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Occurrence Download

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Mendeley Data2024-04-26 更新2024-06-29 收录
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https://www.gbif.org/occurrence/download/0000290-230918134249559
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A dataset containing 14700 species occurrences available in GBIF matching the query: { "DatasetKey" : [ "is one of (Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022), Global Register of Introduced and Invasive Species - Hawaii, United States (ver.2.0, 2022), Global Register of Introduced and Invasive Species - Belgium, Global Register of Introduced and Invasive Species - France, Global Register of Introduced and Invasive Species - Great Britain, Global Register of Introduced and Invasive Species - Australia, Global Register of Introduced and Invasive Species - Denmark, Global Register of Introduced and Invasive Species- Japan, Global Register of Introduced and Invasive Species - Sweden, Global Register of Introduced and Invasive Species - South Africa, Global Register of Introduced and Invasive Species - Austria, Global Register of Introduced and Invasive Species - Poland, Global Register of Introduced and Invasive Species - India, Global Register of Introduced and Invasive Species - Italy, Global Register of Introduced and Invasive Species - Czechia, Global Register of Introduced and Invasive Species - Galápagos Islands, Ecuador, Global Register of Introduced and Invasive Species - Canada, Global Register of Introduced and Invasive Species - Mexico, Protected Areas - Global Register of Introduced and Invasive Species - Galápagos Islands, Ecuador, Global Register of Introduced and Invasive Species - Ireland, Global Register of Introduced and Invasive Species - Russian Federation, Global Register of Introduced and Invasive Species - Tenerife, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Germany, Global Register of Introduced and Invasive Species - Brazil, Global Register of Introduced and Invasive Species - Norway, Global Register of Introduced and Invasive Species - Turkey, Global Register of Introduced and Invasive Species - Portugal, Global Register of Introduced and Invasive Species - New Zealand, Global Register of Introduced and Invasive Species - Estonia, Global Register of Introduced and Invasive Species- Croatia, Global Register of Introduced and Invasive Species - Israel, Global Register of Introduced and Invasive Species - Spain, Global Register of Introduced and Invasive Species - China, Global Register of Introduced and Invasive Species - Slovenia, Global Register of Introduced and Invasive Species - Ukraine, Global Register of Introduced and Invasive Species - Gran Canaria, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Seychelles, Global Register of Introduced and Invasive Species - Latvia, Global Register of Introduced and Invasive Species - Slovakia, Global Register of Introduced and Invasive Species - Argentina, Global Register of Introduced and Invasive Species - Madagascar, Global Register of Introduced and Invasive Species - Chile, Global Register of Introduced and Invasive Species - Bulgaria, Global Register of Introduced and Invasive Species - Greece, Global Register of Introduced and Invasive Species - La Palma, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Cyprus, GRIIS Checklist of Introduced and Invasive Species - Ecuador, Global Register of Introduced and Invasive Species - Cuba, Global Register of Introduced and Invasive Species - Singapore, Global Register of Introduced and Invasive Species - Romania, Global Register of Introduced and Invasive Species - Belarus, Global Register of Introduced and Invasive Species- Egypt, Global Register of Introduced and Invasive Species - Lithuania, Global Register of Introduced and Invasive Species - Federated States of Micronesia, Global Register of Introduced and Invasive Species - Colombia, Global Register of Introduced and Invasive Species - La Gomera, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Comoros, Global Register of Introduced and Invasive Species - Libya, Global Invasive Species Database, Global Register of Introduced and Invasive Species - Fiji, Global Register of Introduced and Invasive Species - Marshall Islands, Global Register of Introduced and Invasive Species - Alaska, United States (ver.2.0, 2022), Global Register of Introduced and Invasive Species - Georgia, Global Register of Introduced and Invasive Species - Philippines, Global Register of Introduced and Invasive Species - Algeria, Global Register of Introduced and Invasive Species - Switzerland, Global Register of Introduced and Invasive Species - Peru, Global Register of Introduced and Invasive Species - Tonga, Global Register of Introduced and Invasive Species - Mauritius, Global