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Datasets:
rugds
/
ditec-wdn

Tasks:
Graph Machine Learning
Time Series Forecasting
Modalities:
Tabular
Languages:
English
Size:
1B - 10B
ArXiv:
Tags:
water
graph
distribution
network
benchmark
time-series
License:
Dataset card Data Studio Files Community
1
huy-truong commited on
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1
+ ---
2
+ license: mit
3
+ task_categories:
4
+ - graph-ml
5
+ - time-series-forecasting
6
+ language:
7
+ - en
8
+ tags:
9
+ - water
10
+ - graph
11
+ - distribution
12
+ - network
13
+ - benchmark
14
+ pretty_name: GiDA
15
+ size_categories:
16
+ - n>1T
17
+ configs:
18
+ - config_name: 19PipeSystem_4GB_1Y_node
19
+ data_files:
20
+ - 19PipeSystem_4GB_1Y/node_*.parquet
21
+ - 19PipeSystem_4GB_1Y/junction_*.parquet
22
+ - 19PipeSystem_4GB_1Y/tank_*.parquet
23
+ - 19PipeSystem_4GB_1Y/reservoir_*.parquet
24
+ - config_name: 19PipeSystem_4GB_1Y_link
25
+ data_files:
26
+ - 19PipeSystem_4GB_1Y/link_*.parquet
27
+ - 19PipeSystem_4GB_1Y/pipe_*.parquet
28
+ - 19PipeSystem_4GB_1Y/powerpump_*.parquet
29
+ - 19PipeSystem_4GB_1Y/headpump_*.parquet
30
+ - 19PipeSystem_4GB_1Y/prv_*.parquet
31
+ - 19PipeSystem_4GB_1Y/psv_*.parquet
32
+ - 19PipeSystem_4GB_1Y/pbv_*.parquet
33
+ - 19PipeSystem_4GB_1Y/fcv_*.parquet
34
+ - 19PipeSystem_4GB_1Y/tcv_*.parquet
35
+ - 19PipeSystem_4GB_1Y/gpv_*.parquet
36
+ - config_name: epanet2_6GB_1Y_node
37
+ data_files:
38
+ - epanet2_6GB_1Y/node_*.parquet
39
+ - epanet2_6GB_1Y/junction_*.parquet
40
+ - epanet2_6GB_1Y/tank_*.parquet
41
+ - epanet2_6GB_1Y/reservoir_*.parquet
42
+
43
+ - config_name: Anytown_7GB_1Y_node
44
+ data_files:
45
+ - Anytown_7GB_1Y/node_*.parquet
46
+ - Anytown_7GB_1Y/junction_*.parquet
47
+ - Anytown_7GB_1Y/tank_*.parquet
48
+ - Anytown_7GB_1Y/reservoir_*.parquet
49
+ - config_name: Anytown_7GB_1Y_link
50
+ data_files:
51
+ - Anytown_7GB_1Y/link_*.parquet
52
+ - Anytown_7GB_1Y/pipe_*.parquet
53
+ - Anytown_7GB_1Y/powerpump_*.parquet
54
+ - Anytown_7GB_1Y/headpump_*.parquet
55
+ - Anytown_7GB_1Y/prv_*.parquet
56
+ - Anytown_7GB_1Y/psv_*.parquet
57
+ - Anytown_7GB_1Y/pbv_*.parquet
58
+ - Anytown_7GB_1Y/fcv_*.parquet
59
+ - Anytown_7GB_1Y/tcv_*.parquet
60
+ - Anytown_7GB_1Y/gpv_*.parquet
61
+
62
+ - config_name: balerma_101GB_1Y_node
63
+ data_files:
64
+ - balerma_101GB_1Y/node_*.parquet
65
+ - balerma_101GB_1Y/junction_*.parquet
66
+ - balerma_101GB_1Y/tank_*.parquet
67
+ - balerma_101GB_1Y/reservoir_*.parquet
68
+ - config_name: balerma_101GB_1Y_link
69
+ data_files:
70
+ - balerma_101GB_1Y/link_*.parquet
71
+ - balerma_101GB_1Y/pipe_*.parquet
72
+ - balerma_101GB_1Y/powerpump_*.parquet
73
+ - balerma_101GB_1Y/headpump_*.parquet
74
+ - balerma_101GB_1Y/prv_*.parquet
75
+ - balerma_101GB_1Y/psv_*.parquet
76
+ - balerma_101GB_1Y/pbv_*.parquet
77
+ - balerma_101GB_1Y/fcv_*.parquet
78
+ - balerma_101GB_1Y/tcv_*.parquet
79
+ - balerma_101GB_1Y/gpv_*.parquet
80
+
81
+ - config_name: CTOWN_1GB_24H_node
82
+ data_files:
83
+ - CTOWN_1GB_24H/node_*.parquet
84
+ - CTOWN_1GB_24H/junction_*.parquet
85
+ - CTOWN_1GB_24H/tank_*.parquet
86
+ - CTOWN_1GB_24H/reservoir_*.parquet
87
+ - config_name: CTOWN_1GB_24H_link
88
+ data_files:
89
+ - CTOWN_1GB_24H/link_*.parquet
90
+ - CTOWN_1GB_24H/pipe_*.parquet
91
+ - CTOWN_1GB_24H/powerpump_*.parquet
92
+ - CTOWN_1GB_24H/headpump_*.parquet
93
+ - CTOWN_1GB_24H/prv_*.parquet
94
+ - CTOWN_1GB_24H/psv_*.parquet
95
+ - CTOWN_1GB_24H/pbv_*.parquet
96
+ - CTOWN_1GB_24H/fcv_*.parquet
97
+ - CTOWN_1GB_24H/tcv_*.parquet
98
+ - CTOWN_1GB_24H/gpv_*.parquet
99
+
100
+ - config_name: d-town_1GB_24H_node
101
+ data_files:
102
+ - d-town_1GB_24H/node_*.parquet
103
