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Datasets:
rugds
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ditec-wdn

Tasks:
Graph Machine Learning
Time Series Forecasting
Modalities:
Tabular
Languages:
English
Size:
1B - 10B
Tags:
water
graph
distribution
network
benchmark
License:
Dataset card Data Studio Files Community
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---
license: cc-by-nc-4.0
task_categories:
- graph-ml
- time-series-forecasting
language:
- en
tags:
- water
- graph
- distribution
- network
- benchmark
pretty_name: GiDA
size_categories:
- n>1T
configs:
- config_name: 19PipeSystem_4GB_1Y_node
data_files:
- 19PipeSystem_4GB_1Y/node_*.parquet
- 19PipeSystem_4GB_1Y/junction_*.parquet
- 19PipeSystem_4GB_1Y/tank_*.parquet
- 19PipeSystem_4GB_1Y/reservoir_*.parquet
- config_name: 19PipeSystem_4GB_1Y_link
data_files:
- 19PipeSystem_4GB_1Y/link_*.parquet
- 19PipeSystem_4GB_1Y/pipe_*.parquet
- 19PipeSystem_4GB_1Y/powerpump_*.parquet
- 19PipeSystem_4GB_1Y/headpump_*.parquet
- 19PipeSystem_4GB_1Y/prv_*.parquet
- 19PipeSystem_4GB_1Y/psv_*.parquet
- 19PipeSystem_4GB_1Y/pbv_*.parquet
- 19PipeSystem_4GB_1Y/fcv_*.parquet
- 19PipeSystem_4GB_1Y/tcv_*.parquet
- 19PipeSystem_4GB_1Y/gpv_*.parquet
- config_name: epanet2_6GB_1Y_node
data_files:
- epanet2_6GB_1Y/node_*.parquet
- epanet2_6GB_1Y/junction_*.parquet
- epanet2_6GB_1Y/tank_*.parquet
- epanet2_6GB_1Y/reservoir_*.parquet
- config_name: Anytown_7GB_1Y_node
data_files:
- Anytown_7GB_1Y/node_*.parquet
- Anytown_7GB_1Y/junction_*.parquet
- Anytown_7GB_1Y/tank_*.parquet
- Anytown_7GB_1Y/reservoir_*.parquet
- config_name: Anytown_7GB_1Y_link
data_files:
- Anytown_7GB_1Y/link_*.parquet
- Anytown_7GB_1Y/pipe_*.parquet
- Anytown_7GB_1Y/powerpump_*.parquet
- Anytown_7GB_1Y/headpump_*.parquet
- Anytown_7GB_1Y/prv_*.parquet
- Anytown_7GB_1Y/psv_*.parquet
- Anytown_7GB_1Y/pbv_*.parquet
- Anytown_7GB_1Y/fcv_*.parquet
- Anytown_7GB_1Y/tcv_*.parquet
- Anytown_7GB_1Y/gpv_*.parquet
- config_name: balerma_101GB_1Y_node
data_files:
- balerma_101GB_1Y/node_*.parquet
- balerma_101GB_1Y/junction_*.parquet
- balerma_101GB_1Y/tank_*.parquet
- balerma_101GB_1Y/reservoir_*.parquet
- config_name: balerma_101GB_1Y_link
data_files:
- balerma_101GB_1Y/link_*.parquet
- balerma_101GB_1Y/pipe_*.parquet
- balerma_101GB_1Y/powerpump_*.parquet
- balerma_101GB_1Y/headpump_*.parquet
- balerma_101GB_1Y/prv_*.parquet
- balerma_101GB_1Y/psv_*.parquet
- balerma_101GB_1Y/pbv_*.parquet
- balerma_101GB_1Y/fcv_*.parquet
- balerma_101GB_1Y/tcv_*.parquet
- balerma_101GB_1Y/gpv_*.parquet
- config_name: CTOWN_1GB_24H_node
data_files:
- CTOWN_1GB_24H/node_*.parquet
- CTOWN_1GB_24H/junction_*.parquet
- CTOWN_1GB_24H/tank_*.parquet
- CTOWN_1GB_24H/reservoir_*.parquet
- config_name: CTOWN_1GB_24H_link
data_files:
- CTOWN_1GB_24H/link_*.parquet
- CTOWN_1GB_24H/pipe_*.parquet
- CTOWN_1GB_24H/powerpump_*.parquet
- CTOWN_1GB_24H/headpump_*.parquet
- CTOWN_1GB_24H/prv_*.parquet
- CTOWN_1GB_24H/psv_*.parquet
- CTOWN_1GB_24H/pbv_*.parquet
- CTOWN_1GB_24H/fcv_*.parquet
- CTOWN_1GB_24H/tcv_*.parquet
- CTOWN_1GB_24H/gpv_*.parquet
