_boxplots(savepath="uncertainty_boxplots.png") |
| network.plot_station_location_uncertainty(savepath="station_location_uncertainty.png") |
| network.plot_stats(savepath="stats.png") |
| network.plot_pick_histograms(savepath="histograms.png") |
| network.plot_pick_stats(savepath="pick_stats.png") |
| ``` |
|
|
| # Thanks |
|
|
| Thanks to the [UT Dallas HPC team](https://hpc.utdallas.edu/) for providing the computational resources for this dataset. |
|
|
| We also thank the seismology and AI communities for their work in earthquake research, and Hugging Face for hosting and sharing open datasets. |
|
|
| We welcome feedback and contributions! |
|
|
| # Authors |
| <table> |
| <tr> |
| <td valign="middle"> |
| <strong>Emmanuel Castillo</strong><br> |
| University of Texas at Dallas<br> |
| <a href="https://www.linkedin.com/in/ecastillot/" target="_blank"> |
| <img src="https://img.shields.io/badge/LinkedIn-Follow-blue?logo=linkedin&logoColor=white&style=flat" height="20"> |
| </a> |
| <a href="mailto:castillo.280997@gmail.com" target="_blank"> |
| <img src="https://img.shields.io/badge/Email-Send-red?logo=gmail&logoColor=white&style=flat" height="20"> |
| </a> |
| </td> |
| <td width="100" align="center"> |
| <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/docs/source/_static/photos/emmanuel.jpg" alt="Emmanuel" width="80" height="80" style="border-radius:50%; object-fit:cover;"> |
| </td> |
| </tr> |
| <tr> |
| <td valign="middle"> |
| <strong>Nadine Ushakov</strong><br> |
| University of Texas at Dallas<br> |
| <a href="https://www.linkedin.com/in/nadineushakov/" target="_blank"> |
| <img src="https://img.shields.io/badge/LinkedIn-Follow-blue?logo=linkedin&logoColor=white&style=flat" height="20"> |
| </a> |
| <a href="mailto:nadine.igonin@utdallas.edu" target="_blank"> |
| <img src="https://img.shields.io/badge/Email-Send-red?logo=gmail&logoColor=white&style=flat" height="20"> |
| </a> |
| </td> |
| <td width="100" align="center"> |
| <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/docs/source/_static/photos/nadine.jpg" alt="Nadine" width="80" height="80" style="border-radius:50%; object-fit:cover;"> |
| </td> |
| </tr> |
| <tr> |
| <td valign="middle"> |
| <strong>Marine Denolle</strong><br> |
| University of Washington<br> |
| <a href="https://www.linkedin.com/in/marine-denolle-b528144b/" target="_blank"> |
| <img src="https://img.shields.io/badge/LinkedIn-Follow-blue?logo=linkedin&logoColor=white&style=flat" height="20"> |
| </a> |
| <a href="mailto:mdenolle@uw.edu" target="_blank"> |
| <img src="https://img.shields.io/badge/Email-Send-red?logo=gmail&logoColor=white&style=flat" height="20"> |
| </a> |
| </td> |
| <td width="100" align="center"> |
| <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/docs/source/_static/photos/marine.jpg" alt="Marine" width="80" height="80" style="border-radius:50%; object-fit:cover;"> |
| </td> |
| </tr> |
| </table> |
| |
|
|
|
|
| --- |
| license: gpl-3.0 |
| --- |
|
|