+ - d-town_1GB_24H/junction_*.parquet
104
+ - d-town_1GB_24H/tank_*.parquet
105
+ - d-town_1GB_24H/reservoir_*.parquet
106
+ - config_name: d-town_1GB_24H_link
107
+ data_files:
108
+ - d-town_1GB_24H/link_*.parquet
109
+ - d-town_1GB_24H/pipe_*.parquet
110
+ - d-town_1GB_24H/powerpump_*.parquet
111
+ - d-town_1GB_24H/headpump_*.parquet
112
+ - d-town_1GB_24H/prv_*.parquet
113
+ - d-town_1GB_24H/psv_*.parquet
114
+ - d-town_1GB_24H/pbv_*.parquet
115
+ - d-town_1GB_24H/fcv_*.parquet
116
+ - d-town_1GB_24H/tcv_*.parquet
117
+ - d-town_1GB_24H/gpv_*.parquet
118
+
119
+ - config_name: EPANET-Net-3_23GB_1Y_node
120
+ data_files:
121
+ - EPANET-Net-3_23GB_1Y/node_*.parquet
122
+ - EPANET-Net-3_23GB_1Y/junction_*.parquet
123
+ - EPANET-Net-3_23GB_1Y/tank_*.parquet
124
+ - EPANET-Net-3_23GB_1Y/reservoir_*.parquet
125
+ - config_name: EPANET-Net-3_23GB_1Y_link
126
+ data_files:
127
+ - EPANET-Net-3_23GB_1Y/link_*.parquet
128
+ - EPANET-Net-3_23GB_1Y/pipe_*.parquet
129
+ - EPANET-Net-3_23GB_1Y/powerpump_*.parquet
130
+ - EPANET-Net-3_23GB_1Y/headpump_*.parquet
131
+ - EPANET-Net-3_23GB_1Y/prv_*.parquet
132
+ - EPANET-Net-3_23GB_1Y/psv_*.parquet
133
+ - EPANET-Net-3_23GB_1Y/pbv_*.parquet
134
+ - EPANET-Net-3_23GB_1Y/fcv_*.parquet
135
+ - EPANET-Net-3_23GB_1Y/tcv_*.parquet
136
+ - EPANET-Net-3_23GB_1Y/gpv_*.parquet
137
+
138
+ - config_name: EXN_2GB_24H_node
139
+ data_files:
140
+ - EXN_2GB_24H/node_*.parquet
141
+ - EXN_2GB_24H/junction_*.parquet
142
+ - EXN_2GB_24H/tank_*.parquet
143
+ - EXN_2GB_24H/reservoir_*.parquet
144
+ - config_name: EXN_2GB_24H_link
145
+ data_files:
146
+ - EXN_2GB_24H/link_*.parquet
147
+ - EXN_2GB_24H/pipe_*.parquet
148
+ - EXN_2GB_24H/powerpump_*.parquet
149
+ - EXN_2GB_24H/headpump_*.parquet
150
+ - EXN_2GB_24H/prv_*.parquet
151
+ - EXN_2GB_24H/psv_*.parquet
152
+ - EXN_2GB_24H/pbv_*.parquet
153
+ - EXN_2GB_24H/fcv_*.parquet
154
+ - EXN_2GB_24H/tcv_*.parquet
155
+ - EXN_2GB_24H/gpv_*.parquet
156
+
157
+ - config_name: FFCL-1_18GB_1Y_node
158
+ data_files:
159
+ - FFCL-1_18GB_1Y/node_*.parquet
160
+ - FFCL-1_18GB_1Y/junction_*.parquet
161
+ - FFCL-1_18GB_1Y/tank_*.parquet
162
+ - FFCL-1_18GB_1Y/reservoir_*.parquet
163
+ - config_name: FFCL-1_18GB_1Y_link
164
+ data_files:
165
+ - FFCL-1_18GB_1Y/link_*.parquet
166
+ - FFCL-1_18GB_1Y/pipe_*.parquet
167
+ - FFCL-1_18GB_1Y/powerpump_*.parquet
168
+ - FFCL-1_18GB_1Y/headpump_*.parquet
169
+ - FFCL-1_18GB_1Y/prv_*.parquet
170
+ - FFCL-1_18GB_1Y/psv_*.parquet
171
+ - FFCL-1_18GB_1Y/pbv_*.parquet
172
+ - FFCL-1_18GB_1Y/fcv_*.parquet
173
+ - FFCL-1_18GB_1Y/tcv_*.parquet
174
+ - FFCL-1_18GB_1Y/gpv_*.parquet
175
+
176
+ - config_name: foss-poly-1_10GB_1Y_node
177
+ data_files:
178
+ - foss-poly-1_10GB_1Y/node_*.parquet
179
+ - foss-poly-1_10GB_1Y/junction_*.parquet
180
+ - foss-poly-1_10GB_1Y/tank_*.parquet
181
+ - foss-poly-1_10GB_1Y/reservoir_*.parquet
182
+ - config_name: foss-poly-1_10GB_1Y_link
183
+ data_files:
184
+ - foss-poly-1_10GB_1Y/link_*.parquet
185
+ - foss-poly-1_10GB_1Y/pipe_*.parquet
186
+ - foss-poly-1_10GB_1Y/powerpump_*.parquet
187
+ - foss-poly-1_10GB_1Y/headpump_*.parquet
188
+ - foss-poly-1_10GB_1Y/prv_*.parquet
189
+ - foss-poly-1_10GB_1Y/psv_*.parquet
190
+ - foss-poly-1_10GB_1Y/pbv_*.parquet
191
+ - foss-poly-1_10GB_1Y/fcv_*.parquet
192
+ - foss-poly-1_10GB_1Y/tcv_*.parquet
193
+ - foss-poly-1_10GB_1Y/gpv_*.parquet
194
+
195
+ - config_name: FOWM_10GB_1Y_node
196
+ data_files:
197
+ - FOWM_10GB_1Y/node_*.parquet
198
+ - FOWM_10GB_1Y/junction_*.parquet
199
+ - FOWM_10GB_1Y/tank_*.parquet
200
+ - FOWM_10GB_1Y/reservoir_*.parquet
201
+ - config_name: FOWM_10GB_1Y_link
202
+ data_files:
203
+ - FOWM_10GB_1Y/link_*.parquet
204
+ - FOWM_10GB_1Y/pipe_*.parquet
