diff --git a/.gitignore b/.gitignore
index f8b73e7..f6ac436 100644
--- a/.gitignore
+++ b/.gitignore
@@ -138,3 +138,5 @@ dmypy.json
# Cython debug symbols
cython_debug/
+# backup files
+.~lock.*#
diff --git a/README.md b/README.md
index dbea51a..e27a189 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,4 @@
# european_electricity
-Python notebooks and scripts for the European Electricity project
\ No newline at end of file
+Python notebooks and scripts for the European Electricity project.
+In the notebook main_kmeans_clustering, the dataset (consisting of AT and BE only at the moment) is reduced using k-means clustering and the cluster centres are used as the typical-day representatives.
diff --git a/main_kmeans_clustering.ipynb b/main_kmeans_clustering.ipynb
new file mode 100644
index 0000000..7318de8
--- /dev/null
+++ b/main_kmeans_clustering.ipynb
@@ -0,0 +1,1149 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# example k-means reduced zonal dataset "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "# custom scipts \n",
+ "import scripts.read as read\n",
+ "import scripts.prep as prep\n",
+ "import scripts.kmeans as kmeans"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "INTERCONN is identically zero.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " BE_ND | \n",
+ " BE_WIND_ONSHORE | \n",
+ " BE_WIND_OFFSHORE | \n",
+ " BE_SOLAR | \n",
+ " BE_HYDRO | \n",
+ " BE_BIOMASS | \n",
+ " BE_NUCLEAR | \n",
+ " BE_OTHER_GEN | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ "
\n",
+ " \n",
+ " mean | \n",
+ " 2.975173 | \n",
+ " 0.171542 | \n",
+ " 0.408345 | \n",
+ " 0.102262 | \n",
+ " 0.081661 | \n",
+ " 0.462982 | \n",
+ " 0.478261 | \n",
+ " 0.498569 | \n",
+ "
\n",
+ " \n",
+ " std | \n",
+ " 0.378897 | \n",
+ " 0.160393 | \n",
+ " 0.330119 | \n",
+ " 0.151439 | \n",
+ " 0.067165 | \n",
+ " 0.117066 | \n",
+ " 0.125715 | \n",
+ " 0.045038 | \n",
+ "
\n",
+ " \n",
+ " min | \n",
+ " 2.055689 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.060649 | \n",
+ " 0.236078 | \n",
+ " 0.255435 | \n",
+ "
\n",
+ " \n",
+ " 25% | \n",
+ " 2.721740 | \n",
+ " 0.043827 | \n",
+ " 0.099719 | \n",
+ " 0.000000 | \n",
+ " 0.017391 | \n",
+ " 0.444288 | \n",
+ " 0.412420 | \n",
+ " 0.470109 | \n",
+ "
\n",
+ " \n",
+ " 50% | \n",
+ " 3.016437 | \n",
+ " 0.116049 | \n",
+ " 0.334270 | \n",
+ " 0.002615 | \n",
+ " 0.069565 | \n",
+ " 0.469676 | \n",
+ " 0.507256 | \n",
+ " 0.502717 | \n",
+ "
\n",
+ " \n",
+ " 75% | \n",
+ " 3.234711 | \n",
+ " 0.257407 | \n",
+ " 0.745787 | \n",
+ " 0.173244 | \n",
+ " 0.147826 | \n",
+ " 0.554302 | \n",
+ " 0.579312 | \n",
+ " 0.532609 | \n",
+ "
\n",
+ " \n",
+ " max | \n",
+ " 4.000000 | \n",
+ " 0.998148 | \n",
+ " 0.967697 | \n",
+ " 0.660135 | \n",
+ " 0.208696 | \n",
+ " 0.630465 | \n",
+ " 0.822140 | \n",
+ " 0.614130 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " BE_ND BE_WIND_ONSHORE BE_WIND_OFFSHORE BE_SOLAR \\\n",
+ "count 8760.000000 8760.000000 8760.000000 8760.000000 \n",
+ "mean 2.975173 0.171542 0.408345 0.102262 \n",
+ "std 0.378897 0.160393 0.330119 0.151439 \n",
+ "min 2.055689 0.000000 0.000000 0.000000 \n",
