From 1def2fafbb24060058315f7e8504ee13df06fd5a Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Thu, 21 Dec 2023 11:23:16 +0100 Subject: [PATCH 01/13] new monte-carlo case study --- notebooks/monte_carlo.ipynb | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) create mode 100644 notebooks/monte_carlo.ipynb diff --git a/notebooks/monte_carlo.ipynb b/notebooks/monte_carlo.ipynb new file mode 100644 index 0000000..709d82c --- /dev/null +++ b/notebooks/monte_carlo.ipynb @@ -0,0 +1,18 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 70031b7429d7df5ba73e8232b6dc209bffbaa2b4 Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Sat, 20 Jan 2024 02:50:44 +0100 Subject: [PATCH 02/13] monte-carlo case study notebook draft --- notebooks/monte_carlo.ipynb | 18 - notebooks/monte_carlo_case_study.ipynb | 867 +++++++++++++++++++++++++ 2 files changed, 867 insertions(+), 18 deletions(-) delete mode 100644 notebooks/monte_carlo.ipynb create mode 100644 notebooks/monte_carlo_case_study.ipynb diff --git a/notebooks/monte_carlo.ipynb b/notebooks/monte_carlo.ipynb deleted file mode 100644 index 709d82c..0000000 --- a/notebooks/monte_carlo.ipynb +++ /dev/null @@ -1,18 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/monte_carlo_case_study.ipynb b/notebooks/monte_carlo_case_study.ipynb new file mode 100644 index 0000000..a8893de --- /dev/null +++ b/notebooks/monte_carlo_case_study.ipynb @@ -0,0 +1,867 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Monte-Carlo Case Study using Nigeria's Power Data\n", + "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo applied to Nigeria's power data.\n", + "\n", + "## Introduction\n", + "\n", + "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance.\n", + "\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to Nigeria's power data, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", + "\n", + "## Notebook Structure\n", + "\n", + "This notebook is structured as follows:\n", + "\n", + "1. Getting Started: Enable Monte-Carlo in pypsa-earth and setting the configurations.\n", + "2. Data Preparation: Importing necessary libraries and loading results of the simulations.\n", + "3. Simulation Analysis: Analyzing the results of the Monte-Carlo simulations.\n", + "4. Conclusion: Summarizing the findings and insights from the analysis.\n", + "\n", + "By following this notebook, you will be able to understand the applied Monte-Carlo methodology, explore the power system simulations, and gain insights into Nigeria's power data.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting Started\n", + "\n", + "To get started with apply Monte-Carlo simulation to pypsa-earth energy modelling tool, in the `config.yaml` file, set `add_to_snakefile` to true in the monte_carlo section. This will enable the monte-carlo option.\n", + "\n", + "- Choose the number of samples for the monte-carlo simulations.\n", + "- Select the sampling strategy to use from `chaospy`, `pydoe2`, or `scipy`.\n", + "- Set seed for reproducibility.\n", + "\n", + "Under the `uncertainties` section, users can add flexibly features for the Monte-Carlo sampling using the description below\n", + " - {pypsa network object, e.g. \"loads_t.p_set\"}:\n", + " - type: {any distribution among: \"uniform\", \"normal\", \"lognormal\", \"triangle\", \"beta\" and \"gamma\"}\n", + " - args: {arguments passed as a list depending on the distribution, see arguments description in Chaospy reference guide (https://chaospy.readthedocs.io/en/master/reference/distribution/index.html)}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is an example of the monte-carlo options in the config file.\n", + "\n", + "```python\n", + "monte_carlo:\n", + " options:\n", + " add_to_snakefile: false # When set to true, enables Monte Carlo sampling\n", + " samples: 9 # number of optimizations. Note that number of samples when using scipy has to be the square of a prime number\n", + " sampling_strategy: \"chaospy\" # \"pydoe2\", \"chaospy\", \"scipy\", packages that are supported\n", + " seed: 42 # set seedling for reproducibilty\n", + " uncertainties:\n", + " loads_t.p_set:\n", + " type: uniform\n", + " args: [0, 1]\n", + " generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", + " type: lognormal\n", + " args: [1.5]\n", + " generators_t.p_min_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", + " type: beta\n", + " args: [0.5, 2]\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading Neccessary Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/gbotemi/miniconda3/envs/pypsa-earth-v2/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "import os\n", + "import pypsa\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from IPython.display import Image\n", + "import logging\n", + " \n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "logging.basicConfig()\n", + "logging.getLogger().setLevel(logging.WARNING)\n", + "\n", + "pd.set_option('display.max_columns', 500)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading simulation results" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All Networks loaded successfully\n" + ] + } + ], + "source": [ + "network_list = []\n", + "\n", + "for count in range(0,49):\n", + " path = f\"results/NG/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " network = pypsa.Network(path)\n", + " network_list.append(network)\n", + "\n", + "print(f\"All Networks loaded successfully\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "objective loaded completely\n" + ] + } + ], + "source": [ + "network_obejective_list = []\n", + "\n", + "for idx in network_list:\n", + " obj = idx.objective / 1e9\n", + " network_obejective_list.append(obj)\n", + "print(\"objective loaded completely\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "sns.barplot(network_obejective_list)\n", + "plt.title(\"Distribution of objective values in 49 simulations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "37" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# network index with the least objective value\n", + "network_obejective_list.index(min(network_obejective_list))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# network index with the max objective value\n", + "network_obejective_list.index(max(network_obejective_list))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The highest objective value is with index 3, while the lowest is with index 37" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "network_obejective_constant_list = []\n", + "\n", + "for idx in network_list:\n", + " obj = idx.objective_constant / 1e9\n", + " network_obejective_constant_list.append(obj)\n", + "logging.info(\"objective constant loaded completely\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "sns.barplot(network_obejective_constant_list)\n", + "plt.title(\"Distribution of objective constant values in 49 simulations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "load_list = []\n", + "for idx in network_list:\n", + " load = idx.loads_t.p_set.sum().sum()\n", + " load_list.append(load)\n", + "logging.info(\"load loaded completely\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "plt.plot(range(len(load_list)), sorted(load_list))\n", + "plt.title(\"Distribution of load across the simulations\")\n", + "plt.xlabel(\"Index\")\n", + "plt.ylabel(\"Load\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "six networks (three networks with the least objective values and three networks with the top objective values) are selected from the simulations for the rest of the analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wind_generators = pd.concat([network_list[37].generators[network_list[37].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_37\"}),\n", + " network_list[35].generators[network_list[35].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_35\"}),\n", + " network_list[21].generators[network_list[21].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_21\"}),\n", + " network_list[32].generators[network_list[32].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_32\"}),\n", + " network_list[43].generators[network_list[43].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_43\"}),\n", + " network_list[3].generators[network_list[3].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_3\"})],\n", + " axis=1)\n", + "wind_generators.sum().plot(kind=\"bar\", figsize=(15,5))\n", + "plt.title(\"Distribution of wind generators across the simulations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "solar_generators = pd.concat([network_list[37].generators[network_list[37].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_37\"}),\n", + " network_list[35].generators[network_list[35].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_35\"}),\n", + " network_list[21].generators[network_list[21].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_21\"}),\n", + " network_list[32].generators[network_list[32].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_32\"}),\n", + " network_list[43].generators[network_list[43].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_43\"}),\n", + " network_list[3].generators[network_list[3].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_3\"})],\n", + " axis=1)\n", + "solar_generators.sum().plot(kind=\"bar\", figsize=(15,5))\n", + "plt.title(\"Distribution of solar capacity across the simulations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ySf39739Xt27dOB8bNRZzgJqOGQCYA0BiDgBJeuCBB3T27Fk1a9ZMtWvXLnWB/5MnT7qoM1wOR5ahUgUEBGjRokXq16+fq1sBXIY5QE3HDADMASAxB4AkzZ8//7Lrhw0bVk2dwBkcWYZKZbfb1bRpU1e3AbgUc4CajhkAmANAYg4AiTDst4ojy1Cp5s+fr+TkZM2dO1c+Pj6ubgdwCeYANR0zADAHgMQcACWKi4u1atUq7dmzRzabTa1bt1Z8fLzc3Nxc3RrKQViGSnX27FkNHDhQX331lRo3blzqfOyvv/7aRZ0B1Yc5QE3HDADMASAxB4Ak7d+/X/369dPRo0fVsmVLGYah77//XuHh4VqzZo2aNWvm6hZRBk7DRKUaPny4duzYoQceeICLeKLGYg5Q0zEDAHMASMwBIEljx45Vs2bNlJaWpoCAAEnSiRMn9MADD2js2LFas2aNiztEWTiyDJXK19dXa9eu1R133OHqVgCXYQ5Q0zEDAHMASMwBIP08B2lpaYqMjHRYvnPnTnXu3FkFBQUu6gyXU8vVDeD6Eh4eLn9/f1e3AbgUc4CajhkAmANAYg4ASfLy8tLp06dLLS8oKJCnp6cLOkJFEJahUr3xxht66qmndPDgQVe3ArgMc4CajhkAmANAYg4ASYqLi9PIkSO1detWGYYhwzCUlpam0aNHKz4+3tXtoRycholKVa9ePZ09e1YXLlxQ7dq1S13E8+TJky7qDKg+zAFqOmYAYA4AiTkAJCkvL0/Dhg3TRx99ZM3AhQsXFB8fr6SkJNntdhd3iLJwgX9UqunTp7u6BcDlmAPUdMwAwBwAEnMASFLdunX14Ycfat++ffruu+9kGIZat26t5s2bu7o1XAZHlgEAAAAAAAAmjixDpSsuLtaqVau0Z88e2Ww2tW7dWvHx8XJzc3N1a0C1YQ5Q0zEDAHMASMwBUFxcrKSkJH322WfKycnRxYsXHdZv2LDBRZ3hcgjLUKn279+vfv366ejRo2rZsqUMw9D333+v8PBwrVmzRs2aNXN1i0CVYw5Q0zEDAHMASMwBIElPPvmkkpKS1L9/f0VERMhms7m6JVQAp2GiUvXr10+GYWjx4sUKCAiQJJ04cUIPPPCAatWqpTVr1ri4Q6DqMQeo6ZgBgDkAJOYAkKTAwEAtWLBA/fr1c3UrcAJhGSqVr6+v0tLSFBkZ6bB8586d6ty5swoKClzUGVB9mAPUdMwAwBwAEnMASFJYWJg+//xz3XTTTa5uBU6o5eoGcH3x8vLS6dOnSy0vKCiQp6enCzoCqh9zgJqOGQCYA0BiDgBJmjBhgt566y1xnNJvC2EZKlVcXJxGjhyprVu3yjAMGYahtLQ0jR49WvHx8a5uD6gWzAFqOmYAYA4AiTkAJGnz5s1avHixmjVrpgEDBmjgwIEOD1ybOA0TlSovL0/Dhg3TRx99JA8PD0nShQsXFB8fr6SkJNntdhd3CFQ95gA1HTMAMAeAxBwAkvTggw9edv28efOqqRM4g7AMVWLfvn367rvvZBiGWrdurebNm7u6JaDaMQeo6ZgBgDkAJOYAqIivvvpKHTt2lJeXl6tbgQjLAAAAAAAAXMrf318ZGRlq2rSpq1uBJHdXN4DrS3FxsZKSkvTZZ58pJydHFy9edFi/YcMGF3UGVB/mADUdMwAwB4DEHADO4DimawthGSrVk08+qaSkJPXv318RERGy2WyubgmodswBajpmAGAOAIk5APDbxWmYqFSBgYFasGCB+vXr5+pWAJdhDlDTMQMAcwBIzAHgDD8/P+3cuZPTMK8RtVzdAK4vnp6eXLATNR5zgJqOGQCYA0BiDgD8dhGWoVJNmDBBb731Fudbo0ZjDlDTMQMAcwBIzAHgDE5TvrZwGiYq1T333KONGzcqICBAt9xyizw8PBzWr1ixwkWdAdWHOUBNxwwAzAEgMQeAJBUWFsowDNWuXVuSdOjQIa1cuVKtW7dWr169rDpOw7y2cIF/VKq6devqnnvucXUbgEsxB6jpmAGAOQAk5gCQpLvuuksDBw7U6NGjlZeXp6ioKHl4eOjHH3/Um2++qUcffVSSdPr0aRd3il/iyDK4xFdffaWOHTvKy8vL1a0ALsMcoKZjBgDmAJCYA1zfAgMDtWnTJt1yyy36xz/+oRkzZuhf//qXPvjgAz3//PPas2ePq1tEGbhmGVyib9++Onr0qKvbAFyKOUBNxwwAzAEgMQe4vp09e1Z+fn6SpHXr1mngwIGqVauWOnXqpEOHDrm4O5SHsAwuwQGNAHMAMAMAcwBIzAGub82bN9eqVauUmZmptWvXWtcpy8nJkb+/v4u7Q3kIywAAAAAAAKrA888/r4kTJ6px48aKiopSdHS0pJ+PMmvfvr2Lu0N5uMA/AAAAAABAFbj33nt1xx13KCsrS23btrWWx8bGcgOMaxhhGQAAAAAAQBUJCQlRSEiIw7Lbb7/dRd2gIjgNEy5hs9lc3QLgcswBajpmAGAOAIk5AHDtISxDpSosLNTZs2et54cOHdL06dO1bt06hzou4onrGXOAmo4ZAJgDQGIOAPx22Qy+mVCJevXqpYEDB2r06NHKy8vTzTffLA8PD/34449688039eijj7q6RaDKMQeo6ZgBgDkAJOYAwG8XR5ahUn399df63e9+J0l6//33FRwcrEOHDmnBggV6++23XdwdUD2YA9R0zADAHAAScwDgt4uwDJXq7Nmz8vPzk/TzrXAHDhyoWrVqqVOnTjp06JCLuwOqB3OAmo4ZAJgDQGIOAPx2EZahUjVv3lyrVq1SZmam1q5dq169ekmScnJy5O/v7+LugOrBHKCmYwYA5gCQmAMAv12EZahUzz//vCZOnKjGjRsrKipK0dHRkn7+l6T27du7uDugejAHqOmYAYA5ACTmAMBvFxf4R6XLzs5WVlaW2rZtq1q1fs5jt23bJn9/f918880u7g6oHswBajpmAGAOAIk5APDbRFgGAAAAAAAAmDgNEwAAAAAAADARlgEAAAAAAAAmwjIAAAAAAADARFgGAAAAAAAAmAjLAAAAAAAAABNhGQAAAAAAAGAiLAMAAAAAAABM/x+uWkSwOtEflgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "opt_apparent_power = pd.concat([network_list[37].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_37\"}),\n", + " network_list[35].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_35\"}),\n", + " network_list[21].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_21\"}),\n", + " network_list[32].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_32\"}),\n", + " network_list[43].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_43\"}),\n", + " network_list[3].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_3\"})\n", + "], axis=1)\n", + "\n", + "opt_apparent_power.sum().plot(kind=\"bar\", figsize=(15,5))\n", + "plt.title(\"Distribution of apparent power across the simulations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "35,37,21,32,43,3" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'p_max_pu for onwind generators')" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_max_generator_onwind = pd.concat([network_list[37].generators_t.p_max_pu.sum()[network_list[37].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_37\"),\n", + " network_list[35].generators_t.p_max_pu.sum()[network_list[35].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_35\"),\n", + " network_list[21].generators_t.p_max_pu.sum()[network_list[21].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_21\"),\n", + " network_list[32].generators_t.p_max_pu.sum()[network_list[32].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_32\"),\n", + " network_list[43].generators_t.p_max_pu.sum()[network_list[43].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_43\"), \n", + " network_list[3].generators_t.p_max_pu.sum()[network_list[3].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_3\")], axis=1)\n", + "\n", + "p_max_generator_onwind.sum().plot(kind=\"bar\", figsize=(10,5))\n", + "plt.title(\"p_max_pu for onwind generators\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_max_generator_solar = pd.concat([network_list[37].generators_t.p_max_pu.sum()[network_list[37].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_37\"),\n", + " network_list[35].generators_t.p_max_pu.sum()[network_list[35].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_35\"),\n", + " network_list[21].generators_t.p_max_pu.sum()[network_list[21].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_21\"),\n", + " network_list[32].generators_t.p_max_pu.sum()[network_list[32].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_32\"),\n", + " network_list[43].generators_t.p_max_pu.sum()[network_list[43].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_43\"), \n", + " network_list[3].generators_t.p_max_pu.sum()[network_list[3].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_3\")], axis=1)\n", + "\n", + "p_max_generator_solar.sum().plot(kind=\"bar\", figsize=(10,5))\n", + "plt.title(\"p_max_pu for solar generators\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "35,37,21,32,43,3" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "supply_df = pd.concat([network_list[37].statistics.supply().rename(\"network_37\"), \n", + " network_list[35].statistics.supply().rename(\"network_35\"),\n", + " network_list[21].statistics.supply().rename(\"network_21\"),\n", + " network_list[32].statistics.supply().rename(\"network_32\"),\n", + " network_list[43].statistics.supply().rename(\"network_43\"),\n", + " network_list[3].statistics.supply().rename(\"network_3\")], axis=1)\n", + "\n", + "supply_df.plot(kind=\"bar\", figsize=(15,5))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 372, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels = network_list[3].statistics()[\"Capital Expenditure\"].loc[\"Generator\"].index.tolist()\n", + "\n", + "x_axis_labels = np.arange(len(labels))\n", + "\n", + "plt.bar(x_axis_labels - 0.2, network_list[35].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_35\")\n", + "plt.bar(x_axis_labels - 0.1, network_list[37].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_37\")\n", + "plt.bar(x_axis_labels, network_list[21].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_21\")\n", + "plt.bar(x_axis_labels + 0.1, network_list[32].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_32\")\n", + "plt.bar(x_axis_labels + 0.2, network_list[43].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_43\")\n", + "plt.bar(x_axis_labels + 0.3, network_list[3].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_3\")\n", + "plt.xticks(x_axis_labels, labels,rotation=90) \n", + "plt.title(\"Capital Expenditure for Generators\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Producing the post-processed coefficients from the solved networks" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "load_list = []\n", + "for idx in network_list:\n", + " load_list_idx = idx.loads_t.p_set.sum().sum()\n", + " load_list.append(load_list_idx)\n", + "\n", + " \n", + "sorted(load_list)\n", + "sns.histplot(load_list, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients of Distribution of load across the simulations\")\n", + "Image(filename='loads_t.p_set.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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/XjRo0EDY2dmJK1euGOoYM2aMUKlUwt/fX4SFhYk9e/aIHTt2lNq2QggRHh4upk2bJn7//XcRHh4uNmzYIIYNGyYsLS3FpUuXDPOlp6eLZs2aCa1WK+bOnSt27Ngh1q1bJ9544w2xd+/eB762Ff2e9aA+MjMzUzg5OYm2bduKX3/9VYSHh4u1a9eK1157TVy4cKHM53n+/HnRpUsX4e7ubmjbw4cPG9Xt7+8vHnnkEbFx40axceNGERISIhwcHERqaqphOXv37hVqtVp069ZNrF27Vmzfvl2MHTu2Qt+xfvnlF0P/vHPnTrF7926xYsUKMXnyZMM85fV7wcHB4vPPPxe7du0S48aNEwDEjBkzROPGjcU333wjduzYIYYMGSIAiOPHjxseX9rnnhClf88o3ucJIcTYsWPFN998I3bt2iV27dol/vvf/wpLS0vD554Q5ffzpfXHFflMu7/GBg0aiEmTJokdO3aIr7/+Wjg4OIhevXoZ5ouMjBQWFhaiX79+YuPGjWL//v3ip59+EqNGjTL67vogVQoxH3zwgdH0w4cPCwDi008/NZoeHR0tLC0txdtvv22Y1qNHDwFA/PHHH0bzvvzyy0Iul4tbt24ZniAAERgYKPLz8w3z6XQ64enpKUJCQoROpzNMz8jIEK6urqJz586GaR06dBCenp4iJyfHMC09PV04OjpWOcT07t1b2NvbGzqq0rz66qvC2tra8FyKfPLJJwKA4YvW8uXLy2yLyoSYxx9/3Gj633//LQCIefPmGaYV/0Jd9MVtwYIFRo9du3atACBWrlxpmNasWbNSvzgPGTJEtGzZstwaS/POO+8IAOKff/4xmj5+/Hghk8nE5cuXDdP8/PzE4MGDK70OnU4nCgoKxPfffy8UCoVITk423FfZbbCsbahv376GaRUJMRV9n6SkpAgLC4syX9cHhZgDBw4IAGLmzJllznPx4kUBwCgwCCHEP//8IwCId9991zCt6H1f9OF9//PTarVG0yr6HDMyMoStra3o2rWr0Ov1ZdZZvDOPiooSSqVSTJo0yWi+jIwM4e7uLkaOHGlUHwDx66+/Gs07aNAgERQUZLidkJBQ4n1exNraWkyZMqXM+srSsWNH4erqKjIyMgzTCgsLRfPmzYW3t7fhOVckmBSpyLxPPfWUACDu3r0rhCj5AZuYmCgAiMWLF5e7rrLe80XL6969e5n3Ff8wB2AUnoW4F0QBiL/++svouVWkD164cGGJ91qR4h/oK1asKHUbmD9/vgAgdu7cabQeNzc3w49RQggRFxcn5HK5CAsLK7Gu+9VEn1b0eXH/F7KHWW9Z23iRwsJCUVBQIPr06WPU95T1WVyWrVu3CgBi+fLlRtPDwsJK1DBgwADh7e1tCKFFJk6cKCwsLAz9dtG2VTx4/vrrrwKA4cttVlaWcHR0FEOHDjWaT6fTidDQUNG+fXvDtLK+z5SmsLBQZGZmCq1Wa7Qt//bbbyW2eSHu9eGWlpYl6o2KihIajUY8++yzhmlF75FVq1Y9sI6yasvPzxeNGjUSb775pmH63LlzBQCxa9euMh9bHd+zHtRHHj9+XAAwBMTKGDx4cIkfAu+vOyQkxCjAHj16VAAQv/zyi2FakyZNRKtWrQw/7BQZMmSI8PDwMHp+xU2cOFHY29uXW2N5/d66desM0woKCoSLi4sAYPRjVVJSklAoFGLq1KmGaQ8bYu5X9F1o7ty5wsnJyejztqx+vrT+uKKfaUU1Fv9usWDBAgFA3LlzRwghxO+//y4AiFOnTpVZe0VUaXSyJ554wuj2li1bIJPJ8Pzzz6OwsNDw5+7ujtDQ0BKHF9jY2ODRRx81mlZ0ouqBAweMpj/66KNQqVSG25cvX0ZsbCxGjRoFufx/5VtbW+OJJ57AkSNHkJ2djaysLBw7dgzDhw+HhYWF0bqHDh1alaeN7OxshIeHY+TIkYZDUEqzZcsW9OrVC56enkbtUXScenh4OABg3759ZbZFZTz33HNGtzt37gw/P79yd/fv3bsXAEqc0PXkk09Cq9VW6HCp9u3b4/Tp03j99dexY8cOpKenV6jevXv3omnTpmjfvr3R9LFjx0IIYaitsk6ePIlHH30UTk5OUCgUUKlUGD16NHQ6Ha5cuWI0b2W2wbK2oQMHDhgdfvYgFX2fHD58GLm5uWW+rg9SdNjZhAkTypynaNso/vq3b98ewcHBFXr9S1PR53jo0CGkp6fj9ddfr9ToYzt27EBhYSFGjx5ttHwLCwv06NGjRF8jk8lKvN9btGhhdFhIedq3b4/Vq1dj3rx5OHLkSIlDE0uTlZWFf/75ByNGjDAa7EChUGDUqFG4fft2qYfAVAdx3+ECpXF0dERgYCAWLlyIRYsW4eTJkw887Kg0xT8DHqT4tlzUx5XXR1WHvXv3QqvVYsSIEUbTi7b74tt5r169YGNjY7jt5uYGV1fXB24vNdGntWvXDgAwcuRI/Prrr4iJian29a5YsQKtW7eGhYUFlEolVCoV9uzZU+KQJ6DkZ3FZij7fRo4caTT9mWeeMbqdm5uLPXv24PHHH4eVlZXR+3nQoEHIzc0tcWhQ8T67RYsWAGB4fQ4dOoTk5GSMGTPGaHl6vR6PPPIIjh07hqysLKNllLYtZ2ZmYvr06WjYsCGUSiWUSiWsra2RlZVVatsUd/jwYeTk5JToX318fNC7d+9S+9eKvqcKCwvx0UcfoWnTplCr1VAqlVCr1bh69apRbdu2bUPjxo3Rt2/fBy6zqt+zgAf3kQ0bNoSDgwOmT5+OFStW4MKFCxV6nhUxePBgKBQKw+3i28O1a9dw6dIlQ/9TfBu7c+dOuX1x+/btkZqaimeeeQZ//PEHEhMTK1ybTCbDoEGDDLeVSiUaNmwIDw8PtGrVyjDd0dGxQn1MZezduxd9+/aFnZ2d4bvQBx98gKSkJMTHx1d6eVX5THvQe7Vly5ZQq9V45ZVX8N1331XoFIjSVCnEFB9N5e7duxBCwM3NDSqVyujvyJEjJV54Nze3Est0d3cHACQlJZW7rqL7SxvRxdPTE3q9HikpKUhJSYFerzcst7R1VVZKSgp0Ot0DTzS+e/cuNm/eXKItmjVrBgCG9khKSiq3LSqqrOdYvC3vl5SUBKVSWSKMyWSyBz62yIwZM/DJJ5/gyJEjGDhwIJycnNCnTx8cP3683MclJSWV+foV3V9ZUVFR6NatG2JiYvD555/j4MGDOHbsmOHY6pycHKP5K7MNltW++fn5yMzMrHCNFX2fFK2/qttuQkICFApFufM+6H1UldcAqPhzTEhIAIBKn7R/9+5dAPe+4BVf/tq1a0v0NVZWVkYBFLh30mJubm6F1rd27VqMGTMGX3/9NTp16gRHR0eMHj263PPWUlJSIISo9m28Im7dugWNRgNHR8dS75fJZNizZw8GDBiABQsWoHXr1nBxccHkyZORkZFR4fVUZkQtpVIJJycno2llvdeqW1JSEtzd3UsEZVdXVyiVyhLrL14ncG97Kd5/lLae6n69u3fvjo0bNxpCu7e3N5o3b45ffvmlWta7aNEijB8/Hh06dMC6detw5MgRHDt2DI888kipz7eir3nRZ0vxbbB4n5uUlITCwkIsWbKkxHu56Mtf8fdz8den6OTzonqL+ocRI0aUWOb8+fMhhEBycvIDn9ezzz6LpUuX4qWXXsKOHTtw9OhRHDt2DC4uLg/cFoqeW1nLLq1/tbKygq2t7QOXCwBTp07F+++/j2HDhmHz5s34559/cOzYMYSGhhrVlpCQUOH+tarfs4AH95F2dnYIDw9Hy5Yt8e6776JZs2bw9PTErFmzKvSjUHkquj289dZbJbaH119/HUDJbex+o0aNwqpVq3Dr1i088cQTcHV1RYcOHbBr164H1lbaZ49arS61b1ar1RX+THqQo0ePon///gCAr776Cn///TeOHTuGmTNnAij5XagiqvKZ9qDXJjAwELt374arqysmTJiAwMBABAYGVuic6vtVaXSy4h8Izs7OkMlkOHjwYKkjWhSfVrRh3a9ogy/+xIuvq+j+O3fulFhGbGws5HI5HBwcIISATCYr9ctG8WlFG1rxEz2LvyiOjo5QKBTlnowG3GuPFi1a4MMPPyz1/qIX3cnJCUePHn1gfQ9S1nNs2LBhmY9xcnJCYWEhEhISjIKMEAJxcXGGXwHLo1QqMXXqVEydOhWpqanYvXs33n33XQwYMADR0dFljq7i5ORU5usH3Gu/ytq4cSOysrKwfv16o70VRScrF1eZbbCs9lWr1ZUaVrii75Oi9Ze13ged/O3i4gKdToe4uLgyv3jc/z4q/kEXGxtbpdcAqPhzLNrmHvReKm35APD7779XaK/Uw3J2dsbixYuxePFiREVFYdOmTXjnnXcQHx+P7du3l/oYBwcHyOXyat/GHyQmJgYnTpxAjx49oFSW3bX7+fnhm2++AQBcuXIFv/76K2bPno38/HysWLGiQuuqzN6zwsJCJCUlGb2vir/XKtoHV5aTkxP++ecfw+dBkfj4eBQWFlbb61ATfRoAPPbYY3jssceQl5eHI0eOICwsDM8++yz8/f3RqVOnh1rvjz/+iJ49e2L58uVG08sKsxV9zYs+W5KTk42+sBXvzxwcHAy/5Ja11zggIKBC6yxS9HyXLFlS5uhKxcNU8eeVlpaGLVu2YNasWXjnnXcM0/Py8koEoLI86HtK8delMu+nH3/8EaNHj8ZHH31kND0xMdFoyHEXF5cK969V/Z4FVKyPDAkJwZo1ayCEwJkzZ7B69WrMnTsXlpaWRm1c3YraecaMGRg+fHip8zxoSPtx48Zh3LhxyMrKwoEDBzBr1iwMGTIEV65cqbHPoPv7w/s/RyuyJ2jNmjVQqVTYsmWLUYgq6/pjFVFTn2ndunVDt27doNPpcPz4cSxZsgRTpkyBm5sbnn766Qoto1oudjlkyBAIIRATE4O2bduW+AsJCTGaPyMjw2iUJODeeOByuRzdu3cvd11BQUHw8vLCzz//bHToRFZWFtatW2cYSUOr1aJ9+/ZYv369UcLNyMjA5s2bjZbp5uYGCwsLnDlzxmj6H3/8YXTb0tISPXr0wG+//VbuxjRkyBCcO3cOgYGBpbZHUYjp1atXmW1RGT/99JPR7UOHDuHWrVvlXvOiaPSTH3/80Wj6unXrkJWVZTQ6SkV+ibS3t8eIESMwYcIEJCcnlzt6Rp8+fXDhwgVEREQYTf/+++8hk8nQq1evctdVmqJO+P43vBACX331VanzV2YbLGsb6tatm9Gu7Aep6PukY8eOsLCwKPN1fZCiwxaLfzm5X+/evQGUfP2PHTuGixcvVni43+Iq+hw7d+4MOzs7rFix4oGHQN1vwIABUCqVuH79eqnLb9u2baVrLv4LUVl8fX0xceJE9OvXr8S2ez+tVosOHTpg/fr1RsvU6/X48ccf4e3tjcaNG1e6zvLk5OTgpZdeQmFhId5+++0KP65x48Z47733EBISYvScKvKer4zi23JRH1fUR1W0Dy6qDajYL4p9+vRBZmZmiQ/w77//3nB/daiJPu1+Go0GPXr0wPz58wHAMBLfw6xXJpOV+KHhzJkzpY7yWRk9evQAcO8X+vutWbPG6LaVlRV69eqFkydPokWLFqW+l0vbM1aeLl26wN7eHhcuXCizf1Cr1eUuQyaTQQhRom2+/vrrEocPl7UtdurUCZaWliX619u3b2Pv3r0Ptd2V9rpt3bq1xOGGAwcOxJUrV6p0KGNFv2cV96A+UiaTITQ0FJ999hns7e3L7UeBh++HgoKC0KhRI5w+fbrM7eH+w0fLo9VqMXDgQMycORP5+fmlXly4uhT9UFm8Pyz+3bU0MpkMSqXS6LtJTk4OfvjhhxLzVrR9a/ozTaFQoEOHDoYjZx60XdyvWi522aVLF7zyyisYN24cjh8/ju7du0Or1eLOnTv466+/EBISgvHjxxvmd3Jywvjx4xEVFYXGjRvjzz//xFdffYXx48fD19e33HXJ5XIsWLAAzz33HIYMGYJXX30VeXl5WLhwIVJTUw1D2AHAf//7XzzyyCPo168fpk2bBp1Oh/nz50Or1Rr9olJ0DP+qVasQGBiI0NBQHD16tNQwsWjRInTt2hUdOnTAO++8g4YNG+Lu3bvYtGkTvvzyS9jY2GDu3LnYtWsXOnfujMmTJyMoKAi5ubm4efMm/vzzT6xYsQLe3t4YPXo0PvvsM4wePRoffvghGjVqhD///BM7duyoVPsfP34cL730Ep588klER0dj5syZ8PLyMuwuLU2/fv0wYMAATJ8+Henp6ejSpQvOnDmDWbNmoVWrVhg1apRh3qJfUdauXYsGDRrAwsICISEhGDp0KJo3b462bdvCxcUFt27dwuLFi+Hn54dGjRqVue4333wT33//PQYPHoy5c+fCz88PW7duxbJlyzB+/PgqvRn69esHtVqNZ555Bm+//TZyc3OxfPlywy7v4iqzDSoUCvTr1w9Tp06FXq/H/PnzkZ6ebrhAYkVV9H3i4OCAt956C/PmzTN6XWfPnl2hw8m6deuGUaNGYd68ebh79y6GDBkCjUaDkydPwsrKCpMmTUJQUBBeeeUVLFmyBHK5HAMHDsTNmzfx/vvvw8fHB2+++Walnltln6O1tTU+/fRTvPTSS+jbty9efvlluLm54dq1azh9+jSWLl1a6vL9/f0xd+5czJw5Ezdu3MAjjzwCBwcH3L17F0ePHoVWq63062JjYwM/Pz/88ccf6NOnDxwdHeHs7AwHBwf06tULzz77LJo0aQIbGxscO3YM27dvL/NXvSJhYWHo168fevXqhbfeegtqtRrLli3DuXPn8Msvv1Tql9fioqKicOTIEej1eqSlpRkudnnr1i18+umnhkMJSnPmzBlMnDgRTz75JBo1agS1Wo29e/fizJkzRr+IlvWerwq1Wo1PP/0UmZmZaNeuHQ4dOoR58+Zh4MCB6Nq1K4DK9cFFdXz++ecYM2YMVCoVgoKCSv0yMnr0aHzxxRcYM2YMbt68iZCQEPz111/46KOPMGjQoAqdL1ARNdGnffDBB7h9+zb69OkDb29vpKam4vPPP4dKpTIEhYdZ75AhQ/Df//4Xs2bNQo8ePXD58mXMnTsXAQEBJS4FUBmPPPIIunTpgmnTpiE9PR1t2rTB4cOHDcHx/nMsPv/8c3Tt2hXdunXD+PHj4e/vj4yMDFy7dg2bN2+u9Bdwa2trLFmyBGPGjEFycjJGjBgBV1dXJCQk4PTp00hISCj3xx3g3nU/unfvjoULF8LZ2Rn+/v4IDw/HN998U+Liqs2bNwcArFy5EjY2NrCwsEBAQACcnJzw/vvv491338Xo0aPxzDPPICkpCXPmzIGFhQVmzZpVqed1vyFDhmD16tVo0qQJWrRogRMnTmDhwoUl9qhPmTIFa9euxWOPPYZ33nkH7du3R05ODsLDwzFkyJByA25Fv2elpaU9sI/csmULli1bhmHDhqFBgwYQQmD9+vVITU1Fv379yn2uISEhWL9+PZYvX442bdpALpdX+oeqL7/8EgMHDsSAAQMwduxYeHl5ITk5GRcvXkRERAR+++23Mh/78ssvw9LSEl26dIGHhwfi4uIQFhYGOzu7Ch2tUlWDBg2Co6MjXnzxRcydOxdKpRKrV69GdHT0Ax87ePBgLFq0CM8++yxeeeUVJCUl4ZNPPin1yIjK9PPV/Zm2YsUK7N27F4MHD4avry9yc3OxatUqAKhcv1yZUQDKGqWoyKpVq0SHDh2EVqsVlpaWIjAwUIwePdpo6LgePXqIZs2aif3794u2bdsKjUYjPDw8xLvvvms0esSDRuLZuHGj6NChg7CwsBBarVb06dNH/P333yXm27Rpk2jRooVhmM+PP/641JEf0tLSxEsvvSTc3NyEVqsVQ4cOFTdv3ix1RJcLFy6IJ598Ujg5ORmWO3bsWKOhMhMSEsTkyZNFQECAUKlUwtHRUbRp00bMnDlTZGZmGua7ffu2eOKJJ4S1tbWwsbERTzzxhDh06FClRifbuXOnGDVqlLC3tzeMiHL16lWjeUsb7jcnJ0dMnz5d+Pn5CZVKJTw8PMT48eNLDG938+ZN0b9/f2FjY2MYklIIIT799FPRuXNn4ezsbGiHF198Udy8ebPcuoUQ4tatW+LZZ58VTk5OQqVSiaCgILFw4cISI4VUZnSyzZs3i9DQUGFhYSG8vLzEf/7zH7Ft27YSI4dUdhucP3++mDNnjvD29hZqtVq0atWqxBCYFR1iWYiKvU/0er0ICwsTPj4+Qq1WixYtWojNmzc/cCSSIjqdTnz22WeiefPmQq1WCzs7O9GpUyexefNmo3nmz58vGjduLFQqlXB2dhbPP/+8iI6ONlpWZUYnq8xzFEKIP//8U/To0UNotVphZWUlmjZtKubPn19i3cVt3LhR9OrVS9ja2gqNRiP8/PzEiBEjjIZQLau+0pa5e/du0apVK6HRaAQAMWbMGJGbmytee+010aJFC2FrayssLS1FUFCQmDVrlsjKyir1ed/v4MGDonfv3oY26Nixo1H7C1G10cmK/hQKhXBwcBBt2rQRU6ZMMRpeukjxkXPu3r0rxo4dK5o0aSK0Wq2wtrYWLVq0EJ999pnRKD9lveeLlvfbb789cF1C/O81OHPmjOjZs6ewtLQUjo6OYvz48Ub9oBCV64NnzJghPD09hVwuN1pnae+PpKQk8dprrwkPDw+hVCqFn5+fmDFjRomhjQHjIdaL+Pn5iTFjxpSYXlx192lbtmwRAwcOFF5eXkKtVgtXV1cxaNAgo+FtK7Pe4u2Yl5cn3nrrLeHl5SUsLCxE69atxcaNG0v0W5XZRoskJyeLcePGCXt7e2FlZSX69esnjhw5UupIdZGRkeKFF14QXl5eQqVSCRcXF9G5c2ej0TXL2u7KGtUuPDxcDB48WDg6OgqVSiW8vLzE4MGDjR5f3veZos9lBwcHYWNjIx555BFx7ty5UreFxYsXi4CAAKFQKErU8vXXXxu+f9jZ2YnHHnusxPu0vH60NCkpKeLFF18Urq6uwsrKSnTt2lUcPHiw1G0/JSVFvPHGG8LX11eoVCrh6uoqBg8ebBiK+WG/Z1Wkj7x06ZJ45plnRGBgoLC0tBR2dnaiffv2YvXq1Q98rsnJyWLEiBHC3t5eyGQyQ79dXt2l9RenT58WI0eOFK6urkKlUgl3d3fRu3dvsWLFinLX/91334levXoJNzc3oVarhaenpxg5cqQ4c+aMYZ7y+r3iir57FFdan3D06FHRuXNnodVqhZeXl5g1a5b4+uuvKzQ62apVq0RQUJDQaDSiQYMGIiwsTHzzzTclHltWP1/W+6oin2lF34WOHTtmNL14Ox0+fFg8/vjjws/PT2g0GuHk5CR69OghNm3aVKJ9yiMTohLHclSDnj17IjEx0XAVcKq61atXY9y4cTh27FiVDqOpryq6Dd68eRMBAQFYuHAh3nrrrVqqjojI/Pz888947rnn8Pfff6Nz585Sl0NEZqBaDicjIiIiAoBffvkFMTExCAkJgVwux5EjR7Bw4UJ0796dAYaIqg1DDBEREVUbGxsbrFmzBvPmzUNWVhY8PDwwduxYzJs3T+rSiMiM1PrhZERERERERA+jWoZYJiIiIiIiqi0MMUREREREZFIYYoiIiIiIyKTwxH6SlF6vR2xsLGxsbB7qAoBERERUe4QQyMjIgKenp9FFTIlqC0MMSSo2NhY+Pj5Sl0FERERVEB0dDW9vb6nLoHqIIYYkZWNjA+BeJ2hraytxNURERFQR6enp8PHxMXyOE9U2hhiSVNEhZLa2tgwxREREJoaHgpNUeBAjERERERGZFIYYIiIiIiIyKQwxRERERERkUhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ0REREREJoUhhoiIiIiITApDDBERERERmRSGGCIiIiIiMikMMVSmAwcOYOjQofD09IRMJsPGjRtLzHPx4kU8+uijsLOzg42NDTp27IioqKjaL5aIiIiI6g2GGCpTVlYWQkNDsXTp0lLvv379Orp27YomTZpg//79OH36NN5//31YWFjUcqVEREREVJ/IhBBC6iKo7pPJZNiwYQOGDRtmmPb0009DpVLhhx9+qPJy09PTYWdnh7S0NNja2lZDpURERFTT+PlNUlNKXQCZJr1ej61bt+Ltt9/GgAEDcPLkSQQEBGDGjBlGQae4vLw85OXlGW6np6fXQrVERFRfRUVFITExUeoyJOPs7AxfX1+pyyCqdgwxVCXx8fHIzMzExx9/jHnz5mH+/PnYvn07hg8fjn379qFHjx6lPi4sLAxz5syp5WqJiKg+ioqKQpPgYORkZ0tdimQsraxw6eJFBhkyOwwxVCV6vR4A8Nhjj+HNN98EALRs2RKHDh3CihUrygwxM2bMwNSpUw2309PT4ePjU/MFExFRvZOYmIic7Gw8N30h3HwDpS6n1t2Nuo6f5v8HiYmJDDFkdhhiqEqcnZ2hVCrRtGlTo+nBwcH466+/ynycRqOBRqOp6fKIiIgM3HwD4d2omdRlEFE14uhkVCVqtRrt2rXD5cuXjaZfuXIFfn5+ElVFRERERPUB98RQmTIzM3Ht2jXD7cjISJw6dQqOjo7w9fXFf/7zHzz11FPo3r07evXqhe3bt2Pz5s3Yv3+/dEUTERERkdljiKEyHT9+HL169TLcLjqXZcyYMVi9ejUef/xxrFixAmFhYZg8eTKCgoKwbt06dO3aVaqSiYiIiKgeYIihMvXs2RMPuozQCy+8gBdeeKGWKiIiIiIi4jkxRERERERkYhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ0REREREJoUhhoiIiIiITApDDBERERERmRSGGCIiIiIiMikMMUREREREZFIYYoiIiIiIyKQwxBARERERkUlhiCEiIiIiIpPCEENERERERCaFIYaIiIiIiEwKQwwREREREZkUhhgiIiIiIjIpDDFERERERGRSGGKIiIiIiMikMMQQEREREZFJYYghIiIiIiKTwhBDREREREQmhSGGiIiIiIhMCkMMERERERGZFIYYIiIiIiIyKQwxRERERERkUhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ0REREREJoUhhoiIiIiITApDDBERERERmRSGGCIiIiIiMikMMUREREREZFIYYqhMBw4cwNChQ+Hp6QmZTIaNGzeWOe+rr74KmUyGxYsX11p9RERERFQ/McRQmbKyshAaGoqlS5eWO9/GjRvxzz//wNPTs5YqIyIiIqL6TCl1AVR3DRw4EAMHDix3npiYGEycOBE7duzA4MGDa6kyIiIiIqrPGGKoyvR6PUaNGoX//Oc/aNasWYUek5eXh7y8PMPt9PT0miqPiIiIiMwUDyejKps/fz6USiUmT55c4ceEhYXBzs7O8Ofj41ODFRIRERGROWKIoSo5ceIEPv/8c6xevRoymazCj5sxYwbS0tIMf9HR0TVYJRERERGZI4YYqpKDBw8iPj4evr6+UCqVUCqVuHXrFqZNmwZ/f/8yH6fRaGBra2v0R0RERERUGTwnhqpk1KhR6Nu3r9G0AQMGYNSoURg3bpxEVRERERFRfcAQQ2XKzMzEtWvXDLcjIyNx6tQpODo6wtfXF05OTkbzq1QquLu7IygoqLZLJSIiIqJ6hCGGynT8+HH06tXLcHvq1KkAgDFjxmD16tUSVUVERERE9R1DDJWpZ8+eEEJUeP6bN2/WXDFERERERP/iif1ERERERGRSGGKIiIiIiMikMMQQEREREZFJYYghIiIiIiKTwhBDREREREQmhSGGiIiIiIhMCkMMERERERGZFIYYIiIiIiIyKQwxRERERERkUhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ0REREREJoUhhoiIiIiITApDDBERERERmRSGGCIiIiIiMikMMUREREREZFIYYoiIiIiIyKQwxBARERERkUlhiCEiIiIiIpPCEENERERERCaFIYaIiIiIiEwKQwwREREREZkUhhgiIiIiIjIpDDFERERERGRSGGKIiIiIiMikMMQQEREREZFJYYghIiIiIiKTwhBDREREREQmhSGGiIiIiIhMCkMMERERERGZFIYYIiIiIiIyKQwxRERERERkUhhiqEwHDhzA0KFD4enpCZlMho0bNxruKygowPTp0xESEgKtVgtPT0+MHj0asbGx0hVMRERERPUCQwyVKSsrC6GhoVi6dGmJ+7KzsxEREYH3338fERERWL9+Pa5cuYJHH31UgkqJiIiIqD5RSl0A1V0DBw7EwIEDS73Pzs4Ou3btMpq2ZMkStG/fHlFRUfD19a2NEomIiIioHmKIoWqTlpYGmUwGe3v7MufJy8tDXl6e4XZ6enotVEZERERE5oSHk1G1yM3NxTvvvINnn30Wtra2Zc4XFhYGOzs7w5+Pj08tVklERERE5oAhhh5aQUEBnn76aej1eixbtqzceWfMmIG0tDTDX3R0dC1VSURERETmgoeT0UMpKCjAyJEjERkZib1795a7FwYANBoNNBpNLVVHREREROaIIYaqrCjAXL16Ffv27YOTk5PUJRERERFRPcAQQ2XKzMzEtWvXDLcjIyNx6tQpODo6wtPTEyNGjEBERAS2bNkCnU6HuLg4AICjoyPUarVUZRMRERGRmWOIoTIdP34cvXr1MtyeOnUqAGDMmDGYPXs2Nm3aBABo2bKl0eP27duHnj171laZRERERFTPMMRQmXr27AkhRJn3l3cfEREREVFNYYghIiIik5SZV4iopGxEJWcjKSsPGbmFyC3QQS6TQaWQIyMxG5YN2iKjANDrBeRymdQlE1E1YYghIiKiOk8IgajkbBy8moijkck4G5OGyMSsBz7O9cnZ2HkH2HP3OlysNfBysISPgyW8HaygYKghMlkMMURERFRnnY9Nw9Yzd7DtXFypocVRq4aPoxVcbTSwtVDBQiWHXgjkFeoRGZuIf05fhKV7AHR6IC49F3HpuThxKwUWSjkCXa3RzNMW7rYWkMkYaIhMCUMMERER1SkZuQXYcDIGa45G48KddMN0lUKG1r4O6BzojFa+9mjuZQdHbdmjYUZERKDNm5Px5tL1sPFuhDtpuYhOycbNxGzkFOhwPjYd52PT4WqjQRs/BzRytWaYITIRDDFERERUJ8Sm5mDVX5FYcywamXmFAAC1Qo4+wa4YFOKBXk1cYa2p/FcXmQywt1LD3kqNYA9b6IVATEoOLsal48rdTMRn5GHbuTgc1arRKdAJDZy1DDNEdRxDDBEREUkqISMPy/Zfw09HopCv0wMAAl20eL6jH4a19IJDOXtbqkIuk8HH0Qo+jlbo2rAQZ2+nISI6FUlZ+dhy5g78HK3QI8gFDla85hlRXcUQQ0RERJJIyy7AyoPXseqvm8gp0AEA2gc4YnzPQPRo5FIro4lZqZXo0MAJoT72OHErBSejUnErORs/HYlCp0AntPK1h5x7ZYjqHIYYIiIiqlU6vcDPR6OwcPslpOfeO2ws1NsObw0IQteGzpIcymWhUqBLQ2c09bRF+OUE3ErOxl/XEhGZmIX+zdxga6Gq9ZqIqGwMMURERFRrzt5Ow3sbz+L07TQAQGM3a0zrH4T+Td3qxHkoDlZqPNbSE+fvpOPAlQTEpObgl6NReKSZO/yctFKXR0T/YoghIiKiGpeeW4BPd1zGD0duQS8AG40Sbw0IwvMd/erc9VpkMhmae9rBx8EKf569g/iMPPxxKhadGzqhja9DnQhbRPUdQwwRERHVqL+uJuKt304jLj0XAPBoqCfeGxwMV1sLiSsrn52lCk+28cb+Kwk4H5uOv68lIT2nED0b1875OkRUNoYYIiIiqhE5+TrM334Jqw/dBAD4O1lh3rAQdG3kLG1hlaBUyNE32A3O1hqEX0nA2Zg0ZOYVYlBzdygVcqnLI6q3GGKIiIio2p2OTsWbv57CjYQsAMDzHX3x7qBgWKlN86tHSx97WGuU2H4+DpGJWdh0OhZDQz2hYpAhkgTfeURERFRthBD4Mvw6hi8/hBsJWXC10WD1uHaYNyzEZANMkYau1ni8pRdUChmiU3Kw8VQM8gv1UpdFVC+Zdm9CREREZYqKikJiYmKtrS8jT48lx1JxPDYPANDZ2wKvtrGDTdZtRETcrrU6ily8eLHal+nlYInHW3lh46lYxKbmYvOZWDwW6slDy4hqGUMMERGRGYqKikKT4GDkZGfXyvrU7o3gMuwdKO3cIAoLkLz7S/xyejt+qZW1ly8zM7Nal+dhdy/IbIiIwe2UHPx5Lg6DQzzq3ChrROaMIYaIiMgMJSYmIic7G89NXwg338AaW48QwI1MOU6nKCAgg1Yp0MEdcHjlFQCv1Nh6K+Li0XBs++5z5ObmVvuy3W0tMDTUAxtPxSIyMQt7Lt5FvzpyrRui+oAhhoiIyIy5+QbCu1GzGll2oV6P/ZcTcD4lHQDQ0MUafZu6QqNU1Mj6Kutu1PUaXb63gxUGh3hg85lYXIzLgK2lCh0bONXoOonoHh7ASURERJWWlVeI9RExOB+bDhmArg2dMSjEvc4EmNoS4KxFryBXAMA/kcm4eCdd4oqI6gfuiSEiIqJKuZueiy1n7iAzrxBqpRyDmrvDz0krdVmSCfGyQ1pOAU7cSsGei/FwsFLD3a5uX8iTyNRxTwwRERFV2NW7GfjtxG1k5hXCwUqFp9v51OsAU6RLoBMCXbTQCYEtZ2ORlVcodUlEZo0hhoiIiB5ICIHjt5Lx57k46PQC/k5WeKqdDxys1FKXVifIZDL0b+oOR60aWXk6bD17Bzq9kLosIrPFEENERETl0usF9l1OwN/XkgAALb3tMTTUs96d//IgaqUcQ1p4QK2U405aLg5dr71r9BDVNwwxREREVKb8Qj02n4nF2Zg0AED3Rs7oEeQCOYcSLpWDlRr9m7oBACKiUnEjoXqvUUNE9zDEEBERUaky8wrxe8Rt3EzKhlIuw+AQD7TydZC6rDov0MUaLX3sAQA7L9xFem6BtAURmSGGGCIiIiohMTMPa49FIyEjD5YqBZ5o7Y2GrtZSl2UyujZ0hputBnmFeuw8fxd6wfNjiKoTQwwREREZuZ2Sjd+O/28Esqfa+XDI4EpSyGV4pJk7VAoZYlJzcDIqVeqSiMwKQwwREREZXE/IxMZTscjX6eFpb4GRbX1gZ6mSuiyTZG+lRvfGLgCAQ9cTkZCRJ3FFROaDIYaIiIgAAOdi07D1zL2hgQNdtHi8pRcsVByB7GE087BFoIsWegHsuBDHYZeJqglDDBERUT0nhMDxm8nYczEeAkAzT1sMau4BpYJfEx6WTCZD7yausFQpkJSZjxO3UqQuicgssHciIiKqx4QQOHgtEX9fv3cNmDZ+DujTxBVyOYdQri5WaiW6N3YGAByNTEZyVr7EFRGZPoYYIiKiekqnF9h14a7hpPNuDZ3RtaEzZLwGTLULcrOBn5MVdEJgz8W7EBytjOihMMQQERHVQ4U6PbaevYOLcRmQyYB+Td3Q2o/XgKkpMpkMvYNcoVLIEJuWa7h4KBFVDUMMlenAgQMYOnQoPD09IZPJsHHjRqP7hRCYPXs2PD09YWlpiZ49e+L8+fPSFEtERBVWoNNj85k7iEzMgkIuw5AQDzT1sJW6LLNna6lC58B7h5X9fS0JGbwIJlGVMcRQmbKyshAaGoqlS5eWev+CBQuwaNEiLF26FMeOHYO7uzv69euHjIyMWq6UiIgqKr9Qjz9OxSIqORsqhQzDWnqigQsvYllbWnjbwd3WAvk6PfZdTuBhZURVxBBDZRo4cCDmzZuH4cOHl7hPCIHFixdj5syZGD58OJo3b47vvvsO2dnZ+PnnnyWoloiIHiSvQIcNJ2MQk5oDtUKOYS294O1gJXVZ9YpcJkPfYFfIZUBkYhauJ2RJXRKRSWKIoSqJjIxEXFwc+vfvb5im0WjQo0cPHDp0qMzH5eXlIT093eiPiIhqXk6BDutPxiAuPRcapRyPt/aCp72l1GXVS07WGrT59/yjg1cTUKjTS1wRkelhiKEqiYuLAwC4ubkZTXdzczPcV5qwsDDY2dkZ/nx8fGq0TiIiArLzC7Eu4jbiM/JgqVLgidbecLe1kLqseq2dvyOsNUqk5xYi4t/R4Yio4hhi6KEUH4ZTCFHu0JwzZsxAWlqa4S86OrqmSyQiqtdyCoHfT9xGUmY+rNQKPNHaCy42GqnLqvdUCjm6NHQCABy7mcyT/IkqiSGGqsTd3R0ASux1iY+PL7F35n4ajQa2trZGf0REVDMUNi4Ij1chJbsA1holRrTxhpM1A0xdEeRmAw87CxTqBf66lih1OUQmhSGGqiQgIADu7u7YtWuXYVp+fj7Cw8PRuXNnCSsjIiIAiMsshPtzHyOrUAZbi3sBxsFKLXVZdB+ZTIaejV0AAFfuZiImNUfiiohMB0MMlSkzMxOnTp3CqVOnANw7mf/UqVOIioqCTCbDlClT8NFHH2HDhg04d+4cxo4dCysrKzz77LPSFk5EVM9dT8jEe/uSoLRzg7VSYEQbb9hZqqQui0rhamuBZp73jkoIv5IAPYdcJqoQpdQFUN11/Phx9OrVy3B76tSpAIAxY8Zg9erVePvtt5GTk4PXX38dKSkp6NChA3bu3AkbGxupSiYiqvcux2Xgua//QXKOHvmJt9A91AM2FgwwdVnnQCdcjc9EQkYeLsSmo7mXndQlEdV53BNDZerZsyeEECX+Vq9eDeDebvDZs2fjzp07yM3NRXh4OJo3by5t0URE9di5mDQ8vfIwEjPz4G+vxN2fZ8BSIXVV9CBWaiU6BjgCAA7fSEJ+IYdcJnoQhhgiIiIzcDIqBc9+dQQp2QUI9bbDnB5O0OfwWlymooW3PewsVcjO1+FkdIrU5RDVeQwxREREJu7YzWSM+uYo0nML0cbPAT+81AE2Gn7EmxKFXIZODe4NuRxxKxXZ+YUSV0RUt7GHIyIiMmGHriVi9DdHkZlXiI4NHPH9C+1hy3NgTFJjN2u42GiQr9Pj2E3ujSEqD0MMERGRidp/OR7jVh9DToEO3Ro549ux7aHVcMweUyWTydAl8N7emLO305CewwtgEpWFIYaIiMgE7Twfh5e/P468Qj36Brvi6zFtYanmWfymztfRCt4OltAJgSM3kqQuh6jOYoghIiIyMVvOxOL1nyJQoBMYFOKOZc+1gUbJAGMOZDIZujR0BgBcjMtAYmaexBUR1U0MMURERCZkfcRtTP7lJAr1Ao+38sL/Pd0KaiU/zs2Ju60FGrpaAwAOXefeGKLSsNcjIiIyEb8cjcK0305DL4Cn2vrgkydDoVTwo9wcdQ50gkwGRCZmISY1R+pyiOoc9nxEREQm4LtDNzFj/VkIAYzq6Iew4SFQyGVSl0U1xMFKjWYetgCAf3huDFEJDDFERER13Jfh1zFr03kAwMvdAjD3sWaQM8CYvXb+jpDLgOiUHMSkcG8M0f0YYoiIiOqw/9tzFWHbLgEAJvVuiHcHBUMmY4CpD2wtVWhatDcmkntjiO7HEGNmGjRogKSkkh1damoqGjRoIEFFRERUFUIILNxxCYt2XQEAvNW/Mab1D2KAqWe4N4aodAwxZubmzZvQ6XQlpufl5SEmJkaCioiIqLKEEJi39SK+2HcdADBzUDAm9m4kcVUkBe6NISodL+trJjZt2mT4f8eOHbCzszPc1ul02LNnD/z9/SWojIiIKkOvF/hg0zn8eCQKADD3sWYY3clf2qJIUu38HXHhTrphb4yXg6XUJRFJjiHGTAwbNgzAvYtkjRkzxug+lUoFf39/fPrppxJURkQknaioKCQmJkpdRoXp9AIrTqRhT2QOZADGt7VDc00yIiKSK72sixcvVn+BJImivTHnYtPxT2QShjt4S10SkeQYYsyEXq8HAAQEBODYsWNwdnaWuCIiImlFRUWhSXAwcrKzpS6lYmRyOA+eCm2znhB6HRK3fobp8/c/9GIzMzMfvjaSHPfGEBljiDEzkZGRUpdARFQnJCYmIic7G89NXwg330CpyymXXgBHE5WIyZFDBoEOrnp4T5gMYHKVl3nxaDi2ffc5cnNzq69Qkgz3xhAZY4gxQ3v27MGePXsQHx9v2ENTZNWqVRJVRUQkDTffQHg3aiZ1GWUq1Onx57k4xORkQSGTYVCIBxq4WD/0cu9GXa+G6qguuX9vTFxaLtztLKQuiUgyHJ3MzMyZMwf9+/fHnj17kJiYiJSUFKM/IiKqOwp0emw+cweRiVlQyGUYGlo9AYbMk62lCkFuNgCA47cqf54UkTnhnhgzs2LFCqxevRqjRo2SuhQiIipHfqEem07HIiY1ByqFDENbeMLH0UrqsqiOa+PngItxGbiekIWkzDw4WWukLolIEtwTY2by8/PRuXNnqcsgIqJy5BXosOFkDGJSc6BWyDGspRcDDFWIk7UGgS5aAMCJWzzCguovhhgz89JLL+Hnn3+WugwiIipDdn4h1kXEIC49FxZKOYa39oKnPUeaoopr6+cIALh8NwPpOQUSV0MkDR5OZmZyc3OxcuVK7N69Gy1atIBKpTK6f9GiRRJVRkREWXmFWH8yBslZ+bBUKTC8tReceTgQVZK7nQV8HCwRnZKDiKgU9AxylbokolrHEGNmzpw5g5YtWwIAzp07Z3SfTCaToCIiIgKA9NwCrI+IQVpOAaw1Sgxv5QUHrVrqsshEtfV3RHRKDM7FpqN9gCOs1PxKR/ULt3gzs2/fPqlLICKiYlKz87H+ZAwycgtha6HE8NbesLNUPfiBRGXwcbCEm60Gd9PzcCo6FZ0DeZFrql94TgwREVENSsrMw+8nbiMjtxD2ViqMaMMAQw9PJpMZzo05fTsNeYU6iSsiql3cE2NmevXqVe5hY3v37q3FaoiI6reEjDxsOBmDnAIdnLRqPN7KC1oNP3qpegS6aOFopUZydj7OxaSjjZ+D1CUR1Rr2pGam6HyYIgUFBTh16hTOnTuHMWPGSFMUEVE9FJeWi42nYpBXqIerjQbDWnnBUqWQuiwyIzKZDK397LH7YjxORaeipY89FHKe/0r1A0OMmfnss89KnT579mxkZmbWcjVERPVTTEoO/jgdgwKdgIedBR5r6QmNkgGGql+Quw0OXU9CZl4hrt7NQBMPW6lLIqoVPCemnnj++eexatUqqcsgIjJ7t5KysPHUvQDj7WCJx1t5McBQjVHK5WjpYw8AOBGVAiGEtAUR1RKGmHri8OHDsLCwkLoMIiKzdj0hE5tP30GhXsDfyQqPhXpCpeBHLdWsEC87qBQyJGbmIzolR+pyiGoFDyczM8OHDze6LYTAnTt3cPz4cbz//vsSVUVEZP6u3M3A9vNxEAJo6GKNR5q78/wEqhUWKgWaedjh1O1URNxKga+jldQlEdU4hhgzY2dnZ3RbLpcjKCgIc+fORf/+/SWqiojIvJ2LTcPei/EQAJq426BfsBvkDDBUi1r62uP07VTcSs5GQkYeXGw0UpdEVKMYYszMt99+W2vrKiwsxOzZs/HTTz8hLi4OHh4eGDt2LN577z3I5Tx8gojqh4ioFBy8mggAaO5pi95NXMsd6p6oJthZqtDQ1RpX4zNxMjoF/Zu6S10SUY1iiDFTJ06cwMWLFyGTydC0aVO0atWq2tcxf/58rFixAt999x2aNWuG48ePY9y4cbCzs8Mbb7xR7esjIqpLhBA4ciMZR28mAwDa+DqgS0MnBhiSTGtfB1yNz8TluAx0buAsdTlENYohxszEx8fj6aefxv79+2Fvbw8hBNLS0tCrVy+sWbMGLi4u1bauw4cP47HHHsPgwYMBAP7+/vjll19w/PjxalsHEVFdJIRA+JUEnL6dBgDoHOiEtn4ODDAkKXc7C3jaWyA2NRenbqfCX+qCiGoQj/kxM5MmTUJ6ejrOnz+P5ORkpKSk4Ny5c0hPT8fkyZOrdV1du3bFnj17cOXKFQDA6dOn8ddff2HQoEFlPiYvLw/p6elGf0REpkSvF9h54a4hwPQMckE7f0cGGKoT2vg6AADOxqShUC9xMUQ1iHtizMz27duxe/duBAcHG6Y1bdoUX3zxRbWf2D99+nSkpaWhSZMmUCgU0Ol0+PDDD/HMM8+U+ZiwsDDMmTOnWusgIqothTo9tp+Pw/WELMhkQP9gN15ckOqUAGct7C1VSM0pwM0s/lZN5otbt5nR6/VQqVQlpqtUKuj11fuTzNq1a/Hjjz/i559/RkREBL777jt88skn+O6778p8zIwZM5CWlmb4i46OrtaaiIhqSn6hHn+cjsX1hCwo5DIMCfFggKE6RyaTGS5+eS1DAYB7CMk8cU+MmenduzfeeOMN/PLLL/D09AQAxMTE4M0330SfPn2qdV3/+c9/8M477+Dpp58GAISEhODWrVsICwvDmDFjSn2MRqOBRsNhH4nItOQW6PDHqVjEpedCpZBhaAtP+PBaHFRHBXvY4vCNJGQV6mHZsJ3U5RDVCO6JMTNLly5FRkYG/P39ERgYiIYNGyIgIAAZGRlYsmRJta4rOzu7xFDKCoWi2vf4EBFJKSuvEL+fuI249FxYKOUY3sqbAYbqNLVSjuZe964bZ9t2mLTFENUQ7okxMz4+PoiIiMCuXbtw6dIlCCHQtGlT9O3bt9rXNXToUHz44Yfw9fVFs2bNcPLkSSxatAgvvPBCta+LiEgKaTkF2HAyBmk5BdCqFXi8lRecrLk3meq+UG87RNxKhoVfC0SmFKC11AURVTPuiTETe/fuRdOmTQ2jffXr1w+TJk3C5MmT0a5dOzRr1gwHDx6s1nUuWbIEI0aMwOuvv47g4GC89dZbePXVV/Hf//63WtdDRCSFpMw8/HYiGmk5BbC1UOLJtj4MMGQybCxU8LbSI/vqEfD602SOuFmbicWLF+Pll1+GrW3Jk0zt7Ozw6quvYtGiRdW6ThsbGyxevBi3bt1CTk4Orl+/jnnz5kGtVlfreoiIatudtBz8fuI2svJ0cNSq8WRbH9hZlhw0hagua+ekQ8L6efCz47ZL5ochxkycPn0ajzzySJn39+/fHydOnKjFioiITNPNxCysj4hBbqEe7rYWGNHGG9YaHn1NpoeXLiJzxl7ZTNy9e7fUoZWLKJVKJCQk1GJFRESm51JcOnZduAu9APwcrTC4hQdUCv7eR0RU17BnNhNeXl44e/ZsmfefOXMGHh4etVgREZFpORmVgh3n7wWYIDcbDA31ZIAhIqqj2DubiUGDBuGDDz5Abm5uiftycnIwa9YsDBkyRILKiIjqNiEE/r6WiANXEwEALX3sMaCZGxRyHotDRFRX8XAyM/Hee+9h/fr1aNy4MSZOnIigoCDIZDJcvHgRX3zxBXQ6HWbOnCl1mUREdYpeL7D3cjzOx94b2bFzoBPa+jlAxpMJiIjqNIYYM+Hm5oZDhw5h/PjxmDFjBoQQAACZTIYBAwZg2bJlcHNzk7hKIqK6o1Cnx/bzcbiekAUZgN5NXA0XCCQiorqNIcaM+Pn54c8//0RKSgquXbsGIQQaNWoEBwcHqUsjIqpT8gp12Hz6DmJSc6CQyzCwuTsCXaylLouIiCqIIcYMOTg4oF27dlKXQURUJ2XlFWLjqRgkZuZDrZBjaKgHvB2spC6LiIgqgSGGiIjqjdTsfGw8FYu0nAJYqRUY1tILLjYaqcsiIqJKYoghIqJ64W56Lv44FYucAh3sLFV4vJUX7Cx5JXMiIlPEEENERGbvZmIW/jx3BwU6ARcbDR4L9YRWw49AIiJTxR6ciIjM2s1MOSKiYyEE4OtohcEhHlAreZk0IiJTxhBDRERmSQgBu85P40TyvY+6YHcb9AnmRSyJiMwBQwwREZmdQp0eK06kwb7b8wCAdv4O6NTAiRexJCIyEwwxRERkVrLzCzHp55PYcyMHQq9DayeBzoHOUpdFRETViAcFExGR2UjMzMMzX/2DPZfioVYACRs+QgMbvdRlERFRNWOIISIis3AzMQtPLD+E09GpcLBSYU4PJ+Rc+0fqsoiIqAbwcDIiIjJ5p6NT8cLqY0jKyoePoyVWj2uPtOgrUpdFREQ1hHtiiIjIpO29dBdPrzyCpKx8NPeyxbrxnRHoYi11WUREVIO4J4aIiEzWT//cwgd/nIdOL9C9sQuWPdca1ryIJRGR2WNPT0REJkevF5i//RK+PHADADCijTfChodApeABBkRE9QFDDBERmZTcAh3eXHsK287FAQCm9muMSb0b8howRET1CEMMERGZjMTMPLz03XGcik6FWiHHghEtMKyVl9RlERFRLWOIISIik3AtPgPjVh9DdHIO7K1U+PL5NujQwEnqsoiISAIMMUREVOcdup6I1344gfTcQvg5WeHbse3QgCOQERHVWwwxRERUp/1+4jZmrD+DAp1AGz8HfDW6LRy1aqnLIiIiCTHEEBFRnSSEwGe7r+L/9lwFAAxp4YFPngyFhUohcWVERCQ1hhgiIqpz8gp1mP77GWw8FQsAmNArENP6BUEu5whkRETEEENERHVManY+XvnhBI5GJkMpl+HDx5vjqXa+UpdFRER1CEMMERHVGdcTMvHi6mO4mZQNG40Sy59vg66NnKUui4iI6hiGGCIiqhMOXk3A6z9FICO3EF72llg1th2C3G2kLouIiOoghhgiIpLc94dvYs7mC9DpBdr6OWDFqDZwttZIXRYREdVRDDFERCSZQp0eczZfwA9HbgEAhrf2QtjwEGiUHIGMiIjKJpe6ADJtMTExeP755+Hk5AQrKyu0bNkSJ06ckLosIjIBadkFGPvtMfxw5BZkMuCdgU3w6ZOhDDBERPRA3BNDVZaSkoIuXbqgV69e2LZtG1xdXXH9+nXY29tLXRoR1XGRiVl4cfUx3EjMgpVagcVPtUT/Zu5Sl0VERCaCIYaqbP78+fDx8cG3335rmObv7y9dQURkEg5dS8T4nyKQllMAL3tLfDW6LZp62kpdFhERmRCGGKqyTZs2YcCAAXjyyScRHh4OLy8vvP7663j55ZfLfExeXh7y8vIMt9PT02ujVKJ6KSoqComJiVKXYWTH9Sx8FZEOvQCCnFSY3sUGuXHXEBFX/eu6ePFi9S+UiIjqBIYYqrIbN25g+fLlmDp1Kt59910cPXoUkydPhkajwejRo0t9TFhYGObMmVPLlRLVP1FRUWgSHIyc7GypS7lHJodD75dg2/ZRAEDmub3YuX0JduoKanzVmZmZNb4OIiKqXQwxVGV6vR5t27bFRx99BABo1aoVzp8/j+XLl5cZYmbMmIGpU6cabqenp8PHx6dW6iWqTxITE5GTnY3npi+Em2+gpLXk64F/EpWIz703lkwzu0IEDewK2aCuNbrei0fDse27z5Gbm1uj6yEiotrHEENV5uHhgaZNmxpNCw4Oxrp168p8jEajgUbDaz8Q1RY330B4N2om2fqTMvOw+8wdpOUWQCmXYUAzdzR0ta6Vdd+Nul4r6yEiotrHEENV1qVLF1y+fNlo2pUrV+Dn5ydRRURUl1yLz8TOC3Eo0AnYWigxpIUnXGz4IwYRET08hhiqsjfffBOdO3fGRx99hJEjR+Lo0aNYuXIlVq5cKXVpRCQhIQSORCbjaGQyAMDbwRKDmnvAUs3rvxARUfVgiKEqa9euHTZs2IAZM2Zg7ty5CAgIwOLFi/Hcc89JXRoRSSSvUIed5+/iRmIWAKCljz26NXSGXC6TuDIiIjInDDH0UIYMGYIhQ4ZIXQYR1QEp2fnYcvoOkrPzoZDL0LuJK5p68PovRERU/RhiiIjooUUmZmH7+TjkF+phrVFicIgH3O0spC6LiIjMFEMMERFVmRACx2+l4ND1JACAh50FBod4QKvhxwsREdUcfsoQEVGVFOj02HXhLq7G37uYZHNPW/QIcoFSLpe4MiIiMncMMUREVGlpOQXYciYWiZn5kMuAHo1d0MLbXuqyiIionmCIISKiSolMzMKO83HIK9TDUqXA4BAPeDlYSl0WERHVIwwxRERUIXoh8M99139xt7XAoBB32FioJK6MiIjqG4YYIiJ6oJwCHXaci8Ot5GwAQAsvO3Rr7MzzX4iISBIMMUREVK676bnYevYOMnILofz3+i/BvP4LERFJiCGGiIjKdD42DfsuJ0CnF7CzVGFwiAdcbDRSl0VERPUcQwwREZVQqNNj/5UEnI9NBwAEOGvRv6kbLFQKiSsjIiJiiCEiomLScwqw9ewdxGfkAQA6NXBCO38HyGQyiSsjIiK6hyGGiIgMridkYteFu8gr1MNCKccjzd3h56SVuiwiIiIjDDFERASdXuDv64k4GZUKAHCz1WBQcw/YWnL4ZCIiqnsYYoiI6rn03AJsOxuHuPRcAEArH3t0aegMhZyHjxERUd3EEENEVI/dSMzEzvP3Dh9TK+Xo39QNgS7WUpdFRERULoYYIqJ6SKcXOHw9CSeiUgAArjYaDArxgB0PHyMiIhPAEENEVM9k5BZg27k43Em7d/hYqLcdujZyhlIul7gyIiKiimGIISKqRyITs7DzQhxyC/RQK+ToG+yKRm42UpdFRERUKQwxRET1QKFOj7+vJeHU7VQA9w4fG9jcHfZWamkLIyIiqgKGGCIiM5eclY9t5+4gMTMfANDSxx5dAp2gVPDwMSIiMk0MMUREZiwyU44zR6NQqBewVCnQr6kbApx58UoiIjJtDDFERGYoM18P58feQUSyEoCAj6MlBjR1h1bDbp+IiEwfP82IiMzM8ZvJmLozEdomXSGDQJeGLmjtaw+ZjBevJCIi88AQQ0RkJnR6gaV7r+HzPVegF0BBSiz6N3FBCz8HqUsjIiKqVjyrk4jIDNxMzMKTKw7hs933AkxPP0vcWf0GHDVC6tKIiIiqHffEEBGZMCEEfjkajXlbLyA7XwcbjRJzhzWDn4jHd/k5UpdHRERUIxhiiIhMVHxGLt5ZdxZ7L8UDADo2cMQnT4bC28EKERHxEldHRERUcxhiiIhM0PZzdzBj/VmkZBdArZTj7QFBeKFLAORynrxPRETmjyGGiMiEpOcWYM6mC1gXcRsA0NTDFp891RJB7jYSV0ZERFR7GGKIiEzE4etJeOu304hJzYFcBrzWIxBT+jaGWskxWoiIqH5hiCEiquOy8wuxcMdlrD50E0IAvo5WWDQyFG39HaUujYiISBIMMUREddih64l4Z91ZRCVnAwCebueD94Y0hbWG3TcREdVf/BQkIqqDMnIL8PG2S/jpnygAgKedBcKeaIEejV0kroyIiEh6PJCaqk1YWBhkMhmmTJkidSlEJi38SgIGfHbAEGCe7+iLHW92Z4AhIiL6F/fEULU4duwYVq5ciRYtWkhdCpHJSssuwLytF/DbiXsjj/k6WuHjJ0LQOdBZ4sqIiIjqFu6JoYeWmZmJ5557Dl999RUcHBykLofIJO26cBf9PgvHbyduQyYDXugSgO1TujHAEBERlYJ7YuihTZgwAYMHD0bfvn0xb968cufNy8tDXl6e4XZ6enpNl0dUp8Wn52LulgvYcuYOAKCBsxYLRrTgyGNERETlYIihh7JmzRpERETg2LFjFZo/LCwMc+bMqeGqiOo+vV7gp6NRWLDtEjLyCiGXAS93b4A3+zaGhUohdXlERER1GkMMVVl0dDTeeOMN7Ny5ExYWFhV6zIwZMzB16lTD7fT0dPj4+NRUiUR10oXYdLy74SxORacCAEK97fDh4yFo7mUnbWFEREQmgiGGquzEiROIj49HmzZtDNN0Oh0OHDiApUuXIi8vDwqF8S/KGo0GGo2mtkslqhOy8wvx+e6r+PqvSOj0AtYaJf4zIAjPd/SDQi6TujwiIiKTwRBDVdanTx+cPXvWaNq4cePQpEkTTJ8+vUSAIaqvhBDYdeEu5my+gJjUHADAoBB3fDCkGdztKrYXk4iIiP6HIYaqzMbGBs2bNzeaptVq4eTkVGI6UX11IyETczZfQPiVBACAl70l5j7WDH2C3SSujIiIyHQxxBAR1YCsvEIs3XcNXx+8gQKdgFohx8vdAzChV0NYqdn1EhERPQx+klK12r9/v9QlEElKCIEtZ+7gw60XEZeeCwDoGeSCWUObIcBZK3F1RERE5oEhhoiompyPTcN/t1zAkRvJAAAfR0t8MKQZ+ga7QibjiftERETVhSGGiOghxafn4pOdl/HbidsQAtAo5Xi9Z0O82qMBr/lCRERUAxhiiIiqKCdfh68O3sCK8OvIztcBAIaGeuLtAUHwcbSSuDoiIiLzxRBDRFRJer3AxlMxWLD9suG8l1a+9nhvcFO08XOQuDoiIiLzxxBDRFRBQggcvJqIBTsu4VxMOoB7Qya/M7AJhrTw4HkvREREtYQhhoioAk5GpWDB9ss4fCMJAGCtUWJCr4YY18Wf570QERHVMoYYIqJyXIvPwMIdl7Hj/F0AgFohx/Md/TChVyCcrDUSV0dERFQ/McQQEZUiJjUHi3ddwbqI29ALQC4DnmjtjTf6NoK3A0/aJyIikhJDDBHRfW6nZGPZ/uv47Xg0CnQCADCgmRve6h+ERm42EldHREREAEMMERGA0sNL50AnvDUgCK19OeIYERFRXcIQQ0T1Wlnh5Y0+jdChgZPE1REREVFpGGKIqF66npCJleE3sP7kbYYXIiIiE8MQQ0T1ypnbqVi+/zq2n4+DuJddGF6IiIhMDEMMEZk9IQQOXU/Csv3X8Pe1JMP0vsFuGN+zAdr4OUpYHREREVUWQwyRGYuKikJiYqLUZUjG3sEJ59JV+PrgDZy5nQYAUMhleKylJ17rEYjGHG2MiIjIJDHEEJmpqKgoNAkORk52ttSl1Dq5Rgvrlo/Ats1QKGycAQAWKjmebueLl7oF8DovREREJo4hhshMJSYmIic7G89NXwg330Cpy6kVGQXAtQwFbmXJoRMyAIC9hRzjujbE8x194WStkbhCIiIiqg4MMURmzs03EN6NmkldRo3RC4FbSdk4czsVN5P+t9fJTqXH9Y2fY+2q+ejQrpGEFRIREVF1Y4ghIpOUnV+I87HpOBeThvTcQsP0AGctWvnYA4mROHNuD1QKmXRFEhERUY1giCEikyGEQGxqLs7EpOJafCb0/w6RrFHK0dTDFiHednCwUgMAbieVsyAiIiIyaQwxRFTn5RXqcOlOBs7GpCEpK98w3c1WgxZe9mjsZg2lQi5hhURERFSbGGKIqE4q2uty/k4arsVnokB3b7eLUi5DkLsNQrzs4GZrIXGVREREJAWGGCKqUzJyC3AxLgMXYtORllNgmO5gpUILb3sEu9tAo1JIWCERERFJjSGGiCRXqNcjMiEL5++kIyopG/+e6gKVQobGbjZo6mELDzsLyGQ8SZ+IiIgYYohIIkII3E3Pw6W4dFyOy0Buod5wn5e9JZp62qKhizXUSp7rQkRERMYYYoioVqVk5+NyXAYuxWUYHS5mrVEi2OPeXhf7f0cYIyIiIioNQwwR1bisvEJcuZuBy3czcDc9zzBdKZehgYsWwR628HW0gpyHixEREVEFMMQQUY3IL9TjekImLsVlIDr5f+e5yGSAr6MVmrjZoAEPFyMiIqIqYIghompTqNPjVnI2rtzNwI2ELBQWXY0SgLutBYLcbdDYzRpWanY9REREVHX8JkFED6VQp0dUcjauxGciMiEL+br/naBvb6VCEzcbBLnb8DwXIiIiqjYMMURUaYV6PaKSsnE1PhM3igUXa40SDV2t0cTdBq42Gg6LTERERNWOIYaIKqRQf2+Py9W7ZQeXxm7WcLfl9VyIiIioZjHEEFGZdHrxb3DJwPXELOTfdy0XrUaBRq42aORqzQtREhERUa1iiKEqCwsLw/r163Hp0iVYWlqic+fOmD9/PoKCgqQujR5CoV6P6OQcXI3PwPWEYsFF/W9wcWNwISIiIukwxFCVhYeHY8KECWjXrh0KCwsxc+ZM9O/fHxcuXIBWq5W6PKqEAp0et5KycS0+E5GJxoeKadUKNHS1RiM3G3gyuBAREVEdwBBDVbZ9+3aj299++y1cXV1x4sQJdO/eXaKqqKLyCnSITMzCtYRM3ErKNhoO2RBcXG3gac/gQkRERHULQwxVm7S0NACAo6NjmfPk5eUhL+9/V2xPT0+vsXqioqKQmJhYY8uv6y5evFhiWnZ+IW4k3Asu0cnZuC+3wNbi3sn5gS7mdahYae1QH9TX501ERPUDQwxVCyEEpk6diq5du6J58+ZlzhcWFoY5c+bUeD1RUVFoEhyMnOzsGl9XXZeQlo3E6FRci89EbGoO7sstcNSq0dDFGg1dreFsrTab4AIA6ckJAIDnn39e4kqklZmZKXUJRERE1Y4hhqrFxIkTcebMGfz111/lzjdjxgxMnTrVcDs9PR0+Pj7VXk9iYiJysrPx3PSFcPMNrPbl13UZBcCpK7cQnaHHgTR7IC3BcJ+rjQaBrtZo6GINR635XoAyJ/PeXr7Br85EUIs2EldT+y4eDce27z5Hbm6u1KUQERFVO4YYemiTJk3Cpk2bcODAAXh7e5c7r0ajgUajqaXKADffQHg3alZr65OKEAKJmfm4npCJa/GZSMrKB2waQWMDAAKedpaGQ8VsLVVSl1urnDz96sU2UNzdqOtSl0BERFRjGGKoyoQQmDRpEjZs2ID9+/cjICBA6pLqFSEE7qbn4dq/wSUtp8Bwn1wG2IpMXN++GkMeH4H2bbtJWCkRERFR9WKIoSqbMGECfv75Z/zxxx+wsbFBXFwcAMDOzg6WlpYSV2ee9HqB2LQcXIvPxPWELGTmFRruU8hl8HO0QkNXawQ4a3H+wFacPr0d6uHDJayYiIiIqPoxxFCVLV++HADQs2dPo+nffvstxo4dW/sFmamii09eT8jEjYQs5BToDPepFDIEOGvR0MUafk5aqJVyCSslIiIiqh0MMVRlQogHz0RVUqDT42ZSFq7HZ5W4+KSFUo4GLtYIdNXC18EKSgWDCxEREdUvDDFEdcSDLj4Z+O9QyF72lpDLzWcoZCIiIqLKYoghklBFLj7Z0NUa7rbmc/FJIiIioofFEENUyzJyC3A9IaveXXySiIiIqLowxBDVMCEEkrPycT0hC9cTMhGfkWd0v6uNxnANF3O++CQRERFRdWGIIaoBQgjEpefeCy7xmUi97xouAOBpZ1FvLz5JRERE9LAYYoiqiU4vcDslG9cTsnAjIRNZ+f8bClkhk8HH0RKBLveu4aLV8K1HREREVFX8JkX0EPIL9biVdO/E/JuJ2UZDIasVcvg7WyHQxRr+vIYLERERUbVhiCGqpKIRxa4nZCI6JQe6+4YUs1Ir0MDl3sUnvRwsoZQzuBARERFVN4YYogpIyynA9YRMXE/IxJ3UXKMRxewsVWj478UnORQyERERUc1jiCEqhRACiZn5huCSmJlvdL+rjQaBLtYIdNHCUcuhkImIiIhqE0MM0b+KTsyPTMzCjcQsZOQWGu6TyQAv+3sn5jdw0cLWgiOKEREREUmFIYbqtdwCHW7+G1puJRmfmK+Uy+DnZIUG/44oZqlSSFgpERERERVhiKF6JyU7H5EJ94JLbFoOxH0nuFipFQhw1qKBsxY+jlZQKXhiPhEREVFdwxBDZk8vBO6k5f4bXDKRkm184UknazUaOGvRwNkabrYant9CREREVMcxxJBZyinQw6pxZxxLUiD+zg3kFvzvMDG5DPBysEQDZ2s0cNbC1pLntxARERGZEoYYMjs6vcD4PxPg8vi7iMoCAD00SjkCnLUIcNbCz8kKGiXPbyEiIiIyVQwxZHYUchmau6oRfvoGmvq5oUUjX3jaWUIu52FiREREROaAZy2TWZrUzh6xX72CFg46eDtYMcAQERERmRGGGDJLGiVDCxEREZG5YoghIiIiIiKTwhBDREREREQmhSGGiIiIiIhMCkMMERERERGZFIYYIiIiIiIyKQwxRERERERkUhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ0REREREJoUhhoiIiIiITApDDBERERERmRSGGCIiIiIiMikMMUREREREZFIYYuihLVu2DAEBAbCwsECbNm1w8OBBqUsiIiIiIjPGEEMPZe3atZgyZQpmzpyJkydPolu3bhg4cCCioqKkLo2IiIiIzBRDDD2URYsW4cUXX8RLL72E4OBgLF68GD4+Pli+fLnUpRERERGRmVJKXQCZrvz8fJw4cQLvvPOO0fT+/fvj0KFDpT4mLy8PeXl5httpaWkAgPT09GqtLTMzEwBw++p55OVkV+uyTcXdqOsAgLibV3BdayVxNbWPz79+P3+AbVDfnz/ANki4HQng3mdidX/OFi1PCFGtyyWqKJng1kdVFBsbCy8vL/z999/o3LmzYfpHH32E7777DpcvXy7xmNmzZ2POnDm1WSYRERHVkOjoaHh7e0tdBtVD3BNDD00mkxndFkKUmFZkxowZmDp1quG2Xq9HcnIynJycynxMVaSnp8PHxwfR0dGwtbWttuWaK7ZXxbGtKo5tVTlsr4pjW1VcTbWVEAIZGRnw9PSstmUSVQZDDFWZs7MzFAoF4uLijKbHx8fDzc2t1MdoNBpoNBqjafb29jVVImxtbfkBVwlsr4pjW1Uc26py2F4Vx7aquJpoKzs7u2pdHlFl8MR+qjK1Wo02bdpg165dRtN37dpldHgZEREREVF14p4YeihTp07FqFGj0LZtW3Tq1AkrV65EVFQUXnvtNalLIyIiIiIzxRBDD+Wpp55CUlIS5s6dizt37qB58+b4888/4efnJ2ldGo0Gs2bNKnHoGpWO7VVxbKuKY1tVDtur4thWFce2InPF0cmIiIiIiMik8JwYIiIiIiIyKQwxRERERERkUhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ2Zp2bJlCAgIgIWFBdq0aYODBw9KXVKtO3DgAIYOHQpPT0/IZDJs3LjR6H4hBGbPng1PT09YWlqiZ8+eOH/+vNE8eXl5mDRpEpydnaHVavHoo4/i9u3btfgsakdYWBjatWsHGxsbuLq6YtiwYbh8+bLRPGyve5YvX44WLVoYrv7dqVMnbNu2zXA/26lsYWFhkMlkmDJlimEa2+t/Zs+eDZlMZvTn7u5uuJ9tZSwmJgbPP/88nJycYGVlhZYtW+LEiROG+9leZO4YYsjsrF27FlOmTMHMmTNx8uRJdOvWDQMHDkRUVJTUpdWqrKwshIaGYunSpaXev2DBAixatAhLly7FsWPH4O7ujn79+iEjI8Mwz5QpU7BhwwasWbMGf/31FzIzMzFkyBDodLraehq1Ijw8HBMmTMCRI0ewa9cuFBYWon///sjKyjLMw/a6x9vbGx9//DGOHz+O48ePo3fv3njssccMX47YTqU7duwYVq5ciRYtWhhNZ3sZa9asGe7cuWP4O3v2rOE+ttX/pKSkoEuXLlCpVNi2bRsuXLiATz/9FPb29oZ52F5k9gSRmWnfvr147bXXjKY1adJEvPPOOxJVJD0AYsOGDYbber1euLu7i48//tgwLTc3V9jZ2YkVK1YIIYRITU0VKpVKrFmzxjBPTEyMkMvlYvv27bVWuxTi4+MFABEeHi6EYHs9iIODg/j666/ZTmXIyMgQjRo1Ert27RI9evQQb7zxhhCC21Vxs2bNEqGhoaXex7YyNn36dNG1a9cy72d7UX3APTFkVvLz83HixAn079/faHr//v1x6NAhiaqqeyIjIxEXF2fUThqNBj169DC004kTJ1BQUGA0j6enJ5o3b272bZmWlgYAcHR0BMD2KotOp8OaNWuQlZWFTp06sZ3KMGHCBAwePBh9+/Y1ms72Kunq1avw9PREQEAAnn76ady4cQMA26q4TZs2oW3btnjyySfh6uqKVq1a4auvvjLcz/ai+oAhhsxKYmIidDod3NzcjKa7ubkhLi5OoqrqnqK2KK+d4uLioFar4eDgUOY85kgIgalTp6Jr165o3rw5ALZXcWfPnoW1tTU0Gg1ee+01bNiwAU2bNmU7lWLNmjWIiIhAWFhYifvYXsY6dOiA77//Hjt27MBXX32FuLg4dO7cGUlJSWyrYm7cuIHly5ejUaNG2LFjB1577TVMnjwZ33//PQBuW1Q/KKUugKgmyGQyo9tCiBLTqGrtZO5tOXHiRJw5cwZ//fVXifvYXvcEBQXh1KlTSE1Nxbp16zBmzBiEh4cb7mc73RMdHY033ngDO3fuhIWFRZnzsb3uGThwoOH/kJAQdOrUCYGBgfjuu+/QsWNHAGyrInq9Hm3btsVHH30EAGjVqhXOnz+P5cuXY/To0Yb52F5kzrgnhsyKs7MzFApFiV+R4uPjS/wiVZ8VjfhTXju5u7sjPz8fKSkpZc5jbiZNmoRNmzZh37598Pb2NkxnexlTq9Vo2LAh2rZti7CwMISGhuLzzz9nOxVz4sQJxMfHo02bNlAqlVAqlQgPD8f//d//QalUGp4v26t0Wq0WISEhuHr1KretYjw8PNC0aVOjacHBwYYBbNheVB8wxJBZUavVaNOmDXbt2mU0fdeuXejcubNEVdU9AQEBcHd3N2qn/Px8hIeHG9qpTZs2UKlURvPcuXMH586dM7u2FEJg4sSJWL9+Pfbu3YuAgACj+9le5RNCIC8vj+1UTJ8+fXD27FmcOnXK8Ne2bVs899xzOHXqFBo0aMD2KkdeXh4uXrwIDw8PblvFdOnSpcQw8FeuXIGfnx8A9llUT9T+WAJENWvNmjVCpVKJb775Rly4cEFMmTJFaLVacfPmTalLq1UZGRni5MmT4uTJkwKAWLRokTh58qS4deuWEEKIjz/+WNjZ2Yn169eLs2fPimeeeUZ4eHiI9PR0wzJee+014e3tLXbv3i0iIiJE7969RWhoqCgsLJTqadWI8ePHCzs7O7F//35x584dw192drZhHrbXPTNmzBAHDhwQkZGR4syZM+Ldd98Vcrlc7Ny5UwjBdnqQ+0cnE4Ltdb9p06aJ/fv3ixs3bogjR46IIUOGCBsbG0Pfzbb6n6NHjwqlUik+/PBDcfXqVfHTTz8JKysr8eOPPxrmYXuRuWOIIbP0xRdfCD8/P6FWq0Xr1q0NQ+XWJ/v27RMASvyNGTNGCHFvCM5Zs2YJd3d3odFoRPfu3cXZs2eNlpGTkyMmTpwoHB0dhaWlpRgyZIiIioqS4NnUrNLaCYD49ttvDfOwve554YUXDO8tFxcX0adPH0OAEYLt9CDFQwzb63+eeuop4eHhIVQqlfD09BTDhw8X58+fN9zPtjK2efNm0bx5c6HRaESTJk3EypUrje5ne5G5kwkhhDT7gIiIiIiIiCqP58QQEREREZFJYYghIiIiIiKTwhBDREREREQmhSGGiIiIiIhMCkMMERERERGZFIYYIiIiIiIyKQwxRERERERkUhhiiIiIiIjIpDDEEBERERGRSWGIISIiIiIik8IQQ0REREREJuX/AcLycNN1NgHfAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "solar_generators = []\n", + "for idx in network_list:\n", + " solar_generators_idx = idx.generators_t.p_max_pu.loc[:, idx.generators.carrier == \"solar\"].sum().sum()\n", + " solar_generators.append(solar_generators_idx)\n", + "\n", + " \n", + "sorted(solar_generators)\n", + "sns.histplot(solar_generators, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients of Distribution of solar generator across the simulations\")\n", + "Image(filename='generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"].png')" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "onwind_generators = []\n", + "for idx in network_list:\n", + " onwind_generators_idx = idx.generators_t.p_max_pu.loc[:, idx.generators.carrier == \"onwind\"].sum().sum()\n", + " onwind_generators.append(onwind_generators_idx)\n", + "\n", + " \n", + "sorted(onwind_generators)\n", + "sns.histplot(onwind_generators, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients Distribution of onwind generator across the simulations\")\n", + "Image(filename='generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"].png')" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "capital_cost_onwind_generators = []\n", + "for idx in network_list:\n", + " capital_cost_onwind_generators_idx = idx.generators.capital_cost.loc[idx.generators.carrier == \"onwind\"].sum().sum()\n", + " capital_cost_onwind_generators.append(capital_cost_onwind_generators_idx)\n", + "\n", + " \n", + "sorted(capital_cost_onwind_generators)\n", + "sns.histplot(capital_cost_onwind_generators, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for onwind generator across the simulations\")\n", + "Image(filename='generators.capital_cost.loc[n.generators.carrier == \"onwind\"].png')" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "capital_cost_solar_generators = []\n", + "for idx in network_list:\n", + " capital_cost_solar_generators_idx = idx.generators.capital_cost.loc[idx.generators.carrier == \"solar\"].sum().sum()\n", + " capital_cost_solar_generators.append(capital_cost_solar_generators_idx)\n", + "\n", + " \n", + "sorted(capital_cost_solar_generators)\n", + "sns.histplot(capital_cost_solar_generators, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for solar generator across the simulations\")\n", + "Image(filename='generators.capital_cost.loc[n.generators.carrier == \"solar\"].png')" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "weight_solar_generators = []\n", + "for idx in network_list:\n", + " weight_solar_generators_idx = idx.generators.weight.loc[idx.generators.carrier == \"solar\"].sum().sum()\n", + " weight_solar_generators.append(weight_solar_generators_idx)\n", + "\n", + " \n", + "sorted(weight_solar_generators)\n", + "sns.histplot(weight_solar_generators, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for solar generator across the simulations\")\n", + "Image(filename='generators.weight.loc[n.generators.carrier == \"solar\"].png')" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "weight_onwind_generators = []\n", + "for idx in network_list:\n", + " weight_onwind_generators_idx = idx.generators.weight.loc[idx.generators.carrier == \"onwind\"].sum().sum()\n", + " weight_onwind_generators.append(weight_onwind_generators_idx)\n", + "\n", + " \n", + "sorted(weight_onwind_generators)\n", + "sns.histplot(weight_onwind_generators, kde=True)\n", + "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for onwind generator across the simulations\")\n", + "Image(filename='generators.weight.loc[n.generators.carrier == \"onwind\"].png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Conclusion\n", + "\n", + "The simulation results highlight the variability in power generation, load distribution, and associated costs across different scenarios. These findings can be valuable for decision-making and optimization in the energy sector." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pypsa-earth-v2", + "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": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From d1c64bbadefecb7dc83747aa806ec8e05b137894 Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Tue, 23 Jan 2024 12:48:29 +0100 Subject: [PATCH 03/13] fixed comments --- notebooks/monte_carlo_case_study.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/monte_carlo_case_study.ipynb b/notebooks/monte_carlo_case_study.ipynb index a8893de..c6ae22f 100644 --- a/notebooks/monte_carlo_case_study.ipynb +++ b/notebooks/monte_carlo_case_study.ipynb @@ -53,7 +53,7 @@ "monte_carlo:\n", " options:\n", " add_to_snakefile: false # When set to true, enables Monte Carlo sampling\n", - " samples: 9 # number of optimizations. Note that number of samples when using scipy has to be the square of a prime number\n", + " samples: 49 # number of optimizations. Note that number of samples when using scipy has to be the square of a prime number\n", " sampling_strategy: \"chaospy\" # \"pydoe2\", \"chaospy\", \"scipy\", packages that are supported\n", " seed: 42 # set seedling for reproducibilty\n", " uncertainties:\n", From 6ed94129191f2199cc6af5e63ac2f239a60c72dc Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Tue, 23 Jan 2024 12:50:25 +0100 Subject: [PATCH 04/13] adjusted config parameters --- notebooks/monte_carlo_case_study.ipynb | 26 +++++++++++++++++++------- 1 file changed, 19 insertions(+), 7 deletions(-) diff --git a/notebooks/monte_carlo_case_study.ipynb b/notebooks/monte_carlo_case_study.ipynb index c6ae22f..dee8537 100644 --- a/notebooks/monte_carlo_case_study.ipynb +++ b/notebooks/monte_carlo_case_study.ipynb @@ -52,20 +52,32 @@ "```python\n", "monte_carlo:\n", " options:\n", - " add_to_snakefile: false # When set to true, enables Monte Carlo sampling\n", + " add_to_snakefile: true\n", " samples: 49 # number of optimizations. Note that number of samples when using scipy has to be the square of a prime number\n", " sampling_strategy: \"chaospy\" # \"pydoe2\", \"chaospy\", \"scipy\", packages that are supported\n", " seed: 42 # set seedling for reproducibilty\n", " uncertainties:\n", " loads_t.p_set:\n", - " type: uniform\n", - " args: [0, 1]\n", + " type: beta\n", + " args: [2, 0.5]\n", + " generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]:\n", + " type: beta\n", + " args: [4, 1]\n", " generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", - " type: lognormal\n", - " args: [1.5]\n", - " generators_t.p_min_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", " type: beta\n", - " args: [0.5, 2]\n", + " args: [4, 1]\n", + " generators.capital_cost.loc[n.generators.carrier == \"solar\"]:\n", + " type: normal\n", + " args: [0, 1]\n", + " generators.capital_cost.loc[n.generators.carrier == \"onwind\"]:\n", + " type: normal\n", + " args: [0, 1]\n", + " generators.weight.loc[n.generators.carrier == \"onwind\"]:\n", + " type: beta\n", + " args: [2, 0.5]\n", + " generators.weight.loc[n.generators.carrier == \"solar\"]:\n", + " type: beta\n", + " args: [2, 0.5]\n", "```" ] }, From d3816d0b6811c22a0020af35a0d69a3c69bcb989 Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Thu, 1 Feb 2024 13:56:03 +0100 Subject: [PATCH 05/13] added more instruction to setup monte-carlo --- notebooks/monte_carlo_case_study.ipynb | 25 ++++++++++++++++++++++++- 1 file changed, 24 insertions(+), 1 deletion(-) diff --git a/notebooks/monte_carlo_case_study.ipynb b/notebooks/monte_carlo_case_study.ipynb index dee8537..934b4e7 100644 --- a/notebooks/monte_carlo_case_study.ipynb +++ b/notebooks/monte_carlo_case_study.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Monte-Carlo Case Study using Nigeria's Power Data\n", - "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo applied to Nigeria's power data.\n", + "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo method applied to Nigeria's power data.\n", "\n", "## Introduction\n", "\n", @@ -81,6 +81,29 @@ "```" ] }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To generate a DAG for the Monte-Carlo workflow, run `snakemake -j1 solve_all_networks_monte --dag > workflow.dot`. This should create a `workflow.dot` file in your directory. \n", + "\n", + "Inspect the first line in the `workflow.dot` file, if the first line has something of this sort `Restricted license - for non-production use only - expires 2025-11-24`, then remove the first line. Then run `dot workflow.dot -Tpng -o workflow.png` to create a `png` file from `workflow.dot` file.\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To run the workflow with a dryrun after activating the option in `config.yaml` file, run `snakemake -j1 solve_all_networks_monte -n`. To run the workflow without the dryrun, you can remove the `-n` option from the command.\n" + ] + }, { "cell_type": "markdown", "metadata": {}, From 8b986150ff5e0340e57fb9e7fc39dd6941416f4c Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Fri, 16 Feb 2024 12:25:32 +0100 Subject: [PATCH 06/13] added sensitvity analysis --- notebooks/monte_carlo_case_study.ipynb | 618 ++++++++++++++++++------- 1 file changed, 443 insertions(+), 175 deletions(-) diff --git a/notebooks/monte_carlo_case_study.ipynb b/notebooks/monte_carlo_case_study.ipynb index 934b4e7..5419aef 100644 --- a/notebooks/monte_carlo_case_study.ipynb +++ b/notebooks/monte_carlo_case_study.ipynb @@ -58,25 +58,25 @@ " seed: 42 # set seedling for reproducibilty\n", " uncertainties:\n", " loads_t.p_set:\n", - " type: beta\n", - " args: [2, 0.5]\n", + " type: normal\n", + " args: [1, 100]\n", " generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]:\n", - " type: beta\n", - " args: [4, 1]\n", + " type: uniform\n", + " args: [0.1, 1]\n", " generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", - " type: beta\n", - " args: [4, 1]\n", + " type: lognormal\n", + " args: [1.5]\n", " generators.capital_cost.loc[n.generators.carrier == \"solar\"]:\n", - " type: normal\n", - " args: [0, 1]\n", + " type: triangle\n", + " args: [0.7]\n", " generators.capital_cost.loc[n.generators.carrier == \"onwind\"]:\n", - " type: normal\n", - " args: [0, 1]\n", + " type: beta\n", + " args: [0.5, 1]\n", " generators.weight.loc[n.generators.carrier == \"onwind\"]:\n", " type: beta\n", " args: [2, 0.5]\n", " generators.weight.loc[n.generators.carrier == \"solar\"]:\n", - " type: beta\n", + " type: gamma\n", " args: [2, 0.5]\n", "```" ] @@ -120,7 +120,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/gbotemi/miniconda3/envs/pypsa-earth-v2/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", + "/Users/gbotemi/miniconda3/envs/pypsa-earth/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", " warnings.warn(\n" ] } @@ -153,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -199,12 +199,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -231,7 +231,7 @@ "37" ] }, - "execution_count": 48, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -243,16 +243,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3" + "7" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -271,44 +271,7 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "network_obejective_constant_list = []\n", - "\n", - "for idx in network_list:\n", - " obj = idx.objective_constant / 1e9\n", - " network_obejective_constant_list.append(obj)\n", - "logging.info(\"objective constant loaded completely\")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,5))\n", - "sns.barplot(network_obejective_constant_list)\n", - "plt.title(\"Distribution of objective constant values in 49 simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -321,12 +284,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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2dCivVJtTC7WlLjDbm10so+EgM/n7mJUSZ9OIXqEakVgbmsXYA71TNIBOw6sh2rJly3T77bdr4cKFOu+88/Tss89qypQp2rVrl3r16tWo/5dffqkbbrhB//jHPzR9+nSlp6drzpw5uummm7RixQovXAEAAAAAwBsMw1C2s1I70x3ake7Q1mNF2nqsSI7yxqPM4noENhhldlasjQUBAJw0k2H8OJNvP2PGjNGIESO0aNEiT1tycrJmzJih+fPnN+r/6KOPatGiRTp48KCn7Z///KcWLFigY8eOteqcTqdTdrtdDodDNpvt9C8CAAAAAHBGGYah9KJy7Ux3aGe6UzszHNqZ7mj08H9JsviaNTTeXheY1YZmUbYAL1QNoLNobVbktZFoVVVV2rRpk+6+++4G7ZMnT9bXX3/d5D7jxo3Tvffeq1WrVmnKlCnKycnRm2++qWnTpjV7nsrKSlVWVno+O53OtrkAAAAAAECbMwxDqQVl2lEXmH1fF5g19Rwzs0nqH2nV4DibhsbZNSIxVMkxNvn5mL1QOYCuzmshWl5enlwul6Kiohq0R0VFKSsrq8l9xo0bp1dffVWzZs1SRUWFampqdPnll+uf//xns+eZP3++HnjggTatHQAAAABw+uqfYVYflO1Id+j7DKeKK2oa9fU1mzQgyqohcXalxNk0OM6u5GibAv2ZlgmgfXh9YQGTydTgs2EYjdrq7dq1S7feeqvuu+8+XXLJJcrMzNQf/vAHzZkzRy+88EKT+9xzzz2aO3eu57PT6VRCQkLbXQAAAAAA4IQMw1BhWbUyisq1N6u4LixzaFeGU6VVrkb9/X3NSo62anCcXSmxdg2Js2tAdAjPMQPgVV4L0Xr27CkfH59Go85ycnIajU6rN3/+fJ133nn6wx/+IEkaOnSogoODNX78eD300EOKiYlptI/FYpHFYmn7CwAAAAAAyDAMOcqrlemoUKajXBlFFcpyVCjDUa7Motq2TEeFKmvcTe4f4GfWWTE2DYmze0Kz/lEhTMkE0OF4LUTz9/fXyJEjtXr1al155ZWe9tWrV+uKK65ocp+ysjL5+jYs2cen9n8ivLg+AgAAAAB0Wc6KamUW1YZiWY4KZRaVK8PRMCgrr248mqwpPUMs6tMzWClxdg2Jtykl1q4+ESHyMTc9GwkAOhKvTuecO3eurr/+eo0aNUpjx47Vc889p9TUVM2ZM0dS7VTM9PR0LVmyRJI0ffp0/frXv9aiRYs80zlvv/12jR49WrGxsd68FAAAAADoVOqnWGY5KpTlLFeWo1JZjnJlOSvqRpXVBmUllY2fT9aUsGB/xdgDFGMPrH3vEaDY+q/tgYqyW5iOCaBT82qINmvWLOXn5+vBBx9UZmamUlJStGrVKiUmJkqSMjMzlZqa6uk/e/ZsFRcX6+mnn9b//u//qkePHrrwwgv1yCOPeOsSAAAAAKDDqXG5lVdSpcy60WNZzgrPe304luWsUFUzUyx/rEeQn6JtAYrtURuKxfYIVLTth6As2h6gAD8CMgBdm8noZvMgnU6n7Ha7HA6HbDabt8sBAAAAgFNSWlmjrw7k6VBeaW0o5qhQprNC2Y4K5RRXyN3Kn/TCg/0VbQ9QtC1A0fYAxdgDFGWrG1HWo/ZzkL/X16QDgDOmtVkRfxICAAAAQCeRW1ypT3Zna/WubH15IO+EI8l8zCZFWS2KqgvGom2BirZbFG2vG0VmD1CkjSmWANBahGgAAAAA0IEdyi3Rx7tqg7PNqYU6fi5RYniQhif0UHTds8ei6sKxGHuAwkMsPLAfANoQIRoAAAAAdCBut6FtaUWe4OxATkmD7UPj7Zp8VpQmD45W/8gQmUwEZQDQHgjRAAAAAMDLKmtcWn8wXx/vytYnu7KVU1zp2eZrNmls33BNPitKF58VpRh7oBcrBYDuixANAAAAALzAWVGtz/fk6ONd2VqzN1cllTWebSEWX00YGKHJZ0XpgoGRsgf6ebFSAIBEiAYAAAAA7SbTUa5PdmXr413Z+uZQvqpdPzzgLNJq0aSzojTprCiN7RvOA/8BoIMhRAMAAACAM6Da5dbR/FLtyy7RnkynvtiXq+1pjgZ9+kWGaHJdcDYsvofMLAQAAB0WIRoAAAAAnIZql1tH8kq1P6dE+7KLtT+nRPuzi3U4r7TBSDNJMpmkEb1CPcFZn4gQL1UNADhZhGgAAAAA0Ar1Ydm+7BLtzynW/rr3psKyekH+PuofGaJ+kVaN6h2qi5OjFGG1tHPlAIC2QIgGAAAAAMdpKizbVzeyrMZ94rCsf5RV/SNDNCDKqn6RIYrrEcgUTQDoIgjRAAAAAHRZlTUuOcqq5SivVlF5tRxlde/l1XKUVf3QXl6torJqFZVVKa2wvNmwLNjfR/2irBoQGaL+UT+EZrF2wjIA6OoI0QAAAAB0GqWVNTqSX6rU/DLllVb9EIQdF5Q5j/tcXu06pfOEWHzVLzLkh1FlUbXvsfYAmUyEZQDQHRGiAQAAAOhQSitrdDS/TEfyS3U4r1RH80t1JK/2c05x5Ukfz2ySbIF+6hHoJ3ugn+xB/rIf97lHUF173Ss+LIiwDADQCCEaAAAAgHZ3fFB2JL9UR/JaH5SFBvkpMTxYUTZLXQjm7wnA6gOxHoF1bUF+slp8mWoJADhthGgAAAAAzoiqGrcO5ZXoUO5xQVl+mY7ktS4o690zWL3D6149gzxf24P82ukKAAD4ASEaAAAAgNOWW1yp3ZlO7clyandmsXZnOnUwt0TVrqYf0C8RlAEAOhdCNAAAAACtVlnj0sGc0gaB2Z4sp/JKqprsbw2ofUA/QRkAoLMjRAMAAADQiGEYtaPLsmpHle3JdGpPVrEO5JSoxt14dJnZJPXuGazkaJuSY6waFG1TcqyNB/QDALoMQjQAAACgmyuuqNbR/DLtySrWnkyndmc5tSezWPmlTY8uswX4KjnGVveqDcwGRFkV6O/TzpUDANB+CNEAAACAbsBZUa2jdatf1j/g/2jdypjNTcU0m6SknsGNArMYRpcBALohQjQAAACgi3CUV9cFZKU6WrcKZv3XzY0qqxce7K/+USG1YVm0TYNirBoQZVWAH6PLAACQCNEAAACATsVRXq3DeaUNArLDeaU6ml+qwrLqE+7bM8SipJ5BSgwPVlLPYCWG1z7kPzE8SNYAHvIPAMCJEKIBAAAAHZTbbehAbok2Hy3UpqOF2pxaqIO5pSfcJ9Jq8ayCmXjcipiJ4cEKsfDPfwAAThV/iwIAAAAdRHFFtbYdc2jT0UJtSi3UltRCFVfUNOoXZasLysKDldgzSEnhwUqsG1EWTFAGAMAZwd+wAAAAgBcYhqEj+WW1o8xSC7X5aKH2ZhfLMBr2C/Tz0bAEu0YmhmpEr1AN7xWqsGB/7xQNAEA3RogGAAAAtIPyKpe2pxV5ArPNqUUqaOJh//GhgRqZGOoJzQZFW+XrY/ZCxQAA4HiEaAAAAEAbcrkNlVTUqKCsSjvSHXWBWaF2ZThV4244zMzf16whcfWjzHpoRK9QRdoCvFQ5AAA4EUI0AAAA4Dj1IZizolqO8mo5K6rlLK+pe6+Ws6Km7r1he3Fde3Fl42eY1YuyWTwjzEYkhmpwrE0WX592vDoAAHCqCNEAAADQbbjdhtKLynUwt0QHc0t1MLdEh3NLVVhW1aoQ7GQE+vmof1SIJzAbmRiqWHuATCZTmxwfAAC0L0I0AAAAdDnlVS4dyqsLynJKPKHZ4bwSVVS7W3WMQD8f2QJ9ZQvwky3QT7YA37p3vx+1//izr6wBfvL35TlmAAB0Ja0O0bZv397qgw4dOvSUigEAAABayzAM5ZVU1QVkJTqYUzuy7EBOidKLypvdz8/HpKSeweobEaK+ESHqExGsCKuFEAwAAJxQq0O0s88+WyaTSYZhtDgE3eVynXZhAAAA6N7cbkPOimrll1apoLRK+SWVOpxXdlxoViJnRfNTL3sE+alfXVDWN/KH0Cw+NJDVLgEAwElrdYh2+PBhz9dbtmzRnXfeqT/84Q8aO3asJGn9+vV67LHHtGDBgravEgAAAJ1ejcutgrLaQKygpEr5pVUqLKtSfkldW2mV8ksr676uVmFZlVw/Ws3yx0wmKSE0SH0j6kKyyNqgrF9kiMKC/dvpygAAQHfQ6hAtMTHR8/XPfvYzPfXUU5o6daqnbejQoUpISND//d//acaMGW1aJAAAADo+R3m1NqcWaktqkXKcFZ4RZPUvR3n1KR3XavFVWIi/woL91SssyDOirG9ksHqHByvAj9UtAQDAmXdKCwvs2LFDSUlJjdqTkpK0a9eu0y4KAAAAHV+Wo0IbjhTUvQq1J8sp48QDx2QySaFBtYFYWLC/woL8FRbir/DgH9rCgy0KDfbzvFt8CckAAID3nVKIlpycrIceekgvvPCCAgICJEmVlZV66KGHlJyc3KYFAgAAwPsMw9DB3NLjQrMCHSto/PD+3uFBGpkYpsTwoLpA7LjALNhfPYL85WM+8fN1AQAAOqJTCtEWL16s6dOnKyEhQcOGDZMkbdu2TSaTSe+9916bFggAAID2V+1y6/sMpzYeKdB3hwu08WihCkqrGvQxm6TkGJvO6R1W9wpVpC3ASxUDAACcWSbDaGnQfdPKysr0yiuvaM+ePTIMQ2eddZauu+46BQcHt3WNbcrpdMput8vhcMhms3m7HAAAgA6hrKpGW1KL6gKzAm0+WqTy6oYrrvv7mnV2Qg+N7h2mc5LCNKJXD1kD/LxUMQAAQNtobVZ0SiPRJCkoKEi/+c1vTnV3AAAAtBOX21BpVY1KKmpUWlmjksoalVa6VFhWpW3HirThSIF2ZjgbrYRpC/CtHWGWVDvKLCXOzvPJAABAt3XKIZok7dq1S6mpqaqqaji0//LLLz+togAAAFDL5TZ0MLdEhaVVtUFYpUullT+EYSUVNQ3aS+q21X5d2/bjEWXNibEHeEKz0b3D1D8yRGaeXwYAACDpFEO0Q4cO6corr9SOHTtkMplUPyPUZKr9R5bL1bp/qAEAAKChimqXth4r0obDBdpwtFCbjxaqpLKmTY7tazYp2OKrEIuvgi0+CrH4alCMTaN7h2lU71DFhwa1yXkAAAC6olMK0W677TYlJSXpk08+UZ8+ffTdd98pPz9f//u//6tHH320rWsEAADosgpLq7TxaGHtA/yPFGhnukPVrobTKkMsvoq0WhTsCb/8FGLxOS4Q86372ue4r30V7P9DYBZs8ZXF1+z5T08AAACcnFMK0davX6/PPvtMERERMpvNMpvN+slPfqL58+fr1ltv1ZYtW9q6TgAAgE7PMAylFZZr49ECfXe4Njjbn1PSqF+UzaJzeodpdFKYRiWGaWC0VT5MqwQAAPCqUwrRXC6XQkJCJEk9e/ZURkaGBg4cqMTERO3du7dNCwQAAOisXG5D+7KLteFIgTYcqQ3NMh0Vjfr1iwzROb1Da59H1jtM8aGBjBgDAADoYE4pREtJSdH27dvVp08fjRkzRgsWLJC/v7+ee+459enTp61rBAAA6BQqql3anubQhiMF2nikQBuPFqq4ouHzzHzNJqXE2T2h2ajeYQoL9vdSxQAAAGitUwrR/vznP6u0tFSS9NBDD+myyy7T+PHjFR4ermXLlp3UsRYuXKi///3vyszM1ODBg/XEE09o/PjxzfavrKzUgw8+qFdeeUVZWVmKj4/Xvffeq1/+8pencikAAAAtMgxDhWXVynZWKNtZoRxnZe3XxRXKdlYqx1n7nltSKZe74fPMgv19NCKxPjAL1fCEUAX6+3jpSgAAAHCqTilEu+SSSzxf9+nTR7t27VJBQYFCQ0NPaurBsmXLdPvtt2vhwoU677zz9Oyzz2rKlCnatWuXevXq1eQ+V199tbKzs/XCCy+oX79+ysnJUU1N26xYBQAAuhfDMOQsr1F2ccNgzPN1fThWXKkql7tVx+wZYtHopFCNSqydmpkcY5Wvj/kMXwkAAADONJNhGEbL3ZqXlpYmk8mkuLi4k953zJgxGjFihBYtWuRpS05O1owZMzR//vxG/T/88ENdc801OnTokMLCwk6pXqfTKbvdLofDIZvNdkrHAAAAnYthGDqaX6ZtaUXadsyh7zMcynTUhmSVNa0LxyQpPNhfkbYARdksirLWvtd+rmuzBSjSauF5ZgAAAJ1Ia7OiUxqJ5na79dBDD+mxxx5TSUntilJWq1X/+7//q3vvvVdmc8v/21pVVaVNmzbp7rvvbtA+efJkff31103u884772jUqFFasGCB/vOf/yg4OFiXX365/vKXvygwMLDJfSorK1VZWen57HQ6W3uZAACgk8pxVmhbmkPbjhVpW1qRtqc55CivbrZ/jyA/RVrrQ7AfArHjQ7KIEIv8fRlRBgAA0F2dUoh277336oUXXtDf/vY3nXfeeTIMQ1999ZXmzZuniooK/fWvf23xGHl5eXK5XIqKimrQHhUVpaysrCb3OXTokL788ksFBARoxYoVysvL080336yCggK9+OKLTe4zf/58PfDAAyd/kQAAoFNwVlRrZ5pDW9OKtP2YQ9vSippcAdPf16yzYmw6O6GHhsTZlRgeVBuOWS0K8OMZZQAAADixUwrR/v3vf+v555/X5Zdf7mkbNmyY4uLidPPNN7cqRKv34+kOhmE0OwXC7XbLZDLp1Vdfld1ulyQ9/vjj+ulPf6pnnnmmydFo99xzj+bOnev57HQ6lZCQ0Or6AABAx1FR7dLuTKe2HzfK7GBuaaN+JpPUPzJEw+J7aFhCDw2L76GB0VZGkgEAAOCUnVKIVlBQoEGDBjVqHzRokAoKClp1jJ49e8rHx6fRqLOcnJxGo9PqxcTEKC4uzhOgSbXPUDMMQ2lpaerfv3+jfSwWiywWS6tqAgAAHUdljUuH80q1Pc2h7XXPMtuT5VS1q/HjXONDA+sCM7uGxvdQSpxdIZZT+mcOAAAA0KRT+tflsGHD9PTTT+upp55q0P70009r6NChrTqGv7+/Ro4cqdWrV+vKK6/0tK9evVpXXHFFk/ucd955euONN1RSUqKQkBBJ0r59+2Q2mxUfH38qlwIAALyo2uVWWmG5juSV6nDd60h+7XtGUbncTSx/FBbsr2HxtWHZ2Qk9NCTerp4h/IcZAAAAzqxTWp1zzZo1mjZtmnr16qWxY8fKZDLp66+/1rFjx7Rq1SqNHz++VcdZtmyZrr/+ei1evFhjx47Vc889p3/961/6/vvvlZiYqHvuuUfp6elasmSJJKmkpETJyck699xz9cADDygvL0833XSTJkyYoH/961+tOiercwIA0L5cbkMZReU6kl9aF5aV6XBeiY7kl+lYQZlqmkrK6oRYfHVWrE3D4u2eaZnxoYGsfgkAAIA2c0ZX55wwYYL27dunZ555Rnv27JFhGJo5c6Z+85vfaN68ea0O0WbNmqX8/Hw9+OCDyszMVEpKilatWqXExERJUmZmplJTUz39Q0JCtHr1av3+97/XqFGjFB4erquvvloPPfTQqVwGAABoI4ZhKNtZ6RlJdiSvVIfyat+PFpSpqsbd7L4Bfmb1Dg+uffUMVp+ete+9ewYpIsRCYAYAAIAO4ZRGojVn27ZtGjFihFwuV1sdss0xEg0AgJNXWlmjTEe5MooqGrxnOiqUXlSuzKIKlVc3//e/n49JvcKClNQzWEl1IVlSXWgWbQuQ2UxQBgAAAO84oyPRAABA11FV41aWo0IZjnJPQJZRVBuQ1b87yqtbPI6P2aT40ED1Dg9uEJb16Rms2B6B8iEoAwAAQCdGiAYAQBfndhtKLyrXgZwSHcwt8Ywcy3SUK8NRodziylYdx2rxVUyPAMXYAxXbI0Cx9kDF9AhUrD1AMT0CFdcjUP6+5jN8NQAAAIB3EKIBANBFuNyGjhWUaX9OifbnFOtAdon255ToQE7JCadaSpK/r7k2DLMHKqZHgOJ6BHq+jq17twX4tdOVAAAAAB3PSYVoM2fOPOH2oqKi06kFAAC0QrXLraP5pdqfXRuQ7a97HcwtafYB/n4+JiX1DFa/yBAlhAYppm70WGzdqLKwYH8e4A8AAACcwEmFaHa7vcXtN9xww2kVBAAAalXWuHQ4rzYsqx1RVqz92SU6nFeqGnfT6wJZfM3qGxGi/lEh6h8Zon6RVvWPClGvsCD5+TDVEgAAADhVJxWivfTSS2eqDgAAurWyqhrtTHdqe1qRtqc5tDPdoSP5pWomK1OQv4/6RYaoX2SI+kda1T+yNjiLDw3iAf4AAADAGcAz0QAAaGdVNW7tyXJqW5pD24/Vhmb7c4qbDMysAb61AVndiLJ+kSHqH2VVjC1AZsIyAAAAoN0QogEAcAa53IYO5JRoW1qRZ5TZnsxiVbkaP7ssymbR0PgeGhZvV0qcXckxNkVaLTyrDAAAAOgACNEAAGgjhmHoaH6ZtqUVaUeao3ZaZoZDZVWNV8bsEeSnofE9NDTOrqHxdg1L6KEoW4AXqgYAAADQGoRoAIBuwe02VOM25DZq311uo0Gby33cy/hhm6uZ7fVfl1W59H1GbWC2Pc0hR3l1o3MH+fsoJc6uYfH2upFmPZQQFsgIMwAAAKATIUQDAHRJbrehXZlOfbE3R5/vzdXWY0VyNfeU/jbk72NWcqztuMDMrj4RITzsHwAAAOjkCNEAAF2Go6xaa/fn6ou9uVqzL1d5JZWt2s/HbJKPySSzWfI1m2U21bXVv0wmmc0m+Zpr331MP2zz9zVrQKRVQxPsGhbfQwOirPL3NZ/hKwUAAADQ3gjRAACd1vGjzb7Ym6vNqYUNVrgM8vfRef166oKBERrfL0L2ID/51IdhdUGY2SSmVQIAAABoESEaAKBTcZRVa92BXH2+p+nRZv0jQ3TBwAhdMDBSo3qHyuLr46VKAQAAAHQlhGgAgA6tNaPNxvXtWRecRSg+NMh7xQIAAADosgjRAAAdTv1os/pnm+UWNxxt1i8yRBMZbQYAAACgHRGiAQC8qqLapQM5Jdqd6dSerGJtO1akLT9aSZPRZgAAAAC8jRANANAuDMNQpqNCe7Kc2p1ZrD1ZxdqT6dShvNIGgVm9fpEhumBA7Wizc5IYbQYAAADAuwjRAABtrqyqRvuyS7SnbnTZrkyn9mQ65ayoabJ/jyA/DYq2KjnGpuRom8b2DVdCGKPNAAAAAHQchGgAgFPmdhtKLyr3TMWsfz+SXyqj8eAy+ZpN6hsRokExVg2KtmlQjFXJ0TZF2SwymUztfwEAAAAA0EqEaACAVnGUV2tvVrH2ZtUGZXuyirU3q1gllU2PLusZYlFyjFWDon8IzPpFhjAtEwAAAECnRIgGAGig2uXWodxS7akLy/bWPbssw1HRZH9/H7P6RYZ4RpUlx9g0MNqqCKulnSsHAAAAgDOHEA0AuinDMJTtrNTuLKcnKNuTVayDuSWqdjUxF1NSrD1Ag+pCsvpnmCX1DJafj7mdqwcAAACA9kWIBgDdQGlljfZmF2tPZu10zN11I8wc5dVN9g+x+HqCskHRVg2KsWlAlFX2QL92rhwAAAAAOgZCNADoAgzDUEFplY4VlutYQZmOFZbpWEG50grLdCS/VMcKypvcz8dsUp+ewRpYN6psYJRVA6Otig8N5EH/AAAAAHAcQjQA6CRKKmtqA7KCMk9YllYXlh0rLFNZleuE+0daLRoUY/OMLhsYbVXfiBAF+PGgfwAAAABoCSEaAHQQFdUupReVe0KytONGlB0rLFNRWdNTL+uZTFKUNUAJYYFKCA1SfFiQEkIDlRAWpAFRVoUF+7fTlQAAAABA10OIBgBe4Kyo1vfpTn2f4dCOdId2pjt0KK9URtPP8/cIDfJTQlhQXUhWG5Yl1IVlcaGBsvgyqgwAAAAAzgRCNAA4wwpLq/R9hrM2LMtw6Pt0h47klzXZN8jfpy4YC1T8cQFZQliQ4kMDZQ3gwf4AAAAA4A2EaADQhvJKKrWzbmTZznSndmY4lFbY9EP943oEKiXOpiFxdg2Os2twjE0RVgsP9AcAAACADogQDQBOUbazQjvT66djOrUz3aEsZ0WTfRPDg5QSZ1dKrF0pcTalxNoVyjPKAAAAAKDTIEQDgBYUllbpYG6JDuaW6FBuqfZlF2tnhlO5xZWN+ppMUlLPYA3xBGZ2nRVrkz2QaZgAAAAA0JkRogGApBqXW8cKy3Uwp0SH8kp0MKfUE5wVNrMqptkk9Y+0anDdyLIh8XYlx9gUYuGPVgAAAADoavhJD0C34qyo1qHcUh3MKWkwuuxIfqmqXc0vjRnXI1B9IoLVNyJEfSNDNDjWpuRomwL9WQ0TAAAAALoDQjQAXVJpZY02Hi3UgZz6oKxEB3NLm5yCWS/Az6w+PUMahGV9I4KV1DNYQf78cQkAAAAA3Rk/FQLoMqpq3Fq7L1fvbMvQ6l3ZKq92Ndkv0mqpC8mC1afnD2FZrD1QZjMrYwIAAAAAGiNEA9Cpud2Gvj1coHe2ZWjVjkw5yn94fllcj0ANibOrb2TdyLKIECVFBMsWwEP+AQAAAAAnhxANQKdjGIZ2pjv1zrZ0vbstU1nOCs+2CKtFlw2N0RVnx2lYvF0mEyPLAAAAAACnjxANQKdxKLdE72zL0DtbM3Qor9TTbg3w1ZSUaF1xdpzO7RMuH6ZkAgAAAADaGCEagA4ty1Gh97Zn6O2tGdqR7vC0W3zNujg5SpefHasLBkbI4ssqmQAAAACAM4cQDUCHU1RWpQ92Zuntren69nCBDKO23cds0vj+PXX5sFhNHhytEAt/hAEAAAAA2gc/gQLoEMqqavTJ7hy9szVda/blqtpleLad0ztUlw+L1dQhMQoPsXixSgAAAABAd0WIBuCMqXa5VVJRo5LK2ldpZY2K696Pbz+UW6pPdmerrMrl2Tc5xqYrzo7VZUNjFB8a5MWrAAAAAACAEA1AK6Xml+mbw/lyllertNKlkspqlVS6POFYU2FZVY37pM7RKyxIV5wdq8uHxap/lPUMXQkAAAAAACePEA1Asxzl1Vq1I1PLN6dpw5HCUz5OgJ9ZIRY/hVh8FBLgq2B/X1kDfBVs8VWIxVdhwf66cFCkzk7oIZOJlTUBAAAAAB2P10O0hQsX6u9//7syMzM1ePBgPfHEExo/fnyL+3311VeaMGGCUlJStHXr1jNfKNBNVLvcWrc/V29tTtfqXdme0WRmk3RO7zBF2wMUbPGV1fJDCBZi8a0Nx370OcTfV8EWH/n6mL18VQAAAAAAnB6vhmjLli3T7bffroULF+q8887Ts88+qylTpmjXrl3q1atXs/s5HA7dcMMNuuiii5Sdnd2OFQNdk2EY2pXp1Fub0vXOtnTllVR5tg2ICtFVI+I1Y3icomwBXqwSAAAAAADvMRmGYbTc7cwYM2aMRowYoUWLFnnakpOTNWPGDM2fP7/Z/a655hr1799fPj4+Wrly5UmNRHM6nbLb7XI4HLLZbKdTPtDpZTsr9PbWdC3fnK49WcWe9vBgf11xdpxmjojT4FgbUywBAAAAAF1Wa7Mir41Eq6qq0qZNm3T33Xc3aJ88ebK+/vrrZvd76aWXdPDgQb3yyit66KGHWjxPZWWlKisrPZ+dTuepFw10AeVVLn28K0tvbU7Xl/tz5a6L0f19zZqUHKWrRsZpfP8I+TEFEwAAAAAAD6+FaHl5eXK5XIqKimrQHhUVpaysrCb32b9/v+6++26tW7dOvr6tK33+/Pl64IEHTrteoDNzuw19e7hAyzen6YOdWSqprPFsG5UYqpkj4jVtSIzsQX5erBIAAAAAgI7L6wsL/HiamGEYTU4dc7lcuu666/TAAw9owIABrT7+Pffco7lz53o+O51OJSQknHrBQCdyKLdEyzena8WWdKUXlXvaE8ICNXN4vK4cHqfePYO9WCEAAAAAAJ2D10K0nj17ysfHp9Gos5ycnEaj0ySpuLhYGzdu1JYtW/S73/1OkuR2u2UYhnx9ffXxxx/rwgsvbLSfxWKRxWI5MxcBdDAut6Gj+aX66mC+lm9O05bUIs82q8VX04bGaOaIeJ3TO5TnnAEAAAAAcBK8FqL5+/tr5MiRWr16ta688kpP++rVq3XFFVc06m+z2bRjx44GbQsXLtRnn32mN998U0lJSWe8ZqAjKSqr0p6sYu3JdGp3ZrH2ZDm1N7tYFdVuTx8fs0nn9++pmSPiNemsKAX4+XixYgAAAAAAOi+vTuecO3eurr/+eo0aNUpjx47Vc889p9TUVM2ZM0dS7VTM9PR0LVmyRGazWSkpKQ32j4yMVEBAQKN2oCupcbl1OK9Uu+sCsz1Zxdqd6VSmo6LJ/gF+ZiXH2DRtSIwuPztWkdaAdq4YAAAAAICux6sh2qxZs5Sfn68HH3xQmZmZSklJ0apVq5SYmChJyszMVGpqqjdLBNpVQWmV9mQ6tasuLNuT5dS+7BJV1bib7B8fGqhB0TYlx1g974nhwfIxM1UTAAAAAIC2ZDIMw/B2Ee3J6XTKbrfL4XDIZrN5uxx0Y4WlVVqzL1e7s+qmY2Y6lVNc2WTfIH8fDYq2alCMTcl17wOjrbIFsJomAAAAAACno7VZkddX5wS6m2xnhZ5fd0ivfpuqsipXo+2J4UFKjrZp0HGjyxJCg2RmdBkAAAAAAF5DiAa0k9T8Mi1ee1BvbkxTlat2eubAKKvG9AnToLrQbGCUVcEWbksAAAAAADoafloHzrC9WcVa9MUBvbMtQ+66ydOje4fp5ol9NWFAhEwmRpgBAAAAANDREaIBZ8jWY0Va+PkBfbwr29M2YUCEbpnYT6OTwrxYGQAAAAAAOFmEaEAbMgxD6w/la+HnB/XlgTxJkskkTUmJ1s0X9FNKnN3LFQIAAAAAgFNBiAa0AcMw9OnuHD3zxQFtSS2SJPmaTZoxPE5zJvRVv8gQ7xYIAAAAAABOCyEacBpcbkPvbc/Qoi8Oak9WsSTJ4mvWNeck6Nfn91F8aJCXKwQAAAAAAG2BEA04BZU1Lq3YnK7Faw7qSH6ZJCnE4qtfnJuoX/0kSRFWi5crBAAAAAAAbYkQDTgJZVU1WvrdMf1r7SFlOSskSaFBfvrleUm6YWxv2YP8vFwhAAAAAAA4EwjRgFZwlFdryddH9OJXh1VYVi1JirJZ9Jvz++ra0QkK8udWAgAAAACgK+Mnf+BHqmrcOpxXqn3ZxZ7XVwfyVVJZI0lKDA/SnAl9NXNEnCy+Pl6uFgAAAAAAtAdCNHRbLreho/m1YdnerBLtyynWvqxiHc4rVY3baNR/YJRVN0/sq2lDYuTrY/ZCxQAAAAAAwFsI0dDlud2G0ovKtTer2BOU7csu0YHcElXVuJvcx2rxVf+oEA2Mtqp/pFWDY206p3eYzGZTO1cPAAAAAAA6AkI0dCmZjtqwbH92ifZmF2t/drH255SorMrVZP8AP7MGRNUGZQOjQ9Q/yqqBUVbF2ANkMhGYAQAAAACAWoRo6BJyiiv0xze364u9uU1u9/cxq09EsAZGWzUgqvY1MMqq+NBARpcBAAAAAIAWEaKh0/tsT7b+8MZ25ZdWycdsUlLPYA2ICvEEZf2jrOodHsRzzAAAAAAAwCkjREOnVVHt0t8+2KOXvz4iSUqOsemf156tfpFW7xYGAAAAAAC6HEI0dEr7s4v1+6VbtCerWJL0y/OS9MdLByrAz8fLlQEAAAAAgK6IEA2dimEYevXbVP3lvV2qrHErPNhfj/5smCYOivR2aQAAAAAAoAsjREOnUVhapbve2q6Pd2VLks4fEKFHfzZUkdYAL1cGAAAAAAC6OkI0dApfH8zTHcu2KttZKT8fk+66dJB+eV4SK2sCAAAAAIB2QYiGDq3a5dY/Vu/TojUHZRhSn4hgPXXNcKXE2b1dGgAAAAAA6EYI0dBhHc0v1a1Lt2hbmkOSdO3oBP3fZWcpyJ9vWwAAAAAA0L5II9DhGIahFVvS9X8rd6q0yiVbgK/+dtVQTR0S4+3SAAAAAABAN0WIhg7FWVGt/1u5U29vzZAkjU4K0xOzzlZsj0AvVwYAAAAAALozQjR0GJuOFur2ZVt0rKBcPmaTbr+ov26e2E8+LB4AAAAAAAC8jBANXudyG1r4+QE98el+udyG4kMD9eQ1wzUyMdTbpQEAAAAAAEgiRIOXZRSV6/ZlW/Xd4QJJ0uXDYvXQlSmyBfh5uTIAAAAAAIAfEKLBaz7Ykam7l++Qo7xawf4+evCKFM0cESeTiembAAAAAACgYyFEQ7srq6rRX97bpaXfHZMkDYu368lrhqt3z2AvVwYAAAAAANA0QjS0m6KyKv1n/VG9/PUR5ZdWyWSS5kzoqzsuHiB/X7O3ywMAAAAAAGgWIRrOuLTCMr3w5WEt23BMZVUuSVJCWKAemTlU4/r19HJ1AAAAAAAALSNEwxmzK8Op59Ye1LvbM+VyG5Kks2Js+u2EPpo2JEa+Pow+AwAAAAAAnQMhGtqUYRhafzBfi9ce0tp9uZ72n/Trqd9O6KOf9OvJwgEAAAAAAKDTIURDm6hxufXh91l6ds0h7Uh3SJLMJmna0Fj99vw+Somze7lCAAAAAACAU0eIhtNSXuXSm5uO6V/rDiu1oEySFOBn1qxRCbppfB8lhAV5uUIAAAAAAIDTR4iGU1JYWqUl64/q3+uPqKC0SpIUGuSnG8f11g1jeyss2N/LFQIAAAAAALQdQjSclGMFP6y0WV5du9JmfGigfnN+H/1sZIIC/X28XCEAAAAAAEDbI0RDq+xMd+i5tYf0/o4fVtocHGvTbyf01dSUaFbaBAAAAAAAXRohGpplGIa+PpivxWsOat3+PE/7+P499dvz++q8fuGstAkAAAAAALoFQjQ066/v79bzXx6WVLvS5mVDY/UbVtoEAAAAAADdECEamlRcUa3/fHNUkvSLc3vpt+f3ZaVNAAAAAADQbRGioUmf7M5WZY1bfSKC9ZcrUpi2CQAAAAAAujWeBo8mvbstU1LtFE4CNAAAAAAA0N0RoqGRorIqrd2XK0maPjTGy9UAAAAAAAB4n9dDtIULFyopKUkBAQEaOXKk1q1b12zf5cuXa9KkSYqIiJDNZtPYsWP10Uc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" ] @@ -353,12 +316,12 