Register of Introduced and Invasive Species - Tongatapu Island, Tonga, Global Register of Introduced and Invasive Species - Costa Rica, Global Register of Introduced and Invasive Species - Guatemala, Global Register of Introduced and Invasive Species- Indonesia, Global Register of Introduced and Invasive Species - Madeira, Portugal, Global Register of Introduced and Invasive Species - Palau, Global Register of Introduced and Invasive Species- Cook Islands, Global Register of Introduced and Invasive Species - Iceland, Global Register of Introduced and Invasive Species - Lebanon, Global Register of Introduced and Invasive Species - Venezuela, Global Register of Introduced and Invasive Species - Netherlands, Global Register of Introduced and Invasive Species - Dominican Republic, Protected Areas - Global Register of Introduced and Invasive Species - Kruger National Park, South Africa, Global Register of Introduced and Invasive Species - Honduras, GRIIS Checklist of Introduced and Invasive Species - Zimbabwe, Global Register of Introduced and Invasive Species - El Hierro, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Vietnam, Global Register of Introduced and Invasive Species - Fuerteventura, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Democratic Republic of Congo, Global Register of Introduced and Invasive Species - Papua New Guinea, Global Register of Introduced and Invasive Species - Lanzarote, Islas Canarias, Spain, Global Register of Introduced and Invasive Species -Samoa, Global Register of Introduced and Invasive Species – Saint Helena, Saint Helena, Ascension and Tristan da Cunha, Global Register of Introduced and Invasive Species - Malaysia, Global Register of Introduced and Invasive Species - Armenia, Global Register of Introduced and Invasive Species - American Samoa, Global Register of Introduced and Invasive Species - Timor-Leste, Global Register of Introduced and Invasive Species - Azores, Portugal, Global Register of Introduced and Invasive Species- Sao Tome and Principe, Global Register of Introduced and Invasive Species - Jamaica, Global Register of Introduced and Invasive Species - Malta, Protected Areas - Global Register of Introduced and Invasive Species - Garden Route National Park, South Africa, Global Register of Introduced and Invasive Species – Falkland Islands (Islas Malvinas), Global Register of Introduced and Invasive Species - Niue, Global Register of Introduced and Invasive Species – Reunion, Protected Areas - Global Register of Introduced and Invasive Species - Table Mountain National Park, South Africa, Global Register of Introduced and Invasive Species - Eswatini (Swaziland), Global Register of Introduced and Invasive Species - Ha'apai group, Tonga, Global Register of Introduced and Invasive Species - Bolivia, Global Register of Introduced and Invasive Species - French Polynesia, Global Register of Introduced and Invasive Species - Pohnpei, Federated States of Micronesia, Protected Areas - Global Register of Introduced and Invasive Species - Tankwa-Karoo National Park, South Africa, GRIIS Checklist of Introduced and Invasive Species - Bosnia and Herzegovina, Global Register of Introduced and Invasive Species - El Salvador, Global Register of Introduced and Invasive Species - Solomon Islands, Global Register of Introduced and Invasive Species - Laos, Global Register of Introduced and Invasive Species - Moldova, Global Register of Introduced and Invasive Species - Panama, Global Register of Introduced and Invasive Species - Namibia, Global Register of Introduced and Invasive Species - Vanuatu, Global Register of Introduced and Invasive Species - Iran, Global Register of Introduced and Invasive Species - Albania, Global Register of Introduced and Invasive Species - Kenya, Global Register of Introduced and Invasive Species - Serbia, Global Register of Introduced and Invasive Species - Syrian Arab Republic, Global Register of Introduced and Invasive Species - United Arab Emirates, Global Register of Introduced and Invasive Species - Nepal, Global Register of Introduced and Invasive Species - Angola, Global Register of Introduced and Invasive Species - Vava'u group, Tonga, Global Register of Introduced and Invasive Species - Montserrat, Global Register of Introduced and Invasive Species - Tanzania, Global Register of Introduced and Invasive Species - Zambia, Global Register of Introduced and Invasive Species - Burundi, Protected Areas - Global Register of Introduced and Invasive Species - Serengeti - Mara Ecosystem (Kenya, Tanzania), Global Register of Introduced and Invasive Species - Majuro Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Golden Gate Highlands National Park, South Africa, Global Register of Introduced and Invasive Species - Mayotte, France, Global Register of Introduced and Invasive Species - Anguilla, Global Register of Introduced