- config_name: d-town_1GB_24H_node
data_files:
- d-town_1GB_24H/node_*.parquet
- d-town_1GB_24H/junction_*.parquet
- d-town_1GB_24H/tank_*.parquet
- d-town_1GB_24H/reservoir_*.parquet
- config_name: d-town_1GB_24H_link
data_files:
- d-town_1GB_24H/link_*.parquet
- d-town_1GB_24H/pipe_*.parquet
- d-town_1GB_24H/powerpump_*.parquet
- d-town_1GB_24H/headpump_*.parquet
- d-town_1GB_24H/prv_*.parquet
- d-town_1GB_24H/psv_*.parquet
- d-town_1GB_24H/pbv_*.parquet
- d-town_1GB_24H/fcv_*.parquet
- d-town_1GB_24H/tcv_*.parquet
- d-town_1GB_24H/gpv_*.parquet
- config_name: EPANET-Net-3_23GB_1Y_node
data_files:
- EPANET-Net-3_23GB_1Y/node_*.parquet
- EPANET-Net-3_23GB_1Y/junction_*.parquet
- EPANET-Net-3_23GB_1Y/tank_*.parquet
- EPANET-Net-3_23GB_1Y/reservoir_*.parquet
- config_name: EPANET-Net-3_23GB_1Y_link
data_files:
- EPANET-Net-3_23GB_1Y/link_*.parquet
- EPANET-Net-3_23GB_1Y/pipe_*.parquet
- EPANET-Net-3_23GB_1Y/powerpump_*.parquet
- EPANET-Net-3_23GB_1Y/headpump_*.parquet
- EPANET-Net-3_23GB_1Y/prv_*.parquet
- EPANET-Net-3_23GB_1Y/psv_*.parquet
- EPANET-Net-3_23GB_1Y/pbv_*.parquet
- EPANET-Net-3_23GB_1Y/fcv_*.parquet
- EPANET-Net-3_23GB_1Y/tcv_*.parquet
- EPANET-Net-3_23GB_1Y/gpv_*.parquet
- config_name: EXN_2GB_24H_node
data_files:
- EXN_2GB_24H/node_*.parquet
- EXN_2GB_24H/junction_*.parquet
- EXN_2GB_24H/tank_*.parquet
- EXN_2GB_24H/reservoir_*.parquet
- config_name: EXN_2GB_24H_link
data_files:
- EXN_2GB_24H/link_*.parquet
- EXN_2GB_24H/pipe_*.parquet
- EXN_2GB_24H/powerpump_*.parquet
- EXN_2GB_24H/headpump_*.parquet
- EXN_2GB_24H/prv_*.parquet
- EXN_2GB_24H/psv_*.parquet
- EXN_2GB_24H/pbv_*.parquet
- EXN_2GB_24H/fcv_*.parquet
- EXN_2GB_24H/tcv_*.parquet
- EXN_2GB_24H/gpv_*.parquet
- config_name: FFCL-1_18GB_1Y_node
data_files:
- FFCL-1_18GB_1Y/node_*.parquet
- FFCL-1_18GB_1Y/junction_*.parquet
- FFCL-1_18GB_1Y/tank_*.parquet
- FFCL-1_18GB_1Y/reservoir_*.parquet
- config_name: FFCL-1_18GB_1Y_link
data_files:
- FFCL-1_18GB_1Y/link_*.parquet
- FFCL-1_18GB_1Y/pipe_*.parquet
- FFCL-1_18GB_1Y/powerpump_*.parquet
- FFCL-1_18GB_1Y/headpump_*.parquet
- FFCL-1_18GB_1Y/prv_*.parquet
- FFCL-1_18GB_1Y/psv_*.parquet
- FFCL-1_18GB_1Y/pbv_*.parquet
- FFCL-1_18GB_1Y/fcv_*.parquet
- FFCL-1_18GB_1Y/tcv_*.parquet
- FFCL-1_18GB_1Y/gpv_*.parquet
- config_name: foss-poly-1_10GB_1Y_node
data_files:
- foss-poly-1_10GB_1Y/node_*.parquet
- foss-poly-1_10GB_1Y/junction_*.parquet
- foss-poly-1_10GB_1Y/tank_*.parquet
- foss-poly-1_10GB_1Y/reservoir_*.parquet
- config_name: foss-poly-1_10GB_1Y_link
data_files:
- foss-poly-1_10GB_1Y/link_*.parquet
- foss-poly-1_10GB_1Y/pipe_*.parquet
- foss-poly-1_10GB_1Y/powerpump_*.parquet
- foss-poly-1_10GB_1Y/headpump_*.parquet
- foss-poly-1_10GB_1Y/prv_*.parquet
- foss-poly-1_10GB_1Y/psv_*.parquet
- foss-poly-1_10GB_1Y/pbv_*.parquet
- foss-poly-1_10GB_1Y/fcv_*.parquet
- foss-poly-1_10GB_1Y/tcv_*.parquet
- foss-poly-1_10GB_1Y/gpv_*.parquet
- config_name: FOWM_10GB_1Y_node
data_files:
- FOWM_10GB_1Y/node_*.parquet
- FOWM_10GB_1Y/junction_*.parquet
- FOWM_10GB_1Y/tank_*.parquet
- FOWM_10GB_1Y/reservoir_*.parquet
- config_name: FOWM_10GB_1Y_link