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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yla+kurq6pv777ruvVv1/+MMfUl1dXeuyvIbsuuuu2WCDDWreN+Z8X9lxbLjhhtl0003z7//+75kwYUKmTZuWZcuWrfKxrsjgwYOz/vrr17zv1KlTOnbsWHPOLFy4MPfdd1/233//tGrVqtY5s9dee2XhwoV57LHHGvz8f/mXf0ny0cytX//613n99dcbVd8nn3bbu3fvVFRU1JyvSbLOOutks802W+H3T2NNmzYt3/jGN9KuXbs0b948LVq0yLBhw7J06dK88MILq/WZn/X37GabbZYNNtggP/rRjzJx4sT87W9/W626ACg/wRcAn6n58+fnzTffTNeuXRtcZ9NNN829996bjh075rjjjsumm26aTTfdNBdeeGGj9vXxS4pWpnPnzg2OrezSrU/rzTffrLfW5T+jT+6/Xbt2td4vvxRxRcHDP//5z5RKpUbtZ1X06NGj5ve1/C+Py4Ov5eHCvffem5YtW9a6NK0hnzy25KPj+/ixvfnmmyv8fa3I8mP8eGi23CfHZs+enbfffjuVlZVp0aJFrdesWbMyb968Rtc+e/bs3H777XU+r0+fPklS5zPr+33dcsstOeigg7LRRhvl2muvzdSpU/P444/nqKOOysKFC1f6M1j+c2jMuVDfuhdddFF+9KMf5bbbbsvgwYOz4YYb5pvf/GZefPHFFe57woQJ+d73vpevfvWr+c1vfpPHHnssjz/+ePbcc89aP6u5c+ema9euadZs5f87+sn6GnO+r+w4Kioqct999+XrX/96zjvvvHzlK19Jhw4dMnLkyE99SdvKzpk333wzS5YsycUXX1znnNlrr72S1D1nPm7nnXfObbfdliVLlmTYsGHp1q1btt5665Xeh225DTfcsNb7ysrKtGrVKtXV1XXGV/XcW5kZM2Zkp512yuuvv54LL7wwU6ZMyeOPP15zT7PGBKwf91l/z7Zp0yYPPfRQtttuu5x22mnp06dPunbtmjFjxjTqfoMAlJ97fAHwmbrjjjuydOnSWjfZrs9OO+2UnXbaKUuXLs0TTzyRiy++OCeeeGI6deqUQw45ZJX21dBN7Osza9asBseW/wVo+V/2PnkvqBX9xXNVtGvXLjNnzqwz/sYbbyRJ2rdv/6k+P0nNDefXxH6GDBmS3/72t3nooYeybNmyDBo0KOuvv366du2ayZMn5957781OO+30mT2NsF27div8fa1s2yS1brzf0Pbt27dPu3btctddd9X7WR+fqbOq2rdvn2233TbnnHNOvcs/GQjXdw5fe+216dWrV2688cZayz95Xq5IY8+5+upYd911M3bs2IwdOzazZ8+umTW177775rnnnmtw39dee20GDRqUyy67rNb4J0OkDh065OGHH86yZctWGn59sr7GnO+rchw9evTIlVdemSR54YUX8utf/zpnnXVWFi9enIkTJ66wtk9jgw02qJml9vGHSHxcr169VvgZ++23X/bbb78sWrQojz32WMaPH5/DDjssPXv2zIABA9ZE2Z/qu/K2227L/Pnzc8stt6RHjx414yt6kMCqWBPfs9tss03+67/+K6VSKU8//XQmTZqUcePGpWXLljnllFM+Vb0ArD1mfAHwmZkxY0ZGjx6dNm3a5JhjjlmlbZo3b56vfvWrNf/av/yyw1WZ5dQYf/3rX/PUU0/VGrv++uuz/vrr5ytf+UqS1Dzx7+mnn6613u9+97s6n/fJmT4rMmTIkNx///01fwFb7pprrkmrVq2yww47rOphNGjdddfNV7/61dxyyy216lq2bFmuvfbadOvWLZtvvvlqffZuu+2W2bNn54ILLsgOO+xQEwgNGTIkt956ax5//PFVusxxVQ0ePDj33XdfrfBq6dKlufHGG1e67RZbbJHOnTvn17/+da3xGTNm1HpSYPLRZV5vvvlmli5dmv79+9d5bbHFFo2ufZ999skzzzyTTTfdtN7PXNFMyOUqKipSWVlZK+yZNWtWnac6Jg2fh5/1OdepU6ccccQROfTQQ/P8889nwYIFK6z/kyHo008/XedSs6FDh2bhwoW1nja4qlb3fF+V49h8883z4x//ONtss81KL4P+tN9TrVq1yuDBgzNt2rRsu+229Z4z9c0aa6iWXXbZJeeee26Sjy4nXFMa8135ScvP64+fI6VSKb/4xS/qrPt5+Z6tqKhI3759c/7556dt27Zr/PJ4AD5bZnwBsFqeeeaZmnvRzJkzJ1OmTMnVV1+d5s2b59Zbb63zBMaPmzhxYu6///7svffe2XjjjbNw4cKaJ3ktD1DWX3/99OjRI7/97W8zZMiQbLjhhmnfvn3NX7gaq2vXrvnGN76Rs846K126dMm1116byZMn59xzz02rVq2SfHS/nC222CKjR4/OkiVLssEGG+TWW2/Nww8/XOfzttlmm9xyyy257LLL0q9fvzRr1iz9+/evd99jxoypuffTmWeemQ033DDXXXdd7rjjjpx33nlp06bNah3TJ40fPz677757Bg8enNGjR6eysjKXXnppnnnmmdxwww2NmiH3cbvuumsqKipyzz33ZOzYsTXju+22Ww4//PCa//6s/PjHP87vfve77LrrrjnzzDPTqlWrXHLJJSt9cmeSNGvWLGPHjs0xxxyTb33rWznqqKPy9ttvZ+zYsenSpUutmUWHHHJIrrvuuuy11175/ve/n+233z4tWrTIP/7xjzzwwAPZb7/9sv/++zeq9nHjxmXy5MkZOHBgRo4cmS222CILFy7MK6+8kjvvvDMTJ05Mt27dVvgZ++yzT2655ZaMGDEi3/rWt/Laa6/lJz/5Sbp06VLnMsNtttkmDz74YG6//fZ06dIl66+/frbYYovP5Jz76le/mn322SfbbrttNthggzz77LP51a9+lQEDBtT0TEP1/+QnP8mYMWOyyy675Pnnn8+4cePSq1evLFmypGa9Qw89NFdffXWOPfbYPP/88xk8eHCWLVuWP/3pT+ndu/dKZ36u6vm+suN4+umnc/zxx+fb3/52vvSlL6WysjL3339/nn766ZXO6tlmm22SJOeee26GDh2a5s2bZ9ttt01lZeVKf77LXXjhhfna176WnXbaKd/73vfSs2fPvPfee/mf//mf3H777St8QuOZZ56Zf/zjHxkyZEi6deuWt99+OxdeeGFatGiRXXbZZZVraKzGfFd+0u67757Kysoceuih+eEPf5iFCxfmsssuyz//+c8665bze/b3v/99Lr300nzzm9/MJptsklKplFtuuSVvv/12dt9990Z9FgBlVs476wPwxbP8aV7LX5WVlaWOHTuWdtlll9JPf/rT0pw5c+ps88kn/E2dOrW0//77l3r06FGqqqoqtWvXrrTLLruUfve739Xa7t577y19+ctfLlVVVZWS1Dy9bvnnzZ07d6X7KpU+eiLf3nvvXbr55ptLffr0KVVWVpZ69uxZmjBhQp3tX3jhhdIee+xRat26dalDhw6lE044oXTHHXfUeVLZW2+9VfrWt75Vatu2bamioqLWPlPP0yj/8pe/lPbdd99SmzZtSpWVlaW+ffvWespaqfS/Txu76aabao3X91S2hkyZMqW06667ltZdd91Sy5YtSzvssEPp9ttvr/fzVuWpjst9+ctfLiUpPfLIIzVjr7/+eilJqV27djVP0FtuRb+HT9pll11Ku+yyS62xRx55pLTDDjuUqqqqSp07dy794Ac/KF1++eUrfarjcpdffnlps802K1VWVpY233zz0lVXXVXab7/96jwV8cMPPyz97Gc/K/Xt27dUXV1dWm+99Upbbrll6Zhjjim9+OKLq1X73LlzSyNHjiz16tWr1KJFi9KGG25Y6tevX+n0008vvf/++6VSaeW/g//7f/9vqWfPnqWqqqpS7969S7/4xS/q/ZlOnz69tOOOO5ZatWpVSlKrlk9zzpVKpdIpp5xS6t+/f2mDDTYoVVVVlTbZZJPSSSedVJo3b169NS+3aNGi0ujRo0sbbbRRqbq6uvSVr3yldNttt9X7dL8PPvigdOaZZ5a+9KUvlSorK0vt2rUr7brrrqVHH320Zp0kpeOOO67efa3K+b6y45g9e3bpiCOOKG255Zalddddt7TeeuuVtt1229L5559fWrJkyUqP9eijjy516NCh5ntg+fnZUN09evSo8yTOl19+uXTUUUeVNtpoo1KLFi1KHTp0KA0cOLB09tlnr3D/v//970tDhw4tbbTRRjXfxXvttVdpypQptT77k98fDX2HHn744aV11123zn522WWXUp8+fWqNrep3ZX2/99tvv72m5zbaaKPSD37wg9If/vCHz9X37HPPPVc69NBDS5tuummpZcuWpTZt2pS233770qRJk+r8fAD4fKsolVby6C0AgC+4t99+O5tvvnm++c1v5vLLLy93OQAArCUudQQACmXWrFk555xzMnjw4LRr1y6vvvpqzj///Lz33nv5/ve/X+7yAABYiwRfAEChVFVV5ZVXXsmIESPy1ltv1dzYeuLEienTp0+5ywMAYC1yqSMAAAAAhdRs5asAAAAAwBeP4AsAAACAQhJ8AQAAAFBIX4ib2y9btixvvPFG1l9//VRUVJS7HAAAAADKpFQq5b333kvXrl3TrNmK53R9IYKvN954I927dy93GQAAAAB8Trz22mvp1q3bCtf5QgRf66+/fpKPDqh169ZlrgYAAACAcnn33XfTvXv3mrxoRb4Qwdfyyxtbt24t+AIAAABglW6H5eb2AAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhbROuQtoKnqecke5S2jyXvm/e5e7hCZPH5SfPig/fVB++qD89EF56YHy0wPlpw/KTx+UX1PpAzO+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKqdHB1x//+Mfsu+++6dq1ayoqKnLbbbetdJuHHnoo/fr1S3V1dTbZZJNMnDhxdWoFAAAAgFXW6OBr/vz56du3b/7jP/5jldZ/+eWXs9dee2WnnXbKtGnTctppp2XkyJH5zW9+0+hiAQAAAGBVrdPYDYYOHZqhQ4eu8voTJ07MxhtvnAsuuCBJ0rt37zzxxBP52c9+lgMPPLCxuwcAAACAVbLG7/E1derU7LHHHrXGvv71r+eJJ57Ihx9+WO82ixYtyrvvvlvrBQAAAACNscaDr1mzZqVTp061xjp16pQlS5Zk3rx59W4zfvz4tGnTpubVvXv3NV0mAAAAAAWzVp7qWFFRUet9qVSqd3y5U089Ne+8807N67XXXlvjNQIAAABQLI2+x1djde7cObNmzao1NmfOnKyzzjpp165dvdtUVVWlqqpqTZcGAAAAQIGt8RlfAwYMyOTJk2uN3XPPPenfv39atGixpncPAAAAQBPV6ODr/fffz/Tp0zN9+vQkycsvv5zp06dnxowZST66THHYsGE16x977LF59dVXM2rUqDz77LO56qqrcuWVV2b06NGfzREAAAAAQD0afanjE088kcGDB9e8HzVqVJLk8MMPz6RJkzJz5syaECxJevXqlTvvvDMnnXRSLrnkknTt2jUXXXRRDjzwwM+gfAAAAACoX6ODr0GDBtXcnL4+kyZNqjO2yy675M9//nNjdwUAAAAAq22tPNURAAAAANY2wRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKabWCr0svvTS9evVKdXV1+vXrlylTpqxw/euuuy59+/ZNq1at0qVLlxx55JF58803V6tgAAAAAFgVjQ6+brzxxpx44ok5/fTTM23atOy0004ZOnRoZsyYUe/6Dz/8cIYNG5bhw4fnr3/9a2666aY8/vjjOfrooz918QAAAADQkEYHXxMmTMjw4cNz9NFHp3fv3rngggvSvXv3XHbZZfWu/9hjj6Vnz54ZOXJkevXqla997Ws55phj8sQTT3zq4gEAAACgIY0KvhYvXpwnn3wye+yxR63xPfbYI48++mi92wwcODD/+Mc/cuedd6ZUKmX27Nm5+eabs/fee69+1QAAAACwEo0KvubNm5elS5emU6dOtcY7deqUWbNm1bvNwIEDc9111+Xggw9OZWVlOnfunLZt2+biiy9ucD+LFi3Ku+++W+sFAAAAAI2xWje3r6ioqPW+VCrVGVvub3/7W0aOHJkzzzwzTz75ZO666668/PLLOfbYYxv8/PHjx6dNmzY1r+7du69OmQAAAAA0YY0Kvtq3b5/mzZvXmd01Z86cOrPAlhs/fnx23HHH/OAHP8i2226br3/967n00ktz1VVXZebMmfVuc+qpp+add96peb322muNKRMAAAAAGhd8VVZWpl+/fpk8eXKt8cmTJ2fgwIH1brNgwYI0a1Z7N82bN0/y0Uyx+lRVVaV169a1XgAAAADQGI2+1HHUqFG54oorctVVV+XZZ5/NSSedlBkzZtRcunjqqadm2LBhNevvu+++ueWWW3LZZZflpZdeyiOPPJKRI0dm++23T9euXT+7IwEAAACAj1mnsRscfPDBefPNNzNu3LjMnDkzW2+9de6888706NEjSTJz5szMmDGjZv0jjjgi7733Xv7jP/4jJ598ctq2bZtdd90155577md3FAAAAADwCY0OvpJkxIgRGTFiRL3LJk2aVGfshBNOyAknnLA6uwIAAACA1bJaT3UEAAAAgM87wRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKabWCr0svvTS9evVKdXV1+vXrlylTpqxw/UWLFuX0009Pjx49UlVVlU033TRXXXXVahUMAAAAAKtincZucOONN+bEE0/MpZdemh133DH/+Z//maFDh+Zvf/tbNt5443q3OeiggzJ79uxceeWV2WyzzTJnzpwsWbLkUxcPAAAAAA1pdPA1YcKEDB8+PEcffXSS5IILLsjdd9+dyy67LOPHj6+z/l133ZWHHnooL730UjbccMMkSc+ePT9d1QAAAACwEo261HHx4sV58skns8cee9Qa32OPPfLoo4/Wu83vfve79O/fP+edd1422mijbL755hk9enQ++OCD1a8aAAAAAFaiUTO+5s2bl6VLl6ZTp061xjt16pRZs2bVu81LL72Uhx9+ONXV1bn11lszb968jBgxIm+99VaD9/latGhRFi1aVPP+3XffbUyZAAAAALB6N7evqKio9b5UKtUZW27ZsmWpqKjIddddl+233z577bVXJkyYkEmTJjU462v8+PFp06ZNzat79+6rUyYAAAAATVijgq/27dunefPmdWZ3zZkzp84ssOW6dOmSjTbaKG3atKkZ6927d0qlUv7xj3/Uu82pp56ad955p+b12muvNaZMAAAAAGhc8FVZWZl+/fpl8uTJtcYnT56cgQMH1rvNjjvumDfeeCPvv/9+zdgLL7yQZs2apVu3bvVuU1VVldatW9d6AQAAAEBjNPpSx1GjRuWKK67IVVddlWeffTYnnXRSZsyYkWOPPTbJR7O1hg0bVrP+YYcdlnbt2uXII4/M3/72t/zxj3/MD37wgxx11FFp2bLlZ3ckAAAAAPAxjbq5fZIcfPDBefPNNzNu3LjMnDkzW2+9de6888706NEjSTJz5szMmDGjZv311lsvkydPzgknnJD+/funXbt2Oeigg3L22Wd/dkcBAAAAAJ/Q6OArSUaMGJERI0bUu2zSpEl1xrbccss6l0cCAAAAwJq0Wk91BAAAAIDPO8EXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhrVbwdemll6ZXr16prq5Ov379MmXKlFXa7pFHHsk666yT7bbbbnV2CwAAAACrrNHB14033pgTTzwxp59+eqZNm5addtopQ4cOzYwZM1a43TvvvJNhw4ZlyJAhq10sAAAAAKyqRgdfEyZMyPDhw3P00Uend+/eueCCC9K9e/dcdtllK9zumGOOyWGHHZYBAwasdrEAAAAAsKoaFXwtXrw4Tz75ZPbYY49a43vssUceffTRBre7+uqr8/e//z1jxoxZpf0sWrQo7777bq0XAAAAADRGo4KvefPmZenSpenUqVOt8U6dOmXWrFn1bvPiiy/mlFNOyXXXXZd11llnlfYzfvz4tGnTpubVvXv3xpQJAAAAAKt3c/uKiopa70ulUp2xJFm6dGkOO+ywjB07Nptvvvkqf/6pp56ad955p+b12muvrU6ZAAAAADRhqzYF6/9r3759mjdvXmd215w5c+rMAkuS9957L0888USmTZuW448/PkmybNmylEqlrLPOOrnnnnuy66671tmuqqoqVVVVjSkNAAAAAGpp1IyvysrK9OvXL5MnT641Pnny5AwcOLDO+q1bt85f/vKXTJ8+veZ17LHHZosttsj06dPz1a9+9dNVDwAAAAANaNSMryQZNWpU/vVf/zX9+/fPgAEDcvnll2fGjBk59thjk3x0meLrr7+ea665Js2aNcvWW29da/uOHTumurq6zjgAAAAAfJYaHXwdfPDBefPNNzNu3LjMnDkzW2+9de6888706NEjSTJz5szMmDHjMy8UAAAAABqj0cFXkowYMSIjRoyod9mkSZNWuO1ZZ52Vs846a3V2CwAAAACrbLWe6ggAAAAAn3eCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABTSagVfl156aXr16pXq6ur069cvU6ZMaXDdW265Jbvvvns6dOiQ1q1bZ8CAAbn77rtXu2AAAAAAWBWNDr5uvPHGnHjiiTn99NMzbdq07LTTThk6dGhmzJhR7/p//OMfs/vuu+fOO+/Mk08+mcGDB2fffffNtGnTPnXxAAAAANCQRgdfEyZMyPDhw3P00Uend+/eueCCC9K9e/dcdtll9a5/wQUX5Ic//GH+5V/+JV/60pfy05/+NF/60pdy++23f+riAQAAAKAhjQq+Fi9enCeffDJ77LFHrfE99tgjjz766Cp9xrJly/Lee+9lww03bHCdRYsW5d133631AgAAAIDGaFTwNW/evCxdujSdOnWqNd6pU6fMmjVrlT7j5z//eebPn5+DDjqowXXGjx+fNm3a1Ly6d+/emDIBAAAAYPVubl9RUVHrfalUqjNWnxtuuCFnnXVWbrzxxnTs2LHB9U499dS88847Na/XXnttdcoEAAAAoAlbpzErt2/fPs2bN68zu2vOnDl1ZoF90o033pjhw4fnpptuym677bbCdauqqlJVVdWY0gAAAACglkbN+KqsrEy/fv0yefLkWuOTJ0/OwIEDG9zuhhtuyBFHHJHrr78+e++99+pVCgAAAACN0KgZX0kyatSo/Ou//mv69++fAQMG5PLLL8+MGTNy7LHHJvnoMsXXX38911xzTZKPQq9hw4blwgsvzA477FAzW6xly5Zp06bNZ3goAAAAAPC/Gh18HXzwwXnzzTczbty4zJw5M1tvvXXuvPPO9OjRI0kyc+bMzJgxo2b9//zP/8ySJUty3HHH5bjjjqsZP/zwwzNp0qRPfwQAAAAAUI9GB19JMmLEiIwYMaLeZZ8Msx588MHV2QUAAAAAfCqr9VRHAAAAAPi8E3wBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAACknwBQAAAEAhCb4AAAAAKCTBFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACgkwRcAAAAAhST4AgAAAKCQBF8AAAAAFJLgCwAAAIBCEnwBAAAAUEiCLwAAAAAKSfAFAAAAQCEJvgAAAAAoJMEXAAAAAIUk+AIAAACgkFYr+Lr00kvTq1evVFdXp1+/fpkyZcoK13/ooYfSr1+/VFdXZ5NNNsnEiRNXq1gAAAAAWFWNDr5uvPHGnHjiiTn99NMzbdq07LTTThk6dGhmzJhR7/ovv/xy9tprr+y0006ZNm1aTjvttIwcOTK/+c1vPnXxAAAAANCQRgdfEyZMyPDhw3P00Uend+/eueCCC9K9e/dcdtll9a4/ceLEbLzxxrngggvSu3fvHH300TnqqKPys5/97FMXDwAAAAANWacxKy9evDhPPvlkTjnllFrje+yxRx599NF6t5k6dWr22GOPWmNf//rXc+WVV+bDDz9MixYt6myzaNGiLFq0qOb9O++8kyR59913G1Pu58qyRQvKXUKT90U+f4pCH5SfPig/fVB++qD89EF56YHy0wPlpw/KTx+U3xe5D5bXXiqVVrpuo4KvefPmZenSpenUqVOt8U6dOmXWrFn1bjNr1qx611+yZEnmzZuXLl261Nlm/PjxGTt2bJ3x7t27N6ZcqKXNBeWuAMpPH4A+AD0A+gCSYvTBe++9lzZt2qxwnUYFX8tVVFTUel8qleqMrWz9+saXO/XUUzNq1Kia98uWLctbb72Vdu3arXA/rDnvvvtuunfvntdeey2tW7cudzmw1ukB0AeQ6ANI9AHogfIrlUp577330rVr15Wu26jgq3379mnevHmd2V1z5sypM6truc6dO9e7/jrrrJN27drVu01VVVWqqqpqjbVt27YxpbKGtG7dWmPTpOkB0AeQ6ANI9AHogfJa2Uyv5Rp1c/vKysr069cvkydPrjU+efLkDBw4sN5tBgwYUGf9e+65J/3796/3/l4AAAAA8Flo9FMdR40alSuuuCJXXXVVnn322Zx00kmZMWNGjj322CQfXaY4bNiwmvWPPfbYvPrqqxk1alSeffbZXHXVVbnyyiszevToz+4oAAAAAOATGn2Pr4MPPjhvvvlmxo0bl5kzZ2brrbfOnXfemR49eiRJZs6cmRkzZtSs36tXr9x555056aSTcskll6Rr16656KKLcuCBB352R8EaV1VVlTFjxtS5BBWaCj0A+gASfQCJPgA98MVSUVqVZz8CAAAAwBdMoy91BAAAAIAvAsEXAAAAAIUk+AIAAACgkARfAAAAABSS4AsAAACAQhJ8AQAAAFBIgi8AAAAapVQqZdmyZeUuA8pq9uzZmTFjRrnLYCUEX9Sx/vrrZ/jw4Xn00UfLXQqUzT333JMlS5bUvL/++uuz3XbbZd11181mm22Wiy66qIzVQfk99dRTad68ebnLgDXujjvuyNFHH50f/vCHee6552ot++c//5ldd921TJXB2rFkyZL8+Mc/zi677JIxY8YkSf793/896623Xlq2bJnDDz88ixcvLnOVsGa99957+e53v5sePXrUnPPHHXdcunTpkl69emWXXXbJu+++W+4yaYDgizrmz5+fP/3pT/na176W3r175+c//3nmzJlT7rJgrRo6dGjeeuutJMlvfvObDBs2LDvvvHN+8Ytf5Jvf/GZ++MMf5oYbbihzlVBepVKp3CXAGnX99ddnv/32y6xZszJ16tR8+ctfznXXXVezfPHixXnooYfKWCGseWPHjs0VV1yR/v375+abb873vve9XHzxxbn88stzxRVX5P77788FF1xQ7jJhjTrttNPy5JNPZvTo0ZkxY0YOOuig/PGPf8yUKVPy4IMP5q233sq5555b7jJpQEXJ/7XyCc2aNcusWbMyc+bMXHHFFbn++uvz/vvvZ5999snRRx+dPffcMxUVFeUuE9ao5X3QsWPHfO1rX8uQIUMyduzYmuU/+9nP8utf/zr//d//XcYqYc054IADVrj8nXfeyYMPPpilS5eupYpg7fvKV76SI488MieccEKS5Oabb86RRx6ZCy64IMOHD8/s2bPTtWtXfUChbbrpprnwwguzzz775H/+53+yxRZb5Prrr8/BBx+cJLnpppsybty4/OUvfylzpbDmbLzxxvnlL3+ZwYMH54033ki3bt3y29/+Nvvuu2+S5M4778yoUaPqzAzm88GMLxrUt2/fXHzxxZk5c2YmTZqUd955J/vss0823njjnHnmmeUuD9aaF198Mfvtt1+tsW984xt54YUXylQRrHm33357Fi5cmDZt2tT7Wm+99cpdIqxxL7zwQvbZZ5+a99/61rdy++2356STTsrEiRPLWBmsPW+88Ub69u2bJNlss81SWVlZ8z5J+vfvn1dffbVc5cFaMWfOnGy22WZJkq5du6Zly5bZYostapb36dMnr732WrnKYyXWKXcBfP58cjZXZWVlDj300Bx66KF55ZVXcuWVV2bSpEkZN25cmSqEteNvf/tbZs2alZYtW9a5eeuyZcv8Cz+F1rt37xx44IEZPnx4vcunT5+e3//+92u5Kli7WrdundmzZ6dXr141Y4MGDcrtt9+effbZJ//4xz/KWB2sHW3atMnbb7+d7t27J/loJuT6669fs3zRokWuBqHw2rVrl7lz59b0wX777Ze2bdvWLH///fdTVVVVpupYGTO+qGNFV7/27NkzP/nJT/yrDk3CkCFDst1222XGjBl55JFHai2bNm1aNt544zJVBmtev3798uc//7nB5VVVVXqAwtt+++3zhz/8oc74Lrvskttvv919jWgSttpqq1p/HjzyyCPZaKONat7/5S9/yZe+9KVylAZrzbbbbpvHH3+85v3111+fjh071rx//PHH07t373KUxiow44s6xowZs9JLWPyrDkX38ssv13r/yZ748MMP86Mf/WhtlgRr1cSJE1c4q7F37951+gSK5qSTTmrwKdeDBg3K73//+/zyl79cy1XB2jVx4sS0aNGiweUffvhhfvjDH67FimDtu+6669KsWcPzhjp16pRzzjlnLVZEY7i5PQAAAMBnZMSIERk3blzat29f7lKISx1phNmzZ2fGjBnlLgPKSh8A4M8CSMaOHZt58+aVuwz4XLr22mvz7rvvlrsM/j/BF3W89957+e53v5sePXrk8MMPz+LFi3PcccelS5cu6dWrV3bZZRdNTOHpA0guvfTS7LbbbjnooINy//3311o2b968bLLJJmWqDNYOfxZA8u6779Z5vfPOOznnnHPy0ksv1YwB/8uFdZ8vgi/qOO200/Lkk09m9OjRmTFjRg466KD88Y9/zJQpU/Lggw/mrbfeyrnnnlvuMmGN0gc0dRdddFF+8IMfZMstt0xVVVX22muvjB8/vmb50qVLPeiEwvNnASQbbLBBndeGG26YJUuWZMCAAWnbtm022GCDcpcJ0CD3+KKOjTfeOL/85S8zePDgvPHGG+nWrVt++9vfZt99902S3HnnnRk1alSee+65MlcKa44+oKnr06dPTj/99Bx22GFJkqlTp+ab3/xmjjnmmIwbNy6zZ89O165dV3gDfPii82cBJN26dct2222Xk08+uebm3qVSKbvttluuuOKK9OrVK8lHTzsFPrL++uvnqaeeMjv+c8JTHaljzpw52WyzzZIkXbt2TcuWLbPFFlvULO/Tp09ee+21cpUHa4U+oKl7+eWXM3DgwJr3AwYMyP33358hQ4bkww8/zIknnli+4mAt8WcBJE8//XSGDx+en/zkJ/nVr36VjTbaKMlHT3nffvvts9VWW5W5QoAVc6kjdbRr1y5z586teb/ffvulbdu2Ne/ff//9VFVVlaEyWHv0AU1d+/bt6/yFvk+fPrn//vtz9dVX5wc/+EGZKoO1x58FkGy44Ya59dZb8+1vfzvbb799brjhhnKXBNAogi/q2HbbbfP444/XvL/++uvTsWPHmvePP/54evfuXY7SYK3RBzR1X/va1/Kb3/ymzvhWW22V++67L3fddVcZqoK1y58F8L++973vZfLkyTn33HNrLoOHpmbGjBn13ri+VCrVetrvd7/73bRu3XptlsYKuMcXdbz11ltp1qxZrX/R/Lg//OEPadmyZQYNGrRW64K1SR/Q1D399NN58sknc+SRR9a7/K9//WtuvvnmjBkzZi1XBmuPPwugrsWLF+eUU07JAw88kFtuuaXmHl/QFDRv3jwzZ86s9Y8gSfLmm2+mY8eO7n36OSX44lMbMWJExo0bl/bt25e7FCgbfUBTpwdAH0CiDyi2Zs2aZfbs2enQoUOt8VdffTVbbbVV5s+fX6bKWBHBF59a69atM336dE+soEnTBzR1egD0AST6gGIaNWpUkuTCCy/M//k//yetWrWqWbZ06dL86U9/SvPmzfPII4+Uq0RWwFMd+dRkp6APQA+APoBEH1BM06ZNS/LR+f2Xv/wllZWVNcsqKyvTt2/fjB49ulzlsRKCLwAAAIAGPPDAA0mSI488MhdeeKEb13/BCL4AAAAAVuLqq6+u+e/XXnstFRUV6datWxkrYlU0K3cBAAAAAJ93S5YsyRlnnJE2bdqkZ8+e6dGjR9q0aZMf//jH+fDDD8tdHg0w4wsAAABgJY4//vjceuutOe+88zJgwIAkydSpU3PWWWdl3rx5mThxYpkrpD5mfNGgGTNm1HtzylKplBkzZtS8/+53v+saZwpLH9DU6QHQB5DoA0iSG264IZMmTcoxxxyTbbfdNttuu22OOeaYXHXVVbnhhhvKXR4NqCh57AYNaN68eWbOnJmOHTvWGn/zzTfTsWPHLF26tEyVwdqjD2jq9ADoA0j0ASRJp06d8uCDD6Z37961xp999tnsvPPOmTt3bpkqY0XM+KJBpVIpFRUVdcbff//9VFdXl6EiWPv0AU2dHgB9AIk+gCQ57rjj8pOf/CSLFi2qGVu0aFHOOeecHH/88WWsjBVxjy/qGDVqVJKkoqIiZ5xxRlq1alWzbOnSpfnTn/6U7bbbrkzVwdqhD2jq9ADoA0j0AXzctGnTct9996Vbt27p27dvkuSpp57K4sWLM2TIkBxwwAE1695yyy3lKpNPEHxRx7Rp05J89K86f/nLX1JZWVmzrLKyMn379s3o0aPLVR6sFfqApk4PgD6ARB/Ax7Vt2zYHHnhgrbHu3buXqRpWlXt80aAjjzwyF154oZtT0qTpA5o6PQD6ABJ9AHxxCb5YJa+99loqKirSrVu3cpcCZaMPaOr0AOgDSPQBzJ07N88//3wqKiqy+eabp0OHDuUuiRVwc3satGTJkpxxxhlp06ZNevbsmR49eqRNmzb58Y9/nA8//LDc5cFaoQ9o6vQA6ANI9AEkyfz583PUUUelS5cu2XnnnbPTTjula9euGT58eBYsWFDu8miAe3zRoOOPPz633nprzjvvvAwYMCBJMnXq1Jx11lmZN29eJk6cWOYKYc3TBzR1egD0AST6AJKPHvbw0EMP5fbbb8+OO+6YJHn44YczcuTInHzyybnsssvKXCH1cakjDWrTpk3+67/+K0OHDq01/oc//CGHHHJI3nnnnTJVBmuPPqCp0wOgDyDRB5Ak7du3z80335xBgwbVGn/ggQdy0EEHZe7cueUpjBVyqSMNqq6uTs+ePeuM9+zZs9bTXKDI9AFNnR4AfQCJPoAkWbBgQTp16lRnvGPHji51/BwTfNGg4447Lj/5yU+yaNGimrFFixblnHPOyfHHH1/GymDt0Qc0dXoA9AEk+gCSZMCAARkzZkwWLlxYM/bBBx9k7NixNZcA8/njUkcatP/+++e+++5LVVVV+vbtmyR56qmnsnjx4gwZMqTWurfccks5SoQ1Th/Q1OkB0AeQ6ANIkmeeeSZ77rlnFi5cmL59+6aioiLTp09PdXV17r777vTp06fcJVIPN7enQW3bts2BBx5Ya6x79+5lqgbKQx/Q1OkB0AeQ6ANIkq233jovvvhirr322jz33HMplUo55JBD8p3vfCctW7Ysd3k0wIwvAAAAgM/I3nvvnSuuuCJdunQpdynEjC9Wwdy5c/P888+noqIim2++eTp06FDukmCt0wc0dXoA9AEk+gBWxR//+Md88MEH5S6D/8/N7WnQ/Pnzc9RRR6VLly7Zeeeds9NOO6Vr164ZPny4J1bQZOgDmjo9APoAEn0AfHEJvmjQqFGj8tBDD+X222/P22+/nbfffju//e1v89BDD+Xkk08ud3mwVugDmjo9APoAEn0AfHG5xxcNat++fW6++eYMGjSo1vgDDzyQgw46KHPnzi1PYbAW6QOaOj0A+gASfQCNsf766+epp57KJptsUu5SiBlfrMCCBQvSqVOnOuMdO3Y0nZkmQx/Q1OkB0AeQ6APgi0vwRYMGDBiQMWPGZOHChTVjH3zwQcaOHZsBAwaUsTJYe/QBTZ0eAH0AiT4Avrhc6kiDnnnmmey5555ZuHBh+vbtm4qKikyfPj3V1dW5++6706dPn3KXCGucPqCp0wOgDyDRB9AY48ePz/e+9720bdu23KUQwRcr8cEHH+Taa6/Nc889l1KplK222irf+c530rJly3KXBmuNPqCp0wOgDyDRB5Akr7/+eh555JHMmTMny5Ytq7Vs5MiRZaqKFRF88antvffeueKKK9KlS5dylwJlow9o6vQA6ANI9AHFdvXVV+fYY49NZWVl2rVrl4qKipplFRUVeemll8pYHQ0RfPGpeWIF6APQA6APINEHFFv37t1z7LHH5tRTT02zZm6Z/kXhNwUAAACwEgsWLMghhxwi9PqC8dsCAAAAWInhw4fnpptuKncZNNI65S4AAAAA4PNu/Pjx2WeffXLXXXdlm222SYsWLWotnzBhQpkqY0UEXwAAAAAr8dOf/jR33313tthiiySpc3N7Pp8EXwAAAAArMWHChFx11VU54ogjyl0KjeAeX3xqp512WjbccMNylwFlpQ9o6vQA6ANI9AHFVlVVlR133LHcZdBIFaVSqVTuIvj8ev311/PII49kzpw5WbZsWa1lI0eOLFNVsHbpA5o6PQD6ABJ9AOPHj8/MmTNz0UUXlbsUGkHwRYOuvvrqHHvssamsrEy7du3qXL/80ksvlbE6WDv0AU2dHgB9AIk+gCTZf//9c//996ddu3bp06dPnZvb33LLLWWqjBURfNGg7t2759hjj82pp56aZs1cFUvTpA9o6vQA6ANI9AEkyZFHHrnC5VdfffVaqoTGEHzRoHbt2uW///u/s+mmm5a7FCgbfUBTpwdAH0CiD4AvLlE9DRo+fHhuuummcpcBZaUPaOr0AOgDSPQBfNzcuXPz8MMP55FHHsncuXPLXQ4rYcYXDVq6dGn22WeffPDBB9lmm23qXL88YcKEMlUGa48+oKnTA6APINEHkCTz58/PCSeckGuuuabmAQ/NmzfPsGHDcvHFF6dVq1ZlrpD6rFPuAvj8+ulPf5q77747W2yxRZLUuYElNAX6gKZOD4A+gEQfQJKMGjUqDz30UG6//fbsuOOOSZKHH344I0eOzMknn5zLLruszBVSHzO+aNAGG2yQ888/P0cccUS5S4Gy0Qc0dXoA9AEk+gCSpH379rn55pszaNCgWuMPPPBADjroIJc9fk65xxcNqqqqqkmxoanSBzR1egD0AST6AJJkwYIF6dSpU53xjh07ZsGCBWWoiFUh+KJB3//+93PxxReXuwwoK31AU6cHQB9Aog8gSQYMGJAxY8Zk4cKFNWMffPBBxo4dmwEDBpSxMlbEpY40aP/998/999+fdu3apU+fPnVuYHnLLbeUqTJYe/QBTZ0eAH0AiT6AJHnmmWey5557ZuHChenbt28qKioyffr0VFdX5+67706fPn3KXSL1cHN7GtS2bdsccMAB5S4Dykof0NTpAdAHkOgDSJKtt946L774Yq699to899xzKZVKOeSQQ/Kd73wnLVu2LHd5NMCMLwAAAAAKyYwvVmru3Ll5/vnnU1FRkc033zwdOnQod0mw1ukDmjo9APoAEn0AL7zwQh588MHMmTMny5Ytq7XszDPPLFNVrIgZXzRo/vz5OeGEE3LNNdfUNHTz5s0zbNiwXHzxxWnVqlWZK4Q1Tx/Q1OkB0AeQ6ANIkl/84hf53ve+l/bt26dz586pqKioWVZRUZE///nPZayOhniqIw0aNWpUHnroodx+++15++238/bbb+e3v/1tHnrooZx88snlLg/WCn1AU6cHQB9Aog8gSc4+++ycc845mTVrVqZPn55p06bVvIRen19mfNGg9u3b5+abb86gQYNqjT/wwAM56KCDMnfu3PIUBmuRPqCp0wOgDyDRB5AkrVu3zvTp07PJJpuUuxQawYwvGrRgwYJ06tSpznjHjh2zYMGCMlQEa58+oKnTA6APINEHkCTf/va3c88995S7DBrJjC8aNGTIkLRr1y7XXHNNqqurkyQffPBBDj/88Lz11lu59957y1whrHn6gKZOD4A+gEQfQJKMHz8+EyZMyN57751tttkmLVq0qLV85MiRZaqMFRF80aBnnnkme+65ZxYuXJi+ffumoqIi06dPT3V1de6+++706dOn3CXCGqcPaOr0AOgDSPQBJEmvXr0aXFZRUZGXXnppLVbDqhJ8sUIffPBBrr322jz33HMplUrZaqut8p3vfCctW7Ysd2mw1ugDmjo9APoAEn0AfDEJvgAAAAA+I26C//myTrkL4PPthRdeyIMPPpg5c+Zk2bJltZadeeaZZaoK1i59QFOnB0AfQKIPYFWZX/T5YsYXDfrFL36R733ve2nfvn06d+6cioqKmmUVFRX585//XMbqYO3QBzR1egD0AST6ABpj/fXXz1NPPWXG1+eE4IsG9ejRIyNGjMiPfvSjcpcCZaMPaOr0AOgDSPQBNIbg6/OlWbkL4PPrn//8Z7797W+XuwwoK31AU6cHQB9Aog+ALy7BFw369re/nXvuuafcZUBZ6QOaOj0A+gASfQCN8fFLgSk/N7enQZtttlnOOOOMPPbYY9lmm23SokWLWstHjhxZpspg7dEHNHV6APQBJPoAPmn5XaPqC7ncUerzxT2+aFCvXr0aXFZRUZGXXnppLVYD5aEPaOr0AOgDSPQBLHfllVfm/PPPz4svvpgk+dKXvpQTTzwxRx99dM06Dz/8cP7lX/4lVVVV5SqTjxF8AQAAAKzEGWeckfPPPz8nnHBCBgwYkCSZOnVq/uM//iPf//73c/bZZ5e5Quoj+OJTa926daZPn+6JFTRp+oCmTg+APoBEH1Bs7du3z8UXX5xDDz201vgNN9yQE044IfPmzStTZayIm9vzqclOQR+AHgB9AIk+oNiWLl2a/v371xnv169flixZUoaKWBWCLwAAAICV+O53v5vLLruszvjll1+e73znO2WoiFXhqY4AAAAAq+DKK6/MPffckx122CFJ8thjj+W1117LsGHDMmrUqJr1JkyYUK4S+QTBFwAAAMBKPPPMM/nKV76SJPn73/+eJOnQoUM6dOiQZ555pma9ioqKstRH/QRffGqaGvQB6AHQB5DoA4rtgQceKHcJrAb3+GKVlEqlBm9U6QaWNBX6gKZOD4A+gEQfAF8sgi9W6Morr8zWW2+d6urqVFdXZ+utt84VV1xRa50//OEP2WijjcpUIax5+oCmTg+APoBEHwBfTC51pEFnnHFGzj///JxwwgkZMGBAkmTq1Kk56aST8sorr+Tss89Oknzta18rZ5mwRukDmjo9APoAEn0AfHFVlMxFpQHt27fPxRdfnEMPPbTW+A033JATTjgh8+bNK1NlsPboA5o6PQD6ABJ9AHxxudSRBi1dujT9+/evM96vX78sWbKkDBXB2qcPaOr0AOgDSPQB8MUl+KJB3/3ud3PZZZfVGb/88svzne98pwwVwdqnD2jq9ADoA0j0AfDF5VJHGnTCCSfkmmuuSffu3bPDDjskSR577LG89tprGTZsWFq0aFGz7oQJE8pVJqxR+oCmTg+APoBEHwBfXIIvGjR48OBVWq+ioiL333//Gq4GykMf0NTpAdAHkOgD4ItL8AUAAABAIbnHFwAAAACFJPgCAAAAoJAEXwAAAAAUkuALAAAAgEISfAEAAABQSIIvAAAAAApJ8AUAAABAIQm+AAAAACik/wc/r6s0MUgcCQAAAABJRU5ErkJggg==", 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" ] @@ -382,12 +345,12 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -411,12 +374,12 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -448,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -457,13 +420,13 @@ "Text(0.5, 1.0, 'p_max_pu for onwind generators')" ] }, - "execution_count": 58, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -486,12 +449,12 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -522,12 +485,12 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -550,12 +513,12 @@ }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -590,23 +553,12 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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" ] @@ -625,28 +577,17 @@ "sorted(load_list)\n", "sns.histplot(load_list, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients of Distribution of load across the simulations\")\n", - "Image(filename='loads_t.p_set.png')" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", + "image/png": 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", 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" ] @@ -665,28 +606,17 @@ "sorted(solar_generators)\n", "sns.histplot(solar_generators, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients of Distribution of solar generator across the simulations\")\n", - "Image(filename='generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"].png')" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -705,28 +635,17 @@ "sorted(onwind_generators)\n", "sns.histplot(onwind_generators, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients Distribution of onwind generator across the simulations\")\n", - "Image(filename='generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"].png')" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", + "image/png": 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", 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" ] @@ -745,28 +664,17 @@ "sorted(capital_cost_onwind_generators)\n", "sns.histplot(capital_cost_onwind_generators, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for onwind generator across the simulations\")\n", - "Image(filename='generators.capital_cost.loc[n.generators.carrier == \"onwind\"].png')" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -785,28 +693,17 @@ "sorted(capital_cost_solar_generators)\n", "sns.histplot(capital_cost_solar_generators, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for solar generator across the simulations\")\n", - "Image(filename='generators.capital_cost.loc[n.generators.carrier == \"solar\"].png')" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -825,25 +722,14 @@ "sorted(weight_solar_generators)\n", "sns.histplot(weight_solar_generators, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for solar generator across the simulations\")\n", - "Image(filename='generators.weight.loc[n.generators.carrier == \"solar\"].png')" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -865,17 +751,399 @@ "sorted(weight_onwind_generators)\n", "sns.histplot(weight_onwind_generators, kde=True)\n", "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for onwind generator across the simulations\")\n", - "Image(filename='generators.weight.loc[n.generators.carrier == \"onwind\"].png')" + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Conclusion\n", - "\n", "The simulation results highlight the variability in power generation, load distribution, and associated costs across different scenarios. These findings can be valuable for decision-making and optimization in the energy sector." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sensitivity Analysis\n", + "\n", + "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", + "\n", + "Decision-makers use this information to understand the implications of different choices on system performance and costs. \n", + "Energy models inform policy decisions. Sensitivity analysis helps policymakers understand which factors drive energy transitions. \n", + "\n", + "Additionally, sensitivity analysis guides resource allocation by pinpointing critical variables for optimal solutions. It aids in communicating uncertainties to stakeholders and informs scenario planning for future energy scenarios. The analysis also validates models by checking if changes in parameters align with expected outcomes, ensuring model reliability." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# change current directory to parent folder\n", + "import os\n", + "import sys\n", + "\n", + "if not os.path.isdir(\"pypsa-earth\"):\n", + " os.chdir(\"../..\")\n", + "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "import statsmodels.api as sm\n", + "from scipy.stats.mstats import zscore\n", + "from scipy import stats\n", + "from scripts.monte_carlo import monte_carlo_sampling_pydoe2, monte_carlo_sampling_scipy, monte_carlo_sampling_chaospy, validate_parameters\n", + "import logging\n", + "import yaml\n", + "\n", + "# disable logging from imported modules \n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# load the config file used for the monte carlo simulation\n", + "with open(\"mc/pypsa-earth/config.yaml\", \"r\") as stream:\n", + " config = yaml.safe_load(stream)[\"monte_carlo\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reproducing the Parameters for Monte-Carlo Simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "MONTE_CARLO_PYPSA_FEATURES = [\n", + " k for k in config[\"uncertainties\"].keys() if k\n", + "] # removes key value pairs with empty value e.g. []\n", + "MONTE_CARLO_OPTIONS = config[\"options\"]\n", + "N_FEATURES = len(\n", + " MONTE_CARLO_PYPSA_FEATURES\n", + ") # only counts features when specified in config\n", + "SAMPLES = MONTE_CARLO_OPTIONS.get(\n", + " \"samples\"\n", + ") # TODO: What is the optimal sampling? Fabian Neumann answered that in \"Broad ranges\" paper\n", + "SAMPLING_STRATEGY = MONTE_CARLO_OPTIONS.get(\"sampling_strategy\")\n", + "UNCERTAINTIES_VALUES = config[\"uncertainties\"].values()\n", + "SEED = MONTE_CARLO_OPTIONS.get(\"seed\")\n", + "\n", + "# PARAMETERS VALIDATION\n", + "# validates the parameters supplied from config file\n", + "validate_parameters(SAMPLING_STRATEGY, SAMPLES, UNCERTAINTIES_VALUES)\n", + "\n", + "# SCENARIO CREATION / SAMPLING STRATEGY\n", + "###\n", + "if SAMPLING_STRATEGY == \"pydoe2\":\n", + " lh = monte_carlo_sampling_pydoe2(\n", + " N_FEATURES,\n", + " SAMPLES,\n", + " UNCERTAINTIES_VALUES,\n", + " random_state=SEED,\n", + " criterion=None,\n", + " iteration=None,\n", + " correlation_matrix=None,\n", + " )\n", + "if SAMPLING_STRATEGY == \"scipy\":\n", + " lh = monte_carlo_sampling_scipy(\n", + " N_FEATURES,\n", + " SAMPLES,\n", + " UNCERTAINTIES_VALUES,\n", + " seed=SEED,\n", + " strength=2,\n", + " optimization=None,\n", + " )\n", + "if SAMPLING_STRATEGY == \"chaospy\":\n", + " lh = monte_carlo_sampling_chaospy(\n", + " N_FEATURES, SAMPLES, UNCERTAINTIES_VALUES, seed=SEED, rule=\"latin_hypercube\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# reassign the values of the parameters and the objective values from the solved network\n", + "x = lh\n", + "y = network_obejective_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardised Regression Coefficient\n", + "\n", + "Standardised Regression Coefficient otherwise known as beta corefficients shows how much the outcome (dependent variable) changes when one input (independent variable) changes " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "src = sm.OLS(zscore(y), zscore(x)).fit()\n", + "src_beta_coefficients = src.params" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "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", + "
OLS Regression Results
Dep. Variable: y R-squared (uncentered): 0.668
Model: OLS Adj. R-squared (uncentered): 0.612
Method: Least Squares F-statistic: 12.06
Date: Fri, 16 Feb 2024 Prob (F-statistic): 2.54e-08
Time: 12:18:01 Log-Likelihood: -42.525
No. Observations: 49 AIC: 99.05
Df Residuals: 42 BIC: 112.3
Df Model: 7
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
x1 0.7290 0.093 7.828 0.000 0.541 0.917
x2 -0.1202 0.094 -1.279 0.208 -0.310 0.069
x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031
x4 0.3372 0.098 3.437 0.001 0.139 0.535
x5 0.1829 0.096 1.901 0.064 -0.011 0.377
x6 -0.0295 0.097 -0.303 0.764 -0.226 0.167
x7 -0.0668 0.092 -0.724 0.473 -0.253 0.119
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Omnibus: 7.035 Durbin-Watson: 2.259
Prob(Omnibus): 0.030 Jarque-Bera (JB): 7.789
Skew: -0.484 Prob(JB): 0.0204
Kurtosis: 4.697 Cond. No. 1.96


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.668 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.612 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 12.06 \\\\\n", + "\\textbf{Date:} & Fri, 16 Feb 2024 & \\textbf{ Prob (F-statistic):} & 2.54e-08 \\\\\n", + "\\textbf{Time:} & 12:18:01 & \\textbf{ Log-Likelihood: } & -42.525 \\\\\n", + "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 99.05 \\\\\n", + "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 112.3 \\\\\n", + "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{x1} & 0.7290 & 0.093 & 7.828 & 0.000 & 0.541 & 0.917 \\\\\n", + "\\textbf{x2} & -0.1202 & 0.094 & -1.279 & 0.208 & -0.310 & 0.069 \\\\\n", + "\\textbf{x3} & -0.1697 & 0.100 & -1.703 & 0.096 & -0.371 & 0.031 \\\\\n", + "\\textbf{x4} & 0.3372 & 0.098 & 3.437 & 0.001 & 0.139 & 0.535 \\\\\n", + "\\textbf{x5} & 0.1829 & 0.096 & 1.901 & 0.064 & -0.011 & 0.377 \\\\\n", + "\\textbf{x6} & -0.0295 & 0.097 & -0.303 & 0.764 & -0.226 & 0.167 \\\\\n", + "\\textbf{x7} & -0.0668 & 0.092 & -0.724 & 0.473 & -0.253 & 0.119 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Omnibus:} & 7.035 & \\textbf{ Durbin-Watson: } & 2.259 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.030 & \\textbf{ Jarque-Bera (JB): } & 7.789 \\\\\n", + "\\textbf{Skew:} & -0.484 & \\textbf{ Prob(JB): } & 0.0204 \\\\\n", + "\\textbf{Kurtosis:} & 4.697 & \\textbf{ Cond. No. } & 1.96 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{OLS Regression Results}\n", + "\\end{center}\n", + "\n", + "Notes: \\newline\n", + " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n", + " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "=======================================================================================\n", + "Dep. Variable: y R-squared (uncentered): 0.668\n", + "Model: OLS Adj. R-squared (uncentered): 0.612\n", + "Method: Least Squares F-statistic: 12.06\n", + "Date: Fri, 16 Feb 2024 Prob (F-statistic): 2.54e-08\n", + "Time: 12:18:01 Log-Likelihood: -42.525\n", + "No. Observations: 49 AIC: 99.05\n", + "Df Residuals: 42 BIC: 112.3\n", + "Df Model: 7 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "x1 0.7290 0.093 7.828 0.000 0.541 0.917\n", + "x2 -0.1202 0.094 -1.279 0.208 -0.310 0.069\n", + "x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031\n", + "x4 0.3372 0.098 3.437 0.001 0.139 0.535\n", + "x5 0.1829 0.096 1.901 0.064 -0.011 0.377\n", + "x6 -0.0295 0.097 -0.303 0.764 -0.226 0.167\n", + "x7 -0.0668 0.092 -0.724 0.473 -0.253 0.119\n", + "==============================================================================\n", + "Omnibus: 7.035 Durbin-Watson: 2.259\n", + "Prob(Omnibus): 0.030 Jarque-Bera (JB): 7.789\n", + "Skew: -0.484 Prob(JB): 0.0204\n", + "Kurtosis: 4.697 Cond. No. 1.96\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", + "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "src.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(src_beta_coefficients)\n", + "plt.title(\"Beta coefficients of the parameters\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Partial Correlation Coefficients\n", + "\n", + "Partial Correlation Coefficients measures the strength of the relationship between two variables while removing the influence of other factors" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "pcc = np.zeros(shape=(x.shape[1],))\n", + "\n", + "for idx in range(x.shape[1]):\n", + " r, _ = stats.pearsonr(x[:,idx], y)\n", + " pcc[idx] = r\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(pcc)\n", + "plt.title(\"Pearson correlation coefficients of the parameters\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Certainly, Based on the sensitvity analysis performed with PCC and SRC, we can draw that the `load` parameter has a higher importance when compared to the other parameters." + ] } ], "metadata": { From 5d4cc2444aae2eb1e709fc249ad2d96ed23b7bbd Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Fri, 1 Mar 2024 04:45:57 +0100 Subject: [PATCH 07/13] splitted notebook into two parts --- notebooks/monte_carlo_case_study.ipynb | 1170 ----------------- .../monte_carlo_case_study_nigeria_data.ipynb | 549 ++++++++ notebooks/monte_carlo_tutorial.ipynb | 353 +++++ 3 files changed, 902 insertions(+), 1170 deletions(-) delete mode 100644 notebooks/monte_carlo_case_study.ipynb create mode 100644 notebooks/monte_carlo_case_study_nigeria_data.ipynb create mode 100644 notebooks/monte_carlo_tutorial.ipynb diff --git a/notebooks/monte_carlo_case_study.ipynb b/notebooks/monte_carlo_case_study.ipynb deleted file mode 100644 index 5419aef..0000000 --- a/notebooks/monte_carlo_case_study.ipynb +++ /dev/null @@ -1,1170 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Monte-Carlo Case Study using Nigeria's Power Data\n", - "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo method applied to Nigeria's power data.\n", - "\n", - "## Introduction\n", - "\n", - "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance.\n", - "\n", - "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to Nigeria's power data, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", - "\n", - "## Notebook Structure\n", - "\n", - "This notebook is structured as follows:\n", - "\n", - "1. Getting Started: Enable Monte-Carlo in pypsa-earth and setting the configurations.\n", - "2. Data Preparation: Importing necessary libraries and loading results of the simulations.\n", - "3. Simulation Analysis: Analyzing the results of the Monte-Carlo simulations.\n", - "4. Conclusion: Summarizing the findings and insights from the analysis.\n", - "\n", - "By following this notebook, you will be able to understand the applied Monte-Carlo methodology, explore the power system simulations, and gain insights into Nigeria's power data.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Getting Started\n", - "\n", - "To get started with apply Monte-Carlo simulation to pypsa-earth energy modelling tool, in the `config.yaml` file, set `add_to_snakefile` to true in the monte_carlo section. This will enable the monte-carlo option.\n", - "\n", - "- Choose the number of samples for the monte-carlo simulations.\n", - "- Select the sampling strategy to use from `chaospy`, `pydoe2`, or `scipy`.\n", - "- Set seed for reproducibility.\n", - "\n", - "Under the `uncertainties` section, users can add flexibly features for the Monte-Carlo sampling using the description below\n", - " - {pypsa network object, e.g. \"loads_t.p_set\"}:\n", - " - type: {any distribution among: \"uniform\", \"normal\", \"lognormal\", \"triangle\", \"beta\" and \"gamma\"}\n", - " - args: {arguments passed as a list depending on the distribution, see arguments description in Chaospy reference guide (https://chaospy.readthedocs.io/en/master/reference/distribution/index.html)}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is an example of the monte-carlo options in the config file.\n", - "\n", - "```python\n", - "monte_carlo:\n", - " options:\n", - " add_to_snakefile: true\n", - " samples: 49 # number of optimizations. Note that number of samples when using scipy has to be the square of a prime number\n", - " sampling_strategy: \"chaospy\" # \"pydoe2\", \"chaospy\", \"scipy\", packages that are supported\n", - " seed: 42 # set seedling for reproducibilty\n", - " uncertainties:\n", - " loads_t.p_set:\n", - " type: normal\n", - " args: [1, 100]\n", - " generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]:\n", - " type: uniform\n", - " args: [0.1, 1]\n", - " generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", - " type: lognormal\n", - " args: [1.5]\n", - " generators.capital_cost.loc[n.generators.carrier == \"solar\"]:\n", - " type: triangle\n", - " args: [0.7]\n", - " generators.capital_cost.loc[n.generators.carrier == \"onwind\"]:\n", - " type: beta\n", - " args: [0.5, 1]\n", - " generators.weight.loc[n.generators.carrier == \"onwind\"]:\n", - " type: beta\n", - " args: [2, 0.5]\n", - " generators.weight.loc[n.generators.carrier == \"solar\"]:\n", - " type: gamma\n", - " args: [2, 0.5]\n", - "```" - ] - }, - { - "attachments": { - "image.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To generate a DAG for the Monte-Carlo workflow, run `snakemake -j1 solve_all_networks_monte --dag > workflow.dot`. This should create a `workflow.dot` file in your directory. \n", - "\n", - "Inspect the first line in the `workflow.dot` file, if the first line has something of this sort `Restricted license - for non-production use only - expires 2025-11-24`, then remove the first line. Then run `dot workflow.dot -Tpng -o workflow.png` to create a `png` file from `workflow.dot` file.\n", - "\n", - "![image.png](attachment:image.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To run the workflow with a dryrun after activating the option in `config.yaml` file, run `snakemake -j1 solve_all_networks_monte -n`. To run the workflow without the dryrun, you can remove the `-n` option from the command.