Datasets:

ReefNet
/

ReefNet-1.0

Modalities:

Image

License:

Dataset card Viewer Files Files and versions Community

Dataset Preview

Full Screen Viewer

Full Screen

Split (1)

train

The full dataset viewer is not available (click to read why). Only showing a preview of the rows.

The dataset generation failed

Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: 'Bleached' as a scalar of type double
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, 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 2261, in cast_table_to_schema
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp>
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp>
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2116, in cast_array_to_feature
                  return array_cast(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1804, in wrapper
                  return func(array, *args, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1963, in array_cast
                  return array.cast(pa_type)
                File "pyarrow/array.pxi", line 996, in pyarrow.lib.Array.cast
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/compute.py", line 404, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 590, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 385, in pyarrow._compute.Function.call
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Failed to parse string: 'Bleached' as a scalar of type double
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1396, 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 1045, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1029, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1124, 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 1884, 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 2040, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

X int64	CoralNet_source string	Image_name string	Row int64	Column int64	CoralNet_label string	CoralNet_label_short_code string	Sorted_ReefNet_label string	Condition_indication null	Growthform null	Branching_growthform_specification null	AphiaID null	Taxonomic_rank_CoralNet_label null	Broad_category string	Train_or_Test string	Latitude float64	Longitude float64	Ecoregion string	Province string	Realm string	Average_brightness_red float64	Average_brightness_green float64	Average_brightness_blue float64	Resolution int64	Contributors string	Affiliations string	Sourcelink string	Comments string
1	Tonga	(1).png	2,550	2,506	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
2	Tonga	(1).png	227	4,339	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
3	Tonga	(1).png	2,463	3,955	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
4	Tonga	(1).png	926	2,457	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
5	Tonga	(1).png	1,693	1,445	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
6	Tonga	(1).png	247	1,684	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
7	Tonga	(1).png	2,818	1,502	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
8	Tonga	(1).png	2,273	3,008	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
9	Tonga	(1).png	2,307	1,555	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
10	Tonga	(1).png	2,335	728	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
11	Tonga	(1).png	1,234	3,585	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
12	Tonga	(1).png	2,947	1,491	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
13	Tonga	(1).png	2,399	473	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
14	Tonga	(1).png	2,475	2,983	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
15	Tonga	(1).png	2,187	2,113	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.58218	173.106478	125.317583	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
16	Tonga	(10).png	738	3,375	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
17	Tonga	(10).png	1,091	3,769	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
18	Tonga	(10).png	1,231	4,440	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
19	Tonga	(10).png	3,181	4,661	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
20	Tonga	(10).png	2,742	4,354	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
21	Tonga	(10).png	1,790	2,891	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
22	Tonga	(10).png	2,703	4,608	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
23	Tonga	(10).png	473	3,017	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
24	Tonga	(10).png	2,265	1,430	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
25	Tonga	(10).png	1,810	3,887	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
26	Tonga	(10).png	1,118	2,624	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
27	Tonga	(10).png	276	750	Unclear	Unc	Unknown	null	null	null	null	null	Unsorted	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
28	Tonga	(10).png	1,021	1,644	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
29	Tonga	(10).png	1,737	1,619	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
30	Tonga	(10).png	1,966	924	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.164201	163.869835	115.346232	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
31	Tonga	(100).png	1,834	1,309	Macroalgae: Articulated calcareous	MAAC	Macroalgae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
32	Tonga	(100).png	2,624	2,315	Porites rus	P. rus	Porites	null	null	null	null	null	Hard corals	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
33	Tonga	(100).png	657	2,704	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
34	Tonga	(100).png	2,786	332	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
35	Tonga	(100).png	342	2,243	Sponge	Sponge	Porifera	null	null	null	null	null	Other biota	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
36	Tonga	(100).png	1,518	2,897	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
37	Tonga	(100).png	2,445	2,648	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
38	Tonga	(100).png	1,342	3,428	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
39	Tonga	(100).png	397	2,855	Porites rus	P. rus	Porites	null	null	null	null	null	Hard corals	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
