Upload 6 files
Browse files- LICENSE.md +4 -0
- data_exploration.ipynb +179 -0
- norm_avail_wind_power_data.parquet +3 -0
- norm_avail_wind_power_forecast.parquet +3 -0
- norm_demand.parquet +3 -0
- norm_demand_forecast.parquet +3 -0
LICENSE.md
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
The contents of this folder are licensed under the Creative Commons Attribution-NonCommercial 4.0 International License.
|
| 3 |
+
|
| 4 |
+
See ../LICENSE-DATA.md for details.
|
data_exploration.ipynb
ADDED
|
@@ -0,0 +1,179 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": null,
|
| 6 |
+
"id": "bd8a90f9",
|
| 7 |
+
"metadata": {},
|
| 8 |
+
"outputs": [],
|
| 9 |
+
"source": [
|
| 10 |
+
"import pandas as pd"
|
| 11 |
+
]
|
| 12 |
+
},
|
| 13 |
+
{
|
| 14 |
+
"cell_type": "markdown",
|
| 15 |
+
"id": "03510c55",
|
| 16 |
+
"metadata": {},
|
| 17 |
+
"source": [
|
| 18 |
+
"# Demand data"
|
| 19 |
+
]
|
| 20 |
+
},
|
| 21 |
+
{
|
| 22 |
+
"cell_type": "code",
|
| 23 |
+
"execution_count": null,
|
| 24 |
+
"id": "d110761b",
|
| 25 |
+
"metadata": {},
|
| 26 |
+
"outputs": [],
|
| 27 |
+
"source": [
|
| 28 |
+
"demand = pd.read_parquet(\"norm_demand.parquet\")"
|
| 29 |
+
]
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"cell_type": "code",
|
| 33 |
+
"execution_count": null,
|
| 34 |
+
"id": "57ffa9fa",
|
| 35 |
+
"metadata": {},
|
| 36 |
+
"outputs": [],
|
| 37 |
+
"source": [
|
| 38 |
+
"demand.head()"
|
| 39 |
+
]
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"cell_type": "code",
|
| 43 |
+
"execution_count": null,
|
| 44 |
+
"id": "b470832e",
|
| 45 |
+
"metadata": {},
|
| 46 |
+
"outputs": [],
|
| 47 |
+
"source": [
|
| 48 |
+
"demand.tail()"
|
| 49 |
+
]
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"cell_type": "code",
|
| 53 |
+
"execution_count": null,
|
| 54 |
+
"id": "c563e1e9",
|
| 55 |
+
"metadata": {},
|
| 56 |
+
"outputs": [],
|
| 57 |
+
"source": [
|
| 58 |
+
"demand_pred = pd.read_parquet(\"norm_demand_forecast.parquet\")"
|
| 59 |
+
]
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"cell_type": "code",
|
| 63 |
+
"execution_count": null,
|
| 64 |
+
"id": "ac2d1a76",
|
| 65 |
+
"metadata": {},
|
| 66 |
+
"outputs": [],
|
| 67 |
+
"source": [
|
| 68 |
+
"demand_pred.head()"
|
| 69 |
+
]
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"cell_type": "code",
|
| 73 |
+
"execution_count": null,
|
| 74 |
+
"id": "dd198e95",
|
| 75 |
+
"metadata": {},
|
| 76 |
+
"outputs": [],
|
| 77 |
+
"source": [
|
| 78 |
+
"demand_pred.tail()"
|
| 79 |
+
]
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"cell_type": "markdown",
|
| 83 |
+
"id": "0a09a009",
|
| 84 |
+
"metadata": {},
|
| 85 |
+
"source": [
|
| 86 |
+
"# Wind data"
|
| 87 |
+
]
|
| 88 |
+
},
|
| 89 |
+
{
|
| 90 |
+
"cell_type": "code",
|
| 91 |
+
"execution_count": null,
|
| 92 |
+
"id": "af3edc03",
|
| 93 |
+
"metadata": {},
|
| 94 |
+
"outputs": [],
|
| 95 |
+
"source": [
|
| 96 |
+