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Loading Neccessary Libraries" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/gbotemi/miniconda3/envs/pypsa-earth/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "import os\n", - "import pypsa\n", - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "from IPython.display import Image\n", - "import logging\n", - " \n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "\n", - "logging.basicConfig()\n", - "logging.getLogger().setLevel(logging.WARNING)\n", - "\n", - "pd.set_option('display.max_columns', 500)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Loading simulation results" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "All Networks loaded successfully\n" - ] - } - ], - "source": [ - "network_list = []\n", - "\n", - "for count in range(0,49):\n", - " path = f\"results/NG/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", - " network = pypsa.Network(path)\n", - " network_list.append(network)\n", - "\n", - "print(f\"All Networks loaded successfully\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "objective loaded completely\n" - ] - } - ], - "source": [ - "network_obejective_list = []\n", - "\n", - "for idx in network_list:\n", - " obj = idx.objective / 1e9\n", - " network_obejective_list.append(obj)\n", - "print(\"objective loaded completely\")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,5))\n", - "sns.barplot(network_obejective_list)\n", - "plt.title(\"Distribution of objective values in 49 simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "37" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# network index with the least objective value\n", - "network_obejective_list.index(min(network_obejective_list))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# network index with the max objective value\n", - "network_obejective_list.index(max(network_obejective_list))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The highest objective value is with index 3, while the lowest is with index 37" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "load_list = []\n", - "for idx in network_list:\n", - " load = idx.loads_t.p_set.sum().sum()\n", - " load_list.append(load)\n", - "logging.info(\"load loaded completely\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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2dCivVJtTC7WlLjDbm10so+EgM/n7mJUSZ9OIXqEakVgbmsXYA71TNIBOw6sh2rJly3T77bdr4cKFOu+88/Tss89qypQp2rVrl3r16tWo/5dffqkbbrhB//jHPzR9+nSlp6drzpw5uummm7RixQovXAEAAAAAwBsMw1C2s1I70x3ake7Q1mNF2nqsSI7yxqPM4noENhhldlasjQUBAJw0k2H8OJNvP2PGjNGIESO0aNEiT1tycrJmzJih+fPnN+r/6KOPatGiRTp48KCn7Z///KcWLFigY8eOteqcTqdTdrtdDodDNpvt9C8CAAAAAHBGGYah9KJy7Ux3aGe6UzszHNqZ7mj08H9JsviaNTTeXheY1YZmUbYAL1QNoLNobVbktZFoVVVV2rRpk+6+++4G7ZMnT9bXX3/d5D7jxo3Tvffeq1WrVmnKlCnKycnRm2++qWnTpjV7nsrKSlVWVno+O53OtrkAAAAAAECbMwxDqQVl2lEXmH1fF5g19Rwzs0nqH2nV4DibhsbZNSIxVMkxNvn5mL1QOYCuzmshWl5enlwul6Kiohq0R0VFKSsrq8l9xo0bp1dffVWzZs1SRUWFampqdPnll+uf//xns+eZP3++HnjggTatHQAAAABw+uqfYVYflO1Id+j7DKeKK2oa9fU1mzQgyqohcXalxNk0OM6u5GibAv2ZlgmgfXh9YQGTydTgs2EYjdrq7dq1S7feeqvuu+8+XXLJJcrMzNQf/vAHzZkzRy+88EKT+9xzzz2aO3eu57PT6VRCQkLbXQAAAAAA4IQMw1BhWbUyisq1N6u4LixzaFeGU6VVrkb9/X3NSo62anCcXSmxdg2Js2tAdAjPMQPgVV4L0Xr27CkfH59Go85ycnIajU6rN3/+fJ133nn6wx/+IEkaOnSogoODNX78eD300EOKiYlptI/FYpHFYmn7CwAAAAAAyDAMOcqrlemoUKajXBlFFcpyVCjDUa7Motq2TEeFKmvcTe4f4GfWWTE2DYmze0Kz/lEhTMkE0OF4LUTz9/fXyJEjtXr1al155ZWe9tWrV+uKK65ocp+ysjL5+jYs2cen9n8ivLg+AgAAAAB0Wc6KamUW1YZiWY4KZRaVK8PRMCgrr248mqwpPUMs6tMzWClxdg2Jtykl1q4+ESHyMTc9GwkAOhKvTuecO3eurr/+eo0aNUpjx47Vc889p9TUVM2ZM0dS7VTM9PR0LVmyRJI0ffp0/frXv9aiRYs80zlvv/12jR49WrGxsd68FAAAAADoVOqnWGY5KpTlLFeWo1JZjnJlOSvqRpXVBmUllY2fT9aUsGB/xdgDFGMPrH3vEaDY+q/tgYqyW5iOCaBT82qINmvWLOXn5+vBBx9UZmamUlJStGrVKiUmJkqSMjMzlZqa6uk/e/ZsFRcX6+mnn9b//u//qkePHrrwwgv1yCOPeOsSAAAAAKDDqXG5lVdSpcy60WNZzgrPe304luWsUFUzUyx/rEeQn6JtAYrtURuKxfYIVLTth6As2h6gAD8CMgBdm8noZvMgnU6n7Ha7HA6HbDabt8sBAAAAgFNSWlmjrw7k6VBeaW0o5qhQprNC2Y4K5RRXyN3Kn/TCg/0VbQ9QtC1A0fYAxdgDFGWrG1HWo/ZzkL/X16QDgDOmtVkRfxICAAAAQCeRW1ypT3Zna/WubH15IO+EI8l8zCZFWS2KqgvGom2BirZbFG2vG0VmD1CkjSmWANBahGgAAAAA0IEdyi3Rx7tqg7PNqYU6fi5RYniQhif0UHTds8ei6sKxGHuAwkMsPLAfANoQIRoAAAAAdCBut6FtaUWe4OxATkmD7UPj7Zp8VpQmD45W/8gQmUwEZQDQHgjRAAAAAMDLKmtcWn8wXx/vytYnu7KVU1zp2eZrNmls33BNPitKF58VpRh7oBcrBYDuixANAAAAALzAWVGtz/fk6ONd2VqzN1cllTWebSEWX00YGKHJZ0XpgoGRsgf6ebFSAIBEiAYAAAAA7SbTUa5PdmXr413Z+uZQvqpdPzzgLNJq0aSzojTprCiN7RvOA/8BoIMhRAMAAACAM6Da5dbR/FLtyy7RnkynvtiXq+1pjgZ9+kWGaHJdcDYsvofMLAQAAB0WIRoAAAAAnIZql1tH8kq1P6dE+7KLtT+nRPuzi3U4r7TBSDNJMpmkEb1CPcFZn4gQL1UNADhZhGgAAAAA0Ar1Ydm+7BLtzynW/rr3psKyekH+PuofGaJ+kVaN6h2qi5OjFGG1tHPlAIC2QIgGAAAAAMdpKizbVzeyrMZ94rCsf5RV/SNDNCDKqn6RIYrrEcgUTQDoIgjRAAAAAHRZlTUuOcqq5SivVlF5tRxlde/l1XKUVf3QXl6torJqFZVVKa2wvNmwLNjfR/2irBoQGaL+UT+EZrF2wjIA6OoI0QAAAAB0GqWVNTqSX6rU/DLllVb9EIQdF5Q5j/tcXu06pfOEWHzVLzLkh1FlUbXvsfYAmUyEZQDQHRGiAQAAAOhQSitrdDS/TEfyS3U4r1RH80t1JK/2c05x5Ukfz2ySbIF+6hHoJ3ugn+xB/rIf97lHUF173Ss+LIiwDADQCCEaAAAAgHZ3fFB2JL9UR/JaH5SFBvkpMTxYUTZLXQjm7wnA6gOxHoF1bUF+slp8mWoJADhthGgAAAAAzoiqGrcO5ZXoUO5xQVl+mY7ktS4o690zWL3D6149gzxf24P82ukKAAD4ASEaAAAAgNOWW1yp3ZlO7clyandmsXZnOnUwt0TVrqYf0C8RlAEAOhdCNAAAAACtVlnj0sGc0gaB2Z4sp/JKqprsbw2ofUA/QRkAoLMjRAMAAADQiGEYtaPLsmpHle3JdGpPVrEO5JSoxt14dJnZJPXuGazkaJuSY6waFG1TcqyNB/QDALoMQjQAAACgmyuuqNbR/DLtySrWnkyndmc5tSezWPmlTY8uswX4KjnGVveqDcwGRFkV6O/TzpUDANB+CNEAAACAbsBZUa2jdatf1j/g/2jdypjNTcU0m6SknsGNArMYRpcBALohQjQAAACgi3CUV9cFZKU6WrcKZv3XzY0qqxce7K/+USG1YVm0TYNirBoQZVWAH6PLAACQCNEAAACATsVRXq3DeaUNArLDeaU6ml+qwrLqE+7bM8SipJ5BSgwPVlLPYCWG1z7kPzE8SNYAHvIPAMCJEKIBAAAAHZTbbehAbok2Hy3UpqOF2pxaqIO5pSfcJ9Jq8ayCmXjcipiJ4cEKsfDPfwAAThV/iwIAAAAdRHFFtbYdc2jT0UJtSi3UltRCFVfUNOoXZasLysKDldgzSEnhwUqsG1EWTFAGAMAZwd+wAAAAgBcYhqEj+WW1o8xSC7X5aKH2ZhfLMBr2C/Tz0bAEu0YmhmpEr1AN7xWqsGB/7xQNAEA3RogGAAAAtIPyKpe2pxV5ArPNqUUqaOJh//GhgRqZGOoJzQZFW+XrY/ZCxQAA4HiEaAAAAEAbcrkNlVTUqKCsSjvSHXWBWaF2ZThV4244zMzf16whcfWjzHpoRK9QRdoCvFQ5AAA4EUI0AAAA4Dj1IZizolqO8mo5K6rlLK+pe6+Ws6Km7r1he3Fde3Fl42eY1YuyWTwjzEYkhmpwrE0WX592vDoAAHCqCNEAAADQbbjdhtKLynUwt0QHc0t1MLdEh3NLVVhW1aoQ7GQE+vmof1SIJzAbmRiqWHuATCZTmxwfAAC0L0I0AAAAdDnlVS4dyqsLynJKPKHZ4bwSVVS7W3WMQD8f2QJ9ZQvwky3QT7YA37p3vx+1//izr6wBfvL35TlmAAB0Ja0O0bZv397qgw4dOvSUigEAAABayzAM5ZVU1QVkJTqYUzuy7EBOidKLypvdz8/HpKSeweobEaK+ESHqExGsCKuFEAwAAJxQq0O0s88+WyaTSYZhtDgE3eVynXZhAAAA6N7cbkPOimrll1apoLRK+SWVOpxXdlxoViJnRfNTL3sE+alfXVDWN/KH0Cw+NJDVLgEAwElrdYh2+PBhz9dbtmzRnXfeqT/84Q8aO3asJGn9+vV67LHHtGDBgravEgAAAJ1ejcutgrLaQKygpEr5pVUqLKtSfkldW2mV8ksr676uVmFZlVw/Ws3yx0wmKSE0SH0j6kKyyNqgrF9kiMKC/dvpygAAQHfQ6hAtMTHR8/XPfvYzPfXUU5o6daqnbejQoUpISND//d//acaMGW1aJAAAADo+R3m1NqcWaktqkXKcFZ4RZPUvR3n1KR3XavFVWIi/woL91SssyDOirG9ksHqHByvAj9UtAQDAmXdKCwvs2LFDSUlJjdqTkpK0a9eu0y4KAAAAHV+Wo0IbjhTUvQq1J8sp48QDx2QySaFBtYFYWLC/woL8FRbir/DgH9rCgy0KDfbzvFt8CckAAID3nVKIlpycrIceekgvvPCCAgICJEmVlZV66KGHlJyc3KYFAgAAwPsMw9DB3NLjQrMCHSto/PD+3uFBGpkYpsTwoLpA7LjALNhfPYL85WM+8fN1AQAAOqJTCtEWL16s6dOnKyEhQcOGDZMkbdu2TSaTSe+9916bFggAAID2V+1y6/sMpzYeKdB3hwu08WihCkqrGvQxm6TkGJvO6R1W9wpVpC3ASxUDAACcWSbDaGnQfdPKysr0yiuvaM+ePTIMQ2eddZauu+46BQcHt3WNbcrpdMput8vhcMhms3m7HAAAgA6hrKpGW1KL6gKzAm0+WqTy6oYrrvv7mnV2Qg+N7h2mc5LCNKJXD1kD/LxUMQAAQNtobVZ0SiPRJCkoKEi/+c1vTnV3AAAAtBOX21BpVY1KKmpUWlmjksoalVa6VFhWpW3HirThSIF2ZjgbrYRpC/CtHWGWVDvKLCXOzvPJAABAt3XKIZok7dq1S6mpqaqqaji0//LLLz+togAAAFDL5TZ0MLdEhaVVtUFYpUullT+EYSUVNQ3aS+q21X5d2/bjEWXNibEHeEKz0b3D1D8yRGaeXwYAACDpFEO0Q4cO6corr9SOHTtkMplUPyPUZKr9R5bL1bp/qAEAAKChimqXth4r0obDBdpwtFCbjxaqpLKmTY7tazYp2OKrEIuvgi0+CrH4alCMTaN7h2lU71DFhwa1yXkAAAC6olMK0W677TYlJSXpk08+UZ8+ffTdd98pPz9f//u//6tHH320rWsEAADosgpLq7TxaGHtA/yPFGhnukPVrobTKkMsvoq0WhTsCb/8FGLxOS4Q86372ue4r30V7P9DYBZs8ZXF1+z5T08AAACcnFMK0davX6/PPvtMERERMpvNMpvN+slPfqL58+fr1ltv1ZYtW9q6TgAAgE7PMAylFZZr49ECfXe4Njjbn1PSqF+UzaJzeodpdFKYRiWGaWC0VT5MqwQAAPCqUwrRXC6XQkJCJEk9e/ZURkaGBg4cqMTERO3du7dNCwQAAOisXG5D+7KLteFIgTYcqQ3NMh0Vjfr1iwzROb1Da59H1jtM8aGBjBgDAADoYE4pREtJSdH27dvVp08fjRkzRgsWLJC/v7+ee+459enTp61rBAAA6BQqql3anubQhiMF2nikQBuPFqq4ouHzzHzNJqXE2T2h2ajeYQoL9vdSxQAAAGitUwrR/vznP6u0tFSS9NBDD+myyy7T+PHjFR4ermXLlp3UsRYuXKi///3vyszM1ODBg/XEE09o/PjxzfavrKzUgw8+qFdeeUVZWVmKj4/Xvffeq1/+8pencikAAAAtMgxDhWXVynZWKNtZoRxnZe3XxRXKdlYqx1n7nltSKZe74fPMgv19NCKxPjAL1fCEUAX6+3jpSgAAAHCqTilEu+SSSzxf9+nTR7t27VJBQYFCQ0NPaurBsmXLdPvtt2vhwoU677zz9Oyzz2rKlCnatWuXevXq1eQ+V199tbKzs/XCCy+oX79+ysnJUU1N26xYBQAAuhfDMOQsr1F2ccNgzPN1fThWXKkql7tVx+wZYtHopFCNSqydmpkcY5Wvj/kMXwkAAADONJNhGEbL3ZqXlpYmk8mkuLi4k953zJgxGjFihBYtWuRpS05O1owZMzR//vxG/T/88ENdc801OnTokMLCwk6pXqfTKbvdLofDIZvNdkrHAAAAnYthGDqaX6ZtaUXadsyh7zMcynTUhmSVNa0LxyQpPNhfkbYARdksirLWvtd+rmuzBSjSauF5ZgAAAJ1Ia7OiUxqJ5na79dBDD+mxxx5TSUntilJWq1X/+7//q3vvvVdmc8v/21pVVaVNmzbp7rvvbtA+efJkff31103u884772jUqFFasGCB/vOf/yg4OFiXX365/vKXvygwMLDJfSorK1VZWen57HQ6W3uZAACgk8pxVmhbmkPbjhVpW1qRtqc55CivbrZ/jyA/RVrrQ7AfArHjQ7KIEIv8fRlRBgAA0F2dUoh277336oUXXtDf/vY3nXfeeTIMQ1999ZXmzZuniooK/fWvf23xGHl5eXK5XIqKimrQHhUVpaysrCb3OXTokL788ksFBARoxYoVysvL080336yCggK9+OKLTe4zf/58PfDAAyd/kQAAoFNwVlRrZ5pDW9OKtP2YQ9vSippcAdPf16yzYmw6O6GHhsTZlRgeVBuOWS0K8OMZZQAAADixUwrR/v3vf+v555/X5Zdf7mkbNmyY4uLidPPNN7cqRKv34+kOhmE0OwXC7XbLZDLp1Vdfld1ulyQ9/vjj+ulPf6pnnnmmydFo99xzj+bOnev57HQ6lZCQ0Or6AABAx1FR7dLuTKe2HzfK7GBuaaN+JpPUPzJEw+J7aFhCDw2L76GB0VZGkgEAAOCUnVKIVlBQoEGDBjVqHzRokAoKClp1jJ49e8rHx6fRqLOcnJxGo9PqxcTEKC4uzhOgSbXPUDMMQ2lpaerfv3+jfSwWiywWS6tqAgAAHUdljUuH80q1Pc2h7XXPMtuT5VS1q/HjXONDA+sCM7uGxvdQSpxdIZZT+mcOAAAA0KRT+tflsGHD9PTTT+upp55q0P70009r6NChrTqGv7+/Ro4cqdWrV+vKK6/0tK9evVpXXHFFk/ucd955euONN1RSUqKQkBBJ0r59+2Q2mxUfH38qlwIAALyo2uVWWmG5juSV6nDd60h+7XtGUbncTSx/FBbsr2HxtWHZ2Qk9NCTerp4h/IcZAAAAzqxTWp1zzZo1mjZtmnr16qWxY8fKZDLp66+/1rFjx7Rq1SqNHz++VcdZtmyZrr/+ei1evFhjx47Vc889p3/961/6/vvvlZiYqHvuuUfp6elasmSJJKmkpETJyck699xz9cADDygvL0833XSTJkyYoH/961+tOiercwIA0L5cbkMZReU6kl9aF5aV6XBeiY7kl+lYQZlqmkrK6oRYfHVWrE3D4u2eaZnxoYGsfgkAAIA2c0ZX55wwYYL27dunZ555Rnv27JFhGJo5c6Z+85vfaN68ea0O0WbNmqX8/Hw9+OCDyszMVEpKilatWqXExERJUmZmplJTUz39Q0JCtHr1av3+97/XqFGjFB4erquvvloPPfTQqVwGAABoI4ZhKNtZ6RlJdiSvVIfyat+PFpSpqsbd7L4Bfmb1Dg+uffUMVp+ete+9ewYpIsRCYAYAAIAO4ZRGojVn27ZtGjFihFwuV1sdss0xEg0AgJNXWlmjTEe5MooqGrxnOiqUXlSuzKIKlVc3//e/n49JvcKClNQzWEl1IVlSXWgWbQuQ2UxQBgAAAO84oyPRAABA11FV41aWo0IZjnJPQJZRVBuQ1b87yqtbPI6P2aT40ED1Dg9uEJb16Rms2B6B8iEoAwAAQCdGiAYAQBfndhtKLyrXgZwSHcwt8Ywcy3SUK8NRodziylYdx2rxVUyPAMXYAxXbI0Cx9kDF9AhUrD1AMT0CFdcjUP6+5jN8NQAAAIB3EKIBANBFuNyGjhWUaX9OifbnFOtAdon255ToQE7JCadaSpK/r7k2DLMHKqZHgOJ6BHq+jq17twX4tdOVAAAAAB3PSYVoM2fOPOH2oqKi06kFAAC0QrXLraP5pdqfXRuQ7a97HcwtafYB/n4+JiX1DFa/yBAlhAYppm70WGzdqLKwYH8e4A8AAACcwEmFaHa7vcXtN9xww2kVBAAAalXWuHQ4rzYsqx1RVqz92SU6nFeqGnfT6wJZfM3qGxGi/lEh6h8Zon6RVvWPClGvsCD5+TDVEgAAADhVJxWivfTSS2eqDgAAurWyqhrtTHdqe1qRtqc5tDPdoSP5pWomK1OQv4/6RYaoX2SI+kda1T+yNjiLDw3iAf4AAADAGcAz0QAAaGdVNW7tyXJqW5pD24/Vhmb7c4qbDMysAb61AVndiLJ+kSHqH2VVjC1AZsIyAAAAoN0QogEAcAa53IYO5JRoW1qRZ5TZnsxiVbkaP7ssymbR0PgeGhZvV0qcXckxNkVaLTyrDAAAAOgACNEAAGgjhmHoaH6ZtqUVaUeao3ZaZoZDZVWNV8bsEeSnofE9NDTOrqHxdg1L6KEoW4AXqgYAAADQGoRoAIBuwe02VOM25DZq311uo0Gby33cy/hhm6uZ7fVfl1W59H1GbWC2Pc0hR3l1o3MH+fsoJc6uYfH2upFmPZQQFsgIMwAAAKATIUQDAHRJbrehXZlOfbE3R5/vzdXWY0VyNfeU/jbk72NWcqztuMDMrj4RITzsHwAAAOjkCNEAAF2Go6xaa/fn6ou9uVqzL1d5JZWt2s/HbJKPySSzWfI1m2U21bXVv0wmmc0m+Zpr331MP2zz9zVrQKRVQxPsGhbfQwOirPL3NZ/hKwUAAADQ3gjRAACd1vGjzb7Ym6vNqYUNVrgM8vfRef166oKBERrfL0L2ID/51IdhdUGY2SSmVQIAAABoESEaAKBTcZRVa92BXH2+p+nRZv0jQ3TBwAhdMDBSo3qHyuLr46VKAQAAAHQlhGgAgA6tNaPNxvXtWRecRSg+NMh7xQIAAADosgjRAAAdTv1os/pnm+UWNxxt1i8yRBMZbQYAAACgHRGiAQC8qqLapQM5Jdqd6dSerGJtO1akLT9aSZPRZgAAAAC8jRANANAuDMNQpqNCe7Kc2p1ZrD1ZxdqT6dShvNIGgVm9fpEhumBA7Wizc5IYbQYAAADAuwjRAABtrqyqRvuyS7SnbnTZrkyn9mQ65ayoabJ/jyA/DYq2KjnGpuRom8b2DVdCGKPNAAAAAHQchGgAgFPmdhtKLyr3TMWsfz+SXyqj8eAy+ZpN6hsRokExVg2KtmlQjFXJ0TZF2SwymUztfwEAAAAA0EqEaACAVnGUV2tvVrH2ZtUGZXuyirU3q1gllU2PLusZYlFyjFWDon8IzPpFhjAtEwAAAECnRIgGAGig2uXWodxS7akLy/bWPbssw1HRZH9/H7P6RYZ4RpUlx9g0MNqqCKulnSsHAAAAgDOHEA0AuinDMJTtrNTuLKcnKNuTVayDuSWqdjUxF1NSrD1Ag+pCsvpnmCX1DJafj7mdqwcAAACA9kWIBgDdQGlljfZmF2tPZu10zN11I8wc5dVN9g+x+HqCskHRVg2KsWlAlFX2QL92rhwAAAAAOgZCNADoAgzDUEFplY4VlutYQZmOFZbpWEG50grLdCS/VMcKypvcz8dsUp+ewRpYN6psYJRVA6Otig8N5EH/AAAAAHAcQjQA6CRKKmtqA7KCMk9YllYXlh0rLFNZleuE+0daLRoUY/OMLhsYbVXfiBAF+PGgfwAAAABoCSEaAHQQFdUupReVe0KytONGlB0rLFNRWdNTL+uZTFKUNUAJYYFKCA1SfFiQEkIDlRAWpAFRVoUF+7fTlQAAAABA10OIBgBe4Kyo1vfpTn2f4dCOdId2pjt0KK9URtPP8/cIDfJTQlhQXUhWG5Yl1IVlcaGBsvgyqgwAAAAAzgRCNAA4wwpLq/R9hrM2LMtw6Pt0h47klzXZN8jfpy4YC1T8cQFZQliQ4kMDZQ3gwf4AAAAA4A2EaADQhvJKKrWzbmTZznSndmY4lFbY9EP943oEKiXOpiFxdg2Os2twjE0RVgsP9AcAAACADogQDQBOUbazQjvT66djOrUz3aEsZ0WTfRPDg5QSZ1dKrF0pcTalxNoVyjPKAAAAAKDTIEQDgBYUllbpYG6JDuaW6FBuqfZlF2tnhlO5xZWN+ppMUlLPYA3xBGZ2nRVrkz2QaZgAAAAA0JkRogGApBqXW8cKy3Uwp0SH8kp0MKfUE5wVNrMqptkk9Y+0anDdyLIh8XYlx9gUYuGPVgAAAADoavhJD0C34qyo1qHcUh3MKWkwuuxIfqmqXc0vjRnXI1B9IoLVNyJEfSNDNDjWpuRomwL9WQ0TAAAAALoDQjQAXVJpZY02Hi3UgZz6oKxEB3NLm5yCWS/Az6w+PUMahGV9I4KV1DNYQf78cQkAAAAA3Rk/FQLoMqpq3Fq7L1fvbMvQ6l3ZKq92Ndkv0mqpC8mC1afnD2FZrD1QZjMrYwIAAAAAGiNEA9Cpud2Gvj1coHe2ZWjVjkw5yn94fllcj0ANibOrb2TdyLKIECVFBMsWwEP+AQAAAAAnhxANQKdjGIZ2pjv1zrZ0vbstU1nOCs+2CKtFlw2N0RVnx2lYvF0mEyPLAAAAAACnjxANQKdxKLdE72zL0DtbM3Qor9TTbg3w1ZSUaF1xdpzO7RMuH6ZkAgAAAADaGCEagA4ty1Gh97Zn6O2tGdqR7vC0W3zNujg5SpefHasLBkbI4ssqmQAAAACAM4cQDUCHU1RWpQ92Zuntren69nCBDKO23cds0vj+PXX5sFhNHhytEAt/hAEAAAAA2gc/gQLoEMqqavTJ7hy9szVda/blqtpleLad0ztUlw+L1dQhMQoPsXixSgAAAABAd0WIBuCMqXa5VVJRo5LK2ldpZY2K696Pbz+UW6pPdmerrMrl2Tc5xqYrzo7VZUNjFB8a5MWrAAAAAACAEA1AK6Xml+mbw/lyllertNKlkspqlVS6POFYU2FZVY37pM7RKyxIV5wdq8uHxap/lPUMXQkAAAAAACePEA1Asxzl1Vq1I1PLN6dpw5HCUz5OgJ9ZIRY/hVh8FBLgq2B/X1kDfBVs8VWIxVdhwf66cFCkzk7oIZOJlTUBAAAAAB2P10O0hQsX6u9//7syMzM1ePBgPfHEExo/fnyL+3311VeaMGGCUlJStHXr1jNfKNBNVLvcWrc/V29tTtfqXdme0WRmk3RO7zBF2wMUbPGV1fJDCBZi8a0Nx370OcTfV8EWH/n6mL18VQAAAAAAnB6vhmjLli3T7bffroULF+q8887Ts88+qylTpmjXrl3q1atXs/s5HA7dcMMNuuiii5Sdnd2OFQNdk2EY2pXp1Fub0vXOtnTllVR5tg2ICtFVI+I1Y3icomwBXqwSAAAAAADvMRmGYbTc7cwYM2aMRowYoUWLFnnakpOTNWPGDM2fP7/Z/a655hr1799fPj4+Wrly5UmNRHM6nbLb7XI4HLLZbKdTPtDpZTsr9PbWdC3fnK49WcWe9vBgf11xdpxmjojT4FgbUywBAAAAAF1Wa7Mir41Eq6qq0qZNm3T33Xc3aJ88ebK+/vrrZvd76aWXdPDgQb3yyit66KGHWjxPZWWlKisrPZ+dTuepFw10AeVVLn28K0tvbU7Xl/tz5a6L0f19zZqUHKWrRsZpfP8I+TEFEwAAAAAAD6+FaHl5eXK5XIqKimrQHhUVpaysrCb32b9/v+6++26tW7dOvr6tK33+/Pl64IEHTrteoDNzuw19e7hAyzen6YOdWSqprPFsG5UYqpkj4jVtSIzsQX5erBIAAAAAgI7L6wsL/HiamGEYTU4dc7lcuu666/TAAw9owIABrT7+Pffco7lz53o+O51OJSQknHrBQCdyKLdEyzena8WWdKUXlXvaE8ICNXN4vK4cHqfePYO9WCEAAAAAAJ2D10K0nj17ysfHp9Gos5ycnEaj0ySpuLhYGzdu1JYtW/S73/1OkuR2u2UYhnx9ffXxxx/rwgsvbLSfxWKRxWI5MxcBdDAut6Gj+aX66mC+lm9O05bUIs82q8VX04bGaOaIeJ3TO5TnnAEAAAAAcBK8FqL5+/tr5MiRWr16ta688kpP++rVq3XFFVc06m+z2bRjx44GbQsXLtRnn32mN998U0lJSWe8ZqAjKSqr0p6sYu3JdGp3ZrH2ZDm1N7tYFdVuTx8fs0nn9++pmSPiNemsKAX4+XixYgAAAAAAOi+vTuecO3eurr/+eo0aNUpjx47Vc889p9TUVM2ZM0dS7VTM9PR0LVmyRGazWSkpKQ32j4yMVEBAQKN2oCupcbl1OK9Uu+sCsz1Zxdqd6VSmo6LJ/gF+ZiXH2DRtSIwuPztWkdaAdq4YAAAAAICux6sh2qxZs5Sfn68HH3xQmZmZSklJ0apVq5SYmChJyszMVGpqqjdLBNpVQWmV9mQ6tasuLNuT5dS+7BJV1bib7B8fGqhB0TYlx1g974nhwfIxM1UTAAAAAIC2ZDIMw/B2Ee3J6XTKbrfL4XDIZrN5uxx0Y4WlVVqzL1e7s+qmY2Y6lVNc2WTfIH8fDYq2alCMTcl17wOjrbIFsJomAAAAAACno7VZkddX5wS6m2xnhZ5fd0ivfpuqsipXo+2J4UFKjrZp0HGjyxJCg2RmdBkAAAAAAF5DiAa0k9T8Mi1ee1BvbkxTlat2eubAKKvG9AnToLrQbGCUVcEWbksAAAAAADoafloHzrC9WcVa9MUBvbMtQ+66ydOje4fp5ol9NWFAhEwmRpgBAAAAANDREaIBZ8jWY0Va+PkBfbwr29M2YUCEbpnYT6OTwrxYGQAAAAAAOFmEaEAbMgxD6w/la+HnB/XlgTxJkskkTUmJ1s0X9FNKnN3LFQIAAAAAgFNBiAa0AcMw9OnuHD3zxQFtSS2SJPmaTZoxPE5zJvRVv8gQ7xYIAAAAAABOCyEacBpcbkPvbc/Qoi8Oak9WsSTJ4mvWNeck6Nfn91F8aJCXKwQAAAAAAG2BEA04BZU1Lq3YnK7Faw7qSH6ZJCnE4qtfnJuoX/0kSRFWi5crBAAAAAAAbYkQDTgJZVU1WvrdMf1r7SFlOSskSaFBfvrleUm6YWxv2YP8vFwhAAAAAAA4EwjRgFZwlFdryddH9OJXh1VYVi1JirJZ9Jvz++ra0QkK8udWAgAAAACgK+Mnf+BHqmrcOpxXqn3ZxZ7XVwfyVVJZI0lKDA/SnAl9NXNEnCy+Pl6uFgAAAAAAtAdCNHRbLreho/m1YdnerBLtyynWvqxiHc4rVY3baNR/YJRVN0/sq2lDYuTrY/ZCxQAAAAAAwFsI0dDlud2G0ovKtTer2BOU7csu0YHcElXVuJvcx2rxVf+oEA2Mtqp/pFWDY206p3eYzGZTO1cPAAAAAAA6AkI0dCmZjtqwbH92ifZmF2t/drH255SorMrVZP8AP7MGRNUGZQOjQ9Q/yqqBUVbF2ANkMhGYAQAAAACAWoRo6BJyiiv0xze364u9uU1u9/cxq09EsAZGWzUgqvY1MMqq+NBARpcBAAAAAIAWEaKh0/tsT7b+8MZ25ZdWycdsUlLPYA2ICvEEZf2jrOodHsRzzAAAAAAAwCkjREOnVVHt0t8+2KOXvz4iSUqOsemf156tfpFW7xYGAAAAAAC6HEI0dEr7s4v1+6VbtCerWJL0y/OS9MdLByrAz8fLlQEAAAAAgK6IEA2dimEYevXbVP3lvV2qrHErPNhfj/5smCYOivR2aQAAAAAAoAsjREOnUVhapbve2q6Pd2VLks4fEKFHfzZUkdYAL1cGAAAAAAC6OkI0dApfH8zTHcu2KttZKT8fk+66dJB+eV4SK2sCAAAAAIB2QYiGDq3a5dY/Vu/TojUHZRhSn4hgPXXNcKXE2b1dGgAAAAAA6EYI0dBhHc0v1a1Lt2hbmkOSdO3oBP3fZWcpyJ9vWwAAAAAA0L5II9DhGIahFVvS9X8rd6q0yiVbgK/+dtVQTR0S4+3SAAAAAABAN0WIhg7FWVGt/1u5U29vzZAkjU4K0xOzzlZsj0AvVwYAAAAAALozQjR0GJuOFur2ZVt0rKBcPmaTbr+ov26e2E8+LB4AAAAAAAC8jBANXudyG1r4+QE98el+udyG4kMD9eQ1wzUyMdTbpQEAAAAAAEgiRIOXZRSV6/ZlW/Xd4QJJ0uXDYvXQlSmyBfh5uTIAAAAAAIAfEKLBaz7Ykam7l++Qo7xawf4+evCKFM0cESeTiembAAAAAACgYyFEQ7srq6rRX97bpaXfHZMkDYu368lrhqt3z2AvVwYAAAAAANA0QjS0m6KyKv1n/VG9/PUR5ZdWyWSS5kzoqzsuHiB/X7O3ywMAAAAAAGgWIRrOuLTCMr3w5WEt23BMZVUuSVJCWKAemTlU4/r19HJ1AAAAAAAALSNEwxmzK8Op59Ye1LvbM+VyG5Kks2Js+u2EPpo2JEa+Pow+AwAAAAAAnQMhGtqUYRhafzBfi9ce0tp9uZ72n/Trqd9O6KOf9OvJwgEAAAAAAKDTIURDm6hxufXh91l6ds0h7Uh3SJLMJmna0Fj99vw+Somze7lCAAAAAACAU0eIhtNSXuXSm5uO6V/rDiu1oEySFOBn1qxRCbppfB8lhAV5uUIAAAAAAIDTR4iGU1JYWqUl64/q3+uPqKC0SpIUGuSnG8f11g1jeyss2N/LFQIAAAAAALQdQjSclGMFP6y0WV5du9JmfGigfnN+H/1sZIIC/X28XCEAAAAAAEDbI0RDq+xMd+i5tYf0/o4fVtocHGvTbyf01dSUaFbaBAAAAAAAXRohGpplGIa+PpivxWsOat3+PE/7+P499dvz++q8fuGstAkAAAAAALoFQjQ066/v79bzXx6WVLvS5mVDY/UbVtoEAAAAAADdECEamlRcUa3/fHNUkvSLc3vpt+f3ZaVNAAAAAADQbRGioUmf7M5WZY1bfSKC9ZcrUpi2CQAAAAAAujWeBo8mvbstU1LtFE4CNAAAAAAA0N0RoqGRorIqrd2XK0maPjTGy9UAAAAAAAB4n9dDtIULFyopKUkBAQEaOXKk1q1b12zf5cuXa9KkSYqIiJDNZtPYsWP10Uc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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,5))\n", - "plt.plot(range(len(load_list)), sorted(load_list))\n", - "plt.title(\"Distribution of load across the simulations\")\n", - "plt.xlabel(\"Index\")\n", - "plt.ylabel(\"Load\")\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "six networks (three networks with the least objective values and three networks with the top objective values) are selected from the simulations for the rest of the analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "wind_generators = pd.concat([network_list[37].generators[network_list[37].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_37\"}),\n", - " network_list[35].generators[network_list[35].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_35\"}),\n", - " network_list[21].generators[network_list[21].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_21\"}),\n", - " network_list[32].generators[network_list[32].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_32\"}),\n", - " network_list[43].generators[network_list[43].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_43\"}),\n", - " network_list[3].generators[network_list[3].generators.index.str.contains('onwind')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_3\"})],\n", - " axis=1)\n", - "wind_generators.sum().plot(kind=\"bar\", figsize=(15,5))\n", - "plt.title(\"Distribution of wind generators across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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af/3rXx+qLgDWDgI1AD5WZs2albfffjudO3de4ZzNN988999/f2pra3P88cdn8803z+abb77Mdbk+yPtP0/ognTp1WuHY+08jWxPefvvt5da65Ge09PHbtWtX7/mSUzKXDhXeb9q0aSmVSoWOsypOO+20/PSnP824ceOy9957p127dhkwYED+9re/rZbjDh48OBdffHGOOuqo3HPPPXniiScyfvz4dOjQYbnvd1V/51OnTv3Am1M88cQT2WOPPZIkl112Wf76179m/Pjx+e53v5tk2Z/3qnyGbrnllgwaNCgbbbRRrrvuuowdOzbjx4/P1772tcydO7defY0aNVruPj+s6urqHH300bnhhhsyffr0TJ06Nb/73e9y1FFHrfS03iQZPXp0jj322PTp0yd/+MMfMm7cuIwfPz577bVXvZ/D1KlT07lz56y33gf/L+zSv6sin5Wf//znOeWUU3Lbbbdl1113Tdu2bfOFL3wh//73v5O8dy2uBx54IHvuuWfOO++8fPrTn06HDh1y4okn/s+n9i3df8l7P9slP4e33347CxcuzEUXXZQmTZrUe+yzzz5JkrfeemuF+99ll11y2223ZeHChTn88MOz8cYbp1evXsu9/t3ytG3btt7zpk2bpkWLFmnWrNky4+//zP0vXn311Xzuc5/Lf//731x44YV55JFHMn78+HJ4u7LvppVZ3d+NNTU1GTNmTLbddtt85zvfyVZbbZXOnTvnjDPOqHetNwA+HlxDDYCPlTvvvDOLFi0qX3NpRT73uc/lc5/7XBYtWpS//e1vueiiizJ8+PB07NgxhxxyyCodq8jdHSdPnrzCsSV/SVvyF9KlL3S/sr8cr4p27drljTfeWGb89ddfT5JlrhP2YbRp0ybrrbfeaj9O48aNM2LEiIwYMSLTp0/P/fffn+985zvZc889M2nSpP/puHV1dbnjjjtyxhln5NRTTy2PL7kO2fKs6u+8Q4cOH3gR8ptuuilNmjTJHXfcUS+MuO2225Y7f1U+Q9ddd126deuW3/72t/VqXfoz1aFDhyxatCiTJ08uFAx/kGOPPTY//vGP85vf/CZz587NwoULc8wxx3zg66677rr0798/l1xySb3xpcOpDh065NFHH83ixYs/MFRb+ndV5LPSsmXLnHXWWTnrrLPy5ptvller7bfffuWbSmy66aa54oorkiQvvPBCfve73+XMM8/M/Pnzc+mll37ge/6w2rRpU15Vt6IVht26dVvpPg444IAccMABmTdvXsaNG5dRo0Zl8ODB6dq1a/r27bsmyv6fvt9uu+22zJo1K7fccks23XTT8vjKbgCxKtbEd+PWW2+dm266KaVSKc8880yuuuqqnH322WnevHm97xkA1n5WqAHwsfHqq69m5MiRqampydFHH71Kr2nUqFH69OlTXumw5NS5VVmVVcQ///nPPP300/XGbrjhhrRq1Sqf/vSnk6R8t8tnnnmm3rz333VxifevWPkgAwYMyIMPPlj+S+IS11xzTVq0aJEddthhVd/GCrVs2TJ9+vTJLbfcUq+uxYsX57rrrsvGG2+cT3ziE//TMTbYYIN8+ctfzvHHH5933nknL7/88v903KqqqpRKpWVWT11++eVZtGjR/1Tr3nvvnRdeeGGlF3qvqqpK48aN693oYc6cObn22muXO39VPkNVVVVp2rRpvTBp8uTJy9zlc8npeUsHWB/kg/piww03zEEHHZRf/vKXufTSS7PffvuVb7iwMlVVVcv8Hp555pllTrnbe++9M3fu3Hp3n1xVH/az0rFjxxx55JE59NBD8/zzz2f27NnLzPnEJz6R733ve9l6660/8BTu//W7pUWLFtl1113z1FNPZZtttsn222+/zGN5q9xWVEu/fv1y7rnnJnnvtMo1pcj329KWfJ7f/xkplUq57LLLlpn7UflurKqqSu/evXP++edngw02WOOn9gPQ8KxQA2CtNHHixPJ1g6ZMmZJHHnkkV155ZRo1apRbb711mTtyvt+ll16aBx98MPvuu2822WSTzJ07t3yXuCXXvGrVqlU23XTT/PGPf8yAAQPStm3btG/fvvyXwqI6d+6c/fffP2eeeWY23HDDXHfddbnvvvty7rnnpkWLFkneu7ZRjx49MnLkyCxcuDBt2rTJrbfemkcffXSZ/W299da55ZZbcskll2S77bbLeuutl+233365xz7jjDNyxx13ZNddd83pp5+etm3b5vrrr8+dd96Z8847LzU1NR/qPS1t1KhR2X333bPrrrtm5MiRadq0aX75y19m4sSJufHGGwut6Ftiv/32S69evbL99tunQ4cOeeWVV3LBBRdk0003Tffu3f+n47Zu3Tq77LJLfvKTn5R/t2PGjMkVV1yRDTbY4H/5UWT48OH57W9/mwMOOCCnnnpqPvvZz2bOnDkZM2ZMBg4cmF133TX77rtvRo8encGDB+cb3/hG3n777fz0pz9d4emRq/IZGjhwYG655ZYcd9xx+fKXv5xJkyblBz/4QTbccMPy6YrJeys0hwwZkh/+8Id58803M3DgwFRXV+epp55KixYtMmzYsOXWsCp98c1vfjN9+vRJklx55ZWr9PMaOHBgfvCDH+SMM85Iv3798vzzz+fss89Ot27dsnDhwvK8Qw89NFdeeWWOOeaYPP/889l1112zePHiPP744+nZs+cHri5d1c9Knz59MnDgwGyzzTZp06ZNnn322Vx77bXp27dvWrRokWeeeSYnnHBCDjrooHTv3j1NmzbNgw8+mGeeeeYDVyFtvfXWSZJzzz03e++9dxo1apRtttkmTZs2XaWfVZJceOGF2XnnnfO5z30uxx57bLp27Zp33303//d//5fbb799pUHu6aefntdeey0DBgzIxhtvnOnTp+fCCy9MkyZN0q9fv1Wuoagi329L23333dO0adMceuihOfnkkzN37txccsklmTZt2jJzK/ndeMcdd+SXv/xlvvCFL2SzzTZLqVTKLbfckunTp2f33XcvtC8A1gKVux8CABS35E5xSx5NmzYt1dbWlvr161c655xzSlOmTFnmNUvfeXPs2LGlL37xi6VNN920VF1dXWrXrl2pX79+pT/96U/1Xnf//feXPvWpT5Wqq6tLSUpHHHFEvf1NnTr1A49VKr13h8Z99923dPPNN5e22mqrUtOmTUtdu3YtjR49epnXv/DCC6U99tij1Lp161KHDh1Kw4YNK915553L3AXvnXfeKX35y18ubbDBBqWqqqp6x8xy7sL4j3/8o7TffvuVampqSk2bNi317t273h38SqX/dye73//+9/XGl3fHvxV55JFHSp///OdLLVu2LDVv3ry0ww47lG6//fbl7m9V7vL5s5/9rLTjjjuW2rdvX2ratGlpk002KQ0dOrT08ssvFz7u8u4m+Nprr5W+9KUvldq0aVNq1apVaa+99ipNnDixtOmmm5Z/36XSqt1ddmnTpk0rffOb3yxtsskmpSZNmpRqa2tL++67b+m5554rz/nNb35T6tGjR6m6urq02WablUaNGlW64oorlrkbYpHP0I9//ONS165dS9XV1aWePXuWLrvssuV+LhctWlQ6//zzS7169So1bdq0VFNTU+rbt2+9n9vSd/kslVbcF+/XtWvXenfa/SDz5s0rjRw5srTRRhuVmjVrVvr0pz9duu2225Z7t8c5c+aUTj/99FL37t1LTZs2LbVr1670+c9/vvTYY4+V5yQpHX/88cs91qp8Vk499dTS9ttvX2rTpk35d/Otb32r9NZbb5VKpVLpzTffLB155JGlT37yk6WWLVuW1l9//dI222xTOv/880sLFy78wPd61FFHlTp06FDu3SW/6xXVvfTnsVR6r4++9rWvlTbaaKNSkyZNSh06dCjtuOOOpR/+8IcrPf4dd9xR2nvvvUsbbbRR+ftzn332KT3yyCP19r10z6/oe++II44otWzZcpnj9OvXr7TVVlvVG1vV77fl/d5vv/32Uu/evUvNmjUrbbTRRqVvf/vbpbvuuusj9d343HPPlQ499NDS5ptvXmrevHmppqam9NnPfrZ01VVXLfPzAWDtV1UqfcCt0AAAqKiuXbumV69eueOOOypdygd65pln0rt37/ziF7/IcccdV+lyAADWCKd8AgDwP/vPf/6TV155Jd/5zney4YYb5sgjj6x0SQAAa4ybEgAA8D/7wQ9+kN133z0zZ87M73//+/J13QAAPo6c8gkAAAAABVihBgAAAAAFCNQAAAAAoACBGgAAAAAUsE7f5XPx4sV5/fXX06pVq1RVVVW6HAAAAAAqqFQq5d13303nzp2z3norXoe2Tgdqr7/+erp06VLpMgAAAAD4CJk0aVI23njjFW5fpwO1Vq1aJXnvh9S6desKVwMAAABAJc2YMSNdunQpZ0Yrsk4HaktO82zdurVADQAAAIAk+cBLg7kpAQAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAU0rnQBAMD/ruupd1a6hHXeyz/et9IlAADQQKxQAwAAAIACCgdqf/nLX7Lffvulc+fOqaqqym233VZve6lUyplnnpnOnTunefPm6d+/f/75z3/WmzNv3rwMGzYs7du3T8uWLbP//vvntddeqzdn2rRpGTJkSGpqalJTU5MhQ4Zk+vTp9ea8+uqr2W+//dKyZcu0b98+J554YubPn1/0LQEAAADAKiscqM2aNSu9e/fOxRdfvNzt5513XkaPHp2LL74448ePT6dOnbL77rvn3XffLc8ZPnx4br311tx000159NFHM3PmzAwcODCLFi0qzxk8eHAmTJiQu+++O3fffXcmTJiQIUOGlLcvWrQo++67b2bNmpVHH300N910U/7whz/kpJNOKvqWAAAAAGCVVZVKpdKHfnFVVW699dZ84QtfSPLe6rTOnTtn+PDhOeWUU5K8txqtY8eOOffcc3P00Uenrq4uHTp0yLXXXpuDDz44SfL666+nS5cu+fOf/5w999wzzz77bLbccsuMGzcuffr0SZKMGzcuffv2zXPPPZcePXrkrrvuysCBAzNp0qR07tw5SXLTTTflyCOPzJQpU9K6desPrH/GjBmpqalJXV3dKs0HgI8q11CrPNdQAwBY+61qVrRar6H20ksvZfLkydljjz3KY9XV1enXr18ee+yxJMmTTz6ZBQsW1JvTuXPn9OrVqzxn7NixqampKYdpSbLDDjukpqam3pxevXqVw7Qk2XPPPTNv3rw8+eSTy61v3rx5mTFjRr0HAAAAABSxWgO1yZMnJ0k6duxYb7xjx47lbZMnT07Tpk3Tpk2blc6pra1dZv+1tbX15ix9nDZt2qRp06blOUsbNWpU+ZpsNTU16dKly4d4lwAAAACsy9bIXT6rqqrqPS+VSsuMLW3pOcub/2HmvN9pp52Wurq68mPSpEkrrQkAAAAAlrZaA7VOnTolyTIrxKZMmVJeTdapU6fMnz8/06ZNW+mcN998c5n9T506td6cpY8zbdq0LFiwYJmVa0tUV1endevW9R4AAAAAUMRqDdS6deuWTp065b777iuPzZ8/P2PGjMmOO+6YJNluu+3SpEmTenPeeOONTJw4sTynb9++qauryxNPPFGe8/jjj6eurq7enIkTJ+aNN94oz7n33ntTXV2d7bbbbnW+LQAAAAAoa1z0BTNnzsz//d//lZ+/9NJLmTBhQtq2bZtNNtkkw4cPzznnnJPu3bune/fuOeecc9KiRYsMHjw4SVJTU5OhQ4fmpJNOSrt27dK2bduMHDkyW2+9dXbbbbckSc+ePbPXXnvl61//en71q18lSb7xjW9k4MCB6dGjR5Jkjz32yJZbbpkhQ4bkJz/5Sd55552MHDkyX//61608AwAAAGCNKRyo/e1vf8uuu+5afj5ixIgkyRFHHJGrrroqJ598cubMmZPjjjsu06ZNS58+fXLvvfemVatW5decf/75ady4cQYNGpQ5c+ZkwIABueqqq9KoUaPynOuvvz4nnnhi+W6g+++/fy6++OLy9kaNGuXOO+/Mcccdl5122inNmzfP4MGD89Of/rT4TwEAAAAAVlFVqVQqVbqISpkxY0ZqampSV1dnVRsAa7Wup95Z6RLWeS//eN9KlwAAwP9oVbOiNXKXTwAAAAD4uBKoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKCA1R6oLVy4MN/73vfSrVu3NG/ePJtttlnOPvvsLF68uDynVCrlzDPPTOfOndO8efP0798///znP+vtZ968eRk2bFjat2+fli1bZv/9989rr71Wb860adMyZMiQ1NTUpKamJkOGDMn06dNX91sCAAAAgLLVHqide+65ufTSS3PxxRfn2WefzXnnnZef/OQnueiii8pzzjvvvIwePToXX3xxxo8fn06dOmX33XfPu+++W54zfPjw3Hrrrbnpppvy6KOPZubMmRk4cGAWLVpUnjN48OBMmDAhd999d+6+++5MmDAhQ4YMWd1vCQAAAADKqkqlUml17nDgwIHp2LFjrrjiivLYl770pbRo0SLXXnttSqVSOnfunOHDh+eUU05J8t5qtI4dO+bcc8/N0Ucfnbq6unTo0CHXXnttDj744CTJ66+/ni5duuTPf/5z9txzzzz77LPZcsstM27cuPTp0ydJMm7cuPTt2zfPPfdcevTo8YG1zpgxIzU1Namrq0vr1q1X548BABpU11PvrHQJ67yXf7xvpUsAAOB/tKpZ0WpfobbzzjvngQceyAsvvJAkefrpp/Poo49mn332SZK89NJLmTx5cvbYY4/ya6qrq9OvX7889thjSZInn3wyCxYsqDenc+fO6dWrV3nO2LFjU1NTUw7TkmSHHXZITU1Nec7S5s2blxkzZtR7AAAAAEARjVf3Dk855ZTU1dXlk5/8ZBo1apRFixblRz/6UQ499NAkyeTJk5MkHTt2rPe6jh075pVXXinPadq0adq0abPMnCWvnzx5cmpra5c5fm1tbXnO0kaNGpWzzjrrf3uDAAAAAKzTVvsKtd/+9re57rrrcsMNN+Tvf/97rr766vz0pz/N1VdfXW9eVVVVveelUmmZsaUtPWd581e2n9NOOy11dXXlx6RJk1b1bQEAAABAkjWwQu3b3/52Tj311BxyyCFJkq233jqvvPJKRo0alSOOOCKdOnVK8t4Ksw033LD8uilTppRXrXXq1Cnz58/PtGnT6q1SmzJlSnbcccfynDfffHOZ40+dOnWZ1W9LVFdXp7q6evW8UQAAAADWSat9hdrs2bOz3nr1d9uoUaMsXrw4SdKtW7d06tQp9913X3n7/PnzM2bMmHJYtt1226VJkyb15rzxxhuZOHFieU7fvn1TV1eXJ554ojzn8ccfT11dXXkOAAAAAKxuq32F2n777Zcf/ehH2WSTTbLVVlvlqaeeyujRo/O1r30tyXunaQ4fPjznnHNOunfvnu7du+ecc85JixYtMnjw4CRJTU1Nhg4dmpNOOint2rVL27ZtM3LkyGy99dbZbbfdkiQ9e/bMXnvtla9//ev51a9+lST5xje+kYEDB67SHT4BAAAA4MNY7YHaRRddlO9///s57rjjMmXKlHTu3DlHH310Tj/99PKck08+OXPmzMlxxx2XadOmpU+fPrn33nvTqlWr8pzzzz8/jRs3zqBBgzJnzpwMGDAgV111VRo1alSec/311+fEE08s3w10//33z8UXX7y63xIAAAAAlFWVSqVSpYuolBkzZqSmpiZ1dXVp3bp1pcsBgA+t66l3VrqEdd7LP9630iUAAPA/WtWsaLVfQw0AAAAAPs4EagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAApoXOkCAP5XXU+9s9IlrPNe/vG+lS4BAACgwVihBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABayRQO2///1vvvKVr6Rdu3Zp0aJFtt122zz55JPl7aVSKWeeeWY6d+6c5s2bp3///vnnP/9Zbx/z5s3LsGHD0r59+7Rs2TL7779/XnvttXpzpk2bliFDhqSmpiY1NTUZMmRIpk+fvibeEgAAAAAkWQOB2rRp07LTTjulSZMmueuuu/Kvf/0rP/vZz7LBBhuU55x33nkZPXp0Lr744owfPz6dOnXK7rvvnnfffbc8Z/jw4bn11ltz00035dFHH83MmTMzcODALFq0qDxn8ODBmTBhQu6+++7cfffdmTBhQoYMGbK63xIAAAAAlDVe3Ts899xz06VLl1x55ZXlsa5du5b/u1Qq5YILLsh3v/vdHHjggUmSq6++Oh07dswNN9yQo48+OnV1dbniiity7bXXZrfddkuSXHfddenSpUvuv//+7Lnnnnn22Wdz9913Z9y4cenTp0+S5LLLLkvfvn3z/PPPp0ePHqv7rQEAAADA6l+h9qc//Snbb799DjrooNTW1uZTn/pULrvssvL2l156KZMnT84ee+xRHquurk6/fv3y2GOPJUmefPLJLFiwoN6czp07p1evXuU5Y8eOTU1NTTlMS5IddtghNTU15TlLmzdvXmbMmFHvAQAAAABFrPZA7cUXX8wll1yS7t2755577skxxxyTE088Mddcc02SZPLkyUmSjh071ntdx44dy9smT56cpk2bpk2bNiudU1tbu8zxa2try3OWNmrUqPL11mpqatKlS5f/7c0CAAAAsM5Z7YHa4sWL8+lPfzrnnHNOPvWpT+Xoo4/O17/+9VxyySX15lVVVdV7XiqVlhlb2tJzljd/Zfs57bTTUldXV35MmjRpVd8WAAAAACRZA4HahhtumC233LLeWM+ePfPqq68mSTp16pQky6wimzJlSnnVWqdOnTJ//vxMmzZtpXPefPPNZY4/derUZVa/LVFdXZ3WrVvXewAAAABAEas9UNtpp53y/PPP1xt74YUXsummmyZJunXrlk6dOuW+++4rb58/f37GjBmTHXfcMUmy3XbbpUmTJvXmvPHGG5k4cWJ5Tt++fVNXV5cnnniiPOfxxx9PXV1deQ4AAAAArG6r/S6f3/rWt7LjjjvmnHPOyaBBg/LEE0/k17/+dX79618nee80zeHDh+ecc85J9+7d071795xzzjlp0aJFBg8enCSpqanJ0KFDc9JJJ6Vdu3Zp27ZtRo4cma233rp818+ePXtmr732yte//vX86le/SpJ84xvfyMCBA93hEwAAAIA1ZrUHap/5zGdy66235rTTTsvZZ5+dbt265YILLshhhx1WnnPyySdnzpw5Oe644zJt2rT06dMn9957b1q1alWec/7556dx48YZNGhQ5syZkwEDBuSqq65Ko0aNynOuv/76nHjiieW7ge6///65+OKLV/dbAgAAAICyqlKpVKp0EZUyY8aM1NTUpK6uzvXUYC3W9dQ7K13COu/lH+9b6RLWefqg8vQBAMDab1WzotV+DTUAAAAA+DgTqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACggDUeqI0aNSpVVVUZPnx4eaxUKuXMM89M586d07x58/Tv3z///Oc/671u3rx5GTZsWNq3b5+WLVtm//33z2uvvVZvzrRp0zJkyJDU1NSkpqYmQ4YMyfTp09f0WwIAAABgHbZGA7Xx48fn17/+dbbZZpt64+edd15Gjx6diy++OOPHj0+nTp2y++6759133y3PGT58eG699dbcdNNNefTRRzNz5swMHDgwixYtKs8ZPHhwJkyYkLvvvjt33313JkyYkCFDhqzJtwQAAADAOm6NBWozZ87MYYcdlssuuyxt2rQpj5dKpVxwwQX57ne/mwMPPDC9evXK1VdfndmzZ+eGG25IktTV1eWKK67Iz372s+y222751Kc+leuuuy7/+Mc/cv/99ydJnn322dx99925/PLL07dv3/Tt2zeXXXZZ7rjjjjz//PNr6m0BAAAAsI5bY4Ha8ccfn3333Te77bZbvfGXXnopkydPzh577FEeq66uTr9+/fLYY48lSZ588sksWLCg3pzOnTunV69e5Tljx45NTU1N+vTpU56zww47pKampjwHAAAAAFa3xmtipzfddFP+/ve/Z/z48ctsmzx5cpKkY8eO9cY7duyYV155pTynadOm9Va2LZmz5PWTJ09ObW3tMvuvra0tz1navHnzMm/evPLzGTNmFHhXAAAAALAGVqhNmjQp3/zmN3PdddelWbNmK5xXVVVV73mpVFpmbGlLz1ne/JXtZ9SoUeUbGNTU1KRLly4rPR4AAAAALG21B2pPPvlkpkyZku222y6NGzdO48aNM2bMmPz85z9P48aNyyvTll5FNmXKlPK2Tp06Zf78+Zk2bdpK57z55pvLHH/q1KnLrH5b4rTTTktdXV35MWnSpP/5/QIAAACwblntgdqAAQPyj3/8IxMmTCg/tt9++xx22GGZMGFCNttss3Tq1Cn33Xdf+TXz58/PmDFjsuOOOyZJtttuuzRp0qTenDfeeCMTJ04sz+nbt2/q6uryxBNPlOc8/vjjqaurK89ZWnV1dVq3bl3vAQAAAABFrPZrqLVq1Sq9evWqN9ayZcu0a9euPD58+PCcc8456d69e7p3755zzjknLVq0yODBg5MkNTU1GTp0aE466aS0a9cubdu2zciRI7P11luXb3LQs2fP7LXXXvn617+eX/3qV0mSb3zjGxk4cGB69Oixut8WAAAAACRZQzcl+CAnn3xy5syZk+OOOy7Tpk1Lnz59cu+996ZVq1blOeeff34aN26cQYMGZc6cORkwYECuuuqqNGrUqDzn+uuvz4knnli+G+j++++fiy++uMHfDwAAAADrjqpSqVSqdBGVMmPGjNTU1KSurs7pn7AW63rqnZUuYZ338o/3rXQJ6zx9UHn6AABg7beqWdFqv4YaAAAAAHycCdQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKWO2B2qhRo/KZz3wmrVq1Sm1tbb7whS/k+eefrzenVCrlzDPPTOfOndO8efP0798///znP+vNmTdvXoYNG5b27dunZcuW2X///fPaa6/VmzNt2rQMGTIkNTU1qampyZAhQzJ9+vTV/ZYAAAAAoGy1B2pjxozJ8ccfn3HjxuW+++7LwoULs8cee2TWrFnlOeedd15Gjx6diy++OOPHj0+nTp2y++6759133y3PGT58eG699dbcdNNNefTRRzNz5swMHDgwixYtKs8ZPHhwJkyYkLvvvjt33313JkyYkCFDhqzutwQAAAAAZVWlUqm0Jg8wderU1NbWZsyYMdlll11SKpXSuXPnDB8+PKecckqS91ajdezYMeeee26OPvro1NXVpUOHDrn22mtz8MEHJ0lef/31dOnSJX/+85+z55575tlnn82WW26ZcePGpU+fPkmScePGpW/fvnnuuefSo0ePD6xtxowZqampSV1dXVq3br3mfgjAGtX11DsrXcI67+Uf71vpEtZ5+qDy9AEAwNpvVbOiNX4Ntbq6uiRJ27ZtkyQvvfRSJk+enD322KM8p7q6Ov369ctjjz2WJHnyySezYMGCenM6d+6cXr16leeMHTs2NTU15TAtSXbYYYfU1NSU5yxt3rx5mTFjRr0HAAAAABSxRgO1UqmUESNGZOedd06vXr2SJJMnT06SdOzYsd7cjh07lrdNnjw5TZs2TZs2bVY6p7a2dplj1tbWlucsbdSoUeXrrdXU1KRLly7/2xsEAAAAYJ3TeE3u/IQTTsgzzzyTRx99dJltVVVV9Z6XSqVlxpa29JzlzV/Zfk477bSMGDGi/HzGjBlCNQCAjwmnPleeU58BWFessRVqw4YNy5/+9Kc89NBD2XjjjcvjnTp1SpJlVpFNmTKlvGqtU6dOmT9/fqZNm7bSOW+++eYyx506deoyq9+WqK6uTuvWres9AAAAAKCI1R6olUqlnHDCCbnlllvy4IMPplu3bvW2d+vWLZ06dcp9991XHps/f37GjBmTHXfcMUmy3XbbpUmTJvXmvPHGG5k4cWJ5Tt++fVNXV5cnnniiPOfxxx9PXV1deQ4AAAAArG6r/ZTP448/PjfccEP++Mc/plWrVuWVaDU1NWnevHmqqqoyfPjwnHPOOenevXu6d++ec845Jy1atMjgwYPLc4cOHZqTTjop7dq1S9u2bTNy5MhsvfXW2W233ZIkPXv2zF577ZWvf/3r+dWvfpUk+cY3vpGBAweu0h0+AQAAAODDWO2B2iWXXJIk6d+/f73xK6+8MkceeWSS5OSTT86cOXNy3HHHZdq0aenTp0/uvffetGrVqjz//PPPT+PGjTNo0KDMmTMnAwYMyFVXXZVGjRqV51x//fU58cQTy3cD3X///XPxxRev7rcEAAAAAGVVpVKpVOkiKmXGjBmpqalJXV2d66nBWsxFqCvPRagrTx9Unj6oPH1QefoAgLXdqmZFa+ymBAAAAADwcSRQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABAjUAAAAAKECgBgAAAAAFCNQAAAAAoACBGgAAAAAUIFADAAAAgAIEagAAAABQgEANAAAAAAoQqAEAAABAAQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAgRqAAAAAFCAQA0AAAAAChCoAQAAAEABa32g9stf/jLdunVLs2bNst122+WRRx6pdEkAAAAAfIyt1YHab3/72wwfPjzf/e5389RTT+Vzn/tc9t5777z66quVLg0AAACAj6m1OlAbPXp0hg4dmqOOOio9e/bMBRdckC5duuSSSy6pdGkAAAAAfEw1rnQBH9b8+fPz5JNP5tRTT603vscee+Sxxx5b7mvmzZuXefPmlZ/X1dUlSWbMmLHmCm0Avc64p9IlrNMmnrVnpUtY5y2eN7vSJazz1vbv0Y8DfVB5+qDy9EHl6YPK83eDyvJ3g8rTA5W3tvfBkj/LSqXSSuettYHaW2+9lUWLFqVjx471xjt27JjJkycv9zWjRo3KWWedtcx4ly5d1kiNrBtqLqh0BVB5+gD0AST6APQAfHz64N13301NTc0Kt6+1gdoSVVVV9Z6XSqVlxpY47bTTMmLEiPLzxYsX55133km7du1W+BrWrBkzZqRLly6ZNGlSWrduXelyoCL0Aes6PQD6ABJ9AIk++CgolUp5991307lz55XOW2sDtfbt26dRo0bLrEabMmXKMqvWlqiurk51dXW9sQ022GBNlUgBrVu39mXBOk8fsK7TA6APINEHkOiDSlvZyrQl1tqbEjRt2jTbbbdd7rvvvnrj9913X3bccccKVQUAAADAx91au0ItSUaMGJEhQ4Zk++23T9++ffPrX/86r776ao455phKlwYAAADAx9RaHagdfPDBefvtt3P22WfnjTfeSK9evfLnP/85m266aaVLYxVVV1fnjDPOWOZUXFiX6APWdXoA9AEk+gASfbA2qSp90H1AAQAAAICytfYaagAAAABQCQI1AAAAAChAoAYAAAAABQjUAAAAAKAAgRoAAAAAFCBQAwAAAIACBGoAAAB8JJRKpSxevLjSZUBFvfnmm3n11VcrXQYfQKBGg2nVqlWGDh2axx57rNKlQMXce++9WbhwYfn5DTfckG233TYtW7bMFltskZ///OcVrA4+Gp5++uk0atSo0mXAGnXnnXfmqKOOysknn5znnnuu3rZp06bl85//fIUqg4axcOHCfO9730u/fv1yxhlnJEl+8pOfZP3110/z5s1zxBFHZP78+RWuEtasd999N1/5yley6aablj/zxx9/fDbccMN069Yt/fr1y4wZMypdJisgUKPBzJo1K48//nh23nnn9OzZMz/72c8yZcqUSpcFDWrvvffOO++8kyT5wx/+kMMPPzy77LJLLrvssnzhC1/IySefnBtvvLHCVULllUqlSpcAa8wNN9yQAw44IJMnT87YsWPzqU99Ktdff315+/z58zNmzJgKVghr3llnnZXLL78822+/fW6++eYce+yxueiii/LrX/86l19+eR588MFccMEFlS4T1qjvfOc7efLJJzNy5Mi8+uqrGTRoUP7yl7/kkUceycMPP5x33nkn5557bqXLZAWqSv6PlQay3nrrZfLkyXnjjTdy+eWX54YbbsjMmTMzcODAHHXUUdlrr71SVVVV6TJhjVrSB7W1tdl5550zYMCAnHXWWeXtP/3pT/O73/0uTzzxRAWrhDXrwAMPXOn2urq6PPzww1m0aFEDVQQN69Of/nS++tWvZtiwYUmSm2++OV/96ldzwQUXZOjQoXnzzTfTuXNnPcDH2uabb54LL7wwAwcOzP/93/+lR48eueGGG3LwwQcnSX7/+9/n7LPPzj/+8Y8KVwprziabbJKrr746u+66a15//fVsvPHG+eMf/5j99tsvSfLnP/85I0aMWGYlMx8NVqjR4Hr37p2LLroob7zxRq666qrU1dVl4MCB2WSTTXL66adXujxoMP/+979zwAEH1Bvbf//988ILL1SoImgYt99+e+bOnZuamprlPtZff/1Klwhr1AsvvJCBAweWn3/5y1/O7bffnm9961u59NJLK1gZNJzXX389vXv3TpJsscUWadq0afl5kmy//fZ55ZVXKlUeNIgpU6Zkiy22SJJ07tw5zZs3T48ePcrbt9pqq0yaNKlS5fEBGle6ANYdS68+a9q0aQ499NAceuihefnll3PFFVfkqquuytlnn12hCqFh/Otf/8rkyZPTvHnzZS66u3jxYisS+Njr2bNnvvSlL2Xo0KHL3T5hwoTccccdDVwVNJzWrVvnzTffTLdu3cpj/fv3z+23356BAwfmtddeq2B10DBqamoyffr0dOnSJcl7KzdbtWpV3j5v3jxnr/Cx165du0ydOrXcBwcccEA22GCD8vaZM2emurq6QtXxQaxQo8Gs7Ozirl275gc/+IF/hWKdMGDAgGy77bZ59dVX89e//rXetqeeeiqbbLJJhSqDhrHddtvl73//+wq3V1dX6wM+1j772c/mrrvuWma8X79+uf322103inXClltuWe/Pgr/+9a/ZaKONys//8Y9/pHv37pUoDRrMNttsk/Hjx5ef33DDDamtrS0/Hz9+fHr27FmJ0lgFVqjRYM4444wPPI3Hv0LxcffSSy/Ve750TyxYsCCnnHJKQ5YEDe7SSy9d6UrMnj17LtMr8HHyrW99a4V3Pe/fv3/uuOOOXH311Q1cFTSsSy+9NE2aNFnh9gULFuTkk09uwIqg4V1//fVZb70Vr3Pq2LFjfvSjHzVgRRThpgQAAAAAH3HHHXdczj777LRv377SpRCnfPIR8Oabb+bVV1+tdBlQUfoAAH8WQHLWWWflrbfeqnQZ8JF03XXXZcaMGZUug/+fQI0G8+677+YrX/lKNt100xxxxBGZP39+jj/++Gy44Ybp1q1b+vXr58uBjz19AO/55S9/md122y2DBg3Kgw8+WG/bW2+9lc0226xClcGa588CSGbMmLHMo66uLj/60Y/y4osvlseA/8cJhh8tAjUazHe+8508+eSTGTlyZF599dUMGjQof/nLX/LII4/k4YcfzjvvvJNzzz230mXCGqUPIPn5z3+eb3/72/nkJz+Z6urq7LPPPhk1alR5+6JFi9ykho81fxZA0qZNm2Uebdu2zcKFC9O3b99ssMEGadOmTaXLBFgh11CjwWyyySa5+uqrs+uuu+b111/PxhtvnD/+8Y/Zb7/9kiR//vOfM2LEiDz33HMVrhTWHH0AyVZbbZXvfve7GTx4cJJk7Nix+cIXvpCjjz46Z599dt5888107tx5pTcugLWZPwsg2XjjjbPtttvmpJNOKl+UvVQqZbfddsvll1+ebt26JXnv7rfAe1q1apWnn37aSv6PCHf5pMFMmTIlW2yxRZKkc+fOad68eXr06FHevtVWW2XSpEmVKg8ahD6A9+52u+OOO5af9+3bNw8++GAGDBiQBQsWZPjw4ZUrDhqAPwsgeeaZZzJ06ND84Ac/yLXXXpuNNtooSVJVVZXPfvaz2XLLLStcIcDKOeWTBtOuXbtMnTq1/PyAAw7IBhtsUH4+c+bMVFdXV6AyaDj6AJL27dsvExZstdVWefDBB3PllVfm29/+doUqg4bhzwJI2rZtm1tvvTUHHXRQPvvZz+bGG2+sdEkAhQjUaDDbbLNNxo8fX35+ww03pLa2tvx8/Pjx6dmzZyVKgwajDyDZeeed84c//GGZ8S233DIPPPBA7r777gpUBQ3HnwXw/xx77LG57777cu6555YvBQDrmldffXW5NxwolUr17v78la98Ja1bt27I0lgJ11CjwbzzzjtZb7316v0L7Pvdddddad68efr379+gdUFD0gfw3mk+Tz75ZL761a8ud/s///nP3HzzzTnjjDMauDJoGP4sgGXNnz8/p556ah566KHccsst5WuowbqgUaNGeeONN+r940qSvP3226mtrXVd2Y8ogRofWccdd1zOPvvstG/fvtKlQMXoA9AHoAdAH/Dxtt566+XNN99Mhw4d6o2/8sor2XLLLTNr1qwKVcbKCNT4yGrdunUmTJjgDias0/QB6APQA6AP+HgaMWJEkuTCCy/M17/+9bRo0aK8bdGiRXn88cfTqFGj/PWvf61UiayEu3zykSXrBX0AiT4APQD6gI+np556Ksl7n+9//OMfadq0aXlb06ZN07t374wcObJS5fEBBGoAAAAADeyhhx5Kknz1q1/NhRde6IYDaxmBGgAAAECFXHnlleX/njRpUqqqqrLxxhtXsCJWxXqVLgAAAABgXbVw4cJ8//vfT01NTbp27ZpNN900NTU1+d73vpcFCxZUujxWwAo1AAAAgAo54YQTcuutt+a8885L3759kyRjx47NmWeembfeeiuXXnpphStkeaxQo8G9+uqry72oaKlUyquvvlp+/pWvfMU55Hxs6QPQB6AHQB9Aktx444256qqrcvTRR2ebbbbJNttsk6OPPjq/+c1vcuONN1a6PFagquR2KTSwRo0a5Y033khtbW298bfffju1tbVZtGhRhSqDhqMPQB+AHgB9AEnSsWPHPPzww+nZs2e98WeffTa77LJLpk6dWqHKWBkr1GhwpVIpVVVVy4zPnDkzzZo1q0BF0PD0AegD0AOgDyBJjj/++PzgBz/IvHnzymPz5s3Lj370o5xwwgkVrIyVcQ01GsyIESOSJFVVVfn+97+fFi1alLctWrQojz/+eLbddtsKVQcNQx+APgA9APoA3u+pp57KAw88kI033ji9e/dOkjz99NOZP39+BgwYkAMPPLA895ZbbqlUmSxFoEaDeeqpp5K8969Q//jHP9K0adPytqZNm6Z3794ZOXJkpcqDBqEPQB+AHgB9AO+3wQYb5Etf+lK9sS5dulSoGlaVa6jR4L761a/mwgsvdFFR1mn6APQB6AHQB8DaS6BGRU2aNClVVVXZeOONK10KVIw+AH0AegD0AUydOjXPP/98qqqq8olPfCIdOnSodEmshJsS0OAWLlyY73//+6mpqUnXrl2z6aabpqamJt/73veyYMGCSpcHDUIfgD4APQD6AJJk1qxZ+drXvpYNN9wwu+yySz73uc+lc+fOGTp0aGbPnl3p8lgB11CjwZ1wwgm59dZbc95556Vv375JkrFjx+bMM8/MW2+9lUsvvbTCFcKapw9AH4AeAH0AyXs36RgzZkxuv/327LTTTkmSRx99NCeeeGJOOumkXHLJJRWukOVxyicNrqamJjfddFP23nvveuN33XVXDjnkkNTV1VWoMmg4+gD0AegB0AeQJO3bt8/NN9+c/v371xt/6KGHMmjQoEydOrUyhbFSTvmkwTVr1ixdu3ZdZrxr16717u4DH2f6APQB6AHQB5Aks2fPTseOHZcZr62tdcrnR5hAjQZ3/PHH5wc/+EHmzZtXHps3b15+9KMf5YQTTqhgZdBw9AHoA9ADoA8gSfr27Zszzjgjc+fOLY/NmTMnZ511VvlUaD56nPJJg/viF7+YBx54INXV1endu3eS5Omnn878+fMzYMCAenNvueWWSpQIa5w+AH0AegD0ASTJxIkTs9dee2Xu3Lnp3bt3qqqqMmHChDRr1iz33HNPttpqq0qXyHK4KQENboMNNsiXvvSlemNdunSpUDVQGfoA9AHoAdAHkCS9evXKv//971x33XV57rnnUiqVcsghh+Swww5L8+bNK10eK2CFGgAAAMBH3L777pvLL788G264YaVLIVaoUUFTp07N888/n6qqqnziE59Ihw4dKl0SNDh9APoA9ADoA1gVf/nLXzJnzpxKl8H/z00JaHCzZs3K1772tWy44YbZZZdd8rnPfS6dO3fO0KFD3cGEdYY+AH0AegD0AbD2EqjR4EaMGJExY8bk9ttvz/Tp0zN9+vT88Y9/zJgxY3LSSSdVujxoEPoA9AHoAdAHwNrLNdRocO3bt8/NN9+c/v371xt/6KGHMmjQoEydOrUyhUED0gegD0APgD6AIlq1apWnn346m222WaVLIVaoUQGzZ89Ox44dlxmvra21rJt1hj4AfQB6APQBsPYSqNHg+vbtmzPOOCNz584tj82ZMydnnXVW+vbtW8HKoOHoA9AHoAdAHwBrL6d80uAmTpyYvfbaK3Pnzk3v3r1TVVWVCRMmpFmzZrnnnnuy1VZbVbpEWOP0AegD0AOgD6CIUaNG5dhjj80GG2xQ6VKIQI0KmTNnTq677ro899xzKZVK2XLLLXPYYYelefPmlS4NGow+AH0AegD0ASTJf//73/z1r3/NlClTsnjx4nrbTjzxxApVxcoI1PjI2nfffXP55Zdnww03rHQpUDH6APQB6AHQB3y8XXnllTnmmGPStGnTtGvXLlVVVeVtVVVVefHFFytYHSsiUOMjyx1MQB9Aog9AD4A+4OOtS5cuOeaYY3LaaadlvfVc6n5t4TcFAAAAUCGzZ8/OIYccIkxby/htAQAAAFTI0KFD8/vf/77SZVBQ40oXAAAAALCuGjVqVAYOHJi77747W2+9dZo0aVJv++jRoytUGSsjUAMAAACokHPOOSf33HNPevTokSTL3JSAjyaBGgAAAECFjB49Or/5zW9y5JFHVroUCnANNT6yvvOd76Rt27aVLgMqSh+APgA9APqAj7fq6urstNNOlS6DgqpKpVKp0kWw7vnvf/+bv/71r5kyZUoWL15cb9uJJ55YoaqgYekD0AegB0AfwKhRo/LGG2/k5z//eaVLoQCBGg3uyiuvzDHHHJOmTZumXbt2y5wf/uKLL1awOmgY+gD0AegB0AeQJF/84hfz4IMPpl27dtlqq62WuSnBLbfcUqHKWBmBGg2uS5cuOeaYY3LaaadlvfWcdcy6SR+APgA9APoAkuSrX/3qSrdfeeWVDVQJRQjUaHDt2rXLE088kc0337zSpUDF6APQB6AHQB8Aay//BECDGzp0aH7/+99XugyoKH0A+gD0AOgDeL+pU6fm0UcfzV//+tdMnTq10uXwAaxQo8EtWrQoAwcOzJw5c7L11lsvc3746NGjK1QZNBx9APoA9ADoA0iSWbNmZdiwYbnmmmvKN+Zo1KhRDj/88Fx00UVp0aJFhStkeRpXugDWPeecc07uueee9OjRI0mWufAorAv0AegD0AOgDyBJRowYkTFjxuT222/PTjvtlCR59NFHc+KJJ+akk07KJZdcUuEKWR4r1Ghwbdq0yfnnn58jjzyy0qVAxegD0AegB0AfQJK0b98+N998c/r3719v/KGHHsqgQYOc/vkR5RpqNLjq6upy6g7rKn0A+gD0AOgDSJLZs2enY8eOy4zX1tZm9uzZFaiIVSFQo8F985vfzEUXXVTpMqCi9AHoA9ADoA8gSfr27Zszzjgjc+fOLY/NmTMnZ511Vvr27VvBylgZp3zS4L74xS/mwQcfTLt27bLVVlstc+HRW265pUKVQcPRB6APQA+APoAkmThxYvbaa6/MnTs3vXv3TlVVVSZMmJBmzZrlnnvuyVZbbVXpElkONyWgwW2wwQY58MADK10GVJQ+AH0AegD0ASRJr1698u9//zvXXXddnnvuuZRKpRxyyCE57LDD0rx580qXxwpYoQYAAAAABVihRsVMnTo1zz//fKqqqvKJT3wiHTp0qHRJ0OD0AegD0AOgD+CFF17Iww8/nClTpmTx4sX1tp1++ukVqoqVsUKNBjdr1qwMGzYs11xzTfmLolGjRjn88MNz0UUXpUWLFhWuENY8fQD6APQA6ANIkssuuyzHHnts2rdvn06dOqWqqqq8raqqKn//+98rWB0r4i6fNLgRI0ZkzJgxuf322zN9+vRMnz49f/zjHzNmzJicdNJJlS4PGoQ+AH0AegD0ASTJD3/4w/zoRz/K5MmTM2HChDz11FPlhzDto8sKNRpc+/btc/PNN6d///71xh966KEMGjQoU6dOrUxh0ID0AegD0AOgDyBJWrdunQkTJmSzzTardCkUYIUaDW727Nnp2LHjMuO1tbWZPXt2BSqChqcPQB+AHgB9AEly0EEH5d577610GRRkhRoNbsCAAWnXrl2uueaaNGvWLEkyZ86cHHHEEXnnnXdy//33V7hCWPP0AegD0AOgDyBJRo0aldGjR2fffffN1ltvnSZNmtTbfuKJJ1aoMlZGoEaDmzhxYvbaa6/MnTs3vXv3TlVVVSZMmJBmzZrlnnvuyVZbbVXpEmGN0wegD0APgD6AJOnWrdsKt1VVVeXFF19swGpYVQI1KmLOnDm57rrr8txzz6VUKmXLLbfMYYcdlubNm1e6NGgw+gD0AegB0AfA2kmgBgAAAPAR5+YFHy2NK10A66YXXnghDz/8cKZMmZLFixfX23b66adXqCpoWPoA9AHoAdAHsKqsh/posUKNBnfZZZfl2GOPTfv27dOpU6dUVVWVt1VVVeXvf/97BauDhqEPQB+AHgB9AEW0atUqTz/9tBVqHxECNRrcpptumuOOOy6nnHJKpUuBitEHoA9AD4A+gCIEah8t61W6ANY906ZNy0EHHVTpMqCi9AHoA9ADoA+AtZdAjQZ30EEH5d577610GVBR+gD0AegB0AdQxPtPiaby3JSABrfFFlvk+9//fsaNG5ett946TZo0qbf9xBNPrFBl0HD0AegD0AOgD2BpS67KtbzwzBW7PlpcQ40G161btxVuq6qqyosvvtiA1UBl6APQB6AHQB/AEldccUXOP//8/Pvf/06SdO/ePcOHD89RRx1VnvPoo4/mM5/5TKqrqytVJu8jUAMAAACokO9///s5//zzM2zYsPTt2zdJMnbs2Fx88cX55je/mR/+8IcVrpDlEajxkdW6detMmDDBHUxYp+kD0AegB0Af8PHWvn37XHTRRTn00EPrjd94440ZNmxY3nrrrQpVxsq4KQEfWbJe0AeQ6APQA6AP+HhbtGhRtt9++2XGt9tuuyxcuLACFbEqBGoAAAAAFfKVr3wll1xyyTLjv/71r3PYYYdVoCJWhbt8AgAAAFTQFVdckXvvvTc77LBDkmTcuHGZNGlSDj/88IwYMaI8b/To0ZUqkaUI1AAAAAAqZOLEifn0pz+dJPnPf/6TJOnQoUM6dOiQiRMnludVVVVVpD6WT6DGR5YvC9AHkOgD0AOgD/h4e+ihhypdAh+Ca6hRUaVSaYUXGHXhUdYV+gD0AegB0AfA2kWgRkVcccUV6dWrV5o1a5ZmzZqlV69eufzyy+vNueuuu7LRRhtVqEJY8/QB6APQA6APgLWTUz5pcN///vdz/vnnZ9iwYenbt2+SZOzYsfnWt76Vl19+OT/84Q+TJDvvvHMly4Q1Sh+APgA9APoAWHtVlaydpYG1b98+F110UQ499NB64zfeeGOGDRuWt956q0KVQcPRB6APQA+APgDWXk75pMEtWrQo22+//TLj2223XRYuXFiBiqDh6QPQB6AHQB8Aay+BGg3uK1/5Si655JJlxn/961/nsMMOq0BF0PD0AegD0AOgD4C1l1M+aXDDhg3LNddcky5dumSHHXZIkowbNy6TJk3K4YcfniZNmpTnjh49ulJlwhqlD0AfgB4AfQCsvQRqNLhdd911leZVVVXlwQcfXMPVQGXoA9AHoAdAHwBrL4EaAAAAABTgGmoAAAAAUIBADQAAAAAKEKgBAAAAQAECNQAAAAAoQKAGAAAAAAUI1AAAAACgAIEaAAAAABQgUAMAAACAAv4/G1GlLSP+BksAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "solar_generators = pd.concat([network_list[37].generators[network_list[37].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_37\"}),\n", - " network_list[35].generators[network_list[35].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_35\"}),\n", - " network_list[21].generators[network_list[21].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_21\"}),\n", - " network_list[32].generators[network_list[32].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_32\"}),\n", - " network_list[43].generators[network_list[43].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_43\"}),\n", - " network_list[3].generators[network_list[3].generators.index.str.contains('solar')][[\"p_nom_opt\"]].rename(columns={\"p_nom_opt\": \"p_nom_opt_3\"})],\n", - " axis=1)\n", - "solar_generators.sum().plot(kind=\"bar\", figsize=(15,5))\n", - "plt.title(\"Distribution of solar capacity across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "opt_apparent_power = pd.concat([network_list[37].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_37\"}),\n", - " network_list[35].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_35\"}),\n", - " network_list[21].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_21\"}),\n", - " network_list[32].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_32\"}),\n", - " network_list[43].