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diff --git a/OBCL-1_60GB_1Y/pipe_roughness-0-static_input.parquet b/OBCL-1_60GB_1Y/pipe_roughness-0-static_input.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2ef4631ed72ba0e138c3a55682e7e489534dbe53
--- /dev/null
+++ b/OBCL-1_60GB_1Y/pipe_roughness-0-static_input.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05eaef2aed2fa9ab8f3b51d4ce8d27a227c69c27eb3ffd0137e4f1511a0d7806
+size 2866438
diff --git a/OBCL-1_60GB_1Y/reservoir_base_head-0-static_input.parquet b/OBCL-1_60GB_1Y/reservoir_base_head-0-static_input.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..05083770804cc0da2e68d37a815427f6cc67d9e6
--- /dev/null
+++ b/OBCL-1_60GB_1Y/reservoir_base_head-0-static_input.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f49faf09a9a57b28ae1a2c95e34667aba7a2ef4d8c8a27b3beb90394c309a0e
+size 61421
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..d95bb0f17e9d73ffc735abe413e265a993bb1f0d
--- /dev/null
+++ b/README.md
@@ -0,0 +1,909 @@
+---
+license: cc-by-4.0
+task_categories:
+- graph-ml
+- time-series-forecasting
+language:
+- en
+tags:
+- water
+- graph
+- distribution
+- network
+- benchmark
+- time-series
+- parquet
+pretty_name: dwd
+size_categories:
+- n>1T
+modalities:
+- timeseries
+- time-series
+dataset_format: parquet
+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:** [https://www.arxiv.org/abs/2503.17167](https://www.arxiv.org/abs/2503.17167)
+- **Leaderboard:** Update later!
+- **Point of Contact:** [Huy Truong](mailto:h.c.truong@rug.nl)
+
+### Dataset Summary
+**DiTEC-WDN Dataset** consists of 36 Water Distribution Networks (WDNs). Each network has unique 1,000 *scenarios* with distinct characteristics.
+*Scenario* represents a timeseries of directed shared-topology *graphs*, referred to as *states* or *snapshots*. In terms of `graph-ml`, it can be seen as a spatiotemporal graph where nodes and edges are multivariate time series. 
+
+A *node* can represent a *reservoir*, *junction*, or *tank*, while an *edge* refers to a *pipe*, *pump*, or *valve*. Notably, this dataset specifies concrete valve types, including *PSV*, *PBV*, *FCV*, *TCV*, and *GPV*. In addition, pump has two distinct types: *head pump* and *power pump*.   
+Each component has its own parameters, as listed in the below table:
+
+| Component                                    | Parameter        | Type             | Unit                           |
+|-----------------------------------------------|------------------|------------------|--------------------------------|
+| Head pump, Power pump, Pipe, PRV, PSV, FCV, TCV | Initial Status   | Static (Category) | -                              |
+| Head pump, Power pump                         | Base speed       | Static (Float)   | -                              |
+| Head pump, Power pump                         | Efficiency X     | Curve            | SIFU¹                          |
+| Head pump, Power pump                         | Efficiency Y     | Curve            | %                              |
+| Head pump                                     | Pump curve X     | Curve            | SIFU                           |
+| Head pump                                     | Pump curve Y     | Curve            | m                              |
+| Head pump                                     | Energy pattern   | Pattern          | kW-hours                       |
+| Power pump                                    | Power            | Static (Float)   | kW                             |
+| Pipe                                          | Diameter         | Static (Float)   | m                              |
+| Pipe                                          | Minor loss       | Static (Float)   | -                              |
+| Pipe                                          | Roughness        | Static (Float)   | mm (DW²) / - (Otherwise)       |
+| Pipe                                          | Length           | Static (Float)   | m                              |
+| PRV                                           | Initial Setting  | Static (Float)   | m                              |
+| PSV                                           | Initial Setting  | Static (Float)   | m                              |
+| FCV                                           | Initial Setting  | Static (Float)   | SIFU                           |
+| TCV                                           | Initial Setting  | Static (Float)   | -                              |
+| Tank                                          | Elevation        | Static (Float)   | m                              |
+| Tank                                          | Diameter         | Static (Float)   | m                              |
+| Tank                                          | Initial level    | Static (Float)   | m                              |
+| Tank                                          | Minimum volume   | Static (Float)   | m³                             |
+| Junction                                      | Input demand     | Pattern          | SIFU                           |
+| Junction                                      | Elevation        | Static (Float)   | m                              |
+| Reservoir                                     | Base head        | Static (Float)   | m                              |
+| Reservoir                                     | Head pattern     | Pattern          | m                              |
+
+¹ SIFU stands for SI Flow Units including LPS, LPM, MLD, CMH, and CMD.  
