The demand forecasting app is available in one modeling language as a Mixed Integer Problem (MIP) formulation of Least Absolute Deviation (LAD) regression. You can also choose to make customizations to the model by instantiating the app first.
- OR-Tools
- Default solver:
SCIP - Marketplace subscription app IDs
- Python:
nextmv-dem.forecast.ortools
- Python:
- Default solver:
Once you have the code locally, you can customize the model, run it locally and deploy it to Nextmv Platform.
Input
The format for timestamps should look like the following: "2023-01-01T00:00:00".
The input schema is a JSON payload defining the timestamp and the historical demand to use for training the LAD regression model. Nextmv's tools are designed to operate directly on business data (in JSON) to produce decisions that are actionable by software systems. This makes decisions more interpretable and easier to test. It also makes integration with data warehouses and business intelligence platforms significantly easier. An input contains the following components:
| Field name | Required | Data type | SI Unit | Description | Example |
|---|---|---|---|---|---|
timezone | Yes | string | NA | Timezone | {"timezone": "America/New_York"} |
demands | Yes | array of demand | NA | An array of historical demand. | See demand |
Here you can find a sample .json with the input schema:
{
"timezone": "America/New_York",
"demands": [
{
"when": "2023-04-01T09:00:00",
"date": "2023-04-01",
"block": "morning",
"demand": 22
},
{
"when": "2023-04-01T13:00:00",
"date": "2023-04-01",
"block": "midday",
"demand": 180
},
{
"when": "2023-04-01T17:00:00",
"date": "2023-04-01",
"block": "evening",
"demand": 275
},
{
"when": "2023-04-01T21:00:00",
"date": "2023-04-01",
"block": "night",
"demand": 73
},
{
"when": "2023-04-02T09:00:00",
"date": "2023-04-02",
"block": "morning",
"demand": 29
},
{
"when": "2023-04-02T13:00:00",
"date": "2023-04-02",
"block": "midday",
"demand": 136
},
{
"when": "2023-04-02T17:00:00",
"date": "2023-04-02",
"block": "evening",
"demand": 275
},
{
"when": "2023-04-02T21:00:00",
"date": "2023-04-02",
"block": "night",
"demand": 80
},
{
"when": "2023-04-03T09:00:00",
"date": "2023-04-03",
"block": "morning",
"demand": 36
},
{
"when": "2023-04-03T13:00:00",
"date": "2023-04-03",
"block": "midday",
"demand": 238
},
{
"when": "2023-04-03T17:00:00",
"date": "2023-04-03",
"block": "evening",
"demand": 372
},
{
"when": "2023-04-03T21:00:00",
"date": "2023-04-03",
"block": "night",
"demand": 87
},
{
"when": "2023-04-04T09:00:00",
"date": "2023-04-04",
"block": "morning",
"demand": 36
},
{
"when": "2023-04-04T13:00:00",
"date": "2023-04-04",
"block": "midday",
"demand": 243
},
{
"when": "2023-04-04T17:00:00",
"date": "2023-04-04",
"block": "evening",
"demand": 402
},
{
"when": "2023-04-04T21:00:00",
"date": "2023-04-04",
"block": "night",
"demand": 107
},
{
"when": "2023-04-05T09:00:00",
"date": "2023-04-05",
"block": "morning",
"demand": 30
},
{
"when": "2023-04-05T13:00:00",
"date": "2023-04-05",
"block": "midday",
"demand": 227
},
{
"when": "2023-04-05T17:00:00",
"date": "2023-04-05",
"block": "evening",
"demand": 353
},
{
"when": "2023-04-05T21:00:00",
"date": "2023-04-05",
"block": "night",
"demand": 104
},
{
"when": "2023-04-06T09:00:00",
"date": "2023-04-06",
"block": "morning",
"demand": 25
},
{
"when": "2023-04-06T13:00:00",
"date": "2023-04-06",
"block": "midday",
"demand": 186
},
{
"when": "2023-04-06T17:00:00",
"date": "2023-04-06",
"block": "evening",
"demand": 324
},
{
"when": "2023-04-06T21:00:00",
"date": "2023-04-06",
"block": "night",
"demand": 82
},
{
"when": "2023-04-07T09:00:00",
"date": "2023-04-07",
"block": "morning",
"demand": 28
},
{
"when": "2023-04-07T13:00:00",
"date": "2023-04-07",
"block": "midday",
"demand": 137
},
{
"when": "2023-04-07T17:00:00",
"date": "2023-04-07",
"block": "evening",
"demand": 262
},
{
"when": "2023-04-07T21:00:00",
"date": "2023-04-07",
"block": "night",
"demand": 68
},
{
"when": "2023-04-08T09:00:00",
"date": "2023-04-08",
"block": "morning",
"demand": 30
},
{
"when": "2023-04-08T13:00:00",
"date": "2023-04-08",
"block": "midday",
"demand": 152
},
{
"when": "2023-04-08T17:00:00",
"date": "2023-04-08",
"block": "evening",
"demand": 288
},
{
"when": "2023-04-08T21:00:00",
"date": "2023-04-08",
"block": "night",
"demand": 74
},
{
"when": "2023-04-09T09:00:00",
"date": "2023-04-09",
"block": "morning",
"demand": 34
},
{
"when": "2023-04-09T13:00:00",
"date": "2023-04-09",
"block": "midday",
"demand": 162
},
{
"when": "2023-04-09T17:00:00",
"date": "2023-04-09",
"block": "evening",
"demand": 293
},
{
"when": "2023-04-09T21:00:00",
"date": "2023-04-09",
"block": "night",
"demand": 81
},
{
"when": "2023-04-10T09:00:00",
"date": "2023-04-10",
"block": "morning",
"demand": 35
},
{
"when": "2023-04-10T13:00:00",
"date": "2023-04-10",
