Published March 4, 2024 | Version v1
Dataset Open

CKW Smart Meter Data

  • 1. Lucerne University of Applied Sciences and Arts

Description

Overview

The CKW Group is a distribution system operator that supplies more than 200,000 end customers in Central Switzerland. Since October 2022, CKW publishes anonymised and aggregated data from smart meters that measure electricity consumption in canton Lucerne. This unique dataset is accessible in the ckw.ch/opendata platform.

  • Data set A - anonimised smart meter data
  • Data set B - aggregated smart meter data

Contents of this data set

This data set contains a small sample of the CKW data set A sorted per smart meter ID, stored as parquet files named with the id field of the corresponding smart meter anonymised data. Example: 027ceb7b8fd77a4b11b3b497e9f0b174.parquet

The orginal CKW data is available for download at https://open.data.axpo.com/%24web/index.html#dataset-a as a (gzip-compressed) csv files, which are are split into one file per calendar month. The columns in the files csv are:

  • id: the anonymized counter ID (text)
  • timestamp: the UTC time at the beginning of a 15-minute time window to which the consumption refers (ISO-8601 timestamp)
  • value_kwh: the consumption in kWh in the time window under consideration (float)

In this archive, data from: 

| Dateigrösse | Export Datum | Zeitraum | Dateiname |
| ----------- | ------------ | -------- | --------- |
| 4.2GiB | 2024-04-20 | 202402 | ckw_opendata_smartmeter_dataset_a_202402.csv.gz |
| 4.5GiB | 2024-03-21 | 202401 | ckw_opendata_smartmeter_dataset_a_202401.csv.gz |
| 4.5GiB | 2024-02-20 | 202312 | ckw_opendata_smartmeter_dataset_a_202312.csv.gz |
| 4.4GiB | 2024-01-20 | 202311 | ckw_opendata_smartmeter_dataset_a_202311.csv.gz |
| 4.5GiB | 2023-12-20 | 202310 | ckw_opendata_smartmeter_dataset_a_202310.csv.gz |
| 4.4GiB | 2023-11-20 | 202309 | ckw_opendata_smartmeter_dataset_a_202309.csv.gz |
| 4.5GiB | 2023-10-20 | 202308 | ckw_opendata_smartmeter_dataset_a_202308.csv.gz |
| 4.6GiB | 2023-09-20 | 202307 | ckw_opendata_smartmeter_dataset_a_202307.csv.gz |
| 4.4GiB | 2023-08-20 | 202306 | ckw_opendata_smartmeter_dataset_a_202306.csv.gz |
| 4.6GiB | 2023-07-20 | 202305 | ckw_opendata_smartmeter_dataset_a_202305.csv.gz |
| 3.3GiB | 2023-06-20 | 202304 | ckw_opendata_smartmeter_dataset_a_202304.csv.gz |
| 4.6GiB | 2023-05-24 | 202303 | ckw_opendata_smartmeter_dataset_a_202303.csv.gz |
| 4.2GiB | 2023-04-20 | 202302 | ckw_opendata_smartmeter_dataset_a_202302.csv.gz |
| 4.7GiB | 2023-03-20 | 202301 | ckw_opendata_smartmeter_dataset_a_202301.csv.gz |
| 4.6GiB | 2023-03-15 | 202212 | ckw_opendata_smartmeter_dataset_a_202212.csv.gz |
| 4.3GiB | 2023-03-15 | 202211 | ckw_opendata_smartmeter_dataset_a_202211.csv.gz |
| 4.4GiB | 2023-03-15 | 202210 | ckw_opendata_smartmeter_dataset_a_202210.csv.gz |
| 4.3GiB | 2023-03-15 | 202209 | ckw_opendata_smartmeter_dataset_a_202209.csv.gz |
| 4.4GiB | 2023-03-15 | 202208 | ckw_opendata_smartmeter_dataset_a_202208.csv.gz |
| 4.4GiB | 2023-03-15 | 202207 | ckw_opendata_smartmeter_dataset_a_202207.csv.gz |
| 4.2GiB | 2023-03-15 | 202206 | ckw_opendata_smartmeter_dataset_a_202206.csv.gz |
| 4.3GiB | 2023-03-15 | 202205 | ckw_opendata_smartmeter_dataset_a_202205.csv.gz |
| 4.2GiB | 2023-03-15 | 202204 | ckw_opendata_smartmeter_dataset_a_202204.csv.gz |
| 4.1GiB | 2023-03-15 | 202203 | ckw_opendata_smartmeter_dataset_a_202203.csv.gz |
| 3.5GiB | 2023-03-15 | 202202 | ckw_opendata_smartmeter_dataset_a_202202.csv.gz |
| 3.7GiB | 2023-03-15 | 202201 | ckw_opendata_smartmeter_dataset_a_202201.csv.gz |
| 3.5GiB | 2023-03-15 | 202112 | ckw_opendata_smartmeter_dataset_a_202112.csv.gz |
| 3.1GiB | 2023-03-15 | 202111 | ckw_opendata_smartmeter_dataset_a_202111.csv.gz |
| 3.0GiB | 2023-03-15 | 202110 | ckw_opendata_smartmeter_dataset_a_202110.csv.gz |
| 2.7GiB | 2023-03-15 | 202109 | ckw_opendata_smartmeter_dataset_a_202109.csv.gz |
| 2.6GiB | 2023-03-15 | 202108 | ckw_opendata_smartmeter_dataset_a_202108.csv.gz |
| 2.4GiB | 2023-03-15 | 202107 | ckw_opendata_smartmeter_dataset_a_202107.csv.gz |
| 2.1GiB | 2023-03-15 | 202106 | ckw_opendata_smartmeter_dataset_a_202106.csv.gz |
| 2.0GiB | 2023-03-15 | 202105 | ckw_opendata_smartmeter_dataset_a_202105.csv.gz |
| 1.7GiB | 2023-03-15 | 202104 | ckw_opendata_smartmeter_dataset_a_202104.csv.gz |
| 1.6GiB | 2023-03-15 | 202103 | ckw_opendata_smartmeter_dataset_a_202103.csv.gz |
| 1.3GiB | 2023-03-15 | 202102 | ckw_opendata_smartmeter_dataset_a_202102.csv.gz |
| 1.3GiB | 2023-03-15 | 202101 | ckw_opendata_smartmeter_dataset_a_202101.csv.gz |