and Invasive Species - Bahamas, Global Register of Introduced and Invasive Species - Chad, Global Register of Introduced and Invasive Species - Rwanda, Global Register of Introduced and Invasive Species - Saint Barthelemy, Global Register of Introduced and Invasive Species - Mozambique, Global Register of Introduced and Invasive Species - Kosrae, Federated States of Micronesia, Global Register of Introduced and Invasive Species - Maldives, Global Register of Introduced and Invasive Species – British Indian Ocean Territory, Global Register of Introduced and Invasive Species - Tunisia, GRIIS Checklist of Introduced and Invasive Species - Yemen, Global Register of Introduced and Invasive Species - Burkina Faso, Global Register of Introduced and Invasive Species - Sri Lanka, Global Register of Introduced and Invasive Species - Guyana, GRIIS Checklist of Introduced and Invasive Species - Malawi, Global Register of Introduced and Invasive Species - Hungary, Global Register of Introduced and Invasive Species - French Guiana, Global Register of Introduced and Invasive Species - Trinidad and Tobago, Global Register of Introduced and Invasive Species - Barbados, Global Register of Introduced and Invasive Species – Ascension Island, Saint Helena, Ascension and Tristan da Cunha, Global Register of Introduced and Invasive Species - Morocco, Global Register of Introduced and Invasive Species - Kiribati, Global Register of Introduced and Invasive Species - Curacao, Netherlands, Global Register of Introduced and Invasive Species - Dominica, Global Register of Introduced and Invasive Species - Thailand, Global Register of Introduced and Invasive Species - Iraq, GRIIS Checklist of Introduced and Invasive Species - Myanmar, Global Register of Introduced and Invasive Species - Uganda, Global Register of Introduced and Invasive Species – Tristan da Cunha, Saint Helena, Ascension and Tristan da Cunha, Global Register of Introduced and Invasive Species - Bhutan, Protected Areas - Global Register of Introduced and Invasive Species - Lord Howe Island, Australia, Global Register of Introduced and Invasive Species - Uzbekistan, Global Register of Introduced and Invasive Species - Cambodia, Global Register of Introduced and Invasive Species - Yap, Federated States of Micronesia, Global Register of Introduced and Invasive Species - Cameroon, Global Register of Introduced and Invasive Species - Chuuk, Federated States of Micronesia, Global Register of Introduced and Invasive Species - Kwajalein Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Saint Martin (French part), Global Register of Introduced and Invasive Species - Ngazidja (Grande Comore), Comoros, Global Register of Introduced and Invasive Species- Nauru, Global Register of Introduced and Invasive Species - Tuvalu, Protected Areas - Global Register of Introduced and Invasive Species - Wadden Sea, Netherlands, Global Register of Introduced and Invasive Species - Belize, Global Register of Introduced and Invasive Species - French Southern and Antarctic Lands Terres australes et antarctiques françaises (TAAF), France, Global Register of Introduced and Invasive Species - Pakistan, Protected Areas - Global Register of Introduced and Invasive Species - Addo-Elephant National Park, South Africa, GRIIS Checklist of Introduced and Invasive Species - Antigua and Barbuda, GRIIS Checklist of Introduced and Invasive Species - Suriname, Global Register of Introduced and Invasive Species - Saudi Arabia, Global Register of Introduced and Invasive Species - Haiti, Global Register of Introduced and Invasive Species - Finland, Global Register of Introduced and Invasive Species - Liechtenstein, GRIIS Checklist of Introduced and Invasive Species - Saint Kitts and Nevis, Global Register of Introduced and Invasive Species - Nigeria, Global Register of Introduced and Invasive Species - Wallis and Futuna, Global Register of Introduced and Invasive Species - Bangladesh, Global Register of Introduced and Invasive Species - Ndzuwani (Anjouan), Comoros, Global Register of Introduced and Invasive Species - Kyrgyzstan, Global Register of Introduced and Invasive Species GRIIS - Luxembourg, Global Register of Introduced and Invasive Species- Nicaragua, Global Register of Introduced and Invasive Species - Senegal, Global Register of Introduced and Invasive Species - Mwali (Mohéli), Comoros, GRIIS Checklist of Introduced and Invasive Species - Saint Lucia, Global Register of Introduced and Invasive Species - Brunei Darussalam, Global Register of Introduced and Invasive Species - Bermuda, GRIIS Checklist of Introduced and Invasive Species - Qatar, Protected Areas - Global Register of Introduced and Invasive Species - Socotra Archipelago, Yemen, Global Register of Introduced and Invasive Species – Guadeloupe, Global Register of Introduced and Invasive Species - Soqotra, Yemen, Global