205
+ - FOWM_10GB_1Y/powerpump_*.parquet
206
+ - FOWM_10GB_1Y/headpump_*.parquet
207
+ - FOWM_10GB_1Y/prv_*.parquet
208
+ - FOWM_10GB_1Y/psv_*.parquet
209
+ - FOWM_10GB_1Y/pbv_*.parquet
210
+ - FOWM_10GB_1Y/fcv_*.parquet
211
+ - FOWM_10GB_1Y/tcv_*.parquet
212
+ - FOWM_10GB_1Y/gpv_*.parquet
213
+
214
+ - config_name: hanoi_8GB_1Y_node
215
+ data_files:
216
+ - hanoi_8GB_1Y/node_*.parquet
217
+ - hanoi_8GB_1Y/junction_*.parquet
218
+ - hanoi_8GB_1Y/tank_*.parquet
219
+ - hanoi_8GB_1Y/reservoir_*.parquet
220
+ - config_name: hanoi_8GB_1Y_link
221
+ data_files:
222
+ - hanoi_8GB_1Y/link_*.parquet
223
+ - hanoi_8GB_1Y/pipe_*.parquet
224
+ - hanoi_8GB_1Y/powerpump_*.parquet
225
+ - hanoi_8GB_1Y/headpump_*.parquet
226
+ - hanoi_8GB_1Y/prv_*.parquet
227
+ - hanoi_8GB_1Y/psv_*.parquet
228
+ - hanoi_8GB_1Y/pbv_*.parquet
229
+ - hanoi_8GB_1Y/fcv_*.parquet
230
+ - hanoi_8GB_1Y/tcv_*.parquet
231
+ - hanoi_8GB_1Y/gpv_*.parquet
232
+
233
+ - config_name: Jilin_7GB_1Y_node
234
+ data_files:
235
+ - Jilin_7GB_1Y/node_*.parquet
236
+ - Jilin_7GB_1Y/junction_*.parquet
237
+ - Jilin_7GB_1Y/tank_*.parquet
238
+ - Jilin_7GB_1Y/reservoir_*.parquet
239
+ - config_name: Jilin_7GB_1Y_link
240
+ data_files:
241
+ - Jilin_7GB_1Y/link_*.parquet
242
+ - Jilin_7GB_1Y/pipe_*.parquet
243
+ - Jilin_7GB_1Y/powerpump_*.parquet
244
+ - Jilin_7GB_1Y/headpump_*.parquet
245
+ - Jilin_7GB_1Y/prv_*.parquet
246
+ - Jilin_7GB_1Y/psv_*.parquet
247
+ - Jilin_7GB_1Y/pbv_*.parquet
248
+ - Jilin_7GB_1Y/fcv_*.parquet
249
+ - Jilin_7GB_1Y/tcv_*.parquet
250
+ - Jilin_7GB_1Y/gpv_*.parquet
251
+
252
+ - config_name: KL_232GB_1Y_node
253
+ data_files:
254
+ - KL_232GB_1Y/node_*.parquet
255
+ - KL_232GB_1Y/junction_*.parquet
256
+ - KL_232GB_1Y/tank_*.parquet
257
+ - KL_232GB_1Y/reservoir_*.parquet
258
+ - config_name: KL_232GB_1Y_link
259
+ data_files:
260
+ - KL_232GB_1Y/link_*.parquet
261
+ - KL_232GB_1Y/pipe_*.parquet
262
+ - KL_232GB_1Y/powerpump_*.parquet
263
+ - KL_232GB_1Y/headpump_*.parquet
264
+ - KL_232GB_1Y/prv_*.parquet
265
+ - KL_232GB_1Y/psv_*.parquet
266
+ - KL_232GB_1Y/pbv_*.parquet
267
+ - KL_232GB_1Y/fcv_*.parquet
268
+ - KL_232GB_1Y/tcv_*.parquet
269
+ - KL_232GB_1Y/gpv_*.parquet
270
+
271
+ - config_name: ky10_1GB_24H_node
272
+ data_files:
273
+ - ky10_1GB_24H/node_*.parquet
274
+ - ky10_1GB_24H/junction_*.parquet
275
+ - ky10_1GB_24H/tank_*.parquet
276
+ - ky10_1GB_24H/reservoir_*.parquet
277
+ - config_name: ky10_1GB_24H_link
278
+ data_files:
279
+ - ky10_1GB_24H/link_*.parquet
280
+ - ky10_1GB_24H/pipe_*.parquet
281
+ - ky10_1GB_24H/powerpump_*.parquet
282
+ - ky10_1GB_24H/headpump_*.parquet
283
+ - ky10_1GB_24H/prv_*.parquet
284
+ - ky10_1GB_24H/psv_*.parquet
285
+ - ky10_1GB_24H/pbv_*.parquet
286
+ - ky10_1GB_24H/fcv_*.parquet
287
+ - ky10_1GB_24H/tcv_*.parquet
288
+ - ky10_1GB_24H/gpv_*.parquet
289
+
290
+ - config_name: ky1_199GB_1Y_node
291
+ data_files:
292
+ - ky1_199GB_1Y/node_*.parquet
293
+ - ky1_199GB_1Y/junction_*.parquet
294
+ - ky1_199GB_1Y/tank_*.parquet
295
+ - ky1_199GB_1Y/reservoir_*.parquet
296
+ - config_name: ky1_199GB_1Y_link
297
+ data_files:
298
+ - ky1_199GB_1Y/link_*.parquet
299
+ - ky1_199GB_1Y/pipe_*.parquet
300
+ - ky1_199GB_1Y/powerpump_*.parquet
301
+ - ky1_199GB_1Y/headpump_*.parquet
302
+ - ky1_199GB_1Y/prv_*.parquet
303
+ - ky1_199GB_1Y/psv_*.parquet
304
+ - ky1_199GB_1Y/pbv_*.parquet
305
+ - ky1_199GB_1Y/fcv_*.parquet
306
+ - ky1_199GB_1Y/tcv_*.parquet
307
+ - ky1_199GB_1Y/gpv_*.parquet
308
+
309
+
310
+ - config_name: ky13_1GB_24H_node
311
+ data_files:
312
+ - ky13_1GB_24H/node_*.parquet
313
+ - ky13_1GB_24H/junction_*.parquet
314
+ - ky13_1GB_24H/tank_*.parquet
315
+ - ky13_1GB_24H/reservoir_*.parquet