+ "25% 2.721740 0.043827 0.099719 0.000000 \n",
+ "50% 3.016437 0.116049 0.334270 0.002615 \n",
+ "75% 3.234711 0.257407 0.745787 0.173244 \n",
+ "max 4.000000 0.998148 0.967697 0.660135 \n",
+ "\n",
+ " BE_HYDRO BE_BIOMASS BE_NUCLEAR BE_OTHER_GEN \n",
+ "count 8760.000000 8760.000000 8760.000000 8760.000000 \n",
+ "mean 0.081661 0.462982 0.478261 0.498569 \n",
+ "std 0.067165 0.117066 0.125715 0.045038 \n",
+ "min 0.000000 0.060649 0.236078 0.255435 \n",
+ "25% 0.017391 0.444288 0.412420 0.470109 \n",
+ "50% 0.069565 0.469676 0.507256 0.502717 \n",
+ "75% 0.147826 0.554302 0.579312 0.532609 \n",
+ "max 0.208696 0.630465 0.822140 0.614130 "
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load BE data\n",
+ "df_BE=read.zonal_data('zonal_data/INPUT_DATA_ZONAL_BE.xlsx')\n",
+ "# normalisation factor of 4 for BE_ND to increase its importance in the subsequent clustering\n",
+ "df_BE['ND']=prep.max_normalise(df_BE['ND'], 4) \n",
+ "# add 'BE' in front of every column in the dataframe to to distinguish between countries in merged dataframe\n",
+ "df_BE=prep.add_country_name(df_BE, 'BE')\n",
+ "df_BE.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "WIND_OFFSHORE is identically zero.\n",
+ "NUCLEAR is identically zero.\n",
+ "OTHER_GEN is identically zero.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " AT_ND | \n",
+ " AT_WIND_ONSHORE | \n",
+ " AT_SOLAR | \n",
+ " AT_HYDRO | \n",
+ " AT_BIOMASS | \n",
+ " AT_INTERCONN | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ "
\n",
+ " \n",
+ " mean | \n",
+ " 2.985608 | \n",
+ " 0.253861 | \n",
+ " 0.159438 | \n",
+ " 0.398663 | \n",
+ " 0.644243 | \n",
+ " 0.237638 | \n",
+ "
\n",
+ " \n",
+ " std | \n",
+ " 0.474555 | \n",
+ " 0.143749 | \n",
+ " 0.224376 | \n",
+ " 0.133731 | \n",
+ " 0.043179 | \n",
+ " 0.247113 | \n",
+ "
\n",
+ " \n",
+ " min | \n",
+ " 1.868206 | \n",
+ " 0.003713 | \n",
+ " 0.000000 | \n",
+ " 0.165434 | \n",
+ " 0.521552 | \n",
+ " -0.697967 | \n",
+ "
\n",
+ " \n",
+ " 25% | \n",
+ " 2.654007 | \n",
+ " 0.142456 | \n",
+ " 0.000000 | \n",
+ " 0.299161 | \n",
+ " 0.620690 | \n",
+ " 0.074954 | \n",
+ "
\n",
+ " \n",
+ " 50% | \n",
+ " 3.034726 | \n",
+ " 0.235946 | \n",
+ " 0.017462 | \n",
+ " 0.364130 | \n",
+ " 0.655172 | \n",
+ " 0.242514 | \n",
+ "
\n",
+ " \n",
+ " 75% | \n",
+ " 3.318725 | \n",
+ " 0.345979 | \n",
+ " 0.281090 | \n",
+ " 0.491588 | \n",
+ " 0.672414 | \n",
+ " 0.409242 | \n",
+ "
\n",
+ " \n",
+ " max | \n",
+ " 4.000000 | \n",
+ " 0.841730 | \n",
+ " 0.867547 | \n",
+ " 0.791855 | \n",
+ " 0.741379 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AT_ND AT_WIND_ONSHORE AT_SOLAR AT_HYDRO AT_BIOMASS \\\n",
+ "count 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n",
+ "mean 2.985608 0.253861 0.159438 0.398663 0.644243 \n",
+ "std 0.474555 0.143749 0.224376 0.133731 0.043179 \n",
+ "min 1.868206 0.003713 0.000000 0.165434 0.521552 \n",
+ "25% 2.654007 0.142456 0.000000 0.299161 0.620690 \n",
+ "50% 3.034726 0.235946 0.017462 0.364130 0.655172 \n",
+ "75% 3.318725 0.345979 0.281090 0.491588 0.672414 \n",
+ "max 4.000000 0.841730 0.867547 0.791855 0.741379 \n",
+ "\n",
+ " AT_INTERCONN \n",
