{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Copyright © 2020-2021 by Fraunhofer-Gesellschaft. All rights reserved.
\n",
"Fraunhofer Institute for Integrated Circuits IIS, Division Engineering of Adaptive Systems EAS
\n",
"Münchner Straße 16, 01187 Dresden, Germany\n",
"\n",
"\n",
"---\n",
"\n",
"## ESB - Energy Saving by Blockchain\n",
"\n",
"Eurostars – EXP 00119832 / EUS-2019113348\n",
"\n",
"---\n",
"\n",
"## Prediction of Energy Consumption for Variable Customer Portfolios Including Aleatoric Uncertainty Estimation\n",
"\n",
"*Oliver Mey, André Schneider, Olaf Enge-Rosenblatt, Yesnier Bravo, Pit Stenzel*\n",
"\n",
"The notebook is part of a paper submission contributed to the **10th International Conference on Power Science and Engineering (ICPSE 2021)** held on Oct. 21-23, 2021 in Yildiz Technical University, Istanbul, Turkey.\n",
"\n",
"---\n",
"\n",
"# A3: Data Exploration\n",
"\n",
"This notebook loads the available datasets and illustrates selected aspects of data properties.\n",
"\n",
"---\n",
"\n",
"\n",
"Version 0.3.10 (October 12, 2021)
\n",
"Authors: Oliver Mey, André Schneider (Fraunhofer IIS)
\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings, logging, os\n",
"warnings.filterwarnings('ignore')\n",
"logging.disable(logging.WARNING)\n",
"os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import joblib\n",
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import holidays as hd\n",
"import seaborn as sns\n",
"import tensorflow as tf\n",
"\n",
"%matplotlib inline\n",
"sns.set(rc={'figure.figsize':(16, 6)})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Configuration"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"path = '..'\n",
"timezone = 'Europe/Madrid'\n",
"seed = 12345\n",
"epsilon = 1e-5\n",
"skip = 15\n",
"\n",
"selected_customers = [\n",
" '5d6fcd1df44b0324bc6b7271',\n",
" '5d6fcd5cf44b0324bc6b777b',\n",
" '5d6fcd77f44b0324bc6b797f',\n",
" '5d6fcd41f44b0324bc6b7544',\n",
" '5d6fcd3bf44b0324bc6b74ce',\n",
" '5d6fcd6af44b0324bc6b788d',\n",
" '5d6fcd70f44b0324bc6b78fe',\n",
" '5d6fcd52f44b0324bc6b76ae',\n",
" '5d6fcd40f44b0324bc6b7535',\n",
" '5d6fcd79f44b0324bc6b79ae']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"properties = {\n",
" 'data_path' : path + '/data',\n",
" 'models_path' : path + '/models/C1_01',\n",
" 'epsilon': epsilon\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Function Definitions"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def fix_DST(data):\n",
" data = data[~data.index.duplicated(keep='first')]\n",
" data = data.resample('H').ffill()\n",
" return data\n",
"\n",
"def crop(data):\n",
" hour_index = data.index.hour\n",
" t0 = data[hour_index==0].head(1).index\n",
" tn = data[hour_index==23].tail(1).index\n",
" data.drop(data.loc[data.index < t0[0]].index, inplace=True)\n",
" data.drop(data.loc[data.index > tn[0]].index, inplace=True)\n",
" return"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Class Definition for Loading the Data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"class DataLoader:\n",
" \n",
" def __init__(self, properties):\n",
" self.data_path = properties.get('data_path', '/tmp')\n",
" self.categories = ['consumption', 'weather', 'profiles']\n",
" self.files = [self.data_path + '/' + '20201015_' + name + '.xlsx' for name in self.categories]\n",
" return\n",
" \n",
" def scale_data(self, data):\n",
" x = data.groupby(data.index.date).mean()\n",
" x.index = pd.to_datetime(x.index)\n",
" x = x.append(pd.DataFrame(x.tail(1), index=x.tail(1).index+pd.Timedelta(days=1)))\n",
" x = x.resample('h').ffill()[:-1]\n",
" x.index = data.index\n",
" y = data / x\n",
" return y\n",
" \n",
" def load_metadata(self):\n",
" customers = pd.read_excel(self.files[self.categories.index('profiles')])\n",
" customers.columns = ['customer', 'profile']\n",
" profiles = pd.DataFrame(customers['profile'].unique(), columns=['profile'])\n",
" holidays = hd.ES(years=list(range(2010, 2021)), prov=\"MD\")\n",
" return customers, profiles, holidays\n",
" \n",
" def load_data(self):\n",
" consumptions = pd.read_excel(self.files[self.categories.index('consumption')], parse_dates=[0], index_col=0)\n",
" consumptions.columns = pd.DataFrame(consumptions.columns, columns=['customer']).index\n",
" consumptions.index.name = 'time'\n",
" consumptions = fix_DST(consumptions)\n",
" crop(consumptions)\n",
" consumptions_scaled = self.scale_data(consumptions)\n",
" weather = pd.read_excel(self.files[self.categories.index('weather')], parse_dates=[0], index_col=0)\n",
" weather.columns = consumptions.columns\n",
" weather.index.name = 'time'\n",
" weather = fix_DST(weather)\n",
" weather_forecast = weather.copy()\n",
" weather_forecast.index = weather.index-pd.Timedelta(days=1)\n",
" crop(weather)\n",
" crop(weather_forecast)\n",
" return consumptions, consumptions_scaled, weather, weather_forecast\n",
" \n",
" def prepare_data(self, consumptions, weather, holidays):\n",
" days = pd.DataFrame(pd.to_datetime(consumptions.index.date), index=consumptions.index, columns=['date'])\n",
" days['day_of_week'] = list(days.index.dayofweek)\n",
" days['day_of_month'] = list(days.index.day)\n",
" days['month'] = list(days.index.month)\n",
" days['day_category'] = days['day_of_week'].replace({0:0,1:1,2:1,3:1,4:2,5:3,6:4})\n",
" days.loc[days['date'].apply(lambda d: d in holidays), 'day_category'] = 4\n",
" days = days.groupby(['date']).first()\n",
" consumptions_daily_mean = pd.DataFrame(consumptions.groupby(consumptions.index.date).mean(), index=days.index)\n",
" weather_daily_mean = pd.DataFrame(weather.groupby(weather.index.date).mean(), index=days.index)\n",
" return consumptions_daily_mean, weather_daily_mean, days"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading Data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"loader = DataLoader(properties)\n",
"consumptions, consumptions_scaled, weather, weather_forecast = loader.load_data()\n",
"customers, profiles, holidays = loader.load_metadata()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"consumptions_daily_mean, weather_daily_mean, days = loader.prepare_data(consumptions, weather, holidays)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Daily Mean Energy Consumption for 10 Selected Customers"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"I = customers[customers['customer'].isin(selected_customers)].index.values\n",
"_ = consumptions_daily_mean.loc[:,I].plot(ylabel='energy consumption [kWh]', alpha=0.7,\n",
" title='Daily Mean Energy Consumption for 10 Selected Customers', legend=False,\n",
" ylim=(-0.2,6.2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histograms of Hourly Consumptions of Household Customers"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"households = customers[customers['profile'].astype(str).str.contains('hogares')].index.values"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"consumptions_housholds = consumptions.loc[:,households]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,5))\n",
"ax1=plt.subplot(121, title=\"Histogram of Hourly Consumptions\")\n",
"ax1.hist((consumptions_housholds.to_numpy().reshape(-1, 1)).flatten(), bins=200, \n",
" facecolor='b', edgecolor='b')\n",
"ax1.set_xlim(-0.2,4.2)\n",
"ax1.set_ylim(0,1.2e6)\n",
"ax1.set_xlabel(\"Energy Consumption [kWh]\")\n",
"ax1.set_ylabel(\"Counts\")\n",
"ax2=plt.subplot(122, title=\"Histogram of Logarithmized Hourly Consumptions\")\n",
"ax2.hist(np.log(np.float64((consumptions_housholds.to_numpy().reshape(-1, 1)).flatten())+1e-5), bins=100, \n",
" facecolor='b', edgecolor='b')\n",
"ax2.set_xlim(-8.4,4.4)\n",
"ax2.set_ylim(0,130000)\n",
"ax2.set_ylabel(\"Counts\")\n",
"ax2.set_xlabel(\"Log(Energy Consumption) [without unit]\")\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}