"wind_data = pd.read_parquet(\"norm_avail_wind_power_data.parquet\")"
|
| 97 |
+
]
|
| 98 |
+
},
|
| 99 |
+
{
|
| 100 |
+
"cell_type": "code",
|
| 101 |
+
"execution_count": null,
|
| 102 |
+
"id": "f71598db",
|
| 103 |
+
"metadata": {},
|
| 104 |
+
"outputs": [],
|
| 105 |
+
"source": [
|
| 106 |
+
"wind_data.head()"
|
| 107 |
+
]
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"cell_type": "code",
|
| 111 |
+
"execution_count": null,
|
| 112 |
+
"id": "f4d38ad4",
|
| 113 |
+
"metadata": {},
|
| 114 |
+
"outputs": [],
|
| 115 |
+
"source": [
|
| 116 |
+
"wind_data.tail()"
|
| 117 |
+
]
|
| 118 |
+
},
|
| 119 |
+
{
|
| 120 |
+
"cell_type": "code",
|
| 121 |
+
"execution_count": null,
|
| 122 |
+
"id": "4d878712",
|
| 123 |
+
"metadata": {},
|
| 124 |
+
"outputs": [],
|
| 125 |
+
"source": [
|
| 126 |
+
"wind_pred = pd.read_parquet(\"norm_avail_wind_power_forecast.parquet\")"
|
| 127 |
+
]
|
| 128 |
+
},
|
| 129 |
+
{
|
| 130 |
+
"cell_type": "code",
|
| 131 |
+
"execution_count": null,
|
| 132 |
+
"id": "21648509",
|
| 133 |
+
"metadata": {},
|
| 134 |
+
"outputs": [],
|
| 135 |
+
"source": [
|
| 136 |
+
"wind_pred.head()"
|
| 137 |
+
]
|
| 138 |
+
},
|
| 139 |
+
{
|
| 140 |
+
"cell_type": "code",
|
| 141 |
+
"execution_count": null,
|
| 142 |
+
"id": "2102b56a",
|
| 143 |
+
"metadata": {},
|
| 144 |
+
"outputs": [],
|
| 145 |
+
"source": [
|
| 146 |
+
"wind_pred.tail()"
|
| 147 |
+
]
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"cell_type": "code",
|
| 151 |
+
"execution_count": null,
|
| 152 |
+
"id": "527d85af",
|
| 153 |
+
"metadata": {},
|
| 154 |
+
"outputs": [],
|
| 155 |
+
"source": []
|
| 156 |
+
}
|
| 157 |
+
],
|
| 158 |
+
"metadata": {
|
| 159 |
+
"kernelspec": {
|
| 160 |
+
"display_name": "Pytorch",
|
| 161 |
+
"language": "python",
|
| 162 |
+
"name": "python3"
|
| 163 |
+
},
|
| 164 |
+
"language_info": {
|
| 165 |
+
"codemirror_mode": {
|
| 166 |
+
"name": "ipython",
|
| 167 |
+
"version": 3
|
| 168 |
+
},
|
| 169 |
+
"file_extension": ".py",
|
| 170 |
+
"mimetype": "text/x-python",
|
| 171 |
+
"name": "python",
|
| 172 |
+
"nbconvert_exporter": "python",
|
| 173 |
+
"pygments_lexer": "ipython3",
|
| 174 |
+
"version": "3.8.16"
|
| 175 |
+
}
|
| 176 |
+
},
|
| 177 |
+
"nbformat": 4,
|
| 178 |
+
"nbformat_minor": 5
|
| 179 |
+
}
|
norm_avail_wind_power_data.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:31651c2460c1bf4ab2b1acae601c2f78ad2c84efadc96847f06707e0116c6d44
|
| 3 |
+
size 7247237
|
norm_avail_wind_power_forecast.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:38ba4a593e4c48cc3c03c7ead0e4321decf6e249a3368518d3fdc33eb34ece48
|
| 3 |
+
size 234554700
|
norm_demand.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2fe302b13c96fd9d5cf6f1050341e605b6be5a094f4f7baac0a8e446584cb77e
|
| 3 |
+
size 1963788
|
norm_demand_forecast.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8ab4bdbb4cc24ba141408a8c7387811f9c01df6eb7b7d818751f936c5aa10698
|
| 3 |
+
size 689293187
|