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_43\"}),\n", - " network_list[3].lines[[\"s_nom_opt\"]].rename(columns={\"s_nom_opt\": \"s_nom_opt_3\"})\n", - "], axis=1)\n", - "\n", - "opt_apparent_power.sum().plot(kind=\"bar\", figsize=(15,5))\n", - "plt.title(\"Distribution of apparent power across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "35,37,21,32,43,3" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'p_max_pu for onwind generators')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_max_generator_onwind = pd.concat([network_list[37].generators_t.p_max_pu.sum()[network_list[37].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_37\"),\n", - " network_list[35].generators_t.p_max_pu.sum()[network_list[35].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_35\"),\n", - " network_list[21].generators_t.p_max_pu.sum()[network_list[21].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_21\"),\n", - " network_list[32].generators_t.p_max_pu.sum()[network_list[32].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_32\"),\n", - " network_list[43].generators_t.p_max_pu.sum()[network_list[43].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_43\"), \n", - " network_list[3].generators_t.p_max_pu.sum()[network_list[3].generators_t.p_max_pu.columns.str.contains(\"onwind\")].rename(\"network_3\")], axis=1)\n", - "\n", - "p_max_generator_onwind.sum().plot(kind=\"bar\", figsize=(10,5))\n", - "plt.title(\"p_max_pu for onwind generators\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_max_generator_solar = pd.concat([network_list[37].generators_t.p_max_pu.sum()[network_list[37].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_37\"),\n", - " network_list[35].generators_t.p_max_pu.sum()[network_list[35].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_35\"),\n", - " network_list[21].generators_t.p_max_pu.sum()[network_list[21].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_21\"),\n", - " network_list[32].generators_t.p_max_pu.sum()[network_list[32].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_32\"),\n", - " network_list[43].generators_t.p_max_pu.sum()[network_list[43].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_43\"), \n", - " network_list[3].generators_t.p_max_pu.sum()[network_list[3].generators_t.p_max_pu.columns.str.contains(\"solar\")].rename(\"network_3\")], axis=1)\n", - "\n", - "p_max_generator_solar.sum().plot(kind=\"bar\", figsize=(10,5))\n", - "plt.title(\"p_max_pu for solar generators\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "35,37,21,32,43,3" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "supply_df = pd.concat([network_list[37].statistics.supply().rename(\"network_37\"), \n", - " network_list[35].statistics.supply().rename(\"network_35\"),\n", - " network_list[21].statistics.supply().rename(\"network_21\"),\n", - " network_list[32].statistics.supply().rename(\"network_32\"),\n", - " network_list[43].statistics.supply().rename(\"network_43\"),\n", - " network_list[3].statistics.supply().rename(\"network_3\")], axis=1)\n", - "\n", - "supply_df.plot(kind=\"bar\", figsize=(15,5))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "labels = network_list[3].statistics()[\"Capital Expenditure\"].loc[\"Generator\"].index.tolist()\n", - "\n", - "x_axis_labels = np.arange(len(labels))\n", - "\n", - "plt.bar(x_axis_labels - 0.2, network_list[35].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_35\")\n", - "plt.bar(x_axis_labels - 0.1, network_list[37].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_37\")\n", - "plt.bar(x_axis_labels, network_list[21].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_21\")\n", - "plt.bar(x_axis_labels + 0.1, network_list[32].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_32\")\n", - "plt.bar(x_axis_labels + 0.2, network_list[43].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_43\")\n", - "plt.bar(x_axis_labels + 0.3, network_list[3].statistics()[\"Capital Expenditure\"].loc[\"Generator\"], 0.1, label=\"network_3\")\n", - "plt.xticks(x_axis_labels, labels,rotation=90) \n", - "plt.title(\"Capital Expenditure for Generators\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Producing the post-processed coefficients from the solved networks" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "load_list = []\n", - "for idx in network_list:\n", - " load_list_idx = idx.loads_t.p_set.sum().sum()\n", - " load_list.append(load_list_idx)\n", - "\n", - " \n", - "sorted(load_list)\n", - "sns.histplot(load_list, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients of Distribution of load across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "solar_generators = []\n", - "for idx in network_list:\n", - " solar_generators_idx = idx.generators_t.p_max_pu.loc[:, idx.generators.carrier == \"solar\"].sum().sum()\n", - " solar_generators.append(solar_generators_idx)\n", - "\n", - " \n", - "sorted(solar_generators)\n", - "sns.histplot(solar_generators, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients of Distribution of solar generator across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "onwind_generators = []\n", - "for idx in network_list:\n", - " onwind_generators_idx = idx.generators_t.p_max_pu.loc[:, idx.generators.carrier == \"onwind\"].sum().sum()\n", - " onwind_generators.append(onwind_generators_idx)\n", - "\n", - " \n", - "sorted(onwind_generators)\n", - "sns.histplot(onwind_generators, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients Distribution of onwind generator across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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99UaS3fpU2T6hsrbLmOq1fcYY28F5TEyMeeONN8yyZcvMihUrKl0e1T02KVu+CQkJ5tlnnzWLFi0yU6ZMMVar1W5/NW3aNCPJHDp0yBhjTFFRkfHz8zNeXl7mrrvusvU3adIk4+bmZjsGqSzEnq09NOaPH5f89NNPxtPT03To0MF8+umnZt68eWbQoEGmWbNm5dqN2mzLjTl1YHzVVVcZHx8fM2HCBLNo0SLzn//8xzRt2tS0bdvW5Obm2vqNi4szkZGRpkWLFmb69Olm2bJl5scffzTGVO9Yoqr2LS8vzxbaJk+ebBYuXGieeeYZ4+bmZgYNGmS3vMqOczt06GA+/vhjs3TpUrNly5ZKl291t+HqbJuV7SOqe3x4tn2UMcZ88skntnZ04cKFZvHixWbatGnm4YcfrnQeq7tvO9v2Y0z1j0cqUp39f2UhNi4uzvTq1cvMmTPHfPHFF6ZVq1YmODjYjB492vzpT38yX3/9tZk5c6YJDw83HTp0sPtD5h8JsStWrDB//etfzeeff25WrFhhvvjiC3PttdcaLy8v2x95MzIybPvxp59+2rZ8y9rHitr/mrSZISEhpmXLlmbatGlm0aJF5v777zeSzAcffGDr71zzw5nOKcQ+++yzdt3L/kL36quv2nVPSUkxXl5e5vHHH7ebQUl2Z4SMObWiubi4mP379xtj/vflxMfH2/31q6SkxERFRZn27dvbpfqsrCwTFhZmevXqZevWvXt3ExUVZfLy8mzdMjMzTXBw8DmH2L59+5rAwMByf9U73T333GN8fX1t81Jm8uTJRpKtcX7nnXcqXRY1CbF//vOf7bqvWbPGSDIvvviirduZG1pZA/Hyyy/bDTtr1iwjybz77ru2bhdeeGGFwWnw4MHmoosuqrLGijz55JNGkvnhhx/sut93333GYrGYHTt22LqV/bW0pkpKSkxRUZH58MMPjaurq0lLS7N9VtN1sLJ16IorrrB1q06Ire52cvLkSePp6Vnp93q2ELty5UojyYwbN67SfrZt22Yk2QVGY4z54YcfjCTz1FNP2bqVbfenN1Rl8+fj42PXrbrzmJWVZfz9/c2ll15a7izU6c5sTJOTk42bm5t56KGH7PrLysoyERER5sYbb7Sr78wzFsYYM2jQIJOQkGB7f+zYsXLbeRlfX1/z6KOPVlpfZc4WYo0xJjw83LRp08b2/sx5/fzzz40ks3nz5krHUVXtlbXXFU3LmFPbmsViKTe9/v37G39/f9tf1qsbYo0x5uqrr670DOaZdd98883GarWa5ORku/4GDhxovL29bX9hL5vOmQeDZWe3Tw/KFenRo4cJCwszWVlZtm7FxcWmXbt2Jjo62rY+lm3/p4fGyjz//PNG0lnP0J+urI16/vnnTUhISLmDmOp8FxXtu1555ZUqz1CWKS0tNUVFRWbFihVGkvnpp59sn1U3xMbHx5v4+Hi79vFM1V3e7dq1M9dee22V03vggQeqVVeZitqumrR9ZfuKJUuWnHVaNTk2KavrzP3v/fffbzw9PW3LZPfu3UaS+fDDD40xxqxevdpIMo8//rhp3ry5bbj+/fvbjb+yEFud9vCPHpfccMMNxsfHx26Zl5SUmLZt29qtl3XRlpcFptmzZ9v1t27dOiPJvP3227ZucXFxxtXV1e54oyJVHUtU1r6V/fHhzHonTZpkpFNXz5WRZAICAuzGW11VbcPV2TYr20dU9/iwOvuoBx980AQGBtZ43qqzbzvb9lOTbFKR6uz/KwuxERERdmfH586daySZiy66yK6tnzp1qpFkd6b0j4TYMxUXF5vCwkLTsmVLM3r0aFv3sm2iomHPbP/Ppc088/i+bdu25sorr7S9P9f8cKZzurHT0KFD7d5//fXXslgsuv3221VcXGx7RUREqGPHjuV+mO3n56drrrnGrtutt96q0tJSrVy50q77NddcI3d3d9v7HTt26NChQxo2bJhcXP5Xvq+vr4YOHarvv/9eubm5ysnJ0bp163TdddfJ09PTbtpDhgw5l9lWbm6uVqxYoRtvvFGhoaGV9vf1118rMTFRUVFRdstj4MCBkqQVK1ZIkpYtW1bpsqiJ2267ze59r169FBcXp2XLllU6zNKlSyWdurPa6W644Qb5+PhoyZIlZ51ut27d9NNPP+n+++/Xd999p8zMzGrVu3TpUrVt21bdunWz6z5y5EgZY2y11dSmTZt0zTXXKCQkRK6urnJ3d9fw4cNVUlKinTt32vVbk3WwsnVo5cqVKikpqXZ91d1OkpKSlJ+fX+n3ejbffvutJOmBBx6otJ+ydePM779bt25q06ZNtb7/ilR3HteuXavMzEzdf//9NboL3nfffafi4mINHz7cbvyenp7q06dPubbGYrGU2947dOig/fv3V2t63bp104wZM/Tiiy/q+++/V1FRUbVrPRtjTJWfX3TRRfLw8NDdd9+tDz74QL/99ts5TefM9roqF154oTp27GjX7dZbb1VmZqY2btx4TtOvrqVLl6pfv36KiYmx6z5y5Ejl5uaWu9HEmdtvhw4dJKnK7zYnJ0c//PCDrr/+evn6+tq6u7q6atiwYTpw4IB27NhR49q//fZbtWrVSldccUWV/S1dulRXXHGFAgICbG3Us88+qxMnTpS7Y3VdfBe//fabbr31VkVERNimX3azqm3bttVoXDt37tSePXt055132rWPp6vJ8u7WrZu+/fZbPfnkk1q+fLny8vLOaR7PpqZtX1BQkPr27XvW8Vb32OR0Fa3D+fn5tnUhPj5ezZo1s92QatGiRWrfvr1uv/127d27V3v27FFBQYFWr1591nVPql57+EePS1asWKG+ffuqSZMmtm4uLi668cYb7fqri7b866+/VmBgoIYMGWI3zosuukgRERHlxtmhQwe1atWq3DzU5FiiIkuXLpWPj4+uv/56u+5l69yZ61jfvn0VFBR01vFK1duGq7Ntnu7MfUR1jw+rs4/q1q2b0tPTdcstt+jLL7+s1TsKn237qWk2qaj2c93/JyYmysfHx/a+TZs2kqSBAwfaHfOUda/uMcnZFBcX66WXXlLbtm3l4eEhNzc3eXh4aNeuXTVu48vUtM2MiIgod3x/5rZ6rvnhTOcUYiMjI+3eHzlyRMYYhYeHy93d3e71/fffl1tpy25kcrqIiAhJ0okTJ6qcVtnnZ3aXpKioKJWWlurkyZM6efKkSktLbeOtaFo1dfLkSZWUlJz1B89HjhzRV199VW5ZXHjhhZJkWx4nTpyocllUV2XzeOayPN2JEyfk5uZWLoxbLJazDltm7Nixmjx5sr7//nsNHDhQISEh6tevn9avX1/lcCdOnKj0+yv7vKaSk5PVu3dvHTx4UP/85z+1atUqrVu3Tm+99ZYklTsgqsk6WNnyLSwsVHZ2drVrrO52Ujb9c113jx07JldX1yr7Pdt2dC7fgVT9eTx27Jgk1fjmAUeOHJEkde3atdz4Z82aVa6t8fb2LrcTt1qtys/Pr9b0Zs2apREjRug///mPevbsqeDgYA0fPlypqak1qvtMOTk5OnHihG2dr0h8fLwWL16ssLAwPfDAA4qPj1d8fLz++c9/1mhaFX3HlalqnTvXdaK6atouhISE2L0vu+FfVeHn5MmTMsbUevtz7Nixs67LP/74owYMGCBJ+ve//601a9Zo3bp1GjduXIV11/Z3kZ2drd69e+uHH37Qiy++qOXLl2vdunWaM2dOhdM/m+pswzVZ3q+//rqeeOIJzZ07V4mJiQoODta1116rXbt21aius6lp21fd7ae6xyanq8463K9fP9tB4uLFi9W/f3+1b99e4eHhWrx4sdasWaO8vLxqhdjqtId/9LiksuHP7FYXbfmRI0eUnp4uDw+PcuNMTU0tN86KvquaHktUtgwiIiLK/YE2LCxMbm5u57yOVXcbrun+taLj7OocH1ZnHzVs2DBNnz5d+/fv19ChQxUWFqbu3btr0aJF1aqtKmfbfmqaTc70R/b/wcHBdu89PDyq7F7dY5KzGTNmjJ555hlde+21+uqrr/TDDz9o3bp16tix4zn/YbCmbeaZ34t06rs5ffrnmh/OdE53Jz5zw2zSpIksFotWrVpV4Z2Dz+xW1nidrmylOHPmz5xW2eeHDx8uN45Dhw7JxcVFQUFBMsbIYrFUuLKd2a2sYSwoKLDrfuYXExwcLFdXVx04cKDcOE/XpEkTdejQQX//+98r/Lxs5x0SEqIff/zxrPWdTWXzeMEFF1Q6TEhIiIqLi3Xs2DG7hsoYo9TUVHXt2vWs03Vzc9OYMWM0ZswYpaena/HixXrqqad05ZVXKiUlpdI73IWEhFT6/Umy+wtudc2dO1c5OTmaM2eO3dnKim4fLtVsHaxs+Xp4eNidXTib6m4nZdOvbLpneyZZaGioSkpKlJqaWunO8fTt6Mwd3aFDh87pO5CqP49l69zZtqWKxi9Jn3/+ebXOSv9RTZo00dSpUzV16lQlJydr3rx5evLJJ3X06FEtWLDgnMf7zTffqKSk5KzP/O3du7d69+6tkpISrV+/Xm+88YYeffRRhYeH6+abb67WtGpypruq9rJsnamsvfyjf2Gvi3bhTEFBQXJxcan16YSGhp51Xf7000/l7u6ur7/+2u5gvLJnz1bnu6iJpUuX6tChQ1q+fLndo4LO9VE81dmGa7K8fXx8NGHCBE2YMEFHjhyxnZUdMmSItm/ffk41VqSmbV91t5/qHpvUVL9+/fTee+/pxx9/1A8//KCnn35a0qmzd4sWLdL+/fvl6+tba3cj/qPHJSEhIVXuX8vURVvepEkThYSEVNo2+/n52b2v6Lut6bFERUJCQvTDDz/YjkPLHD16VMXFxee8jlV3G67p/rWi4+zqHh9WZx91xx136I477lBOTo5Wrlyp5557ToMHD9bOnTvrdD9e02xS0fB1sf8/G09Pz3L7V+nUPvZs+6ePPvpIw4cP10svvVRu2HN9TnZdHC+ea344U608J3bw4MEyxujgwYPq0qVLuVf79u3t+s/KytK8efPsun388cdycXHRZZddVuW0EhIS1LRpU3388cd2l+Pl5ORo9uzZ6tmzp7y9veXj46Nu3bppzpw5dn/hyMrK0ldffWU3zvDwcHl6eurnn3+26/7ll1/avffy8lKfPn302WefVXnANnjwYG3ZskXx8fEVLo+yEJuYmFjpsqiJmTNn2r1fu3at9u/fX+UBctkjIz766CO77rNnz1ZOTo7dIyXO/AtKRQIDA3X99dfrgQceUFpamvbt21fltH/99ddyl8R9+OGHslgsSkxMrHJaFSlrhE9vlIwx+ve//11h/zVZBytbh3r37i1XV9dq11jd7aRHjx7y9PSs9Hs9m7LL1t95551K+ym7PO7M73/dunXatm3bOT9SpLrz2KtXLwUEBGjatGlnvaz2dFdeeaXc3Ny0Z8+eCsd/+uNsqqs6Z/AkKTY2Vg8++KD69+//hy6tTU5O1mOPPaaAgADdc8891RrG1dVV3bt3t50NKJt+dWuvrq1bt+qnn36y6/bxxx/Lz8/P9szJsj+inNlenrk9ldVX3dr69etnO0g73Ycffihvb+9aOUj38fFR9+7dNWfOHLu6SktL9dFHHyk6OrrCywvPZuDAgdq5c2eVP4WwWCxyc3OzazPy8vIqfb5ydb6LilS2TlTURkrSv/71r0rHVZVWrVopPj5e06dPr/CASzr35R0eHq6RI0fqlltu0Y4dO2yX4dbG+l5XbV91j01qql+/frJYLHrmmWfs9k9XXHGFli1bpkWLFumyyy6z+9nVH/FHj0v69OmjpUuX2h0jlZaW6rPPPrPrry7a8sGDB+vEiRMqKSmpcHwJCQlnHUdNjiUqa9/69eun7Ozscn+g+vDDD22fn4vqbsPV2TarUpPjwzKV7aNO5+Pjo4EDB2rcuHEqLCzU1q1bK62hNrb1mmaTqtTW/r86mjVrVm7/unPnzmr91MVisZRbP7755hsdPHjQrltNlm9dtZllapIfzvSHnxMrSZdcconuvvtu3XHHHVq/fr0uu+wy+fj46PDhw1q9erXat2+v++67z9Z/SEiI7rvvPiUnJ6tVq1aaP3++/v3vf+u+++5TbGxsldNycXHRyy+/rNtuu02DBw/WPffco4KCAr3yyitKT0/XP/7xD1u/L7zwgq666ir1799ff/3rX1VSUqJJkybJx8dHaWlptv7KrpmfPn264uPj1bFjR/34448VNtpTpkzRpZdequ7du+vJJ5/UBRdcoCNHjmjevHn617/+JT8/Pz3//PNatGiRevXqpYcfflgJCQnKz8/Xvn37NH/+fE2bNk3R0dEaPny4XnvtNQ0fPlx///vf1bJlS82fP1/fffddjZb/+vXrNWrUKN1www1KSUnRuHHj1LRpU91///2VDtO/f39deeWVeuKJJ5SZmalLLrlEP//8s5577jl16tRJw4YNs/Xbvn17ffrpp5o1a5ZatGghT09PtW/fXkOGDLE9BzM0NFT79+/X1KlTFRcXp5YtW1Y67dGjR+vDDz/U1Vdfreeff15xcXH65ptv9Pbbb+u+++47p4PI/v37y8PDQ7fccosef/xx5efn65133il3+VaZmqyDrq6u6t+/v8aMGaPS0lJNmjRJmZmZmjBhQo1qrO52EhQUpMcee0wvvvii3fc6fvz4al3S1bt3bw0bNkwvvviijhw5osGDB8tqtWrTpk3y9vbWQw89pISEBN19991644035OLiooEDB2rfvn165plnFBMTo9GjR9do3mo6j76+vnr11Vc1atQoXXHFFbrrrrsUHh6u3bt366efftKbb75Z4fibNWum559/XuPGjdNvv/2mq666SkFBQTpy5Ih+/PFH29mcmvDz81NcXJy+/PJL9evXT8HBwWrSpImCgoKUmJioW2+9Va1bt5afn5/WrVunBQsW6LrrrqvWuLds2WL7Hc7Ro0e1atUqvf/++3J1ddUXX3xR5W/rp02bpqVLl+rqq69WbGys8vPzNX36dEmyXTpYWe1nO1tfmaioKF1zzTUaP368IiMj9dFHH2nRokWaNGmS7QC8a9euSkhI0GOPPabi4mIFBQXpiy++0OrVq8uNr3379pozZ47eeecdde7cWS4uLpUenD733HO2+wk8++yzCg4O1syZM/XNN9/o5ZdfVkBAwDnN05kmTpyo/v37KzExUY899pg8PDz09ttva8uWLfrkk09qdOa6zKOPPqpZs2bpT3/6k5588kl169ZNeXl5WrFihQYPHqzExERdffXVmjJlim699VbdfffdOnHihCZPnlzp2YDqfBcVKTsw++c//6kRI0bI3d1dCQkJ6tWrl4KCgnTvvffqueeek7u7u2bOnFkuKNfEW2+9pSFDhqhHjx4aPXq0YmNjlZycrO+++872R7jqLu/u3btr8ODB6tChg4KCgrRt2zb93//9n134K5u3SZMmaeDAgXJ1dVWHDh1sl+RVR121fTU5NqmJsLAwtWvXTgsXLlRiYqJtWVxxxRVKS0tTWlqapkyZck7jrsgfPS4ZN26cvvrqK/Xr10/jxo2Tl5eXpk2bppycHEmy/V64Ltrym2++WTNnztSgQYP0yCOPqFu3bnJ3d9eBAwe0bNky/elPf9Kf//znKsdRk2OJytq34cOH66233tKIESO0b98+tW/fXqtXr9ZLL72kQYMGVevS74rUZBuuzrZZ1TKozvFhdfZRd911l7y8vHTJJZcoMjJSqampmjhxogICAqq84q829m01zSany8jI+MP7/3M1bNgw3X777br//vs1dOhQ7d+/Xy+//HKVxwtlBg8erBkzZqh169bq0KGDNmzYoFdeeaXcGdT4+Hh5eXlp5syZatOmjXx9fRUVFVXhT5zqos081/xQTk3uAlXZXUrLTJ8+3XTv3t34+PgYLy8vEx8fb4YPH27Wr19v66fsGULLly83Xbp0MVar1URGRpqnnnrK7hmqZ7sz5Ny5c23P+PTx8TH9+vUza9asKdffvHnzTIcOHYyHh4eJjY01//jHPyq882JGRoYZNWqUCQ8PNz4+PmbIkCFm3759Fd4d7ddffzU33HCDCQkJsY135MiRdrf6P3bsmHn44YdN8+bNjbu7uwkODjadO3c248aNs7tj2YEDB8zQoUONr6+v8fPzM0OHDjVr166t0d2JFy5caIYNG2YCAwONl5eXGTRoULnnTlX2nNgnnnjCxMXFGXd3dxMZGWnuu+++cs8B27dvnxkwYIDx8/Oz3TrcGGNeffVV06tXL9OkSRPbcrjzzjvNvn37qqzbmFPPib311ltNSEiIcXd3NwkJCeaVV16xu6ujMTW7O/FXX31lexZY06ZNzd/+9jfz7bfflrtLY03XwUmTJpkJEybYnhXWqVMn891339lNu7qP2DGmettJaWmpmThxoomJiTEeHh6mQ4cO5quvvqrRc2Jfe+01065dO+Ph4WECAgJMz549zVdffWXXz6RJk0yrVq2Mu7u7adKkibn99tvLPferJncnrsk8GmNsz7718fEx3t7epm3btnaPU6nsLqlz5841iYmJxt/f31itVhMXF2euv/56u+f3VlZfReNcvHix6dSpk7FarUY69Ty6/Px8c++995oOHTrYnmObkJBgnnvuObtn4FWkbH0oe3l4eJiwsDDTp08f89JLL1V4d/Mz60pKSjJ//vOfTVxcnLFarSYkJMT06dPH9izIqmo/fXwVtddVPSf2888/NxdeeKHt2dpTpkwpN/zOnTvNgAEDjL+/vwkNDTUPPfSQ+eabb8pta2lpaeb66683gYGBxmKx2E2zorb1l19+MUOGDDEBAQHGw8PDdOzYsVw7WHbn1c8++8yue3Xu1Fim7LmlZetnjx497LaN08dXnbsTG3PqruKPPPKIiY2NNe7u7iYsLMxcffXVds+unT59uklISLA9s3HixInmvffeK9d2VPe7qGyex44da6KiooyLi4vdd7J27VrTs2dP4+3tbUJDQ82oUaPMxo0by42jJs+JTUpKMgMHDjQBAQHGarWa+Ph4u7tgGlO95f3kk0+aLl26mKCgINvyGT16tDl+/Litn4KCAjNq1CgTGhpqW5+qugtzZdtAddu+sn1FTVTn2KSyuiq78/fo0aONJPP3v//drnvLli3L3dnUmKqfE3umir7rP3JcYsyp77t79+7GarWaiIgI87e//c12Z94zn+NZ2215UVGRmTx5su1YwNfX17Ru3drcc889dsdFVR1bVPdYoqr27cSJE+bee+81kZGRxs3NzcTFxZmxY8dW+pzY6qruNmzM2bfNqvYR1Tk+rM4+6oMPPjCJiYkmPDzceHh4mKioKHPjjTeWW2crUtN9W2XbT3WPR05X3f1/Vc+JPV1l+5OK9mdlz5Jt0aKF8fT0NF26dDFLly6t1t2JT548ae68804TFhZmvL29zaWXXmpWrVpV4bHjJ598Yns28en746qeE3uubeaZy+mP5IfTWYypwbV8teDyyy/X8ePHtWXLlvqcbIM0Y8YM3XHHHVq3bt05XXrTWFV3Hdy3b5+aN2+uV155RY899lg9VQegsWvWrJnatWunr7/+2tGlALViwIAB2rdvX7Xu7gsA1VErlxMDAAAAY8aMUadOnRQTE6O0tDTNnDlTixYt0nvvvefo0gA0IIRYAAAA1IqSkhI9++yzSk1NlcViUdu2bfV///d/uv322x1dGoAGpN4vJwYAAAAA4FzVyiN2AAAAAACoD4RYAAAAAIDTIMQCAAAAAJwGN3YCHKi0tFSHDh2Sn5+fLBaLo8sBAADVYIxRVlaWoqKi5OLCOSGgvhFiAQc6dOiQYmJiHF0GAAA4BykpKYqOjnZ0GUCjQ4gFHMjPz0/SqZ2gv7+/g6sBAADVkZmZqZiYGNt+HED9IsQCDlR2CbG/vz8hFgAAJ8NPgQDH4CJ+AAAAAIDTIMQCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAAACA0yDEAgAAAACcBiEWAAAAAOA0CLEAAAAAAKdBiAUAAAAAOA03RxcAoG4kJyfr+PHjji7DYZo0aaLY2FhHlwEAAIBaRogFGqDk5GS1btNGebm5ji7FYby8vbV92zaCLAAAQANDiAUaoOPHjysvN1e3PfGKwmPjHV1OvTuSvEczJ/1Nx48fJ8QCAAA0MIRYoAELj41XdMsLHV0GAAAAUGu4sRMAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYNHgrV67UkCFDFBUVJYvForlz59p9brFYKny98sorlY5zxowZFQ6Tn59fx3MDAAAANG6EWDR4OTk56tixo958880KPz98+LDda/r06bJYLBo6dGiV4/X39y83rKenZ13MAgAAAIDfcXdiNHgDBw7UwIEDK/08IiLC7v2XX36pxMREtWjRosrxWiyWcsMCAAAAqFuciQVOc+TIEX3zzTe68847z9pvdna24uLiFB0drcGDB2vTpk1nHaagoECZmZl2LwAAAADVR4gFTvPBBx/Iz89P1113XZX9tW7dWjNmzNC8efP0ySefyNPTU5dccol27dpV5XATJ05UQECA7RUTE1Ob5QMAAAANHiEWOM306dN12223nfW3rT169NDtt9+ujh07qnfv3vrvf/+rVq1a6Y033qhyuLFjxyojI8P2SklJqc3yAQAAgAaP38QCv1u1apV27NihWbNm1XhYFxcXde3a9axnYq1Wq6xW67mWCAAAADR6nIkFfvfee++pc+fO6tixY42HNcZo8+bNioyMrIPKAAAAAJThTCwavOzsbO3evdv2fu/evdq8ebOCg4MVGxsrScrMzNRnn32mV199tcJxDB8+XE2bNtXEiRMlSRMmTFCPHj3UsmVLZWZm6vXXX9fmzZv11ltv1f0MAQAAAI0YIRYN3vr165WYmGh7P2bMGEnSiBEjNGPGDEnSp59+KmOMbrnllgrHkZycLBeX/124kJ6errvvvlupqakKCAhQp06dtHLlSnXr1q3uZgQAAAAAIRYN3+WXXy5jTJX93H333br77rsr/Xz58uV271977TW99tprtVEeAAAAgBrgN7EAAAAAAKdBiAUAAAAAOA1CLAAAAADAaRBiAQAAAABOgxALAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMQCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAAACA0yDEAgAAAACcBiEWAAAAAOA0CLEAAAAAAKdBiAUAAAAAOA1CLAAAAADAaRBiAQAAAABOgxALAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMSiwVu5cqWGDBmiqKgoWSwWzZ071+7zkSNHymKx2L169Ohx1vHOnj1bbdu2ldVqVdu2bfXFF1/U0RwAAAAAKEOIRYOXk5Ojjh076s0336y0n6uuukqHDx+2vebPn1/lOJOSknTTTTdp2LBh+umnnzRs2DDdeOON+uGHH2q7fAAAAACncXN0AUBdGzhwoAYOHFhlP1arVREREdUe59SpU9W/f3+NHTtWkjR27FitWLFCU6dO1SeffPKH6gUAAABQOc7EApKWL1+usLAwtWrVSnfddZeOHj1aZf9JSUkaMGCAXbcrr7xSa9eurXK4goICZWZm2r0AAAAAVB8hFo3ewIEDNXPmTC1dulSvvvqq1q1bp759+6qgoKDSYVJTUxUeHm7XLTw8XKmpqVVOa+LEiQoICLC9YmJiamUeAAAAgMaCy4nR6N100022/7dr105dunRRXFycvvnmG1133XWVDmexWOzeG2PKdTvT2LFjNWbMGNv7zMxMgiwAAABQA4RY4AyRkZGKi4vTrl27Ku0nIiKi3FnXo0ePljs7eyar1Sqr1VordQIAAACNEZcTA2c4ceKEUlJSFBkZWWk/PXv21KJFi+y6LVy4UL169arr8gAAAIBGjTOxaPCys7O1e/du2/u9e/dq8+bNCg4OVnBwsMaPH6+hQ4cqMjJS+/bt01NPPaUmTZroz3/+s22Y4cOHq2nTppo4caIk6ZFHHtFll12mSZMm6U9/+pO+/PJLLV68WKtXr673+QMAAAAaE0IsGrz169crMTHR9r7sN6kjRozQO++8o19++UUffvih0tPTFRkZqcTERM2aNUt+fn62YZKTk+Xi8r8LF3r16qVPP/1UTz/9tJ555hnFx8dr1qxZ6t69e/3NGAAAANAIEWLR4F1++eUyxlT6+XfffXfWcSxfvrxct+uvv17XX3/9HykNAAAAQA3xm1gAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMQCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAAACA0yDEAgAAAACcBiEWAAAAAOA0CLEAAAAAAKdBiAUAAAAAOA1CLAAAAADAaRBiAQAAAABOgxALAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMQCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGLR4K1cuVJDhgxRVFSULBaL5s6da/usqKhITzzxhNq3by8fHx9FRUVp+PDhOnToUJXjnDFjhiwWS7lXfn5+Hc8NAAAA0LgRYtHg5eTkqGPHjnrzzTfLfZabm6uNGzfqmWee0caNGzVnzhzt3LlT11xzzVnH6+/vr8OHD9u9PD0962IWAAAAAPzOzdEFAHVt4MCBGjhwYIWfBQQEaNGiRXbd3njjDXXr1k3JycmKjY2tdLwWi0URERG1WisAAACAqnEmFjhDRkaGLBaLAgMDq+wvOztbcXFxio6O1uDBg7Vp06azjrugoECZmZl2LwAAAADVR4gFTpOfn68nn3xSt956q/z9/Svtr3Xr1poxY4bmzZunTz75RJ6enrrkkku0a9euKsc/ceJEBQQE2F4xMTG1PQsAAABAg0aIBX5XVFSkm2++WaWlpXr77ber7LdHjx66/fbb1bFjR/Xu3Vv//e9/1apVK73xxhtVDjd27FhlZGTYXikpKbU5CwAAAECDx29iAZ0KsDfeeKP27t2rpUuXVnkWtiIuLi7q2rXrWc/EWq1WWa3WP1IqAAAA0KhxJhaNXlmA3bVrlxYvXqyQkJAaj8MYo82bNysyMrIOKgQAAABQhjOxaPCys7O1e/du2/u9e/dq8+bNCg4OVlRUlK6//npt3LhRX3/9tUpKSpSamipJCg4OloeHhyRp+PDhatq0qSZOnChJmjBhgnr06KGWLVsqMzNTr7/+ujZv3qy33nqr/mcQAAAAaEQIsWjw1q9fr8TERNv7MWPGSJJGjBih8ePHa968eZKkiy66yG64ZcuW6fLLL5ckJScny8XlfxcupKen6+6771ZqaqoCAgLUqVMnrVy5Ut26davbmQEAAAAaOUIsGrzLL79cxphKP6/qszLLly+3e//aa6/ptdde+6OlAQAAAKghfhMLAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMQCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAAACA0yDEAgAAAACcBiEWAAAAAOA0CLEAAAAAAKdBiAUAAAAAOA1CLAAAAADAaRBiAQAAAABOgxALAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMQCAAAAAJwGIRbnrRYtWujEiRPluqenp6tFixYOqAgAAACAoxFicd7at2+fSkpKynUvKCjQwYMHHVARAAAAAEdzc3QBwJnmzZtn+/93332ngIAA2/uSkhItWbJEzZo1c0BlAAAAAByNM7E471x77bW69tprZbFYNGLECNv7a6+9VjfffLMWLVqkV199tdrjW7lypYYMGaKoqChZLBbNnTvX7nNjjMaPH6+oqCh5eXnp8ssv19atW8863tmzZ6tt27ayWq1q27atvvjii5rOKgAAAIAaIsTivFNaWqrS0lLFxsbq6NGjtvelpaUqKCjQjh07NHjw4GqPLycnRx07dtSbb75Z4ecvv/yypkyZojfffFPr1q1TRESE+vfvr6ysrErHmZSUpJtuuknDhg3TTz/9pGHDhunGG2/UDz/8UOP5BQAAAFB9XE6M89bevXtrZTwDBw7UwIEDK/zMGKOpU6dq3Lhxuu666yRJH3zwgcLDw/Xxxx/rnnvuqXC4qVOnqn///ho7dqwkaezYsVqxYoWmTp2qTz75pFbqBgAAAFAeIRbntSVLlmjJkiW2M7Knmz59+h8e/969e5WamqoBAwbYulmtVvXp00dr166tNMQmJSVp9OjRdt2uvPJKTZ06tcrpFRQUqKCgwPY+MzPz3IsHAAAAGiEuJ8Z5a8KECRowYICWLFmi48eP6+TJk3av2pCamipJCg8Pt+seHh5u+6yy4Wo6jCRNnDhRAQEBtldMTMw5Vg4AAAA0TpyJxXlr2rRpmjFjhoYNG1bn07JYLHbvjTHlutXGMGPHjtWYMWNs7zMzMwmyAAAAQA0QYnHeKiwsVK9evep0GhEREZJOnVmNjIy0dT969Gi5M61nDnfmWdezDSOdulTZarX+gYoBAACAxo3LiXHeGjVqlD7++OM6nUbz5s0VERGhRYsW2boVFhZqxYoVVQbonj172g0jSQsXLqzz0A0AAAA0dpyJxXkrPz9f7777rhYvXqwOHTrI3d3d7vMpU6ZUazzZ2dnavXu37f3evXu1efNmBQcHKzY2Vo8++qheeukltWzZUi1bttRLL70kb29v3XrrrbZhhg8frqZNm2rixImSpEceeUSXXXaZJk2apD/96U/68ssvtXjxYq1evboW5hwAAABAZQixOG/9/PPPuuiiiyRJW7ZssfvsbL89Pd369euVmJhoe1/2m9QRI0ZoxowZevzxx5WXl6f7779fJ0+eVPfu3bVw4UL5+fnZhklOTpaLy/8uXOjVq5c+/fRTPf3003rmmWcUHx+vWbNmqXv37ucyqwAAAACqyWKMMY4uAmisMjMzFRAQoIyMDPn7+9faeDdu3KjOnTtrzFtzFN3ywlobr7M4sGurpjxwnTZs2KCLL77Y0eUAABqYutp/A6gefhMLAAAAAHAaXE6M81ZiYmKVlw0vXbq0HqsBAAAAcD4gxOK8VfZ72DJFRUXavHmztmzZohEjRjimKNQZY4wKiktVUFyqwuJSlRgjY4zcXFxkdXOR1d1FHq4uNfo9NAAAABoeQizOW6+99lqF3cePH6/s7Ox6rga1xRij9LwipWbk63h2gU7kFCo9t0jZBcUqKa36J/oWSZ7urgr0dlewj4eCvT0U5OOhUD+rfK00ZwAAAI0BR31wOrfffru6deumyZMnO7oUVFNuYbH2Hc/V/hM5SjmZp7yikkr7dXOxyMPNRa4uFlkkFZeeOkNbUmpkJOUVlSgvo0SHM/LthgvwclfTQC9FB3nJtbhu5wcAAACOQ4iF00lKSpKnp6ejy8BZFBaXatfRLO04kqUDaXk6/Ryrq4tFYX5WhflZFeJjVZCPu/w83eVjdZWbS8X3mysuOXWpcW5hiU7mFiotx/6VkVekjLwi/Xo4U5KHIke+rv9uzZJ/dJYuCPOrcJwAAABwPoRYnLeuu+46u/fGGB0+fFjr16/XM88846CqcDYnsgu0OSVdO45kqajkf9E1zM+qZiE+igvxVri/p1xdavbbVjdXF7m5usjH6qZQP6vdZwXFJTqUnq+D6Xk6cDJXRzPz5RHeQp9uzdanW1fqgjBfDe4QqRu7xCgq0KtW5hMAAACOQYjFeSsgIMDuvYuLixISEvT8889rwIABDqoKlTmUnqcf96Vp/4lcW7dAL3e1jfJXq3A/BXi519m0rW6uat7ER82b+EiS9mzfqhn/flsD7nxCvxwt1O6j2Zq6eJdeX7JLlyeE6ZZusUpMCJWbK08ZAwAAcDaEWJy33n//fUeXgGo4kpmvpD0ntD/tf+E1PtRHF8UEqmmgl0PuJmx1lXJ+Wayne09SfJv2WrLtiP67PkXf/5ampduPaun2o4rw99SwnnG6vUdcnQZsAAAA1C5CLM57GzZs0LZt22SxWNS2bVt16tTJ0SVBUl5hidbuOa4thzIlSS4WqU2kv7rEBSnQ28PB1f1PgJe7rrs4WtddHK3fjmVr1roUfbbhgFIz8/XKdzv09rLdurV7rP5yaXNFBnCpMQAAwPmOEIvz1tGjR3XzzTdr+fLlCgwMlDFGGRkZSkxM1KeffqrQ0FBHl9golRqjLQcztHbPCRUUl0qSEsL91DM+5Lw/o9ki1FdjB7XRmAGt9M3Ph/Xuyt+0PTVL/161V++v2ac/d2qqh/q2VGyIt6NLBQAAQCX4QRjOWw899JAyMzO1detWpaWl6eTJk9qyZYsyMzP18MMPO7q8RulYVoE+XZeiZTuOqaC4VE18PXT9xdG6ql3EeR9gT2d1c9V1F0fr20d66/07uqpHi2AVlxp9tuGA+r66XOO++EWHM/IcXSYAAAAqwJlYnLcWLFigxYsXq02bNrZubdu21VtvvcWNneqZMUabUtK1dvcJlRgjq5uLerYIUfumAXKp4V2GzycWi0WJCWFKTAjTpuSTem3xLq3ceUwzf0jWZxsO6PbucXogMV4hvtazjwwAAAD1ghCL81Zpaanc3cuf3XN3d1dpaakDKmqcsguKtfDXVKWknToz2byJj/q1DpOPtWE1H51ig/ThX7rph99O6NWFO/XjvjRNX7NXn61P0YN9L9DIS5rJ6ubq6DIBAAAaPS4nxnmrb9++euSRR3To0CFbt4MHD2r06NHq16+fAytrPPYcy9bM7/crJS1Pbi4WJSaEakiHyAYXYE/XvUWIZt3TQ/93ZzddGOWvrIJiTfx2u/pPWalvfzksY8zZRwIAAIA6Q4jFeevNN99UVlaWmjVrpvj4eF1wwQVq3ry5srKy9MYbbzi6vAbNGKPvfzuhr38+rPziUoX5WXVLt1h1iA50yCNz6pvFYlHvlqH66sFLNfmGjgr3tyo5LVf3zdyom979XttTMx1dIgAAQKPVcE+nwOnFxMRo48aNWrRokbZv3y5jjNq2basrrrjC0aU1aIXFpVr06xHtPpYtSbooOlCXtmwiVyf+7eu5cnGx6PrO0RrUPkLTVvymd1fu0Y9703T166t156XN9Ui/lg36rDQAAMD5iDOxOO8sXbpUbdu2VWbmqbNd/fv310MPPaSHH35YXbt21YUXXqhVq1Y5uMqGKTOvSJ9tSNHuY9lysUhXtAlTn4TQRhlgT+ft4aYx/Vtp6V8v11UXRqik1Ojdlb+p/5QVWrAllUuMAQAA6hEhFuedqVOn6q677pK/v3+5zwICAnTPPfdoypQpDqisYTuckadP16XoeHahvD1cNfTiaF0YFeDoss4rUYFemjass94f2VUxwV46lJGvez/aoDs/WK+UtFxHlwcAANAoEGJx3vnpp5901VVXVfr5gAEDtGHDhnqsqOHbfyJHczYeVF5RicL8rLq5a4yiAr0cXdZ5K7F1mBY+2kcPJl4gd1eLlm4/qv6vrdBby3arqIQ7ZwMAANQlQizOO0eOHKnw0Tpl3NzcdOzYsXqsqGHbdSRL8346pOJSo9hgb13fOVp+npUvf5zi5eGqx65M0LePXKaeLUKUX1SqV77boWvfWqOthzIcXR4AAECDRYjFeadp06b65ZdfKv38559/VmRkZD1W1HBtOZih+VtSVWqklmG+uqZjlNxdaRZq4oIwX318V3dNubGjAr3dtfVQpv705hpNWbhDBcUlji4PAACgweFoFeedQYMG6dlnn1V+fn65z/Ly8vTcc89p8ODBDqisYVm/P01Lth+VJLVr6q+r2kU0+hs4nSuLxaLrLo7WotF9NLBdhIpLjV5fultD3litzSnpji4PAACgQSHE4rzz9NNPKy0tTa1atdLLL7+sL7/8UvPmzdOkSZOUkJCgtLQ0jRs3ztFlOrUN+09qze4TkqSuzYLUNyFMLo3g+a91LdTPqndu76y3b7tYTXw9tPNItq57e41emr9N+UWclQUAAKgNPOAQ553w8HCtXbtW9913n8aOHWt7fInFYtGVV16pt99+W+Hh4Q6u0nltTknX6t3HJUk9W4SoW/NgB1fU8AxqH6keLUL0/FdbNXfzIb278jct/vWIptx0kS6KCXR0eQAAAE6NEIvzUlxcnObPn6+TJ09q9+7dMsaoZcuWCgoKcnRpTu3nA+lasfPUTbG6NQsmwNahYB8PTb25k4Z0jNJTX/yi347naOg7a3X/5fF6qG9LebhxIQwAAMC54CgK57WgoCB17dpV3bp1I8D+QVsPZWjZjlMBtnNckHq0IMDWh35twvXdo5fpmo5RKik1emPpbv357TXakZrl6NIAAACcEiEWaAR2HsnS4m2nbuJ0UUygLokPkYXfwNabQG8PvX5LJ71168W2OxgPeWO1/rVij0pKjaPLAwAAcCqEWKCBS0nL1cKtRyRJ7ZsG6LKWTQiwDnJ1h0gtfPQy9W0dpsKSUk38drtufjdJySdyHV0aAACA0yDEAg1YRqFFX/98WCXG6IIwX12eEEqAdbAwf0+9N6KLJg1tLx8PV63bd1JX/XOlPv4h2XYTMwAAAFSOEAs0UK5+oVp9zE2FJaWKCvTUlW3DeYzOecJiseimrrFa8Ohl6tY8WLmFJXrqi190x4x1OppZ/vnIAAAA+B/uTgw0QFkFpQq7cYLySywK8fHQkA5RcnNtfH+z2rZtm6NLOKvHu3joa38/zfwlS8t3HFPfyUt1b+cA9Yrx+sPjbtKkiWJjY2uhSgAAgPMHIRZoYPKLSvSPNWnyaBIrL1ejP10UJU93V0eXVa8y007dhfn22293cCXV594kViFXj5EiLtDkpHRl/3uO0hb/S6Yg55zH6eXtre3bthFkAQBAg0KIBRqYg+l5OpRVotL8bF3SzCo/T3dHl1Tv8rIzJUlX3zNOCR06O7ia6is10raMEm3PdJFvu74K7ZioLiHFCvOs+W9ljyTv0cxJf9Px48cJsQAAoEEhxAINTHyoryb2C9F1tz6mgKdedHQ5DhUSFafolhc6uowaiZXUISNP3209ooy8Iq066m57LFJjvCQcAADgTBwRAQ1QhK+bCg7+6ugycI4iA7x0a7dYtW8aIEnanJKuT35M4aZPAAAAIsQCwHnJw81FfVuH6ZqOUfL2cFVabqFmrU/Rj3vTVFrKo3gAAEDjRYgFgPNY8yY+ur17nC4I81WpkZJ+O6HPNhzQydxCR5cGAADgEIRYQFKzZs1ksVjKvR544IEK+1++fHmF/W/fvr2eK0dj4OXhqkHtInRl23B5uLkoNTNfH/+QrJ8PpMsYzsoCAIDGhRs7AZLWrVunkpIS2/stW7aof//+uuGGG6ocbseOHfL397e9Dw0NrbMa0bhZLBa1jvRX0yAvLfz1iA6czNOyHcf02/EcXdEmXL5WmnMAANA4cNQDqHz4/Mc//qH4+Hj16dOnyuHCwsIUGBhY7ekUFBSooKDA9j4zM7NGdQJ+nu66rlNTbU5J15o9J7T/RK5mfr9ffVuHqWW4n6PLAwAAqHNcTgycobCwUB999JH+8pe/yGKxVNlvp06dFBkZqX79+mnZsmVnHffEiRMVEBBge8XExNRW2WhELBaLOsUG6ZauMQrzsyq/uFTzt6RqwdZUFRSVnH0EAAAATowQC5xh7ty5Sk9P18iRIyvtJzIyUu+++65mz56tOXPmKCEhQf369dPKlSurHPfYsWOVkZFhe6WkpNRy9WhMQnyturFLjLo1C5ZF0o7ULH30Q7KS03IdXRoAAECd4XJi4AzvvfeeBg4cqKioqEr7SUhIUEJCgu19z549lZKSosmTJ+uyyy6rdDir1Sqr1Vqr9aJxc3WxqGd8iJo18dZ3W48oI69IX2w6qHhfV1ncPBxdHgAAQK3jTCxwmv3792vx4sUaNWpUjYft0aOHdu3aVQdVAWcXGeCl27rHqn3TAEnSnmxXRY78p3an8SgeAADQsBBigdO8//77CgsL09VXX13jYTdt2qTIyMg6qAqoHndXF/VtHaY/XRQlT1cj95AYjV1yQv9cvEvFJaWOLg8AAKBWEGKB35WWlur999/XiBEj5OZmf6X92LFjNXz4cNv7qVOnau7cudq1a5e2bt2qsWPHavbs2XrwwQfru2ygnGYhProiokg521epxEivLd6pP7+9VtsOczdsAADg/AixwO8WL16s5ORk/eUvfyn32eHDh5WcnGx7X1hYqMcee0wdOnRQ7969tXr1an3zzTe67rrr6rNkoFJWV+n4l5P0SPdABXi565eDGRryxmq9tminCos5KwsAAJwXN3YCfjdgwAAZYyr8bMaMGXbvH3/8cT3++OP1UBXwx/SJ89Jt/Trr6blbtPDXI/rnkl36bmuqXrm+o9pHBzi6PAAAgBrjTCwANHBh/p7617DOeuOWTgr28dD21Cxd+/YaTVqwXfk8VxYAADgZQiwANAIWi0VDOkZp0ejLNKRjlEpKjd5ZvkeDXl+lDfvTHF0eAABAtRFiAaARCfG16o1bOulfwzor1M+q347l6PppSXr+q1+VW1js6PIAAADOihALAI3QlRdGaNHoyzT04mgZI01fs1f9p6zU0u1HHF0aAABAlQixANBIBXp76NUbO+r9O7qqaaCXDqbn6S8z1uv+mRt0JDPf0eUBAABUiBALAI1cYkKYFo6+THdf1kKuLhbN/yVV/V5doRlr9qqktOI7dgMAADgKIRYAIB+rm54a1EZfPXipLooJVHZBscZ/9av+/PYabTmY4ejyAAAAbAixAACbtlH+mn1fL71wbTv5ebrp5wMZuubN1Xr+q1+VXcCNnwAAgOMRYgEAdlxdLBrWI05LxvTR4A6RKrXd+GmF5v9yWMZwiTEAAHAcQiwAoEJh/p5689aLNeOOrooJ9tLhjHzdP3Ojbn/vB+08kuXo8gAAQCNFiAUAVOnyhDAtfLSPHu57gTzcXLRm9wkN/OcqTfhqqzLyihxdHgAAaGQIsQCAs/LycNWYAQlaMqaPBrQNV0mp0ftr9qnv5OWatS5ZpdzFGAAA1BNCLACg2mKCvfXu8C768C/dFB/qoxM5hXpi9i+69u01WrcvzdHlAQCARoAQCwCosctahWrBo5fp6avbyNd66i7GN0xL0r3/t0F7j+c4ujwAANCAEWIBAOfE3dVFo3q30LLHLtct3WLlYpEWbE1V/ykrNH7eVqXlFDq6RAAA0AARYgEAf0ion1UTr2uvBY9epsSEUBWXGs1Yu099Xlmmf63Yo/yiEkeXCAAAGhBCLACgVrQK99P7d3TTR3d2V5tIf2XlF2vit9vV79UV+nzDAZVw8ycAAFALCLEAgFp1acsm+vqhS/XK9R0U7m/VwfQ8PfbZTxrw2grN/+UwdzIGAAB/CCEWAFDrXF0suqFLjJY/lqixA1sr0Ntde47l6P6ZG3XNW6u1bMdRGUOYBQAANUeIBQDUGS8PV93TJ14rH0/Uw/1aysfDVVsOZuqO99fpxn8l6fvfTji6RAAA4GQIsQCAOufv6a4x/Vtp1RN9dVfv5rK6uWjdvpO6+d3vdeO0JK3adYwzswAAoFrcHF0AAKDubNu2zdEllDMwUup2VRN9vi1bS/bm6sd9aRr23o9qGeyuG9r6qnOkVRaL5Q9Pp0mTJoqNja2FigEAwPmEEAsADVBm2jFJ0u233+7gSqrm6hci/25D5dvxSu1Kk15afVIFqbuVsXaW8nZ9L+ncz856eXtr+7ZtBFkAABoYQiwANEB52ZmSpKvvGaeEDp0dXM3Z5ZdIuzJLtCfbRdaICxR23Tj5uRm19C9RrE+pXGt4YvZI8h7NnPQ3HT9+nBALAEADQ4gFgAYsJCpO0S0vdHQZ1XKBpLzCEm1KOamfUjKUVVyqjWlu2p7tqo4xgerQNECe7q6OLhMAADgYIRYAcN7w8nBVr/gm6hwXpK0HM7UpJV3ZBcVK2nNC6/am6cIof3WKDVKAl7ujSwUAAA5CiAUAnHesbq66OC5IHWMCtetoljbsP6nj2YX66UCGfj6QoRahPuoQHaiYIK9auQkUAABwHoRYAMB5y9XFotYR/koI91PKyTxt3H9S+9NytedYjvYcy1GQt7s6RgeqdaSfrG5cagwAQGNAiAUAnPcsFotig70VG+ytE9kF+vlghrYdztTJ3CIt33lMa/YcV5sIf3WIDlCIr9XR5QIAgDpEiAUAOJUQX6sSE8LUKz5E2w9n6acD6TqZW6SfD2bo54MZigzwVJSriyzuno4uFQAA1AFCLADAKVndfr9rcXSADpzM008H0vXb8RwdzsjXYbkp+oEP9da6dN0fclIXxwby21kAABoIQiwAwKlZLBbFBHsrJthbOQXF+vVwpn7ef1zZ8taSvXla8s5atQzz1Q1dovWni5oq3J8ztAAAODMXRxcAAEBt8bG6qWuzYA2ILFLqzCd0eZyXPN1dtOtotl6av109Ji7Rrf/+Xv9dl6KMvCJHlwsAAM4BZ2IBAA2OxSIVHNiqh7sH6vW27fXVT4f0xcaDWr//pNbuOaG1e07o6S+3qG9CmK7tFKXLE8Lk6c7djQEAcAaEWABAg+bv6a7busfptu5xSknL1byfDmnupoPadTRbC7amasHWVPla3dS3dZgGtotQn4RQeXuwewQA4HzFXhoA0GjEBHvrgcQLdP/l8dp2OEtf/nRQ8zYf0uGMfM376ZDm/XRInu4u6tMqVAPbRapvmzD5e7o7umwAAHAaQiwAoNGxWCxqG+WvtlH+euLK1tp8IF0LtqTq2y2HlZKWp++2HtF3W4/I3dWiHi1C1Ld1mPq2DlNciI+jSwcAoNEjxAIAGjUXF4sujg3SxbFBGjuwtbYeytR3W1P17ZZU7T6arVW7jmvVruOa8NWvig/1+T3QhqtLsyC5u3J/RAAA6ht7X0DS+PHjZbFY7F4RERFVDrNixQp17txZnp6eatGihaZNm1ZP1QKoKxaLRe2aBuivAxK0eEwfLR7TR08Naq0eLYLl6mLRnmM5+veqvbrl39/r4hcW6Z7/W6//S9qn345lyxjj6PIBAGgUOBML/O7CCy/U4sWLbe9dXSu/U+nevXs1aNAg3XXXXfroo4+0Zs0a3X///QoNDdXQoUPro1wA9eCCMF9dEOaruy+LV0ZekVbtOqal249q+Y5jSssptF12LElNA710yQUhuuSCJrrkgiZq4mt1cPUAADRMhFjgd25ubmc9+1pm2rRpio2N1dSpUyVJbdq00fr16zV58uQqQ2xBQYEKCgps7zMzM/9QzQDqT4CXuwZ3iNLgDlEqKTX65WCG1uw+rtW7jmvD/pM6mJ6n/64/oP+uPyBJig/1UddmweraLFjdmgcrOshLFoulXmtOTk7W8ePH63Wa55MmTZooNjbW0WUAAGoZIRb43a5duxQVFSWr1aru3bvrpZdeUosWLSrsNykpSQMGDLDrduWVV+q9995TUVGR3N0rvpvpxIkTNWHChFqvHUD9cnWx6KKYQF0UE6gHEi9QXmGJftyXZgu1vx7O1J5jOdpzLEefrkuRJEX4e6pLsyB1a34q2CaE+8nFpe5CbXJyslq3aaO83Nw6m8b5zsvbW9u3bSPIAkADQ4gFJHXv3l0ffvihWrVqpSNHjujFF19Ur169tHXrVoWEhJTrPzU1VeHh4XbdwsPDVVxcrOPHjysyMrLC6YwdO1Zjxoyxvc/MzFRMTEztzgyAeufl4ao+rULVp1WoJCk9t1Dr953Uun1p+nFfmn45kKHUzHx9/fNhff3zYUmSn6ebOkYHqkN0gDpEB6pjTIAi/D1r7Wzt8ePHlZebq9ueeEXhsfG1Mk5nciR5j2ZO+puOHz9OiAWABoYQC0gaOHCg7f/t27dXz549FR8frw8++MAudJ7uzAPNspu6VHUAarVaZbXyOzmgoQv09tAVbcN1RdtTf+zKKyzR5pR0rduXpnX70rRx/0ll5Rdr9e7jWr37f5f7hvpZ1TE64FS4jQlUh6YBCvLx+EO1hMfGK7rlhX9oHAAAnE8IsUAFfHx81L59e+3atavCzyMiIpSammrX7ejRo3Jzc6vwzC2Axs3Lw1U940PUM/5U+1BcUqrtqVn6+UCGfj6Qrp8OZGjnkSwdyyrQ4m1HtXjbUduwUQGeahPpr9aRfmoT6a82kf5qFuIj1zq8FBkAgPMZIRaoQEFBgbZt26bevXtX+HnPnj311Vdf2XVbuHChunTpUunvYQGgjJuri9o1DVC7pgG6tfupS13zCkv06+EMbU45FWx/PpChvcdzdCgjX4cy8rVk+/+CrZe7q1pF+KlNxKlg2zL81F2UQ32t9X7zKAAA6hshFpD02GOPaciQIYqNjdXRo0f14osvKjMzUyNGjJB06resBw8e1IcffihJuvfee/Xmm29qzJgxuuuuu5SUlKT33ntPn3zyiSNnA4AT8/JwVee4YHWOC7Z1y8wv0o7ULG07nKlthzP16+Es7UjNVF5RiX5KSddPKel24/D3dLM9FsizMFteLboou1gqNUYuhFsAQANBiAUkHThwQLfccouOHz+u0NBQ9ejRQ99//73i4uIkSYcPH1ZycrKt/+bNm2v+/PkaPXq03nrrLUVFRen111/nGbEAapW/p7vtMT1lSkqN9p/I0bbDp8Lt9tRM7T6areS0XGXmF2tjcro2JqdLksJuGK/vDkmLU/coyNtdwT4eCvL2UKCXuwK9PRTg7S4v98qfiQ0AwPmIEAtI+vTTT6v8fMaMGeW69enTRxs3bqyjigCgYq4uFrUI9VWLUF9d3eF/d0LPLyrRvhM52n00W7uOZGvdzhQt37BNnmHNVFIqHc8u1PHswnLjs7q5KNDbXYFep0JtkJe7An5/7+nuwuXJAIDzDiEWAIAGwNPdVa0j/NU6wl+StDEkW588+JBGvzlHftEtlZZTqLTcQqXnFp165RUqp6BEBcWlOpJZoCOZBeXGaXVzUYCX+/9Crpf7qZe3u3w8XAm4AACHIMQCANCAWSynHvkT6O2hFmd8VlRSqoy8/4XaDFvALVJ2QbEKikt1NKtAR7PKB1w3F4tdqA3wclfg7+/9PN25ezIAoM4QYgEAaKTcXV3UxNeqJr7ln19dXFKq9Lwi+5CbV6SM3CJl5ReruNToRE6hTuSUv0TZYjn1e15byD3tFejtLndXl/qYPQBAA0WIBQAA5bhVEXBLSo2y8v8XcDPy7F/Fpcb2/4p4e7janbktO5Mb4HXqRlNcpgwAqAohFgAA1Iiri8V2iXJciP1nxhjlFJacujS57Oxt2Su3SPnFpcotLFFuYYkOZ+SXG7eHq4tdqD096Ppa3XhUEACAEAsAAGqPxWKRr9VNvlY3NQ3yKvd5QVHJ/y5T/j3YloXc7IJiFZaU6lhWgY5V8DtcV4tF/l5u9pco/37TKX8vN7m5cJkyADQGhFgAAFBvrO6uCnd3Vbi/Z7nPiktKlZlfrPTc/53BLQu8mXlFKjFGJ3OLdDK34suUfa1up87certLOS7yatVTBzOL1aGkVG78DhcAGgxCLAAAOC+4uboo2MdDwT4e5T4rNUbZ+cW2UJtxxlncwpJSZRcUK7ugWAfS8yS5KezP4/TQgmNyX7RALZr46oJwX7UM81XLMD+1DPdVsxAfebgRbgHA2RBiAQDAec/FYpG/l7v8vdzLfWaMUV5RiS3YpucV6fCRY9q1Z48CYhKUX2y040iWdhzJshvO1cWiZiHeahnmp1YRfmob6ae2kQGKCfbi5lIAcB4jxAIAAKdmsVjk7eEmbw83RQac+h3ugZJUrXpujL5av14RLdpo19Fs7T6SrV1Hs2z/zyoo1p5jOdpzLEcLtqbaxudndVObSH+1ifRT2yh/tY0MUMtwX3m6uzpqFgEApyHEAgCABsvFYlF0kLeig7yVmBBm626M0ZHMAu08kmV7/Xo4UztTT4XbH/el6cd9abb+XV0sig/1UdtIf7WN8leH6EC1bxogHyuHUgBQ32h5AQAN1rZt2xxdgsM05nk/3dmWg6+ki32ki1tIauGj4lJvHcwq1r70Iu09+fu/6UXKKjTaeSRbO49ka+7mQ5IkF4sU7e+mlsHuahnsoZbB7ooJcJOby/lzKXJBQYGs1vLP+m0smjRpotjYWEeXAaCWEWIBAA1OZtoxSdLtt9/u4EocLzs729ElOERtrwOuviHyCGsu9/AW8giPlzWypdz8w5ScUazkjGIt2ZsnSSotylfhkT0qPLxLBQd+Vf6BX1Wam14rNZwbiyTjwOk7lpe3t7Zv20aQBRoYQiwAoMHJy86UJF19zzgldOjs4GocY9uPK/TtB/9Ufn6+o0txiPpYB/JKCnWywKKThS5KK7ToZIFFRe6e8oy+UJ7RF0pdr5Uk+boZNbGWKsR66l8fN6k+7htVtg401u3gSPIezZz0Nx0/fpwQCzQwhFgAQIMVEhWn6JYXOroMhziSvMfRJZwX6nMdMMYoPbdIqZn5Ss3I16GMPB3PLlR2sUXZxa7al3OqPx8PV0UFeikq0EvRQV4K8fGok7shl60DjXk7ANAwEWIBAABqgcViUZCPh4J8PNQm0l+SlF9UosMZ+TqYnqdD6Xk6mlmgnMIS7TqarV1HT13q7e3hqthgb8UEeysmyEt+nuUfIwQA+B9CLAAAQB3xdHdV8yY+at7ER5JUXFKqI5kFOpiRp4MnTwXb3MISbU/N0vbUU8+xDfJ2t4Xa6CAvWd14tA8AnI4QCwAAUE/cXF3UNMhLTYO8pGZScWmpUjPylZyWq5S0PB3JzNfJ3CKdzM3QTwcyZLFIkQGep4JwiI+C6+jSYwBwJoRYAAAAB3FzcbE9x1bxpy4/PnAyTylpuUo+mav03CIdSs/XofR8rdl9QgFe7moe4qNmTbzVNMhLbi4ujp4FAKh3hFgAAIDzhKe7qy4I89UFYb6SpMy8Iu09kaO9x3N0IC1PGXlF2nwgXZsPpMvd1aLYYG+1aOKr5k185OXBZccAGgdCLAAAwHnK38tdHaMD1TE6UIXFpUo5mau9x0+F2tzCEu05lqM9x3JksUjRgV5qGean+DAfeXtwiAeg4aKFAwAAcAIebi6KD/VVfKivjDE6mlWgvcdz9NuxHB3LLlDKyTylnMzTsh1S0yAvWRUoF+9AR5cNALWOEAsAAOBkLBaLwv09Fe7vqR4tQpSeW6jdvz+252hWgQ6czJMUqegHPtDm/GJZDqSrZZgvZ2gBNAi0ZAAAAE4u0NtDXZoFq0uzYGXkFWn30Wxt3p2ibBcvZZS6avmOY1qx85jigr3VJtJfLZr4yM2Vm0IBcE60XgAAAA1IgJe7OscF6SLt04F37lAL9wyF+1tljLTvRK6+3ZKqf6/aq0W/HtGBk7kyxji6ZACoEc7EAgAANFAlmccU456ji7rG6mROobanZml7aqYy84v16+FM/Xo4U36ebmod4ac2Ef4K8vFwdMkAcFaEWAAAgEYgyMdDPeND1KNFsA6l52tbaqZ2HclWVn6x1u07qXX7TirC31PtmvqrVbif3LncGMB5ihALAADQiFgsFjUN8lLTIC9d3ipUvx3P0fbULO07kaPUzHylZuZr5c7jah3hp3ZNAxTqZ3V0yQBghxALAADQSLm5uqhVuJ9ahfspp6BY2w5nasuhTGXkFenngxn6+eCp39O2iwpQq3A/ebhxdhaA4xFiAQAAIB+rm7o0C1bnuCClnMzTloMZ2nMsW0cyC3Qk86hW7jqmhAg/tW8aoDA/T0eXC6ARI8QCAADAxmKxKDbYW7HB3sotLNa2w1n65WCGMvKKtOVgprYczFRUgKcuiglUi1BfubpYHF0ygEaGEAsAAIAKeXu4qXNckC6ODdTB9Dz9ciBDu49l61BGvg5lpMrX6qb20QFqF+Uvbw8OKwHUD1obAAAAVMlisSg6yFvRQd7KLijWLwcy9MvBDGUXFCtpzwn9uDdNrcJ9dVF0oML8udQYQN0ixAIAAKDafK1u6hkfoq7Ng7TrSLY2p6TraFaBth3O0rbDWYoM8FSnmEDFh/rKhUuNAdQBQiwAAABqzM3FRW0i/dU6wk+pmfnanJKu3UezdTgjX4czUuXv6aZOsUG6MMqfZ84CqFWEWAAAAJwzi8WiyAAvRQZ42S41/vlgujLzi7Vi5zF9/9sJdYgOUMfoQPlYOfQE8MfRkgAAAKBWlF1q3KVZkLYdztTG5HRl5BVp3b6T2rg/Xa0j/XRxbJCCfTwcXSoAJ0aIBQAAQK1yd3VRh+hAtWsaoN+O5WjD/pNKzczX1kOZ2nooU82b+KhzbJCiAj1lsfC7WQA1ww8UAEkTJ05U165d5efnp7CwMF177bXasWNHlcMsX75cFoul3Gv79u31VDUAAOc3F4tFF4T56qauMbqhc7TiQ30kSXuP5+jzjQf02YYD2ns8R8YYB1cKwJlwJhaQtGLFCj3wwAPq2rWriouLNW7cOA0YMEC//vqrfHx8qhx2x44d8vf3t70PDQ2t63IBAHA6UYFeigr00sncQm1MPqlth7J0OCNf8346pCa+HuraLFgXhPnKhTOzAM6CEAtIWrBggd37999/X2FhYdqwYYMuu+yyKocNCwtTYGBgtaZTUFCggoIC2/vMzMwa1woAgDML8vZQv9bh6tE8RBuTT+qXgxk6nl2ob7ekKtDLXZ2bBalNhL9ceTwPgEpwOTFQgYyMDElScHDwWfvt1KmTIiMj1a9fPy1btqzKfidOnKiAgADbKyYmplbqBQDA2fhY3dS7Zaj+cklz9WgeLE83F6XnFWnJtqOasXafNiWfVFFJqaPLBHAeIsQCZzDGaMyYMbr00kvVrl27SvuLjIzUu+++q9mzZ2vOnDlKSEhQv379tHLlykqHGTt2rDIyMmyvlJSUupgFAACchqe7q7q3CNEdlzRX75ZN5OPhquyCYq3cdVzvr9mnH/emqaCoxNFlAjiPcDkxcIYHH3xQP//8s1avXl1lfwkJCUpISLC979mzp1JSUjR58uRKL0G2Wq2yWq21Wi8AAA2Bh5uLLo4NUofoAG07nKUN+08qI69ISb+d0Ib9J9UhOkAXxwbJy8PV0aUCcDDOxAKneeihhzRv3jwtW7ZM0dHRNR6+R48e2rVrVx1UBgBA4+Dm4qL2TQM0vEecrrwwXCE+HiosKdX6/Sf1/tq9WrXrmHIKih1dJgAH4kwsoFOXED/00EP64osvtHz5cjVv3vycxrNp0yZFRkbWcnUAADQ+Li4WtY7wV0K4n347nqMf96bpaFaBNian66cDGWrfNECd44Lka+VwFmhs2OoBSQ888IA+/vhjffnll/Lz81NqaqokKSAgQF5eXpJO/Z714MGD+vDDDyVJU6dOVbNmzXThhReqsLBQH330kWbPnq3Zs2c7bD4AAGhoLBaL4kN91aKJj/adyNWPe9OUmpmvzSnp+uVghi6M9FfnZkHy93R3dKkA6gkhFpD0zjvvSJIuv/xyu+7vv/++Ro4cKUk6fPiwkpOTbZ8VFhbqscce08GDB+Xl5aULL7xQ33zzjQYNGlRfZQMA0GhYLBY1b+KjZiHeSk7L1Y/70nQoPV8/H8zQlkMZahPpr67NghXgRZgFGjpCLKBTlxOfzYwZM+zeP/7443r88cfrqCIAAFARi8WiuBAfxYX46MDJXP2wN00HTuZp66FM/Xo4U60j/NS12dkfkQfAeRFiAQAA4JSig7wVHeStQ+l5+nFvmvan5Wrb4SxtP5ylaG9XuYfwPHagIeLuxAAAAHBqUYFeurZTU93UJUbNm/jISErJdVXknW/pYCZ3MgYaGkIsAAAAGoSIAE9d0zFKt3SLUZRXqfL3/6ym/lx4CDQ0hFgAAAA0KGF+nuoZWqyjn413dCkA6gAhFgAAAA1TKZcSAw0RIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAAACA0yDEAgAAAACcBiEWAAAAAOA0CLEAAAAAAKdBiAUAAAAAOA1CLAAAAADAaRBiAQAAAABOgxALAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGkQYgEAAAAAToMQCwAAAABwGoRYAAAAAIDTIMQCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAAACA0yDEAgAAAACcBiEWOM3bb7+t5s2by9PTU507d9aqVauq7H/FihXq3LmzPD091aJFC02bNq2eKgUAAAAaJ0Is8LtZs2bp0Ucf1bhx47Rp0yb17t1bAwcOVHJycoX97927V4MGDVLv3r21adMmPfXUU3r44Yc1e/bseq4cAAAAaDwIscDvpkyZojvvvFOjRo1SmzZtNHXqVMXExOidd96psP9p06YpNjZWU6dOVZs2bTRq1Cj95S9/0eTJk+u5cgAAAKDxcHN0AcD5oLCwUBs2bNCTTz5p133AgAFau3ZthcMkJSVpwIABdt2uvPJKvffeeyoqKpK7u3u5YQoKClRQUGB7n5GRIUnKzMz8o7NgJzs7W5J0YNdWFeTl1uq4ncGR5D2SpNR9O7XHx9vB1ThGY18GjX3+JZZBY59/iWVw7MBeSaf2ibW9ny0bnzGmVscLoHoshq0P0KFDh9S0aVOtWbNGvXr1snV/6aWX9MEHH2jHjh3lhmnVqpVGjhypp556ytZt7dq1uuSSS3To0CFFRkaWG2b8+PGaMGFC3cwEAACoVykpKYqOjnZ0GUCjw5lY4DQWi8XuvTGmXLez9V9R9zJjx47VmDFjbO9LS0uVlpamkJCQKqdTU5mZmYqJiVFKSor8/f1rbbwNEcuq+lhW1ceyqj6WVfWxrKqvrpeVMUZZWVmKioqq9XEDODtCLCCpSZMmcnV1VWpqql33o0ePKjw8vMJhIiIiKuzfzc1NISEhFQ5jtVpltVrtugUGBp574Wfh7+/PgU41sayqj2VVfSyr6mNZVR/LqvrqclkFBATUyXgBnB03dgIkeXh4qHPnzlq0aJFd90WLFtldXny6nj17lut/4cKF6tKlS4W/hwUAAADwxxFigd+NGTNG//nPfzR9+nRt27ZNo0ePVnJysu69915Jpy4FHj58uK3/e++9V/v379eYMWO0bds2TZ8+Xe+9954ee+wxR80CAAAA0OBxOTHwu5tuukknTpzQ888/r8OHD6tdu3aaP3++4uLiJEmHDx+2e2Zs8+bNNX/+fI0ePVpvvfWWoqKi9Prrr2vo0KGOmgUbq9Wq5557rtylyyiPZVV9LKvqY1lVH8uq+lhW1ceyAho27k4MAAAAAHAaXE4MAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFnNTbb7+t5s2by9PTU507d9aqVauq7H/FihXq3LmzPD091aJFC02bNq2eKnW8miyrOXPmqH///goNDZW/v7969uyp7777rh6rdayarldl1qxZIzc3N1100UV1W+B5pKbLqqCgQOPGjVNcXJysVqvi4+M1ffr0eqrWsWq6rGbOnKmOHTvK29tbkZGRuuOOO3TixIl6qtZxVq5cqSFDhigqKkoWi0Vz58496zCNtW2v6bJq7G070NAQYgEnNGvWLD366KMaN26cNm3apN69e2vgwIF2z7E93d69ezVo0CD17t1bmzZt0lNPPaWHH35Ys2fPrufK619Nl9XKlSvVv39/zZ8/Xxs2bFBiYqKGDBmiTZs21XPl9a+my6pMRkaGhg8frn79+tVTpY53Lsvqxhtv1JIlS/Tee+9px44d+uSTT9S6det6rNoxarqsVq9ereHDh+vOO+/U1q1b9dlnn2ndunUaNWpUPVde/3JyctSxY0e9+eab1eq/MbftNV1WjbltBxokA8DpdOvWzdx777123Vq3bm2efPLJCvt//PHHTevWre263XPPPaZHjx51VuP5oqbLqiJt27Y1EyZMqO3Szjvnuqxuuukm8/TTT5vnnnvOdOzYsQ4rPH/UdFl9++23JiAgwJw4caI+yjuv1HRZvfLKK6ZFixZ23V5//XUTHR1dZzWejySZL774osp+GnPbfrrqLKuKNJa2HWiIOBMLOJnCwkJt2LBBAwYMsOs+YMAArV27tsJhkpKSyvV/5ZVXav369SoqKqqzWh3tXJbVmUpLS5WVlaXg4OC6KPG8ca7L6v3339eePXv03HPP1XWJ541zWVbz5s1Tly5d9PLLL6tp06Zq1aqVHnvsMeXl5dVHyQ5zLsuqV69eOnDggObPny9jjI4cOaLPP/9cV199dX2U7FQaa9teGxpL2w40VG6OLgBAzRw/flwlJSUKDw+36x4eHq7U1NQKh0lNTa2w/+LiYh0/flyRkZF1Vq8jncuyOtOrr76qnJwc3XjjjXVR4nnjXJbVrl279OSTT2rVqlVyc2s8u5NzWVa//fabVq9eLU9PT33xxRc6fvy47r//fqWlpTXo38Wey7Lq1auXZs6cqZtuukn5+fkqLi7WNddcozfeeKM+SnYqjbVtrw2NpW0HGirOxAJOymKx2L03xpTrdrb+K+reENV0WZX55JNPNH78eM2aNUthYWF1Vd55pbrLqqSkRLfeeqsmTJigVq1a1Vd555WarFelpaWyWCyaOXOmunXrpkGDBmnKlCmaMWNGgz8bK9VsWf366696+OGH9eyzz2rDhg1asGCB9u7dq3vvvbc+SnU6jbltP1eNsW0HGprG86dzoIFo0qSJXF1dy53FOHr0aLm/yJeJiIiosH83NzeFhITUWa2Odi7LqsysWbN055136rPPPtMVV1xRl2WeF2q6rLKysrR+/Xpt2rRJDz74oKRTQc0YIzc3Ny1cuFB9+/atl9rr27msV5GRkWratKkCAgJs3dq0aSNjjA4cOKCWLVvWac2Oci7LauLEibrkkkv0t7/9TZLUoUMH+fj4qHfv3nrxxRc5u3iaxtq2/xGNrW0HGirOxAJOxsPDQ507d9aiRYvsui9atEi9evWqcJiePXuW63/hwoXq0qWL3N3d66xWRzuXZSWd+iv9yJEj9fHHHzea3+HVdFn5+/vrl19+0ebNm22ve++9VwkJCdq8ebO6d+9eX6XXu3NZry655BIdOnRI2dnZtm47d+6Ui4uLoqOj67ReRzqXZZWbmysXF/vDE1dXV0n/O8uIUxpr236uGmPbDjRYDrqhFIA/4NNPPzXu7u7mvffeM7/++qt59NFHjY+Pj9m3b58xxpgnn3zSDBs2zNb/b7/9Zry9vc3o0aPNr7/+at577z3j7u5uPv/8c0fNQr2p6bL6+OOPjZubm3nrrbfM4cOHba/09HRHzUK9qemyOlNjujtxTZdVVlaWiY6ONtdff73ZunWrWbFihWnZsqUZNWqUo2ah3tR0Wb3//vvGzc3NvP3222bPnj1m9erVpkuXLqZbt26OmoV6k5WVZTZt2mQ2bdpkJJkpU6aYTZs2mf379xtjaNtPV9Nl1ZjbdqAhIsQCTuqtt94ycXFxxsPDw1x88cVmxYoVts9GjBhh+vTpY9f/8uXLTadOnYyHh4dp1qyZeeedd+q5YsepybLq06ePkVTuNWLEiPov3AFqul6drjGFWGNqvqy2bdtmrrjiCuPl5WWio6PNmDFjTG5ubj1X7Rg1XVavv/66adu2rfHy8jKRkZHmtttuMwcOHKjnquvfsmXLqmx/aNv/p6bLqrG37UBDYzGGa3MAAAAAAM6B38QCAAAAAJwGIRYAAAAA4DQIsQAAAAAAp0GIBQAAAAA4DUIsAAAAAMBpEGIBAAAAAE6DEAsAAAAAcBqEWAAAADQoK1eu1JAhQxQVFSWLxaK5c+fWeBzGGE2ePFmtWrWS1WpVTEyMXnrppdovFkCNuTm6AAAAAKA25eTkqGPHjrrjjjs0dOjQcxrHI488ooULF2ry5Mlq3769MjIydPz48VquFMC5sBhjjKOLAAAAAOqCxWLRF198oWuvvdbWrbCwUE8//bRmzpyp9PR0tWvXTpMmTdLll18uSdq2bZs6dOigLVu2KCEhwTGFA6gUlxMDAACgUbnjjju0Zs0affrpp/r55591ww036KqrrtKuXbskSV999ZVatGihr7/+Ws2bN1ezZs00atQopaWlObhyABIhFgAAAI3Inj179Mknn+izzz5T7969FR8fr8cee0yXXnqp3n//fUnSb7/9pv379+uzzz7Thx9+qBkzZmjDhg26/vrrHVw9AInfxAIAAKAR2bhxo4wxatWqlV33goIChYSESJJKS0tVUFCgDz/80Nbfe++9p86dO2vHjh1cYgw4GCEWAAAAjUZpaalcXV21YcMGubq62n3m6+srSYqMjJSbm5td0G3Tpo0kKTk5mRALOBghFgAAAI1Gp06dVFJSoqNHj6p3794V9nPJJZeouLhYe/bsUXx8vCRp586dkqS4uLh6qxVAxbg7MQAAABqU7Oxs7d69W9Kp0DplyhQlJiYqODhYsbGxuv3227VmzRq9+uqr6tSpk44fP66lS5eqffv2GjRokEpLS9W1a1f5+vpq6tSpKi0t1QMPPCB/f38tXLjQwXMHgBALAACABmX58uVKTEws133EiBGaMWOGioqK9OKLL+rDDz/UwYMHFRISop49e2rChAlq3769JOnQoUN66KGHtHDhQvn4+GjgwIF69dVXFRwcXN+zA+AMhFgAAAAAgNPgETsAAAAAAKdBiAUAAAAAOA1CLAAAAADAaRBiAQAAAABOgxALAAAAAHAahFgAAAAAgNMgxAIAAAAAnAYhFgAAAADgNAixAAAAAACnQYgFAAAAADgNQiwAAAAAwGn8P7s/uKCMTIbTAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "capital_cost_onwind_generators = []\n", - "for idx in network_list:\n", - " capital_cost_onwind_generators_idx = idx.generators.capital_cost.loc[idx.generators.carrier == \"onwind\"].sum().sum()\n", - " capital_cost_onwind_generators.append(capital_cost_onwind_generators_idx)\n", - "\n", - " \n", - "sorted(capital_cost_onwind_generators)\n", - "sns.histplot(capital_cost_onwind_generators, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for onwind generator across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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t2zbZsWNHue0RGRkp9evXl//973+yY8cOWbp0qbz66qvGZaIy8y5r+1GZbVxl6v7mm28EgDz88MOyevVqWbRokTRs2FBCQ0NNatDr9XLvvfeKo6OjTJs2TTZt2iTfffedBAYGSpMmTSQnJ8c4bmhoqAQFBUmTJk1k4cKFsmHDBhkyZIgAMKnF3P2livYJ09LSZOTIkfK///1Ptm7dKuvXr5fXXntN1Gq1/Pjjj8ZpREdHi729vdx3333G70/xNqOy65/AwEAZPHiwrFq1SlavXi3Jycnltq+5y/1bb70lAOShhx6S3377TTZu3CgzZ86Ut95665afrTn7VSIiP//8s3G9tnHjRtm8ebPMnTtXXnnlFeM4t1oWy5KYmCgffPCBAJCvv/661H5B8X5XgwYNZO7cubJp0yZ56aWXBIDJZ5SdnS0tW7YULy8vmTlzpmzevFk+//xzcXV1lXvuuafMoF4sKytLPD09pU2bNvLrr7/Kjh07ZMmSJfLCCy/IiRMnjOOVFzpDQ0Nl5MiRxuXSyclJevToIb1795bXXntNNm7cKDNmzBCNRiNjxowxvv5OQ+ecOXNk+vTpsmrVKtmxY4f8+OOP0qJFC4mMjDT+oHSrdXvJ0Jmbm2v8YeGTTz6RjRs3yltvvSU2NjZy3333laoxLCxM2rVrJ7/++qusXbtWunfvLjY2NiYHC253f8hkXmaPKf+/IXr77bdNhhcfmfv0009NhsfGxoq9vb3897//NQ4r/vX75iMuIjd2VNVqtVy+fFlE/v9DjIiIMPkVT6/XS0BAgDRr1szk15HMzEzx8fGRTp06GYe1b99eAgICJDc31zgsIyNDPDw8bjt03nPPPeLm5lbqV72bjRo1SpycnIzvpdgnn3wiAIwruTlz5pTbFpUJnQ8++KDJ8L///lsAyHvvvWccVnIDVryz+tFHH5m8dsmSJQJA5s2bZxzWtGnTMoPOgAEDpGXLlhXWWJaJEycKAPnnn39Mhr/44ouiUqnk9OnTxmHFv5ZWll6vl8LCQlm4cKFoNBpJSUkxPlfZ72B536FevXoZh5kTOs1dTlJTU8XOzq7cz/VWoXPnzp0CQCZPnlzuOCdPnhQAJgFPROSff/4RAPLGG28YhxUv9zfvEBW/P0dHR5Nh5r7HzMxMcXFxkS5dulS4ESm58xsTEyM2NjYmK/zi6fn5+cnQoUNN6gMgv/76q8m49913n0RGRhofX79+vcyjbiIiTk5OMm7cuHLrK8+tQqeIiK+vrzRu3Nj4uOR7/f333wWAHDp0qNxpVFR7eevrsuYlcmNZU6lUpebXu3dvcXFxkezsbJP3dqvQKSLSv3//co8Qlqz70UcfFZ1OJzExMSbj9evXTxwcHCQtLc1kPiU3nMVHj28OtmXp0KGD+Pj4mPxSXVRUJFFRURIUFGT8PhYv/zeHvPK88847AqBSv/gWr6Peeecd8fT0NFkOzP0sytp2ffzxxxUeASxmMBiksLBQduzYIQDk8OHDxufMDZ0RERESERFhsn4sydz2joqKkkGDBlU4v5dfftmsuoqVte6qzLqveFuxZcuWW84rKSlJAFR4pk9l5l1W6LyZOds4c+rW6/Xi5+cn7du3Nxl++fJlsbW1NamhOLAsXbrUZNy9e/cKAJk9e7ZxWGhoqNjZ2ZnsB+Xm5oqHh4eMGjXKOMzc/aXy9gnLUlRUJIWFhfLMM89Iq1atTJ5zdHQ0CRzFKrv+ufvuuyusoTzlLfcXLlwQjUYjw4YNq/D15X225u5XjR49Wtzc3CqchznLYll+++23UtuAknWXrK9JkybSt29f4+Pp06eLWq0ute0s3h6uXbu23Pnv27dPAJQ6wl1SeaFz4MCBJuONGzdOAJgEchGRQYMGiYeHh/HxnYbOmxWvly9fvlxqP7WidXvJ0Dl37twy939mzJghwI0zJG+u0dfX13jgTEQkPj5e1Gq1TJ8+3TjsdveHbnZbd699+OGHTR6vXr0aKpUKTzzxBIqKiox/fn5+aNGiRak7Kzo7O+P+++83Gfb444/DYDBg586dJsPvv/9+2NraGh+fPn0aV69exfDhw6FW/3/5Tk5OePjhh7F7927k5OQgOzsbe/fuxUMPPQQ7OzuTeQ8cOPB23jZycnKwY8cODB06FN7e3uWOt3r1avTo0QMBAQEm7dGvXz8AwI4dOwAA27ZtK7ctKmPYsGEmjzt16oTQ0FBs27at3Nds3boVAErdHGjIkCFwdHTEli1bbjnfdu3a4fDhw3jppZewYcMGZGRkmFXv1q1b0aRJE7Rr185k+MiRIyEixtoq6+DBg7j//vvh6ekJjUYDW1tbPPnkk9Dr9Thz5ozJuJX5Dpb3Hdq5cyf0er3Z9Zm7nERHRyMvL6/cz/VW1q1bBwB4+eWXyx2n+LtR8vNv164dGjdubNbnXxZz3+OuXbuQkZGBl156qVJ3ydywYQOKiorw5JNPmkzfzs4O3bp1K7WuUalUpZb35s2b4/Lly2bNr127dliwYAHee+897N69G4WFhWbXeis31vXla9myJbRaLZ5//nn8+OOPuHDhwm3Np+T6uiJNmzZFixYtTIY9/vjjyMjIwIEDB25r/ubaunUrevbsieDgYJPhI0eORE5ODqKjo02Gl1x+mzdvDgAVfrbZ2dn4559/MHjwYJMbX2k0GgwfPhxXrlzB6dOnK137unXr0LBhQ5MbQ5Vl69at6NWrF1xdXY3rqLfffhvJycml7mhsic/iwoULePzxx+Hn52ecf7du3QAAJ0+erNS0zpw5g/Pnz+OZZ54xWT/erDLt3a5dO6xbtw4TJ07E9u3bkZube1vv8VYqu+5zd3fHPffcc8vpenh4ICIiAh9//DFmzpyJgwcPwmAw3NG8S6rMNs7cuk+fPo34+HgMHTrUZHhISAg6d+5sMmz16tVwc3PDwIEDTda/LVu2hJ+fX6n1b8uWLRESEmJ8bGdnh4YNG5oso+buLxUruU9Y7LfffkPnzp3h5OQEGxsb2Nra4vvvvzf7e13Z9U9l1qvmLPebNm2CXq+vcLtdrKzP1tz9qnbt2iEtLQ2PPfYYVq5ciaSkpFLTt9Sy6OfnV6q+ktvj1atXIyoqCi1btjT5PvTt2xcqlarCO7XXr18f7u7ueP311zF37lycOHGiUvWVvHt748aNAQD9+/cvNTwlJQVZWVmVmn55EhMT8cILLyA4ONj43S3e16vsernY1q1b4ejoiMGDB5sML173lFzX9OjRA87OzsbHvr6+8PHxMflsqmJ/6LZCZ8k7iCYkJEBE4OvrC1tbW5O/3bt3l/pSF98442Z+fn4AgOTk5ArnVfx8WXcxDQgIgMFgQGpqKlJTU2EwGIzTLWtelZWamgq9Xn/LG3AkJCTgjz/+KNUWTZs2BQBjeyQnJ1fYFuYq7z2WbMubJScnw8bGplR4VqlUt3xtsUmTJuGTTz7B7t270a9fP3h6eqJnz57Yt29fha9LTk4u9/Mrfr6yYmJi0LVrV8TFxeHzzz/Hn3/+ib179+Lrr78GgFIrzcp8B8tr34KCgkqtdMxdTornf7vf3evXr0Oj0VQ47q2Wo9v5DADz3+P169cBoNI3s0lISAAAtG3bttT0lyxZUmpd4+DgUGqHWKfTIS8vz6z5LVmyBCNGjMB3332Hjh07wsPDA08++STi4+MrVXdJ2dnZSE5ONn7nyxIREYHNmzfDx8cHL7/8MiIiIhAREYHPP/+8UvOqzB2fK/rO3e53wlyVXS94enqaPC6+mUhFO0ipqakQkSpf/1y/fv2W3+U9e/agT58+AIBvv/0Wf//9N/bu3YvJkyeXWXdVfxZZWVno2rUr/vnnH7z33nvYvn079u7di2XLlpU5/1sxZxmuTHt/8cUXeP3117FixQr06NEDHh4eGDRoEM6ePVupum6lsus+c5cflUqFLVu2oG/fvvjoo49w1113wdvbG6+88goyMzNva943q+w2zty6i+dZ1jax5LCEhASkpaVBq9WWWv/Gx8eXWv+WXEaBG8vpzbWau79U0ftatmwZhg4disDAQPz000+Ijo7G3r178fTTT5u9rq/s+sfc9jV3ua/MNrGseZtb//DhwzF//nxcvnwZDz/8MHx8fNC+fXts2rTJ+BpLLYvmfh+OHDlS6vvg7OwMESkzJBdzdXXFjh070LJlS7zxxhto2rQpAgICMGXKFLMCkoeHh8ljrVZb4XBzv1sVMRgM6NOnD5YtW4b//ve/2LJlC/bs2YPdu3cDqPx6uVhycjL8/PxK/ajv4+MDGxubW25PgdKfTVXsD93WrbZKvgkvLy+oVCr8+eefZd5FrOSw4h3HmxUXXfKNl5xX8fPXrl0rNY2rV69CrVbD3d0dIgKVSlVmY5QcVrxTmp+fbzK85Ifi4eEBjUaDK1eulJrmzby8vNC8eXO8//77ZT5fvBLw9PTEnj17blnfrZT3HuvXr1/uazw9PVFUVITr16+bBE8RQXx8PNq2bXvL+drY2GDChAmYMGEC0tLSsHnzZrzxxhvo27cvYmNjy72bmqenZ7mfH3Cj/SprxYoVyM7OxrJly0yOBh46dKjM8SvzHSyvfbVabaW6CTF3OSmef3nzvdWtyL29vaHX6xEfH1/uhvHm5ajkRu7q1au39RkA5r/H4u/crZalsqYPAL///rtZR33vlJeXF2bNmoVZs2YhJiYGq1atwsSJE5GYmIj169ff9nTXrFkDvV5/y25Ounbtiq5du0Kv12Pfvn348ssvMW7cOPj6+uLRRx81a16VOZJc0fqy+DtT3vqyop0Bc1hivVCSu7s71Gp1lc/H29v7lt/lX375Bba2tli9erXJDyHl9RlozmdRGVu3bsXVq1exfft249FNALfdn6c5y3Bl2tvR0RHTpk3DtGnTkJCQYDzSMnDgQJw6deq2aixLZdd9lVl+QkND8f333wO4cST4119/xdSpU1FQUIC5c+fe0Xq3sts4c+surqmibWIxLy8veHp6lrvuu/lIibnM3V8qVtb7+umnnxAeHo4lS5aYPF9yHVWRyq5/zG1fc5f7m5enkkdbSypr3pWp/6mnnsJTTz2F7Oxs7Ny5E1OmTMGAAQNw5swZhIaGVtuyWBYvLy/Y29tj/vz55T5fkWbNmuGXX36BiODIkSNYsGAB3nnnHdjb22PixImWKNnsDFGWY8eO4fDhw1iwYAFGjBhhHH7u3Lk7qsnT0xP//POPMQsVS0xMRFFR0W1t56pif+i2jnSWNGDAAIgI4uLi0KZNm1J/zZo1Mxk/MzMTq1atMhm2ePFiqNVq3H333RXOKzIyEoGBgVi8eLHJ6WnZ2dlYunQpOnbsCAcHBzg6OqJdu3ZYtmyZya8RmZmZ+OOPP0ym6evrCzs7Oxw5csRk+MqVK00e29vbo1u3bvjtt98q3MEaMGAAjh07hoiIiDLbo3gl2qNHj3LbojIWLVpk8njXrl24fPlyhTu0xV0A/PTTTybDly5diuzsbJMuAkr+2lEWNzc3DB48GC+//DJSUlIq7Pi2Z8+eOHHiRKlTxBYuXAiVSoUePXpUOK+yFC9UNwcdEcG3335b5viV+Q6W9x3q2rUrNBqN2TWau5x06NABdnZ25X6ut1J8WtKcOXPKHaf41JySn//evXtx8uTJ2+4iwtz32KlTJ7i6umLu3Lm3PM30Zn379oWNjQ3Onz9f5vRv7p7EXOYcIQNunG42evRo9O7d+45ONY2JicFrr70GV1dXjBo1yqzXaDQatG/f3nhUo3j+5tZuruPHj+Pw4cMmwxYvXgxnZ2fcddddAGD80aPk+rLk8lRcn7m19ezZ0xiMbrZw4UI4ODhUSdcgjo6OaN++PZYtW2ZSl8FgwE8//YSgoCA0bNiw0tPt168fzpw5U+GlAcVdKty8zsjNzcX//ve/Msc357MoS3nfibLWkQDwzTfflDutijRs2BARERGYP39+uTv3t9vevr6+GDlyJB577DGcPn0aOTk5Fb63yrDUuq+khg0b4s0330SzZs2My+udzLuy2zhzRUZGws/PD7/++qvJ8JiYGOzatctk2IABA5CcnAy9Xl/muvd2+rE1d3+pIiqVClqt1mTnOj4+vtQ+HFD+OslS6x9zl/s+ffpAo9FUuN2uyO3sVzk6OqJfv36YPHkyCgoKcPz48VLjlLcslqUqls8BAwbg/Pnz8PT0LPP7YG7/nyqVCi1atMBnn30GNzc3i14eYm6GKEtl1suVad+ePXsiKyur1I8bCxcuND5/J253f6hKOhXq3Lkznn/+eTz11FPYt28f7r77bjg6OuLatWv466+/0KxZM7z44ovG8T09PfHiiy8iJiYGDRs2xNq1a/Htt9/ixRdfNDn/vyxqtRofffQRhg0bhgEDBmDUqFHIz8/Hxx9/jLS0NHz44YfGcd99913ce++96N27N1599VXo9XrMmDEDjo6OSElJMY5XfA3a/PnzERERgRYtWmDPnj1lhr+ZM2eiS5cuaN++PSZOnIj69esjISEBq1atwjfffANnZ2e888472LRpEzp16oRXXnkFkZGRyMvLw6VLl7B27VrMnTsXQUFBePLJJ/HZZ5/hySefxPvvv48GDRpg7dq12LBhQ6Xaf9++fXj22WcxZMgQxMbGYvLkyQgMDMRLL71U7mt69+6Nvn374vXXX0dGRgY6d+6MI0eOYMqUKWjVqhWGDx9uHLf4l6MlS5agXr16sLOzQ7NmzTBw4EBjP4Te3t64fPkyZs2ahdDQUDRo0KDceY8fPx4LFy5E//798c477yA0NBRr1qzB7Nmz8eKLL97WTl/v3r2h1Wrx2GOP4b///S/y8vIwZ84cpKamljl+Zb6DGo0GvXv3xoQJE2AwGDBjxgxkZGRg2rRplarR3OXE3d0dr732Gt577z2Tz3Xq1KlmnV7btWtXDB8+HO+99x4SEhIwYMAA6HQ6HDx4EA4ODhgzZgwiIyPx/PPP48svv4RarUa/fv1w6dIlvPXWWwgODsb48eMr9d4q+x6dnJzw6aef4tlnn0WvXr3w3HPPwdfXF+fOncPhw4fx1VdflTn9sLAwvPPOO5g8eTIuXLiAe++9F+7u7khISMCePXuMv9BWhrOzM0JDQ7Fy5Ur07NkTHh4e8PLygru7O3r06IHHH38cjRo1grOzM/bu3Yv169fjoYceMmvax44dM16TkpiYiD///BM//PADNBoNli9fXuG14XPnzsXWrVvRv39/hISEIC8vz/jrb/G1g+XVfrsdcwcEBOD+++/H1KlT4e/vj59++gmbNm3CjBkzjGcutG3bFpGRkXjttddQVFQEd3d3LF++HH/99Vep6TVr1gzLli3DnDlz0Lp1a6jV6nJ/GJgyZYrx+q63334bHh4eWLRoEdasWYOPPvoIrq6ut/WeSpo+fTp69+6NHj164LXXXoNWq8Xs2bNx7Ngx/Pzzz5U6slVs3LhxWLJkCR544AFMnDgR7dq1Q25uLnbs2IEBAwagR48e6N+/P2bOnInHH38czz//PJKTk/HJJ5+U28egOZ9FWYp/2Pn8888xYsQI2NraIjIyEp06dYK7uzteeOEFTJkyBba2tli0aFGpYFsZX3/9NQYOHIgOHTpg/PjxCAkJQUxMDDZs2GD80czc9m7fvj0GDBiA5s2bw93dHSdPnsT//vc/4w/JN7+3GTNmoF+/ftBoNGjevLnxdDdzWGrdd+TIEYwePRpDhgxBgwYNoNVqsXXrVhw5csR4hOVO5l3ZbZy51Go1pk2bhlGjRmHw4MF4+umnkZaWhmnTpsHf39/k3hmPPvooFi1ahPvuuw9jx45Fu3btYGtriytXrmDbtm144IEH8OCDD1Zq/ubuL1VkwIABWLZsGV566SUMHjwYsbGxePfdd+Hv71/qlNBmzZph+/bt+OOPP+Dv7w9nZ2dERkZabP1j7nIfFhaGN954A++++y5yc3Px2GOPwdXVFSdOnEBSUtItt2vm7lc999xzsLe3R+fOneHv74/4+HhMnz4drq6uxjPczFkWyxIVFQUAmDdvHpydnWFnZ4fw8PBKnZkxbtw4LF26FHfffTfGjx+P5s2bw2AwICYmBhs3bsSrr76K9u3bl/na1atXY/bs2Rg0aBDq1asHEcGyZcuQlpaG3r17m11DZVUmQ5TUqFEjREREYOLEiRAReHh44I8//jA53blYeev2ss4wePLJJ/H1119jxIgRuHTpEpo1a4a//voLH3zwAe67775b3n+gpPT09DveHwJQidvASfl3sSw2f/58ad++vTg6Ooq9vb1ERETIk08+Kfv27TOOU9xXz/bt26VNmzai0+nE399f3njjjTL7ZCrvzoErVqww9rHo6OgoPXv2lL///rvUeKtWrZLmzZuLVquVkJAQ+fDDD8u8M196ero8++yz4uvrK46OjjJw4EC5dOlSmXeGPHHihAwZMkQ8PT2N0x05cqTJrduvX78ur7zyioSHh4utra14eHhI69atZfLkySZ9DV25ckUefvhhcXJyEmdnZ3n44Ydl165dlbp77caNG2X48OHi5uZmvB342bNnTcYtr5/O119/XUJDQ8XW1lb8/f3lxRdfNOlqRUTk0qVL0qdPH3F2djbeVlpE5NNPP5VOnTqJl5eXsR2eeeYZuXTpUoV1i9y4M97jjz8unp6eYmtrK5GRkfLxxx+X6q+pMnev/eOPP4x9QwYGBsp//vMfWbduXam7qVX2OzhjxgyZNm2asW+iVq1ayYYNG0zmbW6XKSLmLScGg0GmT58uwcHBotVqjX0mVaafzs8++0yioqJEq9WKq6urdOzY0aTfpeL+4ho2bCi2trbi5eUlTzzxRKn+4ipz99rKvEcRMfY96ujoKA4ODtKkSROT29OXdxfNFStWSI8ePcTFxUV0Op2EhobK4MGDTfpPLa++sqa5efNmadWqleh0OgFu9HWZl5cnL7zwgjRv3tzYj2hkZKRMmTLFePfQ8pTss6y4z75u3brJBx98UObdr0vWFR0dLQ8++KCEhoaKTqcTT09P6datm6xateqWtd88vbLW1xX10/n7779L06ZNjX0bz5w5s9Trz5w5I3369BEXFxfx9vaWMWPGyJo1a0otaykpKTJ48GBxc3MTlUplMs+y1q1Hjx6VgQMHiqurq2i1WmnRokWp9WDxnQZ/++03k+EV3UGwpOJ+I4u/nx06dCjVJ1ll7l4rcuOu02PHjpWQkBCxtbUVHx8f6d+/v0nfofPnz5fIyEhjf5bTp0+X77//vtS6w9zPorz3PGnSJAkICBC1Wm3ymezatUs6duwoDg4O4u3tLc8++6wcOHCg1DQq009ndHS09OvXT1xdXY19zI0fP95kHHPae+LEidKmTRtxd3c3ts/48eMlKSnJOE5+fr48++yz4u3tbfw+VXSX3vKWAXPXfcXbCnMkJCTIyJEjpVGjRsb+D5s3by6fffaZSTc+5s67rO1HZbdxlTFv3jypX7++aLVaadiwocyfP18eeOCBUnd/LSwslE8++cRYh5OTkzRq1EhGjRplst9R3ra7rG2YOftLt1oeP/zwQ2O/ko0bN5Zvv/22zO/xoUOHpHPnzuLg4FDqbvB3sv6piLnLvYjIwoULpW3btsa2bdWqlUkNFX225uxX/fjjj9KjRw/x9fUVrVYrAQEBMnToUDly5IhxHHOWxfLMmjVLwsPDRaPRmKxXyqu7rO95VlaWvPnmm8a+YIv7gB8/frxJt2slnTp1Sh577DGJiIgQe3t7cXV1lXbt2pXqa7W8u9eW/EzLuwt9WesVczNEWfuKJ06ckN69e4uzs7O4u7vLkCFDJCYmpsxtZHnr9vL66XzhhRfE399fbGxsJDQ0VCZNmlRuP50l3dxOd7I/dDPVvzOsNt27d0dSUhKOHTtWnbOtlRYsWICnnnoKe/fuva3TCusqc7+Dly5dQnh4OD7++GO89tpr1VQdEdV1YWFhiIqKwurVq5UuheqotLQ0NGzYEIMGDcK8efOULoeIaoEqOb2WiIiIiKxPfHw83n//ffTo0QOenp64fPkyPvvsM2RmZmLs2LFKl0dEtQRDJxEREVEdpdPpcOnSJbz00ktISUkx3jhn7ty5xq5LiIjuVLWfXktERERERER1R5V0mUJERERERERUFoZOIiIiIiIishiGTiIiIiIiIrIY3kiIyAIMBgOuXr0KZ2fn2+psnoiIiKqfiCAzMxMBAQFQq3lshqiqMHQSWcDVq1cRHBysdBlERER0G2JjYxEUFKR0GUS1BkMnkQU4OzsDuLHRcnFxUbgaIiIiMkdGRgaCg4ON23EiqhoMnUQWUHxKrYuLC0MnERGRleGlMURViyerExERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdFKds3PnTgwcOBABAQFQqVRYsWKF8bnCwkK8/vrraNasGRwdHREQEIAnn3wSV69eVa5gIiIiIiIrxtBJdU52djZatGiBr776qtRzOTk5OHDgAN566y0cOHAAy5Ytw5kzZ3D//fcrUCkRERERkfVTiYgoXQSRUlQqFZYvX45BgwaVO87evXvRrl07XL58GSEhIWZNNyMjA66urkhPT4eLi0sVVUtERESWxO03kWXYKF0AUU2Xnp4OlUoFNze3csfJz89Hfn6+8XFGRkY1VEZEdVVMTAySkpKULkMxXl5eZv8ISEREymPoJKpAXl4eJk6ciMcff7zCXzynT5+OadOmVWNlRFRXxcTEoFHjxsjNyVG6FMXYOzjg1MmTDJ5ERFaCoZOoHIWFhXj00UdhMBgwe/bsCsedNGkSJkyYYHyckZGB4OBgS5dIRHVQUlIScnNyMOz1j+EbEqF0OdUuIeY8Fs34D5KSkhg6iYisBEMnURkKCwsxdOhQXLx4EVu3br3ldR06nQ46na6aqiMiAnxDIhDUoKnSZRAREd0SQydRCcWB8+zZs9i2bRs8PT2VLomIiIiIyGoxdFKdk5WVhXPnzhkfX7x4EYcOHYKHhwcCAgIwePBgHDhwAKtXr4Zer0d8fDwAwMPDA1qtVqmyiYiIiIisEkMn1Tn79u1Djx49jI+Lr8UcMWIEpk6dilWrVgEAWrZsafK6bdu2oXv37tVVJhERERFRrcDQSXVO9+7dUVH3tOy6loiIiIio6qiVLoCIiIiIiIhqL4ZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYhk4iIiIiIiKyGIZOIiIiIiIishiGTiIiIiIiIrIYG6ULICIiouonIsjKL0JaTiEy8gqRna9HbqEe+UV66A0CgwBqFWCjVkNno4aDVgNHnQ3cHGzh7qCFna1G6bdARERWgqGTiIioDsgpKMLVtDwkZuYhMSMfiZn5yC3U3/b0nO1s4Otih0A3e4R4OMDdwRYqlaoKKyYiotqCoZOIiKgWEhEkZubjUlI2LiXnID4jr9Q4ahXgYm8LVztbONnZwM5WAzsbNTRqFdQqFQwiKDII8gsNyCkoQmZeEdJyC5GVf+P/zLwsnEvMAnAjhNb3cUIDHyf4udgxgBIRkRFDJ9U5O3fuxMcff4z9+/fj2rVrWL58OQYNGmR8XkQwbdo0zJs3D6mpqWjfvj2+/vprNG3aVLmiiYjMlJSVj5PXMnA6IRPZ+aZHMj0dtfBztYOPsw4+znbwctLCRlP52zvkF+mRmJGP+Iw8XEnNRVxaLjLzinAwJg0HY9Lg4aBF0wAXNAlw4Wm4RETE0El1T3Z2Nlq0aIGnnnoKDz/8cKnnP/roI8ycORMLFixAw4YN8d5776F37944ffo0nJ2dFaiYiKhieYV6nIrPxMlrGUjMzDcOt9WoEOLhgDBPR4R5OsLJrmo2+zobDYI9HBDs4YC2YUCR3oDLKTk4m5CF89ezkJJTgD/PJWH3xWQ09XdFq1A3uNjZVsm8iYjI+jB0Up3Tr18/9OvXr8znRASzZs3C5MmT8dBDDwEAfvzxR/j6+mLx4sUYNWpUdZZKRFSh1JwCHIpJw4lrGSgyCIAbp8yGezmisb8LQj0dYKO2/I3qbTRqRHg7IcLbCflFepyJz8LhuDQkZxXg0JU0HI1LR1SgC9qGecBRx10PIqK6hmt+optcvHgR8fHx6NOnj3GYTqdDt27dsGvXrnJDZ35+PvLz///oQkZGhsVrJaK6SUSgC47Crus2uBZz2Tjcy0mLpgGuiPR1hr1WuVNadTYaNAtyRVSgC2JScrDvciqupObi8JV0nLiWgTZhHrgr2O22TuslIiLrxNBJdJP4+HgAgK+vr8lwX19fXL58uayXAACmT5+OadOmWbQ2IqJ/LiRj2vYU+D3+Ia7l3hgW7uWIVsFuCHK3r1E371GpVAj1dESopyNiU3Kw63wy4jPyEH0+GSeuZqBHpDdCPR2VLpOIiKoBQydRGUruuIlIhTtzkyZNwoQJE4yPMzIyEBwcbLH6iKhu2X85FTM3ncbf55IBAFJUiHpuanSNqgd3R63C1d1asIcDhrrb43RCJv46l4T03EKsOHQVTfxd0LWBF282RERUyzF0Et3Ez88PwI0jnv7+/sbhiYmJpY5+3kyn00Gn01m8PiKqW85fz8L0tSex+WQigBs3BronzB7fvzoEgz/81ioCZzGVSoVGfi6o5+WEXeeTjKfbxqTkoG9TXwS5OyhdIhERWQgvqCC6SXh4OPz8/LBp0ybjsIKCAuzYsQOdOnVSsDIiqkvScgowddVx9P1sJzafTIRGrcIjbYKx9dXuGNXaFfrMZKVLvG1aGzW6R/pgSOsguNrbIiu/CEsPxCH6fDIMIkqXR0REFsAjnVTnZGVl4dy5c8bHFy9exKFDh+Dh4YGQkBCMGzcOH3zwARo0aIAGDRrggw8+gIODAx5//HEFqyaiuqBQb8BPuy9j1uazSM8tBAD0auyDSfc1RoS3EwDg+iUFC6xCAW72eLxdCHacuY4T1zKw51IKrmXk4t6mfnDQcveEiKg24Vqd6px9+/ahR48exsfF12KOGDECCxYswH//+1/k5ubipZdeQmpqKtq3b4+NGzeyj04isqj9l1MxeflRnIrPBAA08nPGm/2boEsDL4UrsxytjRq9m/gixMMBm08mIDYlFz/vicX9LQLg7cxLFoiIaguGTqpzunfvDqngFC6VSoWpU6di6tSp1VcUEdVZaTkFmLH+FH7eEwsAcHewxX/6NsIjbYOhUdecu9FaUqSfMzydtFhz5BrScgvx2/5Y3NvUD/X+PbpLRETWjaGTiIhIASKCFYfi8O7qk0jJLgAADG0ThIn9GsPDim4QVFW8nHR4pG0w1h69htjUXPxx5Bp6RHqjeZCb0qUREdEdYugkIiKqZgkZeXhj2VFsOXXjrrQNfZ3w/oPN0DbMQ+HKlGVnq8EDLQOx/XQijl3NwLbT15FfZKjz7UJEZO0YOomIiKqJiGD5wThMXXUcGXlF0GrUGNurAZ6/ux5sNbyhPABo1Crc08gH9loN9l5Kxa7zycgvMqBzhGeF/SUTEVHNxdBJRERUDUoe3Wwe5IqPB7dApB9vUlaSSqVCpwgv6Gw0+OtcEvZfTkVBkQE9Ir2VLo2IiG4DQycREZEFlXd0c9Td9WDDo5sVah3qDp2NGltOJeJoXDoK9QY0sVW6KiIiqiyGTiIiIgtJyS7AxKVHsPFEAgAe3bwdUYGu0NqoseF4PE7FZyLfSaN0SUREVEkMnURERBbw19kkTPj1EBIz82GrUWFcr4Y8unmbGvreCOnrjsXjYpYGbt1GKFwRERFVBkMnERFRFSooMuCTjacxb+cFAECEtyO+eKwVmga4KlyZdWvo64yCIgO2nEqEa4chWHoyC3fdpXRVRERkDv7cSkREVEXOJWbhwdl/GwPnsPYhWD2mKwNnFYkKdEUztyIAwKKjmfhf9CVlCyIiIrMwdBIREd0hEcHif2Iw4Ms/cfxqBtwdbDFveGu8/2Az2Gt5DWJVauhiQNrfPwMA3lp5HH8cvqpwRUREdCsMnURERHcgM68QoxcfxBvLjyKv0IAu9b2wftzd6NPUT+nSaq30vxbhvvoOAIBXfzuMgzGpCldEREQVYegkIiK6TcevpmPgl39hzdFrsNWoMPm+xlj4dDv4utgpXVqt91RLF/Rq7IOCIgOeW7gfcWm5SpdERETlYOgkIiKqJBHBz3ti8ODsXbiUnINAN3v8Oqojnru7HtRqldLl1QkatQqfP9oKjfyckZSVj2cW7EVWfpHSZRERURkYOomIiCohO78IE349jEnLjqKgyICejXyw5pUuaBXirnRpdY6jzgbfj2wLLycdTsVnYuzPB6E3iNJlERFRCQydREREZjqTkIn7v/oLyw/GQaNWYVK/Rvj2yTZwc9AqXVqdFehmj2+fbA2tjRpbTiVi+tqTSpdEREQlMHQSERGZ4ff9V3D/V3/h/PVs+Lro8MvzHTCqWwRPp60BWoW449MhLQAA3/11kXe0JSKqYRg6iYiIKpBboMd/fz+M1347jLxCA7o28MLaV7qibZiH0qXRTQa2CMCL3SMAABOXHsG5xCyFKyIiomIMnUREROWITcnBw3N24dd9V6BWAa/2bogfn2oHTyed0qVRGV7t3RAd6nkgu0CPF3/aj5wC3liIiKgmYOgkIiIqw44z1zHgy79w4loGvJy0+OmZ9hjTswFPp63BbDRqfPFYK/g463A2MQtvLDsKEd5YiIhIaQydRERENxERfL3tHEb+sAfpuYVoGeyGP8Z0Qaf6XkqXRmbwcbbDl4+1gkatwopDV7HonxilSyIiqvMYOomIiP6VmVeIF37aj483nIYI8Fi7ECwZ1QH+rvZKl0aV0L6eJ/7bNxIA8M4fJ3DkSpqyBRER1XE2ShdARERUE5xLzMTz/9uPC9ezodWo8c4DTfFouxCly6JynDxZcdcobZwE7QJ12BOXj1ELduOT3l6wt609v7V7eXkhJITfTyKyDgydRERU560/Fo9Xfz2E7AI9/F3tMOeJ1mgZ7KZ0WVSGjJTrAIAnnnjiluOq7Zzg//RXuAYv3D9lAVI2fG3p8qqNvYMDTp08yeBJRFaBoZOIiOosvUHw6cbTmL39PACgfbgHvh52F7x4d9oaKzcrAwDQf9RkRDZvfcvxE/NU+DNR4NyyH/r06oUAB+u/sVBCzHksmvEfJCUlMXQSkVVg6CQiojopPbcQr/x8EDvO3Dhy9myXcEzs1wg2mtpzCmZt5hkQiqAGTW85XhCA7LPXcSAmDYfS7dC0UQgcddz9ISKqTtyyEhFRnXP+ehYe/Ppv7DhzHXa2anz+aEu8OaAJA2ct1THCE95OOuQW6rHpZAK7USEiqmbcuhIRUZ2y/XQiBn39Ny4kZSPA1Q6/v9AJD7QMVLossiAbtRp9m/pCo1bhcnIODl9JV7okIqI6haGTiIjqBBHBtzsv4OkFe5GZV4Q2oe5YOboLogJdlS6NqoGnkw5d/+1r9a9zSUjNLlC4IiKiuoOhk4iIar28Qj1e/e0w3l97EgYBHmkTjEXPtYe3M28YVJc0D3JFiIcD9AbBppMJMPA0WyKiasHQSUREtVpCRh4enbcbyw7EQaNWYerAJvjw4WbQ2WiULo2qmUqlQs/GPtBq1LiWnofDsWlKl0REVCcwdBIRUa11ODYN93/1Fw7FpsHV3hYLn26HkZ3DoVKplC6NFOJiZ4su/55mu+t8MtJyeJotEZGlMXQSEVGttOJgHIZ8E42EjHw08HHCqtGd0fnfsEF1W1SgC4Lc7VFkEGw+mci72RIRWRhDJxER1Sp6g2D6upMYt+QQCooM6NXYB8te6oRQT0elS6MaQqVSoVdjX9ioVYhLy8WRON7NlojIkhg6iYio1sjKL8JzC/fhmx0XAAAv94jAvOFt4Gxnq3BlVNO42tsaj3z/fS4JGbmFCldERFR7MXQSEVGtEJeWi8FzdmHrqUTobNT4/NGW+E/fRlCref0mla1FkCsC3OxQqBdsPc3TbImILIWhk4iIrN7BmFQ88NXfOBWfCW9nHX4d1REPtAxUuiyq4YpPs9WoVLicnIOziVlKl0REVCsxdBIRkVVbfeQqHp23G0lZ+Wjs74KVL3dGi2A3pcsiK+HuoEWbMHcAwI4z15FfpFe4IiKi2oehk4iIrJKI4MstZzF68UHkFxnQs5EPfnuhIwLc7JUujaxMm1B3uNnbIqdAj13nk5Uuh4io1mHoJCIiq5NfpMervx7Gp5vOAACe6RKOeU+2gZPORuHKyBrZaNS4p5EPAODIlXTEp+cpXBERUe3C0ElERFYlJbsAT3z3D5YdjINGrcJ7g6Lw1oAm0PCGQXQHgj0c0MjPGQCw9XQiDAbeVIiIqKowdBIRkdU4l5iJQV//jb2XUuFsZ4MFT7XFEx1ClS6LaomuDbygs1HjemY+Dl9JU7ocIqJag6GTiIiswl9nk/Dg7F2ISclBsIc9lr/UCV0beCtdFtUiDlobY9+d0ReSkZVXpHBFRES1A0MnERHVeIv+uYwRP+xBZl4R2oS6Y8VLnVHfx1npsqgWigpwgb/rjb47/zqXpHQ5RES1AkMnERHVWAaDYPq6k5i8/Bj0BsGDrQKx6Ln28HTSKV0a1VIqlQrdG944gn46IRNxqbkKV0REZP0YOomIqEbKK9TjlV8O4psdFwAAE3o3xMyhLaCz0ShcGdV2Pi52iApwAQBsP5MIg/CmQkREd4Khk4iIapy0nAI8+f0erD5yDbYaFWYObYFXejaASsU71FL16BRx46ZCSVkFOBqXrnQ5RERWjaGTiIhqlNiUHDw0Zxf2XEqBs84GPz7VDg/dFaR0WVTH2Gs16FjPEwAQfT4ZuQV6hSsiIrJeDJ1ERFRjHLmShgdn/40L17MR4GqH31/shE7/3k2UqLo1C3SFp5MW+UUGRF9IVrocIiKrxdBJVEJRURHefPNNhIeHw97eHvXq1cM777wDg8GgdGlEtdrmEwl45JvdSMoqQBN/Fyx/uTMi/XiHWlKOWv3/NxU6GpeOxMw8hSsiIrJONkoXQFTTzJgxA3PnzsWPP/6Ipk2bYt++fXjqqafg6uqKsWPHKl0eUa30v92XMWXlMRgEuLuhN2YPuwtOOm6iSHlB7g5o6OuEMwlZ2HHmOgbfFcRri4mIKolbdKISoqOj8cADD6B///4AgLCwMPz888/Yt2+fwpUR1T4Gg2DGhlPGO9Q+2jYY7w6Kgq2GJ+JQzdGlvhcuXM/G1bQ8nLuehQbsI5aIqFIYOolK6NKlC+bOnYszZ86gYcOGOHz4MP766y/MmjWr3Nfk5+cjPz/f+DgjI6MaKqW6KiYmBklJ1t9pfaFe8PXeNOyMuXHK4uNRTng4rBBHDx+65Wvz8/Oh09XNvjpPnjypdAl1jrOdLe4Kdceeiyn4+1wywr0cYaPmDyNEROZi6CQq4fXXX0d6ejoaNWoEjUYDvV6P999/H4899li5r5k+fTqmTZtWjVVSXRUTE4NGjRsjNydH6VLuiEprD+9Bk2AffhdEX4TkdZ9j+oxtmG7+FADU7b4Ts7KylC6hTmkd4o7jcelIzy3Ekdh03BXqrnRJRERWg6GTqIQlS5bgp59+wuLFi9G0aVMcOnQI48aNQ0BAAEaMGFHmayZNmoQJEyYYH2dkZCA4OLi6SqY6JCkpCbk5ORj2+sfwDYlQupzbkqcHdl23QWqBGhqVoIOfwO+lMQDGmPX6k3t2YN2Pn6P/qMmIbN7assXWQMXvPy+PN7WpTlobNTpGeGLzyUT8cykFjfyd4aDlbhQRkTm4tiQq4T//+Q8mTpyIRx99FADQrFkzXL58GdOnTy83dOp0ujp7qh8pwzckAkENmipdRqWl5xZi88E4pBcUwt5Wg/tbBsDPxa5S00iIOQ8A8AwItco2uFPF75+qXxN/Fxy+ko7rmfn452IKekT6KF0SEZFV4AUJRCXk5ORAXeJaHY1Gwy5TiO5QYmYeft0Xi/TcQrjY2WBIm6BKB04iJalUKnT9t9/Yo3HpSMkuULgiIiLrwNBJVMLAgQPx/vvvY82aNbh06RKWL1+OmTNn4sEHH1S6NCKrFZuSg6X745BToIeXkxZD2wTD3UGrdFlElRbs4YB6Xo4QAf48e13pcoiIrAJPryUq4csvv8Rbb72Fl156CYmJiQgICMCoUaPw9ttvK10akVU6k5CJDcfjYRAgyM0eA1r4Q2ejUbosotvWpYEXLiVn41JyDmJSchDi4aB0SURENRpDJ1EJzs7OmDVrVoVdpBCReQ7FpmHHmRtHgxr4OKFPU192NUFWz91Bi+aBbjh0JQ1/n0tCcNtgqFQqpcsiIqqxuOUnIqIqJyKIPp9sDJzNg1xxb5QfAyfVGm3D3aHVqJGYmY+ziey+hoioItz6ExFRlRIR7DhzHXsupQAAOtbzRPeG3lDzSBDVIg5aG9wV6gYA2HU+GXpD3e43loioIgydRERUZfQGwcYTCTh8JR0A0CPSG+3CPXjqIdVKd4W4w0GrQXpuIY7FpStdDhFRjcXQSUREVaJIb8Cao9dwKj4TahXQt6kvmge5KV0WkcXYatRoH+4BAPjnYgoKiti1FhFRWRg6iYjojhUUGbDy0FVcTMqGRq3CgOYBaOTnonRZRBbXNMAVbva2yC3U40BMqtLlEBHVSAydRER0R3IL9Fh64AqupOVCq1FjUMsAhHs5Kl0WUbXQqFXoFOEJADgQk4rs/CKFKyIiqnkYOomI6LZl5RXh9wNXkJiZDztbNR66KxBB7uyzkOqW+j5O8HXRoVAv2HMxRelyiIhqHIZOIiK6LWk5BfhtfyxSsgvgpLPBkNbB8HWxU7osomqnUqnQpb4XAODY1XSk5hQoXBERUc3C0ElERJWWlJWP3/ZfQUZeEVztbTGkdRA8HLVKl0WkmCB3B4R5OsAgQPT5ZKXLISKqURg6iYioUhIy8rB0/xXkFOjh5aTFkNZBcLG3VbosIsV1irhxtPNsYhbiM/IUroaIqOZg6CQiIrNdS8/FsoNxyCsywNdFh4fvCoKjzkbpsohqBG9nHRr7OQMA/j6bBBFRuCIiopqBoZOIiMxyJTUHyw/GoaDIgABXOzzYKhB2thqlyyKqUTpEeEKjUuFKWi5iUnKULoeIqEZg6CQiolu6nJyNlYeuolAvCHa3x6BWgdDZMHASleRiZ4tmga4AgOgLyTzaSUQEhk4iIrqFC0lZ+OPwNRQZBGGeDri/RQBsNdx8EJWnTZg7bNQqJGTk42JSttLlEBEpjnsNRERUrrMJmVhz5Br0IojwdsSA5gGwYeAkqpCjzgYtg90A8GgnERHA0ElEROU4FZ+BdcfiYRCgoa8T+kX5Q6NWKV0WkVVoHeoOrUaNpKwCnEnIUrocIiJFMXQSEVEpx66mY8PxBAiAxv7O6NvUj4GTqBLsbDW4K9QNALD7YjIMBh7tJKK6i6GTiIhMHLmShi0nEwEAzQJd0buxL9QqBk6iymoV7A57Ww3ScgpxMj5D6XKIiBTD0ElEREaHY9Ow7fR1AECrYDf0iPSGioGT6LZobdRoE+oOAPjnYgqKDAaFKyIiUgZDJxERAbgROLefuRE4W4e4o2sDLwZOojvUPMgVjjoNMvOKcDyORzuJqG5i6CQiolKBs3N9TwZOoipgo1GjXZgHAGDPpRQU6nm0k4jqHoZOIqI6ziRwhjJwElW1pgGucLGzQU6BHkeupCtdDhFRtWPoJCKqww6VDJwRDJxEVU2jVqF9PU8AwL5LKcgv0itcERFR9WLoJCKqow7FpmHHv4GzDQMnkUU18nOGu4Mt8ooMOBiTpnQ5RETViqGTiKgOOhiTahI4OzFwElmUWqVCh3+Pdh6MSUNeIY92ElHdwdBJVqNevXpITk4uNTwtLQ316tVToCIi63QwJhU7zyYBANqGMXASVZcGPk7wctKiQM+jnURUtzB0ktW4dOkS9PrSvwzn5+cjLi5OgYqIrE/JwNmxHgMnUXVRqVRoH37jaOehWB7tJKK6w0bpAohuZdWqVcb/N2zYAFdXV+NjvV6PLVu2ICwsTIHKiKzLgZhU/Plv4GwX5oEO9TwYOImqWYS3I7yctEjKKsCBmFR0ivBSuiQiIotj6KQab9CgQQBu/EI8YsQIk+dsbW0RFhaGTz/9VIHKiKwHAydRzaD699rO1Ueu4VBsGloFu8Neq1G6LCIii2LopBrPYLjRkXZ4eDj27t0LLy/+KkxUGYdj0xg4iWqQel6O8HHWITEzHwdiUtG5PrdrRFS78ZpOshoXL15k4CSqpKNx6cZ+ONuGuTNwEtUAN67t9AAAHL6ShpyCIoUrIiKyLB7pJKuyZcsWbNmyBYmJicYjoMXmz5+vUFVENdOJqxnYeioRAHBXiBtvGkRUg4TffLTzchq6NOCPqkRUe/FIJ1mNadOmoU+fPtiyZQuSkpKQmppq8kdE/+9UfAY2nUwAALQMckOX+l4MnEQ1iOqmfjt5tJOIajse6SSrMXfuXCxYsADDhw9XuhSiGu1sQiY2nrgROKMCXXB3QwZOopoozNMBvi46JGTkY//lVHRt4K10SUREFsEjnWQ1CgoK0KlTJ6XLIKrRzl/Pwvrj8RABmvi74J5IHwZOohrq5qOdR66kIzufRzuJqHZi6CSr8eyzz2Lx4sVKl0FUY11Kysbao9dgECDSzxk9GzNwEtV0oR4O8HOxQ5FBsO8yLxUhotqJp9eS1cjLy8O8efOwefNmNG/eHLa2tibPz5w5U6HKiJQXk5KD1f8GzgY+TujT2BdqBk6iGu/G0U4PrDh0FUfj0tEm1B2OOu6eEVHtwrUaWY0jR46gZcuWAIBjx46ZPMejOVSXXUnNwR+Hr0JvENTzckTfpn5Qq7lMEFmLEA8H+Lva4Vp6HvZdSkW3SF7bSUS1C0MnWY1t27YpXQJRjXM1LRerDl9FkUEQ5umAfs38oGHgJLIqxdd2Lj8Yh6NX09E61B1OdtxFI6Lag9d0EhFZqfj0PKw8dBWFekGIhwP6N/OHjZqrdSJrFOxujwA3O+gNgr2XU5Quh4ioSvFnNLIaPXr0qPA02q1bt1ZjNUTKSi1Q4e9DcSjQGxDkZo8Bzf1ho2HgJLJWKpUKHcI9sexgHI7HZaBNqDuc7Wxv/UIiIivA0ElWo/h6zmKFhYU4dOgQjh07hhEjRihTFJECbL1C8VeiDQoMBvi72mFgiwDYMnASWb1gDwcEutkjLi0Xey+l4p5GPkqXRERUJRg6yWp89tlnZQ6fOnUqsrKyqrkaImXEphfC99H3UWBQwc/FDg+0DIDWhoGTqLboUM8DSw/E4fjVdLQJc4cLj3YSUS3APRWyek888QTmz5+vdBlEFnfheham7EiBxtENbrYGDGoZAJ2NRumyiKgKBbk7IMjdHgYB9l7itZ1EVDswdJLVi46Ohp2dndJlEFlUTHIOHv/2H6TlGVCQeBFdfIqgs2XgJKqNOoR7AgBOXM1ARm6hwtUQEd05nl5LVuOhhx4yeSwiuHbtGvbt24e33npLoaqILC8uLRePfbsb8Rl5CHaxwa4v34SuzQ9Kl0VEFhLobo8gd3tcSc3F3ksp6NnYV+mSiIjuCI90ktVwdXU1+fPw8ED37t2xdu1aTJkyRenyiCwiISMPw77djbi0XIR7OWJKNw8YctKVLouILMx4tPMaj3YSkfXjkU6yGj/8UH1HduLi4vD6669j3bp1yM3NRcOGDfH999+jdevW1VYDUVJWPh7/djcuJecg2MMei59rj2vnTypdFhFVg0B3ewS72yOWRzuJqBZg6CSrs3//fpw8eRIqlQpNmjRBq1atqnT6qamp6Ny5M3r06IF169bBx8cH58+fh5ubW5XOh6giqdkFeOK7f3D+ejb8Xe2w+NkO8He1xzWlCyOiatO+nidi91/BiWsZaBvmARd73smWiKwTQydZjcTERDz66KPYvn073NzcICJIT09Hjx498Msvv8Db27tK5jNjxgwEBwebHFkNCwurkmkTmSM9txBPzt+DU/GZ8HbWYfFzHRDs4aB0WURUzQLd7BHsYY/YFB7tJCLrxms6yWqMGTMGGRkZOH78OFJSUpCamopjx44hIyMDr7zySpXNZ9WqVWjTpg2GDBkCHx8ftGrVCt9++22Fr8nPz0dGRobJH9HtyMovwsgf9uBoXDo8HLVY/Gx7hHs5Kl0WESnk5ms703ltJxFZKYZOshrr16/HnDlz0LhxY+OwJk2a4Ouvv8a6deuqbD4XLlzAnDlz0KBBA2zYsAEvvPACXnnlFSxcuLDc10yfPt3kJkfBwcFVVg/VHbkFejy9YC8OxqTB1d4WPz3THg18nZUui4gUFOBmjxAPB/bbSURWjaGTrIbBYICtbenrWWxtbWEwGKp0PnfddRc++OADtGrVCqNGjcJzzz2HOXPmlPuaSZMmIT093fgXGxtbZfVQ3ZBXqMdzC/dhz8UUOOts8L9n2qFJgIvSZRFRDdA+3AMAcJJHO4nISjF0ktW45557MHbsWFy9etU4LC4uDuPHj0fPnj2rbD7+/v5o0qSJybDGjRsjJiam3NfodDq4uLiY/BGZq6DIgJcWHcBf55LgoNVgwdNt0TzITemyiKiG4NFOIrJ2DJ1kNb766itkZmYiLCwMERERqF+/PsLDw5GZmYkvv/yyyubTuXNnnD592mTYmTNnEBoaWmXzICpWpDfglZ8PYuupROhs1Ph+RFu0DvVQuiwiqmE61LuxXjhxLQNZRQoXQ0RUSbx7LVmN4OBgHDhwAJs2bcKpU6cgImjSpAl69epVpfMZP348OnXqhA8++ABDhw7Fnj17MG/ePMybN69K50OkNwgm/HoY64/HQ6tR49sn26BjhKfSZRFRDeTvao9QDwdcTsnB6XSN0uUQEVUKj3RSjbd161Y0adLEeEfY3r17Y8yYMXjllVfQtm1bNG3aFH/++WeVza9t27ZYvnw5fv75Z0RFReHdd9/FrFmzMGzYsCqbB5HBIHh96RGsOnwVNmoVZg+7C3c3rJpuf4iodmr/79HOy9lq2Lj5KVwNEZH5eKSTarxZs2bhueeeK/M6SVdXV4waNQozZ85E165dq2yeAwYMwIABA6psekQ3ExG8tfIYft9/BRq1Cl8+1gq9mrD/PSKqmL+rPUI9HXA5OQeuHR9RuhwiIrPxSCfVeIcPH8a9995b7vN9+vTB/v37q7EiotsnInh39Uks+icGKhUwc2gL9Gvmr3RZRGQlivvtdIy6B9cyeXEnEVkHhk6q8RISEsrsKqWYjY0Nrl+/Xo0VEd0eEcFHG05j/t8XAQAzHm6OB1oGKlwVEVkTP1c7+NoZoFJr8PvJLKXLISIyC0Mn1XiBgYE4evRouc8fOXIE/v48UkQ13xdbzmHO9vMAgHcHRWFom2CFKyIia9TEVQ8A2HE5F5eSshWuhojo1hg6qca777778PbbbyMvL6/Uc7m5uZgyZQqvv6Qab+6O8/hs8xkAwJv9G2N4B3bBQ0S3x0MnyDm/FwYBvtx6TulyiIhuiaGTarw333wTKSkpaNiwIT766COsXLkSq1atwowZMxAZGYmUlBRMnjxZ6TKJyvXD3xfx4bpTAID/9I3Es13rKVwREVm79L9/BgAsP3gFF3m0k4hqON69lmo8X19f7Nq1Cy+++CImTZoEEQEAqFQq9O3bF7Nnz4avL+/8STXT4n9iMO2PEwCAV+6pj5d71Fe4IiKqDQqunUFrfx32X8vHl1vPYubQlkqXRERULoZOsgqhoaFYu3YtUlNTce7cOYgIGjRoAHd3d6VLIyrXr3tj8cbyG9cjj7q7Hsb3bqhwRURUmwxt6oT91/Kx4mAcRveoj3reTkqXRERUJp5eS1bF3d0dbdu2Rbt27Rg4qUb7ff8VvL7sCABgZKcwTOzXCCqVSuGqiKg2aeChRc9GPjAI8BWv7SSiGoyhk4ioii07cAX/+f0wRIARHUMxZWATBk4isoixvRoAAFYcisP56+xChYhqJoZOIqIqtPJQHF777UbgfKJDCKbe35SBk4gspnmQG3o15tFOIqrZGDqJiKrIqsNXMX7JIRgEeKxdCN65P4qBk4gsbmzPG9eLr+TRTiKqoRg6iYiqwJoj14yB85E2wXh/UBTUagZOIrK8ZkGu6NXY90a/nVvOKl0OEVEpDJ1ERHdo3dFreOWXg9AbBINbB2H6Q80YOImoWo3799rOVYev4lwij3YSUc3C0ElEdAc2HI/HmJ9vBM6HWgVixsPNGTiJqNpFBbqid5N/j3Zu5dFOIqpZGDqJiG7T5hMJGL34AIoMgkEtA/DxkBbQMHASkULG9uTRTiKqmRg6iYhuw9ZTCXhx0X4U6gUDWwTgEwZOIlJYVKAr+jTxhQjwBa/tJKIahKGTiKiStp1OxAv/O4BCvaB/c398NrQFbDRcnRKR8l7592jnH0eu4lxipsLVEBHdwL0kIqJK2HY6EaP+tx8FegP6Rflh1iMtGTiJqMa4+Wjn51vYbycR1QzcUyIiMtOWkwkYtXA/CooM6NvUF1881gq2DJxEVMOM/fdOtquPXMXZBB7tJCLlcW+JiMgMG4/H44Wf/v8I51eP38XASUQ1UtMAV/RtWny0k9d2EpHyuMdERHQL645ew0uLblzDOaC5P49wElGNN7ZnQwDAmqPXcIZHO4lIYdxrIiKqwOojVzH654MoMggeaBmAWY+0ZOAkohqvSYAL7m3qx6OdRFQj2ChdABFRZcXExCApKcni89l5ORdf7EmDQYBuofZ4or4BRw4fsvh8K3Ly5ElF509E1mNsrwZYfzwea49ew+n4TET6OStdEhHVUQydRGRVYmJi0KhxY+Tm5Fh0Po5Ne8DzvnFQqTXIOrIJCz/6EgvFYNF5VkZWFjt+J6KKNfZ3Qb8oP6w7Fo8vtpzF18PuUrokIqqjGDqJyKokJSUhNycHw17/GL4hERaZx6UsNfanaACoEOaox139u0E1oJtF5lVZJ/fswLofP0deXp7SpRCRFRjbqwHWHYvHmqPXMCY+A438XJQuiYjqIIZOIrJKviERCGrQtMqneywuHftjEgEAzQJd0SPSGyqVqsrnc7sSYs4rXQIRWZFGfi7o38wfa45ew6cbz+DbJ9soXRIR1UG8GwYR0b8Ox6Zhy6kbgbNFUM0LnEREt2N87wZQq4BNJxJwKDZN6XKIqA5i6CQiArDvcgq2n7kOAGgZ7IZuDRk4iah2qO/jjEGtAgEAn248rXA1RFQXMXQSUZ0mIog+n4y/zyUDANqGuePuBl4MnERUq4zr2RA2ahX+PJuE3ReSlS6HiOoYhk4iqrNEBH+eS8KeSykAgE4RnugUwcBJRLVPiKcDHmkbDAD4ZMNpiIjCFRFRXcLQSUR1kohg2+nrOBiTBgDo1tAbbcM8lC2KiMiCxtzTADobNfZdTjVeTkBEVB0YOomozjEYBBtPJOBoXDoAoGdjH7QMdlO2KCIiC/NztcPwDqEAblzbyaOdRFRdGDqJqE7RGwTrjsfjVHwmVCrg3qZ+iApwVbosIqJq8WL3CDhqNTgWl4ENx+OVLoeI6giGTiKqM4r0Bqw+chXnErOgUanQv5k/Iv2clS6LiKjaeDrp8HSXcADApxvPQG/g0U4isjyGTiKqEwqKDFh5+CouJefARq3CwBb+iPB2UrosIqJq92zXenCxs8HZxCysOhyndDlEVAcwdBJRrZdbqMeyg1dwJTUXthoVBrUMRKino9JlEREpwtXeFqO6RQAAPtt0FoV6g8IVEVFtx9BJRLVaZl4hft93BQkZ+bCzUeOhVkEIdLdXuiwiIkU91TkMXk5axKTk4Ld9V5Quh4hqOYZOIqq1UnMK8Nv+K0jJKYCTzgZD2gTDz9VO6bKIiBTnoLXBS93rAwC+2HIWeYV6hSsiotqMoZOIaqXEjDz8tu8KMvOK4OZgiyGtg+DhqFW6LCKiGuPx9iEIcLVDfEYeFkZfUrocIqrFGDqJqNa5kpqDpQfikFuoh4+zDkNaB8HF3lbpsoiIahQ7Ww3G924IAPh623mk5xYqXBER1VYMnURUq1y4noUVh66iQG9AoJs9HrorEA5aG6XLIiKqkR66KwgNfZ2QnluIuTvOK10OEdVSDJ1EVGucvJaB1UevQW8Q1PNyxKCWAdDZaJQui4ioxtKoVfhv30YAgPl/XUR8ep7CFRFRbcTQSUS1wsGYVGw8kQARoLG/M/o384eNhqs4IqJb6dnYB21C3ZFfZMDnW84oXQ4R1ULcIyMiqyYiiD6fjJ1nkwAArYLd0LuxL9RqlcKVERFZB5VKhYn9bhztXLI3FucSsxSuiIhqG4ZOIrJaBhFsO30dey6lAAA6RniiawMvqFQMnEREldEmzAO9m/jCIMAnG04rXQ4R1TIMnURklfQCrD8Wj6Nx6QCAeyJ90C7Mg4GTiOg2/bdvJNQqYP3xeByISVW6HCKqRRg6icjqqO2c8FeiDc4mZkGtAvpF+aFZkKvSZRERWbUGvs4Y3DoIAPDhulMQEYUrIqLagqGTiKxKYnYRfId9hKR8NbQaNQa1DERDX2elyyIiqhXG9WoIrY0aey6mYPvp60qXQ0S1BEMn0S1Mnz4dKpUK48aNU7qUOu/41XRM2pIMrVcI7DWCIW2CEOzhoHRZRES1RoCbPZ7qFAYAmLH+FPQGHu0kojvH0ElUgb1792LevHlo3ry50qXUeX+evY5HvtmN1DwDCq5fQnffQng56ZQui4io1nmxewRc7GxwKj4TKw/FKV0OEdUCDJ1E5cjKysKwYcPw7bffwt3dXely6rRlB67gqR/2Iiu/CFHeWsQveh0ONkpXRURUO7k5aPFi9/oAgE83nkFeoV7hiojI2nG3jagcL7/8Mvr3749evXrhvffeq3Dc/Px85OfnGx9nZGRYrK6YmBgkJSVZbPo1iYhg2alsLDqaCQDoEmyH3i7xWJOfrXBlRES121Odw7Aw+hLi0nIx/++LeOnfEEpEdDsYOonK8Msvv+DAgQPYu3evWeNPnz4d06ZNs3BVNwJno8aNkZuTY/F5KU6lhkfvF+Dc6j4AQPo/S7FoxgIswo3ri7Ky2Hk5EZGl2Nlq8N97IzF+yWHM3nYeQ9sE85IGIrptDJ1EJcTGxmLs2LHYuHEj7OzszHrNpEmTMGHCBOPjjIwMBAcHV3ltSUlJyM3JwbDXP4ZvSESVT7+mKDIAe5JtcC1XDUDQwl2P+kMGAkMG4uSeHVj34+fIy8tTukwiolrtgRaB+OHvSzhyJR2fbTqD9x9spnRJRGSlGDqJSti/fz8SExPRunVr4zC9Xo+dO3fiq6++Qn5+PjQajclrdDoddLrq+wXYNyQCQQ2aVtv8qlNOQRH+OHwN8bl50KhVuLepP+r7OBmfT4g5r2B1RER1h1qtwuT7GuORebvx854YjOgUxi6qiOi28EZCRCX07NkTR48exaFDh4x/bdq0wbBhw3Do0KFSgZOqTlpOAX7ddwXxGXmws1HjoVaBJoGTiIiqV/t6nujb1BcGAd5fc1LpcojISvFIJ1EJzs7OiIqKMhnm6OgIT0/PUsOp6sRn5GHVoavILdTDxc4GD7QMhIejVumyiIjqvIn9GmPrqUTsOHMdO85cR7eG3kqXRERWhkc6iUhxF5KysHT/FeQW6uHtrMPQNsEMnERENUS4lyOe7BgGAHh/zQkU6Q3KFkREVodHOonMsH37dqVLqLWOxaVj66lECIBQDwfc18wfWhv+HkZEVJOMuac+ft9/BWcSsvDrvit4vH2I0iURkRXhnh0RKUJEEH0+GVv+DZxN/F0wsEUAAycRUQ3k5qDF2J4NAAAzN51GVn6RwhURkTXh3h0RVTu9QbDpZAL2XEoBALQL90Cvxj7QqFUKV0ZEROV5okMowjwdkJRVgDnbzyldDhFZEYZOIqpWBUUG/HH4Kk5ey4RKBfRs5IOO9TyhUjFwEhHVZFobNSbd1xgA8N2fFxGXlqtwRURkLRg6iajaZOcX4fcDV3A5JQc2ahUGNg9AVKCr0mUREZGZ+jTxRbtwD+QXGfDhulNKl0NEVoKhk4iqRUp2AZbsi8X1zHzY22rwcOsghHs5Kl0WERFVgkqlwtsDmkClAv44fBW7LyQrXRIRWQGGTiKyuKtpufhtXywy84rgam+LoW2C4Odip3RZRER0G6ICXfFYuxt3r5266ji7UCGiW2LoJCKLOpeYhWUH45BXZICfix2GtgmCmwP74CQismb/6RMJV3tbnIrPxKJ/YpQuh4hqOIZOIrKYQ7FpWHP0GvQGQT0vRzx0VyActOwemIjI2rk7avFa30gAwKcbTyM5K1/hioioJmPoJKIqJyL462wSdpy5DgBoFuiK/s38YavhKoeIqLZ4vF0Imvi7ICOvCB9vOK10OURUg3EPkIiqVJHBgPXH47E/JhUA0CnCEz0ivaFmH5xERLWKRq3COw80BQAs2ReLw7FpyhZERDUWQycRVZn8Qj1WHryKMwlZUKtu3Fq/bZgH++AkIqql2oR54MFWgRAB3l51HAaDKF0SEdVADJ1EVCUy8wrx2/4ruJKWC61GjftbBKCxv4vSZRERkYVN6tcIjloNDsem4fcDV5Quh4hqIIZOIrpjSVn5+HXfFSRnF8BRq8Hg1kEI9WQfnEREdYGPix3G9moAAPho/Smk5xYqXBER1TQMnUR0R2JTcvDbvivIyi+Ch4MWQ9sGw9tZp3RZRERUjUZ2CkeEtyOSsgowa/MZpcshohqGoZOIbtup+AysOBSHAr0BAW52GNImCC52tkqXRURE1Uxro8bU+2/cVGhh9GWcjs9UuCIiqkkYOomo0kQE+y6nYMPxBBgEaODjhAdbBsLOVqN0aUREpJCuDbxxb1M/6A2CycuP8qZCRGTE0ElElWIQwY4z1/H3uWQAQKtgN/SL8oMN++AkIqrz3h7YBA5aDfZdTsWv+2KVLoeIagjuJRKR2Yr0Bqw9eg2Hr6QDALo28MLdDb3ZJQoREQEAAtzsMaF3QwDA9HWnkJSVr3BFRFQTMHQSkVnyCvVYdjAO569nQ6NS4b4oP9wV4q50WUREVMOM7BSGJv4uSM8txAdrTipdDhHVAAydRHRLGXmF+G3fFVxLz4PORo0HWwWiga+z0mUREVENZKNR44OHmkGlApYdjMPf55KULomIFMbQSUQVutEHZyxScgrgpLPBkNZBCHS3V7osIiKqwVoGu2F4h1AAwJsrjiGvUK9wRUSkJBulCyCimutKag7+OHINBUUGeDhqMahlAJzZJQoRUY1w8mTNPnW1t68Bf9ipcTEpG2///Bcejaq6M2S8vLwQEhJSZdMjIsti6CSiMp1NyMSG4wnQiyDAzQ4DmwewSxQiohogI+U6AOCJJ55QuJJbc4jsDO9Bk7DkaCpmTRiOwuSquaOtvYMDTp08yeBJZCUYOomolMOxadh+5sZOTYS3I+5tyi5RiIhqitysDABA/1GTEdm8tcLVVEwE2HXdgPg8W0S99DW6+xbhTm94nhBzHotm/AdJSUkMnURWgqGTiIxEBLvOJ2Pf5VQAQPNAV3SL9IaaXaIQEdU4ngGhCGrQVOkybum+kEL8tDsGKQVAkl0AWvHO50R1Dg9dEBEAQG8QbDqZYAycHet5ojsDJxER3SFnO1t0aeAFANh1PhnpuYUKV0RE1Y2hk4hQUGTAH0eu4uS1TKhUQK/GPmgX7gEVAycREVWBqAAXBLnZo8gg2HwyASKidElEVI0YOonquJyCIiw9cAWXk3Ngo1ZhYPMANA1wVbosIiKqRVQqFXo29oGNWoUrqbk4fjVD6ZKIqBoxdBLVYem5hfh13xUkZubDzlaNh+8KQriXo9JlERFRLeTmoEXHep4AgD/PJiErr0jhioioujB0EtVRiRl5WLI3Fum5hXCxs8HQ1sHwc7VTuiwiIqrFWoa4wddFhwK9AVtO8TRborqCoZOoDrqcnI3fD1xBbqEe3k46DG0TDHdHrdJlERFRLadWqdC7sS80ahUuJefwNFuiOoKhk6iOORWfgVWHr6JQLwh2t8fDrQPhqGPvSUREVD08nXTG02x3nr3Ou9kS1QEMnUR1hIhg/+VUbDieAIMADX2d8EDLQOhsNEqXRkREdUyrEDcEuNmhUC/YdIKn2RLVdgydRHWAiODPs0n461wSgBsb+3ub+kGjZpcoRERU/dQqFfo08YOtRoW4tFwcjE1TuiQisiCGTqJarshgwPrj8cYNetf6Xri7gTf74CQiIkW52tuia31vAMCu88lIyS5QuCIishSGTqJaLL9Ij5WHruJMQhbUKqBvU1/cFequdFlEREQAgKhAF4R6OkBvEGw4Hg+9gafZEtVGDJ1EtVR2fhF+338FV1JzYatR4f4WAWjk56J0WUREREYqlQq9GvlCZ6NGYmY+dl9IVrokIrIAhk6iWig1uwBL9sUiKasADloNBt8VhFBPR6XLIiIiKsXJzgY9G/sAAPZdTkVsSo7CFRFRVWPoJKpl4tPz8Ov+WGTmFcHV3hZD2wTDx8VO6bKIiIjK1cDHGVEBN87G2XgiAbmFeoUrIqKqxNBJVItcSMrC0gNXkFdogK+LDkPbBMHV3lbpsoiIiG7p7obecHewRVZ+EbacZDcqRLUJQydRLXH8ajpWH7mGIoMg1NMBD7UKgoPWRumyiIiIzGKrUePeKD9oVCqcv56NY3EZSpdERFWEoZPIyokI9lxMweaTiRABGvs7Y2DzAGhtuHgTEZF18XG2Q6f6ngCAnWevIzkrX+GKiKgqcK+UyIoZRLDt9HVE/3u3v7Zh7ujd2BcaNfvgJCIi69Qq2A2hHg4oMgjWHotHod6gdElEdIcYOomsVJHegLVHr+FoXDoAoHtDb3SK8IJKxcBJRETWS6VSoXcTXzhqNUjJLsDWU4m8vpPIyjF0ElmhAj2w7GAczl/Phkalwn1RfmgR7KZ0WURERFXCUWeDflH+UKmAU/GZOH6V13cSWTOGTiIro3H2wvZEG1xLz4PWRo1BrQLQwNdZ6bKIiIiqVKC7PTrVu3F95/Yz15GYmadwRUR0uxg6iazI5fRC+A3/BJmFajjpbDCkdRCC3B2ULouIiMgiWoe6I9zLEXqDYO3ReOQXsf9OImvE0ElkJUQEX+5Jg42zF5xtBEPaBMHLSad0WURERBajUqnQp4kvnO1skJ5biE0nEsDLO4msD0MnUQnTp09H27Zt4ezsDB8fHwwaNAinT59WuiyoVCpM6OCOnDPR6O5bCBc7W6VLIiIisjg7Ww3ua+Zv7L/zTCZ3X4msDZdaohJ27NiBl19+Gbt378amTZtQVFSEPn36IDs7W+nSEOBsg+vL34dWo3QlRERE1cfPxQ7dIr0BAMfSNLALv0vhioioMmyULoCoplm/fr3J4x9++AE+Pj7Yv38/7r77boWqIiIiqtuaBboiISMPx69mwGvgfxCfVaR0SURkJh7pJLqF9PQb/WB6eHiUO05+fj4yMjJM/oiIiKhqdY/0hofWAI29M7ZezFW6HCIyE0MnUQVEBBMmTECXLl0QFRVV7njTp0+Hq6ur8S84OLgaqyQiIqobbNRqdPAqQsqmuXgsyknpcojITAydRBUYPXo0jhw5gp9//rnC8SZNmoT09HTjX2xsbDVVSEREVLfY2wCZB1ZDpVIpXQoRmYnXdBKVY8yYMVi1ahV27tyJoKCgCsfV6XTQ6dh9CRERERFRSQydRCWICMaMGYPly5dj+/btCA8PV7okIiIiIiKrxdBJVMLLL7+MxYsXY+XKlXB2dkZ8fDwAwNXVFfb29gpXR0RERERkXXhNJ1EJc+bMQXp6Orp37w5/f3/j35IlS5QujYiIiIjI6vBIJ1EJIqJ0CUREREREtQaPdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EhERERERkcUwdBIREREREZHFMHQSERERERGRxTB0EpVj9uzZCA8Ph52dHVq3bo0///xT6ZKIiIiIiKwOQydRGZYsWYJx48Zh8uTJOHjwILp27Yp+/fohJiZG6dKIiIiIiKwKQydRGWbOnIlnnnkGzz77LBo3boxZs2YhODgYc+bMUbo0IiIiIiKrYqN0AUQ1TUFBAfbv34+JEyeaDO/Tpw927dpV5mvy8/ORn59vfJyeng4AyMjIqNLasrKyAABXzh5Hfm5OlU7bWiTEnAcAxF86g/OODgpXU/3q+vsH2AZ8/3X7/QNsg+tXLgK4sU2s6u1s8fREpEqnS1TXqYRLFZGJq1evIjAwEH///Tc6depkHP7BBx/gxx9/xOnTp0u9ZurUqZg2bVp1lklEREQWEhsbi6CgIKXLIKo1eKSTqBwqlcrksYiUGlZs0qRJmDBhgvGxwWBASkoKPD09y33N7cjIyEBwcDBiY2Ph4uJSZdOtS9iGd45teGfYfneObXhn2H7lExFkZmYiICBA6VKIahWGTqISvLy8oNFoEB8fbzI8MTERvr6+Zb5Gp9NBp9OZDHNzc7NUiXBxceGOwh1iG945tuGdYfvdObbhnWH7lc3V1VXpEohqHd5IiKgErVaL1q1bY9OmTSbDN23aZHK6LRERERER3RqPdBKVYcKECRg+fDjatGmDjh07Yt68eYiJicELL7ygdGlERERERFaFoZOoDI888giSk5Pxzjvv4Nq1a4iKisLatWsRGhqqaF06nQ5TpkwpdSovmY9teOfYhneG7Xfn2IZ3hu1HRNWNd68lIiIiIiIii+E1nURERERERGQxDJ1ERERERERkMQydREREREREZDEMnURERERERGQxDJ1ERERERERkMQydRFZk9uzZCA8Ph52dHVq3bo0///xT6ZKq3M6dOzFw4EAEBARApVJhxYoVJs+LCKZOnYqAgADY29uje/fuOH78uMk4+fn5GDNmDLy8vODo6Ij7778fV65cMRknNTUVw4cPh6urK1xdXTF8+HCkpaWZjBMTE4OBAwfC0dERXl5eeOWVV1BQUGAyztGjR9GtWzfY29sjMDAQ77zzDpS8Kfj06dPRtm1bODs7w8fHB4MGDcLp06dNxmEbVmzOnDlo3rw5XFxc4OLigo4dO2LdunXG59l+lTN9+nSoVCqMGzfOOIxtWLGpU6dCpVKZ/Pn5+RmfZ/sRkdURIrIKv/zyi9ja2sq3334rJ06ckLFjx4qjo6NcvnxZ6dKq1Nq1a2Xy5MmydOlSASDLly83ef7DDz8UZ2dnWbp0qRw9elQeeeQR8ff3l4yMDOM4L7zwggQGBsqmTZvkwIED0qNHD2nRooUUFRUZx7n33nslKipKdu3aJbt27ZKoqCgZMGCA8fmioiKJioqSHj16yIEDB2TTpk0SEBAgo0ePNo6Tnp4uvr6+8uijj8rRo0dl6dKl4uzsLJ988onlGugW+vbtKz/88IMcO3ZMDh06JP3795eQkBDJysoyjsM2rNiqVatkzZo1cvr0aTl9+rS88cYbYmtrK8eOHRMRtl9l7NmzR8LCwqR58+YyduxY43C2YcWmTJkiTZs2lWvXrhn/EhMTjc+z/YjI2jB0ElmJdu3ayQsvvGAyrFGjRjJx4kSFKrK8kqHTYDCIn5+ffPjhh8ZheXl54urqKnPnzhURkbS0NLG1tZVffvnFOE5cXJyo1WpZv369iIicOHFCAMju3buN40RHRwsAOXXqlIjcCL9qtVri4uKM4/z888+i0+kkPT1dRERmz54trq6ukpeXZxxn+vTpEhAQIAaDoQpb4vYlJiYKANmxY4eIsA1vl7u7u3z33Xdsv0rIzMyUBg0ayKZNm6Rbt27G0Mk2vLUpU6ZIixYtynyO7UdE1oin1xJZgYKCAuzfvx99+vQxGd6nTx/s2rVLoaqq38WLFxEfH2/SDjqdDt26dTO2w/79+1FYWGgyTkBAAKKioozjREdHw9XVFe3btzeO06FDB7i6upqMExUVhYCAAOM4ffv2RX5+Pvbv328cp1u3btDpdCbjXL16FZcuXar6BrgN6enpAAAPDw8AbMPK0uv1+OWXX5CdnY2OHTuy/Srh5ZdfRv/+/dGrVy+T4WxD85w9exYBAQEIDw/Ho48+igsXLgBg+xGRdWLoJLICSUlJ0Ov18PX1NRnu6+uL+Ph4haqqfsXvtaJ2iI+Ph1arhbu7e4Xj+Pj4lJq+j4+PyTgl5+Pu7g6tVlvhOMWPa8LnIiKYMGECunTpgqioKABsQ3MdPXoUTk5O0Ol0eOGFF7B8+XI0adKE7WemX375BQcOHMD06dNLPcc2vLX27dtj4cKF2LBhA7799lvEx8ejU6dOSE5OZvsRkVWyUboAIjKfSqUyeSwipYbVBbfTDiXHKWv8qhhH/r15Rk34XEaPHo0jR47gr7/+KvUc27BikZGROHToENLS0rB06VKMGDECO3bsMD7P9itfbGwsxo4di40bN8LOzq7c8diG5evXr5/x/2bNmqFjx46IiIjAjz/+iA4dOpRZG9uPiGoyHukksgJeXl7QaDSlfjVOTEws9QtzbVZ898aK2sHPzw8FBQVITU2tcJyEhIRS079+/brJOCXnk5qaisLCwgrHSUxMBFD6KER1GzNmDFatWoVt27YhKCjIOJxtaB6tVov69eujTZs2mD59Olq0aIHPP/+c7WeG/fv3IzExEa1bt4aNjQ1sbGywY8cOfPHFF7CxsSn3KBjbsHyOjo5o1qwZzp49y+8gEVklhk4iK6DVatG6dWts2rTJZPimTZvQqVMnhaqqfuHh4fDz8zNph4KCAuzYscPYDq1bt4atra3JONeuXcOxY8eM43Ts2BHp6enYs2ePcZx//vkH6enpJuMcO3YM165dM46zceNG6HQ6tG7d2jjOzp07TboP2LhxIwICAhAWFlb1DWAGEcHo0aOxbNkybN26FeHh4SbPsw1vj4ggPz+f7WeGnj174ujRozh06JDxr02bNhg2bBgOHTqEevXqsQ0rKT8/HydPnoS/vz+/g0RknarldkVEdMeKu0z5/vvv5cSJEzJu3DhxdHSUS5cuKV1alcrMzJSDBw/KwYMHBYDMnDlTDh48aOwa5sMPPxRXV1dZtmyZHD16VB577LEyuwoICgqSzZs3y4EDB+See+4ps6uA5s2bS3R0tERHR0uzZs3K7CqgZ8+ecuDAAdm8ebMEBQWZdBWQlpYmvr6+8thjj8nRo0dl2bJl4uLiomhXAS+++KK4urrK9u3bTbpbyMnJMY7DNqzYpEmTZOfOnXLx4kU5cuSIvPHGG6JWq2Xjxo0iwva7HTffvVaEbXgrr776qmzfvl0uXLggu3fvlgEDBoizs7Nxfc/2IyJrw9BJZEW+/vprCQ0NFa1WK3fddZexG4zaZNu2bQKg1N+IESNE5EZ3AVOmTBE/Pz/R6XRy9913y9GjR02mkZubK6NHjxYPDw+xt7eXAQMGSExMjMk4ycnJMmzYMHF2dhZnZ2cZNmyYpKammoxz+fJl6d+/v9jb24uHh4eMHj3apFsAEZEjR45I165dRafTiZ+fn0ydOlXRbgLKajsA8sMPPxjHYRtW7OmnnzYuZ97e3tKzZ09j4BRh+92OkqGTbVix4n43bW1tJSAgQB566CE5fvy48Xm2HxFZG5XIv1d7ExEREREREVUxXtNJREREREREFsPQSURERERERBbD0ElEREREREQWw9BJREREREREFsPQSURERERERBbD0ElEREREREQWw9BJREREREREFsPQSURERERERBbD0ElEREREREQWw9BJREREREREFsPQSURERERERBbzfwl9d6smquH3AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "capital_cost_solar_generators = []\n", - "for idx in network_list:\n", - " capital_cost_solar_generators_idx = idx.generators.capital_cost.loc[idx.generators.carrier == \"solar\"].sum().sum()\n", - " capital_cost_solar_generators.append(capital_cost_solar_generators_idx)\n", - "\n", - " \n", - "sorted(capital_cost_solar_generators)\n", - "sns.histplot(capital_cost_solar_generators, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for solar generator across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "weight_solar_generators = []\n", - "for idx in network_list:\n", - " weight_solar_generators_idx = idx.generators.weight.loc[idx.generators.carrier == \"solar\"].sum().sum()\n", - " weight_solar_generators.append(weight_solar_generators_idx)\n", - "\n", - " \n", - "sorted(weight_solar_generators)\n", - "sns.histplot(weight_solar_generators, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for solar generator across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "weight_onwind_generators = []\n", - "for idx in network_list:\n", - " weight_onwind_generators_idx = idx.generators.weight.loc[idx.generators.carrier == \"onwind\"].sum().sum()\n", - " weight_onwind_generators.append(weight_onwind_generators_idx)\n", - "\n", - " \n", - "sorted(weight_onwind_generators)\n", - "sns.histplot(weight_onwind_generators, kde=True)\n", - "plt.title(\"reproduced plots of applied coffecients Distribution of capital cost for onwind generator across the simulations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The simulation results highlight the variability in power generation, load distribution, and associated costs across different scenarios. These findings can be valuable for decision-making and optimization in the energy sector." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Sensitivity Analysis\n", - "\n", - "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", - "\n", - "Decision-makers use this information to understand the implications of different choices on system performance and costs. \n", - "Energy models inform policy decisions. Sensitivity analysis helps policymakers understand which factors drive energy transitions. \n", - "\n", - "Additionally, sensitivity analysis guides resource allocation by pinpointing critical variables for optimal solutions. It aids in communicating uncertainties to stakeholders and informs scenario planning for future energy scenarios. The analysis also validates models by checking if changes in parameters align with expected outcomes, ensuring model reliability." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# change current directory to parent folder\n", - "import os\n", - "import sys\n", - "\n", - "if not os.path.isdir(\"pypsa-earth\"):\n", - " os.chdir(\"../..\")\n", - "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "import statsmodels.api as sm\n", - "from scipy.stats.mstats import zscore\n", - "from scipy import stats\n", - "from scripts.monte_carlo import monte_carlo_sampling_pydoe2, monte_carlo_sampling_scipy, monte_carlo_sampling_chaospy, validate_parameters\n", - "import logging\n", - "import yaml\n", - "\n", - "# disable logging from imported modules \n", - "logging.disable(sys.maxsize)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "# load the config file used for the monte carlo simulation\n", - "with open(\"mc/pypsa-earth/config.yaml\", \"r\") as stream:\n", - " config = yaml.safe_load(stream)[\"monte_carlo\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Reproducing the Parameters for Monte-Carlo Simulation" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "MONTE_CARLO_PYPSA_FEATURES = [\n", - " k for k in config[\"uncertainties\"].keys() if k\n", - "] # removes key value pairs with empty value e.g. []\n", - "MONTE_CARLO_OPTIONS = config[\"options\"]\n", - "N_FEATURES = len(\n", - " MONTE_CARLO_PYPSA_FEATURES\n", - ") # only counts features when specified in config\n", - "SAMPLES = MONTE_CARLO_OPTIONS.get(\n", - " \"samples\"\n", - ") # TODO: What is the optimal sampling? Fabian Neumann answered that in \"Broad ranges\" paper\n", - "SAMPLING_STRATEGY = MONTE_CARLO_OPTIONS.get(\"sampling_strategy\")\n", - "UNCERTAINTIES_VALUES = config[\"uncertainties\"].values()\n", - "SEED = MONTE_CARLO_OPTIONS.get(\"seed\")\n", - "\n", - "# PARAMETERS VALIDATION\n", - "# validates the parameters supplied from config file\n", - "validate_parameters(SAMPLING_STRATEGY, SAMPLES, UNCERTAINTIES_VALUES)\n", - "\n", - "# SCENARIO CREATION / SAMPLING STRATEGY\n", - "###\n", - "if SAMPLING_STRATEGY == \"pydoe2\":\n", - " lh = monte_carlo_sampling_pydoe2(\n", - " N_FEATURES,\n", - " SAMPLES,\n", - " UNCERTAINTIES_VALUES,\n", - " random_state=SEED,\n", - " criterion=None,\n", - " iteration=None,\n", - " correlation_matrix=None,\n", - " )\n", - "if SAMPLING_STRATEGY == \"scipy\":\n", - " lh = monte_carlo_sampling_scipy(\n", - " N_FEATURES,\n", - " SAMPLES,\n", - " UNCERTAINTIES_VALUES,\n", - " seed=SEED,\n", - " strength=2,\n", - " optimization=None,\n", - " )\n", - "if SAMPLING_STRATEGY == \"chaospy\":\n", - " lh = monte_carlo_sampling_chaospy(\n", - " N_FEATURES, SAMPLES, UNCERTAINTIES_VALUES, seed=SEED, rule=\"latin_hypercube\"\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "# reassign the values of the parameters and the objective values from the solved network\n", - "x = lh\n", - "y = network_obejective_list" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Standardised Regression Coefficient\n", - "\n", - "Standardised Regression Coefficient otherwise known as beta corefficients shows how much the outcome (dependent variable) changes when one input (independent variable) changes " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "src = sm.OLS(zscore(y), zscore(x)).fit()\n", - "src_beta_coefficients = src.params" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "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", - "
