{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "5CCEPT_lXzIp" }, "source": [ "\n", "# Problem 1.1" ] }, { "cell_type": "markdown", "metadata": { "id": "6ZZb8a8NXzIu" }, "source": [ "**Integrated Energy Grids**\n", "\n", "**Problem 1.1. Analyzing solar and wind generation time series.**" ] }, { "cell_type": "markdown", "metadata": { "id": "4zUbh1xSYLs7" }, "source": [ ":::{note}\n", "If you have not yet set up Python on your computer, you can execute this tutorial in your browser via [Google Colab](https://colab.research.google.com/). Click on the rocket in the top right corner and launch \"Colab\". If that doesn't work download the `.ipynb` file and import it in [Google Colab](https://colab.research.google.com/).\n", "\n", "Then install `pandas` and `numpy` by executing the following command in a Jupyter cell at the top of the notebook.\n", "\n", "```sh\n", "!pip install pandas numpy scipy\n", "```\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "I__ZcxJRXzIx" }, "outputs": [], "source": [ "import pandas as pd\n", "from scipy import fftpack\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "id": "_QBUMreIXzI1" }, "source": [ "# Data import" ] }, { "cell_type": "markdown", "metadata": { "id": "Jue-qPKjXzI2" }, "source": [ "In this example, wind data from [https://zenodo.org/record/3253876#.XSiVOEdS8l0](https://zenodo.org/record/3253876#.XSiVOEdS8l0) and solar PV data from [https://zenodo.org/record/2613651#.X0kbhDVS-uV](https://zenodo.org/record/3253876#.XSiVOEdS8l0) is used. The data is downloaded in csv format and saved in the 'data' folder.\n", "The Pandas package is used as a convenient way of managing the datasets.\n", "\n", "For convenience, the column including date information is converted into Datetime and set as index" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 214 }, "id": "gGUb-wrkXzI4", "outputId": "ad4dfd1e-3983-4889-9689-da1031a3c459" }, "outputs": [], "source": [ "data_pv = pd.read_csv('data/pv_optimal.csv',sep=';')\n", "data_pv.index = pd.DatetimeIndex(data_pv['utc_time'])\n", "data_wind = pd.read_csv('data/onshore_wind_1979-2017.csv',sep=';')\n", "data_wind.index = pd.DatetimeIndex(data_wind['utc_time'])" ] }, { "cell_type": "markdown", "metadata": { "id": "0tAazo-9XzI5" }, "source": [ "The data format can now be analyzed using the .head() function to show the first lines of the data set" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "s3YnVhaYXzI6", "outputId": "079d977b-6e36-4a73-e516-8a31f440992a" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
utc_timeAUTBELBGRBIHCHECYPCZEDEUDNK...MLTNLDNORPOLPRTROUSRBSVKSVNSWE
utc_time
1979-01-01 00:00:00+00:001979-01-01T00:00:00Z0.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
1979-01-01 01:00:00+00:001979-01-01T01:00:00Z0.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
1979-01-01 02:00:00+00:001979-01-01T02:00:00Z0.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
1979-01-01 03:00:00+00:001979-01-01T03:00:00Z0.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
1979-01-01 04:00:00+00:001979-01-01T04:00:00Z0.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
\n", "

5 rows × 33 columns

\n", "
" ], "text/plain": [ " utc_time AUT BEL BGR BIH CHE CYP \\\n", "utc_time \n", "1979-01-01 00:00:00+00:00 1979-01-01T00:00:00Z 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 01:00:00+00:00 1979-01-01T01:00:00Z 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 02:00:00+00:00 1979-01-01T02:00:00Z 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 03:00:00+00:00 1979-01-01T03:00:00Z 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 04:00:00+00:00 1979-01-01T04:00:00Z 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", " CZE DEU DNK ... MLT NLD NOR POL PRT ROU \\\n", "utc_time ... \n", "1979-01-01 00:00:00+00:00 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 01:00:00+00:00 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 02:00:00+00:00 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 03:00:00+00:00 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1979-01-01 04:00:00+00:00 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", " SRB SVK SVN SWE \n", "utc_time \n", "1979-01-01 00:00:00+00:00 0.0 0.0 0.0 0.0 \n", "1979-01-01 01:00:00+00:00 0.0 0.0 0.0 0.0 \n", "1979-01-01 02:00:00+00:00 0.0 0.0 0.0 0.0 \n", "1979-01-01 03:00:00+00:00 0.0 0.0 0.0 0.0 \n", "1979-01-01 04:00:00+00:00 0.0 0.0 0.0 0.0 \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_pv.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "c5mATDi1XzI7" }, "source": [ "We will use Denmark as an example for this solution" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "Cmhok8AsXzI9" }, "outputs": [], "source": [ "country = 'DNK'" ] }, { "cell_type": "markdown", "metadata": { "id": "e5nU6nI0XzI-" }, "source": [ "**1) Start by plotting the capacity factors for wind and solar throughout the first two weeks in January and the first two weeks in July. Do this for the most recent year for which you have available data.**\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "3_5vjd1CXzJA", "outputId": "fa319c47-84e6-46ec-cef6-fb8efd3b613c" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_pv.loc['2017-01-01':'2017-01-14'][country].plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_pv.loc['2017-06-01':'2017-06-14'][country].plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "vLeDEWnoXzJB", "outputId": "dfc8b8bb-c99a-41c5-cbf4-4dbca76f91d9" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_wind.loc['2017-01-01':'2017-01-14'][country].plot(kind='line', ylabel='Capacity Factor Onshore Wind')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "umW9Ed4VXzJC", "outputId": "a66e45e4-8a6d-4a0c-8aec-5aa1de31d962" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_wind.loc['2017-06-01':'2017-06-14'][country].plot(kind='line', ylabel='Capacity Factor Onshore Wind')" ] }, { "cell_type": "markdown", "metadata": { "id": "juTQ3d4WXzJE" }, "source": [ "**2)Calculate the average capacity factor for every day of the year and plot them. Do the same for capacity factors averaged by week and month. Based on steps 1 and 2, what are the dominant frequencies for every technology?**" ] }, { "cell_type": "markdown", "metadata": { "id": "2C7_YxImXzJF" }, "source": [ "Daily, weekly and monthly means are calculated using the pandas .groupby function combined with the pandas.Grouper automaticly creationg groups with the desired size." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "YcqVNtPZXzJG", "scrolled": true }, "outputs": [], "source": [ "# Daily\n", "daily_mean_pv = data_pv.loc['2017-01-01':'2017-12-31'][country].resample('D').mean()\n", "daily_mean_wind = data_wind.loc['2017-01-01':'2017-12-31'][country].resample('D').mean()\n", "# Weekly\n", "weekly_mean_pv = data_pv.loc['2017-01-01':'2017-12-31'][country].resample('W').mean()\n", "weekly_mean_wind = data_wind.loc['2017-01-01':'2017-12-31'][country].resample('W').mean()\n", "# Monthly\n", "monthly_mean_pv = data_pv.loc['2017-01-01':'2017-12-31'][country].resample('ME').mean()\n", "monthly_mean_wind = data_wind.loc['2017-01-01':'2017-12-31'][country].resample('ME').mean()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "5DkbZk6dXzJG", "outputId": "636e399f-a7d1-404c-9f2c-a1716d453975" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "daily_mean_pv.plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "8M_k7D1rXzJH", "outputId": "67b150c8-bf78-461d-f080-ef09cd72fae1" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weekly_mean_pv.plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "OOEHJKpaXzJI", "outputId": "29b30b96-17df-461a-ea50-c3a4e950b1a5" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "monthly_mean_pv.plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "K5xWFk2KXzJJ", "outputId": "59e7543d-544c-423a-f914-05713cc45d91" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "daily_mean_wind.plot(kind='line', ylabel='Capacity Factor onshore wind')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "-cilzoUrXzJK", "outputId": "299899a2-9b26-4662-b06f-be10fedce4ee" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weekly_mean_wind.plot(kind='line', ylabel='Capacity Factor onshore wind')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "Q-Y4LFzHXzJL", "outputId": "ec2b18c8-6d65-45be-d559-a98f314e45a9" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "monthly_mean_wind.plot(kind='line', ylabel='Capacity Factor onshore wind')" ] }, { "cell_type": "markdown", "metadata": { "id": "0rLbZaHIXzJM" }, "source": [ "Based on the figures shown above the following trends are seen:\n", "- Solar PV has a clear daily pattern seen on the capacity factor plot for the first two weeks of the year. High capacity factors are seen in the middle of the day and zero at night.\n", "- Solar PV furthermore, has a clearly seasonal pattern, with high capacity factors in summer, and lower in winter.\n", "- Analyzing the daily average capacity factor of wind, fluctuations showing approximately a weekly period are seen.\n", "- A slightly seasonal pattern is also seen for wind, with more wind in the winter and less in the summer." ] }, { "cell_type": "markdown", "metadata": { "id": "k-ZVNgJpXzJN" }, "source": [ "**3)One useful way of investigating the previous question is by calculating the Fast Fourier Transform (FTT) power spectra of the time series. Do so and plot the power spectra for wind and solar capacity factor time series. Are these results in agreement with Sections 1 and 2?**" ] }, { "cell_type": "markdown", "metadata": { "id": "0sYZCJd6XzJN" }, "source": [ "The function fft.fft() is used to calculate the Fast Fourier Transform $a_{\\omega}=\\int^T_0 X(t) e^{i \\omega t}dt$ where $X(t)$ is the time series (wind or solar) that we are analyzing.\n", "\n", "The power spectra $\\| a_{\\omega}\\|^2$ is plotted to identify the dominant frequencies." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\34620\\AppData\\Local\\Temp\\ipykernel_24488\\3780475453.py:7: RuntimeWarning: divide by zero encountered in scalar divide\n", " period = np.array([1/f for f in frq])\n" ] } ], "source": [ "t_sampling=1 # sampling rate, 1 data per hour\n", "x = np.arange(1,8761, t_sampling) \n", "y = data_pv.loc['2017-01-01':'2017-12-31'][country]\n", "n = len(x)\n", "y_fft = np.fft.fft(y)/n #n for normalization \n", "frq = np.arange(0,1/t_sampling,1/(t_sampling*n)) \n", "period = np.array([1/f for f in frq]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the power spectra as a function of the period (1/frequency)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "Y2DLXU_aXzJO" }, "outputs": [ { "data": { "text/plain": [ "Text(740, 0.95, 'month')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.semilogx(period[1:n//2],\n", " abs(y_fft[1:n//2])/np.max(abs(y_fft[1:n//2])), \n", " color='orange',\n", " linewidth=2) \n", "plt.xlabel('cycling period (hours)')\n", "\n", "#We add lines indicating day, week, month \n", "plt.axvline(x=24, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*7, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*30, color='lightgrey', linestyle='--')\n", "plt.axvline(x=8760, color='lightgrey', linestyle='--') \n", "plt.text(26, 0.95, 'day', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*7+20, 0.95, 'week', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*30+20, 0.95, 'month', horizontalalignment='left', color='dimgrey', fontsize=14)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "UoTTIYuzXzJO", "outputId": "2fdc2ac7-ebf9-45d1-83b1-415a1d168d9d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\34620\\AppData\\Local\\Temp\\ipykernel_24488\\2483825668.py:7: RuntimeWarning: divide by zero encountered in scalar divide\n", " period = np.array([1/f for f in frq])\n" ] } ], "source": [ "t_sampling=1 # sampling rate, 1 data per hour\n", "x = np.arange(1,8761, t_sampling) \n", "y = data_wind.loc['2017-01-01':'2017-12-31'][country]\n", "n = len(x)\n", "y_fft = np.fft.fft(y)/n #n for normalization \n", "frq = np.arange(0,1/t_sampling,1/(t_sampling*n)) \n", "period = np.array([1/f for f in frq]) " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(740, 0.95, 'month')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.semilogx(period[1:n//2],\n", " abs(y_fft[1:n//2])/np.max(abs(y_fft[1:n//2])), \n", " linewidth=2) \n", "plt.xlabel('cycling period (hours)')\n", "\n", "#We add lines indicating day, week, month \n", "plt.axvline(x=24, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*7, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*30, color='lightgrey', linestyle='--')\n", "plt.axvline(x=8760, color='lightgrey', linestyle='--') \n", "plt.text(26, 0.95, 'day', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*7+20, 0.95, 'week', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*30+20, 0.95, 'month', horizontalalignment='left', color='dimgrey', fontsize=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solar PV main fluctuations show a daily cycle, while onshore wind shows significant fluctuations in the synoptic timescale (with a frequency of around one week)" ] }, { "cell_type": "markdown", "metadata": { "id": "uc-dnCaUXzJQ" }, "source": [ "**4)Plot the duration curve (sorted capacity factors values) for every technology. What percentage of the potential wind and solar energy will be lost if the potential generation is curtailed for the 100 hours with the highest capacity factors? What about if curtailment affects the 1000 hours with the highest capacity factors?