"block": "midday",
"demand": 197
},
{
"when": "2023-04-10T17:00:00",
"date": "2023-04-10",
"block": "evening",
"demand": 339
},
{
"when": "2023-04-10T21:00:00",
"date": "2023-04-10",
"block": "night",
"demand": 99
},
{
"when": "2023-04-11T09:00:00",
"date": "2023-04-11",
"block": "morning",
"demand": 38
},
{
"when": "2023-04-11T13:00:00",
"date": "2023-04-11",
"block": "midday",
"demand": 220
},
{
"when": "2023-04-11T17:00:00",
"date": "2023-04-11",
"block": "evening",
"demand": 375
},
{
"when": "2023-04-11T21:00:00",
"date": "2023-04-11",
"block": "night",
"demand": 120
},
{
"when": "2023-04-12T09:00:00",
"date": "2023-04-12",
"block": "morning",
"demand": 34
},
{
"when": "2023-04-12T13:00:00",
"date": "2023-04-12",
"block": "midday",
"demand": 211
},
{
"when": "2023-04-12T17:00:00",
"date": "2023-04-12",
"block": "evening",
"demand": 355
},
{
"when": "2023-04-12T21:00:00",
"date": "2023-04-12",
"block": "night",
"demand": 114
},
{
"when": "2023-04-13T09:00:00",
"date": "2023-04-13",
"block": "morning",
"demand": 34
},
{
"when": "2023-04-13T13:00:00",
"date": "2023-04-13",
"block": "midday",
"demand": 169
},
{
"when": "2023-04-13T17:00:00",
"date": "2023-04-13",
"block": "evening",
"demand": 300
},
{
"when": "2023-04-13T21:00:00",
"date": "2023-04-13",
"block": "night",
"demand": 91
},
{
"when": "2023-04-14T09:00:00",
"date": "2023-04-14",
"block": "morning",
"demand": 25
},
{
"when": "2023-04-14T13:00:00",
"date": "2023-04-14",
"block": "midday",
"demand": 161
},
{
"when": "2023-04-14T17:00:00",
"date": "2023-04-14",
"block": "evening",
"demand": 215
},
{
"when": "2023-04-14T21:00:00",
"date": "2023-04-14",
"block": "night",
"demand": 92
},
{
"when": "2023-04-15T09:00:00",
"date": "2023-04-15",
"block": "morning",
"demand": 25
},
{
"when": "2023-04-15T13:00:00",
"date": "2023-04-15",
"block": "midday",
"demand": 154
},
{
"when": "2023-04-15T17:00:00",
"date": "2023-04-15",
"block": "evening",
"demand": 222
},
{
"when": "2023-04-15T21:00:00",
"date": "2023-04-15",
"block": "night",
"demand": 73
},
{
"when": "2023-04-16T09:00:00",
"date": "2023-04-16",
"block": "morning",
"demand": 31
},
{
"when": "2023-04-16T13:00:00",
"date": "2023-04-16",
"block": "midday",
"demand": 185
},
{
"when": "2023-04-16T17:00:00",
"date": "2023-04-16",
"block": "evening",
"demand": 266
},
{
"when": "2023-04-16T21:00:00",
"date": "2023-04-16",
"block": "night",
"demand": 81
},
{
"when": "2023-04-17T09:00:00",
"date": "2023-04-17",
"block": "morning",
"demand": 36
},
{
"when": "2023-04-17T13:00:00",
"date": "2023-04-17",
"block": "midday",
"demand": 201
},
{
"when": "2023-04-17T17:00:00",
"date": "2023-04-17",
"block": "evening",
"demand": 363
},
{
"when": "2023-04-17T21:00:00",
"date": "2023-04-17",
"block": "night",
"demand": 108
},
{
"when": "2023-04-18T09:00:00",
"date": "2023-04-18",
"block": "morning",
"demand": 39
},
{
"when": "2023-04-18T13:00:00",
"date": "2023-04-18",
"block": "midday",
"demand": 216
},
{
"when": "2023-04-18T17:00:00",
"date": "2023-04-18",
"block": "evening",
"demand": 379
},
{
"when": "2023-04-18T21:00:00",
"date": "2023-04-18",
"block": "night",
"demand": 113
},
{
"when": "2023-04-19T09:00:00",
"date": "2023-04-19",
"block": "morning",
"demand": 37
},
{
"when": "2023-04-19T13:00:00",
"date": "2023-04-19",
"block": "midday",
"demand": 221
},
{
"when": "2023-04-19T17:00:00",
"date": "2023-04-19",
"block": "evening",
"demand": 351
},
{
"when": "2023-04-19T21:00:00",
"date": "2023-04-19",
"block": "night",
"demand": 114
},
{
"when": "2023-04-20T09:00:00",
"date": "2023-04-20",
"block": "morning",
"demand": 28
},
{
"when": "2023-04-20T13:00:00",
"date": "2023-04-20",
"block": "midday",
"demand": 190
},
{
"when": "2023-04-20T17:00:00",
"date": "2023-04-20",
"block": "evening",
"demand": 299
},
{
"when": "2023-04-20T21:00:00",
"date": "2023-04-20",
"block": "night",
"demand": 93
},
{
"when": "2023-04-21T09:00:00",
"date": "2023-04-21",
"block": "morning",
"demand": 27
},
{
"when": "2023-04-21T13:00:00",
"date": "2023-04-21",
"block": "midday",
"demand": 167
},
{
"when": "2023-04-21T17:00:00",
"date": "2023-04-21",
"block": "evening",
"demand": 285
},
{
"when": "2023-04-21T21:00:00",
"date": "2023-04-21",
"block": "night",
"demand": 74
},
{
"when": "2023-04-22T09:00:00",
"date": "2023-04-22",
"block": "morning",
"demand": 29
},
{
"when": "2023-04-22T13:00:00",
"date": "2023-04-22",
"block": "midday",
"demand": 160
},
{
"when": "2023-04-22T17:00:00",
"date": "2023-04-22",
"block": "evening",
"demand": 263
},
{
"when": "2023-04-22T21:00:00",
"date": "2023-04-22",
"block": "night",
"demand": 77
},
{
"when": "2023-04-23T09:00:00",
"date": "2023-04-23",
"block": "morning",
"demand": 30
},
{
"when": "2023-04-23T13:00:00",
"date": "2023-04-23",
"block": "midday",
"demand": 178
},
{
"when": "2023-04-23T17:00:00",
"date": "2023-04-23",
"block": "evening",