data_files:
- FOWM_10GB_1Y/link_*.parquet
- FOWM_10GB_1Y/pipe_*.parquet
- FOWM_10GB_1Y/powerpump_*.parquet
- FOWM_10GB_1Y/headpump_*.parquet
- FOWM_10GB_1Y/prv_*.parquet
- FOWM_10GB_1Y/psv_*.parquet
- FOWM_10GB_1Y/pbv_*.parquet
- FOWM_10GB_1Y/fcv_*.parquet
- FOWM_10GB_1Y/tcv_*.parquet
- FOWM_10GB_1Y/gpv_*.parquet
- config_name: hanoi_8GB_1Y_node
data_files:
- hanoi_8GB_1Y/node_*.parquet
- hanoi_8GB_1Y/junction_*.parquet
- hanoi_8GB_1Y/tank_*.parquet
- hanoi_8GB_1Y/reservoir_*.parquet
- config_name: hanoi_8GB_1Y_link
data_files:
- hanoi_8GB_1Y/link_*.parquet
- hanoi_8GB_1Y/pipe_*.parquet
- hanoi_8GB_1Y/powerpump_*.parquet
- hanoi_8GB_1Y/headpump_*.parquet
- hanoi_8GB_1Y/prv_*.parquet
- hanoi_8GB_1Y/psv_*.parquet
- hanoi_8GB_1Y/pbv_*.parquet
- hanoi_8GB_1Y/fcv_*.parquet
- hanoi_8GB_1Y/tcv_*.parquet
- hanoi_8GB_1Y/gpv_*.parquet
- config_name: Jilin_7GB_1Y_node
data_files:
- Jilin_7GB_1Y/node_*.parquet
- Jilin_7GB_1Y/junction_*.parquet
- Jilin_7GB_1Y/tank_*.parquet
- Jilin_7GB_1Y/reservoir_*.parquet
- config_name: Jilin_7GB_1Y_link
data_files:
- Jilin_7GB_1Y/link_*.parquet
- Jilin_7GB_1Y/pipe_*.parquet
- Jilin_7GB_1Y/powerpump_*.parquet
- Jilin_7GB_1Y/headpump_*.parquet
- Jilin_7GB_1Y/prv_*.parquet
- Jilin_7GB_1Y/psv_*.parquet
- Jilin_7GB_1Y/pbv_*.parquet
- Jilin_7GB_1Y/fcv_*.parquet
- Jilin_7GB_1Y/tcv_*.parquet
- Jilin_7GB_1Y/gpv_*.parquet
- config_name: KL_232GB_1Y_node
data_files:
- KL_232GB_1Y/node_*.parquet
- KL_232GB_1Y/junction_*.parquet
- KL_232GB_1Y/tank_*.parquet
- KL_232GB_1Y/reservoir_*.parquet
- config_name: KL_232GB_1Y_link
data_files:
- KL_232GB_1Y/link_*.parquet
- KL_232GB_1Y/pipe_*.parquet
- KL_232GB_1Y/powerpump_*.parquet
- KL_232GB_1Y/headpump_*.parquet
- KL_232GB_1Y/prv_*.parquet
- KL_232GB_1Y/psv_*.parquet
- KL_232GB_1Y/pbv_*.parquet
- KL_232GB_1Y/fcv_*.parquet
- KL_232GB_1Y/tcv_*.parquet
- KL_232GB_1Y/gpv_*.parquet
- config_name: ky10_1GB_24H_node
data_files:
- ky10_1GB_24H/node_*.parquet
- ky10_1GB_24H/junction_*.parquet
- ky10_1GB_24H/tank_*.parquet
- ky10_1GB_24H/reservoir_*.parquet
- config_name: ky10_1GB_24H_link
data_files:
- ky10_1GB_24H/link_*.parquet
- ky10_1GB_24H/pipe_*.parquet
- ky10_1GB_24H/powerpump_*.parquet
- ky10_1GB_24H/headpump_*.parquet
- ky10_1GB_24H/prv_*.parquet
- ky10_1GB_24H/psv_*.parquet
- ky10_1GB_24H/pbv_*.parquet
- ky10_1GB_24H/fcv_*.parquet
- ky10_1GB_24H/tcv_*.parquet
- ky10_1GB_24H/gpv_*.parquet
- config_name: ky1_199GB_1Y_node
data_files:
- ky1_199GB_1Y/node_*.parquet
- ky1_199GB_1Y/junction_*.parquet
- ky1_199GB_1Y/tank_*.parquet
- ky1_199GB_1Y/reservoir_*.parquet
- config_name: ky1_199GB_1Y_link
data_files:
- ky1_199GB_1Y/link_*.parquet
- ky1_199GB_1Y/pipe_*.parquet
- ky1_199GB_1Y/powerpump_*.parquet
- ky1_199GB_1Y/headpump_*.parquet
- ky1_199GB_1Y/prv_*.parquet
- ky1_199GB_1Y/psv_*.parquet
- ky1_199GB_1Y/pbv_*.parquet
- ky1_199GB_1Y/fcv_*.parquet
- ky1_199GB_1Y/tcv_*.parquet
- ky1_199GB_1Y/gpv_*.parquet
- config_name: ky13_1GB_24H_node
data_files:
- ky13_1GB_24H/node_*.parquet
- ky13_1GB_24H/junction_*.parquet
- ky13_1GB_24H/tank_*.parquet
- ky13_1GB_24H/reservoir_*.parquet