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solar PV" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "cchL2lmjXzJR", "outputId": "9064292e-ed71-4fd5-ca51-1168bd78cbb9" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "duration_pv = data_pv.loc['2017-01-01':'2017-12-31'][country].sort_values(ascending=False,ignore_index=True)\n", "duration_pv.plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "1Ksyl1vdXzJS" }, "outputs": [], "source": [ "def curtailment_loss(duration_data, hours):\n", " full_load_hours_per_year = sum(duration_data)\n", " curtailment_loss = sum(duration_data[:hours])/full_load_hours_per_year\n", " print('{:.1f} % annual production is lost if the {} hours with highest capacity factor are curtailed'.format(curtailment_loss*100,hours))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "r8DRvH_QXzJT", "outputId": "9dfe065e-dd84-491e-e130-64be66b8ce25", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PV curtailment loss\n", "0.8 % annual production is lost if the 10 hours with highest capacity factor are curtailed\n", "7.6 % annual production is lost if the 100 hours with highest capacity factor are curtailed\n" ] } ], "source": [ "print('PV curtailment loss')\n", "curtailment_loss(duration_pv,10)\n", "curtailment_loss(duration_pv,100)" ] }, { "cell_type": "markdown", "metadata": { "id": "R_0YMzOhXzJU" }, "source": [ "### Onshore wind" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "Na5WGgsmXzJV", "outputId": "0111c304-e448-4345-8a18-6884ac321053" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "duration_wind = data_wind.loc['2017-01-01':'2017-12-31'][country].sort_values(ascending=False,ignore_index=True)\n", "duration_wind.plot(kind='line', ylabel='Capacity Factor onshore wind')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "g3Co973OXzJW", "outputId": "fb5c5e9a-2ee4-4b15-d9f1-a1841e8b41e0", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wind curtailment loss\n", "3.5 % annual production is lost if the 100 hours with highest capacity factor are curtailed\n", "29.4 % annual production is lost if the 1000 hours with highest capacity factor are curtailed\n" ] } ], "source": [ "print('Wind curtailment loss')\n", "curtailment_loss(duration_wind,100)\n", "curtailment_loss(duration_wind,1000)" ] }, { "cell_type": "markdown", "metadata": { "id": "JEpK-1rlXzJX" }, "source": [ "The duration curves for solar and wind are fundamentally different. Solar PV includes more than 4000 hours of zero capacity factors (the nights!) and the maximum capacity factor is 0.7 (It is very difficult for the entire Denmark to have a clear sky simultaneously). Wind duration curve includes a very low number of hours with zero capacity factor and a maximum of 0.9" ] }, { "cell_type": "markdown", "metadata": { "id": "m2pAIkt7XzJY" }, "source": [ "**5) Calculate the ramps for every technology for every hour of the year. We define ramp as the difference between the capacity factor in an hour and the capacity factor in the previous hour. Plot the distribution of ramps for wind and solar. Which technology has the higher variation?**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "CYro4_C9XzJZ", "outputId": "c6b17482-3015-47a7-c396-74378df30921" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ramps_pv = data_pv.loc['2017-01-01':'2017-12-31'][country].diff()\n", "ramps_pv.plot(kind='hist', xlabel='ramps solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "BEBVHPgnXzJa", "outputId": "cbb07592-991a-4554-e236-bd1a1ab21248" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ramps_wind = data_wind.loc['2017-01-01':'2017-12-31'][country].diff()\n", "ramps_wind.plot(kind='hist', xlabel='ramps wind')" ] }, { "cell_type": "markdown", "metadata": { "id": "L9D6m1-QXzJc" }, "source": [ "**Let’s look now at the interannual variability. For every technology, calculate the annual average capacity factor for the most recent year for which you have data. Then, calculate the annual capacity factor for every year for which you have data. Estimate the average value for all the years and the year-to-year variance.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solar PV" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "qvJnfYI7XzJc", "outputId": "a1050c84-53e3-422a-db0f-5375fd73c40a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "annual_mean_pv = data_pv[country].resample('YE').mean()\n", "annual_mean_pv.plot(kind='line', ylabel='Capacity Factor solar PV', color='orange')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "ILlAWmR8XzJe", "outputId": "3153dab9-fd5b-48d0-a092-a6e8af12a187", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average annual mean 0.10, \n", "Normalized Standar deviation 0.05 %\n" ] } ], "source": [ "print('Average annual mean {:.2f}, \\nNormalized Standar deviation {:.2f} %'.format(annual_mean_pv.mean(),annual_mean_pv.std()/annual_mean_pv.mean()))" ] }, { "cell_type": "markdown", "metadata": { "id": "YkcMx_mqXzJf" }, "source": [ "### Onshore wind" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "h-TzH5llXzJg", "outputId": "4c315d0b-fc2a-438b-98cb-8eae4f1deb51" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "annual_mean_wind = data_wind[country].resample('YE').mean()\n", "annual_mean_wind.plot(kind='line', ylabel='Capacity Factor onshore wind')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "fxxSUu52XzJh", "outputId": "1ae89173-2a1f-453c-b531-2290b4e2209d", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average annual mean 0.27, \n", "Normalized Standar deviation 0.07 %\n" ] } ], "source": [ "print('Average annual mean {:.2f}, \\nNormalized Standar deviation {:.2f} %'.format(annual_mean_wind.mean(),annual_mean_wind.std()/annual_mean_wind.mean()))" ] }, { "cell_type": "markdown", "metadata": { "id": "uXzvIgCqXzJj" }, "source": [ "**Repeat steps 1 to 5 for the electricity and heating demand time series.** " ] }, { "cell_type": "markdown", "metadata": { "id": "SzXBuZI4XzJk" }, "source": [ "### Data import" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "MG0EB_dYXzJk" }, "outputs": [], "source": [ "data_el = pd.read_csv('data/electricity_demand.csv',sep=';')\n", "data_el.index = pd.DatetimeIndex(data_el['utc_time'])\n", "data_heat = pd.read_csv('data/heat_demand.csv',sep=';')\n", "data_heat.index = pd.DatetimeIndex(data_heat['utc_time'])" ] }, { "cell_type": "markdown", "metadata": { "id": "gKl3nQR_XzJl" }, "source": [ "### 1) Plot of demand throughout two weeks" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "ozqtWEDJXzJm", "outputId": "134494a1-baa8-4822-dfec-ec614c609da6" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_el.loc['2015-01-01':'2015-01-14'][country].plot(kind='line', ylabel='Electricity demand', color='black')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "qTZ5yBAKXzJn", "outputId": "baa06098-01de-415c-bbb7-8b6a13153ca5" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAHRCAYAAAB3to39AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAiSFJREFUeJzt3Xl4U1X6B/BvulKghJbSlkIpyCb7qqwKIhRURMQREa2giI4bFnEcGTfUEZUZARV3cRlR8ecIiKMWEAGprEKLllWRnZaydKFQ2tLe3x+Hk5ukSXOT3Ozfz/P0uWlym5wWcvPe97z3PQZFURQQERERUZ3CfD0AIiIiokDAoImIiIhIAwZNRERERBowaCIiIiLSgEETERERkQYMmoiIiIg0YNBEREREpAGDJiIiIiINInw9gGBSU1ODY8eOITY2FgaDwdfDISIiIg0URcGZM2eQkpKCsDD7+SQGTTo6duwYUlNTfT0MIiIicsHhw4fRokULu48zaNJRbGwsAPFHb9SokY9HQ0RERFqUlpYiNTXV9DluD4MmHckpuUaNGjFoIiIiCjCOSmtYCE5ERESkAYMmIiIiIg0YNBERERFpwKCJiIiISAMGTUREREQaMGgiIiIi0oBBExEREZEGDJqIiIiINGDQRERERKQBgyYiIiIiDRg0EREREWnAoImIiIhIAwZNROR/cnKAhx8GTp3y9UiIiEwifD0AIiILVVXAuHHAH38AZWXAggW+HhEREQBmmojI37z/vgiYAOCjj4Ddu306HCIiiUETEfmPkyeBZ58VtxMSgJoaYOZMnw6JiEhi0ERE/qGyErjpJuD4caBdO+Crr8T9K1b4dlxERBf5NGj66aefcP311yMlJQUGgwFLly61eHzx4sUYMWIEEhISYDAYkJubW+s5Kioq8NBDDyEhIQENGjTA6NGjceTIEYt9ioqKkJGRAaPRCKPRiIyMDBQXF1vsc+jQIVx//fVo0KABEhISMHXqVFRWVur8GxORXbNnAz/9BDRqBCxZAnTqJO4vKhJ1TkREPubToOns2bPo3r075s+fb/fxgQMH4qWXXrL7HJmZmViyZAkWLVqE7OxslJWVYdSoUaiurjbtM2HCBOTm5iIrKwtZWVnIzc1FRkaG6fHq6mpcd911OHv2LLKzs7Fo0SJ89dVXmD59un6/LBHVbe1asX3hBaBzZyA+Hgi7eIg6edJ34yIikhQ/AUBZsmSJzcf279+vAFBycnIs7i8uLlYiIyOVRYsWme47evSoEhYWpmRlZSmKoig7d+5UACgbN2407bNhwwYFgLJ7925FURTlu+++U8LCwpSjR4+a9vn888+V6OhopaSkRPPvUFJSogBw6meI6KKWLRUFUJSff1bva9pU3Ld9u+/GRURBT+vnd0DXNG3duhVVVVVIT0833ZeSkoIuXbpg/fr1AIANGzbAaDSib9++pn369esHo9FosU+XLl2QkpJi2mfEiBGoqKjA1q1b7b5+RUUFSktLLb6IyAXnzgGHDonb7dur9ycmim1hoffHRERkJaCDpoKCAkRFRSEuLs7i/qSkJBQUFJj2SZQHXjOJiYkW+yQlJVk8HhcXh6ioKNM+trz44oumOimj0YjU1FR3fyWi0CRbDMTHi6vmpKZNxfbECe+PiYjISkAHTfYoigKDwWD63vy2O/tYmzFjBkpKSkxfhw8fdnPkRCFqzx6xNc8yAcw0EZFfCeigKTk5GZWVlSgqKrK4v7Cw0JQ5Sk5OxvHjx2v97IkTJyz2sc4oFRUVoaqqqlYGylx0dDQaNWpk8UVELpBBU4cOlvcz00REfiSgg6bevXsjMjISK1euNN2Xn5+PvLw8DBgwAADQv39/lJSUYPPmzaZ9Nm3ahJKSEot98vLykJ+fb9pnxYoViI6ORu/evb302xCFsL17xdZepolBExH5AZ+uPVdWVoY/ZC0DgP379yM3Nxfx8fFo2bIlTp8+jUOHDuHYsWMAgD0Xz0aTk5ORnJwMo9GIyZMnY/r06WjSpAni4+Px6KOPomvXrhg2bBgAoGPHjhg5ciSmTJmCd955BwBwzz33YNSoUehw8aw2PT0dnTp1QkZGBv71r3/h9OnTePTRRzFlyhRmj4i8wVGmidNzROQPvHEpnz2rV69WANT6mjhxoqIoivLhhx/afPyZZ54xPUd5ebny4IMPKvHx8UpMTIwyatQo5dChQxavc+rUKeW2225TYmNjldjYWOW2225TioqKLPY5ePCgct111ykxMTFKfHy88uCDDyrnz5936vdhywEiF9TUKErjxqK1wK+/Wj725Zfi/oEDfTM2IgoJWj+/DYqiKL4J14JPaWkpjEYjSkpKmKEi0urkSTWjdO4cEBOjPvbTT8DgwWJZFTmFR0SkM62f3wFd00REQeDi9DuaNrUMmOR9AGuaiMgvMGgiIt+SV7fa6Kdmuq+4WCzoS0TkQwyaiMi3ZJG3rfYecXFAeLi4zfXniMjHGDQRkW/JTJOtoCksDGjSRNzmFB0R+RiDJiLyrbqm58zvZ9sBIvIxBk1E5Ft1Tc8B7NVERH6DQRMR+VZd03MAkJIitvIqOyIiH2HQRES+5Wh6rkULsT1yxDvjISKyg0ETEfmWo+m51FSxPXzYO+MhIrKDQRMR+Y6iOA6amGkiIj/BoImIfKekRG1aaW96jpkmIvITDJqIyHdkPVOjRkC9erb3kZmm48fZFZyIfIpBExH5jqMr5wDRciAqSkzl8Qo6IvIhBk1E5Duynsne1BwAGAysayIiv8CgiYh8R0umCVDrmhg0EZEPMWgiIt9x1KNJkpkmFoMTkQ8xaCIi35GL8DoKmphpIiI/wKCJiHynuFhs4+Lq3o+ZJiLyAwyaiMh3SkrE1misez9mmojIDzBoIiLf0Ro0NW8utkePenY8RER1YNBERL4jp+caN657v2bNxPb4caC62pMjIiKyi0ETEfmO1kxTYqLo11RdDZw65flxERHZwKCJiHxHa9AUESE6gwNAfr5nx0REZAeDJiLyjQsXgLIycdtR0AQAycliW1DguTEREdWBQRMR+UZpqXpbS9Ak65qYaSIiZ1VXAxUVbj8NgyYi8g05NRcTIxbkdUQGTcw0EZGz7r4biI8Hdu9262kYNBGRb2itZ5Lk9BwzTUTkjAMHgI8/Bs6dA/7zH7eeikETEfmGDJoctRuQOD1HRK54/31AUcTtJUvEbRdblzBoIiLfkD2anM00cXqOiLSqqhJBk7R7N3DllUBCAvDuu2owpRGDJiLyDWen55hpIiJnff+9aIqbnAwMHSruy84WJ2333gs8+aRTT8egiYh8w9WaJmaaiEirxYvF9pZbgHHjxO3ISGDKFHH7jTecuqouQufhERFpo3UJFUlmmsrKxFfDhp4YFREFi6oqYNkycXvsWODyy4G9e4ERI4Bhw4DvvhPrWX7/vZqFcoCZJiLyDWczTQ0bAg0aiNvMNhGRI2vXAkVFYjWBgQOBevWAV14B0tOBsDCRfQKARYs0PyWDJiLyDWeDJoB1TUSknZyaGzMGCA+v/fj48WK7bJm6OoEDDJqIyDecbTkAqEHTsWO6D4eIgsz69WJ77bW2H+/TB2jbFigvB775RtNTMmii0FZUBOzY4etRhCZnWw4AQPPmYnvkiO7DIaIgoijAH3+I2x072t7HYADuuEPcXrhQ09MyaKLQVVMDXH010LUrsHKl5WO//gqsWOGbcYUKV6bnWrYU28OH9R8PEQWP/Hzg7FlRu9S6tf39Jk4UwVN2tqanZdBEoeu//wVycsQZyfTpaofYL78UadsRIxg4eZIrQVNqqtgyaCKiusgsU6tWda9t2bKlOHnWiEEThabqauDZZ9Xvf/sNePhh4K9/FcWBVVXi/qeecrpjLGnkSk0TgyYi0uL338W2XTvH+955p+anZdBEoWnlSmDnTvGB/fTT4r433gDeeUdM291xB1C/PrB5M/Dttz4datBypaaJQRMRaSGDprZtHe97443A229reloGTRSaVq0S25tuAmbOBD74QNweM0b09vj4Y+DBB8U+Tz/NbJPeKiuB8+fFbVeCpoICp7r4ElGIcSbTFBMD3Hqrpqdl0EShac0asb3qKlEEeOedosZpyRKxmCMA/O1voqFiTg6wdKmvRhqcTp4U2/BwoFEj7T+XkCAa1AGiky8RkS3OBE1OYNBEoaekBNi2TdweMsT+fgkJQGamuP3002LajvRx4IDYtmhhu+mcPQYDp+iIqG41NWohOIMmIjetWyfeVO3aqX1/7HnkEVHblJcH7N7tnfGFgoMHxbZVK+d/lkETUWipqQFuuw247z5t+x87JhpWhoe7doypA4MmCj1yaq6uLJMUFwd06CBu//mnp0YUemSmiUETETmyZw/w2WeiWLuw0PH++/eLbVoaEBmp61AYNFHo+flnsR08WNv+sjGafCOS+xg0EZFWv/1m+7Y9p06JbWKi7kNh0EShRVGAXbvE7e7dtf0Mgyb9MWgiIq3MA6W8PMf7y6CpSRPdh8KgiUJLYaEoBDcYtPXvANSgidNz+pFBU1qa8z8rl1KRdVFEFNzMAyUtmabTp8WWQRORm/buFdu0NPXSdUeYadJXTY17heDt24vt3r3q0jdEFLxcnZ6Lj9d9KAyaKLTs2SO2srhbi0suEdv9+9nkUg/Hj4vGlGFhouWAs1q1Es3oKiqY/SMKdmfPWr7Pd+xw3P6F03NEOnElaJLZkDNn1LQvuc68R5MrV7aEhQEdO4rbO3fqNiwi8jMXLoggSVFE37zoaBFEOcr6y+M0M01EbpLTc3KKR4t69YBmzcRtTtG5z50icKlTJ7HdscPd0RCRPzp+HOjcGejbV3zfvbt6suSoGJyZJiKduJJpAljXpCd36pkkGTQx00QUfCoqxCK68iQXALp1A7p2Fbe1Bk3MNBG5oaoK2LdP3HYm0wTwCjo9yX8DBk1EZMucOcCGDUDjxsBbbwEPPSTWApUnu+bBlC0evHouQvdnJPJXBw6IOfKYGOcLkM2Lwck9eiykKYOmXbvEFXTOrF9HRP7ts8/E9l//Au6+W73f/MpZexSF03NEupBrx7VvL4qJnZGSIrbHj9vf5+uvAaNR1EBde63IbFFtrtSVWbvkElEUev68WiNFRIFv924x/RYZCdx0k+VjWoKm8nIxvQcE3/TcTz/9hOuvvx4pKSkwGAxYunSpxeOKomDmzJlISUlBTEwMhgwZgh1WhZ8VFRV46KGHkJCQgAYNGmD06NE4cuSIxT5FRUXIyMiA0WiE0WhERkYGiouLLfY5dOgQrr/+ejRo0AAJCQmYOnUqKisrPfFrk6/IefDOnZ3/2aZNxfbECfv7fPUVUFoq3rDffw88/7zzrxPsysqA/Hxx251MU3g4cOml4jan6MgdPM77l6++Etthw8Tan+ZkQ+LTp9VskjV5f2Qk0LCh7sPzadB09uxZdO/eHfPnz7f5+OzZszFnzhzMnz8fW7ZsQXJyMoYPH44zZ86Y9snMzMSSJUuwaNEiZGdno6ysDKNGjUK1WdO7CRMmIDc3F1lZWcjKykJubi4yMjJMj1dXV+O6667D2bNnkZ2djUWLFuGrr77C9OnTPffLk/fJoKlLF+d/VkvQJIP1MWPE9oUXgC1bnH8tb1MUx31P9CKn5hISah8QnaXlrJOoLrNmAbGxwMaNvh4JSf/9r9j+5S+1H2vQQC2tkMcSa+ZF4AaD/uNT/AQAZcmSJabva2pqlOTkZOWll14y3Xf+/HnFaDQqb7/9tqIoilJcXKxERkYqixYtMu1z9OhRJSwsTMnKylIURVF27typAFA2btxo2mfDhg0KAGX37t2KoijKd999p4SFhSlHjx417fP5558r0dHRSklJiebfoaSkRAHg1M+QF3XrpiiAonzzjfM/u3On+Nm4OPv7tG8v9lm9WlHGjxe3x493ebget2uXogwZoigNGypKTIyiXHzPeNQXX4i/S//+7j/XE0+I57r3Xvefi0LTwIHi/9CsWb4eCSmKopSWin8PQFEKC23vM3SoePzjj20/vmqVeLxTJ6deWuvnt9/WNO3fvx8FBQVIT0833RcdHY3Bgwdj/fr1AICtW7eiqqrKYp+UlBR06dLFtM+GDRtgNBrRV/Z6ANCvXz8YjUaLfbp06YIUWbcCYMSIEaioqMDWrVvtjrGiogKlpaUWX+SnqqrUmiZ3Mk1FRbZrlRRFzTS1aAE8+qi4vWSJ+Bl/8uOPwH33Ab17A2vWiCmz8nLg9tuBo0c9+9oyK+TO1Jwkn8PeGSeRI/LCDi7+7B/kv0eTJuox15p839vLMHuwCBzw40LwgoICAEBSUpLF/UlJSabHCgoKEBUVhTirNL/1PomJibWePzEx0WIf69eJi4tDVFSUaR9bXnzxRVOdlNFoRKpcfZ38zx9/iNqFhg3VBV+dER+vFo/bmksvKQHOnRO3mzcHevUSPUUqKoBFi1wft96OHgWGDwfefluMd+hQICcH6NkTOHkSmDzZs68vAxx3isAlRwdPorqcPw8cOyZuHzrk27GQINuRyKuVbXE0Le/BbuCAHwdNksFqTlJRlFr3WbPex9b+ruxjbcaMGSgpKTF9HebZiv8yLwJ39so5QPyMPHOxVdcks0zx8aKlgcEA3HmnuG/ePP/Jhvz8s6hfat0a+OYbYMUKoEcPEdiFhwPLl3u2sFqPdgOSPHgeOaIGrERamV91yaDJP8g+eG3a2N9Hvu8d1TSFWqYpOTkZAGplegoLC01ZoeTkZFRWVqLIavrDep/jNi4TP3HihMU+1q9TVFSEqqqqWhkoc9HR0WjUqJHFF/kpd4rApbqKweW0lnn/p4wM8cbdu1d0s9WyOrenbdokttdcA4wapfY3at8euP56cfu99zz3+nq0G5CaNBHN7wD1DJVIK/Oeazzh9Q8yaNKaabK1gLoHu4EDfhw0tW7dGsnJyVi5cqXpvsrKSqxduxYDBgwAAPTu3RuRkZEW++Tn5yMvL8+0T//+/VFSUoLNmzeb9tm0aRNKSkos9snLy0O+vBQawIoVKxAdHY3evXt79PckL5EBi6eCJplpat5cvS8hQVw916uXmAqQV4X4krxKyKzGz+See8T244/FePV24oR6QJOXDrvDYGBdE7nOPGgqLhbtQsi3tEzPtW4tTvbOnVOnV815sBs44OOgqaysDLm5ucjNzQUgir9zc3Nx6NAhGAwGZGZmYtasWViyZAny8vIwadIk1K9fHxMmTAAAGI1GTJ48GdOnT8eqVauQk5OD22+/HV27dsWwYcMAAB07dsTIkSMxZcoUbNy4ERs3bsSUKVMwatQodLjYkj09PR2dOnVCRkYGcnJysGrVKjz66KOYMmUKs0fBoKYGyM4Wt3v1cv15nM00AeINPn68uO3r2pvKSmDbNnG7X7/aj6eni3qvoiIxdae37dvFtk0b/fqnsO0Aucp6SSRmm3xPy/RcZKS6rJWt9/3Jk2IbjJmmX375BT179kTPnj0BAI888gh69uyJp59+GgDw2GOPITMzE/fffz/69OmDo0ePYsWKFYiNjTU9x9y5czFmzBiMGzcOAwcORP369fHNN98g3GxZhU8//RRdu3ZFeno60tPT0a1bN3zyySemx8PDw/Htt9+iXr16GDhwIMaNG4cxY8bg3//+t5f+EuRRubki0GnY0HawoJWzmSbJ0Ry8t/z6q8ggxcXZrikKDwfGjhW3f/xR/9eXQVOPHvo9JzNN5CrrJZEYNPlWdbVaZ1ZXpgmo+2RJ3ufO2pZ18Onac0OGDIFia07yIoPBgJkzZ2LmzJl296lXrx5ef/11vP7663b3iY+Px8KFC+scS8uWLfG///3P4ZgpAK1YIbZXXQVERbn+PK5kmgDLq7wUxTMN17SQ9Ux9+9ofw+DBonB97Vr9X/9iRlnXoEkePPfs0e85KTTIoCk6WlzlymJw3zpyRLRziYy0ffJprn174Lvvap8slZeLK6UBcfWyB/htTRORbmTQZNbPyyUyaCosrP1YXZmmNm1EkHLmjO2f9ZYlS8S2f3/7+1xxhdju2qX/WGWmqXt3/Z5TBmDbtonFmIm0klNBMvvMoMm35L+HrFmqi71M065dohyjSRPg4sVkemPQRMGtrEytZxoxwr3n0jI9ZyvTFB0NpKWJ276qvdm0CVi1CoiIACZOtL9fkybqGdpPP+n3+hUV4oAG6Jtp6tBBXEFXXu4fVydSYCgqEr3VAODKK8WW03O+peXKOcle0GR+lbSHMvoMmii41NSohYAXLojL/quqRLbH3Su27AVN5eXqFRv20sq+rmt64QWxvf12NYCzZ8gQsV2zRr/X37lT/HvExdkOLF0VFqZeCbhhg37PS8Ft3TqxbdFCXfiZmSbfOnhQbLXUIsnj6b59lhlmeeLkoak5gEETBZunnwaSkoDFi8VSJkuXikzPe++5f+ZhL2iSl8k2bqz2DbLmy+7VO3eKq+EMBuDxxx3vP3iw2C5fbrsPiivM65n0PgOU0ytcdJW0+vBDsR0/HpArOTDT5F2ffSZO5uRi4bJXYrNmjn+2eXOgXj0RMMlgC9CnH58DPi0EJ9LdN9+IN+FDDwGyqemiRaII3F0yaDp1SlzpIefdzRs22gsIfJlpeu01sR0zRkxnOTJ8uFhN/I8/RLZJj7+dPAPs1s3957LGoImccfw4IC/6ufNO8eELAPn5vr1QI5Ts3g3ccYc4jrZvD9x8sxo0aalFCgsTJ6K//SaOv7JFATNNRE44fx7YsUPcPnZMvCGvv14EC3pISBBbRbFcf05Ll2tfZZpOnwb+8x9xOzNT2880aiSm8QDgrbf0GYesZ+rcWZ/nMyen537/XZ2aJbJn4UKRoejbF+jUSWSmAdEssazMt2MLFX//uzg+A8A//ymOqc4ETUDtuqaiIvUqZk8cZy5i0ETBIy9PfSMC4mzkpZf0e/6ICPUNLQu/AW1Bk3wT797t3QPz+++LmquePdUr47S47z6xXbJEnIG7S65n17Gj+89lLS5O/dvLaUAiWxQF+OADcfuuu8S2QQNA9v6rY4F20sm6dcCyZSJT36CB6B/3zTfuB02y7UiLFoDRqO+YzTBoouCRkyO2V14JPPAA8MYb4kxST7JI0XyxTy1BU8uW4uvCBe8VLCsK8NFH4vYDDzg37dC9u5j2unAB+Pxz98ZRVqYW2XoiaALUuhQb60wSmWzeLAL4mBjgllvU++UHNYMmz7vYvBp33w3cf7+4/dln7gdN8hjjoaaWEoMmCh7mS4TMnw/89a/6v4Z8Q5p3E9a6CK0ssPZE40hbtm4V02L16omaAWfJKbpFi9wbx+7dYpuU5LH1oOrsoUUkyQLwm26yzEYwaPKONWvEV1QU8MQTwMCB4v7Nm8VVzoA6XeqI9WoAMmiSJ1AewqCJgofMNLmzvpwj1pmmoiL1ajpbS5OY83bQJJcKGjNG1Ck56y9/EVOcW7aoVwi6QtYzeSrLBACJiWLLoInsOXdOzZrKqTmJQVNtZWVAVpZYs1Iv//yn2N59twhuZBsYeRIaFyeudtZCnqQeOiRKEOTVjy1b6jdeGxg0UXC4cEHtOH1xLUOPkAtFyqBJnuWkpDhehFY20du8WbzJPam6Wv2AuOMO154jKQkYOlTc/r//c30ssp5J76lScwyayJEvvwRKS8V7WJ7ASDJo0qN+L1g89xxwzTVqDZi7jh4VDXYB4LHHxNa6kaUzXbwTEkSLF0URJ3Uy08SgiUiDvXvF1XMNG7rfxLIu1pkmrVNzgBhXs2bizE2uA+cphw+LDFhUlGgh4CpZ9/HJJ673bPJmpslWt3YiQPRqA0SWI8zqo4+Zptrk+3brVn2eTy7jNGCA2mA3JsayIbAzQZPBYFnXxOk5Iif8+qvYdulS+4CoJ/OgSVHUKzYcTc0B4k0us00//+yJ0ankdNoll4ir/lx1881A/friAOrqsirMNJGv7dgh3nPh4aI3kzUGTbXJv4VeveX++1+xvekmy/tljyXA+fXizIMmTs8ROcELTc0AqG/IsjLRq0l2oNXaF0Q2YvR0pkmu9G1+QHKF0Qjcdpu47UrPpvJyNYDzZKaJheBUl/ffF9vrr7fdcZpBU23ySlQ9gqbjx9Wla6yDJvOZAVeDpl9/VbPMDJqINPBW0FSvnnrQPXBAzXBp7XQtGzFu3KjfEiW2yEDF3aAJUC8LXrzY+Q+VHTtEh/amTT226jgAZpocKSgAvv5abf4XSs6fVxu8Tpliex8GTZbMm00eOwacPeve8y1fLo4DffrUXvvSnUyTzPDLWqmGDe0vZaUTBk0UHLwVNAHqFF1enroyt9bX7dkTiIwUZ0XmvZ70JoMmPeq7evQQdQhVVcDzzzv3s7LZZPfunl2eQgZNZ8+6f4APNi+8IAL9MWP0644fSBYvFp3xU1OBESNs7yM/rAsLLRvkhqqiIrUFAKBmrl0ljwOyxYA5PTJN8mQpNdXjy+AwaKLAd+aMGoB4M2iS61elpKhLrDhSr54IQgDPrpWm1/ScJC8Vfucdte+SFuYL9XpSbKx6qTKLwS199ZV6+5df1Dq8UCELwCdPVteLtNa0qfiwra62XCIpVFln3NydoqsrI+9OpqlbN8vCbw9PzQEMmigYyLqiZs081zzRnLxM9vvvxdbZRWg9XdckL8EF9LuS8KqrRD1IdTXw4IPqyuSOyDYQ3bvrMw57DAZO0dkjp+TkB5IsyA0FOTmimWJYWO3eTOYiI9UTH07R1f4buLNmpqLUfRxwJ2iKiBCrHUgevnIOYNBEwcCbU3OAOsVx7pxrryvrmjy1nMrx42KKKixM3yUF/v1vcYnwqlXib9CmjVgE2DyNb66mRj1YejrTBLDtgC1VVWoQ+fDDYvvll74bj7fNnCm2t9zi+ANV1ioyaNI301RQIBbSDguzfQVt48bA5ZeLgMmVk7y771Zve2FqlUETBT5vB019+qjZIsD5TNOAAWK7bZsaeOlJZplSU0WfJr20b69eQffNN6Ke69VXRR8oW7/HgQNi6jQqCujQQb9x2MMr6GqTzRojI8WHS3i4CGT1uozcn/3yi1gYNiwMeOYZx/vLLMexY54dVyCQQZOc8nbn/4ucmmvfXpx02fLzz+J4Ur++88/fpAnw97+L23VlE3XCoIkCn3mxsbc89JB629mgqVUrsRL3hQueqWuS9UyeaPI5cSLwj3+IwHHmTFFLtHYt8OijtfeV/y6dO4sPbU/j9FxtMgBo1kxMP11+ufhe/tsEMxko3XabtqBdZprYFVwNmmRWXI+gqa7jZESE/YBKixdfBIqLgUGDXH8OjRg0UWCrqVE/ADy5fIq1v/xFTDl16uR8/yHzJpeyd4me9Gw3YMsLL4j16J55Ri0yfustkX0yJxt4euvfhUFTbTJokl2XU1LEVvbgCVYbNwLffScya089pe1n5N+ImSb1/4ecVj91yvUWKTJo8uRJrcFguQCzBzFoosC2b59oNFmvHnDppd573agoETjk5bmWRZFBk6tdtuvi6aDJ3PDhwCOPiNv/+Id6YFUU0RcIAK691vPjABg02SKLwGWwJFeQD/agSWaZ7rhDW7d+QP0buRI0VVUBJSXO/5y/kpkm+berrhb9rlwhL9TxVvmEh2laX2HZsmWan3D06NEuD4bIaTk5Ytu1q3vLhbjCndeTQdOGDWItOq21R6dOicUuMzKAIUNs7+PJ6TlbnnoKePttcXD86SexGOqOHSJ4i4623xtHbzJoCvaAwBnWmaZQCCxPnQJWrBC3n3xS+8/ZC5oqKsTi119/LY4z06fXzmoMGyZqKzdu1LYOpb+TQZP5MeTMGdem0OT/tRYt3B+XH9B01B9j1RDNYDBAMUvVGcyaSVWzMRh5kwyavDk1p4dLLxU1JidPioJVWRzuyAcfqF8bN6o1B+a8mWkCxNUvt98OvPsu8MYbImiSWaZhw0SXXm+QWZRgDgicFYqZJrnWYVqa2h5EC3tB08SJwBdfiNtLl4r33rZtlg1VZcb41lvF+9nDDRY9TgZNKSlAgwbidywrU39nZxQXi62HO3V7i6bpuZqaGtPXihUr0KNHD3z//fcoLi5GSUkJvvvuO/Tq1QtZWVmeHi+RpUANmgwG9Qo8OeevxebN6u3rrxdnf+aKi9XmfN4KmgC1V8rixaIw/PPPxffe7EDNpTBqkwFAKAZNztYayr9Rfr5lHzJZMzl5srgi9ehR4LPP1MfNm4Vu2yZq/ioqnB6237hwQW3bkZwsLvYAah9rtKiqUq+s9VLNkac5XdOUmZmJV199FSNGjECjRo0QGxuLESNGYM6cOZg6daonxkhkm6IEbtAEqKlvmRnSwjzAOnEC2LrV8nH5XElJ3svwAOLKmBtuELUPQ4aI6bkGDQBvTtfLgODECS6FIVlPz4VC0LRrl9g6GzTJoLuqyrIruMyUPPSQmJoDgCVL1MdlkCY99ZQ4HpWWOvf6/uLoUXFsjYgQl/PL44grQZN5nVejRvqMz8ecDpr27dsHo42I0Wg04oAn19Iisnb8uJiKCQsLzCJDOXUg169z5MwZ9dJfOS1nfcDWe/kUZyxcqF7S3qiRuHrJlXS+q+RSGDU1YtqTQnN6TgZNthop1iUyUv3/aj5FZz69JDOn2dlqNka+3j33AG++Kf4f7tolmsEGInki1qWLuPrQnUyT/Ns1bOj9mlMPcTpouuyyy5CZmYl8s14WBQUFmD59Oi6XB0wib5BBevPmrjVF8zUZ2GjNNG3fLs4AW7RQC8nlAVvSe/kUZzRsCGRlAbNni3orOUZviYhQG1xyik7UoMhsh3Wm6dw58XgwcjXTBNSuazp/Xp1qa9xY1En16iUCc3mBlDxx6dwZuO8+tQHsnDmBGZxu2SK2l10mtu4ETTLTFCT1TIALQdMHH3yAwsJCpKWloW3btmjbti1atmyJ/Px8LFiwwBNjJLLt4EGxTUvz7ThcJTNN+/Zp64FiPhUpz6KtM03eLgK3FhcH/O1vrn1g6YF1TSr5wd+wofrB17CheoIRiB/ojpw5Axw+LG7rETTJTInBoP4NZbZJLkdjndkaO1YEHGfPisAp0OgZNAVZETjgQtDUtm1b/Prrr/jf//6HqVOn4qGHHsK3336L3377DW19cXZLoevQIbH1wsrWHtG6tTgYl5VpWy9t2zax7dlT/UCwzjR5u92Av2HQpNq/X2yt11wLhim6c+eAuXPV6Udp926xTUwE4uOdf157QZPRKMoAAHGFHCDaGvz+u/qek+9Jg0GcOADqVaSBoqZGXP0H6Bs0BUkROKCx5YA1g8GA9PR0pKen6z0eIu0CPWiKjhZTbYcPi7omR/U/MtPUq5fayDM/XxyY5JmcrzNNviaDpkAOCPQig2zrxZITE0VAFch/oyeeAObNEx31Fy9W73dnag6oHTTZml5q2xYYOhT48Uex5ll1tajhkz8LAOnpYrp4zx7x3nam9YEv/fGH+J3r1RPTjYAaNLkynRuE03MuBU2rVq3CqlWrUFhYiBrzSzMhpu+IvCLQp+cAcTA9fFgEO+aLANsiz6rbtBFnbs2bi/t27QL69xe1F3KfQDlI601mUZhpUoOmXr0s7w/0TNOJE6InGAB8/734MJdXeLnabkCyl2my/tC/5x4RNMmr6Dp1suzNZDSK3ms//STGKFty+DvZ0qRnT3WlA2aaLDg9Pffss88iPT0dq1atwsmTJ1FUVGTxReQ1gZ5pApwrBpdnevIgZj1FJwOFyEjRODMUhfL03MKF4v+EnKIK1qDptdfU3j/nz4uLD6Tt28XW1XXOZNAkTz7sBU033miZGb755trPJZcP+v5718biC9b1TAALwa04nWl6++238dFHHyEjI8MT4yHSLpiCJkdtBy5cUNd+kmfVHTsCP/ygnl3LQCE5OfA7ErsqlIOmuXNFwLRggVgHUP6fsu5hFuid0+UFR126iKV7Fi8WC2gD6hS29ZSkVrL+S2ax7QVNUVHA8uUiyEhPt53tvuYa4PHHRUaqokJMx/s7GTSZXwnPQnALTmeaKisrMUDrkg9EnnLmDCAzm4EcNJlfQVcX83oCGTR16SK28uxatgFp1ky/8QWaUA2aSkvVztVr16q3W7cWVzSaC+RM0/nz6v/z2bPF9n//E0FJQYH4nQwG1/u2yQsoTp4UH/h1fej36AFMmWK/PKBrV1HrVF6uFuX7s6oqNeg0zzS509yS03PA3Xffjc/MW8gT+YLMMjVuHNidZmXQ5OigKg9YkZHqGWufPmL7yy+iZQGDptAtBN+4UV36Y9s2ETgBtafmgMAOmuT/8Xr1xELQTZqI98avv6qBYocOohu9Kxo2VP8P/fGHex/6BoMIWgG1p5w/27FDBKVGo+XVt5yes+D09Nz58+fx7rvv4ocffkC3bt0QKYvFLpoTiH0pyH9cuCC+6tWre79gmJoDgFatxPbYMaCyUqT9bZGZJvOlUbp2FQFUcbE4wDNoUj/wTp8OnCkRPWRnq7erq4G33xa3gy1oMl9LLyxM/H4rV4qASXaBd3VqTmrbVmStzIMmVz/009JEJjgQgiY5Ndenj9peAWAhuBWng6Zff/0VPS7+p8zLy7N4zBCqdRSknyuvFAHRr7/W3WclWIKmpk2BmBiRwj982H6rAHnAkgcwQGSdevQANm0SBzwGTWIqKjJSTDUUFtbuURSs1q0T24YNRYB9/Lj44JPFyOaCJWgCRL3WypViWkmuF6dH0JSdrU/QJE+K/DloWrIEePJJtSmo+dQcwEyTFaeDptWrV3tiHETigLhhg7i9ZIlYVdweGTQFcrsBQKTw09JEAe+BA/aDJluZJkCcFW7aJKboGDSJv2dSEnDkiPh7hELQVFkp/g8A4tL2l18Wtx97zHYAIYOm0lIxHeMoq+tPrIMm+fvl5IjsIuD+4t3t2ont778Hf9C0cydw++3q1YiA/aDJlT5NLAQnckFFBfDqq8Bvv9W9n+xECwD/93917yuvbgn0TBOgBn7yd7LFut2AJA9wzDSp5Dpr5ouuBrNffhGZyoQE4OGHxVRI377AzJm29zca1WngQMs22co0AaKOSy5mrUemCQj+TJOiABMmiIDJ/GRMz0wTp+eELVu24Msvv8ShQ4dQWVlp8dhi8+6sRIC47HbePNE7RRZr2iJX1waAVatEjYK9fkPBMj0HaDuwygOWdaZJHuC2bVMfC/WgqUULkXk5csTXI/GOlSvFduhQ8W9/9KiYorRXH2cwiB5DR46IoCmQsrXWQVO7dmItPZkpGTHCcWd9R2TQ9PvvotAcCM6g6dAhUW8VGSmKwJ95RgQ3LVpY7mceNCmK9nYmNTXqgtGhnGlatGgRBg4ciJ07d2LJkiWoqqrCzp078eOPP8IYRNEk6WTNGhEwAeINKs8GbTEPmqqr1W67tgTL9Byg7cBqL9PUoYO4evDcObXvDoMmsQ32oOn0afFB9sMP4vthw8S2QQP7AZMUqHVN1kFTeDjQrZv6+EMPuf8aMmg6cULN/robNB0/LrKB/kS2KunYUZx8fvihOFZbB0XymFNT49zvUFamXtEZRLGB00HTrFmzMHfuXPzvf/9DVFQUXn31VezatQvjxo1Dy2A46yd9PfaY2MqrMWQmsqRELTwExBmMDJpGjRLbb7+1/ZwXLqgfiMHwf07L9Jy9TFN4uMgwSDKLEMpCIWg6cUJkWbp2Fe0GADVo0iLQgybzEwM5RdemjWgo6a5GjdT3kAwSXA2azFui1PX+9gWt3dPr11dvOzNFJ6fmoqICq27OAaeDpn379uG6664DAERHR+Ps2bMwGAyYNm0a3pXrAREB4gC3ZYv4IJf1FV99JbbXXgu0by8WtNy4EXjhBXGZb1gYMG2a2Cc7Wz1TMZefLzJRERHqJeaBzJ1ME2D5QZGYKP4uoUxL0FRQAHzzjViCQ3ZaDyT/+Y/INB08KE4iLrlE7QmkRaB2BbfONAHAnXeKAPKVVywvlXdH+/aW37saNBkM/jtFpzVoCgtzrcGl+ZVzQXRlvdP/w+Lj43Hm4h+uefPmprYDxcXFOGdegU/03Xdie9llYoFLg0EEUZs2AevXiw+r118XyxA89ZTYt2NHYNAgcXZz6pS6rpo5OTXXooXItAQ6mWk6elR8ANpiL9MEiDoOKSZG37EFIkdBk6KIxZFHjxYB59NPe29selAU4P33Le9zJssEBGamqaxMrZExD5ouuwzYuxe44Qb9Xuv669XbBoN7DXTl+ztQgybAtWLwICwCB1wImq644gqsvFh4OG7cODz88MOYMmUKbr31Vlx99dW6D5ACmJxeGzVKHKQHDRLfZ2aq+7zxhuUbccQIkc7t3198/9NPtZ83mOqZAJEti4oS2TN7H/R1ZZrM/w7+dmD2BfOgSVFqP15cbDlV8umntjOa/mr9etGion594N//FlPUU6Y49xyBGDTJq0MbNLD9PtDTrbeqtxXFvQyWzDTJJUr8QVmZunSTM0GTM20HgrBHE+BC0DR//nyMHz8eADBjxgw8+uijOH78OMaOHYsFciFFoooK9aqei9O5uOkmsZU1GOZee030aPrnP8X3V14ptraCpmBqNwCIA7L8XewFPXVlmgBg4ECxlYFpKJNZiIoKteGhOVlL17Ch+DA4dkztcxQIPvlEbG+5BZg+Xbwf5JI6WnkjaNq4UQR3ejGfmvP0dE9qqn5ZW9lgdMECy4tdfOm330Qw2KyZaLDriCuZpqNHxTbIaixdmp5LuXhQCgsLw2OPPYZly5Zhzpw5iLNeGJJC188/A2fPijelLNQcO9ZyH9l4sHFj4K67xJSJPFCZB03W2YJgajcgyWyR/N2s1ZVpAsSipf/4h/qBGsqiotSgwFbmTt7Xpo06DfPf/3pnbO5SFGD5cnH7L39x/XnkB5mngqYDB8R7ePhw29k+V9iqZ/Ik84y4O0aOBMaNE5nkKVP0+3u4Q07NmV95WBdXgiaZybLXsDdAuZxzLCwsRF5eHn799VeLLwKQkSG69IYyeeY+eLB6VpiaqvYVCgsT0yKpqSK7ZL3AZt++on/IsWO1F7MNtuk5QA0gza8oNOco09S4sSiml1MBoa6uuiZ5X2qqmv386iv/+DBz5M8/RUASGameWLjC05mmNWvEUjZHjuh3FaMsWpdj97RnnwWee852tttZr78ujoM5Of5RfC9PEmQZhCOuBE1//im2QRY0OX2ZzdatWzFx4kTs2rULitVBxmAwoLq6WrfBBaxly0Sm5aqrfD0S39m8WWytu8vedJMoBu/VC7jiCvuZlZgYkaHavFkEYJdcoj4WjJkm+bs4yjTZC5rIUosWYirE1ge2DExbtBBZgHr1xBTXzp1A587eHaez5JR3//7u/V+Qgcfp0yK4sVp43W0//6zezsvTZzmboiKx9daMRmSkeoGKuxITxdfx46I2y1uBny1//CGaBxsMwKRJ2n7GnUyT+bE7CDidabrzzjvRvn17rF+/Hn/++Sf2799v+vpTRpZUd+frUCCDpssvt7z/gQdEA7pXX3X8HH37iq11DVSw1TQB2jNNni6ADRZaM03166t1YKtWeWds7pBB0/Dh7j1PkybqlaeeyHyYB02Olk/SSl6NFahlILK3lK+X95FXXo4cqT1bLwP0s2e17a8onJ6T9u/fj9mzZ6Nv375o1aoV0tLSLL7oolAOmo4eFQeGsLDai2c2bCiKvgcMcPw8/fqJrXmRbnGxetlxKAVNzDQ5p66gyTzTBADyql+9giZFAb7+Wv8rGaurgR9/FLfdDZrCwtQCYL2n6KxbhVxsS+M2b2ea9CaDJnkVoC8oCvDxx+L2Pfdo/zlZPqH16rlTp9QTvSArGXA6aLr66quxXRaRkX2hHDRt2SK2XbrUrlVyhsw05eSIK6EAkVoGRHrbnef2NzIAdBQ0MdOkjdZME6AGTWvW2O+TBYi1ED//XAQvdVm/HhgzRqwer6dffxUnDY0aOX+1nC1yYWN7U8KuWr/e8nu9g6ZAvYTdH4KmEydEY1eDQWSatJIna1qDJpllat486HrHOV3T9P7772PixInIy8tDly5dEGk1Fz569GjdBhfQdu4UH/TR0b4eiXdUVIiDQatW9uuZnHXJJWLB3pMnReDUr5+6dp11x95AJz/AS0pEJs28mZ6iOC4EJ0v2giZFqZ1p6tVLfBAXF4s6KBmsW5sxQ0xtlJQAf/2r/deWl9lv2iQauOq1hISc8urfX5+mrh06iN931y4R5OlFjnPwYGDtWnEsvHDB/U71wTI958ugSR4/W7Z07v+ls9NzslQnyOqZABcyTevXr0d2djaeffZZ3HzzzRgzZozp68Ybb/TEGANPXJw4SOzc6euReM8jj4hlHJYsUa82cTdoMhjUKTpZ17R3r9i2a+fec/ubhg3VM2jrbNP582rzRWaatLHX4LK4WCxuDKiZlvBwYMgQcbuuRaJlj521a+t+bRmoXbigb8Y5O1tsZU8ud3XsKLa2uu67QwZNGRmiZqyiQs08uIOZJvfJoMnZ46ermaYgq2cCXAiapk6dioyMDOTn56Ompsbii1fOXdS1q9iG0hTdm2+K7dix4qAZHq42dXOHvCRWHohdfdMHAntTdOZXrATTlKQnyYDo7Fm1MzGgBjRNmlguRDphgtjOmWP7fVtTI9ZJBNRMqj3m2S1H+zpDvgf0Cpo6dRJbPYKmdetEneKmTer0/BVXqFcj6lEMzkyT+1w9fjpb08RMk+rUqVOYNm0akrx0yeSZM2eQmZmJtLQ0xMTEYMCAAdgi35QAFEXBzJkzkZKSgpiYGAwZMgQ7duyweI6Kigo89NBDSEhIQIMGDTB69GgcsUrbFxUVISMjA0ajEUajERkZGSiWb1JnhWLQZN2hd8wYfS4zHjxYbNesERmDYA6a5N/LusZEHqgaNNBvQdJgFxMjAiPAMoixnpqT/vIX4MYbxeX3kybV7tl09KiaofrzT9udxiXz1zM7Vrnl0CHxvOHh9qcPnSUzTbt3u9+j6vnnRUf/8eNFZqlpU/Eele9TPYriA70QXDbl9IegqW1b536OmSYTp4/AY8eOxerVqz0xFpvuvvturFy5Ep988gl+++03pKenY9iwYTh6sUX77NmzMWfOHMyfPx9btmxBcnIyhg8fblpUGAAyMzOxZMkSLFq0CNnZ2SgrK8OoUaMsMmMTJkxAbm4usrKykJWVhdzcXGRkZLg2aNll1Z/WGvIkRaldr/Dgg/o892WXiQ/AkyeBHTvU6blgq2kC7F9Bx3om18jAyPzvaV0ELhkMwDvviN4827fXDlxllkmqKxjyRKZJZpl69tQv29i2rXjflpW514CytFSc1ABqcDRggPibJiSI70+fdmekIpiV9TTBMD3nq0aq7k7Paa1pku+5YLrC+SKnK/Pat2+PGTNmIDs7G127dq1VCD516lTdBldeXo6vvvoKX3/9Na682P125syZWLp0Kd566y08//zzmDdvHp544gmMvbhEx8cff4ykpCR89tlnuPfee1FSUoIFCxbgk08+wbCLK4EvXLgQqamp+OGHHzBixAjs2rULWVlZ2LhxI/pePIt777330L9/f+zZswcdOnRwbuDmmaaamuDPDhQViYOa1KuXmiFyV1SUmI744QfRtVlm/4LwDMZu0MQr51zTooUIgLRkmgCRHenYUVyl9uuvlj1sbAVN9q4+Mn+9vXvF+8Pd7MiGDWKrpVWHVpGRInDavVvUX7qaGV6+3PL9D6i9r2S2r67MnBbmWX+j0b3n8pXkZLGtrBT/J+Ljvfv67mTqnck0KYqaTZPT5EHE6U/z999/Hw0bNsTatWsxf/58zJ071/Q1b948XQd34cIFVFdXo55VlX9MTAyys7Oxf/9+FBQUID093fRYdHQ0Bg8ejPUXL3vdunUrqqqqLPZJSUlBly5dTPts2LABRqPRFDABQL9+/WA0Gk372FJRUYHS0lKLLwAiCxIVJTIEobDqvOzz0rixqF1YsULfBTVlke5774ltixaW9SjBwl5XcGaaXGPrCjp7mSZJZomtl4SSQZO8qtFeBqmsTP2AlyUMemScZZuX3r3dfy5zehSDf/ON2JpngGTdlQwM3A2a5NRcbKz7V+H5SnS0+vfwxRRdQYHIFIWFOV9r5ExNU3GxuHgFULNrQcSl5pb2vvTuCB4bG4v+/fvj+eefx7Fjx1BdXY2FCxdi06ZNyM/PR0FBAQDUqq9KSkoyPVZQUICoqKhaiwlb75NoYyXmxMRE0z62vPjii6YaKKPRiFR5II6MFD2KgNCoa5J/o+Rk8XvLs0u9yKBJrpodjPVMgJo9s14Znpkm19QVNNnKNAGOg6abbxbb7Gzx77JmjXr2Dqj/Rxs1UgMcd68cUxR1PFoXWNXKVjF4fr72wu3qauC778TtV14RNVdGo8g2A+qxwN3puUAvApd8WQwu/5+mpYmTemc4k2mSv1tcnH7tNvyIy/NGlZWV2LNnDy7U1QxOB5988gkURUHz5s0RHR2N1157DRMmTEC4WZ8Sg1VWQ1GUWvdZs97H1v6OnmfGjBkoKSkxfR02n1bp0UNsQyFokpkmT10ccNllloWLwVjPBIhpXYNBHHTMl7aQtwO1lsNXbAVN8j3qaqbp9ttFcFtcDIweLdaX7NYNWLTI8rVatBAtOAD3s82HD4vXi4hQM0N6kUGTDJKKi8WJT+/e6nJFdfnjD5FFql8fuOMOYPVq0bVc9qfTa3ou0NsNSL5cSkU2BnblpNO8pslRPZb83YIwywS4EDSdO3cOkydPRv369dG5c2ccujiVMHXqVLz00ku6D7BNmzZYu3YtysrKcPjwYWzevBlVVVVo3bo1ki/OEVtngwoLC03Zp+TkZFRWVqJIvuns7HPcxlICJ06cqPMqwejoaDRq1MjiyyQUgyY5Z6+3qChxZv/oo+JD49ZbPfM6vtawoZptMu+6L2/7+2Ky/sY6aFIU7ZmmvXuB8nJxu7xcnTLt3Bn4xz/EbXlBzPnz4v/k++9bPr9cPmL/fvd+DxnAXXqp/s1yZUYoN1f0lXr8cXURX/PlixyNrUsXEdRdcYX6nIB+03PMNLlP/j90pQ2ADJpqatSpN3vk7yavFgwyTgdNM2bMwPbt27FmzRqLWqNhw4bhiy++0HVw5ho0aIBmzZqhqKgIy5cvxw033GAKnFbKRSwhMmBr167FgIsFk71790ZkZKTFPvn5+cjLyzPt079/f5SUlGCzWZ3Cpk2bUFJSYtrHaaEUNMmg1ZNtKJKSgH/9SxSs6lVk7o/k/xtbQZN8jLSxDpqKi9Wrf+wFTcnJ4oqvmhq1Oe1PP4mAKylJPJaRoRaJDx4MyItf7r0X+Ogj9fll0ORupkn++3fv7t7z2NK+vZhKLC8Xa5K98476mJYpOkfThnpNzwV6uwHJl0GTDPxdWSPWvIbU0RQdM02Wli5divnz52PQoEEWU1edOnXCPj26vlpZvnw5srKysH//fqxcuRJXXXUVOnTogDvvvBMGgwGZmZmYNWsWlixZgry8PEyaNAn169fHhIvN6oxGIyZPnozp06dj1apVyMnJwe23346uXbuarqbr2LEjRo4ciSlTpmDjxo3YuHEjpkyZglGjRjl/5ZwkD3CHD7t/luXvPD09F0rk/xv5QVldrX4wMWhyjrxyp7RUfJk3trS3HpbBUHuKbuFCsb3pJvF4ZCTwySfA3XeLtejmzQPuuksEWvLSez2n5zxVzwSIomC5jt3f/277deviKKCTQVN5uZq5c0WwTc/5MmhypQ1AWJgaOGkNmphpEk6cOGGzaPrs2bMO64hcUVJSggceeACXXnop7rjjDgwaNAgrVqwwtTp47LHHkJmZifvvvx99+vTB0aNHsWLFCsSaFc3OnTsXY8aMwbhx4zBw4EDUr18f33zzjUVd1KeffoquXbsiPT0d6enp6NatGz755BPXB96okRrRWxf2BhvzQnByj/zwkRnK338XHzb16zvfkC7Uxcaql6cfPFh3uwFzsoB78WKRmZJLq9x2m7rPFVeIqzmbNVN7PF13nfq4eaYpP9+9gMGTmSZAXe5Intw9/rjYagmaHAV05le7uXPyyOk597kTNAHai8Hl78ZMk3DZZZfh22+/NX0vAyXZ10hv48aNw759+1BRUYH8/HzMnz8fRrM+HQaDATNnzkR+fj7Onz+PtWvXoou8cu2ievXq4fXXX8epU6dw7tw5fPPNN+qVbhfFx8dj4cKFptYBCxcuRGN3z2pkwbJsyBismGnSj/xg3L1bdFaWwVPXrvos0hpqZHZuwwbH7Qaku+8WgdD//gf8858icGrdWl3Sx5aICOCLL9Q+SpdfLup55MmbdRsJrc6fV6968kSmCbBcI7JxYyAzU9w+cMByCRprJSVqsbjsTWfNYNCnromZJvfU1LjfcFJrg0tmmiy9+OKLeOKJJ3DffffhwoULePXVVzF8+HB89NFHeOGFFzwxxsAVakETM03uS01VF3zevl0Nmjg155qrrhLb1asdF4FL7duLZYAAQF7ccvvtjnuPNWgg6p/y80XwazC4Xwz+55/iA69RI8+9vy6/XL09Zow4+ZF/o7w8+z8na57k/1l79KhrYqbJPcePi+L+8HDXgxlmmgC4EDQNGDAAP//8M86dO4c2bdpgxYoVSEpKwoYNG9Bb78ZrgU4GTdbdhINJTQ0zTXoyGNQP+pdeAn75Rdxm0OQa86DJUbsBc489pt4eM8by+7qEh1sGN+4Wg5uv4eWB8gcAIkCSH6R/+YvY2mu9YE5rrZWemaZgCZrOnrVciNvTZKazeXPXm4NqaXCpKEGfaXLpr9e1a1d8/PHHeo8l+Mgi8mDONBUViawIANiodSMXPPccsHSpWksD6Lt8Rijp21c02Dt+HJBX0DrKNAFAv35q76Vx41wPWNwtBpe9dTxZz2YwAJ9+KoKga68V93XrJppW1nX1r9agSY9eTcEyPdewofgqKxMZGW81rHW3ngnQlmkqKQnqbuCAxqDJtDyIBha9ikKdzDT98Ye4CioYa1JkKjY+3vkus2Rb586irubdd8X3s2d7rp4l2EVHi4Dzxx/Vbt1a11i75Rb3X9/d6TlvBE2A6LovO+8Dav3W8uUie2AraJQF6lozTZyeE1JSxIl0fr73GvXqGTTVVdMks0yNG9u/QjXAaQqaGjdurPnKuOrqarcGFFRathSBREWFmBqQB9BgIhv8sfGivl58UZ2q0+PDO5QNHSqCJsmbVyHKK2hdLQQ3n57zpuHDxRWbBw+KbFPPnpaP19SoNU3MNDmnWTM1aPIWb2WagryeCdAYNK2WH4wADhw4gMcffxyTJk0yXS23YcMGfPzxx3jxxRc9M8pAFR4uDtA7d4q6pmAMmr76SmzHjvXtOIJNfDzw9tu+HkVwuO8+cdISEyOyKVozTXqQ9U3my+I4w1uZJmsxMcCIEWKKeMmS2kHT/v0i4xAd7Thb4m7QpCjBlWnyxVIq8ipHd4ImLTVN8v95ENe3agqaBpt1YH7uuecwZ84c3Gq2lMXo0aPRtWtXvPvuu5g4caL+owxkHTqIoGnvXnEQCiaFhcC6deL2jTf6dixE9vgyAJV1fjaWaXKoqkqthfJFj64bb1SDpuees3xM1jN17uy4sNjd6bkzZ0RmCwiuoCkYM00nToht06auv46fc/rquQ0bNqCP7CBrpk+fPhbLkNBFwdx2YNkycTDr3du11vxEwU6ecZ8967i/jbVDh0QtZL16vpnuGDVKBER5ebWDTme6lLubaZJZpqgo8bcIdIEeNNX1/1gGTQkJrr+On3M6aEpNTcXbNs7a3nnnnVoNIwnBFzR99JGY3li8GHj1VXEfp+aIbGvYUP2gd2aKzrxmqE0bsYyFt8XFqUur3Hef5dWc3gyazNsNeKrtgjd5O2g6e1b92zPT5DanWw7MnTsXN910E5YvX45+/foBADZu3Ih9+/bhK1nfQqpg69X03HOiSeBNN4nvExKAKVN8OyYif2UwiGzTwYNiik62IKiLooiGk1u3iu99uXzO88+Lcb//PvCf/6jT8FqvnAPUKTUZ/DgrmIrAAcug6cwZz7cdkP3JGjVSlxVyhZaappMnxTaIgyanT1+uvfZa/P7777jhhhtw+vRpnDp1CjfccAP27t2La2WPD1LJoOnQIffWn/IHVVXqG1B6++2gfoMQuU1O0WnNNJ04oQZMgOUyJ95mMKgNL+WJ344d6lV9WoImmaE4d861MQRTETigBk27dolA5uGHgcpKz72eHlNzADNNF7nU3LJFixZcMkWrpk3FGVJxsTjQWK2LF1B++000sgwLA8aPF0WgMuNERLY5Wwxu3tMpKwu48kr9x+QM2aT3jz/E+/8f/xDfjx2r7cOxfn2xPXfOfs+nugRbpqllS5Fdkh3BX3sNyMkBvv7aM4GhL4Im1jSRywyG4Klr2rRJbIcNEx2E5cGTiOxzNtMkg6YrrhBX3Pq6SWDLlqIuq6oK+OwzcQFIeDgwa5a2n5dBU3W1eA5nBVumqWFDIDtbBMT//a/INq1bJ9phyOktPekdNGkpBA/iTBODJm8IlromeXWk+QKfRFQ3ZzNNf/4ptlrqn7whLEw9hj35pNjecYeagXJEBk2Aa1N0wbLunLlu3URAfNNNImBKShLF9TNn6v9a3so0VVerbSUYNJFbgi3T1Levb8dBFEhczTT5S9AEqAGSrGmUdU5aREaqS0i5EzQFy/SctW7dROYeAD74QP9sk95Bk72FhouK1H5anJ4jtwTDwr2lpcDu3eI2M01E2rla03TJJZ4ZjyvMs0oREc7VWRkMlnVNzgq26Tlbhg4FevUSFwu98Ya+z61X0CSvvCspEbVp1uTUXOPGIlAOUk4HTTNnzsRB2ZKdtAmGTNMff4g3SlKS+iFARI7JTFOgTs8BlkFT//5q1kErd4KmYM80ASKwfOwxcfvtt20HJa6oqVGzg+4GTfLvX1kJnD9f+/EQKAIHXAiavvnmG7Rp0wZXX301PvvsM5y39ccjS7LPysmT7q307UsyUGbnbyLnODM9d+GCmhnw16Bp2DDnf56ZJsfGjBFdzwsKLK+gdEdhoQhywsKAlBT3nqthQ7XJaklJ7cdDoEcT4ELQtHXrVmzbtg3dunXDtGnT0KxZM9x3333YsmWLJ8YXHBo2BJo3F7cDNdskD+QMmoicIzOzp045vnrsyBFRUBsV5f6HnJ58GTQFYyG4LdHRQI8e4rasH3WXPG6npLg/ZWYwqFN0MpA1FwJXzgEu1jR169YNc+fOxdGjR/HBBx/g6NGjGDhwILp27YpXX30VJbai0FAX6HVNeqySTRSKmjRRz9AdFfnKqblWrXyzdIo9jRoB06cDt93mWk2jHpmmYJ6ek+TfVq91XPWqZ5LkvwGDJtfU1NSgsrISFRUVUBQF8fHxeOutt5CamoovvvhCrzEGh0Cva2Kmicg1YWHqB4mjuiZ/vHJO+ve/gYULRSG4s5hp0kZemaxXpunYMbGVMx3u0hI0saaptq1bt+LBBx9Es2bNMG3aNPTs2RO7du3C2rVrsXv3bjzzzDOYOnWq3mMNbN4MmvQqIjTHTBOR67QWg8v3WatWHh2O17kaNFVUqMtPhUKmSQZN27bps7RKaanY6vW3qytoYk2Tbd26dUO/fv2wf/9+LFiwAIcPH8ZLL72EtmaLSt5xxx04IaNOErzR4HL/frG8SWSk/t26mWkicp3WYvAjR8Q2NdWz4/E2V4Mm+eFsXk8TzNq2FRm1igqxbJW7ZE8lvRYFZk2T80HTzTffjAMHDuDbb7/FmDFjEC6blplp2rQpamSTKxJkTdPvv6sNwPR2443AF1+IQtLPP9fvecvL1YM9M01EztPaq+noUbHVazrFX7gaNMmpOaPRv2q8PMVgUOuaNm50//lkpqlRI/efC1AzTbbqlk+dEtsmTfR5LT/l9P9CRVEQZ2Nuuby8HM8995wugwpKrVqJWoDycvXAqKcdO4Dt29XvDxyoe2FFZ8g+Hw0bhkZdAZHenM00tWjh2fF4m1w/z9VMUyhMzUkDB4ptdrb7z6V3pqmu6TnZTodBk6Vnn30WZTY+jM+dO4dnn31Wl0EFpYgIoE0bcdsTdU1ffim2o0YBzZqJ23l5+jy3+RUYzq5QTkTMNLmbaQqlk7VBg8R23Tr361Nl0KR3pqmuoCk+Xp/X8lMuZZoMNj44t2/fjvgg/2O5zZN1TTJouvlmsZYRIBaA1AOLwIncoyXTVFamTnsEW6ZJBk2yqFurUMw09e0r6lKPHhUzBu6Q03OezjRVVamvFeRxgOagKS4uDvHx8TAYDGjfvj3i4+NNX0ajEcOHD8e4ceM8OdbAJ+ua5Bpuetm1C9i5U7zRRo8GunYV9+tRSAiwCJzIXVqunpNZpthY/T7k/IWrmSY5qxFsf4+61K8P9O4tbq9b595z6Z1pslcIbv59kAe4mhtuzJs3D4qi4K677sKzzz4Lo9mVDFFRUWjVqhX69+/vkUEGjS5dxFavDJAkG6ENHCj+wzLTRORftEzPyaAp2LJMgOtBk1ymq149fcfj7wYNEoXg2dnAHXe4/jzeyjTJadRGjVzr4xVANP92EydOBAC0bt0aAwYMQGQQr2LsMT17im1urpir1qs+6PffxVZmssyDJj1eh5kmIveYT8/Ze0/KIvBgq2cCGDQ564orRDPRn35y73k8VdNkffVciNQzARqn50pltAqgZ8+eKC8vR2lpqc0vqsOll4o1pUpK3J+rNieDpnbt1NcJDxdnA3pcqcdME5F7ZO+aCxfUs3JrzDTVFqpB06BBIrDes0ft6u0Kb2WaGDRZiouLQ+HFAsbGjRsjLi6u1pe8n+oQFQV07ixu5+bq97zWQVN0tNpR2N3Vsmtq1JYDzDQRuSY6Wv3AsVcMzkxTbaEaNMXHA716ids//ujac1RXq39vT189F0JBk6bpuR9//NF0ZdyPP/5o8+o50qhHDyAnRwRNN97o/vMpSu2gCVDPLJy9WsVaQYG4MiI83L9WXScKNElJ4sPm+HGRDbbGTFNtoRo0AcDVVwNbtwKrVgG33+78z8upOUD/TFN5uehaHh0tvmfQZGnw4MGm20OGDPHUWEJDjx5iq1em6fhxcYVJWBhwySXq/a42k7Mm65maNw/6Aj8ij0pMFNMtzDRpF8pB09ChwOzZImhypTZVBk3R0WKWQw/mwVdJiXqBgwyaQmC2yek+TR9++CG+lD2BzHz55Zf4+OOPdRlUUNM7aJJZppYt1agfcG9VcXPmjS2JyHWO2g4w01RbKAdNgwaJNjKHDwN//OH8z+tdzwSIGQc51Wc+RRdCmSang6aXXnoJCQkJte5PTEzErFmzdBlUUOveXWwPHbLdVdVZtqbmAP2CJhaBE+mjrrYDFy6o9wfjNDiDJuc1aADINj6rVjn/83pfOSfZuoJOXtzAoKm2gwcPonXr1rXuT0tLwyGZlSD7jEb1jPPPP91/Pk8HTWw3QKSPurqCy1YE4eHBuUo8gybXXH212LoSNHki0wTYLgZnpsm+xMRE/GqjaeL27dvRJMgX6tONrD3yRtDkbiE4M01E+qgr05SfL7ZJSaI+MdiYB03OrKfGoElsV68WVzI7w9OZJgZN2owfPx5Tp07F6tWrUV1djerqavz44494+OGHMX78eE+MMfjoGTTJ2ijrq3H0LgRnponIPXLazVbvtIICsU1O9t54vEkGTYAaCGkR6kHT5ZcDDRsCp04B27c797OeyjTJYu8TJ9T7GDTZ989//hN9+/bF1VdfjZiYGMTExCA9PR1Dhw5lTZNWegVNhw8D+/aJlP6AAZaPsaaJyL+kpoqt7HtmTmaamjXz3ni8SZ7EAc4dk0I9aIqMBK68Utx2dorOU5km+fm1b596H6+esy8qKgpffPEFdu/ejU8//RSLFy/Gvn378MEHHyBKr8sag51eQdOaNWLbu3ftN4YeQVNpqZqCZdBE5B4ZNB0/LnrcmAv2oCkiQr3snUGTc1yta/JUpkmWgsjSkJqakMo0udx4p3379mjfvr2eYwkdegVNq1eL7VVX1X5Mj5omOTUXFxdaq4wTeUKTJiLjUl4uejK1aaM+FuxBEyCOSZWVDJqcJYOmn34Sfz+tyQlPZZqsg6YzZ9R6KwZNwiOPPILnn38eDRo0wCOPPFLnvnPmzNFlYEFNBk0HD4pLjZ1tGnn2LLBrl9pev66gyZ1ME+uZiPRjMIhs0969YorOPGgK9pomQByTiosZNDmra1cgIQE4eRLYvFn0b9LCU5mmtm3F9s8/xVItst1AvXqW07BBStOndU5ODqqqqgAA27Zts7uMCpdX0SglRZwtVFaKM065TpxWd98NLFokbkdEAAMH1t5Hj0Jw1jMR6cs8aDIXKpkmgEGTs8LCRHfw//s/MUWnNWjyVKYpNVX9/Dp0KKR6NAEag6bVchoIwBpZR0OuCwsDWrcWSyr8+adzQdO5c8DSper3110nrq6wpmemiUETkT7sFYMzaLKNQZNw9dVq0PTMM9p+xlOZpvBwkSXdtUtM0cmpuRBpOeRUIfiFCxcQERGBvLw8T40ndLha17R6tTiQtGwpgpovvrC9H6fniPyPraBJUdSgKdin5wAGTa6QdU0bN4ryDC08lWkC1LqmP/5Q/y/L/9tBzqmgKSIiAmlpaaiurvbUeEKHDJpkMZ1W334rttddJ/6Tmq83Z06PQnBOzxHpS36wmK+eUFwspjqA0AiatB6TFIVBk3TJJeLktapKZJq0fAZ7KtMEWBaDy6ApRD4nnG458OSTT2LGjBk4LS8xJNd06SK2zjQsUxTLoKkuzDQR+R/5wWKeaZJZpri44A4OZJ2l1kzJhQvq1E8w/120MBgAeRHWK68A06c7/hlvZJp+/139nAiRTJPTLQdee+01/PHHH0hJSUFaWhoaNGhg8fi2bdt0G1xQ69VLbLdtE8GQliL6nTvFf9B69WxfMWfO3ULwqiq1c3GInEEQeZyt6blQqGcC1GOS1kyTeefwUA+aAGDqVHHhzwMPAIsXA/Pm1b2/NzJNe/eqnzEh8jnhdNB0ww038Co5PXTtKgrqTpwAjh0Dmjd3/DOyCH/QIMtlCWxxN9N07Jg4y4uKUhcaJSL3yKCpuBgoKxMXcYRCPRPgXtBkrwwh1Nx0kwiajhxx3LPJk5mmTp3Edt8+Bk2OzJw50wPDCEExMUDHjkBensg2aQma1q4V28GDHe/rbtAk65lSU4NzAVEiX4iNBYxGoKREZJs6dhQnKEDoZJq0rj0n94uK4jFISkwUWbfz52v3+jJ34YJ67PdEpikpSe0dJWckQmR6zun/iZdccglOnTpV6/7i4mJcIoubSRvzKTpHFEV0hAWcC5rOn3d+dWyA9UxEniJPkOSHjTxBCfb3mquZJk7NqQwGtUXNgQP29ysrU297ImgyGMRsifn3Wk78g4DTQdOBAwdsXj1XUVGBI0eO6DKokCGDppwcx/vu3SvWrIqOBi67zPH+rq4qLvHKOSLPkBklOS3HoMk2Bk22aQmaZD1TdLT2ZVecZR40JSd77nX8jObpuWXLlpluL1++HEaj0fR9dXU1Vq1ahdatW+s7umDXs6fYask0ySxT377aDiLWq4o7qoGyFmK9N4i8JiVFbEMtaJLHLQZN7tESNMl6Jk+uGWoeNIXQybXmoGnMmDEAxFIpEydOtHgsMjISrVq1wiuvvKLr4IJejx5ie/iwWCW6rjb0zkzNAaIGIDparKbuSl2TzBoyaCLSl3mmSVFCJ2hipkkfzmSaPFEELjFoqlvNxbqY1q1bY8uWLUhISPDYoEJGo0ZqZ+8dO4ArrrC/rwya6trHWv36rgdNst4iROapibzGPGgqLlazAsH+wcOgSR/+kmnq3Fm9HUIn107XNO3fv58Bk57kf7wdO+zvc+iQ+AoPB/r31/7c7nQFl5mmFi2c/1kiss88aJJZpqZNnZ9CDzSuXj3HoMmSLIPxdaapYUN1ZYtgD/jNOB00TZ06Fa+99lqt++fPn4/MzEw9xmRy4cIFPPnkk2jdujViYmJwySWX4LnnnjNlvQBAURTMnDkTKSkpiImJwZAhQ7DDKgCpqKjAQw89hISEBDRo0ACjR4+uVbReVFSEjIwMGI1GGI1GZGRkoLi4WNffxybZGbyuoCk7W2x79rS9OK89rrYdOH9eXEoKMNNEpDdbQVOwT80BzDTpRWaajh4VMwm2eCPTBAAjR4or55w5mQ9wTgdNX331FQYOHFjr/gEDBuC///2vLoOSXn75Zbz99tuYP38+du3ahdmzZ+Nf//oXXn/9ddM+s2fPxpw5czB//nxs2bIFycnJGD58OM7I/zQAMjMzsWTJEixatAjZ2dkoKyvDqFGjLK4CnDBhAnJzc5GVlYWsrCzk5uYiIyND19/HJi2ZpnXrxNaZqTnA9a7gsm9MvXp111kRkfNk0HTsGIOmujBosq1pU/G3VBTLzvLmvJFpAoDXXwcKC4HLL/fs6/gRp5tbnjp1yuLKOalRo0Y4KbMTOtmwYQNuuOEGXHdxnbVWrVrh888/xy+//AJAZJnmzZuHJ554AmPHjgUAfPzxx0hKSsJnn32Ge++9FyUlJViwYAE++eQTDBs2DACwcOFCpKam4ocffsCIESOwa9cuZGVlYePGjejbty8A4L333kP//v2xZ88edOjQQdffy4IMmvLy7O/jatDkaqbJvJ6J3d+J9CWDprNn1ZMlBk21MWiyTfZq2rVLTNG1bVt7H29lmsLCRJPLEOJ0pqlt27bIysqqdf/333+ve3PLQYMGYdWqVdi7dy8AYPv27cjOzsa1114LQNRXFRQUID093fQz0dHRGDx4MNavXw8A2Lp1K6qqqiz2SUlJQZcuXUz7bNiwAUaj0RQwAUC/fv1gNBpN+9hSUVGB0tJSiy+ndewo3gQnTogva6dOqQdWGxm+OrkaNLGeichzGjZUP8w2bhTbUAia2HJAP7Lw2l5vRG9lmkKQ05mmRx55BA8++CBOnDiBoUOHAgBWrVqFV155BfMcLSDopL///e8oKSnBpZdeivDwcFRXV+OFF17ArbfeCgAoKCgAACRZrY2WlJSEgxfT3gUFBYiKikJcXFytfeTPFxQUIDExsdbrJyYmmvax5cUXX8Szzz7r+i8IAA0aiMK+P/8UwdGQIZaPy6CtQwfRQt8ZrhaC88o5Is9q1kxkA379VXwfCkETM036kb2+ZCmFNW9lmkKQ00HTXXfdhYqKCrzwwgt4/vnnAYhps7feegt33HGHroP74osvsHDhQnz22Wfo3LkzcnNzkZmZiZSUFIteUdYLCCuK4nBRYet9bO3v6HlmzJiBRx55xPR9aWkpUl259LJzZ/tBk6tTcwAzTUT+qlkz0eVfksW9wYxBk36sl+KxxkyTxzgdNAHAfffdh/vuuw8nTpxATEwMGjpzRZcT/va3v+Hxxx/H+PHjAQBdu3bFwYMH8eKLL2LixIlIvrgqeEFBAZqZLXZZWFhoyj4lJyejsrISRUVFFtmmwsJCDBgwwLTP8ePHa73+iRMnamWxzEVHRyNaj9W3O3cGvvnGdl2TO0GTq4XgzDQReZb54rytW6tX0QYzthzQj6OgiZkmj3Fp6egLFy7ghx9+wOLFi6EoCgDg2LFjKDNfJFAH586dQ5jV6tbh4eEWjTaTk5OxcuVK0+OVlZVYu3atKSDq3bs3IiMjLfbJz89HXl6eaZ/+/fujpKQEmzdvNu2zadMmlJSUmPbxKHttB86dAy4WvTPTRBRELp7wAQAeflj0YAt2zDTpx9H0HDNNHuN0pungwYMYOXIkDh06hIqKCgwfPhyxsbGYPXs2zp8/j7ffflu3wV1//fV44YUX0LJlS3Tu3Bk5OTmYM2cO7rrrLgBiSi0zMxOzZs1Cu3bt0K5dO8yaNQv169fHhAkTAABGoxGTJ0/G9OnT0aRJE8THx+PRRx9F165dTVfTdezYESNHjsSUKVPwzjvvAADuuecejBo1yrNXzknmbQcURRSGv/UWsGULcOGCeIO4kr5nTRORfzLrNYeLx7OgJ4OmykqgutpxoMigyT5mmnzG6aDp4YcfRp8+fbB9+3Y0adLEdP+NN96Iu+++W9fBvf7663jqqadw//33o7CwECkpKbj33nvx9NNPm/Z57LHHUF5ejvvvvx9FRUXo27cvVqxYgViz/yxz585FREQExo0bh/Lyclx99dX46KOPEG72pv30008xdepU01V2o0ePxvz583X9fey69FJx6ebp00BBAVBWBtx/v/r4FVe4dum/K5mm6mr17IWZJiLPuPde4IsvgCeeCJ0PNvPg5/x5cRFMXWTQZL74OAky01RQYDsAZabJY5wOmrKzs/Hzzz8jKirK4v60tDQctRf1uig2Nhbz5s2r86o8g8GAmTNnYubMmXb3qVevHl5//XWLppjW4uPjsXDhQjdG64Z69USvjb17RbbJes7/YkbMaa4ETYWF4k0YFgbUUc9FRG7o1El84IUS8+CnvFx70MRMU21JSSJQqq4Gjh9XgyiJmSaPcbqmqaamxqKTtnTkyBGL7A45yXyK7s8/xe0BA4AlSwCzKwWd4kohuKxnatYMiHDpOgEiotrCw4HISHFbS8kAgyb7wsPVujhbdU3MNHmM00HT8OHDLTI/BoMBZWVleOaZZ0xNJ8kFtoKmgQOBMWPUA42zXMk0sZ6JiDzFmWJwBk11k9kl6xmeCxfUvy8TGbpzOmiaO3cu1q5di06dOuH8+fOYMGECWrVqhaNHj+Lll1/2xBhDg7yCLi8P2LdP3Ha3w7orheC8co6IPMWZtgMMmupmrxjcbN1VBk36c3r+JSUlBbm5ufj888+xbds21NTUYPLkybjtttsQw4I915lnmuQZRJs27j0nM01E5E+YadKPvbYDMmiKjgasao/JfS4VrcTExOCuu+4yXfpPOrj0UjH/XFqqzkfrlWlypaaJmSYi0huDJv3YyzSxnsmjNAVNy5Yt0/yEo0ePdnkwIS0iAhg8WHQGB0ShX8uW7j2nK4XgzDQRkac4s2gvg6a62atp4pVzHqUpaBozZoymJzMYDDavrCONrr5aDZpatnS9AFxipomI/IkzmSa5jx5LVQUjuc7poUOW9zPT5FGagqYa8+615Dnm/ZjcnZoDnC8EVxRmmojIc1yZnmOtrG3yM+LAAdFhXi45xkyTR7m09hx5SKdOau8Nd4vAAeczTcXF6r4MmohIb85cPScDKwZNtqWmijKOigogP1+9v7hYbJlp8gjNQdO1116LkpIS0/cvvPACiuU/DoBTp06hU6dOug4u5BgMwDXXiNvdurn/fOZB08WFlesks0zx8TxQEZH+XJmeY02TbRERat3r/v3q/Zwt8CjNQdPy5ctRUVFh+v7ll1/G6dOnTd9fuHABe/bs0Xd0oeiVV4APPwSmTHH/ucwDHy1ndqxnIiJP0ho0KYrIoJj/DNXWurXYyobIAHD4sNjyOO4RmoMmxSpTYf096SQuDpg0SZ/+GuYHGy1TdDxDISJP0ho0mZ/kMWiyT9Y1mWeaZNAkC8VJV6xpCmYREWrwpSUdzqCJiDxJa8sB86CJ03P22co0yRkDBk0eoTloMhgMMBgMte4jP+dMMbisUUtI8NhwiCiEac00ycfNF/ml2urKNHF6ziM0dwRXFAWTJk1C9MWeGefPn8df//pXNGjQAAAs6p3Ij9Svb3lVXF3kPjLQIiLSk7NBE7NMdbPONJWWqi0HGDR5hOagaeLEiRbf33777bX2ueOOO9wfEenLma7gch/WEBCRJ2htOcAeTdrITNOxY+JvJrNMcXHAxYQG6Utz0PThhx96chzkKc40uGSmiYg8ydlME4OmuiUkiODo7Fng4EHWM3kBC8GDnTM1TQyaiMiTOD2nL4MBaNtW3N69m/VMXsCgKdgxaCIif+FsywFmmhzr3VtsN21iuwEvYNAU7Bg0EZG/0NpygNNz2vXtK7abNnF6zgs01zRRgHKlEJxBExF5grOZJk7POdavn9hu2SKm6wBOz3kQM03BjoXgROQvWAiuv86dRTH4mTPA+vXiPmaaPIZBU7Dj9BwR+QutLQdYCK5deDjQp4+4XV4OJCYCl1/u2zEFMQZNwY5BExH5C7msU2Vl3fuxENw5sq4JAF5+GWjY0HdjCXIMmoKd1qBJURg0EZFnXVxRAo5WkOD0nHNGjBDbQYMANpn2KBaCBzutheBVVUB1tbjNoImIPMHZoInTc9oMHQps3gx06gSEMRfiSQyagp3WQnDzoIpBExF5AqfnPOeyy3w9gpDAkDTYaZ2ek49zVXEi8hSZaaqsFCUB9jDTRH6KQVOwczZoql9f7fVBRKQnmWkCREmAPcw0kZ9i0BTsXAmaiIg8QWaagLrrmlgITn6KQVOw01oILg9SDJqIyFPMM0111TVxeo78FIOmYOdsITiDJiLylPBw8QXUnWni9Bz5KQZNwY7Tc0TkT7S0HeD0HPkpBk3BjkETEfkTLW0HuGAv+SkGTcGOQRMR+RNmmiiAMWgKduaF4HX1RWHQRETeoCXTxEJw8lMMmoKdDIIUpe6DFIMmIvIGLZkmFoKTn2LQFOzMDzp1TdHJx3iQIiJP4vQcBTAGTcEuMlJdFkVL0MRMExF5EqfnKIAxaAoFWorBGTQRkTdweo4CGIOmUMCgiYj8haNMU3W1ui4dM03kZxg0hQIGTUTkLxxlmmSWCWCmifwOg6ZQIAOhs2ft78OgiYi8wVGmyXzJJ2aayM8waAoFDRqILYMmIvI1R5kmGTRFRqrr1BH5CQZNoYBBExH5C63Tc5yaIz/EoCkUyKCJNU1E5Gtap+c4NUd+iEFTKGBNExH5C63Tc8w0kR9i0BQKOD1HRP7CUaaJ03Pkxxg0hQJOzxGRv9CaaeL0HPkhBk2hgNNzROQvmGmiAMagKRQ4mp5TFC7YS0TewZomCmAMmkKBo6DJvJmc3JeIyBM4PUcBjEFTKHBU02QeTHF6jog8idNzFMAYNIUCRzVNMpiqV48deInIs5hpogDGoCkUOJqek/dzao6IPI2ZJgpgDJpCAYMmIvIXLASnAMagKRTI6TlHNU2sZyIiT+MyKhTA/D5oatWqFQwGQ62vBx54AACgKApmzpyJlJQUxMTEYMiQIdixY4fFc1RUVOChhx5CQkICGjRogNGjR+PIkSMW+xQVFSEjIwNGoxFGoxEZGRkoLi721q/pWcw0EZG/4IK9FMD8PmjasmUL8vPzTV8rV64EANx8880AgNmzZ2POnDmYP38+tmzZguTkZAwfPhxnzpwxPUdmZiaWLFmCRYsWITs7G2VlZRg1ahSqq6tN+0yYMAG5ubnIyspCVlYWcnNzkZGR4d1f1lMYNBGRv2AhOAWwCF8PwJGmTZtafP/SSy+hTZs2GDx4MBRFwbx58/DEE09g7NixAICPP/4YSUlJ+Oyzz3DvvfeipKQECxYswCeffIJhw4YBABYuXIjU1FT88MMPGDFiBHbt2oWsrCxs3LgRffv2BQC899576N+/P/bs2YMOHTp495fWm9aWAwyaiMjTtE7PMdNEfsjvM03mKisrsXDhQtx1110wGAzYv38/CgoKkJ6ebtonOjoagwcPxvr16wEAW7duRVVVlcU+KSkp6NKli2mfDRs2wGg0mgImAOjXrx+MRqNpH1sqKipQWlpq8eWXZK1SVZX4ssagiYi8hdNzFMACKmhaunQpiouLMWnSJABAQUEBACApKcliv6SkJNNjBQUFiIqKQlxcXJ37JCYm1nq9xMRE0z62vPjii6YaKKPRiNTUVJd/N48yD4ZsTdHJDBSDJiLyNBaCUwALqKBpwYIFuOaaa5CSkmJxv8FgsPheUZRa91mz3sfW/o6eZ8aMGSgpKTF9HT58WMuv4X1RUUDExZlYW0ETM01E5C3MNFEAC5ig6eDBg/jhhx9w9913m+5LTk4GgFrZoMLCQlP2KTk5GZWVlSgqKqpzn+PHj9d6zRMnTtTKYpmLjo5Go0aNLL78Vl1tBxg0EZG3sKaJAljABE0ffvghEhMTcd1115nua926NZKTk01X1AGi7mnt2rUYMGAAAKB3796IjIy02Cc/Px95eXmmffr374+SkhJs3rzZtM+mTZtQUlJi2ifg1XUFHYMmIvIWXj1HAczvr54DgJqaGnz44YeYOHEiIiLUIRsMBmRmZmLWrFlo164d2rVrh1mzZqF+/fqYMGECAMBoNGLy5MmYPn06mjRpgvj4eDz66KPo2rWr6Wq6jh07YuTIkZgyZQreeecdAMA999yDUaNGBf6Vc5KWoInNLYnI0zg9RwEsIIKmH374AYcOHcJdd91V67HHHnsM5eXluP/++1FUVIS+fftixYoViI2NNe0zd+5cREREYNy4cSgvL8fVV1+Njz76COFmi9N++umnmDp1qukqu9GjR2P+/Pme/+W8pa62A8w0EZG3yOm5qipAUQDrulFmmsiPGRRFUXw9iGBRWloKo9GIkpIS/6tvGjAA2LABWLIEGDPG8rGRI4Hly4GPPgImTvTF6IgoVJSUAI0bi9vnz6uZJykhATh1CsjLAzp39vrwKDRp/fwOmJomchNrmojIH8hME2C7GJzTc+THGDSFirqCJvZpIiJvMc8sWdc1KQqn58ivMWgKFWw5QET+ICxM7RtnHTRduADU1IjbzDSRH2LQFCo4PUdE/sJeryaZZQKYaSK/xKApVDBoIiJ/Ya/tAIMm8nMMmkIFgyYi8hf2Mk2yCLxevdqtCIj8AIOmUGGvpunCBfXAxaCJiLzBUaaJWSbyUwyaQoW9TJP59+wITkTe4CjTxCJw8lMMmkKFbNZVUmJ5vwyawsJqN5kjIvIER5kmBk3kpxg0hYomTcT21CnL+817NLGGgIi8gdNzFKAYNIWK+HixPX3a8n4WgRORt3F6jgIUg6ZQYS/TxKCJiLyNmSYKUAyaQoUMmoqKgOpq9X4GTUTkbTIokpkliTVN5OcYNIWKuDixVRTLYnAGTUTkbfZaoHB6jvwcg6ZQERUFxMaK2+ZTdAyaiMjb5PHGOmji9Bz5OQZNoUQWgzNoIiJfkpkm675xzDSRn2PQFEpkXZP5FXQMmojI2+xNzzHTRH6OQVMosXUFnQya2A2ciLzFUdDETBP5KQZNocTW9Fxpqdgajd4fDxGFJhaCU4Bi0BRKbE3PySvpGDQRkbdweo4CFIOmUGJreq64WGwZNBGRt9hbQJzTc+TnGDSFElvTczLT1Lix14dDRCGK03MUoBg0hRJb03PMNBGRt3F6jgIUg6ZQwkwTEfkDZpooQDFoCiW2appYCE5E3sZMEwUoBk2hhNNzROQPHC2jwkwT+akIXw+AvEhOz505A1RWitvyIMXpOSLyFnvLqJw5I7YNG3p3PEQaMWgKJY0bAwYDoCgi2xQerj7WqJHPhkVEIcbe9NyJE2LbtKl3x0OkEafnQkl4uJptOnFCrWeKjbUMoIiIPEkGTefPAzU14nZVFVBUJG4zaCI/xaAp1KSkiO3Ro6xnIiLfMF/rUpYIyAtUDAb15I7IzzBoCjXNm4vtsWNsN0BEvmFe6C2n6AoLxbZJE2a+yW8xaAo1MmhipomIfCUsTA2cZDE465koADBoCjXmQRN7NBGRr1gXgzNoogDAoCnUmNc0cXqOiHyFQRMFIAZNoYbTc0TkDxg0UQBi0BRqbE3PMdNERN7GoIkCEIOmUCODpsJC9SDFTBMReZtcSoWF4BRAGDSFmoQEIDJS3N61S2wZNBGRtzHTRAGIQVOoCQtTi8F37hRbTs8RkbfZC5oSE30zHiINGDSFIjlFV1Ehtsw0EZG3MdNEAYhBUyiSQZPETBMReZt50FRdrS6jwqCJ/BiDplBkHTQx00RE3iYLwc+dA06fBhRFfN+kie/GROQAg6ZQ1L69ejsyEmjWzHdjIaLQJDNNZ8+qU3NxceqFKkR+KMLXAyAfmDRJLIhZWQlcdpk4UBEReZP59BzrmShAMGgKRTExwD33+HoURBTKzIOm3bvF7dRU342HSANOzxERkfeZB03r1onbAwf6bjxEGjDTRERE3mdeCP7LL+L2FVf4bjxEGjDTRERE3iczTbt2AYcPizrLfv18OyYiBxg0ERGR98mg6dAhse3VC2jY0HfjIdKAQRMREXlfx44iuyRxao4CAIMmIiLyvlatgMWLgago8f2wYT4dDpEWLAQnIiLfGD0a2LMHyMkBRo709WiIHGLQREREvtOqlfgiCgCcniMiIiLSgEETERERkQYMmoiIiIg08Pug6ejRo7j99tvRpEkT1K9fHz169MDWrVtNjyuKgpkzZyIlJQUxMTEYMmQIduzYYfEcFRUVeOihh5CQkIAGDRpg9OjROHLkiMU+RUVFyMjIgNFohNFoREZGBoqLi73xKxIREVEA8OugqaioCAMHDkRkZCS+//577Ny5E6+88goaN25s2mf27NmYM2cO5s+fjy1btiA5ORnDhw/HmTNnTPtkZmZiyZIlWLRoEbKzs1FWVoZRo0ahurratM+ECROQm5uLrKwsZGVlITc3FxkZGd78dYmIiMiPGRRFUXw9CHsef/xx/Pzzz1gnF3O0oigKUlJSkJmZib///e8ARFYpKSkJL7/8Mu69916UlJSgadOm+OSTT3DLLbcAAI4dO4bU1FR89913GDFiBHbt2oVOnTph48aN6Nu3LwBg48aN6N+/P3bv3o0OHTpoGm9paSmMRiNKSkrQqFEjHf4CRERE5GlaP7/9OtO0bNky9OnTBzfffDMSExPRs2dPvPfee6bH9+/fj4KCAqSnp5vui46OxuDBg7F+/XoAwNatW1FVVWWxT0pKCrp06WLaZ8OGDTAajaaACQD69esHo9Fo2seWiooKlJaWWnwRERFRcPLroOnPP//EW2+9hXbt2mH58uX461//iqlTp+I///kPAKCgoAAAkJSUZPFzSUlJpscKCgoQFRWFuLi4OvdJTEys9fqJiYmmfWx58cUXTTVQRqMRqamprv+yRERE5Nf8OmiqqalBr169MGvWLPTs2RP33nsvpkyZgrfeestiP4PBYPG9oii17rNmvY+t/R09z4wZM1BSUmL6Onz4sJZfi4iIiAKQXwdNzZo1Q6dOnSzu69ixIw5dXBU7OTkZAGplgwoLC03Zp+TkZFRWVqKoqKjOfY4fP17r9U+cOFEri2UuOjoajRo1svgiIiKi4OTXQdPAgQOxZ88ei/v27t2LtLQ0AEDr1q2RnJyMlStXmh6vrKzE2rVrMWDAAABA7969ERkZabFPfn4+8vLyTPv0798fJSUl2Lx5s2mfTZs2oaSkxLQPERERhTa/Xntu2rRpGDBgAGbNmoVx48Zh8+bNePfdd/Huu+8CEFNqmZmZmDVrFtq1a4d27dph1qxZqF+/PiZMmAAAMBqNmDx5MqZPn44mTZogPj4ejz76KLp27YphF1fV7tixI0aOHIkpU6bgnXfeAQDcc889GDVqlOYr54iIiCi4+XXQdNlll2HJkiWYMWMGnnvuObRu3Rrz5s3DbbfdZtrnscceQ3l5Oe6//34UFRWhb9++WLFiBWJjY037zJ07FxERERg3bhzKy8tx9dVX46OPPkJ4eLhpn08//RRTp041XWU3evRozJ8/33u/LBEREfk1v+7TFGhKSkrQuHFjHD58mPVNREREAaK0tBSpqakoLi6G0Wi0u59fZ5oCzalTpwCArQeIiIgC0KlTpxg0eUt8fDwA4NChQ3X+0b3lsssuw5YtW3w9DBN/Go8/jQXwr/H401gA/xqPP40F8K/x+NNYAI6nLv40FsA/xlNSUoKWLVuaPsftYdCko7AwcTGi0Wj0i+m58PBwvxiH5E/j8aexAP41Hn8aC+Bf4/GnsQD+NR5/GgvA8dTFn8YC+Nd45Oe43ce9NA7ygQceeMDXQ7DgT+Pxp7EA/jUefxoL4F/j8aexAP41Hn8aC8Dx1MWfxgL433jqwkJwHXHBXiIiosATFAv2Bpro6Gg888wziI6O9vVQiIiISCOtn9/MNBERERFpwEwTERERkQYMmoiIiIg0YNAUBN588020bt0a9erVQ+/evbFu3ToAQFVVFf7+97+ja9euaNCgAVJSUnDHHXfg2LFjPhkPAMycOROXXnopGjRogLi4OAwbNgybNm3yyVjM3XvvvTAYDJg3b57HxuJoPJMmTYLBYLD46tevn0/GAgC7du3C6NGjYTQaERsbi379+uHQoUM+GY/130V+/etf//L6WMrKyvDggw+iRYsWiImJQceOHfHWW295ZBxaxnP8+HFMmjQJKSkpqF+/PkaOHInff//dI+P46aefcP311yMlJQUGgwFLly61eFxRFMycORMpKSmIiYnBkCFDsGPHDo+MRct4Fi9ejBEjRiAhIQEGgwG5ubk+GYsvjsWO/jbePBY7Gos5bx2LXcWgKcB98cUXyMzMxBNPPIGcnBxcccUVuOaaa3Do0CGcO3cO27Ztw1NPPYVt27Zh8eLF2Lt3L0aPHu2T8QBA+/btMX/+fPz222/Izs5Gq1atkJ6ejhMnTnh9LNLSpUuxadMmpKSk6D4GZ8czcuRI5Ofnm76+++47n4xl3759GDRoEC699FKsWbMG27dvx1NPPYV69er5ZDzmf5P8/Hx88MEHMBgMuOmmm7w+lmnTpiErKwsLFy7Erl27MG3aNDz00EP4+uuvdR+Lo/EoioIxY8bgzz//xNdff42cnBykpaVh2LBhOHv2rO5jOXv2LLp37253Xc7Zs2djzpw5mD9/PrZs2YLk5GQMHz4cZ86c0X0sWsZz9uxZDBw4EC+99JJHXl/rWHxxLHb0t/HmsdjRWCRvHYvdopBL3njjDaVVq1ZKdHS00qtXL+Wnn34yPfbVV18p6enpSpMmTRQASk5OjsfGcfnllyt//etfLe679NJLlccff9zm/ps3b1YAKAcPHvSL8ZSUlCgAlB9++MEnYzly5IjSvHlzJS8vT0lLS1Pmzp2r+zi0jmfixInKDTfc4LHXd2Yst9xyi3L77bd7ZSxaxmPthhtuUIYOHeqTsXTu3Fl57rnnLB7v1auX8uSTT3p9PHv27FEAKHl5eabHLly4oMTHxyvvvfeeR8YjAVCWLFli+r6mpkZJTk5WXnrpJdN958+fV4xGo/L22297dCy2xmNu//79Hj8Wax2L5OljsbPj8eSxWMtYvHksdgczTS5wdCbqrbObyspKbN26Fenp6Rb3p6enY/369TZ/pqSkBAaDAY0bN/b5eCorK/Huu+/CaDSie/fuXh9LTU0NMjIy8Le//Q2dO3fW9fVdGQ8ArFmzBomJiWjfvj2mTJmCwsJCr4+lpqYG3377Ldq3b48RI0YgMTERffv2rTOl7snxWDt+/Di+/fZbTJ482SdjGTRoEJYtW4ajR49CURSsXr0ae/fuxYgRI7w+noqKCgCwyACGh4cjKioK2dnZuo+nLvv370dBQYHFWKOjozF48GC7x6NQ5sljsbM8eSzWwpvHYncxaHLBnDlzMHnyZNx9993o2LEj5s2bh9TUVFNdQ0ZGBp5++mkMGzbMo+M4efIkqqurkZSUZHF/UlISCgoKau1//vx5PP7445gwYYJHmm9qHc///vc/NGzYEPXq1cPcuXOxcuVKJCQkeH0sL7/8MiIiIjB16lRdX9vV8VxzzTX49NNP8eOPP+KVV17Bli1bMHToUNMHo7fGUlhYiLKyMrz00ksYOXIkVqxYgRtvvBFjx47F2rVrdR2LlvFY+/jjjxEbG4uxY8f6ZCyvvfYaOnXqhBYtWiAqKgojR47Em2++iUGDBnl9PJdeeinS0tIwY8YMFBUVobKyEi+99BIKCgqQn5+v+3jqIv8+Wv8dQ5mnj8VaeeNYrIU3j8Xu4tpzTpJnfo8//rjF/XVldzzNYDBYfK8oSq37qqqqMH78eNTU1ODNN9/06Xiuuuoq5Obm4uTJk3jvvfcwbtw4bNq0CYmJiV4by9atW/Hqq69i27ZttfbxpLr+Nrfccovp/i5duqBPnz5IS0vDt99+65EAwd5YampqAAA33HADpk2bBgDo0aMH1q9fj7fffhuDBw/WfSx1jcfaBx98gNtuu81j9VWOxvLaa69h48aNWLZsGdLS0vDTTz/h/vvvR7NmzTx2omRvPJGRkfjqq68wefJkxMfHIzw8HMOGDcM111zjkXFoofXfMVR581jsiDePxfb46ljsKmaanOTsWbEnJSQkIDw8vNbrFhYWWoyvqqoK48aNw/79+7Fy5UqPndloHU+DBg3Qtm1b9OvXDwsWLEBERAQWLFjg1bGsW7cOhYWFaNmyJSIiIhAREYGDBw9i+vTpaNWqla5j0TIeW5o1a4a0tDTdr4RyNJaEhARERESgU6dOFo937NjRI1fPOfO3WbduHfbs2YO7775b93FoGUt5eTn+8Y9/YM6cObj++uvRrVs3PPjgg7jlllvw73//2+vjAYDevXsjNzcXxcXFyM/PR1ZWFk6dOoXWrVvrPp66JCcnA4BT/8dDjbeOxVp541jsiLePxe5i0OQifzibioqKQu/evbFy5UqL+1euXIkBAwYAUN+kv//+O3744Qc0adLEp+OxRVEU3aegHI0lIyMDv/76K3Jzc01fKSkp+Nvf/obly5frOhYt47Hl1KlTOHz4MJo1a+bVsURFReGyyy7Dnj17LB7fu3cv0tLSdB2LlvGYW7BgAXr37u2xugtHY6mqqkJVVVWtldDDw8NNGTpvjsec0WhE06ZN8fvvv+OXX37BDTfcoPt46tK6dWskJydbjLWyshJr166t8/0fKrx5LHaVJ47Fjnj7WOw2n5SfB7CKigolPDxcWbx4scX9U6dOVa688kqL+7xxxcaiRYuUyMhIZcGCBcrOnTuVzMxMpUGDBsqBAweUqqoqZfTo0UqLFi2U3NxcJT8/3/RVUVHh9fGUlZUpM2bMUDZs2KAcOHBA2bp1qzJ58mQlOjra4uofb4zFFk9fsVHXeM6cOaNMnz5dWb9+vbJ//35l9erVSv/+/ZXmzZsrpaWlXh2LoijK4sWLlcjISOXdd99Vfv/9d+X1119XwsPDlXXr1uk+Fi3jURRxdU/9+vWVt956yyNj0DqWwYMHK507d1ZWr16t/Pnnn8qHH36o1KtXT3nzzTd9Mp7/+7//U1avXq3s27dPWbp0qZKWlqaMHTvWI2M5c+aMkpOTo+Tk5CgAlDlz5ig5OTmmK8BeeuklxWg0KosXL1Z+++035dZbb1WaNWvmkf/DWsZz6tQpJScnR/n2228VAMqiRYuUnJwcJT8/36tj8cWxuK7xePtY7OjfyZo/Xz3HoMkFl19+uXLfffdZ3NexY8dal0d76zLXN954Q0lLS1OioqKUXr16KWvXrrV4fVtfq1ev9vp4ysvLlRtvvFFJSUlRoqKilGbNmimjR49WNm/e7PWx2OKNN6q98Zw7d05JT09XmjZtqkRGRiotW7ZUJk6cqBw6dMjrY5EWLFigtG3bVqlXr57SvXt3ZenSpR4bi5bxvPPOO0pMTIxSXFzs0XE4Gkt+fr4yadIkJSUlRalXr57SoUMH5ZVXXlFqamp8Mp5XX31VadGihen/zZNPPumxD+LVq1fbPJ5MnDhRURTRduCZZ55RkpOTlejoaOXKK69UfvvtN4+MRct4PvzwQ5uPP/PMM14diy+OxXWNx9vHYkf/Ttb8OWjigr0u+OKLL5CRkYG3334b/fv3x7vvvov33nsPO3bsQFpaGk6fPo1Dhw7h2LFjuO6667Bo0SJ06NABycnJpnl/IiIiCiwMmlz05ptvYvbs2cjPz0eXLl0wd+5cXHnllQCAjz76CHfeeWetn3nmmWcwc+ZML4+UiIiI9MCgiYiIiEgDXj1HREREpAGDJiIiIiINGDQRERERacCgiYiIiEgDBk1EREREGjBoIiIiItKAQZNGkyZNwpgxY3w9DCIiIvIRBk1EREREGjBockFWVhYGDRqExo0bo0mTJhg1ahT27dtnevzAgQMwGAxYvHgxrrrqKtSvXx/du3fHhg0bfDhqIiIicgeDJhecPXsWjzzyCLZs2YJVq1YhLCwMN954I2pqaiz2e+KJJ/Doo48iNzcX7du3x6233ooLFy74aNRERETkjghfDyAQ3XTTTRbfL1iwAImJidi5cye6dOliuv/RRx/FddddBwB49tln0blzZ/zxxx+49NJLvTpeIiIich8zTS7Yt28fJkyYgEsuuQSNGjVC69atAQCHDh2y2K9bt26m282aNQMAFBYWem+gREREpBtmmlxw/fXXIzU1Fe+99x5SUlJQU1ODLl26oLKy0mK/yMhI022DwQAAtabwiIiIKDAwaHLSqVOnsGvXLrzzzju44oorAADZ2dk+HhURERF5GoMmJ8XFxaFJkyZ499130axZMxw6dAiPP/64r4dFREREHsaaJo1qamoQERGBsLAwLFq0CFu3bkWXLl0wbdo0/Otf//L18IiIiMjDDIqiKL4eRCAYOXIk2rZti/nz5/t6KEREROQDzDQ5UFRUhG+//RZr1qzBsGHDfD0cIiIi8hHWNDlw1113YcuWLZg+fTpuuOEGXw+HiIiIfITTc0REREQacHqOiIiISAMGTUREREQaMGgy8+KLL+Kyyy5DbGwsEhMTMWbMGOzZs8diH0VRMHPmTKSkpCAmJgZDhgzBjh07LPZ59913MWTIEDRq1AgGgwHFxcW1XqtVq1YwGAwWX+z3RERE5L8YNJlZu3YtHnjgAWzcuBErV67EhQsXkJ6ejrNnz5r2mT17NubMmYP58+djy5YtSE5OxvDhw3HmzBnTPufOncPIkSPxj3/8o87Xe+6555Cfn2/6evLJJz32uxEREZF7WAhehxMnTiAxMRFr167FlVdeCUVRkJKSgszMTPz9738HAFRUVCApKQkvv/wy7r33XoufX7NmDa666ioUFRWhcePGFo+1atUKmZmZyMzM9NJvQ0RERO5gpqkOJSUlAID4+HgAwP79+1FQUID09HTTPtHR0Rg8eDDWr1/v9PO//PLLaNKkCXr06IEXXnih1oK/RERE5D/Yp8kORVHwyCOPYNCgQejSpQsAoKCgAACQlJRksW9SUhIOHjzo1PM//PDD6NWrF+Li4rB582bMmDED+/fvx/vvv6/PL0BERES6YtBkx4MPPohff/0V2dnZtR4zGAwW3yuKUus+R6ZNm2a63a1bN8TFxeEvf/mLKftERERE/oXTczY89NBDWLZsGVavXo0WLVqY7k9OTgagZpykwsLCWtknZ/Xr1w8A8Mcff7j1PEREROQZDJrMKIqCBx98EIsXL8aPP/6I1q1bWzzeunVrJCcnY+XKlab7KisrsXbtWgwYMMCt187JyQEANGvWzK3nISIiIs/g9JyZBx54AJ999hm+/vprxMbGmjJKRqMRMTExMBgMyMzMxKxZs9CuXTu0a9cOs2bNQv369TFhwgTT8xQUFKCgoMCUNfrtt98QGxuLli1bIj4+Hhs2bMDGjRtx1VVXwWg0YsuWLZg2bRpGjx6Nli1b+uR3JyIiorqx5YAZe3VJH374ISZNmgRAZKOeffZZvPPOOygqKkLfvn3xxhtvmIrFAWDmzJl49tln7T7Ptm3bcP/992P37t2oqKhAWloaxo8fj8ceewz169f3yO9GRERE7mHQRERERKQBa5qIiIiINGDQRERERKQBgyYiIiIiDRg0EREREWnAoImIiIhIAwZNRERERBowaCIiIiLSgEETEZGLPvroIzRu3NjXwyAiL2HQRERByWAwYOnSpbo9X6tWrTBv3jyL+2655Rbs3btXt9cgIv/GteeIiFwUExODmJgYXw+DiLyEmSYiCki2Mj89evTAzJkz0apVKwDAjTfeCIPBYPoeAJYtW4Y+ffqgXr16SEhIwNixYx2+1pAhQ3Dw4EFMmzYNBoPBtE6l9fTczJkz0aNHD3zwwQdo2bIlGjZsiPvuuw/V1dWYPXs2kpOTkZiYiBdeeMHi+UtKSnDPPfcgMTERjRo1wtChQ7F9+3aX/i5E5DkMmogo6GzZsgWAWCQ7Pz/f9P23336LsWPH4rrrrkNOTg5WrVqFPn36OHy+xYsXo0WLFnjuueeQn5+P/Px8u/vu27cP33//PbKysvD555/jgw8+wHXXXYcjR45g7dq1ePnll/Hkk09i48aNAMQi4Ndddx0KCgrw3XffYevWrejVqxeuvvpqnD59Woe/BhHphdNzRBR0mjZtCgBo3LgxkpOTTfe/8MILGD9+PJ599lnTfd27d3f4fPHx8QgPD0dsbKzF89lSU1ODDz74ALGxsejUqROuuuoq7NmzB9999x3CwsLQoUMHvPzyy1izZg369euH1atX47fffkNhYSGio6MBAP/+97+xdOlS/Pe//8U999zjyp+AiDyAQRMRhYzc3FxMmTLFo6/RqlUrxMbGmr5PSkpCeHg4wsLCLO4rLCwEAGzduhVlZWVo0qSJxfOUl5dj3759Hh0rETmHQRMRBaSwsDAoimJxX1VVVZ0/442i7cjISIvvDQaDzftqamoAiMxUs2bNsGbNmlrPxXYGRP6FQRMRBaSmTZta1BaVlpZi//79pu8jIyNRXV1t8TPdunXDqlWrcOeddzr9elFRUbWeTw+9evVCQUEBIiIiLArWicj/sBCciALS0KFD8cknn2DdunXIy8vDxIkTER4ebnq8VatWWLVqFQoKClBUVAQAeOaZZ/D555/jmWeewa5du/Dbb79h9uzZml6vVatW+Omnn3D06FGcPHlSt99j2LBh6N+/P8aMGYPly5fjwIEDWL9+PZ588kn88ssvur0OEbmPQRMRBaQZM2bgyiuvxKhRo3DttddizJgxaNOmjenxV155BStXrkRqaip69uwJQLQO+PLLL7Fs2TL06NEDQ4cOxaZNmzS93nPPPYcDBw6gTZs2pkJzPRgMBnz33Xe48sorcdddd6F9+/YYP348Dhw4gKSkJN1eh4jcZ1CsiwKIiIiIqBZmmoiIiIg0YNBERCFv3bp1aNiwod0vIiKA03NERCgvL8fRo0ftPt62bVsvjoaI/BWDJiIiIiINOD1HREREpAGDJiIiIiINGDQRERERacCgiYiIiEgDBk1EREREGjBoIiIiItKAQRMRERGRBgyaiIiIiDT4f4kIzEWOAOuWAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_heat.loc['2015-01-01':'2015-01-14'][country].plot(kind='line', ylabel='Electricity