316
+ - config_name: ky13_1GB_24H_link
317
+ data_files:
318
+ - ky13_1GB_24H/link_*.parquet
319
+ - ky13_1GB_24H/pipe_*.parquet
320
+ - ky13_1GB_24H/powerpump_*.parquet
321
+ - ky13_1GB_24H/headpump_*.parquet
322
+ - ky13_1GB_24H/prv_*.parquet
323
+ - ky13_1GB_24H/psv_*.parquet
324
+ - ky13_1GB_24H/pbv_*.parquet
325
+ - ky13_1GB_24H/fcv_*.parquet
326
+ - ky13_1GB_24H/tcv_*.parquet
327
+ - ky13_1GB_24H/gpv_*.parquet
328
+
329
+ - config_name: ky14_1GB_24H_node
330
+ data_files:
331
+ - ky14_1GB_24H/node_*.parquet
332
+ - ky14_1GB_24H/junction_*.parquet
333
+ - ky14_1GB_24H/tank_*.parquet
334
+ - ky14_1GB_24H/reservoir_*.parquet
335
+ - config_name: ky14_1GB_24H_link
336
+ data_files:
337
+ - ky14_1GB_24H/link_*.parquet
338
+ - ky14_1GB_24H/pipe_*.parquet
339
+ - ky14_1GB_24H/powerpump_*.parquet
340
+ - ky14_1GB_24H/headpump_*.parquet
341
+ - ky14_1GB_24H/prv_*.parquet
342
+ - ky14_1GB_24H/psv_*.parquet
343
+ - ky14_1GB_24H/pbv_*.parquet
344
+ - ky14_1GB_24H/fcv_*.parquet
345
+ - ky14_1GB_24H/tcv_*.parquet
346
+ - ky14_1GB_24H/gpv_*.parquet
347
+
348
+
349
+ - config_name: ky16_1GB_24H_node
350
+ data_files:
351
+ - ky16_1GB_24H/node_*.parquet
352
+ - ky16_1GB_24H/junction_*.parquet
353
+ - ky16_1GB_24H/tank_*.parquet
354
+ - ky16_1GB_24H/reservoir_*.parquet
355
+ - config_name: ky16_1GB_24H_link
356
+ data_files:
357
+ - ky16_1GB_24H/link_*.parquet
358
+ - ky16_1GB_24H/pipe_*.parquet
359
+ - ky16_1GB_24H/powerpump_*.parquet
360
+ - ky16_1GB_24H/headpump_*.parquet
361
+ - ky16_1GB_24H/prv_*.parquet
362
+ - ky16_1GB_24H/psv_*.parquet
363
+ - ky16_1GB_24H/pbv_*.parquet
364
+ - ky16_1GB_24H/fcv_*.parquet
365
+ - ky16_1GB_24H/tcv_*.parquet
366
+ - ky16_1GB_24H/gpv_*.parquet
367
+
368
+ - config_name: ky18_190GB_1Y_node
369
+ data_files:
370
+ - ky18_190GB_1Y/node_*.parquet
371
+ - ky18_190GB_1Y/junction_*.parquet
372
+ - ky18_190GB_1Y/tank_*.parquet
373
+ - ky18_190GB_1Y/reservoir_*.parquet
374
+ - config_name: ky18_190GB_1Y_link
375
+ data_files:
376
+ - ky18_190GB_1Y/link_*.parquet
377
+ - ky18_190GB_1Y/pipe_*.parquet
378
+ - ky18_190GB_1Y/powerpump_*.parquet
379
+ - ky18_190GB_1Y/headpump_*.parquet
380
+ - ky18_190GB_1Y/prv_*.parquet
381
+ - ky18_190GB_1Y/psv_*.parquet
382
+ - ky18_190GB_1Y/pbv_*.parquet
383
+ - ky18_190GB_1Y/fcv_*.parquet
384
+ - ky18_190GB_1Y/tcv_*.parquet
385
+ - ky18_190GB_1Y/gpv_*.parquet
386
+
387
+
388
+ - config_name: ky2_217GB_1Y_node
389
+ data_files:
390
+ - ky2_217GB_1Y/node_*.parquet
391
+ - ky2_217GB_1Y/junction_*.parquet
392
+ - ky2_217GB_1Y/tank_*.parquet
393
+ - ky2_217GB_1Y/reservoir_*.parquet
394
+ - config_name: ky2_217GB_1Y_link
395
+ data_files:
396
+ - ky2_217GB_1Y/link_*.parquet
397
+ - ky2_217GB_1Y/pipe_*.parquet
398
+ - ky2_217GB_1Y/powerpump_*.parquet
399
+ - ky2_217GB_1Y/headpump_*.parquet
400
+ - ky2_217GB_1Y/prv_*.parquet
401
+ - ky2_217GB_1Y/psv_*.parquet
402
+ - ky2_217GB_1Y/pbv_*.parquet
403
+ - ky2_217GB_1Y/fcv_*.parquet
404
+ - ky2_217GB_1Y/tcv_*.parquet
405
+ - ky2_217GB_1Y/gpv_*.parquet
406
+
407
+ - config_name: ky24_52GB_1Y_node
408
+ data_files:
409
+ - ky24_52GB_1Y/node_*.parquet
410
+ - ky24_52GB_1Y/junction_*.parquet
411
+ - ky24_52GB_1Y/tank_*.parquet
412
+ - ky24_52GB_1Y/reservoir_*.parquet
413
+ - config_name: ky24_52GB_1Y_link
414
+ data_files:
415
+ - ky24_52GB_1Y/link_*.parquet
416
+ - ky24_52GB_1Y/pipe_*.parquet
417
+ - ky24_52GB_1Y/powerpump_*.parquet
418
+ - ky24_52GB_1Y/headpump_*.parquet
419
+ - ky24_52GB_1Y/prv_*.parquet
420
+ - ky24_52GB_1Y/psv_*.parquet
421
+ - ky24_52GB_1Y/pbv_*.parquet
422
+ - ky24_52GB_1Y/fcv_*.parquet
423
+ - ky24_52GB_1Y/tcv_*.parquet
424
+ - ky24_52GB_1Y/gpv_*.parquet
425
+
426
+ - config_name: ky3_69GB_1Y_node
427