40	Tonga	(100).png	839	2,630	Sponge	Sponge	Porifera	null	null	null	null	null	Other biota	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
41	Tonga	(100).png	731	947	Macroalgae: Articulated calcareous	MAAC	Macroalgae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
42	Tonga	(100).png	1,114	1,778	Sponge	Sponge	Porifera	null	null	null	null	null	Other biota	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
43	Tonga	(100).png	2,315	229	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
44	Tonga	(100).png	1,216	1,380	Macroalgae: Articulated calcareous	MAAC	Macroalgae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
45	Tonga	(100).png	940	1,715	Macroalgae: Articulated calcareous	MAAC	Macroalgae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	45.888905	146.464033	127.116859	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
46	Tonga	(1000).png	2,565	1,978	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
47	Tonga	(1000).png	2,554	2,358	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
48	Tonga	(1000).png	153	684	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
49	Tonga	(1000).png	2,187	344	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
50	Tonga	(1000).png	2,487	1,004	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
51	Tonga	(1000).png	337	768	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
52	Tonga	(1000).png	430	1,315	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
53	Tonga	(1000).png	1,543	229	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
54	Tonga	(1000).png	2,100	1,006	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
55	Tonga	(1000).png	426	1,322	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
56	Tonga	(1000).png	2,046	821	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
57	Tonga	(1000).png	449	1,700	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
58	Tonga	(1000).png	567	1,374	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
59	Tonga	(1000).png	796	301	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
60	Tonga	(1000).png	189	1,273	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	59.009594	180.07957	195.293206	12,000,000	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
61	Tonga	(1001).png	2,750	935	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
62	Tonga	(1001).png	654	3,041	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
63	Tonga	(1001).png	3,162	4,686	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
64	Tonga	(1001).png	2,495	3,208	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
65	Tonga	(1001).png	3,268	968	Sponge	Sponge	Porifera	null	null	null	null	null	Other biota	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
66	Tonga	(1001).png	1,809	1,512	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
67	Tonga	(1001).png	2,136	1,711	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
68	Tonga	(1001).png	2,935	3,352	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
69	Tonga	(1001).png	2,200	2,913	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
70	Tonga	(1001).png	262	1,141	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
71	Tonga	(1001).png	3,251	3,847	Sponge	Sponge	Porifera	null	null	null	null	null	Other biota	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
72	Tonga	(1001).png	306	2,977	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
73	Tonga	(1001).png	830	3,711	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
74	Tonga	(1001).png	2,342	4,741	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
75	Tonga	(1001).png	2,976	4,737	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	67.826108	155.927202	125.999308	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
76	Tonga	(1002).png	697	2,447	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
77	Tonga	(1002).png	646	1,864	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
78	Tonga	(1002).png	2,789	1,817	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
79	Tonga	(1002).png	3,157	1,098	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
80	Tonga	(1002).png	3,037	954	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
81	Tonga	(1002).png	1,141	3,182	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
82	Tonga	(1002).png	836	4,164	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
83	Tonga	(1002).png	1,584	1,985	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
84	Tonga	(1002).png	805	1,849	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
85	Tonga	(1002).png	860	740	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
86	Tonga	(1002).png	772	2,017	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
87	Tonga	(1002).png	2,223	1,666	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
88	Tonga	(1002).png	1,925	3,405	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
89	Tonga	(1002).png	2,447	2,816	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
90	Tonga	(1002).png	1,844	693	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	65.725795	175.291526	147.067974	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
91	Tonga	(1003).png	2,227	4,290	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
92	Tonga	(1003).png	3,164	471	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
93	Tonga	(1003).png	2,631	620	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
94	Tonga	(1003).png	2,435	2,542	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
95	Tonga	(1003).png	1,498	573	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
96	Tonga	(1003).png	2,758	2,055	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
97	Tonga	(1003).png	2,588	3,799	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
98	Tonga	(1003).png	2,098	3,251	Sand	Sand	Sediment	null	null	null	null	null	Abiotic background	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
99	Tonga	(1003).png	491	799	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA
100	Tonga	(1003).png	1,772	3,194	Turf algae	Turf	Turf algae	null	null	null	null	null	Algae	train	-21.1789	-175.198	Tonga Islands	Tropical Southwestern Pacific	Central Indo-Pacific	50.655321	154.40668	128.432367	17,915,904	Patrick Smallhorn-West, Lucy Southworth	James Cook University	https://coralnet.ucsd.edu/source/1388/	NANA

End of preview.

