Datasets:

Project-AgML
/

escayard_vine_esca

label class label 2 classes	photo_copied bool 2 classes	grape_clusters float64 1 22 ⌀	vineyard stringclasses 2 values	time_of_day stringclasses 2 values	device stringclasses 2 values	x_utm float64 517k 517k	y_utm float64 4.64M 4.65M	z_m float64 61.8 75.3
1YES	false	1	B7	evening	Xiaomi Poco Phone X4	517,238.38	4,645,095.203	61.818
1YES	false	2	B7	evening	Xiaomi Poco Phone X4	517,236.769	4,645,093.09	62.154
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,234.701	4,645,090.38	62.718
0NO	false	11	B7	evening	Xiaomi Poco Phone X4	517,233.029	4,645,088.31	63.074
0NO	false	9	B7	evening	Xiaomi Poco Phone X4	517,231.382	4,645,086.517	63.411
0NO	false	8	B7	evening	Xiaomi Poco Phone X4	517,228.118	4,645,082.009	64.216
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,226.069	4,645,079.279	64.664
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,224.387	4,645,076.92	64.869
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,222.587	4,645,074.78	65.381
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,221.197	4,645,072.785	65.734
0NO	true	null	B7	evening	Xiaomi Poco Phone X4	517,219.311	4,645,070.393	66.164
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,217.326	4,645,067.659	66.54
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,215.274	4,645,065.19	66.871
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,213.124	4,645,062.458	67.31
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,211.473	4,645,060.154	67.486
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,209.788	4,645,058.246	67.628
1YES	false	22	B7	evening	Xiaomi Poco Phone X4	517,207.788	4,645,055.577	67.902
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,204.253	4,645,051.069	68.007
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,202.369	4,645,048.427	68.322
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,200.54	4,645,046.062	68.48
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,195.53	4,645,039.389	68.416
0NO	false	7	B7	evening	Xiaomi Poco Phone X4	517,193.835	4,645,037.326	68.602
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,193.235	4,645,036.359	68.673
1YES	false	14	B7	evening	Xiaomi Poco Phone X4	517,190.353	4,645,032.829	68.676
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,187.447	4,645,028.93	68.458
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,186.165	4,645,027.343	68.369
0NO	true	null	B7	evening	Xiaomi Poco Phone X4	517,184.861	4,645,025.522	68.368
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,183.752	4,645,024.228	68.295
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,182.924	4,645,023.077	68.343
0NO	true	null	B7	evening	Xiaomi Poco Phone X4	517,181.844	4,645,021.572	68.125
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,180.805	4,645,020.41	68.031
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,179.145	4,645,018.385	67.469
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,177.02	4,645,015.575	66.856
1YES	false	4	B7	evening	Xiaomi Poco Phone X4	517,175.205	4,645,013.136	66.494
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,171.635	4,645,014.186	66.743
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,173.202	4,645,016.16	67.004
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,175.271	4,645,018.564	67.462
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,178.622	4,645,022.807	68.29
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,180.399	4,645,025.309	68.651
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,182.657	4,645,027.97	68.822
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,185.015	4,645,031.228	68.952
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,185.309	4,645,031.787	69.135
0NO	false	14	B7	evening	Xiaomi Poco Phone X4	517,187.26	4,645,034.017	68.989
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,190.372	4,645,038.181	69.093
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,192.352	4,645,040.833	68.923
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,194.078	4,645,043.188	68.81
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,194.74	4,645,044.098	68.832
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,196.088	4,645,045.849	68.838
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,203.272	4,645,055.343	68.515
0NO	true	null	B7	evening	Xiaomi Poco Phone X4	517,205.142	4,645,057.602	68.406
0NO	false	9	B7	evening	Xiaomi Poco Phone X4	517,206.455	4,645,059.469	68.354
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,208.095	4,645,061.723	68.249
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,210.11	4,645,064.153	67.89
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,211.598	4,645,066.162	67.55
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,213.471	4,645,068.621	67.243
0NO	false	8	B7	evening	Xiaomi Poco Phone X4	517,215.378	4,645,071.06	66.994
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,217.244	4,645,073.414	66.657
1YES	false	null	B7	evening	Xiaomi Poco Phone X4	517,222.356	4,645,080.36	65.327
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,224.396	4,645,082.796	64.778
0NO	false	10	B7	evening	Xiaomi Poco Phone X4	517,226.673	4,645,085.811	64.328
0NO	false	5	B7	evening	Xiaomi Poco Phone X4	517,228.031	4,645,087.637	64.132
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,229.123	4,645,088.872	63.828
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,230.066	4,645,090.416	63.666
0NO	false	null	B7	evening	Xiaomi Poco Phone X4	517,231.789	4,645,092.476	63.133
1YES	false	8	B7	evening	Xiaomi Poco Phone X4	517,233.415	4,645,094.472	62.784
0NO	false	11	B7	evening	Xiaomi Poco Phone X4	517,236.566	4,645,098.512	62.002
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,987.365	4,644,752.643	73.735
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,988.078	4,644,754.3	73.848
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,989.787	4,644,757.436	74.059
0NO	false	14	B9	midday	Xiaomi Poco Phone X4	516,991.142	4,644,759.961	74.228
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,992.381	4,644,762.648	74.427
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,993.503	4,644,765.001	74.565
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,997.363	4,644,772.487	74.785
0NO	false	14	B9	midday	Xiaomi Poco Phone X4	516,998.614	4,644,775.106	74.709
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	516,999.944	4,644,777.499	74.755
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,000.893	4,644,779.603	74.621
1YES	false	null	B9	midday	Xiaomi Poco Phone X4	517,002.13	4,644,782.059	74.498
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,003.714	4,644,785.281	74.44
1YES	false	null	B9	midday	Xiaomi Poco Phone X4	517,004.924	4,644,787.564	74.317
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,006.168	4,644,790.099	74.208
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,007.259	4,644,792.162	74.082
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,008.081	4,644,793.862	73.951
0NO	false	11	B9	midday	Xiaomi Poco Phone X4	517,009.57	4,644,796.678	73.817
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,010.634	4,644,798.961	73.74
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,013.369	4,644,804	73.454
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,014.476	4,644,806.311	73.355
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,017.179	4,644,811.604	72.859
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,018.662	4,644,814.348	72.712
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,019.862	4,644,816.673	72.635
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,021.042	4,644,819.135	72.457
1YES	false	null	B9	midday	Xiaomi Poco Phone X4	517,022.353	4,644,821.578	72.384
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,023.972	4,644,824.887	72.155
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,025.511	4,644,827.696	71.973
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,026.64	4,644,829.804	71.833
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,027.85	4,644,832.185	71.715
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,029.104	4,644,834.582	71.334
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,030.339	4,644,837.084	71.184
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,031.208	4,644,838.854	71.121
0NO	false	16	B9	midday	Xiaomi Poco Phone X4	517,033.187	4,644,842.81	70.77
0NO	false	null	B9	midday	Xiaomi Poco Phone X4	517,035.707	4,644,847.633	70.263

