Upload folder using huggingface_hub
Browse files
README.md
ADDED
@@ -0,0 +1,95 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
# For reference on dataset card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/datasetcard.md?plain=1
|
3 |
+
# Doc / guide: https://huggingface.co/docs/hub/datasets-cards
|
4 |
+
{}
|
5 |
+
---
|
6 |
+
|
7 |
+
# Dataset Card for ERA5 climate dataset
|
8 |
+
|
9 |
+
|
10 |
+
<!-- Provide a quick summary of the dataset. -->
|
11 |
+
|
12 |
+
This dataset is for reproducing [ClimODE](https://github.com/Aalto-QuML/ClimODE) results, which aims to model the climate efficiently with physics-inspired neural networks. It contains a 2004-2018 subset of the [weatherbench](https://dataserv.ub.tum.de/index.php/s/m1524895) data at 5.625deg granularity.
|
13 |
+
|
14 |
+
Made with :heart: from by students at [USI](https://www.usi.ch/it).
|
15 |
+
|
16 |
+
## Dataset Details
|
17 |
+
|
18 |
+
### Dataset Sources [optional]
|
19 |
+
|
20 |
+
<!-- Provide the basic links for the dataset. -->
|
21 |
+
|
22 |
+
- **Repository:** https://dataserv.ub.tum.de/index.php/s/m1524895
|
23 |
+
- **Paper** https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels
|
24 |
+
|
25 |
+
## Uses
|
26 |
+
|
27 |
+
Climate modeling and prediction
|
28 |
+
|
29 |
+
### Direct Use
|
30 |
+
|
31 |
+
<!-- This section describes suitable use cases for the dataset. -->
|
32 |
+
|
33 |
+
This dataset is used as a supporting resource in [Climode-reproducibility](https://github.com/tornikeo/climode-reproducibility) repository, which aims to reproduce and validate the original paper authors' claims.
|
34 |
+
|
35 |
+
## Dataset Structure
|
36 |
+
|
37 |
+
<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
|
38 |
+
|
39 |
+
The dataset is a set of `.nc` files. These can be read as follows:
|
40 |
+
|
41 |
+
```py
|
42 |
+
import xarray as xr
|
43 |
+
|
44 |
+
# Download the dataset from TornikeO/era5-5.625deg
|
45 |
+
|
46 |
+
data = xr.open_mfdataset(
|
47 |
+
'era5-5.625deg/geopotential_500/*.nc',
|
48 |
+
combine='by_coords')
|
49 |
+
data = data.resample(time="6H").nearest(tolerance="1H") # Setting data to be 6-hour cycles
|
50 |
+
data_global = data.sel(time=slice('2006','2018')).load() # select subset only
|
51 |
+
```
|
52 |
+
|
53 |
+
## Dataset Creation
|
54 |
+
|
55 |
+
|
56 |
+
### Source Data
|
57 |
+
|
58 |
+
<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
|
59 |
+
|
60 |
+
This dataset was generated by downloading [WeatherBench](https://dataserv.ub.tum.de/index.php/s/m1524895) data
|
61 |
+
#### Data Collection and Processing
|
62 |
+
|
63 |
+
<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
|
64 |
+
|
65 |
+
Dataset was downloaded and processed using python, with a simple , using [automated python download script](https://github.com/tornikeo/climode-reproducibility/blob/main/scripts/download.py).
|
66 |
+
|
67 |
+
## Citation [optional]
|
68 |
+
|
69 |
+
<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
|
70 |
+
|
71 |
+
**BibTeX:**
|
72 |
+
|
73 |
+
[More Information Needed]
|
74 |
+
|
75 |
+
**APA:**
|
76 |
+
|
77 |
+
[More Information Needed]
|
78 |
+
|
79 |
+
## Glossary [optional]
|
80 |
+
|
81 |
+
<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
|
82 |
+
|
83 |
+
[More Information Needed]
|
84 |
+
|
85 |
+
## More Information [optional]
|
86 |
+
|
87 |
+
[More Information Needed]
|
88 |
+
|
89 |
+
## Dataset Card Authors [optional]
|
90 |
+
|
91 |
+
The Sole author is [Tornike Onoprishvili](https://github.com/tornikeo/).
|
92 |
+
|
93 |
+
## Dataset Card Contact
|
94 |
+
|
95 |
+
[More Information Needed]
|