Datasets:
Add TsFile (converted from daniel-dona/ree-data)
Browse files- .gitattributes +4 -0
- README.md +95 -0
- ree_data_1.tsfile +3 -0
- ree_data_2.tsfile +3 -0
- ree_data_3.tsfile +3 -0
- ree_data_4.tsfile +3 -0
- source_dataset_card.md +98 -0
.gitattributes
CHANGED
|
@@ -58,3 +58,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 58 |
# Video files - compressed
|
| 59 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 60 |
*.webm filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 58 |
# Video files - compressed
|
| 59 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 60 |
*.webm filter=lfs diff=lfs merge=lfs -text
|
| 61 |
+
ree_data_1.tsfile filter=lfs diff=lfs merge=lfs -text
|
| 62 |
+
ree_data_2.tsfile filter=lfs diff=lfs merge=lfs -text
|
| 63 |
+
ree_data_3.tsfile filter=lfs diff=lfs merge=lfs -text
|
| 64 |
+
ree_data_4.tsfile filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,95 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-4.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- time-series-forecasting
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
- es
|
| 8 |
+
tags:
|
| 9 |
+
- tsfile
|
| 10 |
+
- timeseries
|
| 11 |
+
- electricity
|
| 12 |
+
- energy
|
| 13 |
+
- spain
|
| 14 |
+
- iberia
|
| 15 |
+
- generation
|
| 16 |
+
- demand
|
| 17 |
+
- time-series
|
| 18 |
+
- renewables
|
| 19 |
+
- power-grid
|
| 20 |
+
- format:tsfile
|
| 21 |
+
pretty_name: REE Iberian Peninsula Electricity Generation (2008–2026) (TsFile)
|
| 22 |
+
size_categories:
|
| 23 |
+
- 1M<n<10M
|
| 24 |
+
configs:
|
| 25 |
+
- config_name: default
|
| 26 |
+
data_files:
|
| 27 |
+
- split: ree_data_1
|
| 28 |
+
path: ree_data_1.tsfile
|
| 29 |
+
- split: ree_data_2
|
| 30 |
+
path: ree_data_2.tsfile
|
| 31 |
+
- split: ree_data_3
|
| 32 |
+
path: ree_data_3.tsfile
|
| 33 |
+
- split: ree_data_4
|
| 34 |
+
path: ree_data_4.tsfile
|
| 35 |
+
---
|
| 36 |
+
|
| 37 |
+
# REE Iberian Peninsula Electricity Generation (2008–2026) (TsFile)
|
| 38 |
+
|
| 39 |
+
Apache TsFile version of [`daniel-dona/ree-data`](https://huggingface.co/datasets/daniel-dona/ree-data).
|
| 40 |
+
|
| 41 |
+
## Overview
|
| 42 |
+
|
| 43 |
+
Electricity **demand and generation by source** for the Iberian Peninsula, sourced from [REE (Red Eléctrica de España)](https://www.ree.es/). Covers **2008–present** at **5-minute resolution**, fully deduplicated.
|
| 44 |
+
|
| 45 |
+
- **Tables:** `ree_data`
|
| 46 |
+
- **Rows:** 1,931,443 across 1 TsFile table(s).
|
| 47 |
+
- `ree_data`: 1,931,443 rows, 2007-12-31 21:00:00 → 2026-05-14 11:15:00 (UTC)
|
| 48 |
+
|
| 49 |
+
## Schema (TsFile structure)
|
| 50 |
+
|
| 51 |
+
### `ree_data.tsfile`
|
| 52 |
+
|
| 53 |
+
- **Time** (INT64, milliseconds) — the source `ts` timestamp as INT64 milliseconds.
|
| 54 |
+
- **TAG**: none — the table is a single device / single series.
|
| 55 |
+
- **FIELD** (37): `dem` (int64), `eol` (int64), `nuc` (int64), `gf` (int64), `car` (int64), `cc` (int64), `hid` (int64), `aut` (int64), `inter` (int64), `icb` (int64), `sol` (int64), `solFot` (int64), `solTer` (int64), `termRenov` (int64), `cogenResto` (int64), `expAnd` (int64), `expMar` (int64), `expPor` (int64), `expFra` (int64), `expTot` (int64), `impFra` (int64), `impPor` (int64), `impMar` (int64), `impAnd` (int64), `impTot` (int64), `conb` (int64), `turb` (int64), `gnhd` (int64), `bat` (int64), `consBat` (int64), `dif` (int64), `vap` (int64), `year` (int32), `month` (int32), `day` (int32), `hour` (int32), `date` (string)
|
| 56 |
+
|
| 57 |
+
## Conversion notes
|
| 58 |
+
|
| 59 |
+
- The source is a single `train` split stored as two Parquet shards; both shards are concatenated into the single TsFile `ree_data.tsfile` (the split is preserved, not mixed with any other split).