"demand": 281
},
{
"when": "2023-04-23T21:00:00",
"date": "2023-04-23",
"block": "night",
"demand": 106
},
{
"when": "2023-04-24T09:00:00",
"date": "2023-04-24",
"block": "morning",
"demand": 36
},
{
"when": "2023-04-24T13:00:00",
"date": "2023-04-24",
"block": "midday",
"demand": 209
},
{
"when": "2023-04-24T17:00:00",
"date": "2023-04-24",
"block": "evening",
"demand": 356
},
{
"when": "2023-04-24T21:00:00",
"date": "2023-04-24",
"block": "night",
"demand": 113
},
{
"when": "2023-04-25T09:00:00",
"date": "2023-04-25",
"block": "morning",
"demand": 32
},
{
"when": "2023-04-25T13:00:00",
"date": "2023-04-25",
"block": "midday",
"demand": 231
},
{
"when": "2023-04-25T17:00:00",
"date": "2023-04-25",
"block": "evening",
"demand": 369
},
{
"when": "2023-04-25T21:00:00",
"date": "2023-04-25",
"block": "night",
"demand": 112
},
{
"when": "2023-04-26T09:00:00",
"date": "2023-04-26",
"block": "morning",
"demand": 36
},
{
"when": "2023-04-26T13:00:00",
"date": "2023-04-26",
"block": "midday",
"demand": 189
},
{
"when": "2023-04-26T17:00:00",
"date": "2023-04-26",
"block": "evening",
"demand": 336
},
{
"when": "2023-04-26T21:00:00",
"date": "2023-04-26",
"block": "night",
"demand": 104
},
{
"when": "2023-04-27T09:00:00",
"date": "2023-04-27",
"block": "morning",
"demand": 34
},
{
"when": "2023-04-27T13:00:00",
"date": "2023-04-27",
"block": "midday",
"demand": 185
},
{
"when": "2023-04-27T17:00:00",
"date": "2023-04-27",
"block": "evening",
"demand": 322
},
{
"when": "2023-04-27T21:00:00",
"date": "2023-04-27",
"block": "night",
"demand": 94
},
{
"when": "2023-04-28T09:00:00",
"date": "2023-04-28",
"block": "morning",
"demand": 25
},
{
"when": "2023-04-28T13:00:00",
"date": "2023-04-28",
"block": "midday",
"demand": 169
},
{
"when": "2023-04-28T17:00:00",
"date": "2023-04-28",
"block": "evening",
"demand": 292
},
{
"when": "2023-04-28T21:00:00",
"date": "2023-04-28",
"block": "night",
"demand": 64
},
{
"when": "2023-04-29T09:00:00",
"date": "2023-04-29",
"block": "morning",
"demand": 25
},
{
"when": "2023-04-29T13:00:00",
"date": "2023-04-29",
"block": "midday",
"demand": 159
},
{
"when": "2023-04-29T17:00:00",
"date": "2023-04-29",
"block": "evening",
"demand": 264
},
{
"when": "2023-04-29T21:00:00",
"date": "2023-04-29",
"block": "night",
"demand": 77
},
{
"when": "2023-04-30T09:00:00",
"date": "2023-04-30",
"block": "morning",
"demand": 30
},
{
"when": "2023-04-30T13:00:00",
"date": "2023-04-30",
"block": "midday",
"demand": 198
},
{
"when": "2023-04-30T17:00:00",
"date": "2023-04-30",
"block": "evening",
"demand": 303
},
{
"when": "2023-04-30T21:00:00",
"date": "2023-04-30",
"block": "night",
"demand": 92
},
{
"when": "2023-05-01T09:00:00",
"date": "2023-05-01",
"block": "morning",
"demand": 34
},
{
"when": "2023-05-01T13:00:00",
"date": "2023-05-01",
"block": "midday",
"demand": 231
},
{
"when": "2023-05-01T17:00:00",
"date": "2023-05-01",
"block": "evening",
"demand": 341
},
{
"when": "2023-05-01T21:00:00",
"date": "2023-05-01",
"block": "night",
"demand": 91
},
{
"when": "2023-05-02T09:00:00",
"date": "2023-05-02",
"block": "morning",
"demand": 37
},
{
"when": "2023-05-02T13:00:00",
"date": "2023-05-02",
"block": "midday",
"demand": 227
},
{
"when": "2023-05-02T17:00:00",
"date": "2023-05-02",
"block": "evening",
"demand": 358
},
{
"when": "2023-05-02T21:00:00",
"date": "2023-05-02",
"block": "night",
"demand": 122
},
{
"when": "2023-05-03T09:00:00",
"date": "2023-05-03",
"block": "morning",
"demand": 37
},
{
"when": "2023-05-03T13:00:00",
"date": "2023-05-03",
"block": "midday",
"demand": 179
},
{
"when": "2023-05-03T17:00:00",
"date": "2023-05-03",
"block": "evening",
"demand": 292
},
{
"when": "2023-05-03T21:00:00",
"date": "2023-05-03",
"block": "night",
"demand": 104
},
{
"when": "2023-05-04T09:00:00",
"date": "2023-05-04",
"block": "morning",
"demand": 25
},
{
"when": "2023-05-04T13:00:00",
"date": "2023-05-04",
"block": "midday",
"demand": 184
},
{
"when": "2023-05-04T17:00:00",
"date": "2023-05-04",
"block": "evening",
"demand": 344
},
{
"when": "2023-05-04T21:00:00",
"date": "2023-05-04",
"block": "night",
"demand": 96
},
{
"when": "2023-05-05T09:00:00",
"date": "2023-05-05",
"block": "morning",
"demand": 28
},
{
"when": "2023-05-05T13:00:00",
"date": "2023-05-05",
"block": "midday",
"demand": 175
},
{
"when": "2023-05-05T17:00:00",
"date": "2023-05-05",
"block": "evening",
"demand": 287
},
{
"when": "2023-05-05T21:00:00",
"date": "2023-05-05",
"block": "night",
"demand": 82
},
{
"when": "2023-05-06T09:00:00",
"date": "2023-05-06",
"block": "morning",
"demand": 25
},
{
"when": "2023-05-06T13:00:00",
"date": "2023-05-06",
"block": "midday",
"demand": 171
},
{
"when": "2023-05-06T17:00:00",
"date": "2023-05-06",
"block": "evening",
"demand": 261
},
{
"when": "2023-05-06T21:00:00",
"date": "2023-05-06",
"block": "night",
"demand": 77
},
{