demand', color='red')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "### 1) Plot of daily, weekly, annual demand" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "AjzlEPMKXzJo" }, "outputs": [], "source": [ "# Daily\n", "daily_mean_el = data_el.loc['2015-01-01':'2015-12-31'][country].resample('D').mean()\n", "daily_mean_heat = data_heat.loc['2015-01-01':'2015-12-31'][country].resample('D').mean()\n", "# Weekly\n", "weekly_mean_el = data_el.loc['2015-01-01':'2015-12-31'][country].resample('W').mean()\n", "weekly_mean_heat = data_heat.loc['2015-01-01':'2015-12-31'][country].resample('W').mean()\n", "# Monthly\n", "monthly_mean_el = data_el.loc['2015-01-01':'2015-12-31'][country].resample('ME').mean()\n", "monthly_mean_heat = data_heat.loc['2015-01-01':'2015-12-31'][country].resample('ME').mean()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "1kW0cciSXzJq", "outputId": "4f6328ac-b583-41c8-d333-2e1b44995ce7" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "daily_mean_el.plot(kind='line', ylabel='demand', color='black')\n", "daily_mean_heat.plot(kind='line', color='red')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "id": "f0ezQUtYXzJr", "outputId": "5536f80b-a399-4800-fb96-eb6a23294018" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weekly_mean_el.plot(kind='line', ylabel='demand', color='black')\n", "weekly_mean_heat.plot(kind='line', color='red')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "monthly_mean_el.plot(kind='line', ylabel='demand', color='black')\n", "monthly_mean_heat.plot(kind='line', color='red')" ] }, { "cell_type": "markdown", "metadata": { "id": "MTqh5YqKXzJs" }, "source": [ "### Fast Fourier power spectra" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "-65dU9aUXzJt", "outputId": "dd419edc-3ff1-4b63-d90b-90446780186a" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\34620\\AppData\\Local\\Temp\\ipykernel_24488\\1496012896.py:7: RuntimeWarning: divide by zero encountered in scalar divide\n", " period = np.array([1/f for f in frq])\n" ] }, { "data": { "text/plain": [ "Text(740, 0.95, 'month')" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAG1CAYAAAAr/fRyAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAZFJJREFUeJzt3Xd4FNX+P/D3bsqmQAKhBkmhJLTQQ++gNEVFFNErRQHNF1E6gugFFEG5gnoVEJAiCIhSRREILaF3EEiAEEoCBAIEUiB15/z+yG/n7iabZDdlZzZ5v55nn2Rnp3x25uzOZ885c0YjhBAgIiIiUohW6QCIiIiobGMyQkRERIpiMkJERESKYjJCREREimIyQkRERIpiMkJERESKYjJCREREimIyQkRERIpyVDoAS0iShDt37qB8+fLQaDRKh0NEREQWEEIgOTkZNWrUgFabd/2HXSQjd+7cgY+Pj9JhEBERUSHExsaiZs2aeb5uF8lI+fLlAWS/GQ8PD4WjodJMkiRcunQJAFC/fv18M3lSBo9R4XC/kTklXS6SkpLg4+Mjn8fzYhfJiKFpxsPDg8kIlShJklCuXDkA2eWNX9jqw2NUONxvZI6tykVBXSxYGomIiEhRdlEzQmRLFSpUUDoEKgCPUeFwv5E5aigXGiGEUDqIgiQlJcHT0xOJiYlspiEiIrITlp6/2UxDREREimIzDZERIQQMlYUajYbj2qgQj1HhcL+ROWopF6wZITIihEBERAQiIiJgBy2YZRKPUeFwv5E5aikXTEaIiIhIUUxGiIiISFFMRoiIiEhRVicj4eHh6NevH2rUqAGNRoMtW7YUuExYWBhatmwJFxcX1K5dGz/++GNhYiUiIqJSyOpk5MmTJ2jatCl++OEHi+a/fv06+vbti06dOuHMmTP4+OOP8eGHH2Ljxo1WB0tERESlj9WX9vbp0wd9+vSxeP4ff/wRvr6++PbbbwEADRo0wMmTJ/H1119jwIAB1m6eiIiISpkSH2fkyJEj6Nmzp8m0Xr16YdmyZcjMzISTk1OuZdLT05Geni4/T0pKKukwiQAACQkJOHz4MIQQqFy5MqpXr650SGQGR2IuHO43MkcN5aLEk5G7d++iWrVqJtOqVauGrKwsPHjwAN7e3rmWmTNnDmbOnFnSoRHlMmXKFCxbtgwAsH//fqxbt07hiCgnrVYLX19fpcOwO9xvZI5ayoVNrqbJOaKb8Whv5kydOhWJiYnyIzY2tsRjJAKAqKgo+f8rV64oGAkRUdlR4jUj1atXx927d02mxcfHw9HREZUqVTK7jE6ng06nK+nQiIiISAVKvGakXbt2CA0NNZm2a9cuBAcHm+0vQqQkZ2dnnD9/HufPn4ezs7PFyz18+BCjRo3CqlWrSjA6AgBJknDhwgVcuHABkiQpHU6hHDlyBKNGjcKRI0dsts3SsN/y8ueff2LUqFGszSwEtZQLq5ORlJQUnD17FmfPngWQfenu2bNnERMTAyC7iWXIkCHy/CEhIbh58ybGjx+PyMhILF++HMuWLcPEiROL5x0QEVGpxmS/9LO6mebkyZPo1q2b/Hz8+PEAgKFDh2LlypWIi4uTExMAqFWrFrZv345x48ZhwYIFqFGjBv773//ysl4iIiICUIhkpGvXrvne2W/lypW5pnXp0gWnT5+2dlNERERUBpR4B1Yie2Uu6ZYkCbt378ahQ4fw6NEjVKxYEe3atUNwcHCueS9fvozjx48jOjoaiYmJALIva+/YsSM6duwoz5eWloapU6fCy8sLn376qdltTps2DXq9HrNnz4ajIz+2BXny5AkmT56Mxo0bIyQkRJ5+48YNzJ07FwDwxRdfoGLFivJrc+fORVxcHL7++ms4ODgAAM6dO4f9+/cjJiYGmZmZqFKlCtq2bYsePXpAq83dym3t/DklJCTg+++/R0JCAkaMGIHGjRsXdVfk68qVK/j222/Rt29fNGjQAH/88QdiYmLg5OSE5s2bY8CAAXB2dsbFixfx999/49atW9DpdGjbti1eeuklk/ek1+uxf/9+HD16FPHx8XBwcICPjw+effbZXO/jyJEjWL16NQYPHoyKFSvir7/+QmxsLJycnBAUFIQBAwagXLlyJvMCwNGjR3H06FF5PWPHjkVgYKDJuk+dOoVdu3bh7t27cHV1RYsWLfDyyy9b1QeMbI/fakRWWLNmDY4cOYJKlSqhS5cuyMzMxN69e3Ht2rVc84aGhuL+/fvw9/dHxYoV8fTpU0RERGDt2rW4d++e3FTp4uKC4OBgHDp0CNHR0ahTp47Jei5cuIDExET06NGDiYiF3N3d8cwzzyAqKgqSJMknzZyXbrdp0wZAdkIYExODBg0ayInI1q1bsXPnTlSoUAHNmzeHi4sLrl69is2bN+PGjRsYOXKkyTatnT+nuLg4fP/998jIyMCHH36YqxyUpBs3biA0NBQNGjRAx44dceXKFRw4cABpaWlo2rQpfv75ZzRp0gT+/v64cOECQkND4eLiIo/GLYTAsmXLcPbsWVStWhWdO3dGRkYGTp8+jUWLFuG1114zad43OH/+PC5cuIDGjRujU6dOuHr1Ko4dO4YHDx5gwoQJAICaNWuiW7du2LdvH2rWrIkmTZrIy+e8IjMsLAwRERFo0qQJAgICEBERgf379+PJkyd4++23S3APUlHxm40oDznHwbly5QqOHDmCmjVrYsKECfLl571798bs2bNzLT9o0CBUrlzZZJper8eCBQuwb98+dOvWDV5eXgCAjh074tChQzh8+HCuk9Dhw4cBAB06dCi291YWBAYGYu/evbh165Y8qNOVK1dQo0YNJCcnmyQjV69ehSRJ8q/syMhI7Ny5E40aNcLIkSPlX9VCCPz66684cOAAzpw5g+bNmxdq/pyuXbuGRYsWwdHREePHj0eNGjVKdN/kFBERgffeew9NmzYFkF1Ov/zyS5w8eRKRkZEYN24c/P39AQAvvPACpk+fjr1796Jnz55wcHDA8ePHcfbsWQQEBOCDDz6Qk+bevXvjyy+/xKZNm9C4ceNcn4d//vkH48aNk8u8JEn47rvvEBUVhevXr6NWrVrw8fGBm5ubnIy88MILeb6PS5cuYcqUKfJAmxkZGZg9ezZOnjyJ/v37o0KFCsW856i42GTQMyJ7IUkSwsPDER4enquZ5tixYwCy789kPA5OhQoVzP7qy/nFCwAODg7o1KkTJEkyuQzRz88PPj4+OH36NNLS0uTpiYmJuHDhAurUqcOh6Y2UK1dOrsbPiyGxuHz5MoDsE2x0dDTq1auHgIAAeTrwvwHuAgICAGT/wgaAN954w6R6X6PR4OWXX4ZGo8HJkyfl6dbOb+zChQv473//C3d3d0ycOLFEE5G89ltAQICciADZ5bR58+YQQqBx48ZyIgJk1+QFBQXhyZMnePz4MQDITSf9+/c3qb2rWLEiunfvDr1ejxMnTuTabqtWrUySb61Wi7Zt2wLIrq2xVrdu3UxG/HZ2dkZwcDCEECYXVpApSz5PJY01I0RGsrKy8P777wMAWrRoYfLarVu3AAB169bNtZy5KvW0tDTs3r0b586dw4MHD0zutwRA/iI36NSpE9auXYuTJ0/KfUqOHj0KSZJYK2JEq9WanBzzUrduXWg0Gly5cgXPPfccYmJikJaWhsDAQCQmJuL06dN48OABKleujCtXrsDFxUWuQbl+/Tp0Op1cK5WTk5OTyWCO1s5vcPr0aURGRsLHxwfvv/9+iZ4Q8ttvPj4+uaZ5enoCyG4myeu1x48fo1KlSnJ/D3PrNySFhs9PQds19ONJTU01/0byUdzrKwss/TyVNCYjRBZKS0uDRqMxe8LIeaOprKwsfPPNN4iNjYWPjw9at24Nd3d3aLVaJCQk4OjRo8jKyjJZJjg4GBs3bsShQ4fkZOTIkSNyJzyyjpubG3x8fBAdHQ29Xo/Lly9Do9EgICAAycnJALJrRNzd3REbG4tGjRrJfUuePHkCSZKwffv2PNefkZEh/2/t/AbXr1+HJEmoW7euor9MXVxcck0z7Iv8XtPr9QCyPxvGnYGNGT4b5pIBV1fXPNddmAG4int9ZDtMRogs5OLiAiEEUlJSUL58eZPXct5Z+p9//kFsbCw6dOiAf/3rXyavnTx50uSKAOP1t2rVCgcPHsStW7fw9OlTxMfHo3PnzrwSoJACAwMRExODmJgYREVFoWbNmnBzc4Obmxs8PT1x5coVlCtXDkII1KtXT17OcFL7z3/+Y9F2rJ3f4MUXX8Q///yDPXv2QKvVon///lYtrxYuLi553l3dMN1cUkNkwD4jREacnZ1x7NgxHDt2LFcCYKiuvnr1aq7loqOjTZ7fv38fAMxemmlueQNDjcjhw4fZcTUPkiTh4sWLuHjxYoG/dg19QCIjI3Ht2jWThCMwMBBXrlzJ1V8EAPz9/fHkyRPEx8dbFJO18xs4OTnhvffeQ6NGjRAaGopNmzZZtbw1rNlv1vLx8UFmZqbZfh6GK5jMNfdYytCZnLUbxa8ky4U1mIwQ5WD45ZyzA6vhyou///7bpP/H48ePsW/fPpN5DVfJ5ExSrly5gkOHDuW5bV9fX/j6+uL48eM4c+YMfH19zbaDl3VCiHwHXzSoW7cutFot9u/fj/T0dJMxKQIDA/H48WMcP34crq6uJifLrl27AgBWr16NlJSUXOtNTExEXFxcoec35uTkhHfffRdBQUHYvXt3iSYklu43axk+G1u3bpWbboDsz8bevXuh1WrRunXrQq/fzc0NGo0Gjx49KnKslFtJlQtrsJmGyEKBgYFo164djhw5glmzZqFZs2bIysrCqVOn5PEXDBo3boxKlSohNDQUd+7cQY0aNXDv3j1cuHABTZs2xZkzZ/LcTseOHbF27VoAQPv27Uv8fZVmrq6u8PX1xY0bN6DVak06HxtqSVJSUtCkSROTAbwaNWqEPn364O+//8b06dPRqFEjeHl5ybUf0dHR6NevH7y9vQs1f06GhGTJkiXYvXs3hBB2dcuMNm3a4OzZs/jnn38wa9YsNG7cGOnp6Th9+jSePHmCAQMGmL26zFIuLi7w8/PD1atXsWrVKlStWhUajQatWrWSE3+yb0xGiPKQc5wRAPjXv/6FqlWr4tChQwgLC0OFChXQvXt3tGzZ0iQZcXFxwZgxY7B582ZERUUhKioK3t7eGDZsGDw8PPJNRoKDg7F+/Xo4ODigVatWJfLeypLAwEDcuHEDvr6+Jv0WKleuDC8vLyQkJOQaxRMA+vXrh4CAAOzbtw+XLl1Camoq3N3dUalSJTz//PO5jo218+fk6OiId999F0uXLsWePXsghMCrr75aPDuhhGk0GowcORL79u3D0aNHsX//fjg6OsLHxwc9evQwGaissIYOHYoNGzbg3LlzSEtLgxACtWrVYjJSSmiE0nUzFkhKSoKnpycSExNzXbVAVJyee+45fPPNNwCAkSNH2vQW7waGIcvbtWuHwYMH23z7aidJEiIiIgAADRs2tGiYdeJ+I/NKulxYev5maSRSmd27dwPIHneEiKgsYDMNkQokJCTgxIkTiIuLw+nTp9GwYUNVDERERGQLTEaIjAgh5GGrbdmC+eDBA2zduhU6nQ5NmjTBG2+8YbNt2yM3NzelQ7BL3G9kjhrKBfuMEBnp0qULwsPDAWQPB3/q1CmFIyIisl/sM0JURHaQpxMRlQpMRoiIiEhRTEaIjDg7OyMsLAxhYWHQ6XRKh0NmSJKEyMhIREZGcnhwK3C/kTlqKRfswEqUAwdRUj/jIcfJctxvZI4aygVrRoiIiEhRTEaIiIhIUUxGiIiISFFMRojywEt7iYhsg8kIkRFzd+olIqKSxatpiIxIkoQLFy4AYM2Imrm6uiodgl3ifiNz1FAumIwQGcnMzJTvC9OiRQuFoyFztFot6tSpo3QYdof7jcxRS7lgMw0REREpiskIERERKYrJCJERJycn7NixAzt27ICzs7PS4ZAZkiTh8uXLuHz5Moc1twL3G5mjlnLBPiNERjQaDZ555hmlw6ACZGZmKh2CXeJ+I3PUUC5YM0KUB15NQ0RkG0xGiIxwnBEiIttjMkJkhLUhRES2x2SEKA+sJSEisg0mI0RERKQoXk1DZEQIgatXryodBhVAp9MpHYJd4n4jc9RQLpiMEBnJzMxE//79AXA4eLXSarUICAhQOgy7w/1G5qilXLCZhigP7MxKRGQbTEaIjLDTKhGR7TEZITLi5OSEzZs3Y/PmzRwOXqUkSUJUVBSioqI4rLkVuN/IHLWUC/YZIcqhbt26SodABUhPT1c6BLvE/UbmqKFcsGaEKA9ssiEisg0mI0RERKQoJiNERESkKCYjREREpCgmI0R54DgjRES2watpiHK4ffu20iFQAZycnJQOwS5xv5E5aigXTEaIjGRmZqJ3794AgObNmyscDZmj1WpRr149pcOwO9xvZI5aygWbaYiMsGmGiMj2mIwQ5YHjjBAR2QaTESIjTk5OWLduHdatW6eKdlTKTZIkREdHIzo6msOaW4H7jcxRS7lgnxEiIxqNBkFBQfL/pE6pqalKh2CXuN/IHDWUC9aMEOWB/UeIiGyDyQiREdaGEBHZHpMRIiIiUhSTESIiIlJUoZKRhQsXolatWnBxcUHLli1x4MCBfOdfs2YNmjZtCjc3N3h7e+Ptt9/Gw4cPCxUwUUliPxEiItuzOhlZv349xo4di2nTpuHMmTPo1KkT+vTpg5iYGLPzHzx4EEOGDMHw4cNx8eJF/P777zhx4gRGjBhR5OCJSkJCQgISEhLYf0TFHBwc4ODgoHQYdof7jcxRQ7nQCCt/CrZp0wYtWrTAokWL5GkNGjTAyy+/jDlz5uSa/+uvv8aiRYsQHR0tT/v+++8xd+5cxMbGWrTNpKQkeHp6IjExER4eHtaES2SVLl26IDw8HADQokULnDp1SuGIiIjsl6Xnb6tqRjIyMnDq1Cn07NnTZHrPnj1x+PBhs8u0b98et27dwvbt2yGEwL1797BhwwY8//zzeW4nPT0dSUlJJg8iIiIqnaxKRh48eAC9Xo9q1aqZTK9WrRru3r1rdpn27dtjzZo1eP311+Hs7Izq1aujQoUK+P777/Pczpw5c+Dp6Sk/fHx8rAmTqFiw/wgRkW0UqgNrzrZ0IUSe7esRERH48MMP8e9//xunTp3Cjh07cP36dYSEhOS5/qlTpyIxMVF+WNqcQ1RUzs7OWL58OZYvX87h4FVKkiRcu3YN165d47DmVuB+I3PUUi6sGg6+cuXKcHBwyFULEh8fn6u2xGDOnDno0KEDJk2aBABo0qQJ3N3d0alTJ8yaNQve3t65ltHpdNDpdNaERlQsNBoNWrVqBQBYvHixwtFQXp4+fap0CHaJ+43MUUO5sKpmxNnZGS1btkRoaKjJ9NDQULRv397sMk+fPoVWa7oZQ69dVoMTERGR1c0048ePx08//YTly5cjMjIS48aNQ0xMjNzsMnXqVAwZMkSev1+/fti0aRMWLVqEa9eu4dChQ/jwww/RunVr1KhRo/jeCREREdklq+/a+/rrr+Phw4f47LPPEBcXh6CgIGzfvh1+fn4AgLi4OJMxR4YNG4bk5GT88MMPmDBhAipUqIDu3bvjq6++Kr53QVRMWFtHRGR7VicjADBq1CiMGjXK7GsrV67MNe2DDz7ABx98UJhNESmGg54REdkG701DREREiipUzQhRaWboWc4mG/VirVXhcL+ROWooF0xGiIxkZmaiTZs2AIDmzZsrHA2Zo9Vq0ahRI6XDsDvcb2SOWsoFm2mIiIhIUUxGiIiISFFspiEy4ujoiAULFgAAfv75Z4WjIXMkSZKHD/D19c01qCKZx/1G5qilXDAZITKi0WjQuXNnAMCqVasUjobykpKSonQIdon7jcxRQ7lgakyUBzX0MCciKguYjBDlgZf2EhHZBpMRIiOsDSEisj0mI0RERKQoJiNERESkKCYjREREpChe2ktkJCMjA40bNwbA4eDVSqvVIigoSOkw7A73G5mjlnLBmhEiI7yChojI9piMEOWBV9YQEdkGm2mIjDg6OmLevHkAgPXr1yscDZkjSRJu3boFAKhZsyaHNbcQ9xuZo5ZywWSEyIiDgwN69uwJAPjtt98UjobykpSUpHQIdon7jcxRQ7lgakxERESKYjJCREREimIyQkRERIpiMkJERESKYjJCZITjjBAR2R6TESIiIlIUL+0lMpKZmYnWrVsDAOrXr69wNGSORqNBw4YN5f/JMtxvZI5aygWTEaIcUlNTlQ6B8qHRaHgyLQTuNzJHLeWCzTRERESkKNaMEBlxdHTErFmzAABbt25VOBoyR5Ik3LlzBwBQo0YNDmtuIe43Mkct5YKlkciIVqvFSy+9hJdeeolf1ir2+PFjPH78WOkw7A73G5mjhnLBb1siIiJSFJMRIiMcZ4SIyPaYjBAREZGimIwQGVHDJW5ERGUNkxEiIiJSFJMRIiIiUhTHGSEykpGRgc6dOwMA/P39lQ2GzNJoNPJQ/WxWsxz3G5mjlnLBmhGiHB49eoRHjx4pHQblQaPRwNHREY6OjjypWoH7jcxRS7lgMkJERESKYjMNkRFHR0dMmzYNALBr1y6FoyFzJEnC3bt3AQDVq1fnSLkW4n4jc9RSLpiMEBnRarUYNGgQAGD37t0KR0N5SUhIAJD95UmW434jc9RQLpgaExERkaKYjBAREZGimIwQERGRopiMEBERkaKYjBAREZGimIwQERGRonhpL5GRzMxM9OrVCwAvf1QrjUaDwMBA+X+yDPcbmaOWcsFkhMiIEAJ37twBAFSrVk3haMgcjUYDZ2dnpcOwO9xvZI5aygWbaYiIiEhRrBkhMuLg4IDx48cDAMLDwxWOhsyRJAnx8fEAgKpVq3JYcwtxv5E5aikXTEaIjDg4OODtt98GABw6dEjhaCgvDx48AJD95UmW434jc9RQLpgaExERkaKYjBAREZGimIwQERGRopiMEBERkaKYjBAREZGiCpWMLFy4ELVq1YKLiwtatmyJAwcO5Dt/eno6pk2bBj8/P+h0OtSpUwfLly8vVMBERERUulh9ae/69esxduxYLFy4EB06dMDixYvRp08fREREwNfX1+wyAwcOxL1797Bs2TLUrVsX8fHxyMrKKnLwRMUtMzMTL7/8MgDA09NT2WDILI1Gg7p168r/k2W438gctZQLjRBCWLNAmzZt0KJFCyxatEie1qBBA7z88suYM2dOrvl37NiBQYMG4dq1a/Dy8ipUkElJSfD09ERiYiI8PDwKtQ4iS3Tt2hVhYWEAgObNm+P06dMKR0REZL8sPX9b1UyTkZGBU6dOoWfPnibTe/bsicOHD5td5o8//kBwcDDmzp2LZ555BoGBgZg4cSJSU1Pz3E56ejqSkpJMHkRERFQ6WdVM8+DBA+j1+lw3EKtWrRru3r1rdplr167h4MGDcHFxwebNm/HgwQOMGjUKCQkJefYbmTNnDmbOnGlNaETFwsHBAf/3f/8HADhx4oTC0ZA5kiTh/v37AIAqVapwWHMLcb+ROWopF4Xaas52JSFEnm1NkiRBo9FgzZo1aN26Nfr27Yv58+dj5cqVedaOTJ06FYmJifIjNja2MGESWc3BwQGjRo3CqFGj4ODgoHQ4lIf79+/LX6BkOe43MkcN5cKqmpHKlSvDwcEhVy1IfHx8nrdb9/b2xjPPPGPSGbBBgwYQQuDWrVsICAjItYxOp4NOp7MmNCIiIrJTVtWMODs7o2XLlggNDTWZHhoaivbt25tdpkOHDrhz5w5SUlLkaVeuXIFWq0XNmjULETIRERGVJlY304wfPx4//fQTli9fjsjISIwbNw4xMTEICQkBkN3EMmTIEHn+N998E5UqVcLbb7+NiIgIhIeHY9KkSXjnnXfg6upafO+EiIiI7JLV44y8/vrrePjwIT777DPExcUhKCgI27dvh5+fHwAgLi4OMTEx8vzlypVDaGgoPvjgAwQHB6NSpUoYOHAgZs2aVXzvgoiIiOyW1ckIALmDnzkrV67MNa1+/fq5mnaIiIiIAN6bhoiIiBRWqJoRotIqMzMTgwYNAgBe0aVSGo0GtWvXlv8ny3C/kTlqKRdMRoiMCCFw8eJFAECzZs2UDYbM0mg0cHNzUzoMu8P9RuaopVywmYaIiIgUxZoRIiMODg4YNmwYAODChQvKBkNmSZKEhw8fAgAqVarEYc0txP1G5qilXDAZITLi4OCACRMmAABGjBihcDSUl3v37gHI/vIky3G/kTlqKBdMjYmIiEhRTEaIiIhIUUxGiIiISFFMRoiIiEhRTEaIjHAwKCIi22MyQmRECKF0CEREZQ4v7SUykpmZibfffhtA9vX3pD4ajQb+/v7y/2QZ7jcyRy3lgskIkREhBE6ePAkAaN68ucLRkDkajQblypVTOgy7w/1G5qilXLCZhoiIiBTFmhEiI1qtVr5r79WrVxWOhswRQiAhIQEA4OXlxSYHC3G/kTlqKRdMRoiMODo6Ytq0aQA4HLxaCSEQFxcHAKhYsSJPqhbifiNz1FIu2ExDREREimIyQmSEvxaJiGyPyQiREY4zQkRke0xGiIiISFFMRoiIiEhRTEaIiIhIUby0l8hIVlYWRo0aJf9P6qPRaODn5yf/T5bhfiNzNBoN1qxZAw8PD1y+fBmvvPKKIuWDyQiREUmScODAAQBAs2bNlA2GzNJoNChfvrzSYdgd7jcyJyEhAV999RWEEGjcuDEGDBigSBxspiEywl+MRFSW7NmzR76KsGfPnorFwZoRIiNarRYvvfQSAODWrVsKR0PmCCHw+PFjAECFChWYQFqI+43M2bNnj/yd99xzzykWB5MRIiMODg6YNWsWAA4Hr1ZCCNy+fRsA4OnpyZOqhbjfKCchBPbt24dNmzYBAPz9/RWLhc00REREZVBUVJRJDbCbm5tisTAZISIiKoN27dqldAgyJiNERERlUGhoqNIhyJiMEBERlTGZmZnYt2+f0mHImIwQERGVMceOHUNycrLSYciYjBAZ4RUGRFQWqKm/CMBLe4lMZGVlYcKECQCyqzFJfTQaDXx8fOT/yTLcb2TM0F8kIyMD7u7u8PLyUrRcMBkhMiJJkvyLgcPBq5NGo4Gnp6fSYdgd7jcyePToEY4fPw4AqFevHmrVqqVwRGymITJhGBaZiKi02rdvHyRJAqDsqKvGWDNCZESr1cr3Z3j48KHC0ZA5QggkJSUBADw8PNjkYCHuNzIw7i/Ss2dPJCYmAlC2XLBmhMiIo6Mj5s2bh3nz5sHRkbm6GgkhEBsbi9jYWNZkWYH7jQwM/UWcnJzQqVMnVZQLJiNERERlRHR0NK5duwYA6NChA9zd3RWOKBuTESIiojLCeNRVtfQXAZiMEJlgOzoRlWY5+4uoBZMRIiKiMiArKwt79+4FAHh5eaF58+YKR/Q/TEaIiIjKgBMnTshXzjz77LNwcHBQOKL/YTJCZIRXGRBRaaXW/iIAxxkhMpGVlYVPPvkEAKDX6xWOhszRaDR45pln5P/JMtxvZNxfxJCMqKVcMBkhMiJJErZu3QoAqmpPpf/RaDSoWLGi0mHYHe63si0pKQlHjx4FAAQGBsLPzw+AesoFm2mI8sAmGyIqLfbt2yfX9qrpKhoD1owQGXFwcECnTp0AAE+ePFE4GjJHCIGUlBQAQLly5djkYCHut7LNuL+IcTKilnLBmhEiI46Ojli4cCEWLlwIJycnpcMhM4QQuHnzJm7evMnaKytwv5Vthv4ijo6O6Nq1qzxdLeWCyQgREVEpduPGDURFRQEA2rVrh/LlyyscUW5MRkgx169fx+DBg/HTTz8pHQoRUaml5kt6DZiMkGJefvll/PLLLxg5ciRiYmKUDgcAO60SUemj1iHgjTEZIcX8888/8v/R0dEKRkL2hAkjkeX0ej327NkDAKhQoQKCg4MVjsg8JiNEZFd+/fVX+X/DVQBEZN6pU6fw6NEjAECPHj1UNQS8MSYjRGRXRo4cKf+/YcMGBSMhUj976C8CFDIZWbhwIWrVqgUXFxe0bNkSBw4csGi5Q4cOwdHREc2aNSvMZolKnF6vxxdffIEvvvgCWVlZSodDZmRmZsrHSJIkpcOxGxqNBt7e3vD29uYYI2VIQf1F1FIurB70bP369Rg7diwWLlyIDh06YPHixejTpw8iIiLg6+ub53KJiYkYMmQIevTogXv37hUpaKKSIkmS3AzApFmdsrKy5GPUvXt3haOxHxqNBpUqVVI6DLKh5ORkHDlyBABQp04d1KpVK9c8aikXVteMzJ8/H8OHD8eIESPQoEEDfPvtt/Dx8cGiRYvyXe69997Dm2++iXbt2hU6WCIiIrJMWFgYMjMzAaj3KhoDq2pGMjIycOrUKUyZMsVkes+ePXH48OE8l1uxYgWio6Pxyy+/YNasWQVuJz09Henp6fLzpKQka8IkKjSNRiP3Nudde9VJq9WiRYsWAHj3WWsIIeRbHLi7u3PflQGW9BdRS7mwKhl58OAB9Ho9qlWrZjK9WrVquHv3rtlloqKiMGXKFBw4cACOjpZtbs6cOZg5c6Y1oREVC0dHR6xYsQIAMGLECIWjIXN0Op18jI4fP65wNPZDCIEbN24AABo2bMhkpAww9BdxcHBAt27dzM6jlnJRqA6sOYMVQph9A3q9Hm+++SZmzpyJwMBAi9c/depUJCYmyo/Y2NjChElERFQmxcbG4tKlSwCA1q1bo0KFCsoGVACrakYqV64MBweHXLUg8fHxuWpLgOzOMydPnsSZM2cwevRoANkdBIUQcHR0xK5du8x2QNPpdNDpdNaERkRERP9fXnfpVSurakacnZ3RsmVLkzcJZL/p9u3b55rfw8MD58+fx9mzZ+VHSEgI6tWrh7Nnz6JNmzZFi56omLHq2r7weBGZZy/jixhYfWnv+PHjMXjwYAQHB6Ndu3ZYsmQJYmJiEBISAiC7ieX27dtYtWoVtFotgoKCTJavWrUqXFxcck0nIiKiopMkCbt37waQXSnQunVrhSMqmNXJyOuvv46HDx/is88+Q1xcHIKCgrB9+3b4+fkBAOLi4lRz0zOyH7zfCBFR8Th79iwePHgAAOjWrRucnJwUjqhgVicjADBq1CiMGjXK7GsrV67Md9kZM2ZgxowZhdksEZEJNtMQ5WYPd+nNqVDJCFFxU8tJRa/XY968eQDA4eBVKjMzUz5GnTt3Vjga+2LuQgMqfaztL6KGcsFkhMhIVlaWXLvH4eDVyfgYderUSdlg7IhWq0WVKlWUDoNK2NOnT3Hw4EEAgL+/P+rWrZvv/GopF7xrL1Ee1FJbQ0RkqfDwcGRkZADIrhWxl+8x1owQGdFoNGjUqJHSYVA+tFotGjRooHQYdkcIgdTUVACAq6ur3ZykyDrW9hdRS7lgMkJkxNnZWb4jLIeDVyedTicfo5MnTyocjf0QQuDatWsAOBx8aWboL6LRaCy6q7VaygWbaUgVeGkvEVHR3LlzBxcuXAAAtGrVCl5eXgpHZDkmI0Rkt/jrnuh/DAOdAfYx6qoxJiNERESlgD2OL2LAZIRUgb9wiYgKT5Ikub9IuXLl0LZtW4Ujsg6TESIj7LtiX5jEEmU7f/484uPjAQBdu3aFs7OzwhFZh8kIEdktJo9E2ey5iQbgpb1EJvR6PRYuXAiAw8GrVWZmpnyMgoODFY7GvqhhpE0qGdYOAW9MDeWCyQipglp+4UqShEWLFgHgcPBqlZWVJR+jJUuWKByN/dBqtaq4BwkVv9TUVISHhwMAfHx8UK9ePYuXVUu5YDMNEdktSZKUDoFIcQcPHkR6ejoA+xoC3hhrRoiMaDQa1KlTR/6f1Eej0aB27doAmIxYQwghn7B0Oh3LdylSlP4iaikXrBkhVVDLF6OTkxO2bNmCLVu22F1v9LLCxcVFPkZkOSEErl69iqtXr6qmWZSKh/EQ8D169LBqWbWUCyYjRGS39Hq90iEQKerevXs4d+4cAKBFixaoXLmywhEVDpMRIiP8xWhf2ExDZZ09DwFvjMkIqQKTACoMlhsq6+x9fBEDJiNERtTSd4Usw5oRKsuEEHJ/ETc3N7Rv317hiAqPyQgR2S0mI1SWXbx4EXFxcQCALl26QKfTKRxR4TEZISK7xWSEyrKijLqqNhxnhFRBLc0jer0eK1asAMDh4NUqMzNTPkb2euWAUri/Spfi6i+ihnLBZITIiF6vx/z58wFwOHi1ysrKko/R559/rnA09kOr1aJ69epKh0HFJD09HWFhYQCAGjVqoGHDhoVaj1rKBZtpiMhusZmGyqpDhw4hNTUVgP0OAW+MNSOkCmq6RLNGjRoA1NN0RKY0Gg28vb0BMBmxhhACmZmZALJHGmb5tm/F1V9ELeWCNSNERpycnLBz507s3LmTw8GrlIuLi3yMeEK1nBACV65cwZUrV1SV/FPhGPcXefbZZwu9HrWUCyYjREZ4crMvrBmhsuj+/fs4c+YMAKBp06aoVq2awhEVHZMRIrJbTEaoLNqzZ49ci2HPo64aYzJCqsAaCSoMJiNUFpWm8UUMmIwQkd1iMkJljRBC7i/i4uKCjh07KhxR8WAyQkR2i8kIlTWXL1/GrVu3AACdOnWCq6urwhEVDyYjpArs3U+FwWSEyprScpfenDjOCJERSZLw66+/AsgejZXUJysrSz5GHLLfOl5eXkqHQEVk3F+kuJIRNZQLJiNERrKysvDFF18A4HDwapWZmSkfo9GjRyscjf3QarXygH5knzIyMrBv3z4AQLVq1dC4ceMir1Mt5YLNNERkN3I2y7CZhsqSI0eO4MmTJwBKxxDwxlgzQqqgpg9VxYoVlQ6B8mBIPgzHiMmI5YQQctOjg4ODqj5zZJmSuKRXLeWCNSNERpydnREeHo7w8HDodDqlw6EcJEmCq6urfIy0Wn6FWUoIgUuXLuHSpUvsMG6njDuvFmcyooZywU8yqQK/HMkSOTsVs2aEyoqEhAScPHkSABAUFCTfLLK0YDJCRHaDfUaorCqNQ8AbYzJCRHaDyQiVVaVxCHhjTEaIyG7kTD7YvEdlgfEQ8M7OzujcubPCERU/JiNEZDfYZ4TKoqtXr+LmzZsAgI4dO8LNzU3hiIofkxFSBV5mSJZgMw2VRaV1CHhjHGeEyIgkSdi6dSsADgevRpIkISsrSz5GmZmZCkdkXypUqKB0CFQIJd1fRA3lgskIqYJa2v6zsrLwySefAOBw8Gqk1+uRmZkpH6PXXntN4Yjsh1arRc2aNZUOg6yUmZmJvXv3AgAqV65c7N9LaikXbKYhIrvBZhoqa44fP47k5GQAwLPPPltqB/pjzQhRDq6urkqHQHkwJB+GY8RkxHJCCLkGUqPRsJ+WnSjp/iJqKRelM8UiKiRnZ2ccP34cx48fh7Ozs9LhUA56vR6urq7yMXJwcFA6JLshhEBERAQiIiJU0yxKBSvp/iJqKRdMRojIbrCZhsqSx48f49ixYwCABg0aqKJvR0lhMkKqoMYqYzXGVNYxGaGyZN++fXIZL42jrhpjMkJEdoPJCJUlZWF8EQMmI6QKbMMmS+Qc+4XlhkozQ38RJycndOnSReFoShaTESKyG6wZobLi2rVriI6OBgC0b98e5cqVUziiksVkhIjsBpMRKitK+116c+I4I0RGJEmS22l5olMfvV4PvV4vH6OsrCyFI7IvHh4eSodAFrJlfxE1lItC1YwsXLgQtWrVgouLC1q2bIkDBw7kOe+mTZvw3HPPoUqVKvDw8EC7du2wc+fOQgdMVJKysrIwYcIETJgwARkZGUqHQzlIkoSMjAweo0LQarXw9fWFr69vqR3Fs7TIysqSh4CvWLEiWrRoUWLbUku5sHrL69evx9ixYzFt2jScOXMGnTp1Qp8+fRATE2N2/vDwcDz33HPYvn07Tp06hW7duqFfv344c+ZMkYMnorKFzTRUFpw8eRKPHz8GkD0EfFkY3M/qZGT+/PkYPnw4RowYgQYNGuDbb7+Fj48PFi1aZHb+b7/9FpMnT0arVq0QEBCA2bNnIyAgANu2bSty8EQlieOMqE/O5IN3VqbSqKz1FwGsTEYyMjJw6tSpXO1XPXv2xOHDhy1ahyRJSE5OhpeXV57zpKenIykpyeRBZAvOzs44f/48zp8/D51Op3Q4lINhOHjDMXJ0ZLc3S0mShAsXLuDChQusUVI54/4iJZ2MqKVcWJWMPHjwAHq9HtWqVTOZXq1aNdy9e9eidcybNw9PnjzBwIED85xnzpw58PT0lB8+Pj7WhElEpRSbaai0S0pKwtGjRwEAgYGB8Pf3VzYgGylUb5Wc1ddCCIuqtNetW4cZM2Zg/fr1qFq1ap7zTZ06FYmJifIjNja2MGESUSnDZIRKu/3798tXiZWVJhrAykt7K1euDAcHh1y1IPHx8blqS3Jav349hg8fjt9//x3PPvtsvvPqdDpWkRNRLjn7iDAZodKmLA0Bb8yqmhFnZ2e0bNnSpHMNkN3Zpn379nkut27dOgwbNgxr167F888/X7hIiajMy5l8cDh4Km0M51cHBwd07dpV2WBsyOreX+PHj8fgwYMRHByMdu3aYcmSJYiJiUFISAiA7CaW27dvY9WqVQCyE5EhQ4bgu+++Q9u2beVaFVdXV3h6ehbjWyEqXjzRqQ+baag0u3nzJq5cuQIAaNeunSoGI7MVq/uMvP766/j222/x2WefoVmzZggPD8f27dvh5+cHAIiLizMZc2Tx4sXIysrC+++/D29vb/kxZsyY4nsXRFQitm3bhvbt2+PXX39VOhQAbKah0q0sXtJrUKjr4kaNGoVRo0aZfW3lypUmz/fv31+YTRApQpIkhIeHA2DNCAC8+OKLAIAjR45g0KBBCkeTfXz0er18jDgcvHVK+83W7J1S/UXUUC54kT6REUMtHgA0a9ZM2WAoF8Nw8IZjVL9+fYUjsh9arbbMXCZqj/R6Pfbs2QMA8PT0RHBwsE22q5ZywRsUEJHdYJ8RKq1Onz6NhIQEAECPHj3K3IB+TEaIyG6wzwiVVmW5vwjAZITIhLOzM44dO4Zjx45xrBsVkiQJrq6u8jFycnJSOiS7IUkSLl68iIsXLzKJUyGl+ouopVyUrXogIgu4ubkBYAdWNTJ8WRqOEU+q1mGZVqeUlBT5/m61a9dG7dq1bbp9NZQL1owQGeGdevOmhi+snM00vGsvlQZhYWHIzMwEULZGXTXGZISILKKGEz87sFJpVNb7iwBMRohMqOHXv1qpMRnh8aLSwNBfRKvVonv37gpHowwmI0R5YJONKTUmI6wZIXt369YtREZGAgBat26NChUqKBuQQpiMEJFZOWsd1DDaKS/tpdLGuImmrPYXAXg1DZEJIQROnDgBgCc6NXYWlSQJkiTJx0gNCZI9MVyFROqhhv4iaigXTEaIjGRmZuKdd94BkPdw8IsWLcLu3bsxZ84cBAYG2jA628qZfKjhxC9JEtLT0+VjVLFiRYUjsh9ardbml4xS/iRJkpOR8uXLo02bNjaPQS3lgskIUR7MdY68ffu2fJPIM2fO4Nq1a7YOy2ZyJh9qqBlhMw2VJufOncODBw8AAN26dSvTg/ixzwiREeNOq+aSkZiYGPn/69ev2yQmpagxGWEHVipNlBp1VY2YjFCZc+/ePbz55pv497//nes1FxcXhIWFISwsDM7OzgpEpx5qbaZxdXXlMSoESZIQGRmJyMhIJnEqoYb+ImopF2ymoTInJCQEW7ZsAQB06tTJ5EtAo9HAy8sLAMewUGPNiCEGwzHiSdU6ajiGlO3p06c4cOAAAMDPzw8BAQGKxaKGcsGaESpzDIkIABw/fjzP+ZiMZOX7XAlspqHS4sCBA8jIyACQXStS1sc1YjJCZKSgPiNliVov7c3vOZG9YH8RU0xGqEzL+WukoGSkLP16UWMzDZMRKi0M/UU0Gk2ZHQLeGJMRKlBWVhZWrlyJzZs3Kx1KscuZcLBm5H/U2EzDS3upNIiLi8P58+cBAMHBwahUqZLCESmPHVipQCtXrsTIkSMBAAcPHkSHDh0Ujsg2ynoyYg/NNED2cSpLNVZk/3bv3i3/zyaabExGqEBTpkyR///xxx9LfTJy4cIFAPzVrcaaEcNw8MbHSJIkODg4KByZfXB1dVU6BIJpfxGlLuk1poZywWSErFLaf4Hq9Xq88cYbAKDopXZqoMaaEb1ej/T0dPkYAWAyYiGtVos6deooHUaZJ4SQ+4u4u7ujXbt2isajlnLBPiNUoLLeXFFW2UMH1rymEanV+fPnce/ePQBA165dOXDf/8dkhKxS2mpGcr4f48RLq8398ShLiZlam2ksmUakVryk1zwmI0RGHBwcsGPHDuzYsQM6na5I67p48SJOnDhhtwmMWptpXFxc5GPk4uLCZMRCkiTh8uXLuHz5ss33WXJyst1+DoqbGoaAN6ZkuTDGPiNUoLL2JfLMM88AMF8zYqmoqCgEBQUBAMLDw9GpU6diic2W1NpMo9Fo5GOk0WiYjFghMzPT5ttctGgRRo8ejT59+mDbtm12U7t68OBBHDlyBEIIaLVaaDQas3/ze83c3/DwcABAzZo1Ub9+fYXfZTYlykVOTEbIKvbyRWKpnImW8XNz79XS9z958mT5/7feegs3b94sZITKYTMNFZUkSZg9ezYkScJff/2FCxcuoHHjxoValxAC58+fh4+PDypWrFjMkf7PpUuXMHHiRPz1118ltg2AQ8DnxGYaKlBZqhkpKBkp6jrtiRqbaZiM2JcTJ07g1q1b8vM//vij0Ov6/vvv0bRpU/j5+eGHH34o9vKYkJCAMWPGoHHjxiWeiADAwIEDS3wb9oQ1I2SV0p7JF1cyUhr2kxprRsydgJiMqNeGDRtMnv/xxx+YNm2a1evR6/X4z3/+AyC7/8kHH3yAX375BUuWLEGTJk2KFGNmZiYWLlyImTNn4tGjR/L0Z555Bh9//DGqV68OSZIghMj3ryXzGP42bNgQvXr1KlLcpQ2TESrT8ruapqzXjKi1z4gl00h5Qohcycjx48cRFxcHb29vq9a1e/dukxoWADh27BhatmyJiRMn4t///rfVA3cJIfDXX39hwoQJuHLlijzdzc0NkydPxsSJE+Hu7m7VOqnw2ExDBbLFyVQtJ2zWjPwPm2moKM6cOYMbN27kmv7nn39ava5ly5bJ/3/88cdyx8+srCx8+eWXaNy4sckQ6wU5f/48evbsiX79+pkkIoMHD8bly5cxffp0JiI2xmSErFIaTrL5kSQJV69exdWrV5UORXFqbaYRQsjHSAihiiTJXuh0uiJfsm4p41qR4cOHy/9b22/kwYMH2LJlCwCgSpUqmD59Os6ePYsZM2bIA4ZFR0fjueeew9ChQ/HgwYM81xUfH4+QkBA0a9bMJHnp0KEDjh8/jlWrVqFmzZpWxVca2LJc5IXJCJGR9PR09O/fH/379y+2k69aan2spdaakbS0NPkYpaWlsWbEQlqtFgEBAQgICCjSZeuWMG6i0Wq1mDVrltw0s3v3bjx9+tTidf3yyy/ypadDhgyBs7MzdDodpk+fjnPnzplcNr9q1SrUr18fq1atMvncpaenY+7cuQgICMDixYvlMuPv74/ffvsNBw4cQKtWrYr8vu2RLctFvnEotmUqMlt9CdviZKqWGhc20/yPGmtG2ExjHy5cuICoqCgAQOfOnVG9enW88MILAIC0tDSLm1SEECZNNMY1LABQv3597N+/H0uXLkWFChUAAA8fPsTQoUPx3HPP4erVq9i4cSMaNmyIjz76CElJSQCA8uXLY86cOYiMjMRrr71WKj6v9o7JiJ2aPXs2KlasiIULF9p0u6X9Q8tk5H/U2IH19u3buaYxGVEf4yaaAQMGAABefPFFeZqlTTUnT56U79Dcrl07NGjQINc8Wq0WI0aMQGRkJF5//XV5+p49exAYGIhXX30V165dk+cdOXIkoqKiMGXKFLi4uFj/5qhEMBmxU9OmTUNSUhLef//9Et+WvTYzFIajoyM2b96MzZs3m21DLQ1JhqVSU1NNniudjGRmZiIsLAwuLi7yMeJw8JaTJAlRUVGIiooq1D4TQmDx4sX49NNPC2xmMU5GXnnlFQBAjx495Ctetm3bZlEM+dWK5FS9enX8+uuv+PPPP+Hr6yvHbNCjRw+cOXMGS5YsQbVq1QrcdllR1HJRXJiMkFXs7WRsTdu0Qd26dVG3bt1iaz+112TuyZMnJs+VbqY5duwYUlJSoNFo5GNUFoeDj4+PR3h4OO7evWv1sunp6UhPTy/UdmfPno2QkBDMmjUL48ePz3O+yMhIREREAMjuGFqjRg0AgKurq3xjuPj4eBw/fjzf7T19+hTr1q0DALi7u1s8SNjzzz+PixcvYty4cXByckK9evWwdetWhIaGFnlMktKqKOWiuDAZIVUoiRP2nDlz4OHhgSlTpli8jPGJzVziZa+JRWHkTOSUTkby6mdQlpKRR48eoWnTpujSpQu8vb1RrVo19OrVC5s2bSrR7f7222/45JNP5Oc//fQTIiMjzc67ceNG+X9DE42BNU01GzZskPt4DBw4EOXLl7c43nLlymH+/PlISkpCZGQkXnzxRbv7IVXWMBkpIxYvXozAwED8+uuvVi9rr+OMfPzxx9Dr9fjqq68KFUdRkpHS8MWXs2YkZ7ONrV2+fNns9LKUjPz5558mNSLx8fHYtWsXBg4ciH/++adEtnn06FEMGTLEZJper8dHH31kdn5z/UUMnn/+efmzsW3btny3a00TTV5cXFxKxWexLGAyUkaEhIQgKioKb7zxRpHWU1IfbMNJPiUlRdHah5JIRuy1NiVnMpLzua3lNX5EaUxG7t27hxdffBFjx441eX87d+6U/2/dujUqVaoEIDs5+L//+79i3xc3btzASy+9JFfhv/XWW/Idk7dt24awsDCT+a9evYpz587J8Rn6bhhUq1YNbdu2BZB9xY2hY2lOUVFR8t1t69Wrh/bt2xffmyJVYjJCBbJVzciGDRtQqVIl9OnTp8S3l18cBrZupsnMzFS8KcRYzmaawvS/KU73798HkN3J2FhpTEamT5+Obdu24bvvvsP27dsBZL/P0NBQANnNEAcOHMDt27cRGBgIADh8+DBWrFhRbDEkJSWhX79+iI+PBwB07doVy5Ytw+effy7PM3HiRJP9n18TjUG/fv3k//OqHTF+H8OHD2ftRhnAZIRUQQiB1157DRkZGdi5c6fcAa6kWXtvmpJKRu7evQt/f3/4+fnh3r17JbINa6mtZsSQjFSuXNlkemlLRlJTU02aU3///XcAwLlz5+TEoHv37vLgX8aX90+ePDnfEUgtlZWVhddff12+rDYgIAAbN26Es7MzhgwZgsaNGwPIvvR2/fr18nL5NdEYFNRvJCsrCytXrgSQnXjmbCKi0onJCBXIFk0OOdeblpZWItuxJI7bt2+bHc/C8LolrN1nkydPxp07d3Dnzh2MGzfOsmBLmJqSESGEnIxUqlQJSUlJuH37tnwX1NJk69atSExMNHmenp5u0kRjfMfXHj16yM2vCQkJmDx5cp7rdnJygpOTU56v37t3D4sXL0bXrl2xY8cOAICXlxf++usveHl5AQAcHBzw9ddfy8t8/PHHSE9Px40bN3Dy5EkAQPPmzVGnTh2z22jYsCFq164NAAgPD8fjx49NXt+xYwfi4uIAAC+88AIvw7WBgsqFLTAZoQLZIhnJeUIxbPPcuXNyG7QtpKeno3fv3ujdu7fZJpOSev/Gbed5ddS0tZzNMkomI8nJyfKQ4J6enlizZg169+6t6HDwe/fuxfr164u9TBhqBQwSExOxZ8+ePJMRAJg/fz48PDwAZDdxHDx4MNd6tVot6tWrh3r16plctp6UlIQFCxagW7duqFGjBkJCQnDo0CEA2SepTZs2ISAgwGRdPXv2lC/TvXHjBn744QeTK3peffXVPN+fRqORa0eysrLkpMfAuOPqO++8k+d6qHjkVS5sHodiWya7YYv22pxf6FqtFufOnUOzZs3QrFkznDlzxibbNX5elKHHrU3gDDf8AiCfdJWmppoRQ3MBkN1MY/ylmdcxycjIwFtvvYVXX30VKSkpxRrPuXPn8Oyzz2LQoEFYvHhxsa339u3bcr8Q474xK1askBOE2rVr56p1qF69Or744gv5+ejRoy0apC4pKQmtW7fG6NGjsX//fpN9WatWLWzYsAFdunQxu+x//vMfuZzPmjXLJInKq4nGIK+mmnv37sl39fX29la0/xjZFpMRsoqtmmk0Gg1CQkLk57YYaRYwPbEZvvyNWfr+LTlZGjOuIlVrMmLrDqx6vR6zZ89Gr1690KFDB3l6lSpVTPZvXifdhQsXYs2aNdi4cSPmzp1brLFt3LhRLgvffPNNsdXO/PLLL/K6JkyYII+tsWHDBrlc5KwVMfi///s/NG/eHEB2svTLL78UuL0JEyaY1MTVrVsXU6dOxalTpxAdHW2SNOTUpEkTDB06FADw+PFjnD9/HgAQFBSEevXq5bvdjh07yveS2b59u/zeVq1aJddIDh06NFdnZSq9mIwoICMjQ+kQrFJczTRCCCxatAjz58/P1QRiLhlRYvhxd3d3rFu3DuvWrTM7HLyl79/4S9SSK2SKmowcOnQIdevWxahRo6xeNi9K14ysXr0a06ZNw65du0ymV6tWDS+//LJ8jJ5//nk8//zzuWo/DLedB1Co8XXyY9y0cOXKFYtv/JYfIYRJ7cK7775rcuWJQV7JSM6+HJ988olJAilJEqKjoxEdHQ1JkrB9+3b89NNPALKvzjl27BiuXLmC2bNno0WLFhbViH7++efyEO8G+TXRGDg5OaFv374AspuhDhw4ACEEli9fLs/DJhrbyFkulMJkxMbee+89VKhQwaJfLWqQkZFh8qWUmpqKv//+G8nJyVava/PmzRg1ahQmTJiApUuXmrxmLhkx/mCUVFtmzi/c8uXLIygoCEFBQWa3aWkyYm1yUdRkpEePHoiOjsaiRYtw6dIlq5fP6cmTJ4iJick1raQZ3ntCQgIWLVpkdp4qVaqgSpUq8jF6+PAhtm/fnmv+4io/O3fuRFBQEObMmQMge7wTQ0dNgwULFhR6/QbHjx+Xj12XLl1Qu3btXCd2R0dHdOvWLc91dO/eXb477q1bt/Dtt9+avJ6amorU1FQkJCRgxIgR8vT58+ejdevWVjfJ1qxZM9fQ8AU10RgYJ1p//PEHjhw5Ir//zp075+qnQiXHUC6UxGTEhlJTU7FkyRKkpqZi8ODBisXx6aef4saNGwXON2XKFHh4eJj0dl+/fj369u0r3/zKGsYd07755huT13IOfqTRaIp0B938+oLkx7g2xtAhsDDrMY7Xkl8bRe0zYnxfieK4tPPUqVO5aqaKOxk5duwYPv30UznpmTFjBtzc3PDuu++idu3aed67JOelvQaTJ0/GzJkzkZCQAKB4aiBTU1MxdOhQXLx4ER9//DGuX7+O0NDQXOXgzz//xM2bN4u0rTVr1sj/G5o/evfuDXd3d3l6u3btzJZLY1999ZWcfH355Zfy5cDGJk6cKF+x0rt3b5PExFqTJ09G1apVAWQ33TRq1Mii5Xr37i3XIP7xxx/FMuIq2S8mIzZkSbODEAIXL14s0aacWbNmyT3h8/PVV1/lefOkwlRL59fcM2nSJJPnWq3WZB5rf9nm3NeWVj8aL5eUlFTopMbaRMq4ZqSoA58Vpc+JEAJffvml2U6LRUlGEhISMHz4cLkZQa/Xo1OnTpg1a5bctDRz5kxkZWVh6dKlJpe25pSzWcDYjBkz5I6cxjU75k7I+UlMTMSlS5ewYsUKk3FfVq9ebdJE0717dwDZ5euHH34ocL3JyclmaxX1er08nohOp5OTfVdXV7mmA8i7icZYw4YNMXLkSHl7M2fOzDXPb7/9BgCoUKECfvrppyJ1Uvfw8EBYWBimTZuGjRs3WryuChUqyOXs+vXrWLVqFYDs2klLa1eo9GAyYkOWfEjnzp2LoKAgdOnSpVg6i+r1ehw+fDjX9KioqCKv21r5vf+cJ+CiNtPkTEYsSQRjY2Nx9OhRk2mrV682eV6YGhZLjrtxH5OidmDNOW6DNdatW4epU6fKzz08POTOiElJSZg8eXKB9xQxZ+zYsVi+fDkmTZqEc+fOYe/evfL7/Ouvv9CxY8c8l+3WrRveffddANn9Igq68+r8+fPx9OlT+Zc/kH2DuVu3bmHy5MmYO3duvscxISEBLVq0QIMGDXJ1nF6xYoWcjLi7u2PlypVy36IlS5bIN3YzFhMTg+HDh6N+/frw8PCAt7d3rhvbGd+Ft2/fvvD09JRfGzVqFDQaDVxdXTFo0KB837vBjBkzUK5cOQDZ96WaP38+lixZkmu+77//Xh7evSjq16+PWbNmoW7dulYtZ9xB1vAd8MYbb5jUBlEZIexAYmKiACASExOVDqVInjx5IgDID3OMX4+Pj89zXQWtx2D06NEm81q6XM5tmHvcu3dP7N69W2RlZeW7nocPHwohhOjXr5+8bJ06dfJd96VLl0Tjxo3l5927dxdCCBEVFSVGjBghNm/enO82U1JSTNb39OlTs+9r9uzZQgghNm7cKAAIV1dXcf78eXH+/Hnh6uoqBgwYYLLeHTt2WLQP33jjDXme8uXL5xtrzvkL87E0Xnb58uVWLy+EEHq9XgQEBJisa8KECaJ37965jk9cXJzJsrdv3xYXL14Us2bNEhs2bMg3vp49exZYtowfbdu2FYmJieLTTz8VGzZsEHq93uQYmVvm4sWLuaZVrVpV/j9njElJSeLnn38WP/74oxg+fLhFcb344otCCCFGjBghT5s/f36u9969e/dcy2q1WrFixQp5nnfffVd+7ddff821jujoaHHnzh2rjudnn31mss2cZbt///5CkiSr1lncrl27lmvfHDt2TNGYyhrjz5Nery/29Vt6/mYyYkM5T5DmGL/+4MEDs/NIkmTxiSu/L9OCFPRl7O/vLwCIzz//PM91zJ49WwAQ77zzjnjxxRflZWvXrm2yrgEDBpg8j4yMFI0aNZKf9+jRQwghRL169eRpT548yXO7jx8/Nlmfcdkxnj5v3jyTaTm/sI33U2Zmpvj7779Nll+0aJGc6EiSJO7evSuEEOKVV16R5ylXrlyB+9o4UQMgLly4INq1ayfatGkjHj16lO+yer3eZNmvv/5afk2SJHHx4kWRkZEhbty4ITIzM02WjYiIEPXr1xc9e/YUDRo0yHWMN23aJP71r3/lmt6qVSvx8OFDIUmSGDNmTK7Xt2zZIpKSkkSvXr1EzZo1rUo+cj5Wr16d6/0WlIxs2LAh33V6e3uLfv36idmzZ4t58+YJd3f3POfVaDQmyQIA4eTkJPbv3y/vQ8N0X19fk7J25MgRk2VyJuHff/+9yMjIEF5eXgKAcHNzEykpKQWWF0ukpKSIWrVqmS3bfn5+4t69e8WynaIy/tERFBSkeIJU1jAZsUJpSUaSk5OtSkYSEhLMzpOZmWky36VLl/LcZn5fyIMHDxanTp0q1LI5H5aswzgZMf6SNPeIiIgQDRs2lJ8/++yzudZ3+/btPLf78OFDk3kNSULOdXz77bfi1q1bJl/YYWFhIiwsTD7RrV27VoSFheUb7xtvvCHatGkjAIgpU6YIPz8/k9fN/dq1dF+PHz8+z+X++OMPMWXKlFzLvPPOO0Kv14v333/fZHrnzp1Nls+ZBOV8HDp0SHz44Yd5vm44ieZ8vPTSS2Lu3LlWlSHDo3r16mLr1q3i448/FpMmTRIZGRkmMev1ehERESEuXrwoXnrpJbPrGDVqVKG2bfz4/PPPxcaNG0VYWJhITk4Wnp6eAoDw8PAQu3fvNompb9++8nIajUa0aNFCHDt2zKTML1u2TOj1evHBBx/k+hwa/h80aFC+5cRad+/eFevWrROrVq0Sq1evFqdPnxanT58WN2/eLNbtFMW0adPk9//NN98oHU6ZY/g8RUREMBkpSGlJRpKSkgo8gRu/bmjeMHbr1q1cJzrDCdP4Szs9Pb3AX4cAhKOjY65t3L17V9y8edOqL25j6enp4vLly7nej/GJz1Crktfj4sWLon79+vJzT0/PXOu7deuWECI7yZs7d64IDQ2VYzh16pTJvNevXxdC5E7kbPlo0qSJOHLkiIiNjZXj/OabbwpcrkOHDiItLU2sX79erF27Vixfvlw8ffrU5ERnzcPDw0NER0eLtLS0Aue9evVqrup+Sx7Ozs6iefPmhYrvzz//tODT9D8hISG51uHt7W31dt955x3RuXNnAUC0adNGpKWlmWwnPDxcTJgwQURGRuaKwVyy6ubmJv9fs2ZNkZ6eLoTIrq0yPgEbPwpqfiyN4uPjRadOnUS/fv2KrVaI1KNEk5EFCxYIf39/odPpRIsWLUR4eHi+8+/fv1+0aNFC6HQ6UatWLbFo0SKrtlfSyYhxtWBKSkqezSM5lzl27Ji4ceNGrtf0er3ZWO/du2fyxWOO8et//PFHrtcNX5bmHoZ+FUIIq36VGouJiRHOzs5Co9FY9UUuSZJIS0sTkiSJ4OBgAWS3nxvP07ZtW4vXt2bNGrNxGj//+++/RWJiohg/frx8Ajx37pzYvn17rmV37dolTpw4UaiTY3E/dDqdWLJkieJxWPJITk4WCxYsKPJ6rClP586dK/DzZ+zjjz+2eN1nz541iaVq1aqiSpUqYv369UKI7M91TEyMnDhY46+//hIhISEmTYmGR85f/JIkyeXW8PDw8BCpqalWb5dIzUosGfn111+Fk5OTWLp0qYiIiBBjxowR7u7ueVb7Xbt2Tbi5uYkxY8aIiIgIsXTpUuHk5GS2k1teSiIZSUlJEb6+vsLT01P06tVLCCHE/fv3RcWKFYVOpxNnz56V592wYYOYNm2aSEpKkqdt2bJFABAuLi4mHU1TU1NFjRo1hLOzs/jzzz/lRCdnuz6Q3Wxh+PV1+vRps7+St23bJq/bXNt8zkePHj1EZGSkVSeKn3/+WcTGxorr16+b7WxnycPQFl5Qx1Q+7OshSZL48ccfi7QOQx+W/PplGD/yap7My6RJk/Jc1/jx48XYsWNFQECA2LdvnxBCiJUrV4qhQ4eKqKgoIUlSrn40RZWammpSa1WpUiWzv/glSTLp/Dps2LBijYNIDUosGWndurUICQkxmVa/fn0xZcoUs/NPnjxZ1K9f32Tae++9J9q2bWvxNksiGTGXHPDBh06nE8uXLxfLly8XOp1O8Xisfaxfvz7P1xYsWCCeeeYZs6+9+uqronbt2sLJyUme1rNnTyGEaQfNNm3a5NvEdvr0aZPmiTFjxsjt0MYdFVu1aiVfwWS874cOHWrRZzc6OlpER0fL7d3mYnFycpKb8mwtIyNDjB49WtSsWTPf/kJZWVli5syZYuDAgbmuUCpuOfcbkRAlXy5KJBlJT08XDg4OYtOmTSbTP/zww1wd4ww6deokPvzwQ5NpmzZtEo6Ojrk6phmkpaWJxMRE+REbG2vRm7GW0icOPtT3OHr0aIFXaqj10a9fPyGEMEkoDI9PPvlECCHMNmEZf64kSRKPHz8WmzZtMqmh2LZtm9wBMyYmRowfP158+umnYsWKFUKn0wkvLy9x//59IYQQO3fuFJMnT851Ker69etF3bp1xciRI0VCQoJ4+vSpnNj8+eefFjeNmOv9/9dff4nFixfLnUwBiCVLlhT+y6EUKumrJsg+2eXVNLdv3xZAdg97Y1988YUIDAw0u0xAQID44osvTKYdOnRIAMjzuvnp06eb/bJlMsJHST6OHDli8sFcsWKFACCqVasmvvnmG3H27Fl53gYNGpg0q3300UciJSVF7N69W2zZskUsXbpUfPnll1Ztf/Xq1WLOnDmiY8eO4tSpU0Kv15uMEzNs2DBx4cIFkZmZKVJTU8Vvv/0mzp07J1544QXRrVs3ceXKFSGEEHv37hW9evUSM2fOFI8ePTK5kkiSJBEaGipat24t2rZtKw4ePFjkz1F8fHy+l1nnJzU1Nd/xdMzJ78tzx44dYtiwYeLAgQOFiqc0YzJC5th1MnL48GGT6bNmzRL16tUzu0xAQIA8sJTBwYMHBZB74CQDW9WM5HfJIh+mj2nTpom6desWatnAwED5/xEjRoiBAweKt956S5w4cUJIkiSePHki9u7dK9577z2RkJAgoqKiBAAxadIkER8fLxYuXGhyKfDevXvF2rVrRbdu3UTVqlXlPj7bt28XX375pUhNTRWHDx8W27ZtE48fPxZ37twRmzdvFuvWrRMpKSni3LlzQpIkceLECfHGG2+Ijz76SFy7dk0IUfAH8+rVq+LkyZPy89TU1HwHfdu3b5+YOXOmPKaDoQ/R9evXxapVq8RPP/0k/vnnnzyXT0lJEb/88ot8dRLxpFpY3G9kjlqSEY0Qlo85npGRATc3N/z+++/o37+/PH3MmDE4e/YswsLCci3TuXNnNG/eHN999508bfPmzRg4cCCePn1qck+OvCQlJcHT0xOJiYkF3iSKqCgkSUJERASA7Ht8lNTdgqnweIwKh/uNzCnpcmHp+duqrTo7O6Nly5YIDQ01mR4aGor27dubXaZdu3a55t+1axeCg4MtSkSIiIiodLM6BRo/fjx++uknLF++HJGRkRg3bhxiYmIQEhICAJg6dSqGDBkizx8SEoKbN29i/PjxiIyMxPLly7Fs2TJMnDix+N4FERER2S3Hgmcx9frrr+Phw4f47LPPEBcXh6CgIGzfvh1+fn4AgLi4OJNbd9eqVQvbt2/HuHHjsGDBAtSoUQP//e9/eYtoUq2i3E6dbIPHqHC438gcNZQLq/qMKIV9RoiIiOxPifQZISIiIipuTEaIiIhIUVb3GSEqzSRJkvs8+fr68vJHFeIxKhzuNzJHLeWCyQhRDikpKUqHQAXgMSoc7jcyRw3lgqkxERERKYrJCBERESmKyQgREREpiskIERERKYrJCBERESnKLq6mMQwSm5SUpHAkVNpJkiT3LE9KSuLljyrEY1Q43G9kTkmXC8N5u6DB3u0iGUlOTgYA+Pj4KBwJERERWSs5ORmenp55vm4X96aRJAl37txB+fLli/2GPq1atcKJEyeKdZ3FsV5rl7dk/qLOk9dr5qYnJSXBx8cHsbGxqrqfkBqPd0kca0vn4/G2/XqVOt6FfZ3Hu/Qdb2teK+qxFkIgOTkZNWrUyLfWxS5qRrRaLWrWrFki63ZwcCiRD1NR12vt8pbMX9R58notv2U8PDxU9WWlxuNdEsfa0vl4vG2/XqWOd2Ff5/Eufce7MK8V5VjnVyNiUOYbDd9//31Vrtfa5S2Zv6jz5PVaSe3DkqDG410Sx9rS+Xi8bb9epY53YV/n8S59x7uwr5Uku2imIftj6W2jqXTg8S5beLzLDlsd6zJfM0IlQ6fTYfr06dDpdEqHQjbA41228HiXHbY61qwZISIiIkWxZoSIiIgUxWSEiIiIFMVkhIiIiBTFZISIiIgUxWSEiIiIFMVkhGyuf//+qFixIl599VWlQ6ESFhsbi65du6Jhw4Zo0qQJfv/9d6VDohKUnJyMVq1aoVmzZmjcuDGWLl2qdEhkA0+fPoWfnx8mTpxY6HXw0l6yuX379iElJQU///wzNmzYoHQ4VILi4uJw7949NGvWDPHx8WjRogUuX74Md3d3pUOjEqDX65Geng43Nzc8ffoUQUFBOHHiBCpVqqR0aFSCpk2bhqioKPj6+uLrr78u1DpYM0I2161bN5QvX17pMMgGvL290axZMwBA1apV4eXlhYSEBGWDohLj4OAANzc3AEBaWhr0en2Bt44n+xYVFYVLly6hb9++RVoPkxGySnh4OPr164caNWpAo9Fgy5YtueZZuHAhatWqBRcXF7Rs2RIHDhywfaBULIrzeJ88eRKSJMHHx6eEo6bCKo7j/fjxYzRt2hQ1a9bE5MmTUblyZRtFT9YqjuM9ceJEzJkzp8ixMBkhqzx58gRNmzbFDz/8YPb19evXY+zYsZg2bRrOnDmDTp06oU+fPoiJibFxpFQciut4P3z4EEOGDMGSJUtsETYVUnEc7woVKuDcuXO4fv061q5di3v37tkqfLJSUY/31q1bERgYiMDAwKIHI4gKCYDYvHmzybTWrVuLkJAQk2n169cXU6ZMMZm2b98+MWDAgJIOkYpRYY93Wlqa6NSpk1i1apUtwqRiUpTPt0FISIj47bffSipEKkaFOd5TpkwRNWvWFH5+fqJSpUrCw8NDzJw5s1DbZ80IFZuMjAycOnUKPXv2NJnes2dPHD58WKGoqKRYcryFEBg2bBi6d++OwYMHKxEmFRNLjve9e/eQlJQEIPtur+Hh4ahXr57NY6Wis+R4z5kzB7Gxsbhx4wa+/vprjBw5Ev/+978LtT3HIkdM9P89ePAAer0e1apVM5lerVo13L17V37eq1cvnD59Gk+ePEHNmjWxefNmtGrVytbhUhFZcrwPHTqE9evXo0mTJnJ79OrVq9G4cWNbh0tFZMnxvnXrFoYPHw4hBIQQGD16NJo0aaJEuFREln6fFxcmI1TsNBqNyXMhhMm0nTt32jokKkH5He+OHTtCkiQlwqISkt/xbtmyJc6ePatAVFRSCvo+Nxg2bFiRtsNmGio2lStXhoODQ66sOT4+Pld2TfaPx7ts4fEuW2x9vJmMULFxdnZGy5YtERoaajI9NDQU7du3VygqKik83mULj3fZYuvjzWYaskpKSgquXr0qP79+/TrOnj0LLy8v+Pr6Yvz48Rg8eDCCg4PRrl07LFmyBDExMQgJCVEwaiosHu+yhce7bFHV8S7UNThUZu3bt08AyPUYOnSoPM+CBQuEn5+fcHZ2Fi1atBBhYWHKBUxFwuNdtvB4ly1qOt68Nw0REREpin1GiIiISFFMRoiIiEhRTEaIiIhIUUxGiIiISFFMRoiIiEhRTEaIiIhIUUxGiIiISFFMRoiIiEhRTEaI7ND+/fuh0Wjw+PFjAMDKlStRoUIFRWMqquJ6DxqNBlu2bMl3nocPH6Jq1aq4ceMGgNz7U03+/PNPNG/enHc/plKNyQhRKfD666/jypUrSodRJLZ8D3PmzEG/fv3g7+9vk+0VxQsvvACNRoO1a9cqHQpRiWEyQlQKuLq6omrVqkqHUWiZmZk2ew+pqalYtmwZRowYUeLbKogQAllZWQXO9/bbb+P777+3QUREymAyQlRCJEnCV199hbp160Kn08HX1xdffPEFAKB79+4YPXq0yfwPHz6ETqfD3r17AQDp6emYPHkyfHx8oNPpEBAQgGXLlpndVs4mjhkzZqBZs2ZYvXo1/P394enpiUGDBiE5OVmeJzk5Gf/617/g7u4Ob29vfPPNN+jatSvGjh2b53syrHfx4sXw8fGBm5sbXnvttVzNGytWrECDBg3g4uKC+vXrY+HChfJrN27cgEajwW+//YauXbvCxcUFv/zyi9lmmkWLFqFOnTpwdnZGvXr1sHr1apPXo6Ki0LlzZ7i4uKBhw4a5bnduzt9//w1HR0e0a9cu12unTp1CcHAw3Nzc0L59e1y+fNnieAzv6+zZs/K0x48fQ6PRYP/+/QD+1xy0c+dOBAcHQ6fT4cCBAzh37hy6deuG8uXLw8PDAy1btsTJkyfl9bz44os4fvw4rl27VuD7I7JLJXL7PSISkydPFhUrVhQrV64UV69eFQcOHBBLly4VQgixZs0aUbFiRZGWlibP/9133wl/f38hSZIQQoiBAwcKHx8fsWnTJhEdHS12794tfv31VyHE/+62+ejRIyGEECtWrBCenp7yuqZPny7KlSsnXnnlFXH+/HkRHh4uqlevLj7++GN5nhEjRgg/Pz+xe/ducf78edG/f39Rvnx5MWbMmDzf0/Tp04W7u7vo3r27OHPmjAgLCxN169YVb775pjzPkiVLhLe3t9i4caO4du2a2Lhxo/Dy8hIrV64UQghx/fp1AUD4+/vL89y+fTvXe9i0aZNwcnISCxYsEJcvXxbz5s0TDg4OYu/evUIIIfR6vQgKChJdu3aVY2nevLkAIDZv3pznexgzZozo3bu3yTTD/mzTpo3Yv3+/uHjxoujUqZNo3769xfEY3teZM2fkZR49eiQAiH379plsp0mTJmLXrl3i6tWr4sGDB6JRo0birbfeEpGRkeLKlSvit99+E2fPnjWJsWrVqvI+JCptmIwQlYCkpCSh0+nk5COntLQ04eXlJdavXy9Pa9asmZgxY4YQQojLly8LACI0NNTs8pYkI25ubiIpKUmeNmnSJNGmTRs5PicnJ/H777/Lrz9+/Fi4ubkVmIw4ODiI2NhYedrff/8ttFqtiIuLE0II4ePjI9auXWuy3Oeffy7atWsnhPjfSfvbb781mSfne2jfvr0YOXKkyTyvvfaa6Nu3rxBCiJ07d5qNpaBk5KWXXhLvvPOOyTTD/ty9e7c87a+//hIARGpqqkXxWJOMbNmyxWQ95cuXLzDRaN68uVw+iEobNtMQlYDIyEikp6ejR48eZl/X6XR46623sHz5cgDA2bNnce7cOQwbNkx+7uDggC5duhQ6Bn9/f5QvX15+7u3tjfj4eADAtWvXkJmZidatW8uve3p6ol69egWu19fXFzVr1pSft2vXDpIk4fLly7h//z5iY2MxfPhwlCtXTn7MmjUL0dHRJusJDg7OdzuRkZHo0KGDybQOHTogMjJSft1cLAVJTU2Fi4uL2deaNGki/+/t7Q0A8j4rKB5r5Hzv48ePx4gRI/Dss8/iyy+/zLWvgOx+QU+fPrV6W0T2gMkIUQlwdXUtcJ4RI0YgNDQUt27dwvLly9GjRw/4+flZvHxBnJycTJ5rNBr58lAhhDzNmGG6NQzrMF7/0qVLcfbsWflx4cIFHD161GQ5d3d3i9dtHJ9hmrlYc85vTuXKlfHo0SOzrxnvM8O6jC+pzS8erVabK67MzEyz28n53mfMmIGLFy/i+eefx969e9GwYUNs3rzZZJ6EhARUqVIl3/dGZK+YjBCVgICAALi6umLPnj15ztO4cWMEBwdj6dKlWLt2Ld555x2T1yRJQlhYWInEV6dOHTg5OeH48ePytKSkJERFRRW4bExMDO7cuSM/P3LkCLRaLQIDA1GtWjU888wzuHbtGurWrWvyqFWrllUxNmjQAAcPHjSZdvjwYTRo0AAA0LBhQ7OxFKR58+aIiIiwKhZL4jEkCnFxcfLrxp1ZCxIYGIhx48Zh165deOWVV7BixQr5tbS0NERHR6N58+ZWx01kDxyVDoCoNHJxccFHH32EyZMnw9nZGR06dMD9+/dx8eJFDB8+XJ5vxIgRGD16NNzc3NC/f395ur+/P4YOHYp33nkH//3vf9G0aVPcvHkT8fHxGDhwYJHjK1++PIYOHYpJkybBy8sLVatWxfTp06HVagusXXBxccHQoUPx9ddfIykpCR9++CEGDhyI6tWrA8j+lf/hhx/Cw8MDffr0QXp6Ok6ePIlHjx5h/PjxFsc4adIkDBw4EC1atECPHj2wbds2bNq0Cbt37wYAPPvss6hXrx6GDBmCefPmISkpCdOmTStwvb169cLUqVPx6NEjVKxYsdjicXV1Rdu2bfHll1/C398fDx48wCeffFLgelNTUzFp0iS8+uqrqFWrFm7duoUTJ05gwIAB8jxHjx6FTqezqBmKyC4p2WGFqDTT6/Vi1qxZws/PTzg5OQlfX18xe/Zsk3mSk5OFm5ubGDVqVK7lU1NTxbhx44S3t7dwdnYWdevWFcuXLxdCWNaBtWnTpibr++abb4Sfn5/8PCkpSbz55pvCzc1NVK9eXcyfP1+0bt1aTJkyJc/3ZFjvwoULRY0aNYSLi4t45ZVXREJCgsl8a9asEc2aNRPOzs6iYsWKonPnzmLTpk1CCPMdPc29ByGEWLhwoahdu7ZwcnISgYGBYtWqVSavX758WXTs2FE4OzuLwMBAsWPHjgI7sAohRNu2bcWPP/4oP8+5P4UQ4syZMwKAuH79usXxREREiLZt2wpXV1fRrFkzsWvXLrMdWI23k56eLgYNGiR8fHyEs7OzqFGjhhg9erTccVYIId59913x3nvv5fueiOyZRohCNBITUbGIjY2Fv78/Tpw4gRYtWigay5MnT/DMM89g3rx5JrU3xmbMmIEtW7ZY1fygRtu3b8fEiRNx4cIFua+HWt2/fx/169fHyZMnrW7qIrIXbKYhUkBmZibi4uIwZcoUtG3bVpFE5MyZM7h06RJat26NxMREfPbZZwCAl156yeax2Frfvn0RFRWF27dvw8fHR+lw8nX9+nUsXLiQiQiVakxGiBRw6NAhdOvWDYGBgdiwYYNicXz99de4fPkynJ2d0bJlSxw4cACVK1dWLB5bGjNmjNIhWKR169Yml2ATlUZspiEiIiJFqbuxlIiIiEo9JiNERESkKCYjREREpCgmI0RERKQoJiNERESkKCYjREREpCgmI0RERKQoJiNERESkKCYjREREpKj/B1Aaa2fds7+1AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t_sampling=1 # sampling rate, 1 data per hour\n", "x = np.arange(1,8761, t_sampling) \n", "y = data_el.loc['2015-01-01':'2015-12-31'][country]\n", "n = len(x)\n", "y_fft = np.fft.fft(y)/n #n for normalization \n", "frq = np.arange(0,1/t_sampling,1/(t_sampling*n)) \n", "period = np.array([1/f for f in frq]) \n", "\n", "plt.semilogx(period[1:n//2],\n", " abs(y_fft[1:n//2])/np.max(abs(y_fft[1:n//2])), \n", " color='black',\n", " linewidth=2) \n", "plt.xlabel('cycling period (hours)')\n", "\n", "#We add lines indicating day, week, month \n", "plt.axvline(x=24, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*7, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*30, color='lightgrey', linestyle='--')\n", "plt.axvline(x=8760, color='lightgrey', linestyle='--') \n", "plt.text(26, 0.95, 'day', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*7+20, 0.95, 'week', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*30+20, 0.95, 'month', horizontalalignment='left', color='dimgrey', fontsize=14)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "upQueHkpXzJu", "outputId": "05a7ae3e-ecf2-47cf-fdc5-b43f4a5c595d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\34620\\AppData\\Local\\Temp\\ipykernel_24488\\3748597511.py:7: RuntimeWarning: divide by zero encountered in scalar divide\n", " period = np.array([1/f for f in frq])\n" ] }, { "data": { "text/plain": [ "Text(740, 0.95, 'month')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t_sampling=1 # sampling rate, 1 data per hour\n", "x = np.arange(1,8761, t_sampling) \n", "y = data_heat.loc['2015-01-01':'2015-12-31'][country]\n", "n = len(x)\n", "y_fft = np.fft.fft(y)/n #n for normalization \n", "frq = np.arange(0,1/t_sampling,1/(t_sampling*n)) \n", "period = np.array([1/f for f in frq]) \n", "\n", "plt.semilogx(period[1:n//2],\n", " abs(y_fft[1:n//2])/np.max(abs(y_fft[1:n//2])), \n", " color='red',\n", " linewidth=2) \n", "plt.xlabel('cycling period (hours)')\n", "\n", "#We add lines indicating day, week, month \n", "plt.axvline(x=24, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*7, color='lightgrey', linestyle='--')\n", "plt.axvline(x=24*30, color='lightgrey', linestyle='--')\n", "plt.axvline(x=8760, color='lightgrey', linestyle='--') \n", "plt.text(26, 0.95, 'day', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*7+20, 0.95, 'week', horizontalalignment='left', color='dimgrey', fontsize=14)\n", "plt.text(24*30+20, 0.95, 'month', horizontalalignment='left', color='dimgrey', fontsize=14)" ] }, { "cell_type": "markdown", "metadata": { "id": "jzoHjmntXzJv" }, "source": [ "### Duration curves" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "KHecGD08XzJv", "outputId": "517b1745-42c0-4736-80c6-abc94cd32e24" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "duration_el = data_el.loc['2015-01-01':'2015-12-31'][country].sort_values(ascending=False,ignore_index=True)\n", "duration_heat = data_heat.loc['2015-01-01':'2015-12-31'][country].sort_values(ascending=False,ignore_index=True)\n", "duration_el.plot(kind='line', ylabel='demand', color='black')\n", "duration_heat.plot(kind='line', ylabel='demand', color='red')" ] }, { "cell_type": "markdown", "metadata": { "id": "9iWw84EWXzJx" }, "source": [ "### Ramps" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "O0uL1b9ZXzJy", "outputId": "fef9c26b-7e65-41ae-f60b-1a660d27f53d" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ramps_el = data_el.loc['2015-01-01':'2015-12-31'][country].diff()\n", "ramps_el.plot(kind='hist', xlabel='electricity demand ramps (MWh)', color='black')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "lIMBG94wXzJz", "outputId": "80c0d08e-1b11-4eab-d379-e897786eb818" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ramps_heat = data_heat.loc['2015-01-01':'2015-12-31'][country].diff()\n", "ramps_heat.plot(kind='hist', xlabel='heating demand ramps (MWh)', color='red')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 4 }