+ "count 8760.000000 \n",
+ "mean 0.237638 \n",
+ "std 0.247113 \n",
+ "min -0.697967 \n",
+ "25% 0.074954 \n",
+ "50% 0.242514 \n",
+ "75% 0.409242 \n",
+ "max 1.000000 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load AT data\n",
+ "df_AT=read.zonal_data('zonal_data/INPUT_DATA_ZONAL_AT.xlsx')\n",
+ "# normalisation factor of 4 for BE_ND to increase its importance in the subsequent clustering\n",
+ "df_AT['ND']=prep.max_normalise(df_AT['ND'], 4)\n",
+ "# AT_INTERCONN has normalisation factor of 1 (default)\n",
+ "df_AT['INTERCONN']=prep.max_normalise(df_AT['INTERCONN'])\n",
+ "# add 'AT' in front of every column in the dataframe\n",
+ "df_AT=prep.add_country_name(df_AT, 'AT')\n",
+ "df_AT.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " BE_ND | \n",
+ " BE_WIND_ONSHORE | \n",
+ " BE_WIND_OFFSHORE | \n",
+ " BE_SOLAR | \n",
+ " BE_HYDRO | \n",
+ " BE_BIOMASS | \n",
+ " BE_NUCLEAR | \n",
+ " BE_OTHER_GEN | \n",
+ " AT_ND | \n",
+ " AT_WIND_ONSHORE | \n",
+ " AT_SOLAR | \n",
+ " AT_HYDRO | \n",
+ " AT_BIOMASS | \n",
+ " AT_INTERCONN | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ " 8760.000000 | \n",
+ "
\n",
+ " \n",
+ " mean | \n",
+ " 2.975173 | \n",
+ " 0.171542 | \n",
+ " 0.408345 | \n",
+ " 0.102262 | \n",
+ " 0.081661 | \n",
+ " 0.462982 | \n",
+ " 0.478261 | \n",
+ " 0.498569 | \n",
+ " 2.985608 | \n",
+ " 0.253861 | \n",
+ " 0.159438 | \n",
+ " 0.398663 | \n",
+ " 0.644243 | \n",
+ " 0.237638 | \n",
+ "
\n",
+ " \n",
+ " std | \n",
+ " 0.378897 | \n",
+ " 0.160393 | \n",
+ " 0.330119 | \n",
+ " 0.151439 | \n",
+ " 0.067165 | \n",
+ " 0.117066 | \n",
+ " 0.125715 | \n",
+ " 0.045038 | \n",
+ " 0.474555 | \n",
+ " 0.143749 | \n",
+ " 0.224376 | \n",
+ " 0.133731 | \n",
+ " 0.043179 | \n",
+ " 0.247113 | \n",
+ "
\n",
+ " \n",
+ " min | \n",
+ " 2.055689 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.060649 | \n",
+ " 0.236078 | \n",
+ " 0.255435 | \n",
+ " 1.868206 | \n",
+ " 0.003713 | \n",
+ " 0.000000 | \n",
+ " 0.165434 | \n",
+ " 0.521552 | \n",
+ " -0.697967 | \n",
+ "
\n",
+ " \n",
+ " 25% | \n",
+ " 2.721740 | \n",
+ " 0.043827 | \n",
+ " 0.099719 | \n",
+ " 0.000000 | \n",
+ " 0.017391 | \n",
+ " 0.444288 | \n",
+ " 0.412420 | \n",
+ " 0.470109 | \n",
+ " 2.654007 | \n",
+ " 0.142456 | \n",
+ " 0.000000 | \n",
+ " 0.299161 | \n",
+ " 0.620690 | \n",
+ " 0.074954 | \n",
+ "
\n",
+ " \n",
+ " 50% | \n",
+ " 3.016437 | \n",
+ " 0.116049 | \n",
+ " 0.334270 | \n",
+ " 0.002615 | \n",
+ " 0.069565 | \n",
+ " 0.469676 | \n",
+ " 0.507256 | \n",
+ " 0.502717 | \n",
+ " 3.034726 | \n",
+ " 0.235946 | \n",
+ " 0.017462 | \n",
+ " 0.364130 | \n",
+ " 0.655172 | \n",
+ " 0.242514 | \n",
+ "
\n",
+ " \n",
+ " 75% | \n",
+ " 3.234711 | \n",
+ " 0.257407 | \n",
+ " 0.745787 | \n",
+ " 0.173244 | \n",
+ " 0.147826 | \n",
+ " 0.554302 | \n",
+ " 0.579312 | \n",
+ " 0.532609 | \n",
+ " 3.318725 | \n",
+ " 0.345979 | \n",
+ " 0.281090 | \n",
+ " 0.491588 | \n",
+ " 0.672414 | \n",
+ " 0.409242 | \n",
+ "
\n",
+ " \n",
+ " max | \n",
+ " 4.000000 | \n",
+ " 0.998148 | \n",
+ " 0.967697 | \n",
+ " 0.660135 | \n",
+ " 0.208696 | \n",
+ " 0.630465 | \n",
+ " 0.822140 | \n",