Register of Introduced and Invasive Species - New Caledonia, France, Global Register of Introduced and Invasive Species - Sint Maarten, Netherlands, Global Register of Introduced and Invasive Species – Korea (Democratic People's Republic of), Protected Areas - Global Register of Introduced and Invasive Species - Augrabies Falls National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Agulhas National Park, South Africa, Global Register of Introduced and Invasive Species - Saint Vincent and the Grenadines, Global Register of Introduced and Invasive Species - Saba, Bonaire, Sint Eustatius and Saba, Global Register of Introduced and Invasive Species - Grenada, Global Register of Introduced and Invasive Species - Botswana, Global Register of Introduced and Invasive Species - Pitcairn Islands- Great Britain, Global Register of Introduced and Invasive Species - Sint Eustatius, Bonaire, Sint Eustatius and Saba, Protected Areas - Global Register of Introduced and Invasive Species - Archipielago Juan Fernández, Chile, Global Register of Introduced and Invasive Species - Uruguay, Global Register of Introduced and Invasive Species - Juan Fernandez Islands, Chile, Global Register of Introduced and Invasive Species – Martinique, Global Register of Introduced and Invasive Species - Ghana, GRIIS Checklist of Introduced and Invasive Species - Ethiopia, Global Register of Introduced and Invasive Species - Aruba, Protected Areas - Global Register of Introduced and Invasive Species - Jeju Island, Republic of Korea, Global Register of Introduced and Invasive Species - Lesotho, Global Register of Introduced and Invasive Species - Bonaire, Bonaire, Sint Eustatius and Saba, Global Register of Introduced and Invasive Species - Rapa Nui (Isla de Pascua, Easter Island), Protected Areas - Global Register of Introduced and Invasive Species - Rapa Nui (Isla de Pascua, Easter Island), Global Register of Introduced and Invasive Species- Paraguay, Global Register of Introduced and Invasive Species - Côte d'Ivoire, Global Register of Introduced and Invasive Species - Cabo Verde, Global Register of Introduced and Invasive Species - Faroe Islands, Global Register of Introduced and Invasive Species - Jaluit Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Mountain Zebra National Park, South Africa, Global Register of Introduced and Invasive Species - Sierra Leone, Global Register of Introduced and Invasive Species - Montenegro, Global Register of Introduced and Invasive Species - Arno Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Curieuse Special Reserve, Seychelles, Global Register of Introduced and Invasive Species - Gabon, Global Register of Introduced and Invasive Species - French Southern and Antarctic Territories (TAAF), Scattered Islands - Îles Éparses, France, Global Register of Introduced and Invasive Species - Turkmenistan, Global Register of Introduced and Invasive Species - Sudan, Global Register of Introduced and Invasive Species - Cayman Islands, Protected Areas - Global Register of Introduced and Invasive Species - Bontebok National Park, South Africa, Global Register of Introduced and Invasive Species - Kazakhstan, Global Register of Introduced and Invasive Species - Togo, GRIIS Checklist of Introduced and Invasive Species - Equatorial Guinea, Protected Areas - Global Register of Introduced and Invasive Species - Prince Edward Islands, South Africa, Global Register of Introduced and Invasive Species - Guinea, GRIIS Checklist of Introduced and Invasive Species - Mongolia, Global Register of Introduced and Invasive Species- Republic of Korea, Global Register of Introduced and Invasive Species - Gambia, Global Register of Introduced and Invasive Species - Oman, Global Register of Introduced and Invasive Species - North Macedonia, Global Register of Introduced and Invasive Species - Congo, Global Register of Introduced and Invasive Species – Central African Republic, Global Register of Introduced and Invasive Species – Azerbaijan, Global Register of Introduced and Invasive Species - Kuwait, Global Register of Introduced and Invasive Species - Huvalu Conservation Area, Niue, Global Register of Introduced and Invasive Species - Benin, Global Register of Introduced and Invasive Species - Afghanistan, Global Register of Introduced and Invasive Species - Greenland, Global Register of Introduced and Invasive Species – Turks and Caicos Islands, Global Register of Introduced and Invasive Species - Liberia, Protected Areas - Global Register of Introduced and Invasive Species - Mare-Aux-Cochons, Seychelles, Global Register of Introduced and Invasive Species - Somalia, Global Register of Introduced and Invasive Species - Jordan, Global Register of Introduced and Invasive Species – South Georgia and the South Sandwich Islands, Protected Areas - Global Register of Introduced and Invasive Species - Morne-Seychellois