OLS Regression Results
Dep. Variable: y R-squared (uncentered): 0.668
Model: OLS Adj. R-squared (uncentered): 0.612
Method: Least Squares F-statistic: 12.06
Date: Fri, 16 Feb 2024 Prob (F-statistic): 2.54e-08
Time: 12:18:01 Log-Likelihood: -42.525
No. Observations: 49 AIC: 99.05
Df Residuals: 42 BIC: 112.3
Df Model: 7
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
x1 0.7290 0.093 7.828 0.000 0.541 0.917
x2 -0.1202 0.094 -1.279 0.208 -0.310 0.069
x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031
x4 0.3372 0.098 3.437 0.001 0.139 0.535
x5 0.1829 0.096 1.901 0.064 -0.011 0.377
x6 -0.0295 0.097 -0.303 0.764 -0.226 0.167
x7 -0.0668 0.092 -0.724 0.473 -0.253 0.119
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Omnibus: 7.035 Durbin-Watson: 2.259
Prob(Omnibus): 0.030 Jarque-Bera (JB): 7.789
Skew: -0.484 Prob(JB): 0.0204
Kurtosis: 4.697 Cond. No. 1.96


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/latex": [ - "\\begin{center}\n", - "\\begin{tabular}{lclc}\n", - "\\toprule\n", - "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.668 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.612 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 12.06 \\\\\n", - "\\textbf{Date:} & Fri, 16 Feb 2024 & \\textbf{ Prob (F-statistic):} & 2.54e-08 \\\\\n", - "\\textbf{Time:} & 12:18:01 & \\textbf{ Log-Likelihood: } & -42.525 \\\\\n", - "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 99.05 \\\\\n", - "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 112.3 \\\\\n", - "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", - "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lcccccc}\n", - " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", - "\\midrule\n", - "\\textbf{x1} & 0.7290 & 0.093 & 7.828 & 0.000 & 0.541 & 0.917 \\\\\n", - "\\textbf{x2} & -0.1202 & 0.094 & -1.279 & 0.208 & -0.310 & 0.069 \\\\\n", - "\\textbf{x3} & -0.1697 & 0.100 & -1.703 & 0.096 & -0.371 & 0.031 \\\\\n", - "\\textbf{x4} & 0.3372 & 0.098 & 3.437 & 0.001 & 0.139 & 0.535 \\\\\n", - "\\textbf{x5} & 0.1829 & 0.096 & 1.901 & 0.064 & -0.011 & 0.377 \\\\\n", - "\\textbf{x6} & -0.0295 & 0.097 & -0.303 & 0.764 & -0.226 & 0.167 \\\\\n", - "\\textbf{x7} & -0.0668 & 0.092 & -0.724 & 0.473 & -0.253 & 0.119 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 7.035 & \\textbf{ Durbin-Watson: } & 2.259 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.030 & \\textbf{ Jarque-Bera (JB): } & 7.789 \\\\\n", - "\\textbf{Skew:} & -0.484 & \\textbf{ Prob(JB): } & 0.0204 \\\\\n", - "\\textbf{Kurtosis:} & 4.697 & \\textbf{ Cond. No. } & 1.96 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "%\\caption{OLS Regression Results}\n", - "\\end{center}\n", - "\n", - "Notes: \\newline\n", - " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n", - " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 0.668\n", - "Model: OLS Adj. R-squared (uncentered): 0.612\n", - "Method: Least Squares F-statistic: 12.06\n", - "Date: Fri, 16 Feb 2024 Prob (F-statistic): 2.54e-08\n", - "Time: 12:18:01 Log-Likelihood: -42.525\n", - "No. Observations: 49 AIC: 99.05\n", - "Df Residuals: 42 BIC: 112.3\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 0.7290 0.093 7.828 0.000 0.541 0.917\n", - "x2 -0.1202 0.094 -1.279 0.208 -0.310 0.069\n", - "x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031\n", - "x4 0.3372 0.098 3.437 0.001 0.139 0.535\n", - "x5 0.1829 0.096 1.901 0.064 -0.011 0.377\n", - "x6 -0.0295 0.097 -0.303 0.764 -0.226 0.167\n", - "x7 -0.0668 0.092 -0.724 0.473 -0.253 0.119\n", - "==============================================================================\n", - "Omnibus: 7.035 Durbin-Watson: 2.259\n", - "Prob(Omnibus): 0.030 Jarque-Bera (JB): 7.789\n", - "Skew: -0.484 Prob(JB): 0.0204\n", - "Kurtosis: 4.697 Cond. No. 1.96\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "src.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.barplot(src_beta_coefficients)\n", - "plt.title(\"Beta coefficients of the parameters\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Partial Correlation Coefficients\n", - "\n", - "Partial Correlation Coefficients measures the strength of the relationship between two variables while removing the influence of other factors" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "pcc = np.zeros(shape=(x.shape[1],))\n", - "\n", - "for idx in range(x.shape[1]):\n", - " r, _ = stats.pearsonr(x[:,idx], y)\n", - " pcc[idx] = r\n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.barplot(pcc)\n", - "plt.title(\"Pearson correlation coefficients of the parameters\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Certainly, Based on the sensitvity analysis performed with PCC and SRC, we can draw that the `load` parameter has a higher importance when compared to the other parameters." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "pypsa-earth-v2", - "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": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/monte_carlo_case_study_nigeria_data.ipynb b/notebooks/monte_carlo_case_study_nigeria_data.ipynb new file mode 100644 index 0000000..7d04802 --- /dev/null +++ b/notebooks/monte_carlo_case_study_nigeria_data.ipynb @@ -0,0 +1,549 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Monte-Carlo Case Study using Nigeria's Power Data\n", + "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo method applied to Nigeria's power data.\n", + "\n", + "## Introduction\n", + "\n", + "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance.\n", + "\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to Nigeria's power data, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", + "\n", + "By following this notebook, you will be able to understand the applied Monte-Carlo methodology, explore the power system simulations, and gain insights into Nigeria's power data.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sensitivity Analysis\n", + "\n", + "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", + "\n", + "Decision-makers use this information to understand the implications of different choices on system performance and costs. \n", + "Energy models inform policy decisions. Sensitivity analysis helps policymakers understand which factors drive energy transitions. \n", + "\n", + "Additionally, sensitivity analysis guides resource allocation by pinpointing critical variables for optimal solutions. It aids in communicating uncertainties to stakeholders and informs scenario planning for future energy scenarios. The analysis also validates models by checking if changes in parameters align with expected outcomes, ensuring model reliability." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading Neccessary Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# change current directory to parent folder\n", + "import os\n", + "import sys\n", + "\n", + "if not os.path.isdir(\"pypsa-earth\"):\n", + " os.chdir(\"../..\")\n", + "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/gbotemi/miniconda3/envs/pypsa-earth/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "import os\n", + "import pypsa\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from IPython.display import Image\n", + "import statsmodels.api as sm\n", + "from scipy.stats.mstats import zscore\n", + "from scipy import stats\n", + "from scripts.monte_carlo import (\n", + " monte_carlo_sampling_pydoe2, monte_carlo_sampling_scipy, \n", + " monte_carlo_sampling_chaospy, validate_parameters)\n", + "import logging\n", + "import yaml\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "pd.set_option('display.max_columns', 500)\n", + "\n", + "# disable logging from imported modules \n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# load the config file used for the monte carlo simulation\n", + "with open(\"mc/pypsa-earth/config.yaml\", \"r\") as stream:\n", + " config = yaml.safe_load(stream)[\"monte_carlo\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading simulation results" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/gbotemi/Documents/code/PYPSA\n" + ] + } + ], + "source": [ + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All Networks loaded successfully\n" + ] + } + ], + "source": [ + "# load solved networks into a list\n", + "network_list = []\n", + "\n", + "for count in range(0,49):\n", + " # set directory of solved networks in results folder\n", + " path = f\"mc/pypsa-earth/results/NG/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " network = pypsa.Network(path)\n", + " network_list.append(network)\n", + "\n", + "print(\"All Networks loaded successfully\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "objective loaded completely\n" + ] + } + ], + "source": [ + "# load network objective values\n", + "network_obejective_list = []\n", + "\n", + "for idx in network_list:\n", + " obj = idx.objective / 1e9\n", + " network_obejective_list.append(obj)\n", + "print(\"objective loaded completely\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reproducing the Parameters for Monte-Carlo Simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "MONTE_CARLO_PYPSA_FEATURES = [\n", + " k for k in config[\"uncertainties\"].keys() if k\n", + "] # removes key value pairs with empty value e.g. []\n", + "MONTE_CARLO_OPTIONS = config[\"options\"]\n", + "N_FEATURES = len(\n", + " MONTE_CARLO_PYPSA_FEATURES\n", + ") # only counts features when specified in config\n", + "SAMPLES = MONTE_CARLO_OPTIONS.get(\n", + " \"samples\"\n", + ") # TODO: What is the optimal sampling? Fabian Neumann answered that in \"Broad ranges\" paper\n", + "SAMPLING_STRATEGY = MONTE_CARLO_OPTIONS.get(\"sampling_strategy\")\n", + "UNCERTAINTIES_VALUES = config[\"uncertainties\"].values()\n", + "SEED = MONTE_CARLO_OPTIONS.get(\"seed\")\n", + "\n", + "# PARAMETERS VALIDATION\n", + "# validates the parameters supplied from config file\n", + "validate_parameters(SAMPLING_STRATEGY, SAMPLES, UNCERTAINTIES_VALUES)\n", + "\n", + "# SCENARIO CREATION / SAMPLING STRATEGY\n", + "###\n", + "if SAMPLING_STRATEGY == \"pydoe2\":\n", + " lh = monte_carlo_sampling_pydoe2(\n", + " N_FEATURES,\n", + " SAMPLES,\n", + " UNCERTAINTIES_VALUES,\n", + " random_state=SEED,\n", + " criterion=None,\n", + " iteration=None,\n", + " correlation_matrix=None,\n", + " )\n", + "if SAMPLING_STRATEGY == \"scipy\":\n", + " lh = monte_carlo_sampling_scipy(\n", + " N_FEATURES,\n", + " SAMPLES,\n", + " UNCERTAINTIES_VALUES,\n", + " seed=SEED,\n", + " strength=2,\n", + " optimization=None,\n", + " )\n", + "if SAMPLING_STRATEGY == \"chaospy\":\n", + " lh = monte_carlo_sampling_chaospy(\n", + " N_FEATURES, SAMPLES, UNCERTAINTIES_VALUES, seed=SEED, rule=\"latin_hypercube\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# reassign the values of the parameters and the objective values from the solved network\n", + "x = lh\n", + "y = network_obejective_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardised Regression Coefficient\n", + "\n", + "Standardised Regression Coefficient otherwise known as beta corefficients shows how much the outcome (dependent variable) changes when one input (independent variable) changes " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "src = sm.OLS(zscore(y), zscore(x)).fit()\n", + "src_beta_coefficients = src.params" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "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", + "
OLS Regression Results
Dep. Variable: y R-squared (uncentered): 0.668
Model: OLS Adj. R-squared (uncentered): 0.613
Method: Least Squares F-statistic: 12.08
Date: Fri, 01 Mar 2024 Prob (F-statistic): 2.50e-08
Time: 04:41:46 Log-Likelihood: -42.506
No. Observations: 49 AIC: 99.01
Df Residuals: 42 BIC: 112.3
Df Model: 7
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
x1 0.7293 0.093 7.834 0.000 0.541 0.917
x2 -0.1198 0.094 -1.276 0.209 -0.309 0.070
x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031
x4 0.3370 0.098 3.436 0.001 0.139 0.535
x5 0.1826 0.096 1.898 0.065 -0.012 0.377
x6 -0.0295 0.097 -0.303 0.763 -0.226 0.167
x7 -0.0671 0.092 -0.728 0.470 -0.253 0.119
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Omnibus: 7.069 Durbin-Watson: 2.258
Prob(Omnibus): 0.029 Jarque-Bera (JB): 7.828
Skew: -0.487 Prob(JB): 0.0200
Kurtosis: 4.699 Cond. No. 1.96


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.668 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.613 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 12.08 \\\\\n", + "\\textbf{Date:} & Fri, 01 Mar 2024 & \\textbf{ Prob (F-statistic):} & 2.50e-08 \\\\\n", + "\\textbf{Time:} & 04:41:46 & \\textbf{ Log-Likelihood: } & -42.506 \\\\\n", + "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 99.01 \\\\\n", + "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 112.3 \\\\\n", + "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{x1} & 0.7293 & 0.093 & 7.834 & 0.000 & 0.541 & 0.917 \\\\\n", + "\\textbf{x2} & -0.1198 & 0.094 & -1.276 & 0.209 & -0.309 & 0.070 \\\\\n", + "\\textbf{x3} & -0.1697 & 0.100 & -1.703 & 0.096 & -0.371 & 0.031 \\\\\n", + "\\textbf{x4} & 0.3370 & 0.098 & 3.436 & 0.001 & 0.139 & 0.535 \\\\\n", + "\\textbf{x5} & 0.1826 & 0.096 & 1.898 & 0.065 & -0.012 & 0.377 \\\\\n", + "\\textbf{x6} & -0.0295 & 0.097 & -0.303 & 0.763 & -0.226 & 0.167 \\\\\n", + "\\textbf{x7} & -0.0671 & 0.092 & -0.728 & 0.470 & -0.253 & 0.119 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Omnibus:} & 7.069 & \\textbf{ Durbin-Watson: } & 2.258 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.029 & \\textbf{ Jarque-Bera (JB): } & 7.828 \\\\\n", + "\\textbf{Skew:} & -0.487 & \\textbf{ Prob(JB): } & 0.0200 \\\\\n", + "\\textbf{Kurtosis:} & 4.699 & \\textbf{ Cond. No. } & 1.96 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{OLS Regression Results}\n", + "\\end{center}\n", + "\n", + "Notes: \\newline\n", + " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n", + " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "=======================================================================================\n", + "Dep. Variable: y R-squared (uncentered): 0.668\n", + "Model: OLS Adj. R-squared (uncentered): 0.613\n", + "Method: Least Squares F-statistic: 12.08\n", + "Date: Fri, 01 Mar 2024 Prob (F-statistic): 2.50e-08\n", + "Time: 04:41:46 Log-Likelihood: -42.506\n", + "No. Observations: 49 AIC: 99.01\n", + "Df Residuals: 42 BIC: 112.3\n", + "Df Model: 7 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "x1 0.7293 0.093 7.834 0.000 0.541 0.917\n", + "x2 -0.1198 0.094 -1.276 0.209 -0.309 0.070\n", + "x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031\n", + "x4 0.3370 0.098 3.436 0.001 0.139 0.535\n", + "x5 0.1826 0.096 1.898 0.065 -0.012 0.377\n", + "x6 -0.0295 0.097 -0.303 0.763 -0.226 0.167\n", + "x7 -0.0671 0.092 -0.728 0.470 -0.253 0.119\n", + "==============================================================================\n", + "Omnibus: 7.069 Durbin-Watson: 2.258\n", + "Prob(Omnibus): 0.029 Jarque-Bera (JB): 7.828\n", + "Skew: -0.487 Prob(JB): 0.0200\n", + "Kurtosis: 4.699 Cond. No. 1.96\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", + "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "src.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(src_beta_coefficients)\n", + "plt.title(\"Beta coefficients of the parameters\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is labelling for the x-axis of the plots with regards to the selected parameters\n", + "\n", + "0: 'loads_t.p_set
\n", + "1: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]'
\n", + "2: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]'
\n", + "3: 'generators.capital_cost.loc[n.generators.carrier == \"solar\"]'
\n", + "4: 'generators.capital_cost.loc[n.generators.carrier == \"onwind\"]'
\n", + "5: 'generators.weight.loc[n.generators.carrier == \"onwind\"]'
\n", + "6: 'generators.weight.loc[n.generators.carrier == \"solar\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Partial Correlation Coefficients\n", + "\n", + "Partial Correlation Coefficients measures the strength of the relationship between two variables while removing the influence of other factors" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "pcc = np.zeros(shape=(x.shape[1],))\n", + "\n", + "for idx in range(x.shape[1]):\n", + " r, _ = stats.pearsonr(x[:,idx], y)\n", + " pcc[idx] = r\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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X943vJ29vb8XExOjxxx9XfHy8duzYoaVLl+rLL7/MsGzp0qXl7+/v+r1ChQqS3PdfmTJlJP36DaLExETt2bNHLVq0kDHGtc3VqlWTv79/ltuc3WNmZttTs2ZNlStXTi+88IJGjx6tL774QhUqVNDQoUNVuXLlW4wwbsSE3QIuODhYY8aMkSQ5HA75+PiocuXKKlGihKvPhQsXJEljxoxx9b1R+nX6c+fOafTo0Vq/fr0cDoeqV6+u+vXrS8p4/4ObvwUxdepUzZo1S2vWrNFnn32mQoUKqUmTJnrttddUrVo1Xbx4UX/4wx8yPPcf/vAHGWN0+fJlV1vRokXd+hQqVOiW91+4cOFClt/KkKSLFy+qbNmybgde6X8HvkuXLrnVk5mb2y9cuKDY2FjFxsZm6FuuXLlM15GT8b3VttxYe7rChQurbNmybtty8zimf6jeOM/n5m2SMu7bdJcuXZIxJsv9mP7cFy5c0NmzZxUcHJzpes6ePavSpUtn+tit/NZ+zqx/duvI6WsuLCxMs2fP1nvvvaeYmBjNmjVLFSpUUI8ePdSpU6dMl7l48aKqVq2aoT19PNNDxp241Xak79+ePXtmuuxvzdepWLGi2+/p+yK97r1792rMmDHau3evfH19VaNGDVWpUkVSxtf3za+hTZs2afz48Tpy5IiKFy+ugIAAFS9ePMOyNx7XbnTzdqdLSEhQWlqa5syZozlz5mR43MfHJ9PlsnvMzGx7ihcvrkWLFumdd95RbGyslixZoqJFiyoyMlIvv/xyls8Jd4SXAq548eIKCQm5ZZ9SpUpJkoYOHaqIiIgMj6cfwAcPHqwff/xR8+fPV7169eTt7a3ExER9+OGHv1lHyZIlNWTIEA0ZMkRHjhzRv/71L82cOVNjxozR3LlzVbp0adcEyBudPXtWklS2bNnfPHje6rlPnjyZoX337t0qUaKESpcurfPnz+v69etuASb9+cqWLXtbz9mkSRN16dIlw2M3h6R0dzK+6dL31dmzZ90+CFNSUnT+/Pnb2pZ06a+T9ImM6S5cuKDvv/9ederUkcPhyHI/pv/FW7JkSd17772aNGlSps+T2Qd4dvzWfq5Zs2aG/nlRR7rmzZurefPmSkxM1NatW7VgwQKNHz9edevWVWhoaIb+2XkP5KX0/Ttp0iTde++9GR7PKrinS/9AT5e+LeXKldPly5fVvXt3BQQEaPXq1fL391ehQoW0ceNGrV279pbr/emnn9SnTx899NBDevfdd11nCxctWqRNmzZlc+syV7x4cTkcDnXu3Flt2rTJ8HhWoSe7x8ys3H///Zo4caJSU1P17bff6uOPP9b777+vqlWrZhke4Y7LRtD999+v8uXL6+TJkwoJCXH9+Pn5afLkydq3b5+kX2989eijj6pRo0by9vaWJP373/+WlPVf65J06tQptWjRQp999pnr+Xr06KEmTZrozJkzkn49zf7ll1+6nRlITU3Vp59+qpCQENfz3Y7w8HCdOHFCBw8edLUlJyerX79++uCDDxQREaHU1NQMZ0nST2mnn/3IiYiICB0+fFi1atVyjWft2rX13nvvad26dZkuk53xvfFyTFbPK8ntJnbSr98QSk1Nva1tSXf//ferbNmybt9+SX+uHj16KCUlRbVr11ZsbKxSU1Ndj1+6dEkbNmxwPXdERIROnz6t8uXLu73evv76a82dO/c3tzErv7Wfb5abdRQq5H4offPNN9W+fXsZY1S0aFG1atVKw4YNkySdPn0603U0aNBAu3fvzvCNtE8++UQVKlRQ9erVb7ue7AgNDVWRIkUUFxfnNh5FihTR5MmTMw2GN/riiy/cfl+7dq0cDocaNWqkI0eO6MKFC3r++edVs2ZNV33ZOX589913SkpKUq9evdwuc6YHl+yelcxMiRIlFBQUpCNHjrhtc82aNTVjxgzXpc6bXwvZPWZm5rPPPlOjRo109uxZeXl5KSwsTK+99ppKlSrlOh7it3HmBfLy8tJLL72kV199VV5eXmrVqpUSEhI0c+ZMxcXFuU6r16lTR6tWrVJwcLD8/Py0e/duvfvuu3I4HLe8/l+lShX5+flp3Lhxunz5su655x5999132rhxo+suoH379tW///1vPf/88+rZs6e8vb21cOFCnThxQnPnzr2j7WvXrp3++c9/6oUXXtCAAQNUrlw5LVq0SNeuXVPHjh1VrVo1NWzYUKNHj1Z8fLyCgoK0fft2zZkzR08//bRq1KiR4+fs3bu3nn32WfXq1UsdOnSQj4+Pli5dqvXr1ys6OjrTZbIzvulzgr7++mv5+/tn+Au+Ro0aevrppzVjxgxdu3ZNDRs21P79+11f1WzevHmOtyWdl5eX+vXrp9dff12vvfaaWrdurWPHjukf//iHOnTooHLlymnQoEHq1q2bunfvrqioKKWkpGj27NlKTk5W3759Jf26PxYuXKguXbrob3/7mypXrqwtW7Zozpw5ioqKUpEiRW6rvt/az5n1z606SpUqpZ9//lkbN25UrVq11LhxY82fP1/Dhw9XZGSkUlJSNHfuXJUpU0aNGjXKdB1dunTRJ598oi5duqhv374qW7asVq5cqa1bt2r8+PE5CiQ315MdZcuWVffu3TVt2jRdvnxZDRs2VFxcnKZNmyaHw+E2lygz3377rQYPHqwnn3xSBw8eVHR0tJ555hlVq1ZNZcqUUYkSJTRr1iwVLlxYhQsX1tq1a7Vs2TJJWc+zkn699F24cGFNnDhRXbt2VXJyslasWKENGzZI0i3nu2XHwIED1bNnTw0aNEiRkZFKTU3VvHnztGfPHr3wwguS/ve+27Bhg0qXLq3AwMBsHTMzU69ePaWlpalPnz7q2bOnihcvrjVr1ujSpUt65JFH7mhb7iaEF0iS/vznP6t48eKaO3euli5dqmLFiqlevXqaNGmSawLhhAkTNHbsWI0dO1aSdO+992rMmDH65JNPfvO22TNmzNCUKVM0bdo0nT9/XpUrV1bfvn1dp0hr1qypxYsXa8qUKRo5cqQcDofq1KmjBQsWZJhkmFMlSpTQwoUL9dZbb+nvf/+7rl+/rtDQUP3zn/90/SX37rvvKjo6WgsWLNC5c+dUtWpVvfTSS5le9smOwMBALVq0SFOnTtXQoUNljJHT6dTbb7/tulfLzbIzviVKlFCXLl20dOlSbdiwIdMJhX//+99VvXp1LV++XDExMapYsaI6duyoPn363NZf5Dd67rnnVKxYMcXExGjZsmWqVKmSunbt6tqP6R/a0dHRGjhwoLy9vRUeHq4333zTddmmWLFiWrRokSZPnqyJEyfq0qVLqlKligYNGqSuXbvedm3Z2c83ys062rVrp40bN6pPnz7q37+/evbsqUmTJmnevHmuSbr169fXggULXJfPblahQgW9//77mjx5sv7+978rJSVFgYGBmjlzZpavmezWk9V/I3CzF198URUqVNDixYtdl3MbN26sgQMHuk2mz0ynTp0UFxfnCl5/+9vfXH+clCxZUjNnztRbb72lAQMGqHjx4qpVq5YWLlyoHj16aOfOnVn+FxfVq1fX5MmTNWPGDL3wwgsqXbq06tatq3/+85/q2LGjdu7cmeELAjnRrFkzxcTEaMaMGerfv7+KFCmi4OBgzZ8/3zXRt2bNmmrbtq3rUtXq1auzdczMTMWKFTV37lxNmzZNL7/8shITE1WzZk1Nnz49y2CLjBzmTs65AQDuegEBAerbt6/69evn6VJwl2DOCwAAsArhBQAAWIXLRgAAwCqceQEAAFYhvAAAAKsQXgAAgFUK3H1edu/eLWPMbd/oCgAA/P5SUlLkcDgUFhb2m30LXHgxxtzR7aIBAMDvLyef3QUuvKSfcfmt/4wQAADkH3v37s12X+a8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxy14WXtDTj6RLy3N2wjQCAu1dhTxfweytUyKG33/9Kp+IverqUPFGlYmn16dDU02UAAJBn7rrwIkmn4i/q2Knzni4DAADchrvushEAALAb4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwSp6El7S0NEVHR6t58+YKDQ1V165ddfz48Sz7p6SkaPLkyWrevLnq1q2rqKgo7d+/Py9KAwAAlsuT8DJz5kwtWbJE48aN09KlS+VwONSjRw8lJydn2v+1117TsmXLNHbsWC1fvlxlypRRjx49dOnSpbwoDwAAWCzXw0tycrLmzZunfv36qUWLFgoMDNTUqVMVFxendevWZeh/4sQJLVu2TG+88YZatmwpf39/jR8/Xt7e3vruu+9yuzwAAGC5XA8vBw4c0JUrV9SoUSNXW6lSpRQUFKQdO3Zk6L9582aVKlVKDzzwgFv/L774Qo0bN87t8gAAgOUK5/YKz5w5I0mqXLmyW3vFihV1+vTpDP2PHTumatWq6fPPP9fs2bMVFxenoKAgDR8+XP7+/rdVgzFGV69ezdDucDhUtGjR21qnbRITE2WM8XQZAABkizFGDocjW31zPbwkJiZKkry9vd3afXx8dPHixQz9L1++rJ9++kkzZ87U0KFDVapUKb3zzjv661//qtjYWJUvXz7HNaSkpGQ64bdo0aIKCgrK8fpsdPToUde+AADABjdnh6zkenjx9fWV9Ovcl/R/S1JSUlKmZz2KFCmiS5cuaerUqa4zLVOnTlWLFi300UcfqXv37jmuoUiRIqpRo0aG9uwmuoLgvvvu48wLAMAahw8fznbfXA8v6ZeL4uPjdc8997ja4+PjFRgYmKG/n5+fChcu7HaJyNfXV9WqVdPJkydvqwaHw6FixYrd1rIFxd1yeQwAUDDk5ARDrk/YDQwMVIkSJbRt2zZXW0JCgvbt26fw8PAM/cPDw3X9+nXt3bvX1Xbt2jWdOHFC1atXz+3yAACA5XL9zIu3t7eioqI0adIklStXTlWqVNHEiRPl5+en1q1bKzU1VefOnVPJkiXl6+ur8PBwNWnSRMOGDdPrr7+uMmXKKDo6Wl5eXnryySdzuzwAAGC5PLlJXf/+/dW+fXuNGjVKHTp0kJeXl2JiYuTt7a3Tp0+rWbNmio2NdfWfPn26IiIi1LdvX7Vv316XL1/WggULVK5cubwoDwAAWMxhCtiszvTLTyEhIVn2GTktVsdOnf+9Svpd3VulrMYPeNzTZQAAkCPZ+fxOx3/MCAAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqeRJe0tLSFB0drebNmys0NFRdu3bV8ePHs7XsqlWrFBAQoJMnT+ZFaQAAwHJ5El5mzpypJUuWaNy4cVq6dKkcDod69Oih5OTkWy536tQpjRkzJi9KAgAABUSuh5fk5GTNmzdP/fr1U4sWLRQYGKipU6cqLi5O69aty3K5tLQ0DRkyRMHBwbldEgAAKEByPbwcOHBAV65cUaNGjVxtpUqVUlBQkHbs2JHlcrNmzVJKSop69eqV2yUBAIACpHBur/DMmTOSpMqVK7u1V6xYUadPn850mW+//Vbz5s3TsmXLFBcXd8c1GGN09erVDO0Oh0NFixa94/XbIDExUcYYT5cBAEC2GGPkcDiy1TfXw0tiYqIkydvb263dx8dHFy9ezND/6tWrGjx4sAYPHqx77703V8JLSkqK9u/fn6G9aNGiCgoKuuP12+Do0aOufQEAgA1uzg5ZyfXw4uvrK+nXuS/p/5akpKSkTM96jBs3Tvfee6+effbZXKuhSJEiqlGjRob27Ca6guC+++7jzAsAwBqHDx/Odt9cDy/pl4vi4+N1zz33uNrj4+MVGBiYof/y5cvl7e2tsLAwSVJqaqokqW3btoqMjNTrr7+e4xocDoeKFSt2O+UXGHfL5TEAQMGQkxMMuR5eAgMDVaJECW3bts0VXhISErRv3z5FRUVl6P/555+7/b5nzx4NGTJEs2fPlr+/f26XBwAALJfr4cXb21tRUVGaNGmSypUrpypVqmjixIny8/NT69atlZqaqnPnzqlkyZLy9fVV9erV3ZZPn/D7xz/+UeXLl8/t8gAAgOXy5CZ1/fv3V/v27TVq1Ch16NBBXl5eiomJkbe3t06fPq1mzZopNjY2L54aAAAUcLl+5kWSvLy8NGTIEA0ZMiTDY1WrVtXBgwezXLZhw4a3fBwAANzd+I8ZAQCAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFglT8JLWlqaoqOj1bx5c4WGhqpr1646fvx4lv0PHTqknj17qmHDhmrcuLH69++v//73v3lRGgAAsFyehJeZM2dqyZIlGjdunJYuXSqHw6EePXooOTk5Q9/z58+rS5cuKl68uBYuXKg5c+bo/Pnz6t69u5KSkvKiPAAAYLFcDy/JycmaN2+e+vXrpxYtWigwMFBTp05VXFyc1q1bl6H/+vXrlZiYqAkTJqhmzZqqXbu2Jk6cqB9//FH/+c9/crs8AABguVwPLwcOHNCVK1fUqFEjV1upUqUUFBSkHTt2ZOjfuHFjvf322/Lx8cnw2MWLF3O7PAAAYLnCub3CM2fOSJIqV67s1l6xYkWdPn06Q/+qVauqatWqbm3vvvuufHx81KBBg9uqwRijq1evZmh3OBwqWrToba3TNomJiTLGeLoMAACyxRgjh8ORrb65Hl4SExMlSd7e3m7tPj4+2TqTsmDBAi1evFgjRoxQ+fLlb6uGlJQU7d+/P0N70aJFFRQUdFvrtM3Ro0dd+wIAABvcnB2ykuvhxdfXV9Kvc1/S/y1JSUlJtzzrYYzRtGnT9M4776hXr17q3LnzbddQpEgR1ahRI0N7dhNdQXDfffdx5gUAYI3Dhw9nu2+uh5f0y0Xx8fG65557XO3x8fEKDAzMdJmUlBSNGDFCq1ev1tChQ9WtW7c7qsHhcKhYsWJ3tA7b3S2XxwAABUNOTjDk+oTdwMBAlShRQtu2bXO1JSQkaN++fQoPD890maFDh+qzzz7T5MmT7zi4AACAgi3Xz7x4e3srKipKkyZNUrly5VSlShVNnDhRfn5+at26tVJTU3Xu3DmVLFlSvr6+WrFihWJjYzV06FBFRETo7NmzrnWl9wEAAEiXJzep69+/v9q3b69Ro0apQ4cO8vLyUkxMjLy9vXX69Gk1a9ZMsbGxkqTVq1dLkt566y01a9bM7Se9D4D8Ky2t4M+tuhu2EbBJrp95kSQvLy8NGTJEQ4YMyfBY1apVdfDgQdfv8+bNy4sSAPxOChVy6O33v9Kp+IJ5X6YqFUurT4emni4DwA3yJLwAuLucir+oY6fOe7oMAHcJ/ldpAABgFcILAACwCuEFAPLI3TDR927YRuQ/zHkBgDzCZGYgbxBeACAPMZkZyH1cNgIAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsEqehJe0tDRFR0erefPmCg0NVdeuXXX8+PEs+58/f16DBg1SgwYN1KBBA73yyiu6evVqXpQGAAAslyfhZebMmVqyZInGjRunpUuXyuFwqEePHkpOTs60f//+/XXixAm99957io6O1ldffaUxY8bkRWkAAMByuR5ekpOTNW/ePPXr108tWrRQYGCgpk6dqri4OK1bty5D/927d2v79u164403FBwcrMaNG+v111/Xxx9/rLi4uNwuDwAAWC7Xw8uBAwd05coVNWrUyNVWqlQpBQUFaceOHRn679y5UxUqVJC/v7+rLSIiQg6HQ7t27crt8gAAgOVyPbycOXNGklS5cmW39ooVK+r06dMZ+sfFxWXo6+3trTJlymTaHwAA3N0K5/YKExMTJf0aQG7k4+OjixcvZtr/5r7p/ZOSkm6rBmNMphN+HQ6HihYtqioVS9/Wem2Qvm2JiYkyxuRoWYfDkRcl5Ts5HReJsckK76msMTa3dje8p27nWCPdvWNjjMn2tud6ePH19ZX069yX9H9LUlJSkooWLZpp/8wm8iYlJalYsWK3VUNKSor279+fob1IkSIKCgpWnw5Nb2u9trh+PVWHDh1SSkpKtpdJH5vChb3ysDLPu349Vfv2fc/YZOJOxob3VEaMTdbuhvfU7byfJMYms5MZmcn18JJ+CSg+Pl733HOPqz0+Pl6BgYEZ+vv5+Wn9+vVubcnJybpw4YIqVap0WzUUKVJENWrUyPSxlJRk5fC1ZKWstj8rDodDhQt76aP1e3X2wpU8qsqzKpQprqcfDlHNmjVz/Bd04cJeevv9r3QqPuPZw4KgSsXS6tOhaY7HRuI9dSuMTeYK+nvqTt5Pd/PYHD58ONvryfXwEhgYqBIlSmjbtm2u8JKQkKB9+/YpKioqQ/8GDRpo0qRJOn78uKpXry5J2rZtmySpXr16t1WDw+G47bM2d7O0NKOnHw7xdBl5Ki3NZHoGMDtOxV/UsVPnc7mi/OV2xwa4HQX9PXUn76e7cWxycrks18OLt7e3oqKiNGnSJJUrV05VqlTRxIkT5efnp9atWys1NVXnzp1TyZIl5evrq9DQUNWrV08vvfSSXnvtNV29elWjR4/WU089ddtnXnB7ChUq+NdZ74ZtBGxRUOcDFdTtyk9yPbxIv9507vr16xo1apSuXbumBg0aKCYmRt7e3jp58qQeeughvfHGG2rXrp0cDodmzJihMWPGqFOnTvLx8dFjjz2mESNG5EVpAIB8IC3NFOj5QGlphj+W8lCehBcvLy8NGTJEQ4YMyfBY1apVdfDgQbe28uXLKzo6Oi9KAQDkQwX9g72gb5+n8R8zAgAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqFPV0AAABwV6ViaU+XkCdya7sILwAA5CNpaUZ9OjT1dBl5Ji3NqFAhxx2tg8tGAADkI3f6wZ7f5cb2EV4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAViG8AAAAqxBeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4AQAAVimc2ytMSkrShAkT9Nlnn+natWtq3ry5Ro8erfLly2e5zH/+8x9NnTpV+/btU7FixfTAAw9oyJAhKlOmTG6XB9y2KhVLe7qEPFOQtw1AweMwxpjcXOGIESO0a9cujR8/Xt7e3ho9erSKFy+uhQsXZtr/6NGjateundq3b68OHTro3LlzGjNmjMqWLasFCxbk+Pn37t0rSQoJCbmj7QBulJZmVKiQw9Nl5Km7YRsB5F85+fzO1ctGcXFxWrlypUaNGqXw8HDVqVNHU6ZM0Y4dO/TNN99kuszKlStVsWJFjRw5Uvfff7/Cw8M1evRobdu2TSdOnMjN8oDbdjd8qN8N2wigYMjV8LJr1y5JUsOGDV1t9913nypVqqQdO3ZkukxkZKTefPNNORwZD5wXLlzIzfIAAEABkKtzXuLi4lS2bFn5+Pi4tVesWFGnT5/OdBl/f/8MbXPmzFGFChUUGBiYm+UBAIACIEfh5eTJk3rooYeyfHzAgAHy9vbO0O7j46OkpKRsPceECRO0ceNGRUdHq0iRIjkpz8UYo6tXr97WsgAA4PdnjMn0KkxmchReKlWqpNjY2Cwf37hxo5KTkzO0JyUlqWjRordcd0pKil599VV99NFHGj16tB555JGclJZhXfv377/t5QEAwO8vsxMgmclReClSpEiml3nSHTx4UBcuXFBycrJbAfHx8fLz88tyucuXL6tv377auXOnJk+erDZt2uSkrEzrrFGjxh2tAwAA/H4OHz6c7b65Ouelfv36SktL065du9S4cWNJ0pEjRxQXF6fw8PBMl0lOTlavXr104MABzZ07V40aNbrjOhwOh4oVK3bH6wEAAL+P7F4yknL520aVKlVSmzZtNGrUKG3btk3ffvutBg0apIiICNWtW1fSr2Hl7NmzrstL7777rnbt2qXXX39d/v7+Onv2rOsns0tQAADg7pbrN6m7evWqxo8fr7Vr10qSHnjgAY0aNUply5aVJG3btk3PP/+8FixYoIYNG+rRRx/VsWPHMl1Xep+c4CZ1AADYJyef37keXjyN8AIAgH08doddAACAvEZ4AQAAViG8AAAAqxBeAACAVQgvAADAKrl6k7r8ICUlRcYY16xlAACQ/yUnJ+fN/21kg5zcoQ8AAOQPDocj25/hBe4+LwAAoGBjzgsAALAK4QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXgAAgFUILwAAwCqEFwAAYBXCCwAAsArhBQAAWIXwAgAArEJ4ySNpaWmKjo5W8+bNFRoaqq5du+r48eOeLivfmTlzpjp27OjpMvKNCxcu6NVXX9UDDzygevXqqUOHDtq5c6eny8oXfvnlFw0ZMkSNGjVSWFiYevbsqcOHD3u6rHzl6NGjCgsL04oVKzxdSr5w6tQpBQQEZPj58MMPPV1avrBy5Uo9/vjjCgkJUZs2bbRmzRpPl5RthJc8MnPmTC1ZskTjxo3T0qVL5XA41KNHDyUnJ3u6tHzjvffeU3R0tKfLyFcGDhyoPXv2aMqUKVq2bJmCg4PVrVs3/fjjj54uzeNeeOEFnThxQnPmzNGyZcvk6+urzp07KzEx0dOl5QspKSkaPHiwrl696ulS8o2DBw/Kx8dHmzZt0ubNm10/TzzxhKdL87iPP/5YI0eO1F/+8hetXr1ajz/+uAYOHKjdu3d7urRsIbzkgeTkZM2bN0/9+vVTixYtFBgYqKlTpyouLk7r1q3zdHkeFxcXp+7du2vatGm67777PF1OvnH8+HF99dVXGj16tMLDw3X//ffr5ZdfVqVKlbR69WpPl+dR58+fV9WqVTV27FiFhITI399fvXv31tmzZ3Xo0CFPl5cvTJ8+XcWLF/d0GfnKDz/8oPvuu08VK1ZUhQoVXD++vr6eLs2jjDGaNm2aOnXqpE6dOql69erq06ePmjRpou3bt3u6vGwhvOSBAwcO6MqVK2rUqJGrrVSpUgoKCtKOHTs8WFn+8P3336t06dL65JNPFBoa6uly8o2yZctq9uzZql27tqvN4XDIGKOLFy96sDLPK1u2rKZMmaKaNWtKkn7++WfFxMTIz89PNWrU8HB1nrdjxw4tXbpUb775pqdLyVcOHjzI6yMTR44c0alTpzKcgYqJiVGvXr08VFXOFPZ0AQXRmTNnJEmVK1d2a69YsaJOnz7tiZLylQcffFAPPvigp8vId0qVKqUWLVq4ta1Zs0Y//fSTmjVr5qGq8p9XXnlFH3zwgby9vfXOO++oWLFini7JoxISEjR06FCNGjUqwzHnbvfDDz+oQoUK+utf/6pjx46pevXq6t27t5o3b+7p0jzq2LFjkqSrV6+qW7du2rdvn6pWraoXXnjBmmMzZ17yQPo1eG9vb7d2Hx8fJSUleaIkWGjXrl0aOXKkHnroIWsOKL+HTp06afny5YqMjFSfPn30/fffe7okj3rttddUt25d5nHcJDk5WceOHdPly5f14osvavbs2QoJCVGPHj309ddfe7o8j7p8+bIkadiwYWrbtq3mzZunpk2bqnfv3taMDWde8kD69dTk5GS3a6tJSUkqWrSop8qCRdavX6/BgwcrNDRUU6ZM8XQ5+Ur6ZYCxY8fqm2++0cKFC/XGG294uCrPWLlypXbu3KlVq1Z5upR8x9vbWzt27FDhwoVdf0jWrl1bP/74o2JiYtS4cWMPV+g5RYoUkSR169ZNTz/9tCSpVq1a2rdvn+bPn2/F2HDmJQ+kn7qNj493a4+Pj5efn58nSoJFFi5cqH79+umBBx7QnDlz7vrJhdKvX5NevXq1UlNTXW2FChWSv79/hvfZ3WT58uX65Zdf1LJlS4WFhSksLEySNHr0aLVp08bD1XlesWLFMpwBdzqdiouL81BF+UP655DT6XRrr1Gjhk6ePOmJknKM8JIHAgMDVaJECW3bts3VlpCQoH379ik8PNyDlSG/W7x4scaOHavnnntO//jHPzIceO9W8fHxGjRokNs3IVJSUrRv3z75+/t7sDLPmjRpkmJjY7Vy5UrXjyT1799fs2fP9mxxHnbgwAGFhYVluE/Sd999d9dP4g0KClLx4sW1Z88et/YffvhB99xzj4eqyhkuG+UBb29vRUVFadKkSSpXrpyqVKmiiRMnys/PT61bt/Z0ecinjh49qvHjx6t169bq1auXfvnlF9djvr6+KlmypAer86zAwEA1a9ZMY8aM0bhx41SqVCnNmjVLCQkJ6ty5s6fL85hKlSpl2l6+fHlVqVLld64mf3E6napZs6bGjBmj0aNHq2zZsvrggw/0zTffaNmyZZ4uz6N8fX3VvXt3vf3226pUqZLq1KmjTz/9VF999ZXee+89T5eXLYSXPNK/f39dv35do0aN0rVr19SgQQPFxMTwlzSytHbtWqWkpGjdunUZ7gf09NNPa8KECR6qzPMcDof+8Y9/aPLkyXrxxRd16dIlhYeHa9GiRfrjH//o6fKQDxUqVEizZs3SpEmT9OKLLyohIUFBQUGaP3++AgICPF2ex/Xu3VtFixZ13YPM399f06dPV8OGDT1dWrY4jDHG00UAAABkF3NeAACAVQgvAADAKoQXAABgFcILAACwCuEFAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALDK/wNMtD5CmXscKwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(pcc)\n", + "plt.title(\"Pearson correlation coefficients of the parameters\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "_The same labelling earlier applies to this plot_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Certainly, Based on the sensitvity analysis performed with PCC and SRC, we can draw that the `load` parameter has a higher importance when compared to the other parameters." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pypsa-earth", + "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": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/monte_carlo_tutorial.ipynb b/notebooks/monte_carlo_tutorial.ipynb new file mode 100644 index 0000000..a1ef0d5 --- /dev/null +++ b/notebooks/monte_carlo_tutorial.ipynb @@ -0,0 +1,353 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting Started with Monte-Carlo\n", + "\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables.\n", + "\n", + "To get started with applying Monte-Carlo simulation to pypsa-earth energy modelling tool, in the `config.yaml` file, set `add_to_snakefile` to true in the monte_carlo section. This will enable the monte-carlo option.\n", + "\n", + "- Choose the number of samples for the monte-carlo simulations.\n", + "- Select the sampling strategy to use from `chaospy`, `pydoe2`, or `scipy`.\n", + "- Set seed for reproducibility.\n", + "\n", + "Under the `uncertainties` section, users can add flexibly features for the Monte-Carlo sampling using the description below\n", + " - {pypsa network object, e.g. \"loads_t.p_set\"}:\n", + " - type: {any distribution among: \"uniform\", \"normal\", \"lognormal\", \"triangle\", \"beta\" and \"gamma\"}\n", + " - args: {arguments passed as a list depending on the distribution, see arguments description in Chaospy reference guide (https://chaospy.readthedocs.io/en/master/reference/distribution/index.html)}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is an example of the monte-carlo options in the config file.\n", + "\n", + "```python\n", + "monte_carlo:\n", + " options:\n", + " add_to_snakefile: true\n", + " samples: 49 # number of optimizations. Note that number of samples when using scipy has to be the square of a prime number\n", + " sampling_strategy: \"chaospy\" # \"pydoe2\", \"chaospy\", \"scipy\", packages that are supported\n", + " seed: 42 # set seedling for reproducibilty\n", + " uncertainties:\n", + " loads_t.p_set:\n", + " type: normal\n", + " args: [1, 100]\n", + " generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]:\n", + " type: uniform\n", + " args: [0.1, 1]\n", + " generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]:\n", + " type: lognormal\n", + " args: [1.5]\n", + " generators.capital_cost.loc[n.generators.carrier == \"solar\"]:\n", + " type: triangle\n", + " args: [0.7]\n", + " generators.capital_cost.loc[n.generators.carrier == \"onwind\"]:\n", + " type: beta\n", + " args: [0.5, 1]\n", + " generators.weight.loc[n.generators.carrier == \"onwind\"]:\n", + " type: beta\n", + " args: [2, 0.5]\n", + " generators.weight.loc[n.generators.carrier == \"solar\"]:\n", + " type: gamma\n", + " args: [2, 0.5]\n", + "```" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To generate a DAG for the Monte-Carlo workflow, run `snakemake -j1 solve_all_networks_monte --dag > workflow.dot`. This should create a `workflow.dot` file in your directory. \n", + "\n", + "Inspect the first line in the `workflow.dot` file, if the first line has something of this sort `Restricted license - for non-production use only - expires 2025-11-24`, then remove the first line. Then run `dot workflow.dot -Tpng -o workflow.png` to create a `png` file from `workflow.dot` file.\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To run the workflow with a dryrun after activating the option in `config.yaml` file, run `snakemake -j1 solve_all_networks_monte -n`. To run the workflow without the dryrun, you can remove the `-n` option from the command.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After running the Monte-Carlo simulation, you should have a list of solved monte-carlo networks in the the results folder." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Loading Neccessary Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/gbotemi/miniconda3/envs/pypsa-earth/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "import os\n", + "import pypsa\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from IPython.display import Image\n", + "import logging\n", + "import yaml\n", + " \n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "logging.basicConfig()\n", + "logging.getLogger().setLevel(logging.WARNING)\n", + "\n", + "pd.set_option('display.max_columns', 500)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# load the config file used for the monte carlo simulation\n", + "with open(\"config.yaml\", \"r\") as stream:\n", + " config = yaml.safe_load(stream)[\"monte_carlo\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All Networks loaded successfully\n" + ] + } + ], + "source": [ + "# load solved networks into a list\n", + "network_list = []\n", + "\n", + "for count in range(0,49):\n", + " # set directory of solved networks in results folder\n", + " path = f\"results/NG/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " network = pypsa.Network(path)\n", + " network_list.append(network)\n", + "\n", + "print(\"All Networks loaded successfully\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# load network objective values\n", + "network_obejective_list = []\n", + "\n", + "for idx in network_list:\n", + " obj = idx.objective / 1e9\n", + " network_obejective_list.append(obj)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "sns.barplot(network_obejective_list)\n", + "plt.title(\"Distribution of objective values in 49 simulations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Producing the post-processed coefficients from the solved networks" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def verify_distribution(network_list: list, column_name: str) -> None:\n", + " \"\"\"\n", + " Verify the distribution of chosen parameter applied for the monte-carlo simulation in the network list\n", + "\n", + " Parameters\n", + " network_list: list of networks\n", + " column_name: name of the column to be verified\n", + " \n", + " Returns\n", + " None\n", + " \"\"\"\n", + " component_list = []\n", + "\n", + " for idx in range(len(network_list)):\n", + " component = eval((\"network_list[idx]\" + \".\" + column_name + \".sum().sum()\").replace(\"n.\", \"network_list[idx].