+ " 0.614130 | \n",
+ " 4.000000 | \n",
+ " 0.841730 | \n",
+ " 0.867547 | \n",
+ " 0.791855 | \n",
+ " 0.741379 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " BE_ND BE_WIND_ONSHORE BE_WIND_OFFSHORE BE_SOLAR \\\n",
+ "count 8760.000000 8760.000000 8760.000000 8760.000000 \n",
+ "mean 2.975173 0.171542 0.408345 0.102262 \n",
+ "std 0.378897 0.160393 0.330119 0.151439 \n",
+ "min 2.055689 0.000000 0.000000 0.000000 \n",
+ "25% 2.721740 0.043827 0.099719 0.000000 \n",
+ "50% 3.016437 0.116049 0.334270 0.002615 \n",
+ "75% 3.234711 0.257407 0.745787 0.173244 \n",
+ "max 4.000000 0.998148 0.967697 0.660135 \n",
+ "\n",
+ " BE_HYDRO BE_BIOMASS BE_NUCLEAR BE_OTHER_GEN AT_ND \\\n",
+ "count 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n",
+ "mean 0.081661 0.462982 0.478261 0.498569 2.985608 \n",
+ "std 0.067165 0.117066 0.125715 0.045038 0.474555 \n",
+ "min 0.000000 0.060649 0.236078 0.255435 1.868206 \n",
+ "25% 0.017391 0.444288 0.412420 0.470109 2.654007 \n",
+ "50% 0.069565 0.469676 0.507256 0.502717 3.034726 \n",
+ "75% 0.147826 0.554302 0.579312 0.532609 3.318725 \n",
+ "max 0.208696 0.630465 0.822140 0.614130 4.000000 \n",
+ "\n",
+ " AT_WIND_ONSHORE AT_SOLAR AT_HYDRO AT_BIOMASS AT_INTERCONN \n",
+ "count 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n",
+ "mean 0.253861 0.159438 0.398663 0.644243 0.237638 \n",
+ "std 0.143749 0.224376 0.133731 0.043179 0.247113 \n",
+ "min 0.003713 0.000000 0.165434 0.521552 -0.697967 \n",
+ "25% 0.142456 0.000000 0.299161 0.620690 0.074954 \n",
+ "50% 0.235946 0.017462 0.364130 0.655172 0.242514 \n",
+ "75% 0.345979 0.281090 0.491588 0.672414 0.409242 \n",
+ "max 0.841730 0.867547 0.791855 0.741379 1.000000 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# merge BE and AT data for clustering\n",
+ "dfs=[df_BE, df_AT]\n",
+ "df=prep.merge(dfs)\n",
+ "df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# train kmeans model \n",
+ "labels, centres=kmeans.clustering(df) # using default 20 clusters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " daytype | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2018-01-01 | \n",
+ " 16 | \n",
+ "
\n",
+ " \n",
+ " 2018-01-02 | \n",
+ " 17 | \n",
+ "
\n",
+ " \n",
+ " 2018-01-03 | \n",
+ " 19 | \n",
+ "
\n",
+ " \n",
+ " 2018-01-04 | \n",
+ " 19 | \n",
+ "
\n",
+ " \n",
+ " 2018-01-05 | \n",
+ " 19 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 2018-12-27 | \n",
+ " 17 | \n",
+ "
\n",
+ " \n",
+ " 2018-12-28 | \n",
+ " 17 | \n",
+ "
\n",
+ " \n",
+ " 2018-12-29 | \n",
+ " 17 | \n",
+ "
\n",
+ " \n",
+ " 2018-12-30 | \n",
+ " 17 | \n",
+ "
\n",
+ " \n",
+ " 2018-12-31 | \n",
+ " 17 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
365 rows × 1 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " daytype\n",
+ "2018-01-01 16\n",
+ "2018-01-02 17\n",
+ "2018-01-03 19\n",
+ "2018-01-04 19\n",
+ "2018-01-05 19\n",
+ "... ...\n",
+ "2018-12-27 17\n",
+ "2018-12-28 17\n",
+ "2018-12-29 17\n",
+ "2018-12-30 17\n",
+ "2018-12-31 17\n",
+ "\n",
+ "[365 rows x 1 columns]"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# output daily day type table\n",