National Park, Seychelles, Global Register of Introduced and Invasive Species - Tajikistan, Global Register of Introduced and Invasive Species - Djibouti, Global Register of Introduced and Invasive Species - Kili Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Enewetak Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - East Usambara, Tanzania, Protected Areas - Global Register of Introduced and Invasive Species - Mokala National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Mapungupwe National Park, South Africa, Global Register of Introduced and Invasive Species - Bahrain, Global Register of Introduced and Invasive Species - Wotje Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Mili Atoll, Marshall Islands, Global Register of Introduced and Invasive Species – Saint Pierre and Miquelon, Global Register of Introduced and Invasive Species - Mali, Protected Areas - Global Register of Introduced and Invasive Species - Camdeboo National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Silhouette National Park, Seychelles, Global Register of Introduced and Invasive Species - Niger, Global Register of Introduced and Invasive Species - Guinea-Bissau, Protected Areas - Global Register of Introduced and Invasive Species - West Coast National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Vallée de Mai Nature Reserve, Seychelles, Protected Areas - Global Register of Introduced and Invasive Species - La Digue island, Seychelles, Protected Areas - Global Register of Introduced and Invasive Species - Marakele National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Frégate island, Seychelles, Global Register of Introduced and Invasive Species - Rongelap Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Eritrea, Global Register of Introduced and Invasive Species - Atoll Funafuti, Tuvalu, Global Register of Introduced and Invasive Species - Ebon Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Bikini Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Karoo National Park, South Africa, Global Register of Introduced and Invasive Species - Mauritania, Protected Areas - Global Register of Introduced and Invasive Species - Cousin Special Reserve, Seychelles, Global Register of Introduced and Invasive Species - Tokelau, Protected Areas - Global Register of Introduced and Invasive Species - Ile-aux-Vaches Nature Reserve, Seychelles, Global Register of Introduced and Invasive Species - Maloelap Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Amani Forest Nature Reserve, Tanzania, Global Register of Introduced and Invasive Species – Virgin Islands, British, Protected Areas - Global Register of Introduced and Invasive Species - Conception, Seychelles, Protected Areas - Global Register of Introduced and Invasive Species - Aldabra Atoll, Seychelles, Protected Areas - Global Register of Introduced and Invasive Species - Praslin National Park, Seychelles, Global Register of Introduced and Invasive Species - Atoll Nui, Tuvalu, Global Register of Introduced and Invasive Species - Mejit Island, Marshall Islands, Global Register of Introduced and Invasive Species - Namdrik Atoll Ramsar site, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Richtersveld National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Namaqua National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - D'Arros island, Seychelles, Protected Areas - Global Register of Introduced and Invasive Species - Cousine Island, Seychelles, Global Register of Introduced and Invasive Species - Grand Cayman, Cayman Islands, Protected Areas - Global Register of Introduced and Invasive Species - Ngorongoro Conservation Area, Tanzania, Global Register of Introduced and Invasive Species - Utirik Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Sovereign Base Areas of Cyprus, Cyprus, Protected Areas - Global Register of Introduced and Invasive Species - Serengeti National Park, Tanzania, Protected Areas - Global Register of Introduced and Invasive Species - Queen Elizabeth National Park, Uganda, Protected Areas - Global Register of Introduced and Invasive Species - Tanganyika, Zambia, Global Register of Introduced and Invasive Species – British Antarctic Territory, Antarctica, Protected Areas - Global Register of Introduced and Invasive Species - Kalahari Gemsbok National Park, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Aride Special Reserve, Seychelles, Global Register of Introduced and Invasive Species - State of Palestine, Global Register of Introduced and Invasive Species - Ailuk Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Islets of Farquhar Atoll, Seychelles, Global Register of Introduced and Invasive Species - Ujae Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Svalbard, Norway, Global Register of Introduced and Invasive Species - Protected areas, Tonga, Global Register of Introduced