|
| 60 |
+
- Time is the source `ts` timestamp (hourly, Spanish peninsular time) as INT64 milliseconds. The redundant calendar columns `year`/`month`/`day`/`hour`/`date` are kept as FIELDs.
|
| 61 |
+
- Single device (the Spanish peninsular system), no TAG column; all 38 source columns kept.
|
| 62 |
+
|
| 63 |
+
## Usage
|
| 64 |
+
|
| 65 |
+
Install the Apache TsFile Python SDK (`pip install tsfile`) and read a converted file:
|
| 66 |
+
|
| 67 |
+
```python
|
| 68 |
+
from pathlib import Path
|
| 69 |
+
from tsfile import TsFileReader
|
| 70 |
+
|
| 71 |
+
path = Path("ree_data_1.tsfile")
|
| 72 |
+
with TsFileReader(str(path)) as reader:
|
| 73 |
+
schemas = reader.get_all_table_schemas()
|
| 74 |
+
print("tables:", list(schemas))
|
| 75 |
+
table_name = next(iter(schemas))
|
| 76 |
+
table = schemas[table_name]
|
| 77 |
+
columns = [column.get_column_name() for column in table.get_columns()]
|
| 78 |
+
print("columns:", columns)
|
| 79 |
+
field_names = [
|
| 80 |
+
column.get_column_name()
|
| 81 |
+
for column in table.get_columns()
|
| 82 |
+
if column.get_column_name() not in {"Time", "time"}
|
| 83 |
+
]
|
| 84 |
+
if field_names:
|
| 85 |
+
with reader.query_table(table_name, field_names[:3], batch_size=1024) as result:
|
| 86 |
+
batch = result.read_arrow_batch()
|
| 87 |
+
if batch is not None:
|
| 88 |
+
print(batch.to_pandas().head())
|
| 89 |
+
```
|
| 90 |
+
|
| 91 |
+
## Source & license
|
| 92 |
+
|
| 93 |
+
- Original dataset: [`daniel-dona/ree-data`](https://huggingface.co/datasets/daniel-dona/ree-data)
|
| 94 |
+
- Source card title / publisher: REE Iberian Peninsula Electricity Generation (2008–2026)
|
| 95 |
+
- License: cc-by-4.0 (as declared by the original dataset).
|
ree_data_1.tsfile
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f15c956f1aa7ea9598f0d7b93c2fddd7c3a4cbc6de3e0a498fb772a76ea63c1a
|
| 3 |
+
size 5248918
|
ree_data_2.tsfile
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:574ecec38789080f527150fb69c2c9f8d479d253272012c63d820abfddfaa65e
|
| 3 |
+
size 6266031
|
ree_data_3.tsfile
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a138f3e90efee60d71224f611fb3160436f9fc0470b32bbd22426775da096963
|
| 3 |
+
size 6870065
|
ree_data_4.tsfile
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e675c01e6dfa716e601eabc13b9cc6e05743ce0a1469bb3f5128385edc25e230
|
| 3 |
+
size 9057107
|
source_dataset_card.md
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
- es
|
| 5 |
+
pretty_name: "REE Iberian Peninsula Electricity Generation (2008–2026)"
|
| 6 |
+
tags:
|
| 7 |
+
- electricity
|
| 8 |
+
- energy
|
| 9 |
+
- spain
|
| 10 |
+
- iberia
|
| 11 |
+
- generation
|
| 12 |
+
- demand
|
| 13 |
+
- time-series
|
| 14 |
+
- renewables
|
| 15 |
+
- power-grid
|
| 16 |
+
size_categories:
|
| 17 |
+
- 1M<n<10M
|
| 18 |
+
task_categories:
|
| 19 |
+
- time-series-forecasting
|
| 20 |
+
license: cc-by-4.0
|
| 21 |
+
---
|
| 22 |
+
|
| 23 |
+
# REE Iberian Peninsula Electricity Generation
|
| 24 |
+
|
| 25 |
+
Electricity **demand and generation by source** for the Iberian Peninsula, sourced from [REE (Red Eléctrica de España)](https://www.ree.es/). Covers **2008–present** at **5-minute resolution**, fully deduplicated.
|
| 26 |
+
|
| 27 |
+
## Dataset Summary
|
| 28 |
+
|
| 29 |
+
- **1,931,443 rows** × 38 columns
|
| 30 |
+
- **Date range**: 2007-12-31 → 2026-05-14
|
| 31 |
+
- **Resolution**: 5 minutes
|
| 32 |
+
|
| 33 |
+
## Columns
|
| 34 |
+
|
| 35 |
+
33 columns from the REE API, plus `ts` (timestamp). All values in **MW**.