ReefNet Dataset

The ReefNet dataset is a comprehensive, curated collection of annotated coral reef images sourced from the CoralNet platform. It is designed for training and evaluating machine learning models for coral classification on a global scale. ReefNet's consolidated label set and rich metadata facilitate the straightforward extraction of custom datasets to support coral classification tasks across different geographic regions.

Dataset Structure

The dataset is organized as follows:

All_ReefNet_annotations.csv (2.7 GB)
Contains all annotations available in the main ReefNet dataset, along with the associated metadata.
Metadata_All_ReefNet_annotations.xlsx (11 KB)
Contains metadata for the All_ReefNet_annotations.csv file, describing the meaning of the column names.
ReefNet_RSG-TestDataset_annotations.csv (2.42 MB)
Contains the annotations of the Red Sea Global (RSG) test dataset, which is used in Experiment 2 of the main paper. This dataset was collected by Red Sea Global (RSG) in the Al-Wajh lagoon in the Red Sea (26.4°N, 36.4°E) in 2022 and was previously stored as a private source within CoralNet.
ReefNet_RSG-TestDataset_images.zip (1.21 GB)
Contains the images from the Red Sea Global (RSG) test dataset. This dataset is used in Experiment 2 of the main paper as the test dataset and was collected by Red Sea Global (RSG) in the Al-Wajh lagoon in the Red Sea.
Metadata_ReefNet_by_CoralNet_sources.xlsx (33 KB)
Provides an overview of the CoralNet sources from which the ReefNet dataset was compiled, including attribution to the original creators and metadata such as geographic location and average image resolution. The first sheet explains the content and column names of the other sheets.
ReefNet_labelmapping.xlsx (79 KB)
Provides an overview of the label set mapping performed to consolidate the ReefNet dataset from the separate CoralNet sources. The first sheet provides metadata explaining the meaning of the content and column names of the other sheets.
ReefNet_RSG-TestDataset_labelmapping.xlsx (33 KB)
Details the label set mapping performed for Experiment 2 in the main paper, merging labels from the main ReefNet dataset with the RSG-TestDataset. The first sheet explains the meaning of the content and column names of the other sheets.
Overview_Sources_for_Image_Download.csv (12.8 KB)
CSV file that can be used with the Python script hosted on GitHub to download the imagery belonging to the ReefNet dataset from CoralNet The columns in this file include:
- Source: The name of the source from CoralNet.
- URL: The direct link to the source on CoralNet.
- ImagesURL: The base URL structure for accessing the images associated with each source.
- ImagesNumber: The total number of images with confirmed annotations available for that source.
- FirstImageNumber: The starting index or identifier for the first image in the source.
This file is crucial for users who wish to download images directly from CoralNet using their own methods or with the provided script, ensuring that all images are correctly linked to their respective annotations.

Downloading Images and Annotations

To download the full set of images from CoralNet and the associated annotations, please use the download script provided in our GitHub repository. This script is designed to handle the specific structure of image storage on CoralNet and will automate the process for you.

You can find the script and detailed instructions in our GitHub repository here:

ReefNet Image Download Script on GitHub

Follow the instructions in the repository to download the images and annotations efficiently. The script ensures that all images are correctly organized and matched with the provided annotations.

Usage

To use this dataset, please ensure that you download all necessary files, including the images from CoralNet. The annotations are provided in CSV format, which can be easily read and processed using various data analysis tools and libraries.

Contact

For any questions or issues regarding the dataset, please contact:

Yahia Battach
[email protected]

We hope this dataset aids in your research and contributes to the advancement of marine biology and machine learning applications.

Downloads last month: 61

Edit dataset card