"when": "2023-05-07T09:00:00",
"date": "2023-05-07",
"block": "morning",
"demand": 28
},
{
"when": "2023-05-07T13:00:00",
"date": "2023-05-07",
"block": "midday",
"demand": 192
},
{
"when": "2023-05-07T17:00:00",
"date": "2023-05-07",
"block": "evening",
"demand": 269
},
{
"when": "2023-05-07T21:00:00",
"date": "2023-05-07",
"block": "night",
"demand": 103
},
{
"when": "2023-05-08T09:00:00",
"date": "2023-05-08",
"block": "morning",
"demand": 28
},
{
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"block": "evening",
"demand": 307
},
{
"when": "2024-03-15T21:00:00",
"date": "2024-03-15",
"block": "night",
"demand": 107
},
{
"when": "2024-03-16T09:00:00",
"date": "2024-03-16",
"block": "morning",
"demand": 27
},
{
"when": "2024-03-16T13:00:00",
"date": "2024-03-16",
"block": "midday",
"demand": 156
},
{
"when": "2024-03-16T17:00:00",
"date": "2024-03-16",
"block": "evening",
"demand": 238
},
{
"when": "2024-03-16T21:00:00",
"date": "2024-03-16",
"block": "night",
"demand": 90
},
{
"when": "2024-03-17T09:00:00",
"date": "2024-03-17",
"block": "morning",
"demand": 27
},
{
"when": "2024-03-17T13:00:00",
"date": "2024-03-17",
"block": "midday",
"demand": 167
},
{
"when": "2024-03-17T17:00:00",
"date": "2024-03-17",
"block": "evening",
"demand": 260
},
{
"when": "2024-03-17T21:00:00",
"date": "2024-03-17",
"block": "night",
"demand": 76
},
{
"when": "2024-03-18T09:00:00",
"date": "2024-03-18",
"block": "morning",
"demand": 32
},
{
"when": "2024-03-18T13:00:00",
"date": "2024-03-18",
"block": "midday",
"demand": 176
},
{
"when": "2024-03-18T17:00:00",
"date": "2024-03-18",
"block": "evening",
"demand": 345
},
{
"when": "2024-03-18T21:00:00",
"date": "2024-03-18",
"block": "night",
"demand": 100
},
{
"when": "2024-03-19T09:00:00",
"date": "2024-03-19",
"block": "morning",
"demand": 38
},
{
"when": "2024-03-19T13:00:00",
"date": "2024-03-19",
"block": "midday",
"demand": 218
},
{
"when": "2024-03-19T17:00:00",
"date": "2024-03-19",
"block": "evening",
"demand": 352
},
{
"when": "2024-03-19T21:00:00",
"date": "2024-03-19",
"block": "night",
"demand": 111
},
{
"when": "2024-03-20T09:00:00",
"date": "2024-03-20",
"block": "morning",
"demand": 42
},
{
"when": "2024-03-20T13:00:00",
"date": "2024-03-20",
"block": "midday",
"demand": 218
},
{
"when": "2024-03-20T17:00:00",
"date": "2024-03-20",
"block": "evening",
"demand": 419
},
{
"when": "2024-03-20T21:00:00",
"date": "2024-03-20",
"block": "night",
"demand": 116
},
{
"when": "2024-03-21T09:00:00",
"date": "2024-03-21",
"block": "morning",
"demand": 38
},
{
"when": "2024-03-21T13:00:00",
"date": "2024-03-21",
"block": "midday",
"demand": 233
},
{
"when": "2024-03-21T17:00:00",
"date": "2024-03-21",
"block": "evening",
"demand": 378
},
{
"when": "2024-03-21T21:00:00",
"date": "2024-03-21",
"block": "night",
"demand": 112
},
{
"when": "2024-03-22T09:00:00",
"date": "2024-03-22",
"block": "morning",
"demand": 36
},
{
"when": "2024-03-22T13:00:00",
"date": "2024-03-22",
"block": "midday",
"demand": 194
},
{
"when": "2024-03-22T17:00:00",
"date": "2024-03-22",
"block": "evening",
"demand": 279
},
{
"when": "2024-03-22T21:00:00",
"date": "2024-03-22",
"block": "night",
"demand": 95
},
{
"when": "2024-03-23T09:00:00",
"date": "2024-03-23",
"block": "morning",
"demand": 33
},
{
"when": "2024-03-23T13:00:00",
"date": "2024-03-23",
"block": "midday",
"demand": 178
},
{
"when": "2024-03-23T17:00:00",
"date": "2024-03-23",
"block": "evening",
"demand": 262
},
{
"when": "2024-03-23T21:00:00",
"date": "2024-03-23",
"block": "night",
"demand": 84
},
{
"when": "2024-03-24T09:00:00",
"date": "2024-03-24",
"block": "morning",
"demand": 27
},
{
"when": "2024-03-24T13:00:00",
"date": "2024-03-24",
"block": "midday",
"demand": 178
},
{
"when": "2024-03-24T17:00:00",
"date": "2024-03-24",
"block": "evening",
"demand": 252
},
{
"when": "2024-03-24T21:00:00",
"date": "2024-03-24",
"block": "night",
"demand": 89
},
{
"when": "2024-03-25T09:00:00",
"date": "2024-03-25",
"block": "morning",
"demand": 30
},
{
"when": "2024-03-25T13:00:00",
"date": "2024-03-25",
"block": "midday",
"demand": 200
},
{
"when": "2024-03-25T17:00:00",
"date": "2024-03-25",
"block": "evening",
"demand": 366
},
{
"when": "2024-03-25T21:00:00",
"date": "2024-03-25",
"block": "night",
"demand": 96
},
{
"when": "2024-03-26T09:00:00",
"date": "2024-03-26",
"block": "morning",
"demand": 36
},
{
"when": "2024-03-26T13:00:00",
"date": "2024-03-26",
"block": "midday",
"demand": 227
},
{
"when": "2024-03-26T17:00:00",
"date": "2024-03-26",
"block": "evening",
"demand": 374
},
{
"when": "2024-03-26T21:00:00",
"date": "2024-03-26",
"block": "night",
"demand": 101
},
{
"when": "2024-03-27T09:00:00",
"date": "2024-03-27",
"block": "morning",
"demand": 33
},
{
"when": "2024-03-27T13:00:00",
"date": "2024-03-27",
"block": "midday",
"demand": 220
},
{
"when": "2024-03-27T17:00:00",