- config_name: ky13_1GB_24H_link
data_files:
- ky13_1GB_24H/link_*.parquet
- ky13_1GB_24H/pipe_*.parquet
- ky13_1GB_24H/powerpump_*.parquet
- ky13_1GB_24H/headpump_*.parquet
- ky13_1GB_24H/prv_*.parquet
- ky13_1GB_24H/psv_*.parquet
- ky13_1GB_24H/pbv_*.parquet
- ky13_1GB_24H/fcv_*.parquet
- ky13_1GB_24H/tcv_*.parquet
- ky13_1GB_24H/gpv_*.parquet
- config_name: ky14_1GB_24H_node
data_files:
- ky14_1GB_24H/node_*.parquet
- ky14_1GB_24H/junction_*.parquet
- ky14_1GB_24H/tank_*.parquet
- ky14_1GB_24H/reservoir_*.parquet
- config_name: ky14_1GB_24H_link
data_files:
- ky14_1GB_24H/link_*.parquet
- ky14_1GB_24H/pipe_*.parquet
- ky14_1GB_24H/powerpump_*.parquet
- ky14_1GB_24H/headpump_*.parquet
- ky14_1GB_24H/prv_*.parquet
- ky14_1GB_24H/psv_*.parquet
- ky14_1GB_24H/pbv_*.parquet
- ky14_1GB_24H/fcv_*.parquet
- ky14_1GB_24H/tcv_*.parquet
- ky14_1GB_24H/gpv_*.parquet
- config_name: ky16_1GB_24H_node
data_files:
- ky16_1GB_24H/node_*.parquet
- ky16_1GB_24H/junction_*.parquet
- ky16_1GB_24H/tank_*.parquet
- ky16_1GB_24H/reservoir_*.parquet
- config_name: ky16_1GB_24H_link
data_files:
- ky16_1GB_24H/link_*.parquet
- ky16_1GB_24H/pipe_*.parquet
- ky16_1GB_24H/powerpump_*.parquet
- ky16_1GB_24H/headpump_*.parquet
- ky16_1GB_24H/prv_*.parquet
- ky16_1GB_24H/psv_*.parquet
- ky16_1GB_24H/pbv_*.parquet
- ky16_1GB_24H/fcv_*.parquet
- ky16_1GB_24H/tcv_*.parquet
- ky16_1GB_24H/gpv_*.parquet
- config_name: ky18_190GB_1Y_node
data_files:
- ky18_190GB_1Y/node_*.parquet
- ky18_190GB_1Y/junction_*.parquet
- ky18_190GB_1Y/tank_*.parquet
- ky18_190GB_1Y/reservoir_*.parquet
- config_name: ky18_190GB_1Y_link
data_files:
- ky18_190GB_1Y/link_*.parquet
- ky18_190GB_1Y/pipe_*.parquet
- ky18_190GB_1Y/powerpump_*.parquet
- ky18_190GB_1Y/headpump_*.parquet
- ky18_190GB_1Y/prv_*.parquet
- ky18_190GB_1Y/psv_*.parquet
- ky18_190GB_1Y/pbv_*.parquet
- ky18_190GB_1Y/fcv_*.parquet
- ky18_190GB_1Y/tcv_*.parquet
- ky18_190GB_1Y/gpv_*.parquet
- config_name: ky2_217GB_1Y_node
data_files:
- ky2_217GB_1Y/node_*.parquet
- ky2_217GB_1Y/junction_*.parquet
- ky2_217GB_1Y/tank_*.parquet
- ky2_217GB_1Y/reservoir_*.parquet
- config_name: ky2_217GB_1Y_link
data_files:
- ky2_217GB_1Y/link_*.parquet
- ky2_217GB_1Y/pipe_*.parquet
- ky2_217GB_1Y/powerpump_*.parquet
- ky2_217GB_1Y/headpump_*.parquet
- ky2_217GB_1Y/prv_*.parquet
- ky2_217GB_1Y/psv_*.parquet
- ky2_217GB_1Y/pbv_*.parquet
- ky2_217GB_1Y/fcv_*.parquet
- ky2_217GB_1Y/tcv_*.parquet
- ky2_217GB_1Y/gpv_*.parquet
- config_name: ky24_52GB_1Y_node
data_files:
- ky24_52GB_1Y/node_*.parquet
- ky24_52GB_1Y/junction_*.parquet
- ky24_52GB_1Y/tank_*.parquet
- ky24_52GB_1Y/reservoir_*.parquet
- config_name: ky24_52GB_1Y_link
data_files:
- ky24_52GB_1Y/link_*.parquet
- ky24_52GB_1Y/pipe_*.parquet
- ky24_52GB_1Y/powerpump_*.parquet
- ky24_52GB_1Y/headpump_*.parquet
- ky24_52GB_1Y/prv_*.parquet
- ky24_52GB_1Y/psv_*.parquet
- ky24_52GB_1Y/pbv_*.parquet
- ky24_52GB_1Y/fcv_*.parquet
- ky24_52GB_1Y/tcv_*.parquet
- ky24_52GB_1Y/gpv_*.parquet
- config_name: ky3_69GB_1Y_node
data_files:
- ky3_69GB_1Y/node_*.parquet
- ky3_69GB_1Y/junction_*.parquet