and Invasive Species - Ujaelang Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Ailinglaplap Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Murchison Falls National Park, Uganda, Protected Areas - Global Register of Introduced and Invasive Species - Murchison Falls-Albert Delta Wetland System, Uganda, Protected Areas - Global Register of Introduced and Invasive Species - Wilderness Lakes, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Port Launay Wetland, Seychelles, Global Register of Introduced and Invasive Species - Andorra, Global Register of Introduced and Invasive Species - Atoll Nukulaelae, Tuvalu, Protected Areas - Global Register of Introduced and Invasive Species - Cosmoledo, Seychelles, Global Register of Introduced and Invasive Species - Wotho Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Jemo Island, Marshall Islands, Global Register of Introduced and Invasive Species - Namu Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Lae Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Ailinginae Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Verloren Valei Nature Reserve, South Africa, Protected Areas - Global Register of Introduced and Invasive Species - Desnoeufs Island, Seychelles, Global Register of Introduced and Invasive Species - Monaco, Global Register of Introduced and Invasive Species - Island Niulakita, Niutao - Tuvalu, Global Register of Introduced and Invasive Species - Namdrik Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Serengeti - Ngorongoro Biosphere Reserve, Tanzania, Protected Areas - Global Register of Introduced and Invasive Species - Lake Mburo, Uganda, Global Register of Introduced and Invasive Species - Rongdrik Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Aur Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Nyanga National Park, Zimbabwe, Protected Areas - Global Register of Introduced and Invasive Species - Mlawula Nature Reserve, Eswatini, Protected Areas - Global Register of Introduced and Invasive Species - Chimanimani National Park, Zimbabwe, Protected Areas - Global Register of Introduced and Invasive Species - Victoria Falls National Park, Zimbabwe, Protected Areas - Global Register of Introduced and Invasive Species - St Lucia System, South Africa, Global Register of Introduced and Invasive Species - South Sudan, Global Register of Introduced and Invasive Species - Cayman Brac, Cayman Islands, Global Register of Introduced and Invasive Species - Atoll Nanumea, Tuvalu, Global Register of Introduced and Invasive Species - Niua Islands, Tonga, Global Register of Introduced and Invasive Species - Taka Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Hawane Nature Reserve and Dam, Eswatini, Protected Areas - Global Register of Introduced and Invasive Species - Matenga Nature Reserve, Eswatini, Protected Areas - Global Register of Introduced and Invasive Species - Malalotja Nature Reserve, Eswatini, Protected Areas - Global Register of Introduced and Invasive Species - Dongonab Bay - Marsa Waiai, Sudan, Protected Areas - Global Register of Introduced and Invasive Species - Lutembe Bay Wetland System, Uganda, Protected Areas - Global Register of Introduced and Invasive Species - Bazaruto National Park, Mozambique, Protected Areas - Global Register of Introduced and Invasive Species - Mabamba Bay Wetland System, Uganda, Protected Areas - Global Register of Introduced and Invasive Species - Mount Elgon, Uganda, Global Register of Introduced and Invasive Species - Little Cayman, Cayman Islands, Global Register of Introduced and Invasive Species - Bokak Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Jabat Island, Marshall Islands, Global Register of Introduced and Invasive Species - Erikub Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - Recif Special Reserve, Seychelles, Global Register of Introduced and Invasive Species- San Marino, Protected Areas - Global Register of Introduced and Invasive Species - Lake Nabugabo Wetland System, Uganda, Global Register of Introduced and Invasive Species – Clipperton Island, France, Global Register of Introduced and Invasive Species - Bikar Atoll, Marshall Islands, Protected Areas - Global Register of Introduced and Invasive Species - African Banks, Seychelles, Global Register of Introduced and Invasive Species - Likiep Atoll, Marshall Islands)" ] } The dataset includes 14700 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000290-230918134249559/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
创建时间:
2023-09-20
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aqcat25