"date": "2024-03-27",
"block": "evening",
"demand": 383
},
{
"when": "2024-03-27T21:00:00",
"date": "2024-03-27",
"block": "night",
"demand": 123
},
{
"when": "2024-03-28T09:00:00",
"date": "2024-03-28",
"block": "morning",
"demand": 35
},
{
"when": "2024-03-28T13:00:00",
"date": "2024-03-28",
"block": "midday",
"demand": 215
},
{
"when": "2024-03-28T17:00:00",
"date": "2024-03-28",
"block": "evening",
"demand": 386
},
{
"when": "2024-03-28T21:00:00",
"date": "2024-03-28",
"block": "night",
"demand": 103
},
{
"when": "2024-03-29T09:00:00",
"date": "2024-03-29",
"block": "morning",
"demand": 31
},
{
"when": "2024-03-29T13:00:00",
"date": "2024-03-29",
"block": "midday",
"demand": 172
},
{
"when": "2024-03-29T17:00:00",
"date": "2024-03-29",
"block": "evening",
"demand": 306
},
{
"when": "2024-03-29T21:00:00",
"date": "2024-03-29",
"block": "night",
"demand": 87
},
{
"when": "2024-03-30T09:00:00",
"date": "2024-03-30",
"block": "morning",
"demand": 26
},
{
"when": "2024-03-30T13:00:00",
"date": "2024-03-30",
"block": "midday",
"demand": 158
},
{
"when": "2024-03-30T17:00:00",
"date": "2024-03-30",
"block": "evening",
"demand": 215
},
{
"when": "2024-03-30T21:00:00",
"date": "2024-03-30",
"block": "night",
"demand": 77
},
{
"when": "2024-03-31T09:00:00",
"date": "2024-03-31",
"block": "morning",
"demand": 28
},
{
"when": "2024-03-31T13:00:00",
"date": "2024-03-31",
"block": "midday",
"demand": 168
},
{
"when": "2024-03-31T17:00:00",
"date": "2024-03-31",
"block": "evening",
"demand": 274
},
{
"when": "2024-03-31T21:00:00",
"date": "2024-03-31",
"block": "night",
"demand": 76
},
{
"when": "2024-04-01T09:00:00",
"date": "2024-04-01",
"block": "morning",
"demand": 31
},
{
"when": "2024-04-01T13:00:00",
"date": "2024-04-01",
"block": "midday",
"demand": 208
},
{
"when": "2024-04-01T17:00:00",
"date": "2024-04-01",
"block": "evening",
"demand": 318
},
{
"when": "2024-04-01T21:00:00",
"date": "2024-04-01",
"block": "night",
"demand": 96
},
{
"when": "2024-04-02T09:00:00",
"date": "2024-04-02",
"block": "morning",
"demand": 34
},
{
"when": "2024-04-02T13:00:00",
"date": "2024-04-02",
"block": "midday",
"demand": 204
},
{
"when": "2024-04-02T17:00:00",
"date": "2024-04-02",
"block": "evening",
"demand": 385
},
{
"when": "2024-04-02T21:00:00",
"date": "2024-04-02",
"block": "night",
"demand": 106
},
{
"when": "2024-04-03T09:00:00",
"date": "2024-04-03",
"block": "morning",
"demand": 35
},
{
"when": "2024-04-03T13:00:00",
"date": "2024-04-03",
"block": "midday",
"demand": 239
},
{
"when": "2024-04-03T17:00:00",
"date": "2024-04-03",
"block": "evening",
"demand": 395
},
{
"when": "2024-04-03T21:00:00",
"date": "2024-04-03",
"block": "night",
"demand": 108
},
{
"when": "2024-04-04T09:00:00",
"date": "2024-04-04",
"block": "morning",
"demand": 34
},
{
"when": "2024-04-04T13:00:00",
"date": "2024-04-04",
"block": "midday",
"demand": 204
},
{
"when": "2024-04-04T17:00:00",
"date": "2024-04-04",
"block": "evening",
"demand": 379
},
{
"when": "2024-04-04T21:00:00",
"date": "2024-04-04",
"block": "night",
"demand": 95
},
{
"when": "2024-04-05T09:00:00",
"date": "2024-04-05",
"block": "morning",
"demand": 29
},
{
"when": "2024-04-05T13:00:00",
"date": "2024-04-05",
"block": "midday",
"demand": 190
},
{
"when": "2024-04-05T17:00:00",
"date": "2024-04-05",
"block": "evening",
"demand": 290
},
{
"when": "2024-04-05T21:00:00",
"date": "2024-04-05",
"block": "night",
"demand": 105
},
{
"when": "2024-04-06T09:00:00",
"date": "2024-04-06",
"block": "morning",
"demand": 31
},
{
"when": "2024-04-06T13:00:00",
"date": "2024-04-06",
"block": "midday",
"demand": 184
},
{
"when": "2024-04-06T17:00:00",
"date": "2024-04-06",
"block": "evening",
"demand": 283
},
{
"when": "2024-04-06T21:00:00",
"date": "2024-04-06",
"block": "night",
"demand": 93
},
{
"when": "2024-04-07T09:00:00",
"date": "2024-04-07",
"block": "morning",
"demand": 27
},
{
"when": "2024-04-07T13:00:00",
"date": "2024-04-07",
"block": "midday",
"demand": 167
},
{
"when": "2024-04-07T17:00:00",
"date": "2024-04-07",
"block": "evening",
"demand": 260
},
{
"when": "2024-04-07T21:00:00",
"date": "2024-04-07",
"block": "night",
"demand": 89
},
{
"when": "2024-04-08T09:00:00",
"date": "2024-04-08",
"block": "morning",
"demand": 30
},
{
"when": "2024-04-08T13:00:00",
"date": "2024-04-08",
"block": "midday",
"demand": 189
},
{
"when": "2024-04-08T17:00:00",
"date": "2024-04-08",
"block": "evening",
"demand": 323
},
{
"when": "2024-04-08T21:00:00",
"date": "2024-04-08",
"block": "night",
"demand": 94
},
{
"when": "2024-04-09T09:00:00",
"date": "2024-04-09",
"block": "morning",
"demand": 41
},
{
"when": "2024-04-09T13:00:00",
"date": "2024-04-09",
"block": "midday",
"demand": 222
},
{
"when": "2024-04-09T17:00:00",
"date": "2024-04-09",
"block": "evening",
"demand": 374
},
{
"when": "2024-04-09T21:00:00",
