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Error code: DatasetGenerationCastError Exception: DatasetGenerationCastError Message: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 13 new columns ({'Record Status', 'Abundance', 'Common Names', 'Nativeness', 'Seasonality', 'Conservation Status', 'Family', 'Occurrence', 'Scientific Name', 'Order', 'Category', 'Unnamed: 13', 'Species ID'}) and 5 missing columns ({'Longitude', 'Acres', 'State', 'Park Code', 'Latitude'}). This happened while the csv dataset builder was generating data using hf://datasets/Solshine/Biodiversity_In_National_Parks/species.csv (at revision 4c46ec3a9ce0d63521f23304653d6572b9d4e681) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations) Traceback: Traceback (most recent call last): File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single writer.write_table(table) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table pa_table = table_cast(pa_table, self._schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast return cast_table_to_schema(table, schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema raise CastError( datasets.table.CastError: Couldn't cast Species ID: string Park Name: string Category: string Order: string Family: string Scientific Name: string Common Names: string Record Status: string Occurrence: string Nativeness: string Abundance: string Seasonality: string Conservation Status: string Unnamed: 13: string -- schema metadata -- pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1959 to {'Park Code': Value(dtype='string', id=None), 'Park Name': Value(dtype='string', id=None), 'State': Value(dtype='string', id=None), 'Acres': Value(dtype='int64', id=None), 'Latitude': Value(dtype='float64', id=None), 'Longitude': Value(dtype='float64', id=None)} because column names don't match During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response parquet_operations = convert_to_parquet(builder) File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet builder.download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare self._download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single raise DatasetGenerationCastError.from_cast_error( datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 13 new columns ({'Record Status', 'Abundance', 'Common Names', 'Nativeness', 'Seasonality', 'Conservation Status', 'Family', 'Occurrence', 'Scientific Name', 'Order', 'Category', 'Unnamed: 13', 'Species ID'}) and 5 missing columns ({'Longitude', 'Acres', 'State', 'Park Code', 'Latitude'}). This happened while the csv dataset builder was generating data using hf://datasets/Solshine/Biodiversity_In_National_Parks/species.csv (at revision 4c46ec3a9ce0d63521f23304653d6572b9d4e681) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
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Park Code
string | Park Name
string | State
string | Acres
int64 | Latitude
float64 | Longitude
float64 |
---|---|---|---|---|---|
ACAD | Acadia National Park | ME | 47,390 | 44.35 | -68.21 |
ARCH | Arches National Park | UT | 76,519 | 38.68 | -109.57 |
BADL | Badlands National Park | SD | 242,756 | 43.75 | -102.5 |
BIBE | Big Bend National Park | TX | 801,163 | 29.25 | -103.25 |
BISC | Biscayne National Park | FL | 172,924 | 25.65 | -80.08 |
BLCA | Black Canyon of the Gunnison National Park | CO | 32,950 | 38.57 | -107.72 |
BRCA | Bryce Canyon National Park | UT | 35,835 | 37.57 | -112.18 |
CANY | Canyonlands National Park | UT | 337,598 | 38.2 | -109.93 |
CARE | Capitol Reef National Park | UT | 241,904 | 38.2 | -111.17 |
CAVE | Carlsbad Caverns National Park | NM | 46,766 | 32.17 | -104.44 |
CHIS | Channel Islands National Park | CA | 249,561 | 34.01 | -119.42 |
CONG | Congaree National Park | SC | 26,546 | 33.78 | -80.78 |
CRLA | Crater Lake National Park | OR | 183,224 | 42.94 | -122.1 |
CUVA | Cuyahoga Valley National Park | OH | 32,950 | 41.24 | -81.55 |
DENA | Denali National Park and Preserve | AK | 3,372,402 | 63.33 | -150.5 |
DEVA | Death Valley National Park | CA, NV | 4,740,912 | 36.24 | -116.82 |
DRTO | Dry Tortugas National Park | FL | 64,701 | 24.63 | -82.87 |
EVER | Everglades National Park | FL | 1,508,538 | 25.32 | -80.93 |
GAAR | Gates Of The Arctic National Park and Preserve | AK | 7,523,898 | 67.78 | -153.3 |
GLAC | Glacier National Park | MT | 1,013,572 | 48.8 | -114 |
GLBA | Glacier Bay National Park and Preserve | AK | 3,224,840 | 58.5 | -137 |
GRBA | Great Basin National Park | NV | 77,180 | 38.98 | -114.3 |