- ky3_69GB_1Y/tank_*.parquet
- ky3_69GB_1Y/reservoir_*.parquet
- config_name: ky3_69GB_1Y_link
data_files:
- ky3_69GB_1Y/link_*.parquet
- ky3_69GB_1Y/pipe_*.parquet
- ky3_69GB_1Y/powerpump_*.parquet
- ky3_69GB_1Y/headpump_*.parquet
- ky3_69GB_1Y/prv_*.parquet
- ky3_69GB_1Y/psv_*.parquet
- ky3_69GB_1Y/pbv_*.parquet
- ky3_69GB_1Y/fcv_*.parquet
- ky3_69GB_1Y/tcv_*.parquet
- ky3_69GB_1Y/gpv_*.parquet
- config_name: ky4_239GB_1Y_node
data_files:
- ky4_239GB_1Y/node_*.parquet
- ky4_239GB_1Y/junction_*.parquet
- ky4_239GB_1Y/tank_*.parquet
- ky4_239GB_1Y/reservoir_*.parquet
- config_name: ky4_239GB_1Y_link
data_files:
- ky4_239GB_1Y/link_*.parquet
- ky4_239GB_1Y/pipe_*.parquet
- ky4_239GB_1Y/powerpump_*.parquet
- ky4_239GB_1Y/headpump_*.parquet
- ky4_239GB_1Y/prv_*.parquet
- ky4_239GB_1Y/psv_*.parquet
- ky4_239GB_1Y/pbv_*.parquet
- ky4_239GB_1Y/fcv_*.parquet
- ky4_239GB_1Y/tcv_*.parquet
- ky4_239GB_1Y/gpv_*.parquet
- config_name: ky5_1GB_24H_node
data_files:
- ky5_1GB_24H/node_*.parquet
- ky5_1GB_24H/junction_*.parquet
- ky5_1GB_24H/tank_*.parquet
- ky5_1GB_24H/reservoir_*.parquet
- config_name: ky5_1GB_24H_link
data_files:
- ky5_1GB_24H/link_*.parquet
- ky5_1GB_24H/pipe_*.parquet
- ky5_1GB_24H/powerpump_*.parquet
- ky5_1GB_24H/headpump_*.parquet
- ky5_1GB_24H/prv_*.parquet
- ky5_1GB_24H/psv_*.parquet
- ky5_1GB_24H/pbv_*.parquet
- ky5_1GB_24H/fcv_*.parquet
- ky5_1GB_24H/tcv_*.parquet
- ky5_1GB_24H/gpv_*.parquet
- config_name: ky6_103GB_1Y_node
data_files:
- ky6_103GB_1Y/node_*.parquet
- ky6_103GB_1Y/junction_*.parquet
- ky6_103GB_1Y/tank_*.parquet
- ky6_103GB_1Y/reservoir_*.parquet
- config_name: ky6_103GB_1Y_link
data_files:
- ky6_103GB_1Y/link_*.parquet
- ky6_103GB_1Y/pipe_*.parquet
- ky6_103GB_1Y/powerpump_*.parquet
- ky6_103GB_1Y/headpump_*.parquet
- ky6_103GB_1Y/prv_*.parquet
- ky6_103GB_1Y/psv_*.parquet
- ky6_103GB_1Y/pbv_*.parquet
- ky6_103GB_1Y/fcv_*.parquet
- ky6_103GB_1Y/tcv_*.parquet
- ky6_103GB_1Y/gpv_*.parquet
- config_name: ky7_122GB_1Y_node
data_files:
- ky7_122GB_1Y/node_*.parquet
- ky7_122GB_1Y/junction_*.parquet
- ky7_122GB_1Y/tank_*.parquet
- ky7_122GB_1Y/reservoir_*.parquet
- config_name: ky7_122GB_1Y_link
data_files:
- ky7_122GB_1Y/link_*.parquet
- ky7_122GB_1Y/pipe_*.parquet
- ky7_122GB_1Y/powerpump_*.parquet
- ky7_122GB_1Y/headpump_*.parquet
- ky7_122GB_1Y/prv_*.parquet
- ky7_122GB_1Y/psv_*.parquet
- ky7_122GB_1Y/pbv_*.parquet
- ky7_122GB_1Y/fcv_*.parquet
- ky7_122GB_1Y/tcv_*.parquet
- ky7_122GB_1Y/gpv_*.parquet
- config_name: ky8_2GB_24H_node
data_files:
- ky8_2GB_24H/node_*.parquet
- ky8_2GB_24H/junction_*.parquet
- ky8_2GB_24H/tank_*.parquet
- ky8_2GB_24H/reservoir_*.parquet
- config_name: ky8_2GB_24H_link
data_files:
- ky8_2GB_24H/link_*.parquet
- ky8_2GB_24H/pipe_*.parquet
- ky8_2GB_24H/powerpump_*.parquet
- ky8_2GB_24H/headpump_*.parquet
- ky8_2GB_24H/prv_*.parquet
- ky8_2GB_24H/psv_*.parquet
- ky8_2GB_24H/pbv_*.parquet
- ky8_2GB_24H/fcv_*.parquet
- ky8_2GB_24H/tcv_*.parquet
- ky8_2GB_24H/gpv_*.parquet
- config_name: large_3GB_24H_node
data_files:
- large_3GB_24H/node_*.parquet
- large_3GB_24H/junction_*.parquet