was processed into partitioned parquet files, and then organised by id into parquet files with data from single smart meters. 

A small sample of all the smart meters data above, are archived in the cloud public cloud space of AISOP project https://os.zhdk.cloud.switch.ch/swift/v1/aisop_public/ckw/ts/batch_0424/batch_0424.zip and also here is this public record. For access to the complete data contact the authors of this archive.

It consists of the following parquet files:

| Size | Date | Name |
|------|------|------|
| 1.0M | Mar 4 12:18 | 027ceb7b8fd77a4b11b3b497e9f0b174.parquet |
| 979K | Mar 4 12:18 | 03a4af696ff6a5c049736e9614f18b1b.parquet |
| 1.0M | Mar 4 12:18 | 03654abddf9a1b26f5fbbeea362a96ed.parquet |
| 1.0M | Mar 4 12:18 | 03acebcc4e7d39b6df5c72e01a3c35a6.parquet |
| 1.0M | Mar 4 12:18 | 039e60e1d03c2afd071085bdbd84bb69.parquet |
| 931K | Mar 4 12:18 | 036877a1563f01e6e830298c193071a6.parquet |
| 1.0M | Mar 4 12:18 | 02e45872f30f5a6a33972e8c3ba9c2e5.parquet |
| 662K | Mar 4 12:18 | 03a25f298431549a6bc0b1a58eca1f34.parquet |
| 635K | Mar 4 12:18 | 029a46275625a3cefc1f56b985067d15.parquet |
| 1.0M | Mar 4 12:18 | 0301309d6d1e06c60b4899061deb7abd.parquet |
| 1.0M | Mar 4 12:18 | 0291e323d7b1eb76bf680f6e800c2594.parquet |
| 1.0M | Mar 4 12:18 | 0298e58930c24010bbe2777c01b7644a.parquet |
| 1.0M | Mar 4 12:18 | 0362c5f3685febf367ebea62fbc88590.parquet |
| 1.0M | Mar 4 12:18 | 0390835d05372cb66f6cd4ca662399e8.parquet |
| 1.0M | Mar 4 12:18 | 02f670f059e1f834dfb8ba809c13a210.parquet |
| 987K | Mar 4 12:18 | 02af749aaf8feb59df7e78d5e5d550e0.parquet |
| 996K | Mar 4 12:18 | 0311d3c1d08ee0af3edda4dc260421d1.parquet |
| 1.0M | Mar 4 12:18 | 030a707019326e90b0ee3f35bde666e0.parquet |
| 955K | Mar 4 12:18 | 033441231b277b283191e0e1194d81e2.parquet |
| 995K | Mar 4 12:18 | 0317b0417d1ec91b5c243be854da8a86.parquet |
| 1.0M | Mar 4 12:18 | 02ef4e49b6fb50f62a043fb79118d980.parquet |
| 1.0M | Mar 4 12:18 | 0340ad82e9946be45b5401fc6a215bf3.parquet |
| 974K | Mar 4 12:18 | 03764b3b9a65886c3aacdbc85d952b19.parquet |
| 1.0M | Mar 4 12:18 | 039723cb9e421c5cbe5cff66d06cb4b6.parquet |
| 1.0M | Mar 4 12:18 | 0282f16ed6ef0035dc2313b853ff3f68.parquet |
| 1.0M | Mar 4 12:18 | 032495d70369c6e64ab0c4086583bee2.parquet |
| 900K | Mar 4 12:18 | 02c56641571fc9bc37448ce707c80d3d.parquet |
| 1.0M | Mar 4 12:18 | 027b7b950689c337d311094755697a8f.parquet |
| 1.0M | Mar 4 12:18 | 02af272adccf45b6cdd4a7050c979f9f.parquet |
| 927K | Mar 4 12:18 | 02fc9a3b2b0871d3b6a1e4f8fe415186.parquet |
| 1.0M | Mar 4 12:18 | 03872674e2a78371ce4dfa5921561a8c.parquet |
| 881K | Mar 4 12:18 | 0344a09d90dbfa77481c5140bb376992.parquet |