+ data_files:
428
+ - ky3_69GB_1Y/node_*.parquet
429
+ - ky3_69GB_1Y/junction_*.parquet
430
+ - ky3_69GB_1Y/tank_*.parquet
431
+ - ky3_69GB_1Y/reservoir_*.parquet
432
+ - config_name: ky3_69GB_1Y_link
433
+ data_files:
434
+ - ky3_69GB_1Y/link_*.parquet
435
+ - ky3_69GB_1Y/pipe_*.parquet
436
+ - ky3_69GB_1Y/powerpump_*.parquet
437
+ - ky3_69GB_1Y/headpump_*.parquet
438
+ - ky3_69GB_1Y/prv_*.parquet
439
+ - ky3_69GB_1Y/psv_*.parquet
440
+ - ky3_69GB_1Y/pbv_*.parquet
441
+ - ky3_69GB_1Y/fcv_*.parquet
442
+ - ky3_69GB_1Y/tcv_*.parquet
443
+ - ky3_69GB_1Y/gpv_*.parquet
444
+
445
+ - config_name: ky4_239GB_1Y_node
446
+ data_files:
447
+ - ky4_239GB_1Y/node_*.parquet
448
+ - ky4_239GB_1Y/junction_*.parquet
449
+ - ky4_239GB_1Y/tank_*.parquet
450
+ - ky4_239GB_1Y/reservoir_*.parquet
451
+ - config_name: ky4_239GB_1Y_link
452
+ data_files:
453
+ - ky4_239GB_1Y/link_*.parquet
454
+ - ky4_239GB_1Y/pipe_*.parquet
455
+ - ky4_239GB_1Y/powerpump_*.parquet
456
+ - ky4_239GB_1Y/headpump_*.parquet
457
+ - ky4_239GB_1Y/prv_*.parquet
458
+ - ky4_239GB_1Y/psv_*.parquet
459
+ - ky4_239GB_1Y/pbv_*.parquet
460
+ - ky4_239GB_1Y/fcv_*.parquet
461
+ - ky4_239GB_1Y/tcv_*.parquet
462
+ - ky4_239GB_1Y/gpv_*.parquet
463
+
464
+ - config_name: ky5_1GB_24H_node
465
+ data_files:
466
+ - ky5_1GB_24H/node_*.parquet
467
+ - ky5_1GB_24H/junction_*.parquet
468
+ - ky5_1GB_24H/tank_*.parquet
469
+ - ky5_1GB_24H/reservoir_*.parquet
470
+ - config_name: ky5_1GB_24H_link
471
+ data_files:
472
+ - ky5_1GB_24H/link_*.parquet
473
+ - ky5_1GB_24H/pipe_*.parquet
474
+ - ky5_1GB_24H/powerpump_*.parquet
475
+ - ky5_1GB_24H/headpump_*.parquet
476
+ - ky5_1GB_24H/prv_*.parquet
477
+ - ky5_1GB_24H/psv_*.parquet
478
+ - ky5_1GB_24H/pbv_*.parquet
479
+ - ky5_1GB_24H/fcv_*.parquet
480
+ - ky5_1GB_24H/tcv_*.parquet
481
+ - ky5_1GB_24H/gpv_*.parquet
482
+
483
+ - config_name: ky6_103GB_1Y_node
484
+ data_files:
485
+ - ky6_103GB_1Y/node_*.parquet
486
+ - ky6_103GB_1Y/junction_*.parquet
487
+ - ky6_103GB_1Y/tank_*.parquet
488
+ - ky6_103GB_1Y/reservoir_*.parquet
489
+ - config_name: ky6_103GB_1Y_link
490
+ data_files:
491
+ - ky6_103GB_1Y/link_*.parquet
492
+ - ky6_103GB_1Y/pipe_*.parquet
493
+ - ky6_103GB_1Y/powerpump_*.parquet
494
+ - ky6_103GB_1Y/headpump_*.parquet
495
+ - ky6_103GB_1Y/prv_*.parquet
496
+ - ky6_103GB_1Y/psv_*.parquet
497
+ - ky6_103GB_1Y/pbv_*.parquet
498
+ - ky6_103GB_1Y/fcv_*.parquet
499
+ - ky6_103GB_1Y/tcv_*.parquet
500
+ - ky6_103GB_1Y/gpv_*.parquet
501
+
502
+ - config_name: ky7_122GB_1Y_node
503
+ data_files:
504
+ - ky7_122GB_1Y/node_*.parquet
505
+ - ky7_122GB_1Y/junction_*.parquet
506
+ - ky7_122GB_1Y/tank_*.parquet
507
+ - ky7_122GB_1Y/reservoir_*.parquet
508
+ - config_name: ky7_122GB_1Y_link
509
+ data_files:
510
+ - ky7_122GB_1Y/link_*.parquet
511
+ - ky7_122GB_1Y/pipe_*.parquet
512
+ - ky7_122GB_1Y/powerpump_*.parquet
513
+ - ky7_122GB_1Y/headpump_*.parquet
514
+ - ky7_122GB_1Y/prv_*.parquet
515
+ - ky7_122GB_1Y/psv_*.parquet
516
+ - ky7_122GB_1Y/pbv_*.parquet
517
+ - ky7_122GB_1Y/fcv_*.parquet
518
+ - ky7_122GB_1Y/tcv_*.parquet
519
+ - ky7_122GB_1Y/gpv_*.parquet
520
+
521
+
522
+ - config_name: ky8_2GB_24H_node
523
+ data_files:
524
+ - ky8_2GB_24H/node_*.parquet
525
+ - ky8_2GB_24H/junction_*.parquet
526
+ - ky8_2GB_24H/tank_*.parquet
527
+ - ky8_2GB_24H/reservoir_*.parquet
528
+ - config_name: ky8_2GB_24H_link
529
+ data_files:
530
+ - ky8_2GB_24H/link_*.parquet
531
+ - ky8_2GB_24H/pipe_*.parquet
532
+ - ky8_2GB_24H/powerpump_*.parquet
533
+ - ky8_2GB_24H/headpump_*.parquet
534
+ - ky8_2GB_24H/prv_*.parquet
535
+ - ky8_2GB_24H/psv_*.parquet
536
+ - ky8_2GB_24H/pbv_*.parquet
537
+ - ky8_2GB_24H/fcv_*.parquet
538
+ - ky8_2GB_24H/tcv_*.parquet