<h1 align="center" style="font-size: 36px;"> <span style="color: #FFD700;">AQCat25 Dataset:</span> Unlocking spin-aware, high-fidelity machine learning potentials for heterogeneous catalysis </h1> ![datset_schematic](https://cdn-uploads.huggingface.co/production/uploads/67256b7931376d3bacb18de0/W1Orc_AmSgRez5iKH0qjC.jpeg) This repository contains the **AQCat25 dataset**. AQCat25-EV2 models can be accessed [here](https://huggingface.co/SandboxAQ/aqcat25-ev2). The AQCat25 dataset provides a large and diverse collection of **13.5 million** DFT calculation trajectories, encompassing approximately 5K materials and 47K intermediate-catalyst systems. It is designed to complement existing large-scale datasets by providing calculations at **higher fidelity** and including critical **spin-polarized** systems, which are essential for accurately modeling many industrially relevant catalysts. Please see our [website](https://www.sandboxaq.com/aqcat25) and [paper](https://cdn.prod.website-files.com/622a3cfaa89636b753810f04/68ffc1e7c907b6088573ba8c_AQCat25.pdf) for more details about the impact of the dataset and [models](https://huggingface.co/SandboxAQ/aqcat25-ev2). ## 1. AQCat25 Dataset Details This repository uses a hybrid approach, providing lightweight, queryable Parquet files for each split alongside compressed archives (`.tar.gz`) of the raw ASE database files. More details can be found below. ### Queryable Metadata (Parquet Files) A set of Parquet files provides a "table of contents" for the dataset. They can be loaded directly with the `datasets` library for fast browsing and filtering. Each file contains the following columns: | Column Name | Data Type | Description | Example | | :--- | :--- | :--- | :--- | | `frame_id` | string | **Unique ID for this dataset**. Formatted as `database_name::index`. | `data.0015.aselmdb::42` | | `adsorption_energy`| float | **Key Target**. The calculated adsorption energy in eV. | -1.542 | | `total_energy` | float | The raw total energy of the adslab system from DFT (in eV). | -567.123 | | `fmax` | float | The maximum force magnitude on any single atom in eV/Å. | 0.028 | | `is_spin_off` | boolean | `True` if the system is non-magnetic (VASP ISPIN=1). | `false` | | `mag` | float | The total magnetization of the system (µB). | 32.619 | | `slab_id` | string | Identifier for the clean slab structure. | `mp-1216478_001_2_False` | | `adsorbate` | string | SMILES or chemical formula of the adsorbate. | `*NH2N(CH3)2` | | `is_rerun` | boolean | `True` if the calculation is a continuation. | `false` | | `is_md` | boolean | `True` if the frame is from a molecular dynamics run. | `false` | | `sid` | string | The original system ID from the source data. | `vadslabboth_82` | | `fid` | integer | The original frame index (step number) from the source VASP calculation. | 0 | --- #### Understanding `frame_id` and `fid` | Field | Purpose | Example | | :--- | :--- | :--- | | `fid` | **Original Frame Index**: This is the step number from the original VASP relaxation (`ionic_steps`). It tells you where the frame came from in its source simulation. | `4` (the 5th frame of a specific VASP run) | | `frame_id` | **Unique Dataset Pointer**: This is a new ID created for this specific dataset. It tells you exactly which file (`data.0015.aselmdb`) and which row (`101`) to look in to find the full atomic structure. | `data.0015.aselmdb::101` | --- ## Downloadable Data Archives The full, raw data for each split is available for download in compressed `.tar.gz` archives. The table below provides direct download links. The queryable Parquet files for each split can be loaded directly using the `datasets` library as shown in the "Example Usage" section. The data currently available for download (totaling ~11.1M frames, as listed in the table below) is the initial dataset version (v1.0) released on September 10, 2025. The 13.5M frame count mentioned in our paper and the introduction includes additional data used to rebalance non-magnetic element systems and add a low-fidelity spin-on dataset. These new data splits will be added to this repository soon. | Split Name | Structures | Archive Size | Download Link | | :--- | :--- | :--- | :--- | | ***In-Domain (ID)*** | | | | | Train | `7,386,750` | `23.8 GB` | [`train_id.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/train_id.tar.gz) | | Validation | `254,498` | `825 MB` | [`val_id.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/val_id.tar.gz) | | Test | `260,647` | `850 MB` | [`test_id.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/test_id.tar.gz) | | Slabs | `898,530` | `2.56 GB` | [`id_slabs.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/id_slabs.tar.gz) | | ***Out-of-Distribution (OOD) Validation*** | | | | | OOD Ads (Val) | `577,368` | `1.74 GB` | [`val_ood_ads.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/val_ood_ads.tar.gz) | | OOD Materials (Val) | `317,642` | `963 MB` | [`val_ood_mat.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/val_ood_mat.tar.gz) | | OOD Both (Val) | `294,824` | `880 MB` | [`val_ood_both.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/val_ood_both.tar.gz) | | OOD Slabs (Val) | `28,971` | `83 MB` | [`val_ood_slabs.