"date": "2024-04-09",
"block": "night",
"demand": 107
},
{
"when": "2024-04-10T09:00:00",
"date": "2024-04-10",
"block": "morning",
"demand": 38
},
{
"when": "2024-04-10T13:00:00",
"date": "2024-04-10",
"block": "midday",
"demand": 234
},
{
"when": "2024-04-10T17:00:00",
"date": "2024-04-10",
"block": "evening",
"demand": 373
},
{
"when": "2024-04-10T21:00:00",
"date": "2024-04-10",
"block": "night",
"demand": 125
},
{
"when": "2024-04-11T09:00:00",
"date": "2024-04-11",
"block": "morning",
"demand": 37
},
{
"when": "2024-04-11T13:00:00",
"date": "2024-04-11",
"block": "midday",
"demand": 212
},
{
"when": "2024-04-11T17:00:00",
"date": "2024-04-11",
"block": "evening",
"demand": 372
},
{
"when": "2024-04-11T21:00:00",
"date": "2024-04-11",
"block": "night",
"demand": 117
},
{
"when": "2024-04-12T09:00:00",
"date": "2024-04-12",
"block": "morning",
"demand": 34
},
{
"when": "2024-04-12T13:00:00",
"date": "2024-04-12",
"block": "midday",
"demand": 207
},
{
"when": "2024-04-12T17:00:00",
"date": "2024-04-12",
"block": "evening",
"demand": 294
},
{
"when": "2024-04-12T21:00:00",
"date": "2024-04-12",
"block": "night",
"demand": 100
},
{
"when": "2024-04-13T09:00:00",
"date": "2024-04-13",
"block": "morning",
"demand": 31
},
{
"when": "2024-04-13T13:00:00",
"date": "2024-04-13",
"block": "midday",
"demand": 197
},
{
"when": "2024-04-13T17:00:00",
"date": "2024-04-13",
"block": "evening",
"demand": 264
},
{
"when": "2024-04-13T21:00:00",
"date": "2024-04-13",
"block": "night",
"demand": 75
},
{
"when": "2024-04-14T09:00:00",
"date": "2024-04-14",
"block": "morning",
"demand": 27
},
{
"when": "2024-04-14T13:00:00",
"date": "2024-04-14",
"block": "midday",
"demand": 169
},
{
"when": "2024-04-14T17:00:00",
"date": "2024-04-14",
"block": "evening",
"demand": 238
},
{
"when": "2024-04-14T21:00:00",
"date": "2024-04-14",
"block": "night",
"demand": 79
}
]
}
Copy
Demand
Demand is used in the input schema.
| Field name | Required | Data type | Description | Example |
|---|---|---|---|---|
when | Yes | timestamp | The start time of the demand block. | {"when": "2019-11-15T09:00:00"} |
date | Yes | string | The date of the demand. | {"date": "2023-01-01"} |
block | Yes | string | The time of day of the demand (see below). | {"block": "morning"} |
demand | Yes | integer | The amount of demand. | {"demand": "1"} |
The marketplace app defines the block start and end as follows:
| Block | Start | End |
|---|---|---|
| morning | 09:00 | 12:59 |
| midday | 13:00 | 16:59 |
| evening | 17:00 | 20:59 |
| night | 21:00 | 08:59 |
Output
The output schema defines the solution to the demand forecasting problem in JSON format. The output schema contains the following components.
| Field name | Always present | Data type | SI Unit | Description | Example |
|---|---|---|---|---|---|
solutions | Yes | array of solution | NA | Solutions to the demand forecasting problem. | {"solutions": []} |
statistics | Yes | statistics | NA | Summary statistics of the solution. | {"statistics": {"schema": 123}} |
{
"solutions": [
{
"block": "morning",
"count": 32,
"date": "2024-04-14",
"end_time": "2024-04-14T13:00:00-04:00",
"forecast": 31.36039124031903,
"start_time": "2024-04-14T09:00:00-04:00",
"when": "2024-04-14 09:00"
},
{
"block": "midday",
"count": 192,
"date": "2024-04-14",
"end_time": "2024-04-14T17:00:00-04:00",
"forecast": 191.2068813709002,
"start_time": "2024-04-14T13:00:00-04:00",
"when": "2024-04-14 13:00"
},
{
"block": "evening",
"count": 310,
"date": "2024-04-14",
"end_time": "2024-04-14T21:00:00-04:00",
"forecast": 309.0931928684996,
"start_time": "2024-04-14T17:00:00-04:00",
"when": "2024-04-14 17:00"
},
{
"block": "night",
"count": 99,
"date": "2024-04-14",
"end_time": "2024-04-15T09:00:00-04:00",
"forecast": 98.73621520155791,
"start_time": "2024-04-14T21:00:00-04:00",
"when": "2024-04-14 21:00"
},
{
"block": "morning",
"count": 36,
"date": "2024-04-15",
"end_time": "2024-04-15T13:00:00-04:00",
"forecast": 35.851798707337885,
"start_time": "2024-04-15T09:00:00-04:00",
"when": "2024-04-15 09:00"
},
{
"block": "midday",
"count": 221,
"date": "2024-04-15",
"end_time": "2024-04-15T17:00:00-04:00",
"forecast": 220.36057464257115,
"start_time": "2024-04-15T13:00:00-04:00",
"when": "2024-04-15 13:00"
},
{
"block": "evening",
"count": 357,
"date": "2024-04-15",
"end_time": "2024-04-15T21:00:00-04:00",
"forecast": 356.47256841807894,
"start_time": "2024-04-15T17:00:00-04:00",
"when": "2024-04-15 17:00"
},
{
"block": "night",
"count": 115,
"date": "2024-04-15",
"end_time": "2024-04-16T09:00:00-04:00",
"forecast": 114.06793074623977,
"start_time": "2024-04-15T21:00:00-04:00",
"when": "2024-04-15 21:00"
},
{
"block": "morning",
"count": 38,
"date": "2024-04-16",
"end_time": "2024-04-16T13:00:00-04:00",
"forecast": 37.669194878920145,
"start_time": "2024-04-16T09:00:00-04:00",
