{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimally supplying a minimum share of green energy\n", "In this sample, we define a more realistic example from the power sector: We define a complex sales contract, with an hourly load profile and the obligation to provide at least 80% of the power from green sources. In the portfolio we link it to a wind and a PV PPA along with a battery that allows us to flatten out green production to be able to meet the target share of green energy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some prerequisites\n", "### Basic definitions" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import datetime as dt\n", "import os, sys\n", "from IPython.display import display, HTML\n", "import eaopack as eao" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Timegrid\n", "The timegrid defines start and end of the optimization, including discretization and conversion unit from flow (i.e. capacity, here MW) and volume (here MWh)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "Start = dt.date(2021,1,1)\n", "End = dt.date(2021,1,10)\n", "timegrid = eao.assets.Timegrid(Start, End, freq = 'h', main_time_unit = 'h')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the portfolio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The nodes as the starting point\n", "A node reflects a virtual trading point that all assets are connected to. In case of a setup with transport limitations, several nodes may be used. A node always comes with a commodity that is traded at it. Here it's power. Note that commodity and unit serve for documentation only.\n", "\n", "In order to clearly separate \"green power\" from \"grey power\" we define two nodes" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "green_sources = eao.assets.Node('green sources', commodity= 'power')\n", "grey_sources = eao.assets.Node('grey sources', commodity= 'power')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The downstream contract\n", "Assume we have a contract, where we are obliged to \n", "(1) deliver a given load profile\n", "(2) ensure that a fraction (e.g. 80%) of the overall energy comes from green sources (our PPAs). The rest may be provided from the market\n", "We assume we have an obligation to deliver at a fixed price.\n", "\n", "This is a rather complex asset and we make use of the StructuredAsset. This could be done in a simpler way, but allows us to encapsulate everything in one asset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "min_fraction_green = 0.8\n", "sales_fix_price = 130" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Starting with the load\n", "The asset is located in it's own node to ensure delivery is channeled separate from green and grey sources\n", "Attention: As the consumer draws power, the load must have negative sign in the contract" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "node_load = eao.assets.Node('node load', commodity= 'power')\n", "load_profile = {'start' : timegrid.timepoints.to_list(),\\\n", " 'values': - 5*abs(np.sin(np.pi/22 * timegrid.timepoints.hour.values) \\\n", " + np.sin(0.1 + np.pi/10 * timegrid.timepoints.hour.values)\\\n", " + np.sin(0.2 + np.pi/3 * timegrid.timepoints.hour.values) )}\n", "load = eao.assets.Contract(name = 'load', min_cap= load_profile, max_cap=load_profile, extra_costs=-sales_fix_price ,nodes = node_load)\n", "volume_sold = -load_profile['values'].sum()\n", "max_load = -load_profile['values'].min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Green restriction\n", "To link green and grey sources to their delivery counterparts, we define transport assets. The green link implements a \"minimum take\", i.e. a minimum volume over the optimization time" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "min_green = {'start':Start, 'end':End, 'values' : volume_sold * min_fraction_green }\n", "link_green = eao.assets.ExtendedTransport(name = 'green link', min_take = min_green, min_cap = 0, max_cap = max_load, nodes = [green_sources, node_load])\n", "link_grey = eao.assets.Transport(name = 'grey link', min_cap = 0, max_cap = 20, nodes = [grey_sources, node_load])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create contract object\n", "To wrap things up, we pack all assets together in a portfolio that defines our downstream contract. This in turn is used to define the new structured asset that connects to the outside world via the sourcing nodes" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "downstream_portfolio = eao.portfolio.Portfolio([load, link_green, link_grey])\n", "downstream_contract = eao.portfolio.StructuredAsset(name = 'downstream', nodes = [green_sources, grey_sources], portfolio = downstream_portfolio)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How does it look like? The network graph explains:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#eao.network_graphs.create_graph(portf = downstream_portfolio, file_name='test.eps', title = 'Downstream contract structure')\n", "eao.network_graphs.create_graph(portf = downstream_portfolio,title = 'Downstream contract structure')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Green energy supply PPAs: PV and wind with a given generation profile\n", "We are using a \"contract\" as the asset type. This gives us the opportunity to define a detailed minimum and maximum capacity that reflects available generation according to how wind blows and sun shines. We assume those assets are PPAs. Note that the minimum capacity is the same as max. We assume we have the obligation to take off all production at the fix price. They are attached to the \"green node\"" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "PPA_fix_price = 75. # unit: €/MWh\n", "PV_gen = {'start': timegrid.timepoints.to_list(),\n", " 'values':5*np.maximum(0,-np.cos(2*np.pi/24 * timegrid.timepoints.hour.values))}\n", "PV = eao.assets.Contract(name = 'PV', min_cap= PV_gen, max_cap= PV_gen, extra_costs = PPA_fix_price ,nodes = green_sources)\n", "wind_gen = {'start': timegrid.timepoints.to_list(),\\\n", " 'values': 5.