539
+ - ky8_2GB_24H/gpv_*.parquet
540
+
541
+
542
+ - config_name: large_3GB_24H_node
543
+ data_files:
544
+ - large_3GB_24H/node_*.parquet
545
+ - large_3GB_24H/junction_*.parquet
546
+ - large_3GB_24H/tank_*.parquet
547
+ - large_3GB_24H/reservoir_*.parquet
548
+ - config_name: large_3GB_24H_link
549
+ data_files:
550
+ - large_3GB_24H/link_*.parquet
551
+ - large_3GB_24H/pipe_*.parquet
552
+ - large_3GB_24H/powerpump_*.parquet
553
+ - large_3GB_24H/headpump_*.parquet
554
+ - large_3GB_24H/prv_*.parquet
555
+ - large_3GB_24H/psv_*.parquet
556
+ - large_3GB_24H/pbv_*.parquet
557
+ - large_3GB_24H/fcv_*.parquet
558
+ - large_3GB_24H/tcv_*.parquet
559
+ - large_3GB_24H/gpv_*.parquet
560
+
561
+
562
+ - config_name: L-TOWN_155GB_1Y_node
563
+ data_files:
564
+ - L-TOWN_155GB_1Y/node_*.parquet
565
+ - L-TOWN_155GB_1Y/junction_*.parquet
566
+ - L-TOWN_155GB_1Y/tank_*.parquet
567
+ - L-TOWN_155GB_1Y/reservoir_*.parquet
568
+ - config_name: L-TOWN_155GB_1Y_link
569
+ data_files:
570
+ - L-TOWN_155GB_1Y/link_*.parquet
571
+ - L-TOWN_155GB_1Y/pipe_*.parquet
572
+ - L-TOWN_155GB_1Y/powerpump_*.parquet
573
+ - L-TOWN_155GB_1Y/headpump_*.parquet
574
+ - L-TOWN_155GB_1Y/prv_*.parquet
575
+ - L-TOWN_155GB_1Y/psv_*.parquet
576
+ - L-TOWN_155GB_1Y/pbv_*.parquet
577
+ - L-TOWN_155GB_1Y/fcv_*.parquet
578
+ - L-TOWN_155GB_1Y/tcv_*.parquet
579
+ - L-TOWN_155GB_1Y/gpv_*.parquet
580
+
581
+ - config_name: modena_64GB_1Y_node
582
+ data_files:
583
+ - modena_64GB_1Y/node_*.parquet
584
+ - modena_64GB_1Y/junction_*.parquet
585
+ - modena_64GB_1Y/tank_*.parquet
586
+ - modena_64GB_1Y/reservoir_*.parquet
587
+ - config_name: modena_64GB_1Y_link
588
+ data_files:
589
+ - modena_64GB_1Y/link_*.parquet
590
+ - modena_64GB_1Y/pipe_*.parquet
591
+ - modena_64GB_1Y/powerpump_*.parquet
592
+ - modena_64GB_1Y/headpump_*.parquet
593
+ - modena_64GB_1Y/prv_*.parquet
594
+ - modena_64GB_1Y/psv_*.parquet
595
+ - modena_64GB_1Y/pbv_*.parquet
596
+ - modena_64GB_1Y/fcv_*.parquet
597
+ - modena_64GB_1Y/tcv_*.parquet
598
+ - modena_64GB_1Y/gpv_*.parquet
599
+
600
+
601
+ - config_name: new-york_6GB_1Y_node
602
+ data_files:
603
+ - new-york_6GB_1Y/node_*.parquet
604
+ - new-york_6GB_1Y/junction_*.parquet
605
+ - new-york_6GB_1Y/tank_*.parquet
606
+ - new-york_6GB_1Y/reservoir_*.parquet
607
+ - config_name: new-york_6GB_1Y_link
608
+ data_files:
609
+ - new-york_6GB_1Y/link_*.parquet
610
+ - new-york_6GB_1Y/pipe_*.parquet
611
+ - new-york_6GB_1Y/powerpump_*.parquet
612
+ - new-york_6GB_1Y/headpump_*.parquet
613
+ - new-york_6GB_1Y/prv_*.parquet
614
+ - new-york_6GB_1Y/psv_*.parquet
615
+ - new-york_6GB_1Y/pbv_*.parquet
616
+ - new-york_6GB_1Y/fcv_*.parquet
617
+ - new-york_6GB_1Y/tcv_*.parquet
618
+ - new-york_6GB_1Y/gpv_*.parquet
619
+
620
+
621
+ - config_name: NPCL-1_72GB_1Y_node
622
+ data_files:
623
+ - NPCL-1_72GB_1Y/node_*.parquet
624
+ - NPCL-1_72GB_1Y/junction_*.parquet
625
+ - NPCL-1_72GB_1Y/tank_*.parquet
626
+ - NPCL-1_72GB_1Y/reservoir_*.parquet
627
+ - config_name: NPCL-1_72GB_1Y_link
628
+ data_files:
629
+ - NPCL-1_72GB_1Y/link_*.parquet
630
+ - NPCL-1_72GB_1Y/pipe_*.parquet
631
+ - NPCL-1_72GB_1Y/powerpump_*.parquet
632
+ - NPCL-1_72GB_1Y/headpump_*.parquet
633
+ - NPCL-1_72GB_1Y/prv_*.parquet
634
+ - NPCL-1_72GB_1Y/psv_*.parquet
635
+ - NPCL-1_72GB_1Y/pbv_*.parquet
636
+ - NPCL-1_72GB_1Y/fcv_*.parquet
637
+ - NPCL-1_72GB_1Y/tcv_*.parquet
638
+ - NPCL-1_72GB_1Y/gpv_*.parquet
639
+
640
+
641
+ - config_name: OBCL-1_60GB_1_node
642
+ data_files:
643
+ - OBCL-1_60GB_1/node_*.parquet
644
+ - OBCL-1_60GB_1/junction_*.parquet
645
+ - OBCL-1_60GB_1/tank_*.parquet
646
+ - OBCL-1_60GB_1/reservoir_*.parquet
647
+ - config_name: OBCL-1_60GB_1_link