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/val_ood_slabs.tar.gz) | | ***Out-of-Distribution (OOD) Test*** | | | | | OOD Ads (Test) | `346,738` | `1.05 GB` | [`test_ood_ads.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/test_ood_ads.tar.gz) | | OOD Materials (Test) | `315,931` | `993 MB` | [`test_ood_mat.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/test_ood_mat.tar.gz) | | OOD Both (Test) | `355,504` | `1.1 GB` | [`test_ood_both.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/test_ood_both.tar.gz) | | OOD Slabs (Test) | `35,936` | `109 MB` | [`test_ood_slabs.tar.gz`](https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset/resolve/main/test_ood_slabs.tar.gz) | --- ## 2. Dataset Usage Guide This guide outlines the recommended workflow for accessing and querying the AQCat25 dataset. ### 2.1 Initial Setup Before you begin, you need to install the necessary libraries and authenticate with Hugging Face. This is a one-time setup. ```bash pip install datasets pandas ase tqdm requests huggingface_hub ase-db-backends ``` **1. Create a Hugging Face Account:** If you don't have one, create an account at [huggingface.co](https://huggingface.co/join). **2. Create an Access Token:** Navigate to your **Settings -> Access Tokens** page or click [here](https://huggingface.co/settings/tokens). Create a new token with at least **`read`** permissions. Copy this token to your clipboard. **3. Log in via the Command Line:** Open your terminal and run the following command: ```bash hf auth login ``` ### 2.2 Get the Helper Scripts You may copy the scripts directly from this repository, or download them by running the following in your local python environment: ```python from huggingface_hub import snapshot_download snapshot_download( repo_id="SandboxAQ/aqcat25", repo_type="dataset", allow_patterns=["scripts/*", "README.md"], local_dir="./aqcat25" ) ``` This will create a local folder named aqcat25 containing the scripts/ directory. ### 2.3 Download Desired Dataset Splits Data splits may be downloaded directly via the Hugging Face UI, or via the `download_split.py` script (found in `aqcat25/scripts/`). ```bash python aqcat25/scripts/download_split.py --split val_id ``` This will download `val_id.tar.gz` and extract it to a new folder named `aqcat_data/val_id/`. ### 2.4 Query the Dataset Use the `query_aqcat.py` script to filter the dataset and extract the specific atomic structures you need. It first queries the metadata on the Hub and then extracts the full structures from your locally downloaded files. **Example 1: Find all CO and OH structures in the test set:** ```bash python aqcat25/scripts/query_aqcat.py \ --split test_id \ --adsorbates "*CO" "*OH" \ --data-root ./aqcat_data/test_id ``` **Example 2: Find structures on metal slabs with low adsorption energy:** ```bash python aqcat25/scripts/query_aqcat.py \ --split val_ood_both \ --max-energy -2.0 \ --material-type nonmetal \ --magnetism magnetic \ --data-root ./aqcat_data/val_ood_both \ --output-file low_energy_metals.extxyz ``` **Example 3: Find CO on slabs containing both Ni AND Se with adsorption energy between -2.5 and -1.5 eV with a miller index of 011** ```bash python aqcat25/scripts/query_aqcat.py \ --split val_ood_ads \ --adsorbates "*COCH2OH" \ --min-energy -2.5 \ --max-energy -1.5 \ --contains-elements "Ni" "Se" \ --element-filter-mode all \ --facet 011 \ --data-root ./aqcat_data/val_ood_ads \ --output-file COCH2OH_on_ni_and_se.extxyz ``` --- ## 3. How to Cite If you use the AQCat25 dataset or the models in your research, please cite the following paper: ``` Omar Allam, Brook Wander, & Aayush R. Singh. (2025). AQCat25: Unlocking spin-aware, high-fidelity machine learning potentials for heterogeneous catalysis. arXiv preprint arXiv:XXXX.XXXXX. ``` ### BibTeX Entry ```bibtex @article{allam2025aqcat25, title={{AQCat25: Unlocking spin-aware, high-fidelity machine learning potentials for heterogeneous catalysis}}, author={Allam, Omar and Wander, Brook and Singh, Aayush R}, journal={arXiv preprint arXiv:2510.22938}, year={2025}, eprint={2510.22938}, archivePrefix={arXiv}, primaryClass={cond-mat.mtrl-sci} } ```

魔搭社区 收录

中国1km分辨率逐月降水量数据集(1901-2024)

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国家青藏高原科学数据中心 收录

Materials Project 在线材料数据库

Materials Project 是一个由伯克利加州大学和劳伦斯伯克利国家实验室于 2011 年共同发起的大型开放式在线材料数据库。这个项目的目标是利用高通量第一性原理计算,为超过百万种无机材料提供全面的性能数据、结构信息和计算模拟结果,以此加速新材料的发现和创新过程。数据库中的数据不仅包括晶体结构和能量特性,还涵盖了电子结构和热力学性质等详尽信息,为研究人员提供了丰富的材料数据资源。相关论文成果为「Commentary: The Materials Project: A materials genome approach to accelerating materials innovation」。

超神经 收录

URPC系列数据集, S-URPC2019, UDD

URPC系列数据集包括URPC2017至URPC2020DL,主要用于水下目标的检测和分类。S-URPC2019专注于水下环境的特定检测任务。UDD数据集信息未在README中详细描述。

github 收录

PU Dataset

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github 收录