+ "df_labels=kmeans.df_daily_label(labels, 2018)\n",
+ "df_labels"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " \n",
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+ " \n",
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\n",
+ "
8760 rows × 14 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " BE_ND BE_WIND_ONSHORE BE_WIND_OFFSHORE BE_SOLAR BE_HYDRO \\\n",
+ "Time \n",
+ "1 2.838218 0.182099 0.794242 0.000000e+00 0.160870 \n",
+ "2 2.616419 0.185494 0.798455 0.000000e+00 0.160870 \n",
+ "3 2.469548 0.183951 0.761236 0.000000e+00 0.160870 \n",
+ "4 2.350503 0.201852 0.556180 0.000000e+00 0.160870 \n",
+ "5 2.281765 0.187963 0.509129 0.000000e+00 0.160870 \n",
+ "... ... ... ... ... ... \n",
+ "8756 3.163095 0.325679 0.780337 0.000000e+00 0.129565 \n",
+ "8757 2.987369 0.320926 0.799157 -3.469447e-18 0.126087 \n",
+ "8758 2.890612 0.300185 0.788904 0.000000e+00 0.122609 \n",
+ "8759 2.998012 0.296543 0.744803 0.000000e+00 0.123478 \n",
+ "8760 2.983878 0.257654 0.736517 0.000000e+00 0.125217 \n",
+ "\n",
+ " BE_BIOMASS BE_NUCLEAR BE_OTHER_GEN AT_ND AT_WIND_ONSHORE \\\n",
+ "Time \n",
+ "1 0.227786 0.508016 0.551630 2.546124 0.109984 \n",
+ "2 0.228491 0.506244 0.555707 2.410350 0.104818 \n",
+ "3 0.224260 0.509450 0.551630 2.315056 0.098545 \n",
+ "4 0.226375 0.510715 0.552989 2.206895 0.095795 \n",
+ "5 0.224965 0.510547 0.554348 2.190770 0.103490 \n",
+ "... ... ... ... ... ... \n",
+ "8756 0.392525 0.707239 0.538859 3.217167 0.332767 \n",
+ "8757 0.381946 0.708826 0.539674 3.037690 0.332606 \n",
+ "8758 0.368406 0.709467 0.540489 2.865606 0.331732 \n",
+ "8759 0.359661 0.709838 0.541033 2.918659 0.329311 \n",
+ "8760 0.348096 0.705451 0.537500 2.724385 0.324402 \n",
+ "\n",
+ " AT_SOLAR AT_HYDRO AT_BIOMASS AT_INTERCONN \n",
+ "Time \n",
+ "1 0.0 0.228238 0.659483 0.568392 \n",
+ "2 0.0 0.227246 0.659483 0.629205 \n",
+ "3 0.0 0.224202 0.659483 0.635860 \n",
+ "4 0.0 0.225893 0.658405 0.587246 \n",
+ "5 0.0 0.226073 0.657328 0.544362 \n",
+ "... ... ... ... ... \n",
+ "8756 0.0 0.224811 0.664871 0.372569 \n",
+ "8757 0.0 0.213553 0.666164 0.371608 \n",
+ "8758 0.0 0.204794 0.667241 0.352717 \n",
+ "8759 0.0 0.198548 0.667672 0.390684 \n",
+ "8760 0.0 0.196496 0.667241 0.453457 \n",
+ "\n",
+ "[8760 rows x 14 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# reconstruct the data table with cluster centres\n",
+ "df_reduced=kmeans.df_centres(df, labels, centres)\n",
+ "df_reduced"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# inspect output graphically\n",
+ "def plot_compare(col_name):\n",
+ " plt.figure(figsize=(20,8)) \n",
+ " plt.plot(df[col_name], label='data')\n",
+ " plt.plot(df_reduced[col_name], label='kmeans centre')\n",
+ " plt.title(col_name.replace('_', ' '), size=16)\n",
+ " plt.xticks(size=16) # x-axis font size\n",
+ " plt.yticks(size=16) # y-axis font size\n",
+ " plt.xlabel('time step', size=16) # x-axis label\n",
+ " plt.ylabel('factor', size=16) # y-axis label\n",
+ " plt.legend(prop={'size':16})\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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\n",
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+ "