"when": "2024-04-16 09:00"
},
{
"block": "midday",
"count": 235,
"date": "2024-04-16",
"end_time": "2024-04-16T17:00:00-04:00",
"forecast": 234.12791487300558,
"start_time": "2024-04-16T13:00:00-04:00",
"when": "2024-04-16 13:00"
},
{
"block": "evening",
"count": 377,
"date": "2024-04-16",
"end_time": "2024-04-16T21:00:00-04:00",
"forecast": 376.0359941673732,
"start_time": "2024-04-16T17:00:00-04:00",
"when": "2024-04-16 17:00"
},
{
"block": "night",
"count": 122,
"date": "2024-04-16",
"end_time": "2024-04-17T09:00:00-04:00",
"forecast": 121.69944191152929,
"start_time": "2024-04-16T21:00:00-04:00",
"when": "2024-04-16 21:00"
},
{
"block": "morning",
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"count": 93,
"date": "2024-05-04",
"end_time": "2024-05-05T09:00:00-04:00",
"forecast": 92.4893712283499,
"start_time": "2024-05-04T21:00:00-04:00",
"when": "2024-05-04 21:00"
},
{
"block": "morning",
"count": 31,
"date": "2024-05-05",
"end_time": "2024-05-05T13:00:00-04:00",
"forecast": 30.982158163157976,
"start_time": "2024-05-05T09:00:00-04:00",
"when": "2024-05-05 09:00"
},
{
"block": "midday",
"count": 191,
"date": "2024-05-05",
"end_time": "2024-05-05T17:00:00-04:00",
"forecast": 190.3080449774218,
"start_time": "2024-05-05T13:00:00-04:00",
"when": "2024-05-05 13:00"
},
{
"block": "evening",
"count": 296,
"date": "2024-05-05",
"end_time": "2024-05-05T21:00:00-04:00",
"forecast": 295.68059836363557,
"start_time": "2024-05-05T17:00:00-04:00",
"when": "2024-05-05 17:00"
},
{
"block": "night",
"count": 105,
"date": "2024-05-05",
"end_time": "2024-05-06T09:00:00-04:00",
"forecast": 104.22744557474536,
"start_time": "2024-05-05T21:00:00-04:00",
"when": "2024-05-05 21:00"
},
{
"block": "morning",
"count": 36,
"date": "2024-05-06",
"end_time": "2024-05-06T13:00:00-04:00",
"forecast": 35.460839983785206,
"start_time": "2024-05-06T09:00:00-04:00",
"when": "2024-05-06 09:00"
},
{
"block": "midday",
"count": 220,
"date": "2024-05-06",
"end_time": "2024-05-06T17:00:00-04:00",
"forecast": 219.34400141253874,
"start_time": "2024-05-06T13:00:00-04:00",
"when": "2024-05-06 13:00"
},
{
"block": "evening",
"count": 343,
"date": "2024-05-06",
"end_time": "2024-05-06T21:00:00-04:00",
"forecast": 342.6100758941961,
"start_time": "2024-05-06T17:00:00-04:00",
"when": "2024-05-06 17:00"
},
{
"block": "night",
"count": 120,
"date": "2024-05-06",
"end_time": "2024-05-07T09:00:00-04:00",
"forecast": 119.64356048388807,
"start_time": "2024-05-06T21:00:00-04:00",
"when": "2024-05-06 21:00"
},
{
"block": "morning",
"count": 38,
"date": "2024-05-07",
"end_time": "2024-05-07T13:00:00-04:00",
"forecast": 37.26540399655492,
"start_time": "2024-05-07T09:00:00-04:00",
"when": "2024-05-07 09:00"
},
{
"block": "midday",
"count": 233,
"date": "2024-05-07",
"end_time": "2024-05-07T17:00:00-04:00",
"forecast": 232.99150117587362,
"start_time": "2024-05-07T13:00:00-04:00",
"when": "2024-05-07 13:00"
},
{
"block": "evening",
"count": 362,
"date": "2024-05-07",
"end_time": "2024-05-07T21:00:00-04:00",
"forecast": 361.7174824266976,
"start_time": "2024-05-07T17:00:00-04:00",
"when": "2024-05-07 17:00"
},
{
"block": "night",
"count": 128,
"date": "2024-05-07",
"end_time": "2024-05-08T09:00:00-04:00",
"forecast": 127.36004225493963,
"start_time": "2024-05-07T21:00:00-04:00",
"when": "2024-05-07 21:00"
},
{
"block": "morning",
"count": 36,
"date": "2024-05-08",
"end_time": "2024-05-08T13:00:00-04:00",
"forecast": 35.01775263241493,
"start_time": "2024-05-08T09:00:00-04:00",
"when": "2024-05-08 09:00"
},
{
"block": "midday",
"count": 221,
"date": "2024-05-08",
"end_time": "2024-05-08T17:00:00-04:00",
"forecast": 220.8871111161367,
"start_time": "2024-05-08T13:00:00-04:00",
"when": "2024-05-08 13:00"
},
{
"block": "evening",
"count": 338,
"date": "2024-05-08",
"end_time": "2024-05-08T21:00:00-04:00",
"forecast": 337.9292689381757,
"start_time": "2024-05-08T17:00:00-04:00",
"when": "2024-05-08 17:00"
},
{
"block": "night",
"count": 122,
"date": "2024-05-08",
"end_time": "2024-05-09T09:00:00-04:00",
"forecast": 121.80044381837571,
"start_time": "2024-05-08T21:00:00-04:00",
"when": "2024-05-08 21:00"
},
{
"block": "morning",
"count": 31,
"date": "2024-05-09",
"end_time": "2024-05-09T13:00:00-04:00",
"forecast": 30.39068967979396,
"start_time": "2024-05-09T09:00:00-04:00",
"when": "2024-05-09 09:00"
},
{
"block": "midday",
"count": 193,
"date": "2024-05-09",
"end_time": "2024-05-09T17:00:00-04:00",
"forecast": 192.05397653955853,
"start_time": "2024-05-09T13:00:00-04:00",
"when": "2024-05-09 13:00"
},
{
"block": "evening",
"count": 289,
"date": "2024-05-09",
"end_time": "2024-05-09T21:00:00-04:00",
"forecast": 288.4544315060566,
"start_time": "2024-05-09T17:00:00-04:00",
"when": "2024-05-09 17:00"
},
{
"block": "night",
"count": 108,
"date": "2024-05-09",
"end_time": "2024-05-10T09:00:00-04:00",