- large_3GB_24H/tank_*.parquet
- large_3GB_24H/reservoir_*.parquet
- config_name: large_3GB_24H_link
data_files:
- large_3GB_24H/link_*.parquet
- large_3GB_24H/pipe_*.parquet
- large_3GB_24H/powerpump_*.parquet
- large_3GB_24H/headpump_*.parquet
- large_3GB_24H/prv_*.parquet
- large_3GB_24H/psv_*.parquet
- large_3GB_24H/pbv_*.parquet
- large_3GB_24H/fcv_*.parquet
- large_3GB_24H/tcv_*.parquet
- large_3GB_24H/gpv_*.parquet
- config_name: L-TOWN_155GB_1Y_node
data_files:
- L-TOWN_155GB_1Y/node_*.parquet
- L-TOWN_155GB_1Y/junction_*.parquet
- L-TOWN_155GB_1Y/tank_*.parquet
- L-TOWN_155GB_1Y/reservoir_*.parquet
- config_name: L-TOWN_155GB_1Y_link
data_files:
- L-TOWN_155GB_1Y/link_*.parquet
- L-TOWN_155GB_1Y/pipe_*.parquet
- L-TOWN_155GB_1Y/powerpump_*.parquet
- L-TOWN_155GB_1Y/headpump_*.parquet
- L-TOWN_155GB_1Y/prv_*.parquet
- L-TOWN_155GB_1Y/psv_*.parquet
- L-TOWN_155GB_1Y/pbv_*.parquet
- L-TOWN_155GB_1Y/fcv_*.parquet
- L-TOWN_155GB_1Y/tcv_*.parquet
- L-TOWN_155GB_1Y/gpv_*.parquet
- config_name: modena_64GB_1Y_node
data_files:
- modena_64GB_1Y/node_*.parquet
- modena_64GB_1Y/junction_*.parquet
- modena_64GB_1Y/tank_*.parquet
- modena_64GB_1Y/reservoir_*.parquet
- config_name: modena_64GB_1Y_link
data_files:
- modena_64GB_1Y/link_*.parquet
- modena_64GB_1Y/pipe_*.parquet
- modena_64GB_1Y/powerpump_*.parquet
- modena_64GB_1Y/headpump_*.parquet
- modena_64GB_1Y/prv_*.parquet
- modena_64GB_1Y/psv_*.parquet
- modena_64GB_1Y/pbv_*.parquet
- modena_64GB_1Y/fcv_*.parquet
- modena_64GB_1Y/tcv_*.parquet
- modena_64GB_1Y/gpv_*.parquet
- config_name: new-york_6GB_1Y_node
data_files:
- new-york_6GB_1Y/node_*.parquet
- new-york_6GB_1Y/junction_*.parquet
- new-york_6GB_1Y/tank_*.parquet
- new-york_6GB_1Y/reservoir_*.parquet
- config_name: new-york_6GB_1Y_link
data_files:
- new-york_6GB_1Y/link_*.parquet
- new-york_6GB_1Y/pipe_*.parquet
- new-york_6GB_1Y/powerpump_*.parquet
- new-york_6GB_1Y/headpump_*.parquet
- new-york_6GB_1Y/prv_*.parquet
- new-york_6GB_1Y/psv_*.parquet
- new-york_6GB_1Y/pbv_*.parquet
- new-york_6GB_1Y/fcv_*.parquet
- new-york_6GB_1Y/tcv_*.parquet
- new-york_6GB_1Y/gpv_*.parquet
- config_name: NPCL-1_72GB_1Y_node
data_files:
- NPCL-1_72GB_1Y/node_*.parquet
- NPCL-1_72GB_1Y/junction_*.parquet
- NPCL-1_72GB_1Y/tank_*.parquet
- NPCL-1_72GB_1Y/reservoir_*.parquet
- config_name: NPCL-1_72GB_1Y_link
data_files:
- NPCL-1_72GB_1Y/link_*.parquet
- NPCL-1_72GB_1Y/pipe_*.parquet
- NPCL-1_72GB_1Y/powerpump_*.parquet
- NPCL-1_72GB_1Y/headpump_*.parquet
- NPCL-1_72GB_1Y/prv_*.parquet
- NPCL-1_72GB_1Y/psv_*.parquet
- NPCL-1_72GB_1Y/pbv_*.parquet
- NPCL-1_72GB_1Y/fcv_*.parquet
- NPCL-1_72GB_1Y/tcv_*.parquet
- NPCL-1_72GB_1Y/gpv_*.parquet
- config_name: OBCL-1_60GB_1_node
data_files:
- OBCL-1_60GB_1/node_*.parquet
- OBCL-1_60GB_1/junction_*.parquet
- OBCL-1_60GB_1/tank_*.parquet
- OBCL-1_60GB_1/reservoir_*.parquet
- config_name: OBCL-1_60GB_1_link
data_files:
- OBCL-1_60GB_1/link_*.parquet
- OBCL-1_60GB_1/pipe_*.parquet
- OBCL-1_60GB_1/powerpump_*.parquet
- OBCL-1_60GB_1/headpump_*.parquet
- OBCL-1_60GB_1/prv_*.parquet
- OBCL-1_60GB_1/psv_*.parquet