648
+ data_files:
649
+ - OBCL-1_60GB_1/link_*.parquet
650
+ - OBCL-1_60GB_1/pipe_*.parquet
651
+ - OBCL-1_60GB_1/powerpump_*.parquet
652
+ - OBCL-1_60GB_1/headpump_*.parquet
653
+ - OBCL-1_60GB_1/prv_*.parquet
654
+ - OBCL-1_60GB_1/psv_*.parquet
655
+ - OBCL-1_60GB_1/pbv_*.parquet
656
+ - OBCL-1_60GB_1/fcv_*.parquet
657
+ - OBCL-1_60GB_1/tcv_*.parquet
658
+ - OBCL-1_60GB_1/gpv_*.parquet
659
+
660
+ - config_name: RuralNetwork_93GB_1Y_node
661
+ data_files:
662
+ - RuralNetwork_93GB_1Y/node_*.parquet
663
+ - RuralNetwork_93GB_1Y/junction_*.parquet
664
+ - RuralNetwork_93GB_1Y/tank_*.parquet
665
+ - RuralNetwork_93GB_1Y/reservoir_*.parquet
666
+ - config_name: RuralNetwork_93GB_1Y_link
667
+ data_files:
668
+ - RuralNetwork_93GB_1Y/link_*.parquet
669
+ - RuralNetwork_93GB_1Y/pipe_*.parquet
670
+ - RuralNetwork_93GB_1Y/powerpump_*.parquet
671
+ - RuralNetwork_93GB_1Y/headpump_*.parquet
672
+ - RuralNetwork_93GB_1Y/prv_*.parquet
673
+ - RuralNetwork_93GB_1Y/psv_*.parquet
674
+ - RuralNetwork_93GB_1Y/pbv_*.parquet
675
+ - RuralNetwork_93GB_1Y/fcv_*.parquet
676
+ - RuralNetwork_93GB_1Y/tcv_*.parquet
677
+ - RuralNetwork_93GB_1Y/gpv_*.parquet
678
+
679
+
680
+ - config_name: WA1_27GB_1Y_node
681
+ data_files:
682
+ - WA1_27GB_1Y/node_*.parquet
683
+ - WA1_27GB_1Y/junction_*.parquet
684
+ - WA1_27GB_1Y/tank_*.parquet
685
+ - WA1_27GB_1Y/reservoir_*.parquet
686
+ - config_name: WA1_27GB_1Y_link
687
+ data_files:
688
+ - WA1_27GB_1Y/link_*.parquet
689
+ - WA1_27GB_1Y/pipe_*.parquet
690
+ - WA1_27GB_1Y/powerpump_*.parquet
691
+ - WA1_27GB_1Y/headpump_*.parquet
692
+ - WA1_27GB_1Y/prv_*.parquet
693
+ - WA1_27GB_1Y/psv_*.parquet
694
+ - WA1_27GB_1Y/pbv_*.parquet
695
+ - WA1_27GB_1Y/fcv_*.parquet
696
+ - WA1_27GB_1Y/tcv_*.parquet
697
+ - WA1_27GB_1Y/gpv_*.parquet
698
+
699
+
700
+ - config_name: ZJ_31GB_1Y_node
701
+ data_files:
702
+ - ZJ_31GB_1Y/node_*.parquet
703
+ - ZJ_31GB_1Y/junction_*.parquet
704
+ - ZJ_31GB_1Y/tank_*.parquet
705
+ - ZJ_31GB_1Y/reservoir_*.parquet
706
+ - config_name: ZJ_31GB_1Y_link
707
+ data_files:
708
+ - ZJ_31GB_1Y/link_*.parquet
709
+ - ZJ_31GB_1Y/pipe_*.parquet
710
+ - ZJ_31GB_1Y/powerpump_*.parquet
711
+ - ZJ_31GB_1Y/headpump_*.parquet
712
+ - ZJ_31GB_1Y/prv_*.parquet
713
+ - ZJ_31GB_1Y/psv_*.parquet
714
+ - ZJ_31GB_1Y/pbv_*.parquet
715
+ - ZJ_31GB_1Y/fcv_*.parquet
716
+ - ZJ_31GB_1Y/tcv_*.parquet
717
+ - ZJ_31GB_1Y/gpv_*.parquet
718
+ ---
719
+ --
720
+
721
+ # Dataset Card for DiTEC-WDN
722
+
723
+ ## Table of Contents
724
+ - [Table of Contents](#table-of-contents)
725
+ - [Dataset Description](#dataset-description)
726
+ - [Dataset Summary](#dataset-summary)
727
+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
728
+ - [Languages](#languages)
729
+ - [Dataset Structure](#dataset-structure)
730
+ - [Data Instances](#data-instances)
731
+ - [Data Fields](#data-fields)
732
+ - [Data Splits](#data-splits)
733
+ - [Dataset Creation](#dataset-creation)
734
+ - [Curation Rationale](#curation-rationale)
735
+ - [Source Data](#source-data)
736
+ - [Annotations](#annotations)
737
+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
738
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
739
+ - [Social Impact of Dataset](#social-impact-of-dataset)
740
+ - [Discussion of Biases](#discussion-of-biases)
741
+ - [Other Known Limitations](#other-known-limitations)
742
+ - [Additional Information](#additional-information)
743
+ - [Dataset Curators](#dataset-curators)
744
+ - [Licensing Information](#licensing-information)
745
+ - [Citation Information](#citation-information)
746
+ - [Contributions](#contributions)
747
+
748
+ ## Dataset Description
749
+
750
+ - **Homepage:** Update later!