"forecast": 107.38874179312347,
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"when": "2024-05-09 21:00"
},
{
"block": "morning",
"count": 27,
"date": "2024-05-10",
"end_time": "2024-05-10T13:00:00-04:00",
"forecast": 26.84826177982891,
"start_time": "2024-05-10T09:00:00-04:00",
"when": "2024-05-10 09:00"
},
{
"block": "midday",
"count": 169,
"date": "2024-05-10",
"end_time": "2024-05-10T17:00:00-04:00",
"forecast": 168.10713574887197,
"start_time": "2024-05-10T13:00:00-04:00",
"when": "2024-05-10 13:00"
},
{
"block": "evening",
"count": 250,
"date": "2024-05-10",
"end_time": "2024-05-10T21:00:00-04:00",
"forecast": 249.82557708483498,
"start_time": "2024-05-10T17:00:00-04:00",
"when": "2024-05-10 17:00"
},
{
"block": "night",
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"date": "2024-05-10",
"end_time": "2024-05-11T09:00:00-04:00",
"forecast": 95.21801035180067,
"start_time": "2024-05-10T21:00:00-04:00",
"when": "2024-05-10 21:00"
},
{
"block": "morning",
"count": 28,
"date": "2024-05-11",
"end_time": "2024-05-11T13:00:00-04:00",
"forecast": 27.03725758135309,
"start_time": "2024-05-11T09:00:00-04:00",
"when": "2024-05-11 09:00"
},
{
"block": "midday",
"count": 167,
"date": "2024-05-11",
"end_time": "2024-05-11T17:00:00-04:00",
"forecast": 166.97688265726856,
"start_time": "2024-05-11T13:00:00-04:00",
"when": "2024-05-11 13:00"
},
{
"block": "evening",
"count": 251,
"date": "2024-05-11",
"end_time": "2024-05-11T21:00:00-04:00",
"forecast": 250.38891736478035,
"start_time": "2024-05-11T17:00:00-04:00",
"when": "2024-05-11 17:00"
},
{
"block": "night",
"count": 95,
"date": "2024-05-11",
"end_time": "2024-05-12T09:00:00-04:00",
"forecast": 94.6971284179699,
"start_time": "2024-05-11T21:00:00-04:00",
"when": "2024-05-11 21:00"
}
],
"statistics": {
"result": {
"custom": {
"constraints": 4548,
"provider": "SCIP",
"status": "optimal",
"variables": 3064
},
"duration": 0.123,
"value": 14798.617183888642
},
"run": {
"duration": 0.123
},
"schema": "v1"
}
}
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Solution
| Field name | Always present | Data type | SI Unit | Description | Example |
|---|---|---|---|---|---|
forecasted_demand | Yes | array of forecasted demand | NA | Solution to the demand forecasting problem. | {"forecasted_demand": []} |
Forecasted demand
| Field name | Always present | Data type | SI Unit | Description | Example |
|---|---|---|---|---|---|
when | Yes | timestamp | NA | The start time of the demand block. | {"when": "2019-11-15T09:00:00"} |
date | Yes | string | NA | The date of the demand. | {"date": "2023-01-01"} |
block | Yes | string | NA | The time of day of the demand. | {"block": "morning"} |
demand | Yes | integer | NA | The amount of demand historically (if include-past option set to true). | {"demand": "1"} |
start_time | Yes | timestamp | NA | The start time of the demand block. | {"start_time": "2019-11-15T09:00:00"} |
end_time | Yes | timestamp | NA | The end time of the demand block. | {"end_time": "2019-11-15T09:00:00"} |
forecast | Yes | float | NA | The forecasted demand. | {"forecast": "1.2"} |
count | Yes | integer | NA | The ceiling of forecasted demand. | {"count": "2"} |
Statistics
| Field name | Always present | Data type | SI Unit | Description | Example |
|---|---|---|---|---|---|
result | No | result | NA | Final result of the solutions. | See result |
run | Yes | run | NA | Information about the run. | See run |
schema | Yes | string | NA | Schema of the statistics. | {"schema": "v1"} |
Here you can find additional definitions used in the statistics schema:
resultField name Always present Data type SI Unit Description Example durationYes floatsecondsTime duration to get to the final result. {"duration": 0.123}valueYes floatNA Value of the final result. {"value": 0.123}customYes anyNA Custom solver metrics. See customrunField name Always present Data type SI Unit Description Example durationYes floatsecondsTime duration of the run. {"duration": 0.123}customField name Always present Data type SI Unit Description Example constraintsYes intNA Number of constraints. {"constraints": 123}providerYes stringNA Solver provider. {"provider": "highs"}statusYes stringNA Solver status. {"status": "optimal"}variablesYes intNA Number of variables. {"variables": 123}
Run options
These are the default options that are available with demand forecasting.
usage: main.py [-h] [-input INPUT] [-output OUTPUT] [-duration DURATION]
[-include-past INCLUDE_PAST]
Solve forecast.
options:
-h, --help show this help message and exit
-input INPUT Path to input file. Default is stdin.
-output OUTPUT Path to output file. Default is stdout.
-duration DURATION Max runtime duration (in seconds). Default is 30.
-include-past INCLUDE_PAST
Include past data in forecast.
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