|
| 36 |
+
|
| 37 |
+
| Column | Description |
|
| 38 |
+
|---|---|
|
| 39 |
+
| `dem` | Total electricity demand |
|
| 40 |
+
| `eol` | Wind (Eólica) |
|
| 41 |
+
| `nuc` | Nuclear |
|
| 42 |
+
| `gf` | Natural gas (Gas natural) |
|
| 43 |
+
| `car` | Coal (Carbón) |
|
| 44 |
+
| `cc` | Combined cycle (Ciclo combinado) |
|
| 45 |
+
| `hid` | Hydropower (Hidráulica) — can be negative (net pumping) |
|
| 46 |
+
| `sol` | Solar (legacy total; may overlap with `solFot` + `solTer`) |
|
| 47 |
+
| `solFot` | Solar photovoltaic |
|
| 48 |
+
| `solTer` | Solar thermal |
|
| 49 |
+
| `termRenov` | Renewable thermal (biomass) |
|
| 50 |
+
| `cogenResto` | Cogeneration & other |
|
| 51 |
+
| `aut` | Self-generation (Autogeneración) |
|
| 52 |
+
| `conb` | Pumped storage consumption |
|
| 53 |
+
| `turb` | Pumped storage generation |
|
| 54 |
+
| `gnhd` | Non-distributable hydro minus pumping |
|
| 55 |
+
| `bat` | Battery discharge |
|
| 56 |
+
| `consBat` | Battery charging |
|
| 57 |
+
| `vap` | Steam (Vapor) |
|
| 58 |
+
| `inter` | Net international exchange (positive = export) |
|
| 59 |
+
| `icb` | Islanded consumption blocks |
|
| 60 |
+
| `expAnd` / `expMar` / `expPor` / `expFra` / `expTot` | Exports by destination / total |
|
| 61 |
+
| `impFra` / `impPor` / `impMar` / `impAnd` / `impTot` | Imports by origin / total |
|
| 62 |
+
| `dif` | Balancing difference |
|
| 63 |
+
|
| 64 |
+
## Column History
|
| 65 |
+
|
| 66 |
+
The API schema has always contained all 33 columns, but several transitioned from zero to active (or vice versa) as infrastructure was built or reporting changed:
|
| 67 |
+
|
| 68 |
+
| Column(s) | Change | Date |
|
| 69 |
+
|---|---|---|
|
| 70 |
+
| `icb` | zero → active | 2013-02-28 08:50 |
|
| 71 |
+
| `sol` | zero → active (solar aggregate) | 2013-07-24 09:10 |
|
| 72 |
+
| `solFot`, `solTer` | zero → active (solar split into PV + thermal; `sol` kept as legacy aggregate) | 2015-04-30 22:00 |
|
| 73 |
+
| `termRenov`, `cogenResto` | zero → active | 2015-04-30 22:00 |
|
| 74 |
+
| `gnhd`, `conb` | zero → active (pumped storage detail) | 2022-01-25 |
|
| 75 |
+
| `turb` | zero → active (pumped storage turbine) | 2024-09-19 08:45 |
|
| 76 |
+
| `exp*`, `imp*` | zero → active (per-country exchange breakdown) | 2024-09-18 02:00 |
|
| 77 |
+
| `bat`, `consBat`, `dif` | zero → active (grid-scale batteries) | 2024-10-24 |
|
| 78 |
+
| `vap` | zero → active (steam generation) | 2025-07-14 14:00 |
|
| 79 |
+
| `gf` | active → zero (natural gas fuel discontinued) | 2024-10-01 13:00 |
|
| 80 |
+
| `aut` | active → zero (self-generation reporting discontinued) | 2025-12-11 11:10 |
|
| 81 |
+
|
| 82 |
+
## Usage
|
| 83 |
+
|
| 84 |
+
```python
|
| 85 |
+
from datasets import load_dataset
|
| 86 |
+
|
| 87 |
+
ds = load_dataset("daniel-dona/ree-data")
|
| 88 |
+
```
|
| 89 |
+
|
| 90 |
+
## Notes
|
| 91 |
+
|
| 92 |
+
- **`hid` negative values** indicate net pumping (pumps consume more than turbines generate).
|
| 93 |
+
- **`sol` vs `solFot`/`solTer`**: `sol` is a legacy aggregate. Prefer `solFot` + `solTer` for accurate solar.
|
| 94 |
+
- Static snapshot as of 2026-05-14.
|
| 95 |
+
|
| 96 |
+
## License
|
| 97 |
+
|
| 98 |
+
**CC-BY-4.0**. Underlying data published by [REE](https://www.ree.es/) as open data.
|