- OBCL-1_60GB_1/pbv_*.parquet
- OBCL-1_60GB_1/fcv_*.parquet
- OBCL-1_60GB_1/tcv_*.parquet
- OBCL-1_60GB_1/gpv_*.parquet
- config_name: RuralNetwork_93GB_1Y_node
data_files:
- RuralNetwork_93GB_1Y/node_*.parquet
- RuralNetwork_93GB_1Y/junction_*.parquet
- RuralNetwork_93GB_1Y/tank_*.parquet
- RuralNetwork_93GB_1Y/reservoir_*.parquet
- config_name: RuralNetwork_93GB_1Y_link
data_files:
- RuralNetwork_93GB_1Y/link_*.parquet
- RuralNetwork_93GB_1Y/pipe_*.parquet
- RuralNetwork_93GB_1Y/powerpump_*.parquet
- RuralNetwork_93GB_1Y/headpump_*.parquet
- RuralNetwork_93GB_1Y/prv_*.parquet
- RuralNetwork_93GB_1Y/psv_*.parquet
- RuralNetwork_93GB_1Y/pbv_*.parquet
- RuralNetwork_93GB_1Y/fcv_*.parquet
- RuralNetwork_93GB_1Y/tcv_*.parquet
- RuralNetwork_93GB_1Y/gpv_*.parquet
- config_name: WA1_27GB_1Y_node
data_files:
- WA1_27GB_1Y/node_*.parquet
- WA1_27GB_1Y/junction_*.parquet
- WA1_27GB_1Y/tank_*.parquet
- WA1_27GB_1Y/reservoir_*.parquet
- config_name: WA1_27GB_1Y_link
data_files:
- WA1_27GB_1Y/link_*.parquet
- WA1_27GB_1Y/pipe_*.parquet
- WA1_27GB_1Y/powerpump_*.parquet
- WA1_27GB_1Y/headpump_*.parquet
- WA1_27GB_1Y/prv_*.parquet
- WA1_27GB_1Y/psv_*.parquet
- WA1_27GB_1Y/pbv_*.parquet
- WA1_27GB_1Y/fcv_*.parquet
- WA1_27GB_1Y/tcv_*.parquet
- WA1_27GB_1Y/gpv_*.parquet
- config_name: ZJ_31GB_1Y_node
data_files:
- ZJ_31GB_1Y/node_*.parquet
- ZJ_31GB_1Y/junction_*.parquet
- ZJ_31GB_1Y/tank_*.parquet
- ZJ_31GB_1Y/reservoir_*.parquet
- config_name: ZJ_31GB_1Y_link
data_files:
- ZJ_31GB_1Y/link_*.parquet
- ZJ_31GB_1Y/pipe_*.parquet
- ZJ_31GB_1Y/powerpump_*.parquet
- ZJ_31GB_1Y/headpump_*.parquet
- ZJ_31GB_1Y/prv_*.parquet
- ZJ_31GB_1Y/psv_*.parquet
- ZJ_31GB_1Y/pbv_*.parquet
- ZJ_31GB_1Y/fcv_*.parquet
- ZJ_31GB_1Y/tcv_*.parquet
- ZJ_31GB_1Y/gpv_*.parquet
---
--
# Dataset Card for DiTEC-WDN
## Table of Contents
- [Table of Contents](#table-of-contents)
- [Dataset Description](#dataset-description)
- [Dataset Summary](#dataset-summary)
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
- [Languages](#languages)
- [Dataset Structure](#dataset-structure)
- [Data Instances](#data-instances)
- [Data Fields](#data-fields)
- [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
- [Curation Rationale](#curation-rationale)
- [Source Data](#source-data)
- [Annotations](#annotations)
- [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Considerations for Using the Data](#considerations-for-using-the-data)
- [Social Impact of Dataset](#social-impact-of-dataset)
- [Discussion of Biases](#discussion-of-biases)
- [Other Known Limitations](#other-known-limitations)
- [Additional Information](#additional-information)
- [Dataset Curators](#dataset-curators)
- [Licensing Information](#licensing-information)
- [Citation Information](#citation-information)
- [Contributions](#contributions)
## Dataset Description
- **Homepage:** [https://ditec-project.github.io/DiTEC_WDN_dataset/](https://ditec-project.github.io/DiTEC_WDN_dataset)
- **Repository:** [https://github.com/DiTEC-project/DiTEC_WDN_dataset](https://github.com/DiTEC-project/DiTEC_WDN_dataset)
- **Paper:** Update later!