+² DW refers to Darcy-Weisbach headloss equation.  
+
+#### Parameter-oriented dataset
+
+For general usage, user may want to download a single parameter of a specific component in a concrete network. This can be done in this example code:
+```python
+from datasets import load_dataset
+raw_dataset = load_dataset(path="rugds/ditec-wdn", data_files="EXN_2GB_24H/junction_elevation*")
+```
+The downloaded subset is *pressure* values of all *junctions* in network *EXN*. 
+User should check out the [file structure](https://huggingface.co/datasets/rugds/ditec-wdn/tree/main) to observe available parameters in each WDN folder.
+
+#### Component-based dataset
+
+For those who download all parameters w.r.t. a generic component type (*node* or *link*), we recommend the list of 72 configs in this `README.md`. 
+The naming format is `<network_name>_<storage_size>_<duration>_<general_component>`. 
+Please ensure sufficient storage before processing the dataset.
+Let's see this example:
+```python
+from datasets import load_dataset
+raw_dataset = load_dataset(path="rugds/ditec-wdn", name="EXN_2GB_24H_node")
+```
+This will download `parquet` files containing nodal features of the network *EXN*. 
+Note that this action merges all parameters regardless of their type, so user should pay attention to the shape.
+
+#### PyTorch(PyG) dataset
+
+We also support a data interface to provide a parameter-mergable and ready-to-use dataset for PyTorch users. 
+The interface and examples can be found in our official [GitHub](https://github.com/DiTEC-project/DiTEC_WDN_dataset). 
+
+#### Miscellaneous information
+All metadata, such as profiler info, simulation and optimization configurations, and network topology, is included in every Parquet file for a given WDN.
+To access it, user should retrieve a target WDN folder, pick a (light-weight) parquet file, and read its metadata using *pyarrow* libary.
+We provide a snippet supporting this as follows:
+```python
+import tempfile
+from huggingface_hub import hf_hub_download
+import pyarrow.parquet as pq
+def get_metadata(parquet_path: str, path: str = "rugds/ditec-wdn", key: str = "attrs") -> dict:
+    with tempfile.TemporaryDirectory(dir="data", ignore_cleanup_errors=True) as dirpath:
+        parquet_path = hf_hub_download(repo_id=path, repo_type="dataset", filename=parquet_path, local_dir=dirpath)
+        metadata = pq.read_metadata(parquet_path)
+        binary_meta_dict = metadata.metadata
+        bkey = key.encode()
+        if bkey in binary_meta_dict:
+            attrs = binary_meta_dict[bkey].decode()
+            return attrs
+        else:
+            print("Error! Key not found!")