*np.random.rand(timegrid.T)}\n", "wind = eao.assets.Contract(name = 'wind', min_cap= wind_gen, max_cap= wind_gen, extra_costs = PPA_fix_price, nodes = green_sources)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add storage to be able to maximize green supply\n", "Green sources are not always available. The storage enables us to flatten green production to match the load\n", "The storage is placed at the node \"green_sources\" so that we ensure there is no mixture of green and grey power. A storage comes with a defined capacity in and out (MW) and storage volume (MWh). Furthermore we define efficiency, costs, etc\n", "\n", "Note that in order to take out computational complexity we define a daily block size. This has the effect that the battery is optimized per day only, going back to start/end fill level each day." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "storage = eao.assets.Storage(name = 'battery', nodes = green_sources, cap_in= 1*max_load, cap_out=1*max_load, size = 4*max_load, cost_in=0.5,cost_out=0.5, eff_in=0.9, block_size='d', start_level = 2*max_load, end_level = 2*max_load)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The market\n", "We may buy and sell energy from/to the spot market at given spot prices. The market is modeled in a simplistic way here, assuming high market depth. If required, more complexity may be added. Note it's attached to the \"grey node\". We also add an external market for surplus green power (sales only)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "prices = {'spot market': 50+12.*(np.sin(np.linspace(0.,100., timegrid.T)))}\n", "prices['green market'] = prices['spot market'] + 20.\n", "spot_market = eao.assets.SimpleContract(name = 'spot market', price = 'spot market', min_cap = -100, max_cap = 100, nodes= grey_sources)\n", "green_sales = eao.assets.SimpleContract(name = 'green sales', price = 'green market', min_cap = -100, max_cap = 0, nodes= green_sources)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Putting everything together\n", "Add all assets to the portfolio and optimize\n", "\n", "(1) As a portfolio with separate assets. This is the complete structure" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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nc8keZUY8Hq4C8cTeLVceOPi4uQLDeV84vfCMoxY5KSWdk9vI6rnjSgPeDgOKjLfD3zM+N5kdQ8brcSUCgztPGW+HIw5seJ3nl6sCGER44ueT7w/nMswHYvDO1RTMT8jN5z47r7UUDI0MeAE/VCxne80111jPjkNiTNRikh6HGNkzc2rAN2nSxCJ9Nhr8IHE5Fb/IOITGpKjOnTvn6bExqY5zdrxPJgGxkWRCGpePOUufMsMGhAlDvE7//v2tceP8KZOWmHjI/zuPnfPabIz5xcIvCV6HPSEOVfLLmcvO2Fthwhe/wHm7/NLhkszTYW+Hw+C8PgMtfhHzS47HRAxqOBfKv/O5ZPKTs7SQjTJLCWcHG8rvvvvOetJcosgvU/ZssjJkyBBbSsbHxyV5PE6+hixAxSAqJ1MRefGeYADw9ddfW4/NmTZgQ8Llj2xguRSNPbZTYfDA6/D5ZGDEKRWOtjDYOhMMkvl+4W1xHpk5EGzQeH/OSAiH4ceOHWujbM5yRQZXXCrIAJC5AM6SPeJ7gI+TyaBsZPi+4PJOZ5qB7y9nXpwNG997HD7n65NdObkNJ9B6/PHHbQif70u+f/j5eOGFF2yJJB8DX09+TngbXDLKRM8HH3wwy2Pg88Fhe04P8DPIgImfPz5WT/wbX2MeB9+LTKzl8+YkD3PUhME/gy5elkP+vH9+Vni8zuPlMkIupeVUE8/ndwSXHvI7gzknTsfCebx87zOI4PuGl8/Oay0FpIBWLUgmuCyKy2+4tIxL91hwg4U/3nvvvXTFY1hghoV/uAyNpYorV658yqJD2Vnq5lmM5VRFh1g0hUupPAu5ZFV0aPfu3XY/PD4eJ4uUdOnSxUotZyx8w4JEXCqVcRndokWLXFdddZUVAuIyND4mLoObOnVqtpYWchkXnxsuH+RyMj4fnksqHd99952rWbNm7oIrpyo6lJmjR4+6rrvuOlta5RQdOtXz7Vl0iNdhQZjWrVufUdGh7LwnssKCObzNevXqpTv/hRdesPOffPLJk66TcWkhffLJJ1b4iMvhMis6lBELNvF0KiyCxPefU7yKhYJuv/12K4KTcWkbHzML5/BypUuXdrVv3941dOhQd9lkz/f5G2+8Yc8TX/Nzzz033bJJ4uvPwkt8fbg0jsstd+zYcdJ73Xk9PJfa5vQ2nOWRXAobGhp60jJDFghjIR++/3hiASi+p9asWXPK545LAlnkiM8Fi/hwqe7q1atPeu34OvP9x+Pk54S3z2WLzvPGJcK8P57P++djYZEsLtXNiK8574eX4fuaxZ9YrGjhwoXuy3DpIJcslylTxhUSEuJ+P2f3tZb8F8J/CirwEN/GHhZ7B5kN0/s6LoFij5ijKlxOKELsXXPUiYmpp+pRiwQ75QyIiIgEOQUDIiIiQU7BgIiISJBTzoCIiEiQ08iAiIhIkFMwICIiEuQUDIiIiAQ5BQMiIiJBTsGAiIhIkFMwICIiEuQUDIiIiAQ5BQMiIiJBTsGAiIhIkFMwICIiEuQUDIiIiAQ5BQMiIiJBTsGAiIhIkFMwICIiEuQUDIiIiAQ5BQMiIiJBTsGAiIhIkFMwICIiEuQUDIiIiAQ5BQMiIiJBTsGAiIhIkFMwICIiEuQUDIiIiAQ5BQMiIgHO5XIhOTnZfopkJjzTc0VExG+x0d+3bx82bNiA3bt3Y//+/UhNTUVYWBhKliyJ8uXLo0aNGihVqhRCQkK8fbjiA0JcChVFRALG4cOHMWfOHGzduhWJiYkWAISHhyM0NNQCgqSkJPsZGRmJqlWrol27dihWrJi3D1u8TMGAiEiAWL9+Pf744w8cPXoURYsWRaFChTLt+fNr/8SJEzh27BhiYmLQsWNHVK9e3SvHLL5BwYCISIAEAr///rvlBsTGxmZr+J8jBBxJ4ChBly5dFBAEMSUQioj4OTboHBHISSBAnDooXry4TSfw+keOHMn3YxXfpGBARMSPcXD3zz//tKmBnAQCDl6e14uLi8PcuXPz7TjFtykYEBHxUWyoDx06dMrLcKXAli1bLEeAl2cewNixY9NdZsaMGdi+ffspRwiioqKwadMmHDx4MM+OX/yHggERET/G5YMc5meyIMXHx58UDMycORM7duw45e0ULlzYkgp5e545BTxJ4FMCoYiIj2JP//HHH8eECROsx//000/j+uuvt7/x55o1a6yeQHR0NAYNGmTz/6+88gqWLVuGKlWqWI+/a9euGDFihC0fZO+/d+/eaNasGcaPH2/TAmzs+bdbb73VliDOnj0bCQkJNu3A5YmPPPIIvv76a0yePNnuNyUlxWoU/PLLL6hfv76XnyHJKyo6JCLi4wHBokWLrMfesmVLnHPOOahWrRrefvttlC5dGl988YWNBIwaNcoadJ4effRRvPzyy+7bmDVrFi688EK0atXKfmeDv3PnTjz33HMWMDB5cPjw4Rg4cKCNLMybN8/us1y5ctb4Mwhh4FGnTh27r1q1aikQCDAKBkREfNhtt91mP9kbZz0ADvkzGPjmm2/w5ZdfWqPOQkJMAsyuhQsXWnDBUQdypgKcwkQXX3yxBQLEokV33nknPvjgA7z77rv286677sqXxyreo2BARMTPRgrY02fDzEqDkyZNwvz5820qIbs4O9yjRw+rLeCJSwsZEHDawVP//v1tJKBv375Yt26dXVcCixIIRUR8GIfviZn+HM4/99xzLeOflQM5TcD5fq4WcBQpUsQSCllzwPO848ePu3/ndMPUqVMtL4B4Wd4+Rxi4KiGjEiVK4PLLL8eVV16J22+/3UYLJLBoZEBExIdxzp4Jf0wg5GgApwgqVqyIr776yubwuQqAv69evdouz149AwYm/vFvL774Is4//3xLAmTSHxMIO3ToYIHACy+84L6PTp062T4FmQUDzujA559/bj8l8Gg1gYiIHztw4IAlD7K3zhGA3GLiIPMFGCxkln8wdOhQrFq1Cp999tkZHrH4Io0MiIj4MW5JzNECjgyw1gDn/HOKQQCDgQYNGmQaCPB85iowP0ECk4IBERE/17ZtW1tVwD0KWGsgJyWJOTjMKofMC2jTpk2ml1mxYkUeHq34Ik0TiAQxJpoxGY2NAZPIWHSGjQkbBu5kJ/5j8+bNmDJlilURZO8+OyMEHBHga8/phW7duqFy5coFcqziexQMiAQh1rPnsPLatWut2hwDAfYm+XXAgIDDzbVr10bdunUtY138JyBgHQI28Kw2yEY+s1ECvs5cXcCpAQZ+TB5UIBDcFAyIBBFmjS9evNiqyzEIYKPPEwMAJxhgYMDeJU/MRmcme5MmTewy4vu4SoAVBFlUiK8hX9eIiAj368vlg/zJ152VBFu3bp3lCgIJHgoGRIIEG4Hff//disZwCsDZ5S4r/GrgcjZOJbDR4PI0Niriu1grgPsN9OnTx0YHGBDs2bPH9i9gkMfXjyM9ZcuWtYqGOalaKIFNob5IEGDDzoI1nBZgsZrs5AMwUOCadQYDvB6XrrFiXU6S06RglxiOHDkSZ511lv3O3I/mzZt7+7DETygYEAkCHA3gRjMcDchpYqAzisCAoGrVqpZLIL4V6C1dutQ2EGJCIJcBiuSUggGRAMfh4QULFlijwRyA3OD1mGPA26levbryB3wEpwLGjRtn0wEODv+L5JQ+0SIBbsuWLdZocHqABg8ebHPH7PEzUOCSsh9++AFPPfVUuoxyrlm/9957batczi1zyoC3w4z1mjVrevERCQM7JglyfwEmhXo6kyqEErwUDIgEuG3bttnwsWdv/u6777aqdXv37sWQIUOst8/Nbm644Qb3ZZhj0KhRI3eSGa/P2+HtKRjwrq1bt+LXX3/N9G+5Hf2R4KZdC0UC3O7du7Mc1i9TpowlnDVt2tS2xfXc6Y7BwXnnnZfu8rwd3p54F0dwLrroopNWd3C0JzfliEX0rhEJ8OFkrjvPKhjgFALL2LZo0cJq3LP+ADFZkAVpGCR44u3w9rQi2bu4ooP1AapUqZLufE0RSG5pmkAkwGXWcL/33nvWi+RpwIABNjrQuXNnGw1o1aoVpk+fbtvgqpfpuzhCs379ehvdufzyyzFx4kTVDZBcUzAgEuA9SC4LZOKfJydnwFP79u3x7bffWiPD5DRnr3tPTFZjIqFqDXjfd999Zz9ZYIijOv379/f2IYkfU9gvEuDKlStn1QdPh0EDi9Rw1ID1BMqXL3/SZXg7mZ0vBWvhwoW2wVTjxo0tEBA5UwoGRAJcxYoVrSefcQlaZpgwyDXrGRMHidfn7VSoUCGfjlSyg0meXEnA5MEePXp4+3AkQGhvApEAx948h5SPHDliJWpzi3UHOHrAYWntUeA9o0aNwvLlyy0Q4CZSInlBIwMiAY4NN1cLMO7nLna5wf0JWGOAt6NAwHu44RADAU4NKBCQvKRgQCQI1K1b1woFcXQgO/kDnnh5Xo9lblmcKKfXl7xPGrzmmmu8fSgSYLSaQCQIcK6feQDs4bOcMNej83S6LYyPHz9uJyYUcunh5MmTrQbBOeecg5YtW9pOhlIwlixZYiMD9erVsy2IRfKScgZEggiDAWaic6iZ/2dAUKhQoXSNOhMFOZ3AIIB1CBo2bGgNP/8fFxeHDz/80P5GXFlQqVIlS1JkYmHp0qVVmyAfcIrmlVdesQDtkUce0UZRkucUDIgEIVYdXLlyJTZu3OjOB3BGCfiTDT/rENSvX/+k1QN79uzBsGHD3L/z8s7XCAODW2+9tYAfTeAbM2YMFi9ebCWIWXlQJK8pvBQJQqw4yBNLDnPomUWJOCLAEQKuOChVqpStHMgMh6i5vn3p0qX2u2d/gjkFkrf42jAQ4OuiQEDyi4IBkSAWFRVl9e0z1rg/nQ4dOriDAQcz3DOrTyBnhlUhqXfv3t4+FAlgmtwTkRxjPfyzzz47XQLigQMHMHLkSJtykLzBqRyWh65du7aN5IjkFwUDIpIr3MiIUwScWmCeAPMF1q1bh7ffftsSDeXMMKgaO3asPb89e/b09uFIgFMCoYjk2tSpUy0IqFOnjv3+22+/Yc6cOdaAcS08e7SSO9yFcMGCBejSpYtNy4jkJwUDIpKnWIeAxXGYkMh6BF27dvX2IfkdjqxwhIU7RN5///3ePhwJApomEJE8xdGAwYMHIyYmBrNnz8Znn31mm+tI9jGYYj+tV69e3j4UCRIaGRCRfJvzZkIh8whY3Ih5BVyyKKcfWfnmm29smWbfvn29fTjyL5bhZo0Nbh3NJblMnuVqHK6iYUKtvxeCUjAgIvmKowNTpkyxyoRXXHEFGjVq5O1D8ukAaujQoVYB8qGHHkLhwoW9fUhBLz4+3ip2rlmzBkePHnVv5U1sPhkEcBSMZaJZpMtfXzMFAyKS77Zs2YKvvvrKelfcbY/b78rJnATMjh072l4Q4l0bNmyw14OFn7hbJ0cCmBzrGQxwCowBA3+yHDfzZCpXrgx/o2BARApEQkICPvnkE6tHwGHV2267zcoeSxo2KBwVYIPz4IMPevtwgt7y5cstEGAjHxsbe9o9NzhicPjwYXtPs/iWv62kUQKhiBQIDp8OGjTIpgn27t2LN954w/ZIkPRJg1dddZW3DyXobdy40QIBKlGiRLY23+KIAS/L4GHGjBnYsWMH/ImCAREpMPxSZWN32WWX2ZQBRwrmz5+PYMfhaE6lcHi5Ro0a3j6coHb8+HH3iABzAXKC0wccRWDOB3NluAmYv1AwICIFrnnz5rj99tttSPWXX36xXnEwlzH+6aefrCHp06ePtw8l6K1cudJWDLBRzw0nIODKA64M8RcKBkTEK8qVK4cHHnjAau6vXr0a7777rs2bB5tp06bh2LFjaNeuneULiPckJyfbe5HJghmnBl599dVsD/07SYarVq2y9/gzzzwDX6dgQES8hl+6AwYMsK15mXz11ltv2XxtMCVVzpo1y+owsOyweNf+/ftx5MgRez0yeuSRR1ChQoVs3xYDOybL+stUgX9XSRCRgHDRRRehWrVq+PHHHzFixAh06tQpKLZD/v777216hPUXspOkJvnj448/xsKFC3Hfffdh69ateOmllzBkyBA0btzYpnBo+vTpVhqa79Pnn3/ecjtYUItTCkyKZVEt4u8ffvihBRbMOeCqAn8otqV3n4j4BBZtufvuu1G0aFHLxv7iiy8COo+AjQ5HQdjb5HbQ4j1du3a1wlgcqWFxITbgXFpIy5YtQ8OGDU+6DreWfuKJJ/Daa69h6dKl+Oeff+x8vm9r1qxpy0RvvPFGSyT0BwoGRMRnFC9e3N372rRpE958800r+BKIfvjhB5tX5u6Okv9OVVKnxr8rOLZt22bBABM5V6xYYcHB9u3brXHPqG3btpYbwCTYqlWrWsIg8XpOwSgmEvpL8ShNE4iIT+Fw+U033WSjAxyafe+993D11VdbqddAwd4i56ZbtmyJYsWKeftwgsKwYcNs/p6BJpdwVqlSxSoGOtUEu3btalMFbNTr1q1rwQOXvXKUgI1+Zvkunu9ZFh3yxN95vuflfJmCARHxScwb4Bc2N+1hL5pJhswt8HdskLiCoFChQgHxePwJk1Q57L9kyRL73Wmso6Ki7Ofw4cNtgyjWwGjQoIHlsOT0NeKUAgPZSy65xFaJTJ061YILX6dpAhHxWfxivvfee236gL20jz76yG+ys7PCBoa9RhZeUtJgwWDuCXcXdP7veT4LBMXExKBfv342TcDRGi5xZVLgvn37LCjICe40yfoCjz/+OL7++mu/WSWivQlExOfxS5ujA1wDzh41v7hZp8DfsPwyM9fLli2LgQMHevtwAvr9wvcK5+/ZwHNKJrOmjvP9119/vY1AOZg4yJ49p29yuy0xA1aOClxwwQWoVasW/IGCARHxGxwdmDRpkv3/0ksvtUqG/uSdd96xhMh77rnHRjskb7DxZSPOIj8MuNgQezb43BiLeQJz586185gnwJGCG2644aTXISkpCWPHjrXb4WWcnILsYpPK+gLMTbj44ov9ZvRHOQMi4jeYN1CpUiVbvjVu3DhbmnfllVf6xRfuvHnzLBBo2rSpAoEzxMZ+8eLFNhzPJX7M+newYBAbYi7XbNKkSbqqjhwt4GvA1QO9evWyUaaMIiIi0KFDB0ycONEuy9cquwGBEwhwVIFbGfvD+9KhkQER8cue4Keffmq7H7L31r9/f9sV0ZfL3LKcLRsVFrPxp0bCF7CQz6JFi7B+/Xp7zdl7d7AuBWs1sE4F5/dPtS3233//bUmETE493WuwZcsWS/5j4MHG/XSrAvie5HQElxN269YN5cuXhz9RMCAifovDuWwk+EXNAi8cCvZFzHfgBjisNMjeqpwah+jZ8+fID3vazrI9BlNsmDk6xIa/Tp06+RpY7du3z8pFc08CNpUcdWCw4dwnj4tBAEcmeGysN8ARAX8c+VEwICJ+jUvFfv75Z/uy5lpxfhn7Eq5b5xp3lqS96667vH04PpnsxwJTfB3ZG+fQvJPxz0aXDSsbWZYGZqJfQY+qpKSk2BbTzEfga8nG3zk+1h9gIMqRCS4f5PSEv476KBgQEb/HOvCfffaZ7UXP7O1rr73WZ76U33//fTu+QYMGWZGbYHeqTH9m73Pah3P6HEHxpaF2l8tl7y+OVPAnMR+Bx5vZxkb+RsGAiAQEzsszsZANDNeN33bbbV6v7scpDE5lcEi7Z8+eCEbZyfRnud9mzZr55fB6oFAwICIBhRvOsNwvh3BZ95/lZAuy4WMWOgvWcMiYSYP8iuX2t7lds+5vjh49ahX+ssr0Z32IzDL9xbsUDIhIwGFD9N1339l8b/v27S27u6B2Ivzf//5n/+foBIfAuda8VatWCMZM/+joaJx11lnZyvQX7wqOUFVEggpHAwYPHmzLD+fMmWOJadz8KNe9c/aZju8Ajm0GUuLTfg+NBKIqAUWrAqFpt+vMJRMDAWJpW05hBMrIgK9k+kve0siAiAR0strIkSOxbt06G6K+9dZbLas/e1dOAvbOBnb+ChxcDJzYDyQfA1z/7k4XEgqEFQEiigGx9YHyXbB0T1n8PH7qSTfFbHPWQgi0TP8SJUpYhr+3Mv0l7ygYEJGAxxwC5hKw98qKhZzT53A21//z/zy5pSQCW0cBm78Fjm4AUpOB8CggvCgQFgWEOD38VCD5OJByDEg+yuEDHE6MwtytZbA4rgkSUqPcjSNr1Ldp0wb+nunPQIqbR7GKoj/uDSFZUzAgIkGB8/lffvmlBQFszNjwLV261Oa1uTOi7Vkf9w+w8hVg39y0Rr9w2bTef3akJuHwvg1Iij+AA0kl8efB9kgu1QGXX36Fzy4pZMIje/0MALLK9OdSTZVQDnwKBkQkaDCz/ZNPPrG5bk89evRAszJbgJWvpU0HFKmYNhqQQxs3bUJSYgKKRxxGdEwJFKl3C0LqPeDOKfCHTH/O9XPYX5n+wUXBgIgEFc59Dx8+PN15rcttwoVVlyCE+QBFKjMbLse3m5Kaig0b1vNr1ZYVRqTEAUkHgMq9gEZPeSUgYNDDZD/mTLC0rjL9JSu+Ea6KiBQAZvtzyaGnmlHr0CRyKhISiqNIiZpncNvx7vr0EVw5EF4SCA0Dtv4ARMQA9R7MVZCR15n+DRs2tHX+SvYTTwoGRCRocFjcsxGMCT+K9sVnIywkBdsPpKJmCRdCkLsGu2jRaFSvXgNhno1sRGxaAuLmb4DSbYCyHVGQmf4MTJgcqUx/OR1NE4hI0ImLi8OO7dsRteZpxB77A3vio5HqCkVMTDTKlz8LoXndgz+2AYiuCbQbAUTmLhGPDT1L+nL3w6wy/Z2a/sr0l5zSyICIBB0OmRdLWAxErgGKno1iEcUQF3fYKuidOHECRQoXzts7ZB4CVyps+ho4e5BNV3BZY6FChaxk8uky/bmFLosXOTi/z9oFyvSXvKJgQESC09bRaTUFoorZxEBssVgUKxaby0mC0wiNSFudsHU09sdehq++/dmG9Tl071QnPF2mP5MSlekv+UXTBCISfI5uAmb1BkIigEIlC+Y+UxOReHgDxm5pj5WHa7qH+Dm8z2mLjJn+7PnXrVtXmf5SIDQyICLBZ98cIPkIULRGwd3lwTi44g7hrPB1WOH6737379+P2NhYVK5c2Rp+ZfqLNygYEJHgw/l79sy5v0A+O3DwoHuZX3RYBMpF7rLSxaxHQCzv27dv33w/DpFTUfgpIn6P8+7ZxiCAGw9lt8zwGeLCBK5SiI4uivDCxRAdkYSY8Dj337kygMfvLAsU8QYFAyLis8aMGWMV8rhc7pFHHrEa/1xbT0yo43mtW7e27Yk55z5kyBD7nRn2vXv3xsGDB+2yXIbHXQP5t8aNG2HAq38iMbWQ/e28e+fgwWErce7gOah5/e+4482lmR7L3kMncMFDc9HolhlofOsM9Ht1sZ2fkuLCQx+uRMN+M+x097vLkZiU1rDf/MpifDHlIMqVLYeKFSri9TEJ+HByAm6/4VJLEpw8ebKtKmBSIAsGTZgwAa1atbLHy8cwb948u50FCxbg/PPPR8uWLdGsWTO7jh3T3r22CRJrCfA2+vXrVwCvigQiTROIiE/as2cPbrnlFttxkIl0LCHM+XVP/J0NJivsvfTSSyhatCjmz59vf3v++efxxBNP4IMPPsADDzyAc8891/YlcJ04iP6X18E7Y3bhoevL2GXX7ziGaW+1RVKyC/Vvno4/VxxEuwYl0t3XV79tR/XyUZj8elv7/UBcov38ePxmLFh9CH991AFhYSHo8fgCvPXjBjxyba0s+l8uFC0SibJly1qlwEWLFlldgH/++cca85kzZ9rjZXDD5YRcdTBgwABMnDjRygezrHDz5s3Rvn17fP/99zbNwKDCjinDngsi2aWRARHxSXPnzrXeLhtGYu8/Y1b9zTffbIEAjR49Gl999ZX1qHkaOXKkNbbO315//XU7v1nrTvhj+RGs2/Hf0r1rOldAeFgoihQKQ9NaxSw4yKht/RL4Zf4ePPB/KzFm1i4ULRxm50/5ax9uvrAyCkWG2W30v6QKflu4L4tH9e/irX9zFS6++GJ3gaDffvsNF154ofvxRkREWGLhnDlzsGHDBlx00UV2/F27drW/r1mzBm3btsUvv/xiwQ5HURgMieSGRgZExG9xCZ6DS/Xee+89GzbPiH8bNWqUZepbbYHfuwAp/y3lKxyZ1rBTWGgIklNOXnHNkYLFn3S0xv+nP3bhyeFrsOjjk8sLO8EJhYeFICX1v9tKSExGdESo1RxgngCTCjdv3mxlg7PCY+cqAwYFmeFeBFOmTMFPP/2EJ5980kYabDtmkRzQyICI+CT2epcuXWo9YGKvn1X5snLFFVfgrbfeclfq488VK1a4//bqq6+mJRqGReJgamWs25qzIfWNO+MRXSQcvTtXwHuDG+Cfrcdw9HgyurYojRGTt1meQHJKKj6dsAUXtCxt16lVsShmLdmDAwcPYO3m3Rj/527EJyThgy8mYtasWVZe2Nk4qXv37vj111+t4iBxmuDw4cM2HcARDjb4ngEAnwuez4CI+REMhDjVwOJFIjmlkQER8UmcU//000+tIWfZ3m7dulnDl1XpXSYTspRwmzZt3L1znsdeNYMEJhdymJ1r+MOTD+C1a0NQq3badZnJzy2I020ylMH0xfvx5g8b3CMHr99RD7HRERhwaVWs3xGP5gP+sMud17Qk7u2ZVkdgwKVVMH7OdrS6cyEql45As+phOHoiDPsO/zcqwfoCxNLCzIu44YYbLBBg7/7DDz+0pEcmFj744IM2HcC/ceMhTn1Mnz4db775pl2WgQ6nQji1IJJTqkAoIj6LqwBiYmLs/2z8Hn30UetNn7HtE+Fa9CASQsvgUNwxux82osz6zw/JKSnYunULYly7sPhIU8w+eK77b6xAyORGrghQsSHxFgUDIuKzuEKAw+icW+fmQu+//75l0p8J9qxXLJ6LMqv6A0lxSAwridjY4hYMnGpk4Ey5ko4gbv8WfLupG3adqJDpZXgMNWvWtNEA7TwoBUnBgIgEBS6743p9zrdzE6BLa69Ho8KzEFGifrqkv3xzdANcJZtjekI/zPwjbUqBUx4DBw60pL/ly5dj165d7gJK3LyofPnyNs3BAEj7E0h+UjAgIgGLuQDr1q2zIIA/ufsfi/aweE+JiEPAnBuAlASgSOY99TyTdARI3A80fQWoeAkWLlxoeQDMb+ByQk8sRsTjXb9+vdUYcDBfgoWWWrRoYT9F8pKCAREJOFxJwN42G102qNwBkJX92Mvm+n23DV8AK18FCp+VtsVwfnClAEfXAxUuBpq/4a4xwEafIwNMjjxVMLNs2TJbVbF9+3ZLkCTmFpQpU8ZqEnBKQVsay5lSMCAiAWPHjh3Wq+aQu7M+n41lxYoVM78Caw4sGAjsnZW2g2FoHi+w4tdr/EagcHmg3QggKovjyCYuNWSFRS4hZPVF5+ubIx6VKlWy6QTteii5oWBARPwa59hZT4BBAHvPTMJzavhnqyLfsS3AwrvSdjIsWj3vAgILBLYA4UXTpgfKdUJe4qgBpxL++usvbN261V1fgfkPJUuWRO3atS0QKlEifVllkcwoGBARv8Thf04DcDqADWGNGjVsKiBXPeMj64C/7wfiVgNFKp/5lEFqUlogEFkcaPQscFY35Dc+BwwMVq5caRsYcQUGMfGQ0yQs7czli0xMFMlIwYCI+A1+XbFOP0cBOFTOho6FhBgEcL3+GTm2FVj+fNqUQVjhtDyCf+f3c3CAQOJBIHEfUKwO0OAxoHTaxkYFjaMFfJ64yyPrKDg4cuIETtz4SIQUDIiIz+NSQC4J5EgA58pZnZCNGXu7ebrkjj36zd8Baz8CTuwBwqKAwmWB0MjTJwme2A8kHQLCo4FKVwJ17kobGfABrK3A54/JiFy+yN+JowR8Lhs2bGirFLR8MXgpGBARn8WMeybMsRHjsHe9evUsCGA53nytDcBRgh3jga0/A/HbGSWkbeXC4MDJKXClAinHARf3SwgBIksCZ3UHKvUAijfh5D18FacRnOWWnG5xmgHmWHDTJOZccGtkCR4KBkTEp7DRZ8lhNlZbtmyx9fVsnJgp75QmLjDJ8cC+OUDcGuDwSiBuFZCStrwPIWFpCYclGgExtYHS7YHCZeBvmIjIBMwlS5Zg27Zt6ZYvli5d2pYvMgDz3CFSAo+CARHxCZzX5jTA33//bTvvsYfKRoiNkc9sycuvS04JcFQgNMKne/+5FRcXZ4EYd4vklAyDBSpcuLAtX+QqDb4mWr4YWBQMiIjX8Otn8+bN1vhw6142+swD4JI4zmWLdzEQ4DbJXKXA18lz+SKXLHKnRb5WZ5y8KV6nYEBEClxiYqINS3MkYM+ePdaYcBSgSZMm1gMV303kZGDAaQW+bs7yRVZ15PJFLl3ka6jli/5HwYCIFJh9+/a5NwtiRnudOnUsCGCyWoFsFiR5ikWe+Hpy9IDTCw7uMOksX2SQIL5PwYCI5PtQM2sCcFUAGw3W0WcyIJMCueZdAqcSJEd7uI/Czp073csXOfXDKR+WhubyRY38+CYFAyKSL44dO2bJgJwKYK+RyWfsKdavX1/DyEGAyYcMALl88eDBg+7liwwGmRzKwIAjQkpE9A0KBkQkz/DrhMvTOHTMsrgc+mdBGyaZqdpdcI8Ocbkop4f4/mDuATEQYL4IVydwpIjTC+IdCgZE5IxxSJg7BTII4BAxM82dzYK4o56IJy4d5agBV5BkXL7IHSZZYpojSBo1KDgKBkTklPgVkVVy34EDB9ybBbG3x53yOBXAJWdKCJTs4n4TzvJFTi8R3z/Fixd3L19kAaSCfM/v2bPHSjczWOExMTBhjgt3hKxcuXLBF8DKZwoGROQkXDLGxK+sAgGezy/Kjz/+2HpzHAHgSAC/KEXOBINKBpccaWKDzMREZ/li+fLlbfki32/5lXeyZcsWy3VhKWzPJEi+5z1HMLhagnkPgZIEq2BARNJ9ET/66KPo1KkTLrvsMvsS5NA/69d363byNrzMC+BoAL+oRfIDp534Hly/fn265YvsmTMBkSNRTE7NDFexMKi45JJLUKhQoVPeT3JyMubOnWs1FPh/7tPAjZsyBsNsMo8fP24nlmhu27atLZH195EwBQMi4s705hda3759bSnYU089ZQldvXv3xrXXXosrr7zypOv4+xeg+Bc20ly66CxfZPEqYtBapkwZyzNgcOAsXxwxYoQtZ+X7+cYbb8xyf4Xk5GRMnToVa9eutRwXnk733ub73wlO2rdvb5Uz/ZmCAZEgxmHPjElaM2fOxDPPPIM333zTMsD5hfrLL7947RhFssIli0xE5AhAxuWLHC1g4+4ErQxsGehmNpU1d+5cy33haENOt3Hmnhp00UUXWS6Bv1IwIBLEOQGOX3/91eZgu3TpYr9zioCFgdiruuWWW3DeeedlGjiI+Aq+P7m5EvMNtm7d6l6+6IlTBTfddFO6Za4cYRg/frwFDJwayCk2oQxEuESSo2enm47wVQoGRIIE512ffPJJTJo0yb28a9myZXj99dftC5FfnldffTWeeOIJfPfdd3j66actF4DDr/369bOpAlLBIPEHY8eOtcAgM0xCZF4MG/DJkyfbyAJHDHI77cXg+vDhw+jcubNNVfgjhfkiAYxL/6677jr7P+dSf/zxR/d+9XfddZfNo1511VX4888/8corr9gXKBO1ODLA3lP//v0tgBg1apSNDjCPwMmwFvFlmzZtsp8ZR7P4O6e/GPByzp/LGaOios4o/4WjbLw+6yacqn/N6bd7770XvkghvkgA47KnGTNmYPjw4da7/+STT+z/TMBiMMCkKRZ5oe7du9soAXtKAwcOxDnnnIN58+ahT58+GD16tA3BVqtWTSsHxOcxIZDz/2zkuVESA1suS2QiIRtu9uR54jJCJiEWL178jO+TSYsMvrnKgPfrbzQyIBLA+MX3yCOP4J133rHfOdTP5YCcU2VdACY88Xdn/TSnCX7++WebQrj++uvt707jz+VT/jofKoFhzJgxqFevnm2TzPc1CxE5IwAMVHkeCxQxL+CGG26wfRHYG2cgfM8997iz/+Pj4zFo0CBcfvnleOmll/DZZ5+56xk8//zz+Prrr/Hss89aL55/ywxv6+WXX7b75Onzzz+3UbM5c+agQ4cOlnPDKYMXXnghy8czdOhQO15e9sILL7RRCho3bpytTmAlRpbz5uPObwoGRPwcG3KnMc9siJIBAHMC2Mtn74g9fk4JEJMDOVzKOgLEKQV+KXJrWn7p8nIsLSzibSxAxPcrg1Xujsj9DFgd0BN/5/ucjTlHuZgQyNUG3BOBeQLMh6EHHngA5557rhXNYl0Nl8uVbsUMCw7xsq+99pqNojGnIKNZs2ZZPs2rr75qJwYf/ByWK1fORtxYuIhVFTnFxtUKGX3zzTc22sYpOl6Wwfedd95pf+N9f/TRR3bcvH/mN+Q3TROI+Cknu9+ZE2UjnllyH7+wevToYV9s/GJiDkDPnj3xwQcf4LbbbsNDDz2E6dOnW+4ApxV+//33TO9HxJvYoLK3zCCA2Pu/44470l3m5ptvds/9c2qLSX18zxOnAzh64PyNjTDzZzhKkJrhPc5CQhxV44k7LDIQOfvss9PdF8skM4D46quv7JgYbHBkgPfDzxUbct4mR+H4f96mJx4Dk3pZxZA4beHgqh6OZPBzesEFF9gIQX5TMCDip5wvLw6FcmiTu8Gxd8Ih0YxFgZgD0LVrVxva5E966623cN9991lQ4HwhZbb0UIGA+AvPokJ8/7/33nvWmGbEvzFIYOM9bdq0k1YSeObF8P3v2VA7GBxwmsDZoOv777/H448/jrffftumL7iSgcE5g+zMljnyGDgqMWDAgJP+xhofrITIY2PQw1GDhx9+GPlJn3IRP5sKcDBzeciQIdbjZ6+DCYEcGmXNAPL8cuOcJHsuzz33nP3OLzEnaYpTA+z9ePKsQSDiC/ge55A5h9aJPXKnAmFmrrjiCgt42fMn/mQD6/yNQ/ssRMQG+9ChQ7bXRk5wtIBJgzwuNtjO9bmpEQse8XZ5rL/99luWx/fhhx9a0iExMHGWQvKz3aBBA/tMM5DPbJohr2lkQMQPOL1zfgHt2LHDhg05H8rEIiZT8QvDqR7I1QP8O+cuPUcHuEzQCRScyztUWlh8HVcCfPrpp9aIMpGVe2VwJCCrlQBM6uM0QJs2bdzvbZ7HRpZBAgNpVg1kBUGXy2WjasypyS4m3nKawBk54HHxs8j745LdL774AjVr1sT555+f6fXZ22eOA2sTONN8zIngJkyPPfaYBRKshsiVCcOGDUN+U9EhER+TWcPMhCmOADg9Bvb07777bisMxC8UZkyz8eeyQH5hMlP6dElHygUQf8OG29k6mHPuHGZnzYAzwWH+GTNm2O3mdtksV9/wM8sKhCxk5I/0TSDiI9g4Z9VD/+mnn6znwexkLvd7//33LQGKxYGY6cxCQcT5UQ6H/vHHH7beOav7IQUC4m+YA8DeN5fbMTjmqoEzxVUzFStWtHya3PSNObzPEQgmN/prIEAaGRDxkd0CHezpMBmJFf+4BpnrqLkCgEOOnDvk9AAzjVkkiJhxzARADv1zyJSrAbi1K08icnr79+/HxIkTbfUBl9JmN1BmIMDrcJUC6wT4c0EuBQMiXsDeOQMAzyCAiUcPPvige/911gbgXCQLBnEK4JprrrEgwFnitGHDBtSoUcOqCs6ePdsKmDCLWURybvfu3ZgyZYol9DEXgXkJWeXR8PPLzyuDASbfcoWOs22yv9I4oUgBcmJv9jz4RcMhfS4LZELT3r17bQqAQ/zMCeA8JpcLMrOfowTMnGaGMr+EmAg1ePBgq1h26623WvUzz0BAMb5IzpQrV86m4jhtwM8agwJOHXBZIH/niZ9XrjzgLoX8LLKAF5MQ/T0QII0MiOSzzObo+cVy//3325A//8+KaNxEaMSIEdaQs6AJq5E5mcasoc5lSEwkZBETFiXhtIBnIRQlBIqcOZfLZYE5c3H4uWPw7XyGGQBwKo5TdvyMetY18HdaWiiSzzwb6G+//dZq/HP5EL9s2LBzS2GuS+YcP3shX375pbsIEHshLG3KREHWUOfUQJUqVdyVBj0TDhUIiJy5kJAQW8bIEz9fHA3g55LnM3gP1P05NDIgks9Y5//FF1+09cLs+XNokfXVWYyEQ/1M+OOuak4yID+SXIPM6QImNbFCGUcJihQp4r5N5hLwy0kBgIjkBY0MiOQjFhJhtT/O+7NBZ7IR10YzF4BFU5h9zKQlFjxh487cARYOGjt2rOUP8P+cy8xIFQJFJC9pZEAkH3HukQlJrAPATYCI25tyxzQGCVwrzUJBLKCS1fxjZisPRETyksYYRfIQlxp5xtcc2m/Xrl26nQC5HtkplsLdzVhHwLMuunN9pwiRs/JARCS/KBgQyQPcM2DChAl49913LSBwMNmIOQKsGEhs3Dk1sG/fPvduacuWLbPMZIdnQqCCABEpCAoGRHKJSXzcrIQbknAjEVYOZH0Az5EBNvzcQ4DZyJdffrmtBGAiIYuUOJsGcfQgsy1SRUQKihIIRXKxKQn3COCJG6ewgb/66qstNyCzxD4uR2LDz2WBtWvXttUFXCnArYMdSggUEW9SMCCSDeztsybAggULbDSAjXejRo3QqlWrbG17yuRAbhzUt29fbNy40bY45WYrIiK+QKsJRE6B1QE5p88ggLXLOcfPAKBp06Y5LkG6dOlSG1Vo3759vh2viEhuKBgQyWIXMwYAixcvtu1JWfaXQQDLkCqpT0QCjYIBkX9xKd/atWstCGBdACb2MSGwZcuWVo9cRCRQKRiQoMfa43///TcWLlxoe5NXqFABrVu3RoMGDdx7AIiIBDJ900nQYlY/RwGWL19uvzOhj1MBFStW9PahiYgUKI0MSNDtFcDGn0HAjh07rEQwAwDuIsj1/yIiwUjBgOSN5OPA0fVpp+M7gJREICQUCI8GomsAMbWAIhVYXs8rh8etgBkALFq0yJb4MRGQQQDX/WvnPxEJdpomkNxLTQEOLAS2jQX2zACSjwIpJ4CT2vsQILxoWjBQ6QqgwoVAkbQte/MT41wmAjII+Oeff6w0MEcAmBBYqlSpfL9/ERF/oZEByZ29c4A17wJxq4DUE0B4bNooQFiRk3v/qclAyjEg8XDaZSNLABUvBWoPBAqVzPNDY8+fSwKZEHjgwAHbApijACwSFBkZmef3JyLi7xQMSM4kxQH//B+w5Qcg5ThQuHxarz+7XKnAif1A0kEgpjZQ7wGg7Hl5Mn3Anf/mz59vRYK4TLB+/foWBFSuXFm1AURETkHBgGRf/A7g7weAg4uAyJJpp9w2shwtiN8ChBUCavYHat+Rq9tyNgviVADLBcfExKBFixZ2YglgERE5PQUDkj3HdwIL7gIOLweiqgFheTTcnrAnbQqh1h3A2YPSBQR8a2bVo4+Li7NpANYHOHbsGKpVq2ajAHXq1NGmPyIiOaRgQLK3UmD+AGD/fKBodSA0Im9v/8Q+IPkY0OhJoEovO2vevHmYPXs2br/9dtv1j/hW3bRpk40CrF692rYHbty4sQUBZcuWzdtjEhEJIlpNIKe34X/A/gVAVJW8DwSoUGkgJQFY8z5QshVWb0vApEmT7E9cCsjGfsmSJTYSsHfvXpQuXRoXXnghmjRpYisERETkzGhkQE7t4BJgXv+0/xcul3/3w8TCo+twLLoN3p5dE8kpaWez9+8UC6pbt64FBpwSUEKgiEje0ciAnNq6T4Ckw0B07fy9n5BQJEWURfyW31ApMhybjle1s5OSkmxVQPfu3VGsWLH8PQYRkSCl0muStbi1wP55QKEy+V45kKsCNm/fD6QmoXbRVe7zOQLAugEKBERE8o+CAcnajglpdQUi8n/73iNHj1hAcDwlClWLbEFs+EE7n7NYGzdutBUDIiKSP/x+moANyLZt2+y0e/duHD161BoQrjFnhjl3oKtSpYq2os2NPX9kXlEwHxSPLY6YmGJISU5CaPxG9GlcBweiOtmoAEcHihQpku/HICISrPy2hXR6jFxmtn//fqs4x/XlTqPPrPOdO3daNbrixYtbEZqzzz5biWfZdeIAcHx7ptUFjx5PRszFk+CadmmObvLmVxajaa1iuLdnjUz/HhYairDIQsCJcJQvEofy9euf9ja5z8DQoUNx3nnn5ehYRETEz4MBZpbPmjXL1pozCOAogJN1ntllDx8+jN9//x1btmxBp06dVJ8+i+fpl19+sUx9JuyFcfdBrv0vnP8bCp2EyxcPLyv4+xURCVLh/jgtMG3aNKxZs8b2nz/d8DFHCjgycOLECbtOYmIiLrjggiyDh0DHkZEXX3wRo0ePttGTp556Cv369bMtfseNG2cBAQODUsXC8X+3AB1bp2X1fzR2M4Z+vx7RRcJx1bnl093mgtWH8MjHqxB3LBkpqS48dn0t9DqvwimPg6MLg99dgfmrD9nvvc47C0/fdLb9/80xhzByxlgkFWlqr9O7776Ldu3a2d/mzJmDO++8046Rywz5U0REgiwYWLp0qW1Hy9GAnBSc4WW5bz2nFv766y+0bdsWwYrPBTf04cgKG9Qbb7zRgoTvvvsOPXr0QK1ateDaOws9X5qK6a8Xw/5jEXhq+Gr89fG5qFQmCo99stp9W4eOJmHAG0sx8ZXWOKtUYew7nIjmA2aifYMSqFgm60Dt+RFrcSIpBUs/64jjJ1LQYfAc1K0cjWvOr4Abzy+N+3tVBbrOxNx583DzzTfbsTKQu+aaazB8+HB07doVkydPxueff15Az5qISODyq2CA29GyFj17i7mpPMfrFS5c2AIKDoeXL5++h5uRU4/Jn/IM2GCybv+RI0fsJxMq4+Pj7cRkPGJvmr1truHn/x977DHL1ufjZCBAtauWRdnYUCxedwQrtiTgnHpFUDwq7fkYeHlVvPzNOvv/nOUHsGFnPC56ZH6641iz9dgpg4Epf+3DG3fWQ2hoCIoWCUffCyrht7/2WjCwaP0xvPjSBuxPbWQjOxzR4bGvXbvWfmcgQBzhqVEj8/wDEREJwGCADRVL1LJRK1WqVK5vh1MLDComTJiA559/3mrdZxYELF++3Hqe9erVw8UXX4yCwPwHPj6nMefJszFPSEiwE6c82JA7jTmnTnjd7BaT5O3z8mxYmXTJnf74vHg6kVrYfhaKDEeJ4iVQ7NAxRP+7R4BnbMS7bFAtBnPeP+eMHrtzm4lJqbjqhXWY9k4ntBrwux1rbGysPebMr+c/gZqIiK/ym2CA1q9fbyMCZ9IAOMvUtm/fnmnjuWPHDkycONH+TlypkF1OsqJnQ+405uzZOg05e+888fI8sWHmKTs41cETG3KeOF3ChEg+Lxz14GNjw87zeWJDz4I9PPHyzzzzDB566CHLo6BXX33VpgkqVKiAt99+257jmjVrYuOBQth3JATdW5XHpgMReOOHedh1IAHlSxbGh2M3u4+nfcMS2LgzHlP+2ouuLcrYeYvXHUb9qjGIjMi6jEXXFqXx2cSt6NSkFOITUvDl5O145NqaSEhMQWJyKqrUbmGXe++999zXYTliPl/MGencuTOmTJlixysiIkEUDLAx5SY1GzZswBdffGG/c+ifjRm3rmUP+bXXXrMGmI1t1apVcdttt1kjST/++KPthMcGkw2LZwPMHihHAlasWJHuPnft2oVRo0a5G3OnIc9Nr5yBCBtyZwkkG3An94HHyBMbcp64U59nQ87zeN38woBi4MCB+OabbzB37lwLFn58tgWiIxPQsHopPHPT2Th38JyTEghLxERiwsut8eCHK/HA/61EUooLVcoWwegXWp7y/p7sW9sSCBvdMtOdQNi7cwUbanjhhjJofcPnKF3+d/Tp0yfdMTKvgQmEfN6Z78DNikREJEg2KmJDyl4s5/nvv/9+a+TZEDCx7J133sFbb71ljSoDATaifFj/+9//UKZMGUuK4+53bOieffZZCwZ4eY4CjB071pYdsvee0165k7vARoq36fTKnZ45G3GnQfeH5Yx8Dvi43Me67Dlg0zdAdK0CKTxkWPEw+QjQbgRQvGHB3KeISJDzq5EBYiEhBgZOj5A9fM4pc+6fRYW4NI4NvzP/Xrt22gY7zAHgCgJnbrxDhw7Wy6xcubKdz+Fm3jZ7/Z7Y2D/88MP52iv3FRnzBlDxEmDrT2n1BiKiC+YgTuwDSrUGYhsUzP2JiIj/BQOZDWQ4OQRcg85h/ieffNIaNiYcZhz2z3g9lizm6dxzz7XbZlDAYXJnLppTAcEQCGSqRPO03vmBvwsmGEhhkqALqHxVwY1EiIiIf21UxCFsNtxstFlmmFhzgAVzuFSQy+OczHjO8c+cmTYfTQ0bNsS8efPsfDbwDBwyJiI6S+tuuOEG3H333WjTpo3lIvjJTEre4/NT/aa0ioCJacWB8g2f4+Nb00YEynfJ3/sSERH/zRl4//33bT57z5496RII2XhzuoDTAswF4NJBBgXVq1fHvn378MADD6RLIOTQP4MDTh1s3vxfZrxkgm+PJU8AW38EitYAQvNuMCk5JQX79u1F8eIlUNgVx6EBoPWHQMm0lQQiIlIw/CYYoD/++ANLlixByZIlc728kA+XwQJ7/N26dcvzYwxICXuBP28Cjm1MCwhC8mZAicme23fsQGTICcQWSsD+Elcjts3TNvojIiIFx6+mCdj7Z6/+TPa25zQBRxO4GY9kU+EyQNNXgMLl0wICV/ZqIpxO0eiiKByWhJjwo1h1pCa+W1QKw4YNs9oC3I1SREQKhl8FA1wm2LRpU3fhnpxirgCDAQYCFStWzJdjDFglGgPN3wCKVASOrgOST78U85RcLoQc34WSRZOxJr4upu/vjBRXmP2JIzccARIRkYLhV8EANWvWzOrRs8JfViVqM8PggYmGXErYunXrfD3GgFWyOdDmI6BsJyBhFxC/HUhNyfntcKkit0gOjUBi9UH4fV9nJLv+20WS00CexYZERCR/+V0w4GxUw5oCTBhkA89qdFnh35wNexhEcHOb3GxyJP+KrgG0+gBoMCRtueGxDcCxTUDy0VNPH6Qmp9UQOLIOSPy3lkDbz1Ci1UMoHFXMLuLkgbDK5Ek1D0REJN/4VQKhJx42d7NbuHCh7QfA35kLwGDBCQI4GsAGhisLOKLQoEGD4K0ZkB9O7Ad2/ppWmIg9/ZSEtNUHIWFpJ9YMcCX/e+FQICIGKHceULEHUKoNEJo2LcC9IJgjwBEB1nsYN26c5YdcddVVVrpZRETyl98GAw7uEbBx40Zs27YNu3fvtpwAPiTW+S9XrpzlBnBEQKMB+Yi9/rg1abkER9anjRSkHAdCwoHI4kBMbSCmFhBTByhS7qSrc/nnjBkz0L17dyvjzBLTP/zwgwICEZEC4vfBgCc+FGfTIDYg2t7WfykgEBEpOAEVDEhgUUAgIlIwNIEuPotBQK9evSwo+Omnn06ZKCoiIrmnYED8KiDgNJCIiOQtBQPiFwFB7969UaxYMa0GERHJB8oZEBERCXLqZomIiAQ5BQPi91iW2ilNrYEuEZGcUzAgfotlpr/88kt06tQJ1113HUaPHq3aEiIiuZBWu1fED33yySeYPHky+vfvj6pVq+LRRx+1PSu4KyVHCBQYiIhkj4IB8Uvck2Lo0KE2MsCNq4jlqO+44w689NJL6NChg7cPUUTEb2iaQPzSnj17cMkll1gg4OQJjB8/Hn/99Ve6EQHlEIiInJ6CAfEr3LKaOxyy9gB3O5w1axYSEhLw4osv4pdffsGkSZNwzjnn2MZHM2fO1FSBiEg2KBgQv8JtqZ988kls377dGv+xY8eiY8eOeP311zFmzBjbApkBQs+ePfHBBx9g+fLl3j5kERGfp2BA/ErZsmXx2muv4a677sL06dPxzz//YO/evZgwYYKtKpg6dSr69u2L8847D23atLH///bbb94+bBERn6YKhOKXVq1aZXsVHD161JIGuZqAjT6DhIEDB+K2225DdHQ0Vq5ciX379tnogYiIZE7BgARMQmHLli0tELjvvvtQuHBhO5/TCFxlsGPHDptCOP/887XsUEQkAwUDEjA2bdqEihUrIiIiwn7nEsOPP/4YjRo1sgDhoYcewnPPPWerEERE5D/KGZCAUa1aNXcgsHHjRsyePRsvv/wy9u/fb7sdfv3113jjjTdsFEExsIjIf1R0SAJSoUKFEB8fj6uvvtqWGvbq1QvNmze3UQImISoYEBH5j0YGJCClpqYiJSUFixYtQpUqVfDDDz9gxYoVtp8BA4HLLrsMc+fO9fZhioj4BI0MSECqVKkSHn74YQwYMMCWInbv3h3jxo1DeHg41qxZY6sQmjZt6u3DFBHxCQoGJCCx93/ppZfa/5krULx4cbRu3dpWEfz666+2oRFHD4gjCGFhYV4+YhER79FqAglYzhJC1hlgMMBRgfXr11t1ws8++8xyCNauXYu33nrLahU0btzY24csIuIVyhmQgOXUEihdurQFAsSVBK1atbKVBixMdM0119j5O3fu9Oqxioh4k0YGJOCxUuGxY8dwxRVXWI2BZcuWoU6dOhgyZAgqV66MFi1auC/rWZDo+PHjKFKkiBePXESkYCgYkIDH/Qsuv/xy1KpVC1FRUVaAqEGDBoiJiXFfhvkDDAKcQIA7HnK/g3vvvRdnnXWWF49eRCT/KYFQAh6TBefNm2f/L1asWLoAgMWIyDMQmDNnDn7++WfLNTh8+LCCAREJeMoZkKDAIMAJBJxVBE4gQJ6BwMiRI5GQkIAHH3wQdevWxejRo63UsYhIoFIwIEHHMwjwnCVzAoHk5GTcc889NpXAUsY1a9bEX3/95aWjFRHJf8oZEAHwxx9/YNSoUThx4gQGDx6M2rVr46OPPsKYMWPw7bffomTJknY57XgoIoFIIwMS9JgX8N133+HQoUPuQODzzz+34kRMPGQgwIqFpEBARAKRRgZEAKxatcp6/Uw2/PLLL20vg6uuuspqEbB88ZNPPmlTB9z0SEQk0Gg1gQiAevXq2c9PP/0UX331FW688UbceuuttiyR+xtwkyMWL2JiYZcuXbx9uCIieUrBgIgHlijmagMGAixVzM2OuOUxCxft3r0b3bp1s2Chc+fO3j5UEZE8o2BA5F+cJmAwwBNHBAYNGmSjAd98843lCpQqVco2P+IKA8eBAwcs56B69epePXYRkTOhBEKRf3kmB7IUMTc34o6HPJ+BwowZM/Dnn3+iaNGidhkGBR07drTRAxERf6YEQpHT4EeESw9vv/129O3bF48++qiNCHCUoESJEla2WETEn2lkQOQ0uE/Bddddly4Q4EqDqlWrKhAQkYCgkQGR02BlwqlTp9ryQtYiYGAwadIkfPDBB0hKSrIEQ+5+qGWHIuKvFAyInIJnxUEGAu3atUOlSpVseqBhw4a28oDli7l3wZtvvmmBgYiIv9FqApFsJhWuW7fORgAmT55s2yA3adLEKhRSYmIiIiMjvXikIiK5p5wBkWyOELRs2dICAdq+fbsVIKKUlBSEh4en2/RIRMSfKBgQycEIAacE2PjHxsZaAEBhYWHuv/NvIiL+RsGASA4wAGDjf8MNN6Rr+BkMcGUBNzxiwCAi4k+UQCiSQ1ltY7x+/Xrb7pjVCHv37u0eORAR8XUaGRDJoay2Ma5Zsyb69OmDjRs34vvvv9cIgYj4DQUDInlIAYGI+CNNE4jkgzOeMuDHMvUEkJoMhEYAoZEcksivwxWRIKdgQMQXAoLUFODAQuDQUuDwKuDwciD5aFpQwCAgsiRQvDFQrA5QsjkQ21DBgYjkGQUDIvlow4YNGDlyZNYBQeJhYMcvwNafgCNrgNREfiyBsKj/RgNslCABSDnOIYO0v5VoClS6EjirGxBW2FsPT0QChIIBEW8EBPzY7f0DWDUUOLIWCAkHCpUBwtO2R84Sr5d8BDixL+13jhLUfwQo3rBAHouIBCYFAyIFGBBUq1YN11zdA+Hr3gW2jgJSTgBRldPyAnIqJQGI3wpExgI1+wM1+gGhYflx+CIS4BQMiBRgQPDjt5/j8qpzcXaxzQiJLA0UKnlmN8qPb8JuIOUYUO36tFGCUNU3EJGc0dJCkQJSo2oF3N5mC0on/Y1dceFIjSxx5jfKnIIi5dMSDDd9Dax6Iy1AEBHJAQUDIgVl/f8Qe3weipSqjaPHU7Bjxw6k5lXDzcCCJwYE28fnzW2KSNBQMCBSEA4uBTZ8AYTHICqmNCpUqIjjx+Nx6ODBvLsPjg7QmneB4zvz7nZFJOApGBDJbywctPJVIOkwUKisnVU0KgpVq1ZDsdjYvL2vqEpA/Ja0gEBEJJsUDIjkt31z04oJFamYrlBQZEQEwsPyOPs/JAxgYuKuqcDRTXl72yISsBQMiOS37WMBVxIQHlUw9xdZPG0UYucvBXN/IuL3FAyI5Kfju4E9M4GIM1xCmBMhoWlVCreOTpuiEBE5DQUDIvmJJYaTjgAReZwbcDq8P1YpZFEiEZHTUDAgcgZOu0XxkXXMICz4QkCckkiJt/vXNsoicjoKBkQyMWbMGNSrVw9NmjTBI488gtKlS2PTprSEPJYU5nmtW7fGTTfdhKSkJAwZMsR+b9q0qe0/cPDgQasjUK713YhPSHHf7nXP/41hY05O7Bs3Zzca3zoDTW+biYb9ZmDMrF12/rrtx9D1gbnuv43+93wK6Tweh44muX8vffmv2LQrPu0Yr52ORz7fg9YXDrBjTExMxEMPPYSGDRvaY7rwwgvd1xs6dKgde/Pmze38zZs3px3TuHFo3LixPSZej8+JiAQm1S0VyWDPnj245ZZbMHv2bNStWxfDhw/H/v37012Gv8+bNw8hISF46aWXULRoUcyfP9/+9vzzz+OJJ57ABx98gK6tKuGr6UcwoCew+8AJTPl7Hz5+sPFJ9/nEZ6vx0f2N0a5BCaSmuhAXn9abv/6FRbjlosq4vUdVrN12FG0HzUazWsVQtfzpkxH3x6Vg3reDEVLvPjz77LP4559/8Ndff6FQoULYu3evXeabb77BmjVr8OeffyIsLAxffvkl7rzzTkyYMMEew0cffYR27dohNTUVcXFxefQMi4ivUTAgksHcuXOtR8xAgNizvuOOO9Jd5uabb7ZAgEaPHo3Dhw9j1KhR9jt74Rw9oHv6NEL/Z8dbMPDJhC249vwKiC5y8seuS/PSuOf95ejZ8Sxc0KoMmtaKxZH4ZPy99jBmv9/eLlO7UjQ6NCyJP5YdyFYwcHOXWIRwy2MA48ePx6uvvmqBAJUpU8Z97AsWLECLFi3s95SU/0YxunTpgnvuuQc9e/bEBRdcYCMEIhKYFAyI5EJ0dLT7/9zr67333rMGM6PWjasjqlAopi3ah4/Hb8aUoW0zvb03BzXAio1HMG3xPtz08mJc37UiBl6eFlB48ihTgLDQEKSk/FfOOCExNf0xFuGqgrTGPys89kcffRQDBgw4+ZjefBMrVqzAtGnTLCC6/vrr8fDDD5/y9kTEPylnQCSDtm3bYunSpTZ8Tl999ZX19rNyxRVX4K233kJ8fNp8PX+yETVFq+CeHiXQ9+XFqFclBmdX/i+I8LR6y1E0qB6Du66sbkHA3FWHEBMVjua1YzH8l63u/IFZyw6gY+NS9nutilGYtyqtnPFPM3fimEdugmGcwEJHAHr06IF33nkHJ06csN+daQIe+4cffogDBw7Y78x/WLRoUdoxrV6NBg0a4K677sLAgQNtxEREApNGBkQyKFu2LD799FNrKDms3q1bNxsJKF68eKaXZzIhG9k2bdq4pw54HhtSxNRCz3NiMHDYHtx15ck9fcdjn67Gmi1HERkRiqhCYRh2XyM7/+snmuGON5fh/Z832W1/+lATVClXxP721qAGGPzecjzxvzW4pG05lCoW4XGLLiA00u7fOZ7HH3/ckgQjIiJQoUIFTJw40Xr7zH/o3LmzXY4rD5gv0axZMzz22GMWEEVGRiIqKgrDhg3Ls+dYRHxLiIvjhCKSzpEjRxATE+OeV+dQ+qpVq3J+Q3FrsXD4Zbju9S1YPeJ8hIZ6jPPnp4Q9QGgEcP7kgqt8KCJ+SyMDIplgDsB3331nCXXFihXD119/navbue2+VzB5/FZ8OqhMwQUCxHLEVXopEBCRbNHIgEh+2/oTsORxIKpqWm89vyUfBRIPAm0+AUq1yv/7ExG/pwRCkfxWvmtaIt/xnfl/X4ztE3YBsfWBkmnLBUVETkfBgEh+iygGnD0orSwx9ynIT4n7gPBooO59aRsWiYhkg74tRApCpcuB8l2AhJ35t5NgSgKQdAioep2mB0QkRxQMiBQE9tLrPQTE1AaObQRcGWoCZJPr3xoBSRk3H0pJBOK3ACVbA7X6580xi0jQUDAgUlCiKgLN3wCiqwNH1wOpWRcyOpXDcXHYs2f3f2ckHwfiNwElmgPNhwIRmRc2EhHJilYTiBS0I+uBRQ8Dh5cDkSWByFLp6wyfxpatW3D8eAJii8WgXKwLIdyquMw5QJNXgMKl8/XQRSQwKRgQ8QYmEq79ENj8XdpSwEKlgYji2QoK9u3bg+OHd6BIWDxSI0oitvmDKHR2PyAsskAOXUQCj4IBEW/aNw/Y+CWwfx6QFAeEFgLCi6adWE4YIYArFUg9ASQfA1LiEX/sMA4cScWG+OpYdrQZThSqhj59+liJYRGR3FAwIOIL4tYCOyYC++enJRgmx/+bU8CPJ3cfjATCooFitbHmQGlMXOxCXFJabgD3LOCJeyk0apS2p4GISE6oHLGILyhWGyh2T9r/OQLAvAKWFHYlAyERQKFSaYmHYYWxY9o0HE2ZlVa34F+pqam2y6CCARHJDQUDIr6GUwQlGmf5Z+6XwAE9jgbwJ3chvPLKK1GnTp0CPUwRCRxaWijiZ8LDwy0IqFy5sm2ilJiYiCpVqri3TxYRySnlDIj4mYSEBMTFxaFs2bLYuHEjRowYgfr166NXr17ePjQR8VOaJhDxM4ULF7YTVa9eHbGxsVi1apWNEERGanmhiOScpglE/NwFF1xg0waTJk3y9qGIiJ9SMCDi5zhFEB0djSVLliA5454FIiLZoGBAJAB07tzZlhf+/vvv3j4UEfFDCgZEAkDz5s0tj2DBggUWFIiI5ISCAZEA0aFDB5smmDWLBYlERLJPwYBIgGjXrp0VIJozZ463D0VE/IyCAZEAERoaijZt2uDEiROYP3++tw9HRPyIggGRAEskDAsLw4wZM7x9KCLiRxQMiATY6ACTCePj47Fs2TJvH46I+AkFAyIBWISIQcGUKVO8fSgi4icUDIgE4EZGDRo0sP0L1q5d6+3DERE/oGBAJABdfPHFtouhShSLSHYoGBAJQCxAVLt2bRw4cABbt2719uGIiI9TMCASoC677DL7OWHCBG8fioj4OAUDIgGKmxdVq1YNu3fvxp49e7x9OCLiwxQMiASwHj162M9x48Z5+1BExIcpGBAJYCVKlECFChWwbds2HDp0yNuHIyI+SsGASJDkDmh0QESyomBAJMCVL18eZcqUwYYNG3Ds2DFvH46I+CAFAyJB4JJLLrGf48eP9/ahiIgPUjAgEgSqVq1q+QNr1qxBYmKitw9HRHyMggGRING9e3e4XC5MnDjR24ciIj5GwYBIkKhTpw5iYmJsN8Pk5GRvH46I+BAFAyJBpEuXLkhNTcVvv/3m7UMRER+iYEAkiDRp0gRFihTB33//bUGBiAgpGBAJMh07drRpghkzZnj7UETERygYEAkyrVu3RmRkJObOnavRARExCgZEgkxoaCjatm1rSwznz5/v7cMRER+gYEAkCHXq1Anh4eGYOXOmtw9FRHyAggGRIB0daNGiBY4fP44lS5Z4+3BExMsUDIgEqa5du1pQMHXqVPud+QPa2VAkOIV7+wBExDs4TdCoUSMbGWBVwn/++QdxcXG4//77ER0d7e3DE5ECpGBAJEgxgZC7GdKCBQvc56ekpHjxqETEGxQMiAShI0eOYNiwYZYzkBGnDkQkuOhTLxKEChcujJIlS2b6t7CwsAI/HhHxLgUDIkEoIiIC/fr1swJEGWlkQCT46FMvEqQ4AnDRRRfhqquuShcAKBgQCT761IsEOa4ouP32293TA0wsFJHgomBARFC2bFkLCDgqwB0NRSS4aDWBiBguM+S0QaFChawA0f79+3HgwAEcPXrUfneSDkuXLm2XEZHAEeJyuVzePggR8Q3c2njNmjVYuXKlBQJJSUkICQmxv/GrglMJUVFROPvss9GgQQMUK1bM24csInlAwYCImL1792LWrFnYsWOHBQBFixa1VQeewQALErE2AfMKYmJibDVC3bp13ZcREf+kYEBELACYPHmyTQmwt88g4FT4tcHSxfzJDY9atWqlgEDEjymBUCTIcXOiKVOm4NixY5YTcLpAgNjwx8bGIjIyEn/99ZdNK4iI/1IwIBLEmBg4e/Zs6+WXKFEix7175g9wBcL8+fO146GIH1MwIBLEtm7dii1bttj8f26H+Xldjipw90MR8U8KBkSCzPTp0zFp0iT7P1cOMCmQw/25xSCCyw7Xr1+P+Pj4U95v06ZNc3TbmzZtwocffpjrYxOR7FEwIBKkwQCXEW7bts0a8jNVpEgRW2Wwa9euTP/O+8oNBQMiBUNFh0R8HBvZm2++GcuWLbPkvnLlylnmPxv1u+66C82bN7eqgSwE9Nlnn7l736+//jo+//xzm9Nv3Lgx/u///g8bN260xpWjAUwarF69Onr16pXu/vh31hPYs2ePnerXr48uXbpg5MiR2LdvH1q2bIkbb7zRLjthwgT8+eefdntcWcDAokaNGva3atWq4ZprrsG0adNQu3Zt9O/f330fzFHo2bMnOnTogKeeegq//vornn/+eXusvO9XX30VnTt3xh133IHNmzfbY6pSpQrGjh1boM+9SLBQMCDi49iLZ3Kek7HPYkCOFStW4J133sGIESPw/fffo0+fPli1apVd53//+5811MWLF8eAAQMwZMgQDBs2zBpY3t7999+PcePGZbplMXMJnnjiCQskHnroIcsJePTRR62Hf++991pDXalSJZx77rm45JJL7DoLFy7Ec889h1tvvdV9O6xiOG/ePJtKYPDi3PYVV1yBe+65B3379sWGDRvwzDPPWEDAZY3r1q2z23VGBXh/ixcvLoBnWiR4KRgQ8XFNmjSxBv7OO+9Ep06dcPHFF7v/xt43e+3Uu3dva/TZ2LLXz145AwEaOHDgSSMAp8Lev5NHULlyZRtZCA8PtxODgJ07d9pPNtijR4+2+gQcGdi+fbv17jltQBzR8ExM3L17Nzp27IhPP/3UfdwMXBgA8HwHgxAmNopIwVDOgIiP47A7RwUuvPBCWwbYsGFDHDx4MNPLsuHNbFVAZuexwiAb98zm8z1rDbBh9vydt8UlibzeW2+9heuvvx6vvfaa9fTpxIkT7stGR0enu10GJzz+8ePHW/BA/NmtWzfr/TsnBhWcWhCRgqFgQMTHMcmPDXCPHj0wdOhQazzZ+yf2zDknTz/++KPlE7DH3rVrV5s24Nw8ffTRR7jgggvs/xyKP3z4sDXMzDPI7ZbFvB4DAm5cxJyBmTNnnvY6vL+ffvrJKh4yh4BBRffu3W0kY+nSpe7LsW6B57GKSP5SMCDi45g4eM4559h0QbNmzSx5j8P2xM2CmCTYqFEjvPzyy5bkx8CBuw/269cP7dq1s78xKODf6corr7TeN8sIz5gxw3ryualKzoJDnJp48skn8fjjj9vv2cFRhm+++cYCCI4qcKqDv3MLZT7GevXq4e2337bL8nHyMXI0gcGQiOQP7U0g4qeYkHemyXXsoTOJkPkBuV1iyN49kxqZZ8DgQ0T8j0YGRILYWWedZXPzTABko55T7EtwGJ+ljJ3RChHxPxoZEAlyrBrI9fusIcBGnQmD2cGvjiNHjti0BHMUnPoCIuJ/NDIgEuQ4188kPiYCcrg/ISHhtNfhfD9XNDBwYE0ABQIi/k0jAyJiWFhozpw5tscAVwmwVgBzCViUyFlOyBUErCPArw0GD0xs5OoFEfFvCgZExM1Ztrh69Wr7ycafowDEgIDBAZckskRxrVq1bKmgiPg/BQMikilOF3DawKkuyIa/ZMmSZ7TdsYj4JgUDIiIiQU4JhCIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiEiQUzAgIiIS5BQMiIiIBDkFAyIiIkFOwYCIiAiC2/8Dx62GU8l0liwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "portfolio_separate = eao.portfolio.Portfolio([ load,link_grey,link_green, spot_market, wind, PV,green_sales, storage])\n", "op_separate = portfolio_separate.setup_optim_problem(prices = prices, timegrid=timegrid)\n", "res_separate = op_separate.optimize()\n", "eao.network_graphs.create_graph(portf = portfolio_separate,title = 'Complete portfolio with separate assets')\n", "#eao.network_graphs.create_graph(portf = portfolio_separate,title = '', file_name = 'full_portfolio.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(2) With the structured downstream contract as a structured asset, hiding some internal mechanics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimize" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "portfolio_struct = eao.portfolio.Portfolio([downstream_contract, wind, PV, spot_market, green_sales, storage])\n", "op_struct = portfolio_struct.setup_optim_problem(prices = prices, timegrid=timegrid)\n", "res_struct = op_struct.optimize()\n", "eao.network_graphs.create_graph(portf = portfolio_struct,title = 'Complete portfolio with downstream contract')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpret the results" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "output = eao.io.extract_output(portfolio_struct, op_struct, res_struct , prices)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The overall portfolio value is the following (plus an indication that the optimization was successful). In case we want to evaluate how much the promise of 80% renewable energy costs, we can easily recalculate the portcolio, changing this parameter" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Values\n", "Parameter \n", "status successful\n", "value 57706.844337\n" ] } ], "source": [ "print(output['summary'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Detailed results\n", "Plotting and saving results to file for further inspection " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2021-01-01 06:00:00-9.3-0.00.50.00.0-0.08.8
2021-01-01 07:00:00-5.7-7.02.41.37.0-0.02.0
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2021-01-01 12:00:00-2.6-0.03.45.00.0-0.0-5.8
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2021-01-01 17:00:00-4.2-0.03.91.30.0-1.0-0.0
\n", "
" ], "text/plain": [ " downstream (green sources) downstream (grey sources) \\\n", "2021-01-01 06:00:00 -9.3 -0.0 \n", "2021-01-01 07:00:00 -5.7 -7.0 \n", "2021-01-01 08:00:00 -4.6 -6.2 \n", "2021-01-01 09:00:00 -4.9 -0.0 \n", "2021-01-01 10:00:00 -0.0 -0.3 \n", "2021-01-01 11:00:00 -0.8 -0.0 \n", "2021-01-01 12:00:00 -2.6 -0.0 \n", "2021-01-01 13:00:00 -5.2 -0.0 \n", "2021-01-01 14:00:00 -3.4 -0.0 \n", "2021-01-01 15:00:00 -1.8 -0.0 \n", "2021-01-01 16:00:00 -5.5 -0.0 \n", "2021-01-01 17:00:00 -4.2 -0.0 \n", "\n", " wind (green sources) PV (green sources) \\\n", "2021-01-01 06:00:00 0.5 0.0 \n", "2021-01-01 07:00:00 2.4 1.3 \n", "2021-01-01 08:00:00 2.1 2.5 \n", "2021-01-01 09:00:00 2.9 3.5 \n", "2021-01-01 10:00:00 2.4 4.3 \n", "2021-01-01 11:00:00 3.9 4.8 \n", "2021-01-01 12:00:00 3.4 5.0 \n", "2021-01-01 13:00:00 1.7 4.8 \n", "2021-01-01 14:00:00 4.2 4.3 \n", "2021-01-01 15:00:00 5.0 3.5 \n", "2021-01-01 16:00:00 0.2 2.5 \n", "2021-01-01 17:00:00 3.9 1.3 \n", "\n", " spot market (grey sources) green sales (green sources) \\\n", "2021-01-01 06:00:00 0.0 -0.0 \n", "2021-01-01 07:00:00 7.0 -0.0 \n", "2021-01-01 08:00:00 6.2 -0.0 \n", "2021-01-01 09:00:00 0.0 -0.0 \n", "2021-01-01 10:00:00 0.3 -0.0 \n", "2021-01-01 11:00:00 0.0 -0.0 \n", "2021-01-01 12:00:00 0.0 -0.0 \n", "2021-01-01 13:00:00 0.0 -0.0 \n", "2021-01-01 14:00:00 0.0 -0.0 \n", "2021-01-01 15:00:00 0.0 -0.0 \n", "2021-01-01 16:00:00 0.0 -0.0 \n", "2021-01-01 17:00:00 0.0 -1.0 \n", "\n", " battery (green sources) \n", "2021-01-01 06:00:00 8.8 \n", "2021-01-01 07:00:00 2.0 \n", "2021-01-01 08:00:00 -0.0 \n", "2021-01-01 09:00:00 -1.5 \n", "2021-01-01 10:00:00 -6.8 \n", "2021-01-01 11:00:00 -8.0 \n", "2021-01-01 12:00:00 -5.8 \n", "2021-01-01 13:00:00 -1.3 \n", "2021-01-01 14:00:00 -5.1 \n", "2021-01-01 15:00:00 -6.7 \n", "2021-01-01 16:00:00 2.8 \n", "2021-01-01 17:00:00 -0.0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eao.io.output_to_file(output, os.path.join(os.getcwd(), 'results.xlsx'))\n", "display(output['dispatch'][6:18].round(1))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# take out complexity of the chart\n", "output['dispatch']['downstream'] = output['dispatch']['downstream (green sources)'] + output['dispatch']['downstream (grey sources)']\n", "output['dispatch'].drop(['downstream (green sources)', 'downstream (grey sources)'], axis=1, inplace = True)\n", "ax = output['dispatch'].plot(kind='line')\n", "plt.axis('off')\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "my_env", "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": "3.12.9" }, "orig_nbformat": 2 }, "nbformat": 4, "nbformat_minor": 2 }