- **Leaderboard:** Update later!
- **Point of Contact:** [Huy Truong](mailto:[email protected])
### Dataset Summary
[More Information Needed]
### Supported Tasks and Leaderboards
* `graph-ml`: The dataset can be used to train a model for graph-related tasks, including node-level, link-level, and graph-level regressions.
* `time-series-forecasting`: The dataset can be used to train a model for time series forecasting tasks, including multivariate state estimation and next state forecasting.
Success on both tasks is typically measured by achieving:\
(1) low Mean Absolute Error (MAE)\
(2) low Mean Absolute Percentage Error (MAPE)\
(3) low (Root) Mean Squared Error (RMSE/MSE)\
(4) high coefficient of determination (R**2)\
(5) high Nash–Sutcliffe Efficiency (NSE)
### Languages
`en`
## Dataset Structure
### Data Instances
[More Information Needed]
### Data Fields
[More Information Needed]
### Data Splits
[More Information Needed]
## Dataset Creation
### Curation Rationale
The dataset is designed to (1) encourage open scientific research in the fundamental field of water, (2) eliminate the risk of exposing sensitive data while addressing strict privacy concerns that hinder advancements in machine learning, and (3) fulfill the need for a large-scale water distribution network benchmark for study comparisons and scenario analysis.
### Source Data
The source data consists of simulation metadata files (.INP) collected from public resources. However, we retain only topology and component names, discarding all hydraulic-related values (e.g., elevation, demand time series, diameter, etc). These discarded values are later re-synthesized by our generator. As a result, the dataset contains no real or sensitive information from the original metadata or real-world systems.
#### Initial Data Collection and Normalization
The list below describes the original water distribution networks:
| Network | Reference |
|-------------------------|-------------|
| 19 Pipe System |[More Information Needed]|
| Anytown |[More_Information_Needed]|
| New York |[More_Information_Needed]|
| Jilin |[More_Information_Needed]|
| Hanoi |[More_Information_Needed]|
| Foss Poly 1 |[More_Information_Needed]|
| FOWM |[More_Information_Needed]|
| EPANET Net 3 |[More_Information_Needed]|
| FFCL-1 |[More_Information_Needed]|
| ZJ |[More_Information_Needed]|
| WA1 |[More_Information_Needed]|
| OBCL-1|[More_Information_Needed]|
| Modena|[More_Information_Needed]|
| ky3|[More_Information_Needed]|
| ky24_v|[More_Information_Needed]|
| NPCL-1 |[More_Information_Needed]|
| ky14 |[More_Information_Needed]|
| Rural Network|[More_Information_Needed]|
| c-town|[More_Information_Needed]|
| d-town|[More_Information_Needed]|
| ky5|[More_Information_Needed]|
| balerma|[More_Information_Needed]|
| ky7|[More_Information_Needed]|
| ky6|[More_Information_Needed]|
| ky18|[More_Information_Needed]|
| ky13|[More_Information_Needed]|
| l-Town|[More_Information_Needed]|
| ky16|[More_Information_Needed]|
| ky1|[More_Information_Needed]|
| ky2|[More_Information_Needed]|
| ky10|[More_Information_Needed]|
| KL|[More_Information_Needed]|
| ky4|[More_Information_Needed]|
| ky8|[More_Information_Needed]|
| EXN|[More_Information_Needed]|
| large|[More_Information_Needed]|
#### Who are the source language producers?
The dataset was machine-generated. The process detail could be found in the co-existence paper (see [Citation Information](#citation-information)).
### Annotations
#### Annotation process
N/a
#### Who are the annotators?
N/a
### Personal and Sensitive Information
The dataset does not contain any sensitive information.
## Considerations for Using the Data
### Social Impact of Dataset
[More Information Needed]
### Discussion of Biases
[More Information Needed]
### Other Known Limitations
The known limitations have been discussed in the binding paper. Please see [Citation Information](#citation-information).
## Additional Information
### Dataset Curators
This work is funded by the project DiTEC: Digital Twin for Evolutionary Changes in Water Networks (NWO 19454).
### Licensing Information
CC-BY-4.0
### Citation Information
For the dataset usage, please consider this citation:
```
@misc{huy2025dwd}{
title={DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks},
author={Huy Truong and Andr\'{e}s Tello and Alexander Lazovik and Victoria Degeler},
year={2025},
note = {HT and AT contributed equally to this work. The dataset is linked to a paper submitted to *Nature Scientific Data*.}
}
```
### Contributions
We thank the Center for Information Technology of the University of Groningen for their support and for providing access to the Hábrók high performance computing cluster.