| 1.0M | Mar 4 12:18 | 0351503e2b529f53bdae15c7fbd56fc0.parquet |
| 1.0M | Mar 4 12:18 | 033fe9c3a9ca39001af68366da98257c.parquet |
| 1.0M | Mar 4 12:18 | 02e70a1c64bd2da7eb0d62be870ae0d6.parquet |
| 1.0M | Mar 4 12:18 | 0296385692c9de5d2320326eaa000453.parquet |
| 962K | Mar 4 12:18 | 035254738f1cc8a31075d9fbe3ec2132.parquet |
| 991K | Mar 4 12:18 | 02e78f0d6a8fb96050053e188bf0f07c.parquet |
| 1.0M | Mar 4 12:18 | 039e4f37ed301110f506f551482d0337.parquet |
| 961K | Mar 4 12:18 | 039e2581430703b39c359dc62924a4eb.parquet |
| 999K | Mar 4 12:18 | 02c6f7e4b559a25d05b595cbb5626270.parquet |
| 1.0M | Mar 4 12:18 | 02dd91468360700a5b9514b109afb504.parquet |
| 938K | Mar 4 12:18 | 02e99c6bb9d3ca833adec796a232bac0.parquet |
| 589K | Mar 4 12:18 | 03aef63e26a0bdbce4a45d7cf6f0c6f8.parquet |
| 1.0M | Mar 4 12:18 | 02d1ca48a66a57b8625754d6a31f53c7.parquet |
| 1.0M | Mar 4 12:18 | 03af9ebf0457e1d451b83fa123f20a12.parquet |
| 1.0M | Mar 4 12:18 | 0289efb0e712486f00f52078d6c64a5b.parquet |
| 1.0M | Mar 4 12:18 | 03466ed913455c281ffeeaa80abdfff6.parquet |
| 1.0M | Mar 4 12:18 | 032d6f4b34da58dba02afdf5dab3e016.parquet |
| 1.0M | Mar 4 12:18 | 03406854f35a4181f4b0778bb5fc010c.parquet |
| 1.0M | Mar 4 12:18 | 0345fc286238bcea5b2b9849738c53a2.parquet |
| 1.0M | Mar 4 12:18 | 029ff5169155b57140821a920ad67c7e.parquet |
| 985K | Mar 4 12:18 | 02e4c9f3518f079ec4e5133acccb2635.parquet |
| 1.0M | Mar 4 12:18 | 03917c4f2aef487dc20238777ac5fdae.parquet |
| 969K | Mar 4 12:18 | 03aae0ab38cebcb160e389b2138f50da.parquet |
| 914K | Mar 4 12:18 | 02bf87b07b64fb5be54f9385880b9dc1.parquet |
| 1.0M | Mar 4 12:18 | 02776685a085c4b785a3885ef81d427a.parquet |
| 947K | Mar 4 12:18 | 02f5a82af5a5ffac2fe7551bf4a0a1aa.parquet |
| 992K | Mar 4 12:18 | 039670174dbc12e1ae217764c96bbeb3.parquet |
| 1.0M | Mar 4 12:18 | 037700bf3e272245329d9385bb458bac.parquet |
| 602K | Mar 4 12:18 | 0388916cdb86b12507548b1366554e16.parquet |
| 939K | Mar 4 12:18 | 02ccbadea8d2d897e0d4af9fb3ed9a8e.parquet |
| 1.0M | Mar 4 12:18 | 02dc3f4fb7aec02ba689ad437d8bc459.parquet |
| 1.0M | Mar 4 12:18 | 02cf12e01cd20d38f51b4223e53d3355.parquet |
| 993K | Mar 4 12:18 | 0371f79d154c00f9e3e39c27bab2b426.parquet |

where each file contains data from a single smart meter. 

Acknowledgement

The AISOP project (https://aisopproject.com/) received funding in the framework of the Joint Programming Platform Smart Energy Systems from European Union's Horizon 2020 research and innovation programme under grant agreement No 883973. ERA-Net Smart Energy Systems joint call on digital transformation for green energy transition.

Files

batch_0424.zip

Files (41.9 MB)

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