+            return {}
+```
+
+
+### 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 briefly describes the original water distribution networks:
+
+| **WDN** | **Junctions** | **Pipes** | **Reservoirs** | **Tanks** | **Pumps** | **Patterns** | 
+|---------|------------|-------|------------|-------|-------|---------|
+| ky1 [Jolly2014] | 856 | 985 | 1 | 2 | 1 | 2 | 
+| ky2 [Jolly2014] |  811 | 1125 | 1 | 3 | 1 | 3 |
+| ky3 [Jolly2014] | 269 | 371 | 3 | 3 | 5 | 3 |
+| ky4 [Jolly2014] | 959 | 1158 | 1 | 4 | 2 | 3 |
+| ky5 [Jolly2014] | 420 | 505 | 4 | 3 | 9 | 3 |
+| ky6 [Jolly2014] |  543 | 647 | 2 | 3 | 2 | 4 |
+| ky7 [Jolly2014] | 481 | 604 | 1 | 3 | 1 | 4 |
+| ky8 [Jolly2014] |  1325 | 1618 | 2 | 5 | 4 | 4 |
+| ky10 [Jolly2014] | 920 | 1061 | 2 | 13 | 13 | 4 |
+| ky13 [Jolly2014] | 778 | 944 | 2 | 5 | 4 | 3 |
+| ky14 [Jolly2014] | 377 | 553 | 4 | 3 | 5 | 3 |
+| ky16 [Jolly2014] | 791 | 915 | 3 | 4 | 7 | 3 |
+| ky18 [Jolly2014] |  772 | 917 | 4 | 0 | 3 | 9 |
+| ky24_v [Jolly2014] | 288 | 292 | 2 | 0 | 0 | 3 |
+| 19 Pipe System [Wood1972]| 12 | 21 | 2 | 0 | 0 | 3 |
+| Anytown [Walski1987] | 19 | 41 | 3 | 0 | 1 | 1 |
+| new_york [Schaake1969]| 19 | 42 | 1 | 0 | 0 | 4 |
+| Jilin [Bi2014]  | 27 | 34 | 1 | 0 | 0 | 1 |
+| hanoi [Fujiwara1990]  | 31 | 34 | 1 | 0 | 0 | 0 |
+| fossolo [Bragalli2008]| 36 | 58 | 1 | 0 | 0 | 0 |
+| FOWM [Walski2005] | 44 | 49 | 1 | 0 | 0 | 0 |
+| EPANET Net 3 [Clark1995]  | 92 | 119 | 2 | 3 | 2 | 5 |
+| FFCL-1 [Rossman1996] | 111 | 126 | 0 | 1 | 0 | 3 |
+| Zhi Jiang [Zheng2011]  | 113 | 164 | 1 | 0 | 0 | 0 |
+| WA1 [Vasconcelos1997] | 121 | 169 | 0 | 2 | 0 | 6 |
+| OBCL-1 [Vasconcelos1997]| 262 | 289 | 1 | 0 | 1 | 5 |
+| modena [Bragalli2008] | 268 | 317 | 4 | 0 | 0 | 0 |
+| NPCL-1 [Clark1994] | 337 | 399 | 0 | 2 | 0 | 17 |
+| Marchi Rural [Marchi2014] | 379 | 476 | 2 | 0 | 0 | 0 |
+| CTOWN [Ostfeld2012]| 388 | 444 | 1 | 7 | 11 | 5 |
+| d-town [Marchi2014]| 399 | 459 | 1 | 7 | 11 | 5 |
+| balerma [Reca2006]| 443 | 454 | 4 | 0 | 0 | 0 |
+| L-TOWN [Vrachimis2020]| 782 | 909 | 2 | 1 | 1 | 107 |
+| KL [Kang2012] | 935 | 1274 | 1 | 0 | 0 | 0 |
+| Exnet [Farmani2004]| 1891 | 2467 | 2 | 0 | 0 | 0 |
+| Large [Sitzenfrei2023] | 3557 | 4021 | 1 | 0 | 0 | 0 |
+
+Their INPs are available [here](https://github.com/DiTEC-project/DiTEC_WDN_dataset/tree/main/ditec_wdn_dataset/inputs/public).
+Please note that the files were employed exclusively for optimization, not included in the dataset, as each scenario corresponds to a distinct INP file theoretically.
+
+#### 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)).
+
+## 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 cite this:
+
+```
+@article{truong2025dwd,
+  author    = {Huy Truong and Andr{\'e}s Tello and Alexander Lazovik and Victoria Degeler},
+  title     = {DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks},
+  journal   = {Scientific Data},
+  year      = {2025},
+  volume    = {12},
+  number    = {1},
+  pages     = {1733},
+  doi       = {10.1038/s41597-025-06026-0},
+  url       = {https://doi.org/10.1038/s41597-025-06026-0},
+  issn      = {2052-4463}
+}
+```
+
+### 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.
\ No newline at end of file
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