751
+ - **Repository:** Update later!
752
+ - **Paper:** Update later!
753
+ - **Leaderboard:** Update later!
754
+ - **Point of Contact:** [Huy Truong](mailto:[email protected])
755
+
756
+ ### Dataset Summary
757
+
758
+ [More Information Needed]
759
+
760
+ ### Supported Tasks and Leaderboards
761
+
762
+ * `graph-ml`: The dataset can be used to train a model for graph-related tasks, including node-level, link-level, and graph-level regressions.
763
+ * `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.
764
+
765
+ Success on both tasks is typically measured by achieving:\
766
+ (1) low Mean Absolute Error (MAE)\
767
+ (2) low Mean Absolute Percentage Error (MAPE)\
768
+ (3) low (Root) Mean Squared Error (RMSE/MSE)\
769
+ (4) high coefficient of determination (R**2)\
770
+ (5) high Nash–Sutcliffe Efficiency (NSE)
771
+ ### Languages
772
+ `en`
773
+ ## Dataset Structure
774
+ ### Data Instances
775
+ [More Information Needed]
776
+ ### Data Fields
777
+ [More Information Needed]
778
+ ### Data Splits
779
+ [More Information Needed]
780
+ ## Dataset Creation
781
+ ### Curation Rationale
782
+ 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.
783
+ ### Source Data
784
+ 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.
785
+ #### Initial Data Collection and Normalization
786
+ The list below describes the original water distribution networks:
787
+ | Network | Reference |
788
+ |-------------------------|-------------|
789
+ | 19 Pipe System |[More Information Needed]|
790
+ | Anytown |[More_Information_Needed]|
791
+ | New York |[More_Information_Needed]|
792
+ | Jilin |[More_Information_Needed]|
793
+ | Hanoi |[More_Information_Needed]|
794
+ | Foss Poly 1 |[More_Information_Needed]|
795
+ | FOWM |[More_Information_Needed]|
796
+ | EPANET Net 3 |[More_Information_Needed]|
797
+ | FFCL-1 |[More_Information_Needed]|
798
+ | ZJ |[More_Information_Needed]|
799
+ | WA1 |[More_Information_Needed]|
800
+ | OBCL-1|[More_Information_Needed]|
801
+ | Modena|[More_Information_Needed]|
802
+ | ky3|[More_Information_Needed]|
803
+ | ky24_v|[More_Information_Needed]|
804
+ | NPCL-1 |[More_Information_Needed]|
805
+ | ky14 |[More_Information_Needed]|
806
+ | Rural Network|[More_Information_Needed]|
807
+ | c-town|[More_Information_Needed]|
808
+ | d-town|[More_Information_Needed]|
809
+ | ky5|[More_Information_Needed]|
810
+ | balerma|[More_Information_Needed]|
811
+ | ky7|[More_Information_Needed]|
812
+ | ky6|[More_Information_Needed]|
813
+ | ky18|[More_Information_Needed]|
814
+ | ky13|[More_Information_Needed]|
815
+ | l-Town|[More_Information_Needed]|
816
+ | ky16|[More_Information_Needed]|
817
+ | ky1|[More_Information_Needed]|
818
+ | ky2|[More_Information_Needed]|
819
+ | ky10|[More_Information_Needed]|
820
+ | KL|[More_Information_Needed]|
821
+ | ky4|[More_Information_Needed]|
822
+ | ky8|[More_Information_Needed]|
823
+ | EXN|[More_Information_Needed]|
824
+ | large|[More_Information_Needed]|
825
+ #### Who are the source language producers?
826
+ The dataset was machine-generated. The process detail could be found in the co-existence paper (see [Citation Information](#citation-information)).
827
+ ### Annotations
828
+ #### Annotation process
829
+ N/a
830
+ #### Who are the annotators?
831
+ N/a
832
+ ### Personal and Sensitive Information
833
+ The dataset does not contain any sensitive information.
834
+ ## Considerations for Using the Data
835
+ ### Social Impact of Dataset
836
+ [More Information Needed]
837
+ ### Discussion of Biases
838
+ [More Information Needed]
839
+ ### Other Known Limitations
840
+ The known limitations have been discussed in the binding paper. Please see [Citation Information](#citation-information).
841
+ ## Additional Information
842
+ ### Dataset Curators
843
+ This work is funded by the project DiTEC: Digital Twin for Evolutionary Changes in Water Networks (NWO 19454).
844
+ ### Licensing Information
845
+ MIT
846
+ ### Citation Information
847
+ [More Information Needed]
848
+ ### Contributions
849
+ 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.