GRCA | Grand Canyon National Park | AZ | 1,217,403 | 36.06 | -112.14 |
GRSA | Great Sand Dunes National Park and Preserve | CO | 42,984 | 37.73 | -105.51 |
GRSM | Great Smoky Mountains National Park | TN, NC | 521,490 | 35.68 | -83.53 |
GRTE | Grand Teton National Park | WY | 309,995 | 43.73 | -110.8 |
GUMO | Guadalupe Mountains National Park | TX | 86,416 | 31.92 | -104.87 |
HALE | Haleakala National Park | HI | 29,094 | 20.72 | -156.17 |
HAVO | Hawaii Volcanoes National Park | HI | 323,431 | 19.38 | -155.2 |
HOSP | Hot Springs National Park | AR | 5,550 | 34.51 | -93.05 |
ISRO | Isle Royale National Park | MI | 571,790 | 48.1 | -88.55 |
JOTR | Joshua Tree National Park | CA | 789,745 | 33.79 | -115.9 |
KATM | Katmai National Park and Preserve | AK | 3,674,530 | 58.5 | -155 |
KEFJ | Kenai Fjords National Park | AK | 669,983 | 59.92 | -149.65 |
KOVA | Kobuk Valley National Park | AK | 1,750,717 | 67.55 | -159.28 |
LACL | Lake Clark National Park and Preserve | AK | 2,619,733 | 60.97 | -153.42 |
LAVO | Lassen Volcanic National Park | CA | 106,372 | 40.49 | -121.51 |
MACA | Mammoth Cave National Park | KY | 52,830 | 37.18 | -86.1 |
MEVE | Mesa Verde National Park | CO | 52,122 | 37.18 | -108.49 |
MORA | Mount Rainier National Park | WA | 235,625 | 46.85 | -121.75 |
NOCA | North Cascades National Park | WA | 504,781 | 48.7 | -121.2 |
OLYM | Olympic National Park | WA | 922,651 | 47.97 | -123.5 |
PEFO | Petrified Forest National Park | AZ | 93,533 | 35.07 | -109.78 |
PINN | Pinnacles National Park | CA | 26,606 | 36.48 | -121.16 |
REDW | Redwood National Park | CA | 112,512 | 41.3 | -124 |
ROMO | Rocky Mountain National Park | CO | 265,828 | 40.4 | -105.58 |
SAGU | Saguaro National Park | AZ | 91,440 | 32.25 | -110.5 |
SEKI | Sequoia and Kings Canyon National Parks | CA | 865,952 | 36.43 | -118.68 |
SHEN | Shenandoah National Park | VA | 199,045 | 38.53 | -78.35 |
THRO | Theodore Roosevelt National Park | ND | 70,447 | 46.97 | -103.45 |
VOYA | Voyageurs National Park | MN | 218,200 | 48.5 | -92.88 |
WICA | Wind Cave National Park | SD | 28,295 | 43.57 | -103.48 |
WRST | Wrangell - St Elias National Park and Preserve | AK | 8,323,148 | 61 | -142 |
YELL | Yellowstone National Park | WY, MT, ID | 2,219,791 | 44.6 | -110.5 |
YOSE | Yosemite National Park | CA | 761,266 | 37.83 | -119.5 |
ZION | Zion National Park | UT | 146,598 | 37.3 | -113.05 |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
null | Acadia National Park | null | null | null | null |
About Dataset Context The National Park Service publishes a database of animal and plant species identified in individual national parks and verified by evidence — observations, vouchers, or reports that document the presence of a species in a park. All park species records are available to the public on the National Park Species portal; exceptions are made for sensitive, threatened, or endangered species when widespread distribution of information could pose a risk to the species in the park.
Content National Park species lists provide information on the presence and status of species in our national parks. These species lists are works in progress and the absence of a species from a list does not necessarily mean the species is absent from a park. The time and effort spent on species inventories varies from park to park, which may result in data gaps. Species taxonomy changes over time and reflects regional variations or preferences; therefore, records may be listed under a different species name.
Each park species record includes a species ID, park name, taxonomic information, scientific name, one or more common names, record status, occurrence (verification of species presence in park), nativeness (species native or foreign to park), abundance (presence and visibility of species in park), seasonality (season and nature of presence in park), and conservation status (species classification according to US Fish & Wildlife Service). Taxonomic classes have been translated from Latin to English for species categorization; order, family, and scientific name (genus, species, subspecies) are in Latin.
Acknowledgements The National Park Service species list database is managed and updated by staff at individual national parks and the systemwide Inventory and Monitoring department.
Source: https://irma.nps.gov/NPSpecies Also available on Kaggle: https://www.kaggle.com/datasets/nationalparkservice/park-biodiversity
Users interested in getting this data via web services, please go to: http://irmaservices.nps.gov
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