End of preview. Expand in Data Studio

Escayard Vine Esca

EscaYard's ground-level part: 253 geotagged smartphone photographs of individual grapevines in two vineyards (B7 and B9) in Tomiño, Pontevedra, Galicia, Spain, taken on 14 and 15 July 2022 at midday and in the evening with an iPhone X and a Xiaomi Poco smartphone, each labelled for visible Esca symptoms (tiger-stripe leaves): 50 vines YES, 203 NO. The source datasheet also gives the number of grape clusters counted on 42 vines, the vineyard, the time of day, the device, and the vine's RTK GNSS position (ETRS89 / UTM zone 29N, EPSG:25829), kept here as columns. Seven NO rows are marked in the source as photos that were missing and copied from the previous vine with similar characteristics (photo_copied). The record's UAV multispectral orthomosaics, LiDAR point clouds and trunk-location shapefile are not included. The dataset contains 253 images across 2 classes: NO, YES.
Images per class:

NO: 203
YES: 50

This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.

Citation

@article{vlez2024escayard,
  title={EscaYard: Precision viticulture multimodal dataset of vineyards affected by Esca disease consisting of geotagged smartphone images, phytosanitary status, UAV 3D point clouds and Orthomosaics},
  author={Vélez, Sergio and Ariza-Sentís, Mar and Valente, João},
  journal={Data in Brief},
  volume={54},
  pages={110497},
  year={2024},
  publisher={Elsevier}
}

The dataset itself can be cited as:

Vélez, S., Ariza-Sentís, M., & Valente, J. (2023). Precision viticulture dataset for detailed vineyard mapping composed of geotagged smartphone ground images, phytosanitary status, UAV orthomosaics, 3D point clouds, and RTK GNSS data - Northern Spain, July 2022 [Dataset]. Zenodo. https://doi.org/10.5281/ZENODO.10362568

This dataset was reformatted from its original format to match HuggingFace standards.

Downloads last month: 42