\"))\n", + " component_list.append(component)\n", + "\n", + " sorted(component_list)\n", + " sns.histplot(component_list, kde=True)\n", + " plt.title(f\"Reproduced plot of {column_name} distribution\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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WW7NmTb1tRkRE4Ny5c3VOSHl5eXV6KAHApEmTUFlZ2eQ4FrfeeiuEEEhPT2/wWMTGxgKwXL7TarWNHovm2rp1a50/ciaTCevWrUNkZCRCQ0MbfE6PHj0QEhKCNWvWQAhRu7ysrAz//e9/a3sIAf/7w9Wcb3gt2W5btGQ/kiTV++P7888/Iz09vc6ysWPH4tSpUzh27Fid5Q29X2pIkoS4uDi8//778PT0rPeebEpLjmuNxt7PCoUCN954Y7O3U6Ox/M19D9e8jua+hprP97Xv+W+++QZGo7FF2aOjo/HKK68gNja2znFv79aIa7PWvB9qXktAQAC0Wi2OHz9eZ70ffvih3rZa8m8+btw4lJaWYv369XWWr1q1qvb31D7YMuOgvLy8MH/+fLz44otYs2YNpk2bhk8++QSTJk3CzTffjBkzZiAkJAT5+flITEzEkSNH8O2339bZxqFDhzBr1izcd999SE1Nxcsvv4yQkJDay1JNef7557Fq1SpMmTIFb7zxBsLDw/Hzzz9j2bJlePLJJ2t7WT366KN4//338eijj+Ktt95CVFQUNm7ciF9//bXeNh955BF88sknmDZtGh5//HHk5eVh8eLF9XrYPPTQQ1ixYgWeeOIJnD17FmPHjoXZbMaBAwcQExODBx98ECNGjMAf//hHzJw5E4cOHcKNN94IFxcXZGZmYs+ePYiNjcWTTz4JLy8vvPDCC3jzzTfrHIsFCxa06DKTr68vbrrpJrz66qu1vZnOnDnTZPdshUKBxYsXY+rUqbj11lsxe/ZsGAwGvPvuuygsLMT//d//1a5b84frH//4B6ZPnw61Wo0ePXrUK1Bbut22aMl+br31VqxcuRI9e/ZE3759cfjwYbz77rv1Cr3nnnsOX3zxBaZMmYI333yztjfTmTNn6qz3008/YdmyZbjzzjvRrVs3CCHw3XffobCwEBMmTGj2a6g5ru+88w4mTZoEpVKJvn37wsnJCePGjcPOnTvr/YH38fHBk08+iZSUFERHR2Pjxo347LPP8OSTT6JLly7N2m9z8jf3PVzzOr777jt8/PHHGDhwIBQKRW1L7rViYmIwbdo0LF26FGq1GuPHj8fJkyfx97///bq92Y4fP46nn34a9913H6KiouDk5IRt27bh+PHjdVrDalqd1q1bh27dukGr1dYpvlrCyckJ7733HkpLSzF48ODa3kyTJk2q7S1Xc2/RF198gcjISMTFxeH3339vsAhuyWfp0UcfxUcffYTp06fj0qVLiI2NxZ49e/D2229j8uTJGD9+fKteEzVAltuOqdPU9Dw6ePBgvd9VVFSILl26iKioKGE0GoUQQhw7dkzcf//9wt/fX6jVahEYGChuuukmsXz58nrb3Lx5s3jkkUeEp6encHZ2FpMnTxbnz5+vs4/Ro0eL3r17N5jt8uXL4uGHHxY+Pj5CrVaLHj16iHfffbdOzxYhhEhLSxP33HOPcHV1FW5ubuKee+4R8fHxDfY++PLLL0VMTIzQarWiV69eYt26dfV6M9W89tdee01ERUUJJycn4ePjI2666SYRHx9fZ70vvvhCDB06VLi4uAhnZ2cRGRkpHn30UXHo0KHadcxms1i0aJEICwsTTk5Oom/fvuLHH39stHfVtQCIOXPmiGXLlonIyEihVqtFz549xerVq+us11BvDSGEWL9+vRg6dKjQarXCxcVFjBs3Tuzdu7fefubPny+Cg4OFQqFocDvXas5229KbqSX7KSgoEI899pjw9/cXOp1OjBw5UuzevbvBY3z69GkxYcIEodVqhbe3t3jsscfEDz/8UGffZ86cEQ899JCIjIwUzs7OwsPDQwwZMkSsXLnyuq/jagaDQcyaNUv4+fkJSZLq9HKp6bl0tZrPw44dO8SgQYOERqMRQUFB4q9//Wu9XoRNaUn+5ryH8/Pzxb333is8PT1rX8f1Xvef//xn4e/vL7RarbjhhhvEvn37RHh4eJO9mbKzs8WMGTNEz549hYuLi3B1dRV9+/YV77//fu05SAghLl26JCZOnCjc3NwEgNrPb1Pvt8Z6M7m4uIjjx4+LMWPGCGdnZ+Ht7S2efPJJUVpaWuf5RUVFYtasWSIgIEC4uLiI2267TVy6dKlebyYhGv8sNfR+zMvLE0888YQICgoSKpVKhIeHi/nz54vKyso669WcB6517TGlhklCXNW+S9QMK1euxMyZM3Hw4MFGv71R80mShDlz5jR7jBGyXWPGjIFer8fJkyfljkJkV3jPDBEREdk03jNDRHQNs9l83fFPrjemSmuZTCY01WAuSRKUSmWH7JvIVvEyExHRNWbMmIEvv/yyyXU66tQ5ZswY7Ny5s9Hfh4eHNzn/E5EjYjFDRHSNS5cuXXdQuY66X+zs2bNNDiCn0Wha3bOHyF6xmCEiIiKbxhuAiYiIyKbZ/Q3AZrMZGRkZcHNza9EQ2ERERCQfIQRKSkquO5ce4ADFTEZGBsLCwuSOQURERK2Qmpra6LQuNey+mKkZYjo1NfW6Q20TERGRdSguLkZYWFiDU0Vcy+6LmZpLS+7u7ixmiIiIbExzbhHhDcBERERk01jMEBERkU1jMUNEREQ2jcUMERER2TQWM0RERGTTWMwQERGRTWMxQ0RERDaNxQwRERHZNBYzREREZNNYzBAREZFNYzFDRERENo3FDBEREdk0FjNERERk0+x+1mwism8pKSnQ6/Vyx+gwvr6+6NKli9wxiKwaixkislkpKSnoGRODivJyuaN0GGedDmcSE1nQEDWBxQwR2Sy9Xo+K8nJMfeldBHSJlDtOu8tOScbqd/4CvV7PYoaoCSxmiMjmBXSJRGhUb7ljEJFMeAMwERER2TQWM0RERGTTWMwQERGRTWMxQ0RERDaNxQwRERHZNBYzREREZNNYzBAREZFNYzFDRERENo3FDBEREdk0FjNERERk01jMEBERkU3j3ExEZPPMAig1GGGoNgEAFAoJzmolNCoFJEmSOR0RdTQWM0RkUwxGEw5fLkB8Uh72JuYj5KmV+D7VCUi9WG9dlUKCp06NAHctAt21CPfRwU2rliE1EXUkFjNEZPVMZoE9SXqsP5qOX09lobzKVPs7lZsvAECSAI3KcuXcbAaqTGYYzQL60iroS6twKqMYAODnpkHPQDfEBLnDWa3s/BdDRO2OxQwRWa2KKhO+PZyKf+2+iJT88trlvq4ajOzugwBFKRbOnY1ZL72Fbj161bmkZDSZUWowIq+sCtnFlUgrqEBmUSVySwzILTEgPikP0YGuGBzhDS+dkxwvj4jaCYsZIrI61SYz1h5MxT9+Ow99qQEA4OGsxu1xwbhrQAj6h3lCkiQcOXIEf01PhEaJevfGqJQKeOqc4KlzQqSfKwCgvMqIpJxSnMooRk6JAYmZJTiTWYIegW4YEekLVy1PiUS2iJ9cIrIq8cl6vLL+JC7klgEAwryd8fiobrh3YCh0Tm07ZemcVOgb6om+oZ7IKqrE75fycVFfhjNZJUjOLcWgCG8M7OIFpYI3DRPZEhYzRGQVisqr8befT+M/h9MAAD4uTnhmXBQeGtIFTqr2H0Ui0EOL2+OCkV1ciZ3ncpFZVIl9yXlIyi7FhF4B8HPTtPs+iahjsJghItn9fjEfz609ioyiSkgSMHVoF7x4S0+4d0LPowB3Le4bGIqzWSXYeT4XuaUGrD2YghHdfWsvZxGRdWMxQ0SyMZsFPtqehPd/OwezAMJ9dHjvvjgMivDu1BySJKFnkDvCvHXYdiYHF/Rl2H1ej8zCSozv5Q+Nir2eiKwZixkikkWpwYg/f5OAX09lAwDuHRiKBbf3hqtGvtOSi0aFW/sG4XhaEXadz0VSbinyDhpwR78QeDhzfBoiayXrdAa7du3CbbfdhuDgYEiShPXr19f+rrq6Gi+99BJiY2Ph4uKC4OBgPProo8jIyJAvMBG1i4zCCtyzLB6/nsqGk1KBxff0xd/vi5O1kKkhSRLiwjxx38AwuGpUKCivxrqDqcgsqpA7GhE1QtZipqysDHFxcfjwww/r/a68vBxHjhzBq6++iiNHjuC7777DuXPncPvtt8uQlIjay9msEty9LB5ns0vg76bB2tk34P7BYXLHqifQQ4sHBoXBz02DimoT/nskHZf0ZXLHIqIGyPo1aNKkSZg0aVKDv/Pw8MCWLVvqLPvggw8wZMgQpKSkoEuXLg0+z2AwwGAw1P5cXFzcfoGJbFBKSgr0er3cMQAAZ/VV+NvufJRXC4S6q/DqKA9AfxFH9PWnImiOxMTEdk5Yl6tWhXsHhGLTyUxcyivHj8czcEufQET5u3XofomoZeRv022BoqIiSJIET0/PRtdZtGgRFi5c2HmhiKxYSkoKesbEoKK8/PordzBNaG/437cACidnVKaewr7v/oZbKkvbZdulpe2znYY4qRS4tW8wfj2VhfM5pdh0IguiDxAdwIKGyFrYTDFTWVmJefPm4eGHH4a7u3uj682fPx9z586t/bm4uBhhYdbXhE3UGfR6PSrKyzH1pXcR0CVSthy5lRL25qpgEhL8tWYMGxYF1YhVbd5u4u87senLf6CysrIdUjZOqZBwS59AqBKzkZhZgl9OZUGpkGpHFiYiedlEMVNdXY0HH3wQZrMZy5Yta3JdjUYDjYaDXRFdLaBLJEKjesuy78yiCuw7mg6TEAj30eHW2CColO1zu152SnK7bKc5FJKE8TEBEAI4k1WCjScycXtcMMJ9XDotAxE1TNYbgJujuroa999/Py5evIgtW7Y02SpDRNYlt8SAHxIyUG0SCPN2btdCRg4KScKEmAB093eFWQA/n8hEdnHHtgoR0fVZ9VmlppA5f/48fvvtN/j4+MgdiYiaqbiiGusT0mEwmhHkocVtfYNtupCpoVBIuKV3IMK8nVFtEvghIQNFFdVyxyJyaLKeWUpLS5GQkICEhAQAwMWLF5GQkICUlBQYjUbce++9OHToEFavXg2TyYSsrCxkZWWhqqpKzthEdB2V1SasT0hHeZUJvq5OuKNfMNR2UMjUUCokTIkNgp+rpdv2+qPpqKw2yR2LyGHJenY5dOgQ+vfvj/79+wMA5s6di/79++O1115DWloaNmzYgLS0NPTr1w9BQUG1j/j4eDljE1ETjGYzfjyWgYLyarhqVLgjLsQupwPQqJS4o18w3LQqFFZUY+PJTJjNQu5YRA5J1huAx4wZAyEa//A39Tsisj5CCGw7k4OMoko4qRS4s18wXLU20c+gVVw0KtzWNxjfHk5Fan4Fdp3PxZge/nLHInI49tPuS0SyO5pSiMTMEkgAJvcJhI+r/fcs9HPT4ObegQCAY2lFSMzkQJ1EnY3FDBG1i8t5ZdiTZBlp+MZoP4fqshzp54qhXS0zfW87k4O8UsN1nkFE7YnFDBG1WanBiF9PZUMA6BXkjrhQD7kjdbohXb0R5u0Mo1lg48ksVJvMckcichgsZoioTcxmgU0nM1FRbem5NLaHHyRJkjtWp1NIEm7uFQgXJyXyy6qw/WyO3JGIHAaLGSJqk30X8pBRWAknpQKTbXxQvLZy0ahwS59ASAASM0twKqNI7khEDsFxzzpE1GYX9WU4dLkAADAuxh9eOieZE8kv1EuHGyItA3xuP5sLPe+fIepwLGaIqFVKKqux+VQWAKBvqAdnkb7K4HAvhPvoYDIL/HIyC0Yz758h6kgsZoioxczC8ke60miGv5sGo6J85Y5kVSRJwsReAXBWK5FXVoX9F/LljkRk11jMEFGLHUkpsAyMV3OfjIKnkmvpnFQYF2MZQO/I5QJkFlXInIjIfvEMREQtoi81YH+ypaXhxmhfeDirZU5kvSL9XBET6AYBYPOpbHbXJuogLGaIqNlMZoHNp7NhEgJdfV3QK8hd7khWb3S0H1w1lvmb4pPz5I5DZJdYzBBRs/1+MR+5JQZo1QqM6+nvkOPJtJRGrcT4K5ebElILkZpfLnMiIvvDYoaImiWruBIHL1suL93Uwx8uGvudQLK9hfu4oE+IpRVrS2I2qoy83ETUnljMENF1GU1mbD6VBSGA6ABXRLEbdouN6u4Hd60KJZVG7L/Ay01E7YnFDBFd14GL+Sgor4bOSYmxPfzljmOTnFQK3NTzf5ebckoqZU5EZD9YzBBRk/SlBhxJsYzye1NPf2jVSpkT2a5wHxdE+7tCwDK7tlkIuSMR2QUWM0TUKCHElT+6QKSfCyL9XOWOZPNujPaDk1KB7GIDTqRz7iai9sBihogadTKjGJlFlVArJYyO9pM7jl1w0agw/MrcTfFJeSgzGGVORGT7WMwQUYPKDEbsTdIDAIZ184GbloPjtZfYUA8EuGtQZTJj17lcueMQ2TwWM0TUoF3nc2G4MvdSXJin3HHsikKScFNPf0gAzuWU4nJemdyRiGwaixkiqudyXhnOZZdCguWmXwUHx2t3/m5a9LtSJG4/m8uZtYnagMUMEdVhNJmx/azl0kdcmCcC3LUyJ7JfN3Tzgc5JiaKKahxL5c3ARK3FYoaI6jiaWoiiimq4OCkxrJuP3HHsmpNKgRGRvgAsU0XwZmCi1mExQ0S1Sg1GHLxkmbJgRHdfOKl4iuhoMUFu8Hez3Ay8jyMDE7UKz1REVCs+WY9qk0CguxY9AzllQWeQpP91ez+VUcyRgYlagcUMEQEAsooqkZhZAgAYHe3HGbE7UbCnM6IDLAMS7jqnh+DIwEQtwmKGiCCEwM4r453EBLoh0IM3/Xa2kd19oVJISC+sQFJOqdxxiGwKixkiwtmsEmQVW0b6HdHdV+44DslNq8bAcC8AwO4kPYwmdtUmai4WM0QOrspoxp5ky0i/gyO84aJRyZzIcQ0M94KrRoWSSiMSUgvljkNkM1jMEDm4wykFKDOY4OGsRn+O9CsrtVJRO2/TwcsFMJhkDkRkI1jMEDmwMoMRR1MKAAAjuvtApeQpQW49A93g6+qEKqMZZ4uVcschsgk8cxE5sAMX82u7Ynf3c5U7DsHSVbvmvqXkEgWU7pytnOh6WMwQOaiC8iqczLAMoT+yuy+7YluRcG8dQr2cYYYEz1GPyB2HyOqxmCFyUPFJeRAC6OrrghAvZ7nj0FUkScLIK60zLr3H4GJhtcyJiKwbixkiB5RZVIGkXMus2DU3nJJ1CXDXIlRngiQp8NXxErnjEFk1FjNEDkYIgT1Jlq7YMUHu8HXVyJyIGtPbwwRhMuJolgHxV/7NiKg+FjNEDuZiXhkyCiuhVEi4oZu33HGoCa5qoCRhEwDg/345w2kOiBrBYobIgZiFQHySZWbmfmGecNOqZU5E11MUvxZalYTjaUXYcjpb7jhEVonFDJEDOZddgryyKmhUCgy6MnQ+WTdzeREmd9cBAJZsOQezma0zRNdiMUPkIMxmgQMX8gEAA8K9oFVzQDZbcUcPV7hpVDiTVYKNJzPljkNkdVjMEDmIxKxiFFZUw1mtRL9QT7njUAu4aRSYNaobAOD9LedgYusMUR0sZogcgFkAv1+0tMoMDPeCk4offVvzh5ER8NSpkZxbhh8S0uWOQ2RVeEYjcgCXShUorjRC56RE31APueNQK7hp1Zh9YyQAYOlv51FtMsuciMh6yFrM7Nq1C7fddhuCg4MhSRLWr19f5/dCCCxYsADBwcFwdnbGmDFjcOrUKXnCEtkqpRpnrkxYODjCG2pOJmmzpg8Ph6+rE1Lyy/Hfw2lyxyGyGrKe1crKyhAXF4cPP/ywwd8vXrwYS5YswYcffoiDBw8iMDAQEyZMQEkJR8Mkai63fregwiTBVaNCn2B3ueNQG+icVHhyTHcAwD+3nofBaJI5EZF1kLWYmTRpEt58803cfffd9X4nhMDSpUvx8ssv4+6770afPn3w5Zdfory8HGvWrGl0mwaDAcXFxXUeRI7KYBTwuOF+AMCQCG+o2Cpj86YO7YIAdw0yiirxzcFUueMQWQWrPbNdvHgRWVlZmDhxYu0yjUaD0aNHIz4+vtHnLVq0CB4eHrWPsLCwzohLZJV+SS6D0tULOqVAL7bK2AWtWok5Yy2tMx/vSGbrDBGsuJjJysoCAAQEBNRZHhAQUPu7hsyfPx9FRUW1j9RUfnMhx1RZbcIPZ8sAAD09TFAqJJkTUXu5f1AY/N0srTP/PcyeTURWW8zUkKS6J2AhRL1lV9NoNHB3d6/zIHJEX/+egsJKM4xF2Qh3Yc8Xe6JVK/HEaEvPpo+2J7FnEzk8qy1mAgMDAaBeK0xOTk691hoiqstgNOGTnRcAAEX7/wM2ytifh4d2ga+rBumFFfj+CFtnyLFZbTHTtWtXBAYGYsuWLbXLqqqqsHPnTgwfPlzGZETW79tDacgqroS3swKlJ7Zc/wlkcyytM5ZRgT/cngQjW2fIgclazJSWliIhIQEJCQkALDf9JiQkICUlBZIk4bnnnsPbb7+N77//HidPnsSMGTOg0+nw8MMPyxmbyKpVm8z4eEcyAOCuHq6AyShzIuooDw/tAh8Xy7gzPyRkyB2HSDayFjOHDh1C//790b9/fwDA3Llz0b9/f7z22msAgBdffBHPPfccnnrqKQwaNAjp6enYvHkz3Nzc5IxNZNW+P5qO9MIK+LpqML6bTu441IF0Tio8fuP/Wmc4ZxM5KlmLmTFjxkAIUe+xcuVKAJabfxcsWIDMzExUVlZi586d6NOnj5yRiaya0WTGsu1JAIA/3tgVGhVvlrF3j9wQDi+dGhf1ZfjpOFtnyDFZ7T0zRNRyPx3PxKW8cnjp1Jg6NFzuONQJXDSq2hm1P9iWBDNbZ8gBsZghshNms8CHV1plZo3qBheNSuZE1FkeHRYOd60KSTml2Hw6W+44RJ2OxQyRndh8OhtJOaVw16rw6DC2yjgSN60ajw6LAAB8vCMJQrB1hhwLixkiOyCEwPKdlh5MjwwLh5tWLXMi6mwzRkRAo1LgWFoR4pPz5I5D1KlYzBDZgQMX85GQWggnlQIzhneVOw7JwNdVgwcHW+aiq+maT+QoWMwQ2YGaVpn7BobCz00jcxqSy+M3doNKIWFPkh7H0wrljkPUaVjMENm4xMxi7DibC4UE/PHKmCPkmEK9dLi9XzAAYNl2ts6Q42AxQ2TjPrnSKjMpNgjhPi4ypyG5PXllAspfT2chKadU5jREnYPFDJENS80vx4/HMwH8748YObaoADdM6BUAIf53+ZHI3rGYIbJhn++5CJNZYGR3X/QJ8ZA7DlmJp8ZYCtv1R9ORUVghcxqijsdihshG5ZdVYe3BFADAE2yVoav07+KFYd18YDQLfLb7gtxxiDocixkiG/Vl/CVUVpvRJ8QdI7r7yB2HrMxTYy0F7trfU5FfViVzGqKOxWKGyAaVVxnx5b5LACytMpLECSWpLsulR3dUVJuwcu9FueMQdSgWM0Q2aN3BVBSWVyPcR4dJfYLkjkNWSJIkPDWmOwBgZfwllBqMMici6jgsZohsTLXJjH/ttnzTfnxUNygVbJWhht3cOxDdfF1QXGnEmgOX5Y5D1GFYzBDZmJ+OZyC9sAK+rk64d2Co3HHIiikVUu3N4V/suYQqo1nmREQdg8UMkQ0RQuCTnZbeKTNHdIVWrZQ5EVm7O/oHw89Ng6ziSvx0PEPuOEQdgsUMkQ3Zm5SHM1kl0DkpMW1ouNxxyAZoVErMGB4BAPh01wUIIeQNRNQBVHIHIKLm+9ceS6vMfQND4aFTy5yGOktiYmKbnh/rbIZWJeFMVglWbNqPfoHWNRmpr68vunTpIncMsmEsZohsRFJOCXaczYUkWS4xkf0rzs8FAEybNq3N2/Ia9zjcB92B+V/+hpxvXmvz9tqTs06HM4mJLGio1VjMENmIz/dcAgBMiAlAhC8nlHQEFaXFAIAps19Gj74D27StMiPwS4aAc9cBeOz97+HhZB2Xm7JTkrH6nb9Ar9ezmKFWYzFDZAPySg347kgaAOCxkWyVcTQ+weEIjerd5u1cMGbiXE4p0uCN3lGB7ZCMyDrwBmAiG7D6QAoMRjNiQzwwpKu33HHIRg0I9wIAnMsuQUlltcxpiNoPixkiK2cwmrBqn2XAs1mjunLqAmq1AHctQjydYRbAsdQiueMQtRsWM0RWbkNCBvSlBgS6azE5llMXUNsMCPcEAJxIL4LBaJI3DFE7YTFDZMWEEPh8j2XqgunDI6BW8iNLbdPVxwVeOjWqTGacyiiWOw5Ru+CZkciKxSdbBslzVivx8BD29KC2kySp9t6ZoymFMJmto1cTUVuwmCGyYv/abRkk7/5BHCSP2k/PADfonJQoNRhxPqdE7jhEbcZihshKJeWUYDsHyaMOoFIqEBfqCQA4crmQUxyQzWMxQ2SlagbJG89B8qgDxIZ6QKWQkFtqQGpBhdxxiNqExQyRFcovq6odJG8WB8mjDuCsVqJ3sDsA4GhKgcxpiNqGxQyRFVq9/zIHyaMO1y/MEwBwKa8cBWVV8oYhagMWM0RWptpkxlcHLIPk/WFkBAfJow7jqXNCtyuXMBNSC+UNQ9QGLGaIrMyvp7KQXWyAr6sGU2KD5Y5Ddq6mdeZ0ZjEqqzmIHtkmFjNEVmZVvKVV5uEhYXBS8SNKHSvUyxm+rk4wmgVOZnCKA7JNPFMSWZHTGcX4/VI+VAoJU28IlzsOOQBJktA/zDKI3rHUIg6iRzaJxQyRFVm17xIA4OY+gQhw18obhhxGdIArnNWWQfSSc0vljkPUYixmiKxEYXkV1iekAwBmDI+QNww5FJVSgb6hHgAsUxwQ2RoWM0RW4ptDqaisNiMmyB2DrsydQ9RZYkM8oJQkZBVXIrOIg+iRbWExQ2QFTGaBVfssN/7OGB7O7tjU6Vw0KvQIdAMAJLB1hmwMixkiK7D9TA7SCirg4azG7XEhcschB1XTTft8bimKK6vlDUPUAixmiKzAl1du/H1gcBicnZTyhiGH5eemQaiXM4QAjqexmzbZDhYzRDJLyinF7vN6SBLwCLtjk8z6X2mdOZlehGqTWd4wRM1k1cWM0WjEK6+8gq5du8LZ2RndunXDG2+8AbOZHzCyH/++0iozrqc/wrx18oYhh9fV1wUezmoYjGacziyWOw5Rs6jkDtCUd955B8uXL8eXX36J3r1749ChQ5g5cyY8PDzw7LPPyh2PqM1KKqvxn8OW2bGnszs2WQHLIHqe2HEuFwmphegb4sEb0snqWXUxs2/fPtxxxx2YMmUKACAiIgJff/01Dh061OhzDAYDDAZD7c/FxfxmQY1LSUmBXq+Xbf+bzpehrMqEEDclnItTcORIartuPzExsV23R44hJsgd8RfyUFhejUt55eh6ZTJKImtl1cXMyJEjsXz5cpw7dw7R0dE4duwY9uzZg6VLlzb6nEWLFmHhwoWdF5JsVkpKCnrGxKCivFy2DMGzPobaJwwnvvsIg1/5qcP2U1rKUV2p+ZxUCvQJdseRlEIcTS1gMUNWz6qLmZdeeglFRUXo2bMnlEolTCYT3nrrLTz00EONPmf+/PmYO3du7c/FxcUICwvrjLhkY/R6PSrKyzH1pXcR0CWy0/efXSlhT44aKklgxsw/QP3YH9p9H4m/78SmL/+BysrKdt822be4UE8cTSlEan4F9KWWWdyJrJVVFzPr1q3DV199hTVr1qB3795ISEjAc889h+DgYEyfPr3B52g0Gmg0/NBR8wV0iURoVO9O3+/RYxkAytA7xBNde/h3yD6yU5I7ZLtk/9yd1Yj0d0VSTikSUgsxPiZA7khEjbLqYuYvf/kL5s2bhwcffBAAEBsbi8uXL2PRokWNFjNEtqC4ohoX9GUAgL6hnvKGIWpE/zBPJOWU4kxWCYZH+kDnZNV/MsiBWXXX7PLycigUdSMqlUp2zSabVzMgWRdvHbxdnGROQ9SwIA8tAtw1MJkFTqRzED2yXlZdzNx2221466238PPPP+PSpUv4/vvvsWTJEtx1111yRyNqtWqTGSczLH8Y4q7MVExkjSRJqp3i4ERaEUxmIW8gokZYdZvhBx98gFdffRVPPfUUcnJyEBwcjNmzZ+O1116TOxpRq53NLoHBaIa7VoUI9hIhKxfl74bd5/UoqzIhKae0djJKImti1cWMm5sbli5d2mRXbCJbIoTA8VRLq0zfUE8oOBgZWTmlQkJsiAcOXMzHsbRCFjNklaz6MhORvckoqkRuqQFKhYRewe5yxyFqltgQDygkILOoEtnF7OZP1ofFDFEnOp5aCADoGegGZzVnxybb4KJRITrA0iJz7Mp7mMiasJgh6iSlBiOSci0j8caxOzbZmLgrNwKfyy5FeZVR3jBE12AxQ9RJTqQXwSyAYA8t/Nw4sCPZlkB3LQLdtTAJgZPpnPOOrAuLGaJOYDILnLwyTkfNN1wiWxMXZhlK4HhaIbtpk1VhMUPUCc7nlKC8ygQXJyUi/VzljkPUKlH+btA5KWu7aRNZCxYzRJ2gZsTf2BAPKBXsjk22qaabNgAcSyuUNwzRVVpVzHTr1g15eXn1lhcWFqJbt25tDkVkT7KLK5FZVAmFBPQJ4Yi/ZNvYTZusUauKmUuXLsFkMtVbbjAYkJ6e3uZQRPak5htslL8bXDRWPU4l0XWxmzZZoxadWTds2FD7/7/++is8PP73LdNkMmHr1q2IiIhot3BEtq68yohz2Ve6Y4exVYbsQ1yoJ85kleBcdilGRhk5mzbJrkXvwDvvvBOAZfKx6dOn1/mdWq1GREQE3nvvvXYLR2TrTmUUw2QW8HfTINBdK3cconYR6GHppp1VXImT6cUY0tVb7kjk4FpUzJjNZgBA165dcfDgQfj6+nZIKCJ7YDaL2ht/40I9IXEeJrIjcWEeyDpVieNphRgY7sUb20lWrbpn5uLFiyxkiK7jgr4MpQYjtGoFogPYHZvsC7tpkzVp9YXOrVu3YuvWrcjJyaltsanxxRdftDkYka2rufG3T7AHVEqOgkD2hbNpkzVp1Rl24cKFmDhxIrZu3Qq9Xo+CgoI6DyJHl1dqQFpBBSQAsaG88ZfsE7tpk7VoVcvM8uXLsXLlSjzyyCPtnYfILhy7cq9MNz8XuGvVMqch6hg13bTPZJXgWGohJvYOlDsSOahWtcxUVVVh+PDh7Z2FyC4YjCacybJMxMfZscne1bzHOZs2yalVxcysWbOwZs2a9s5CZBdOZxSj2iTg4+KEUC9nueMQdaiabtqcTZvk1KrLTJWVlfj000/x22+/oW/fvlCr6zajL1mypF3CEdkaIUTtJaa+oR7sjk0Ogd20SW6tKmaOHz+Ofv36AQBOnjxZ53c8eZMju5xfjqKKajipFOgZ6C53HKJOEeXvht3n9bXdtNmziTpbq4qZ7du3t3cOIrtQM1dNryB3OKnYHZscA7tpk9x4tiVqJ4XlVbiUVw7AcomJyJGwmzbJqVUtM2PHjm3yctK2bdtaHYjIVtVMXRDuo4OXzknmNESdy0WjQlSAG86ymzbJoFXFTM39MjWqq6uRkJCAkydP1puAksgRVJvMOJXJ7tjk2PqFeuIsZ9MmGbTqnfb+++83uHzBggUoLeUcHeR4zmSVoMpohoezGhE+OrnjEMki0EOLAHcNsosNnE2bOlW73jMzbdo0zstEDkcIUXvjL7tjk6PrF+YJADieXgiTWcgbhhxGuxYz+/btg1arbc9NElm99MIK5JVVQaWQ0DuI3bHJsdXOpm0wITmXLfXUOVp1menuu++u87MQApmZmTh06BBeffXVdglGZCuOpVpu/O0Z5AaNWilzGiJ5Xd1NOyG1ENEB7KZNHa9VxYyHR91upwqFAj169MAbb7yBiRMntkswIltQUlmNZL3l2ydv/CWyiA3xwMFL+cgsqkROcSX83dliTx2rVcXMihUr2jsHkU06kV4EIYBQT2f4umrkjkNkFVw0KkT5u+FsdgkS0goxsRe7aVPHalO/ucOHDyMxMRGSJKFXr17o379/e+UisnpGk7l2Yr2+YRwkj+hqcWEeOJt9pZt2d3bTpo7VqndXTk4OHnzwQezYsQOenp4QQqCoqAhjx47F2rVr4efn1945iazO+ZxSVFSb4KpRIdLXVe44RFYl0P2qbtoZxRgSwW7a1HFa1ZvpT3/6E4qLi3Hq1Cnk5+ejoKAAJ0+eRHFxMZ555pn2zkhklY6lFQIAYkM9oOAswUR1SJJUex/ZibQidtOmDtWqYuaXX37Bxx9/jJiYmNplvXr1wkcffYRNmza1Wzgia5VVVInsYgOUkoQ+weyOTdSQqABXOKuVKDUYcYHdtKkDtaqYMZvNUKvV9Zar1WqYzeY2hyKydjWtMtEBrrwXgKgRKoUCsSGW+8kSrnxmiDpCq4qZm266Cc8++ywyMjJql6Wnp+P555/HuHHj2i0ckTUqMxhxPtvyLbPvldFOiahhsaGW2bQzCiuRW2KQOw7ZqVYVMx9++CFKSkoQERGByMhIdO/eHV27dkVJSQk++OCD9s5IZFVOZRTDJAQC3bUI5PgZRE1y1ajQ3d9yg3zClWk/iNpbq9rHw8LCcOTIEWzZsgVnzpyBEAK9evXC+PHj2zsfkVUxmQWOpxcCAOJC2R2bqDn6hXniXHYpzmaXYGR3Xzg7caRsal8tapnZtm0bevXqheJiy9gaEyZMwJ/+9Cc888wzGDx4MHr37o3du3d3SFAia5CcW4oygwk6JyW6B7A7NlFzBLpr4e+mgckscDKjSO44ZIdaVMwsXboUjz/+ONzd6/fe8PDwwOzZs7FkyZJ2C0dkbWqayfuEeEClaNd5WonsliRJ/5tNO60IZnbTpnbWorPxsWPHcMsttzT6+4kTJ+Lw4cNtDkVkjXKKK5FZVAmFhNoeGkTUPFd3066Zz4yovbSomMnOzm6wS3YNlUqF3NzcNociskY1XUu7+7vCVcPu2EQtcXU37ZqZ5onaS4uKmZCQEJw4caLR3x8/fhxBQUFtDkVkbcqrjDh3pTt2P3bHJmqV2BBLN+30wgp206Z21aJiZvLkyXjttddQWVlZ73cVFRV4/fXXceutt7ZbOMAyfs20adPg4+MDnU6Hfv368VIWdbpTGcUwmQX83TTsjk3USq5aFSL9LDfOH+MgetSOWtRW/sorr+C7775DdHQ0nn76afTo0QOSJCExMREfffQRTCYTXn755XYLV1BQgBEjRmDs2LHYtGkT/P39kZycDE9Pz3bbB9H1mM0Cx9MszeL9wjwhSZyHiai1+oV54nxOKc5klWBEd1+545CdaFExExAQgPj4eDz55JOYP38+hLDckS5JEm6++WYsW7YMAQEB7RbunXfeQVhYGFasWFG7LCIiot22T9QcybmlKDUY4axWIordsYnaJMhDCz83DXJLDDiVXoRAuQORXWhx39Lw8HBs3LgRer0eBw4cwP79+6HX67Fx48Z2LzQ2bNiAQYMG4b777oO/vz/69++Pzz77rMnnGAwGFBcX13kQtcWxK60yfULc2R2bqI0kSUK/K7NpH08vAntpU3to9ZnZy8sLgwcPxpAhQ+Dl5dWemWpduHABH3/8MaKiovDrr7/iiSeewDPPPINVq1Y1+pxFixbBw8Oj9hEWFtYh2cgx5JYYkF5YAUkC+oZ4yh2HyC5EX+mmXVJpRGYFL9tS21n110yz2YwBAwbg7bffRv/+/TF79mw8/vjj+Pjjjxt9zvz581FUVFT7SE1N7cTEZG9qblLs7ucKVy27YxO1B5VSgT4hlsFXk0s4tQG1nVUXM0FBQejVq1edZTExMUhJSWn0ORqNBu7u7nUeRK1RUW3CmawSAEAcu2MTtavYEA9IEpBrUEDtFyF3HLJxVl3MjBgxAmfPnq2z7Ny5cwgPD5cpETmSU+lFMJkF/Nw0CPZgd2yi9uSmVaP7lW7abgPad0gPcjxWXcw8//zz2L9/P95++20kJSVhzZo1+PTTTzFnzhy5o5GdM5sFjqdbbvyNC/Vgd2yiDhB35UZgl95jUGIwyxuGbJpVFzODBw/G999/j6+//hp9+vTB3/72NyxduhRTp06VOxrZuQv6MpRUGqFVK9AjwE3uOER2KdhTCw+1GQq1Flsvlssdh2yY1d/ReOutt7b7qMJE13OsZnbsYA+olFZd8xPZLEmS0N3NjMP5CmxKKsfrZgGlgq2g1HI8SxNdQ19qQFpNd+xQzo5N1JHCdGaYyouQW27Cb4nZcschG8VihugaNa0ykb6ucNM2Pks8EbWdUgGUHtsMAPgy/pK8YchmsZghukrlVd2xOTs2UecoOboRCgmIT87D2SufP6KWYDFDdJVTGcUwmgV8XZ0Q7Mnu2ESdwVSSiyEhls/bl/suyRuGbBKLGaIrzGZRO+JvXChnxybqTFOidACA74+ko6i8WuY0ZGtYzBBdkZxbipJKy+zYPQPZHZuoM/XydULPQDdUVJvwzSFOQ0Mtw2KG6IqjV278jQ1hd2yiziZJEmYMjwBgudRk4nTa1AI8YxMByCqqRGZRJRTsjk0kmzv6hcBTp0ZaQQW2ncmROw7ZEBYzRACOphYAAKID3OCisfqxJInskrOTEg8MDgMArIy/KHMasiUsZsjhlRuBpJxSAEB/dscmktUjN4RDIQF7k/JwPpvdtKl5WMyQw7tQqoRZACGezvB3Z3dsIjmFeukwoVcAAGAlB9GjZmIxQw5NUmlwodTyMejfxVPeMEQEAJgxvCsA4Dt206ZmYjFDDs2l91hUmyV4OKvR1ddF7jhEBOCGbt613bS/PpgidxyyASxmyGGZhYD74DsAAHGhHlBwkDwiqyBJEv4w0tI682X8JVSbzDInImvHYoYcVkKWAWqfMKgkgV7B7nLHIaKr3B4XDF9XJ2QWVWLTySy545CVYzFDDuunc2UAgAhXMzQqpcxpiOhqWrUS024IBwB8sYfdtKlpLGbIIZ3LLkFCdhWE2YTubia54xBRA6bdEA4nlQIJqYU4fLlA7jhkxVjMkENasdfyTa/8/H64cIw8Iqvk66rBnf2CAbB1hprGYoYcTn5ZFb47kg4AKDm0QeY0RNSUmhuBN53MRFpBucxpyFqxmCGHs3r/ZRiMZkR6qWFIOyV3HCJqQs9Ad4zo7gOzsPRsImoIixlyKJXVJny57xIA4NZojitDZAseu9I6s/b3VJQajDKnIWvEYoYcyvdH06EvrUKwhxYjwjh1AZEtGBPtj25+LigxGPHtoVS545AVYjFDDsNsFvhs9wUAluvwKgUHySOyBQqFhJkjLK0zK/ZegsksZE5E1obFDDmMrWdycCG3DG5aFR4c0kXuOETUAvcMCIGHsxop+eX4LTFb7jhkZVjMkMP4dFcyAGDq0HC4atgfm8iW6JxUeHio5UvI5+ymTddgMUMO4UhKAQ5eKoBaKWHmiAi54xBRKzw6LBwqhYTfL+bjZHqR3HHIirCYIYfw2S7LvTJ39AtBgDtv/CWyRUEezpgcGwSArTNUF4sZsnuX88rwyynLRHV/vLGbzGmIqC1mjbLcCPzjsQxkFFbInIasBYsZsnv/2n0RQgBjevghOsBN7jhE1AZ9Qz0xtKs3jGZROy0JEYsZsmv5ZVX49rBlXAq2yhDZh9mjLZ/lr39PRXFltcxpyBqwmCG79u99l1FZbUZsiAeGdfOROw4RtYMx0f6I8ndFqcGINQdS5I5DVoDFDNmtymoTVl2ZuuDxG7tBkjhIHpE9UCgkPH6lpXXF3ouoMpplTkRyYzFDduu/R9KQV1aFEE9nTO4TKHccImpHd/QLhr+bBtnFBvyQkC53HJIZixmyS2azwL92W24OfGxkV6iUfKsT2RONSlk7xcFnuy9ACE5x4Mh4hie7tPl0Fi7qy+DhrMYDg8PkjkNEHeDhoV3g4qTEuexS7DibK3cckhGLGbI7Qgh8tN0ydcGjw8LhwqkLiOySh7O6doqDT65MV0KOicUM2Z3d5/U4kV4EZ/X/mqGJyD7NHNEVKoWE/RfycTytUO44JBMWM2R3PtqeBMDSBO3t4iRzGiLqSMGezrg9LhgA8MmVaUvI8bCYIbty6FI+DlzMh1op4fFRHCSPyBHUdNPedCITKXnlMqchObCYIbtS0ypz78BQBHpwQkkiRxAT5I4bo/1gFsDne9g644hYzJDdOJVRhO1nc6GQgNk3Rsodh4g60ewrrTPfHEpDQVmVzGmos7GYIbuxbIelN8OtfYMR4esicxoi6kzDI33QO9gdFdUmrNp3We441MlYzJBduJBbio0nMgEAT45hqwyRo5EkCbNHWz77K+IvosxglDkRdSabKmYWLVoESZLw3HPPyR2FrMzynckQAhgf44+YIHe54xCRDKbEBiHCR4fC8mp8/TsnoHQkNlPMHDx4EJ9++in69u0rdxSyMumFFfjuiGVulqfGdpc5DRHJRamQ8MSV1pnPdl+AwWiSORF1FpsoZkpLSzF16lR89tln8PLykjsOWZnPdl2A0SwwPNIHA7rw/UHkyO4aEIJAdy2yiw21X3LI/tlEMTNnzhxMmTIF48ePv+66BoMBxcXFdR5kv/SlBqw9aGlOnsNWGSKHp1Epa8ed+XhHMowms8yJqDNYfTGzdu1aHDlyBIsWLWrW+osWLYKHh0ftIyyMkwzasy/2XERltRlxYZ4YHukjdxwisgIPDQmDt4sTUvLL8fOVjgFk36y6mElNTcWzzz6Lr776Clpt8wZAmz9/PoqKimofqampHZyS5FJUXo1/X+mCOWdMJCRJkjkREVkDnZMKfxgRAQBYtj0ZZrOQNxB1OKsuZg4fPoycnBwMHDgQKpUKKpUKO3fuxD//+U+oVCqYTPVv7tJoNHB3d6/zIPv0+d6LKDEY0SPADeNjAuSOQ0RW5JFhEXDVqHA2uwRbz+TIHYc6mFUXM+PGjcOJEyeQkJBQ+xg0aBCmTp2KhIQEKJVKuSOSTIrKq7Fiz0UAwHPjo6BQsFWGiP7Hw1mNR4aFAwA+3J4EIdg6Y89UcgdoipubG/r06VNnmYuLC3x8fOotJ8dS0yrTM9ANN/cOlDsOEVmhP4zoii/2XMSx1ELsPq/HjdF+ckeiDmLVLTNEDbm6VebZcWyVIaKG+blp8PDQLgCAf2w9z9YZO2bVLTMN2bFjh9wRSGZslSGi5npidCRWH0jB4csF2JuUh5FRvnJHog7AlhmyKWyVIaKWCHDX4uEhltaZpb+dY+uMnWIxQzbl8z0X2CpDRC3y5JhIOKkUOHS5APHJeXLHoQ7AYoZsRmF5FVbsvQSArTJE1HxsnbF/LGbIZny+h/fKEFHrPDHa0jpz8FIB9rF1xu6wmCGboC814HOOK0NErRToocVDgy3T2yz9jT2b7A2LGbIJy7Yno7zKhL6hHmyVIaJWeXJMdzgpFfj9Uj72XWDrjD1hMUNWL72wAl/tt8zB9Jebe3AOJiJqlUAPLR4cYmmdWbKZ987YExYzZPU+2HoeVSYzbujmjZHdOUYEEbXeU2O6Q3OlZ9OOc7lyx6F2wmKGrNqF3FJ8ezgNAFtliKjtAj20mD48AgDw91/PckZtO8Fihqzaki3nYDILjOvpj4Hh3nLHISI78MToSLhqVDiVUYxNJ7PkjkPtgMUMWa1TGUX46XgmAODPE3vInIaI7IW3ixNmjeoKAHhvy1kYTWaZE1FbsZghq/Xe5nMAgNvigtEr2F3mNERkTx4b2RVeOjUu5JbhuyPpcsehNmIxQ1bpwIU8bDuTA6VCwvPjo+SOQ0R2xk2rxlNjugOwjApsMJpkTkRtwWKGrI7ZLPD2xkQAwAODw9DNz1XmRERkjx4ZFo5Ady0yiiqx5kCK3HGoDVjMkNX56UQmjqUVwcVJiefHR8sdh4jslFatxDPjLC2/H21PQpnBKHMiai0WM2RVDEYTFv9yBgAwe3Qk/Nw0MiciInt236BQRPjooC+twqe7Lsgdh1qJxQxZlVXxl5FWUIEAd01tbwMioo6iVirw4i09AQCf7rqA7OJKmRNRa7CYIatRWF6FD7adBwD8eUIP6JxUMiciIkcwqU8gBoZ7oaLahPc2n5U7DrUCixmyGh9sS0JxpRE9A91wz8BQueMQkYOQJAkvT4kBAHx7OA2nM4plTkQtxa++ZBVS8sqxat8lAMC8ST2hVHDaAiJHkpiYKHcEDA/TIj61EvPWHcDrN3q32/Qpvr6+6NKlS7tsixrGYoaswv/9kohqk8CoKF+MjvaTOw4RdZLifMtkj9OmTZM5CaDyCEDwrOU4ng2MvH82Ki8cbpftOut0OJOYyIKmA7GYIdnFJ+ux8UQWFBLw18kxnEySyIFUlFou6UyZ/TJ69B0ocxrgeIEC50uA7g+/jvGBRrS1kTg7JRmr3/kL9Ho9i5kOxGKGZGU0mbFww2kAwLQbwhETxGkLiByRT3A4QqN6yx0DvtUmpMZfQkk1UOQSitgQD7kjUTPwBmCS1Vf7L+Nsdgk8dWrMncAB8ohIXlq1EkO6egMA9iXnobKa0xzYAhYzJJu8UgOWbLFMJvnCxB7w1DnJnIiICOgb6glvnRMqqk3YdyFP7jjUDCxmSDZ/33wOxZVGxAS546EhvJZMRNZBqZAwpoelI8KJtCLklhhkTkTXw2KGZHEyvQhrD1omdlt4e292xSYiqxLmrUO0vysEgO1ncyCEkDsSNYHFDHU6IQRe33AKQgC3xwXXXp8mIrImI6N8oVZKyCyqRGJWidxxqAksZqjTfXs4DYcvF8BZrcT8yT3ljkNE1CA3rbr2y9ae83oYeDOw1WIxQ50qr9SAtzdaRvp8bnwUgjycZU5ERNS4/mFe8NKpUVFtwv4L+XLHoUawmKFO9ebPiSgsr0ZMkDv+MJKzYhORdbPcDOwPADiWVsibga0UixnqNHvO6/H90XRIErDo7liolXz7EZH16+KtQ9SVm4F/S8yG2cybga0N/5pQp6isNuHl9ScAANOHRaBfmKe8gYiIWmB0tB80KgVySgw4klogdxy6BosZ6hQfbDuPy3nlCHTX4s8TOdIvEdkWF40KN0ZZxp7ZfyEfBeVVMieiq7GYoQ53NqsEn+y8AABYcHtvuGnVMiciImq5mCA3dPHWwWQW2JrIsWesCYsZ6lBGkxkv/fc4jGaBCb0CcEufQLkjERG1iiRJGNfTH2qlhPTCCpxML5Y7El3BYoY61Ce7LiAhtRBuWhXeuEP+GXGJiNrC3VmN4ZG+AIA9SXqUVFbLnIgAFjPUgRIzi7H0N8tEkgtv780xZYjILvQN9UCQhxZVJjO2nuHlJmvAYoY6RJXRjLnfHEO1SWBirwDc1T9E7khERO1CceVyk1Ih4XJeOY6nFckdyeGxmKEO8cG280jMLIaXTo237oqFJHEiSSKyHz6uGozsbrnctDtJj7xSDqYnJxYz1O4SUguxbEcyAOCtu2Lh56aRORERUfuLC/VAuI+ld9Mvp7JgNJvljuSwWMxQu6qoMuHP3yTAZBa4PS4Yk2OD5I5ERNQhJEnChJgAOKuV0JdWYV9yntyRHBaLGWpXb/x0Csm5ZfBz07D3EhHZPReNCuNjLHM3HUkpREp+ucyJHJNVFzOLFi3C4MGD4ebmBn9/f9x55504e/as3LGoET8kpOPr31MhScD79/eDp85J7khERB2um58rYkM8AACbT2WhosokcyLHY9XFzM6dOzFnzhzs378fW7ZsgdFoxMSJE1FWViZ3NLrGRX0Z/vqdZe6lp8d2x8goX5kTERF1nlFRvvDSqVFWZcKmU5kws7t2p1LJHaApv/zyS52fV6xYAX9/fxw+fBg33nijTKnoWgajCU+vOYKyKhOGRHjj2XFRckciIupUaqUCk2ODsO5gKlLzK7AvOQ8juvNLXWex6mLmWkVFlr783t7eja5jMBhgMPyvi1xxMYebbouUlBTo9fom1/nXkSKcyiiHm5OEx/uocPxYQueEa6PExES5IxCRHfF11WBCrwBsOpmFQ5cL4O+uAYcK7Rw2U8wIITB37lyMHDkSffr0aXS9RYsWYeHChZ2YzH6lpKSgZ0wMKsobv6HNOWoY/O9+GQCQtPp1TPzboc6K125KS0vljkBEdiI6wA1ZxZU4mlKILaezMcZf7kSOwWaKmaeffhrHjx/Hnj17mlxv/vz5mDt3bu3PxcXFCAsL6+h4dkmv16OivBxTX3oXAV0i6/2+uErC9mwVjAKIdjPhnj//VYaUrZf4+05s+vIfqKyslDsKEdmRkZG+yC02IK2wAvty1ZCc2D7T0WyimPnTn/6EDRs2YNeuXQgNDW1yXY1GA42Gg7S1p4AukQiNqtvNuqLahN8OpsIoqhHq6YyJ/UOgVNjWKL/ZKclyRyAiO6RQSJgUG4ivf09FqcEI31v/DJOZNwR3JKvuzSSEwNNPP43vvvsO27ZtQ9euXeWORABMZoGNxzNRVFENd60Kk2ODbK6QISLqSDonFabEBkEBAV3UDfgioZgTUnYgqy5m5syZg6+++gpr1qyBm5sbsrKykJWVhYqKCrmjObSd53KRVlgBtVLC7XHBcHZSyh2JiMjqBHpoMdjXCCHM2JRUjuU7L8gdyW5ZdTHz8ccfo6ioCGPGjEFQUFDtY926dXJHc1jH0wpxIt3Sq+yW3oHwceUlPSKixoTqBAq2/QsA8M4vZ7D+aLrMieyTVRczQogGHzNmzJA7mkO6nFeGnedyAQDDI33Qzc9V5kRERNav5NAG3BbtAgD4y3+OYW9S08NdUMtZdTFD1iOjsAI/Hc+EWQA9At0wKNxL7khERDZjepwbpvQNQrVJ4Il/H8bJKy3c1D5YzNB1FVVJ2HAsA0azQLiPDhNiAiBJvOGXiKi5FJKE9+6Lw5Cu3igxGPHwZ/txIo0FTXthMUNNUnkEYE+uCgajGUEeWkxhzyUiolbRqpX4fPogDOjiieJKI6b+az+OpRbKHcsusJihRhVUmOD/wN9QaZLg4+KE2+OCoVbyLUNE1FpuWjVWPTYUg8K9UFxpxLTPDyCBBU2b8S8TNSinuBILduZD7RUMnVLgrv4h0KrZBZuIqK1cNSqs/MMQDI7wQkmlEY/86wCOpBTIHcumsZihetIKynHfJ/uQWmyEsSQPo/yr4aKxicGiiYhsgqtGhZUzh9TeQzPtXwewNTFb7lg2i8UM1XEhtxT3L9+Hy3nlCHBRInv1i3BVy52KiMj+uGhUWDlzMEZF+aK8yoTHVx3Cyr0X5Y5lk1jMUK0zWcW4/5P9yCiqRKSfC94c6wNjEb8pEBF1FJ2TCl/MGIwHB4fBLIAFP57Ggg2nOJdTC7GYIQDA4cv5ePDT/dCXGtAryB3rZg+Dj473yBARdTS1UoFFd8di3qSeAICV8Zcw+9+HUGowypzMdrCYIfyQkI6HPj2AwvJq9O/iia8fvwG+nKaAiKjTSJKEJ0ZHYtnUAdCoFPgtMQe3fbCHg+s1E4sZB2YyC/z917N4dm0CqkxmTOwVgNWzhsJDx5tkiIjkMDk2CGv/eAOCPbS4qC/D3cvisXLvRc64fR0sZhxUYXkV/rDyID7cngQA+OON3bB82kDonNhriYhITv27eGHjs6MwoVcAqkxmLPjxNP7478MoLK+SO5rVYjHjgA5fzseUf+7BznO50KoVeP+BOPx1cgwUHNmXiMgqeOqc8OkjA7Hgtl5wUiqw5XQ2bl66C5tOZLKVpgEsZhyI0WTGh9vO4/5P9iO9sAJdvHX475PDcVf/ULmjERHRNSRJwowRXfHdU8PRzdcF2cUGPLn6CB778hBS88vljmdVWMw4iPPZJbjn43j8ffM5mMwCd/QLxs/PjETvYA+5oxERURP6hHhg47Oj8MxN3aFWSth2JgcT39+FT3clo9pkljueVWAxY+fKDEb8/dezmPLPPTiWVgQ3rQpL7o/D0gf6wU3LG32JiGyBVq3E3Ik9sOnZURjS1RsV1Sa8vfEMxi/ZifVH0x1+XBre7WmnhBD4ISED/7fpDLKKKwEAY3v4YdHdfRHooZU5HRERtUZ3fzes++MN+PZwGhb/cgaX88rx3LoEfLwjGS/c3APjY/whSY53/yOLGTt0LLUQf/vpNA5dtkxcFubtjFem9MLEXgEO+SYnIrInkiTh/kFhuLVvEFbsvYRPdibjbHYJHl91CH1DPfDYyK6YHBsEtdJxLr6wmLETQgj8fjEfH25Pwu7zegCAs1qJOWMjMWtUN854TURkZ3ROKswZ2x3Thobjk13JWLH3Eo6nFeHZtQlYtPEMHh0ejoeHdIGnzknuqB2OxUwbpaSkQK/Xy7Z/sxA4mmXAfxNLcUZfDQBQSMCNXZzxcKwbfHUlOH3iWKu2nZiY2J5RiYgcVkefT8f7A4Mm+WBzcjl+SS5HVnElFv9yFku3nMXwUGeMiXBGbz8nKDtgCA5fX1906dKl3bfbEixm2iAlJQU9Y2JQUd75XeSUbj5w7TMeLrHjofYKAgAIYzVKT2xB8YH/4suibHzZTvsqLS1tpy0RETmW4vxcAMC0adM6b6dKFVxiboT7oDuAgEjsuFyBHZcrYCzORdmpHSg7vR3V+pR2252zTocziYmyFjQsZtpAr9ejorwcU196FwFdIjt8f9VmIKtCgZQyBbIqJQCWClslCXR1NSPKXcC523jgjvHtsr/E33di05f/QGVlZbtsj4jI0VSUFgMApsx+GT36DuzUfQsB5FdV43KZAmllCsDdDx7D7oPHsPvgqhIIdjYjWGeGt5NAa2+nzE5Jxup3/gK9Xs9ixtYFdIlEaFTvDtl2qcGIC7mluKAvQ1p+BUxXjfwY4umM3sHu6O7v2iE3emWnJLf7NomIHJFPcHiH/Z1oShiAOFgGTb2YV4bEzBKk5JWj1AicK1HiXIkSOiclwn106OKtQ5iXDi4a2ysNbC+xnSuvMiK9sALpBRVIK6hAXlnduTg8dWp093NFr2B3eDnATV1ERNR2KqUCUf5uiPJ3g8FowuW8ciTnluKSvhzlVSYkZpYgMbMEAODj4oQwb0txE+LpDCeV9feKYjEjo2qTGfpSA7KLDcgurkR2cSUKyqvrrRforkU3PxdE+rnC24UFDBERtZ5GpUR0gBuiA9xgMgukF1YgJb8cqfnlyCkxIK+sCnllVUhILYRCAvzcNAj2dEaIpzOCPLRWOSGx9SWyQ9UmMwrKqpBfXoX8sv89Ciuq0dB8YT6uTgj1dEaol6UqdnZit2oiImp/SoWELldaYQCgosqEtIJypORbHsWVxitfuA04mlIIAPDSqRHs6YxgD2co6n//lgWLmXZkMJpQUFaNvDJDnaKluNLY6HN0TkoEuGvh76ZBgLsWge5aFi9ERCQLZyclogLcEBXgBgAorqhGRlEFMgorkVFoufWhoLwaBeXVOJVRDMAJoXP+jf8mlmLAAPlys5hppfPZJdicXA6vcY9jd44K5dkXUWpovGjRqhXwcdHAy0UNHxcNvF2c4O3iBBcnJUflJSIiq+TurIa7sxo9A90BAJXVpjrFTXZRBeDqJXNKFjOt9uOxDCw/XAT3QXcgpxIALIWMi0YJb51TbbFS87DGa4xEREQtoVUr0c3XFd18XQEAl8+dwvJFr2DU1ytkzcW/sK3Ur4snBgRqsH3D17jpltsR2S0C3jonaDhtABEROQilBBjST8PfRd5ywvr7W1mpm3oG4JUbvVG4/QtEuJoR5OHMQoaIiEgGLGaIiIjIprGYISIiIpvGYoaIiIhsGosZIiIismksZoiIiMimsZghIiIim8ZihoiIiGwaixkiIiKyaSxmiIiIyKaxmCEiIiKbxmKGiIiIbBqLGSIiIrJpNlHMLFu2DF27doVWq8XAgQOxe/duuSMRERGRlbD6YmbdunV47rnn8PLLL+Po0aMYNWoUJk2ahJSUFLmjERERkRWw+mJmyZIleOyxxzBr1izExMRg6dKlCAsLw8cffyx3NCIiIrICKrkDNKWqqgqHDx/GvHnz6iyfOHEi4uPjG3yOwWCAwWCo/bmoqAgAUFxc3O75SktLAQBp50/BUFHe7tuXW3ZKMgAg69I5JLvoZE7T/uz99QH2/xr5+myfvb9Ge399uWkXAVj+Hrb339ma7Qkhrr+ysGLp6ekCgNi7d2+d5W+99ZaIjo5u8Dmvv/66AMAHH3zwwQcffNjBIzU19br1glW3zNSQJKnOz0KIestqzJ8/H3Pnzq392Ww2Iz8/Hz4+Po0+p7WKi4sRFhaG1NRUuLu7t+u27QGPT9N4fJrG49M0Hp+m8fg0zRaOjxACJSUlCA4Ovu66Vl3M+Pr6QqlUIisrq87ynJwcBAQENPgcjUYDjUZTZ5mnp2dHRQQAuLu7W+2bwRrw+DSNx6dpPD5N4/FpGo9P06z9+Hh4eDRrPau+AdjJyQkDBw7Eli1b6izfsmULhg8fLlMqIiIisiZW3TIDAHPnzsUjjzyCQYMGYdiwYfj000+RkpKCJ554Qu5oREREZAWsvph54IEHkJeXhzfeeAOZmZno06cPNm7ciPDwcLmjQaPR4PXXX693WYsseHyaxuPTNB6fpvH4NI3Hp2n2dnwkIZrT54mIiIjIOln1PTNERERE18NihoiIiGwaixkiIiKyaSxmiIiIyKaxmCEiIiKbxmKmCcuWLUPXrl2h1WoxcOBA7N69u8n1d+7ciYEDB0Kr1aJbt25Yvnx5JyWVT0uO0XfffYcJEybAz88P7u7uGDZsGH799ddOTNv5WvoeqrF3716oVCr069evYwPKrKXHx2Aw4OWXX0Z4eDg0Gg0iIyPxxRdfdFLaztfS47N69WrExcVBp9MhKCgIM2fORF5eXiel7Vy7du3CbbfdhuDgYEiShPXr11/3OY50jm7p8bH583ObZ4O0U2vXrhVqtVp89tln4vTp0+LZZ58VLi4u4vLlyw2uf+HCBaHT6cSzzz4rTp8+LT777DOhVqvFf/7zn05O3nlaeoyeffZZ8c4774jff/9dnDt3TsyfP1+o1Wpx5MiRTk7eOVp6fGoUFhaKbt26iYkTJ4q4uLjOCSuD1hyf22+/XQwdOlRs2bJFXLx4URw4cKDeRLT2oqXHZ/fu3UKhUIh//OMf4sKFC2L37t2id+/e4s477+zk5J1j48aN4uWXXxb//e9/BQDx/fffN7m+o52jW3p8bP38zGKmEUOGDBFPPPFEnWU9e/YU8+bNa3D9F198UfTs2bPOstmzZ4sbbrihwzLKraXHqCG9evUSCxcubO9oVqG1x+eBBx4Qr7zyinj99dftuphp6fHZtGmT8PDwEHl5eZ0RT3YtPT7vvvuu6NatW51l//znP0VoaGiHZbQWzflj7Yjn6BrNOT4NsaXzMy8zNaCqqgqHDx/GxIkT6yyfOHEi4uPjG3zOvn376q1/880349ChQ6iuru6wrHJpzTG6ltlsRklJCby9vTsioqxae3xWrFiB5ORkvP766x0dUVatOT4bNmzAoEGDsHjxYoSEhCA6OhovvPACKioqOiNyp2rN8Rk+fDjS0tKwceNGCCGQnZ2N//znP5gyZUpnRLZ6jnaObitbOz9b/XQGctDr9TCZTPVm5g4ICKg3g3eNrKysBtc3Go3Q6/UICgrqsLxyaM0xutZ7772HsrIy3H///R0RUVatOT7nz5/HvHnzsHv3bqhU9v3RbM3xuXDhAvbs2QOtVovvv/8eer0eTz31FPLz8+3uvpnWHJ/hw4dj9erVeOCBB1BZWQmj0Yjbb78dH3zwQWdEtnqOdo5uK1s7P7NlpgmSJNX5WQhRb9n11m9ouT1p6TGq8fXXX2PBggVYt24d/P39Oyqe7Jp7fEwmEx5++GEsXLgQ0dHRnRVPdi15/5jNZkiShNWrV2PIkCGYPHkylixZgpUrV9pl6wzQsuNz+vRpPPPMM3jttddw+PBh/PLLL7h48SIn5b2KI56jW8MWz8/2/fWvlXx9faFUKut9A8rJyalX2dcIDAxscH2VSgUfH58OyyqX1hyjGuvWrcNjjz2Gb7/9FuPHj+/ImLJp6fEpKSnBoUOHcPToUTz99NMALH+8hRBQqVTYvHkzbrrppk7J3hla8/4JCgpCSEgIPDw8apfFxMRACIG0tDRERUV1aObO1Jrjs2jRIowYMQJ/+ctfAAB9+/aFi4sLRo0ahTfffNPhWx4c7RzdWrZ6fmbLTAOcnJwwcOBAbNmypc7yLVu2YPjw4Q0+Z9iwYfXW37x5MwYNGgS1Wt1hWeXSmmMEWCr+GTNmYM2aNXZ9Lb+lx8fd3R0nTpxAQkJC7eOJJ55Ajx49kJCQgKFDh3ZW9E7RmvfPiBEjkJGRgdLS0tpl586dg0KhQGhoaIfm7WytOT7l5eVQKOqe0pVKJYD/tUA4Mkc7R7eGTZ+fZbrx2OrVdIv8/PPPxenTp8Vzzz0nXFxcxKVLl4QQQsybN0888sgjtevXdPt7/vnnxenTp8Xnn39u193+hGj5MVqzZo1QqVTio48+EpmZmbWPwsJCuV5Ch2rp8bmWvfdmaunxKSkpEaGhoeLee+8Vp06dEjt37hRRUVFi1qxZcr2EDtXS47NixQqhUqnEsmXLRHJystizZ48YNGiQGDJkiFwvoUOVlJSIo0ePiqNHjwoAYsmSJeLo0aO1Xdcd/Rzd0uNj6+dnFjNN+Oijj0R4eLhwcnISAwYMEDt37qz93fTp08Xo0aPrrL9jxw7Rv39/4eTkJCIiIsTHH3/cyYk7X0uO0ejRowWAeo/p06d3fvBO0tL30NXsvZgRouXHJzExUYwfP144OzuL0NBQMXfuXFFeXt7JqTtPS4/PP//5T9GrVy/h7OwsgoKCxNSpU0VaWlonp+4c27dvb/J84ujn6JYeH1s/P0tCsP2RiIiIbBfvmSEiIiKbxmKGiIiIbBqLGSIiIrJpLGaIiIjIprGYISIiIpvGYoaIiIhsGosZIiIismksZoiIiKjFdu3ahdtuuw3BwcGQJAnr169v8TaEEPj73/+O6OhoaDQahIWF4e23327xdjjRJBEREbVYWVkZ4uLiMHPmTNxzzz2t2sazzz6LzZs34+9//ztiY2NRVFQEvV7f4u1wBGAiIiJqE0mS8P333+POO++sXVZVVYVXXnkFq1evRmFhIfr06YN33nkHY8aMAQAkJiaib9++OHnyJHr06NGm/fMyExEREbW7mTNnYu/evVi7di2OHz+O++67D7fccgvOnz8PAPjxxx/RrVs3/PTTT+jatSsiIiIwa9Ys5Ofnt3hfLGaIiIioXSUnJ+Prr7/Gt99+i1GjRiEyMhIvvPACRo4ciRUrVgAALly4gMuXL+Pbb7/FqlWrsHLlShw+fBj33ntvi/fHe2aIiIioXR05cgRCCERHR9dZbjAY4OPjAwAwm80wGAxYtWpV7Xqff/45Bg4ciLNnz7bo0hOLGSIiImpXZrMZSqUShw8fhlKprPM7V1dXAEBQUBBUKlWdgicmJgYAkJKSwmKGiIiI5NO/f3+YTCbk5ORg1KhRDa4zYsQIGI1GJCcnIzIyEgBw7tw5AEB4eHiL9sfeTERERNRipaWlSEpKAmApXpYsWYKxY8fC29sbXbp0wbRp07B3716899576N+/P/R6PbZt24bY2FhMnjwZZrMZgwcPhqurK5YuXQqz2Yw5c+bA3d0dmzdvblEWFjNERETUYjt27MDYsWPrLZ8+fTpWrlyJ6upqvPnmm1i1ahXS09Ph4+ODYcOGYeHChYiNjQUAZGRk4E9/+hM2b94MFxcXTJo0Ce+99x68vb1blIXFDBEREdk0ds0mIiIim8ZihoiIiGwaixkiIiKyaSxmiIiIyKaxmCEiIiKbxmKGiIiIbBqLGSIiIrJpLGaIiIjIprGYISIiIpvGYoaIiIhsGosZIiIismn/D98bhjO2kdxCAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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4v8i7v1Tne+J6N2pjVd+F5e+T8PBwq8B37WPX7lPV3R/LP5t79OhR7fpDQ0MFgJverg2BQohqPef6dtRGdHS0uPvuu6t8vCbfXZUFymuZzWZRWloqzp8/XyGDlH+mvPLKK7VuS3XC+Jo1awQA8eGHH1pNf/31128axvft2ycA3PSPBJ1OZxVqr1/emDFjqnzs+jBeVVZTKBTi/PnzQojqh3EhhJg0aVKF74ly14fx6mbKW/1cvlatuqncfvvtUKvV0Ov1GDRoENzd3fHbb79Z+o4lJibixIkTePjhhwEARqPRchsyZAguXbqEkydPWi2zfN5y3bp1Q2hoKLZs2WI13d3dHX369LGatnnzZkRFRaFz585W08eNGwchBDZv3gwA2LJlC/R6Pe666y6r+R566KHavAwAgDVr1kCr1Vq6y1Tmjz/+gCRJGDVqlNVr4efnh7Zt21p+YomLi0NxcXGVr0V19e3bF76+vpb7SqUSDzzwABITEyv96RwATp48iZSUFIwePRoKxf/eFs7Ozrjvvvvw999/o7CwsNo11Pdyt23bhj59+sDLy8syTaFQ4P7777eab926dTAajRgzZozVa6/VatGzZ88KP29JkoThw4dbTYuNjcX58+ct9//44w+4ublh+PDhVsts164d/Pz8KiwzNja20hNRDxw4gLvuuguenp5QKpVQq9UYM2YMTCZTpT8dXm/z5s3Q6XQYMWKE1fTyn9s2bdpkNb1Pnz5wd3e3mta5c2dkZ2dj5MiR+O2336rd77B79+7QarXYuHEjgLKfZHv16oVBgwZh165dKCwsRHJyMk6fPo1+/foBAIqLi7Fp0ybcc889cHJyqvC5UFxcXOVPewUFBdi3bx/uvvtuODg4WKY7OztX2F7levfuDb1eb7nv6+sLHx8fq215q8o/n67/ibNz586IjIy0bINdu3YhNzcXTz755C2NxjJ06FAolUrL/djYWAC4aZu4v8i7v1TnewKoWRsr+y4sd9ddd0GtVt9wXbXZH++7775qtLbM77//jr1799709p///MfqedV5zt69e6vc76urc+fOWLNmDV588UVs3boVRUVFVo/f6ndXWloannjiCQQHB0OlUkGtVlu+xxMSEirMX5PXtjbKP6uuzxfVyT8tWrSAu7s7/vvf/2LhwoU4fvx4rWqoSRurympmsxnbt2+v1fqrq7qZslxtP5evVaszL5YsWYLIyEjk5eVh+fLl+OyzzzBy5EhL3+byvuPPPfccnnvuuUqXcf2HmJ+fX4V5/Pz8kJGRYTWtsjNuMzIyKvTjBoCAgADL4+X/XhtSb7Tu6rpy5QoCAgKsdtbrXb58GUKIStcNAM2bN7eqs6rXorpu9PyMjAwEBQVVeLx83ZW9vgEBATCbzcjKyqrxybL1udzKXs/rp5W/Fzt16lTpcq7fbk5OTtBqtVbTNBoNiouLrZaZnZ1tFQqvdf17u7K2JyUl4c4770SrVq3w4YcfIiwsDFqtFnv27MGkSZMqfDFUJiMjA35+fhXCnY+PD1QqVbX2ndGjR8NoNOKLL77AfffdB7PZjE6dOuG1115D//79q1y3VqtF9+7dsXHjRsyZMwebNm3CCy+8YDmhe8eOHbh48SIAWMJ4RkYGjEYjPv74Y3z88ceVLreqcJOVlVXlPlTVfuXp6VlhmkajqdZrW103e3+XfxiX942ubN+rievbpNFoAOCmbeL+Iu/+Up3viZq28UajT1RnZIra7I81GfEiKioKQoibznf9a9KuXbtqLf/a8FMbH330EYKCgrB8+XK89dZb0Gq1GDhwIN5++21ERETc0neX2WzGgAEDkJKSgpkzZyImJgY6nQ5msxm33357pe/X+h5NJCMjAyqVqsJnSHWyhaurK7Zt24bXX38dL730ErKysuDv74/HH38cL7/88k3/8CtXkzbeKKtdv6/WtepmynK1/Vy+Vq3CeGRkpOWkzd69e8NkMuHLL7/Ezz//jBEjRliOvkyfPh333ntvpcto1aqV1f3KTqJMTU1FixYtrKZVdlTJ09MTly5dqjA9JSUFACz1eHp6Ys+ePZWu53parRY5OTkVpl//4eTt7Y2dO3fCbDZX+UHr5eUFSZKwY8cOy0a6Vvm08g1a1WtR2ZujMlU9/9p1XK98elWvo0KhqHCUqDrqc7nXnzAMVGx7+bb/+eefa/Trwo14eXnB09MTa9eurfTxa4/GApW/Z1euXImCggKsWLHCqq6ajKvu6emJ3bt3QwhhtY60tDQYjUaro6BV1QEA48ePx/jx41FQUIDt27dj1qxZGDZsGE6dOnXD16xv37545ZVXsGfPHly4cAH9+/eHXq9Hp06dsGHDBqSkpKBly5YIDg4GUHYkT6lUYvTo0Zg0aVKly2zWrFml093d3SFJUrW2eUO69v19fdBOSUmxbIPy0QKq+mWqvnF/kXd/qc73RE3beKNfWKrz60tt9sea/KoTHh5erSODs2bNshr/ubrBbtGiRbc0NrROp8OcOXMwZ84cXL582XKUfPjw4Thx4sQtfXcdPXoUhw4dwjfffIOxY8dapt/ohNf6vH4BUPb+NxqNyMjIsMoB1f38jImJwbJlyyCEwOHDh/HNN9/g1VdfhaOjI1588cVqLaMmbbzR51V5/eUHAq4/AftWR5apbqasS3Uymsq8efPg7u6OV155BWazGa1atUJERAQOHTqEjh07Vnq7/gP4+++/t7q/a9cunD9/vloXuunbty+OHz+O+Ph4q+lLliyBJEno3bs3gLI/HPLy8rBq1Sqr+ZYuXVphmWFhYTh16pTVRs7IyLA68x0ABg8ejOLi4hteSGHYsGEQQuDixYuVvhYxMTEAyrr/aLXaKl+L6tq0aZPVG9lkMmH58uUIDw+v8shcq1atEBgYiKVLl1odzSgoKMAvv/xiOZscqNlffTVZbk307NkTmzdvttrpzGYzfvrpJ6v5Bg4cCJVKhTNnzlT5XqypYcOGISMjAyaTqdLlXf+HZmXKP5Su/eNMCIEvvviiwrxVHc3t27cv8vPzK4zrumTJEsvjNaHT6TB48GDMmDEDJSUlOHbs2A3n79evH4xGI2bOnImgoCC0bt3aMn3jxo3YvHmz5ag4UHYUtXfv3jhw4ABiY2Mrfe2q+mNRp9OhY8eOWLlyJUpKSizT8/PzrUZIqanaHMG4Vnk3ge+++85q+t69e5GQkGDZBt26dYOrqysWLlxYraOFdY37i7z7S3W+J2rSxrpwK/tjddh6N5Vr+fr6Yty4cRg5ciROnjyJwsLCW/ruqmxbAsBnn31WZzXXVHkOuj5fVJZ/bkSSJLRt2xbvv/8+3NzcrHJXXf7yWFVWUygU6NGjBwBYDlAePnzYar7rn1deG1C9z/rqZsq6VCcDhLq7u2P69Ol44YUXsHTpUowaNQqfffYZBg8ejIEDB2LcuHEIDAxEZmYmEhISEB8fX+FLYN++fXjsscfw73//G8nJyZgxYwYCAwPx5JNP3nT9Tz/9NJYsWYKhQ4fi1VdfRWhoKP7880/Mnz8fEydOtPQ/HDNmDN5//32MGTMGr7/+OiIiIrB69WqsW7euwjJHjx6Nzz77DKNGjcLjjz+OjIwMzJs3Dy4uLlbzjRw5EosWLcITTzyBkydPonfv3jCbzdi9ezciIyPx4IMPonv37vjPf/6D8ePHY9++fejRowd0Oh0uXbqEnTt3IiYmBhMnToS7uzuee+45vPbaa1avxezZs2vUTcXLywt9+vTBzJkzodPpMH/+fJw4ceKGwxsqFArMmzcPDz/8MIYNG4YJEybAYDDg7bffRnZ2Nt58803LvOV/PHz44YcYO3Ys1Go1WrVqVeEPrJoutyZmzJiB33//HX379sWMGTPg6OiIhQsXoqCgwLJeoGxnffXVVzFjxgz8888/lnMcLl++jD179liOjtTEgw8+iO+//x5DhgzBtGnT0LlzZ6jValy4cAFbtmzBv/71L9xzzz03XEb//v3h4OCAkSNH4oUXXkBxcTEWLFhQ6YWzYmJisGLFCixYsAAdOnSAQqFAx44dMWbMGHz66acYO3Yszp07h5iYGOzcuRNvvPEGhgwZYhWEq/L444/D0dER3bt3h7+/P1JTUzF37ly4urpauiqcP38e4eHhGDt2LL766ivLczt06AB3d3esX7/e6voC/fr1w//93/9Z/n+tDz/8EHfccQfuvPNOTJw4EWFhYcjLy0NiYiJ+//33Cn3xrvXqq69i6NChGDhwIKZNmwaTyYS3334bzs7OyMzMvGlbK3Oj9/Kjjz6KxYsX48yZM1Ue8WzVqhX+85//4OOPP4ZCocDgwYNx7tw5zJw5E8HBwXj66acBlPUzfffdd/HYY4+hX79+ePzxx+Hr64vExEQcOnQIn3zySa3qr8ySJUvwyCOP4Ouvv8aYMWMAcH+Re3+pzvdETdpYV25lf7yZ8n2rpmrzB19tdOnSBcOGDUNsbCzc3d2RkJCAb7/91ipk1/a7q3Xr1ggPD8eLL74IIQQ8PDzw+++/Y8OGDQ3StsoMGDAAPXr0wAsvvICCggJ07NgRf/31F7799tubPvePP/7A/Pnzcffdd6N58+YQQmDFihXIzs626p4VExODrVu34vfff4e/vz/0en21/tiujKenJyZOnIikpCS0bNkSq1evxhdffIGJEyciJCQEQFm3lX79+mHu3Llwd3dHaGgoNm3ahBUrVlRYXvn78a233sLgwYOhVCoRGxtbafe56mbKOlXtUz1F1UMbClE2bFRISIiIiIiwnFV66NAhcf/99wsfHx+hVquFn5+f6NOnj1i4cGGFZa5fv16MHj1auLm5WYbHOX36tNU6bnTG8Pnz58VDDz0kPD09hVqtFq1atRJvv/12hWGTLly4IO677z7h7Ows9Hq9uO+++8SuXbsqPTt78eLFIjIyUmi1WhEVFSWWL19eYTSV8ra/8sorIiIiQjg4OAhPT0/Rp08fsWvXLqv5vv76a9GlSxeh0+mEo6OjCA8PF2PGjBH79u2zzGM2m8XcuXNFcHCwcHBwELGxseL333+vcpSF6+Hq0D/z588X4eHhQq1Wi9atW4vvv//ear6qzkJeuXKl6NKli9BqtUKn04m+ffuKv/76q8J6pk+fLgICAoRCoah0OderznJrMpqKEELs2LFDdOnSRWg0GuHn5yeef/55y8gI1w8ptHLlStG7d2/h4uIiNBqNCA0NFSNGjBAbN260zDN27Fih0+kqrKey4exKS0vFO++8I9q2bSu0Wq1wdnYWrVu3FhMmTLB634aGhoqhQ4dWWv/vv/9ueX5gYKB4/vnnLWe8X/t6ZmZmihEjRgg3NzchSZJVLRkZGeKJJ54Q/v7+QqVSidDQUDF9+nTLkE3lyt8X11u8eLHo3bu38PX1FQ4ODiIgIEDcf//94vDhw5Z5ys8Yr+ws+XvuuUcAsHp/lZSUCJ1OJxQKhdXQpNcu75FHHhGBgYFCrVYLb29v0a1bN6uRkyo7G14IIX799VcRExMjHBwcREhIiHjzzTfF1KlThbu7e7Xae/1Z80JU/V4uHy3k2rP8K3svmEwm8dZbb4mWLVsKtVotvLy8xKhRo0RycnKF9a9evVr07NlT6HQ64eTkJKKiosRbb71lefxmo6m8/fbbFR5DFSMhXP/acX+Rd3+pzvdEddtY1Xfhjd4nVe1T1dkfa/rZbA9efPFF0bFjR+Hu7i40Go1o3ry5ePrpp0V6errVfNX57qpsRJDjx4+L/v37C71eL9zd3cW///1vkZSUVGF/Ld9frh3pqKaqM5qKEEJkZ2eLRx55RLi5uQknJyfRv39/ceLEiZuOpnLixAkxcuRIER4eLhwdHYWrq6vo3Lmz+Oabb6yWf/DgQdG9e3fh5ORkNQLcjbJjVaOptGnTRmzdulV07NhRaDQa4e/vL1566aUKI/RdunRJjBgxQnh4eAhXV1cxatQoy+gv177XDQaDeOyxx4S3t7flc6F8nZV9L1QnU9bkc/lmpKtPks0333yD8ePHY+/evQ32F3FjJkkSJk2aVKdH2uzJgAEDcO7cuWqNrkD2r7S0FO3atUNgYCDWr18vdzm3rFevXhBCYNOmTVAoFDc84a8ucH8hsl9msxlmsxl9+/ZFRkYGjh49KndJVEu8ji3ZrWeeeQbt27dHcHAwMjMz8f3332PDhg1WXSmocXn00UfRv39/SxeBhQsXIiEhAR9++KHcpdWZ7du3Q61WY+jQobfUH/563F+IGpd7770Xv/32GwCgTZs2MldDt4JhnOyWyWTCK6+8gtTUVEiShKioKHz77bcYNWqU3KVRPcnLy8Nzzz2HK1euQK1W47bbbsPq1aur1d/XHnz22WfIy8sDALi5udXpsrm/EDUu7777Ll5++WUAgKOjo8zV0K2QvZsKEREREVFTVb8dEomIiIiIqEoM40REREREMmEYJyIiIiKSCU/gbALMZjNSUlKg1+vr/ZK7REREVDeEEMjLy0NAQEC9D3VK8mEYbwJSUlIQHBwsdxlERERUC8nJyQgKCpK7DKonDONNQPll6pOTk+Hi4iJzNURERFQdubm5CA4OtnyPU+PEMN4ElHdNcXFxYRgnIiKyM+xi2rixAxIRERERkUwYxomIiIiIZMIwTkREREQkE4ZxIiIiIiKZMIwTEREREcmEYZyIiIiISCYM40REREREMmEYJyIiIiKSCcM4EREREZFMGMaJiIiIiGTCMC6z7du3Y/jw4QgICIAkSVi5cmWV806YMAGSJOGDDz5osPqIiIiIqP4wjMusoKAAbdu2xSeffHLD+VauXIndu3cjICCggSojIiIiovqmkruApm7w4MEYPHjwDee5ePEiJk+ejHXr1mHo0KENVBkRERER1TeGcRtnNpsxevRoPP/882jTpk21nmMwGGAwGCz3c3Nz66s8ApCUlIT09HS5y5CNl5cXQkJC5C6DiIjILjGM27i33noLKpUKU6dOrfZz5s6dizlz5tRjVVQuKSkJrSMjUVRYKHcpsnF0csKJhAQGciIiolpgGLdh+/fvx4cffoj4+HhIklTt502fPh3PPPOM5X5ubi6Cg4Pro8QmLz09HUWFhXj4v2/DNyRc7nIa3OWkM/j+reeRnp7OME5ERFQLDOM2bMeOHUhLS7MKOSaTCc8++yw++OADnDt3rtLnaTQaaDSaBqqSAMA3JBxBEdXrRkRERERUjmHcho0ePRr9+vWzmjZw4ECMHj0a48ePl6kqIiIiIqorDOMyy8/PR2JiouX+2bNncfDgQXh4eCAkJASenp5W86vVavj5+aFVq1YNXSoRERER1TGGcZnt27cPvXv3ttwv7+s9duxYfPPNNzJVRUREREQNgWFcZr169YIQotrzV9VPnIiIiIjsD6/ASUREREQkE4ZxIiIiIiKZMIwTEREREcmEYZyIiIiISCYM40REREREMmEYJyIiIiKSCcM4EREREZFMGMaJiIiIiGTCME5EREREJBOGcSIiIiIimTCMExERERHJhGGciIiIiEgmDONERERERDJhGCciIiIikgnDOBERERGRTBjGiYiIiIhkwjBORERERCQTldwFkH1LSkpCenq63GXIJiEhQe4SiIiIyI4xjFOtJSUloXVkJIoKC+UuRXb5+flyl0BERER2iGGcai09PR1FhYV4+L9vwzckXO5yZJGwZxvWLP4QxcXFcpdCREREdohhnG6Zb0g4giLayF2GLC4nnZG7BCIiIrJjPIGTiIiIiEgmDONERERERDJhGCciIiIikgnDOBERERGRTBjGiYiIiIhkwjBORERERCQThnEiIiIiIpkwjBMRERERyYRhnIiIiIhIJgzjREREREQyUcldABGVMRhNSMs1ILuwFDnFpSguNaHEaAYAqJQSNEol9FoVXBzV8NZr4KJVQZIkmasmIiKiW8EwTiQTIQTS8gw4nZaPpMxCpOcZIGrwfK1KgUB3R4R56tDMSwedhrszERGRveG3N1EDMxhNOJaSi8MXcpBTVGr1mItWBQ+dA9wcHeDooIRaKUGSJJjMAkWlJuQVlyK7sBTp+QYUG804c6UAZ64UQAIQ7OGESH89Wvg4Q6VgDzQiIiJ7wDBO1EAMpSbsT8rCweRslJrKjoGrFBKaeekQ7u2MQHdHOFfz6LbRbEZ6XgnOZxbgXHohUnOLkZRZiKTMQuw4nY7YQFe0DXaDVq2szyYRERHRLWIYJ6pnZiFw+EIO/v4nA4arfcA9dQ5oG+yG1n56qJU1P4qtUijg56qFn6sWXZp5IqeoFAmXcnEsJRf5BiP+PpuJ+KRstA9xQ/sQN2hUDOVERES2iGGcqB5dyTNgY8JlpOUZAAAeTg7o1sITzb10dXrypaujGrc390SnMA8kpuVj3/lMpOeXYPfZTBy+kINuLTzRxt+FJ3wSERHZGIZxonoghEB8UjZ2nUmHWQAOKgW6h3siOtAVinoMxEqFhFZ+erT0dUZiWj52/ZOB7MJSbEpIw9GLOejb2hfeek29rZ+IiIhqhmGcqI4VlZqw7lgqzmcUAgDCvXXo3cqnQUc7kSQJEb56NPd2xqEL2dj9TyYu5xqwbG8SOoZ6oHMzDygVPEpOREQkN4ZxojqUWVCCVYdSkFNUCqVCQo8IL8QEusrWPUSpkHBbiDta+uqx9WQazlwpwJ5zmTiXUYBBbfzgrnOQpS4iIiIqw/HPZLZ9+3YMHz4cAQEBkCQJK1eutDxWWlqK//73v4iJiYFOp0NAQADGjBmDlJQU+QqmKiVnFmL5vmTkFJVCr1XhgY7BiA1ys4l+2s4aFYbFBmBItB+0KgXS8gxYuicJJy7lyl0aERFRk8YwLrOCggK0bdsWn3zySYXHCgsLER8fj5kzZyI+Ph4rVqzAqVOncNddd8lQKd1IulGL3w6moMRohr+rFg92CrbJvtkRvno83CUUQe6OMJoF1h2/jG2nrsBsrsnlhoiIiKiusJuKzAYPHozBgwdX+pirqys2bNhgNe3jjz9G586dkZSUhJCQkIYokW5CF9ULx0rcAQiEe+swKNrPpi+646xV4d72gfj7n0zsOZeJg8nZSM83YEi0PxwdOAQiERFRQ7LdxECVysnJgSRJcHNzq3Ieg8GA3NxcqxvVjytwgefQpwFIiPTXY0i0v00H8XKSJKFruCeGxvhDrZRwIasIP+xNwpWrQzASERFRw7D91EAWxcXFePHFF/HQQw/BxcWlyvnmzp0LV1dXyy04OLgBq2w6EtPycRIBkBRK+KsK0D/SFwo7G6GkhY8z7u8YDFdHNfKKjfhxXzLOZRTIXRYREVGTwTBuJ0pLS/Hggw/CbDZj/vz5N5x3+vTpyMnJsdySk5MbqMqm40JWIdYeTQUgIf/oZkSoc2ziRM3a8HLW4MFOwQjxcILRLPD7oRScSOWvKURERA2BYdwOlJaW4v7778fZs2exYcOGGx4VBwCNRgMXFxerG9WdjHwD/jh8CSYh4IlcZKz+AHaawy20aiXuahuAlr7OMAtg3bHLOJCUJXdZREREjR7DuI0rD+KnT5/Gxo0b4enpKXdJTVqBwYjfDqXAcHXUlJZIAYRZ7rLqhFIhYVAbP7QLcgMAbD+djl1n0iEER1ohIiKqLxxNRWb5+flITEy03D979iwOHjwIDw8PBAQEYMSIEYiPj8cff/wBk8mE1NRUAICHhwccHHjBloZkMgv8eeQS8oqNcHNUY3hsAI7vOCB3WXVKkiT0aOkFR40ScWcysPdcFgylZvRq5W233XCIiIhsGcO4zPbt24fevXtb7j/zzDMAgLFjx2L27NlYtWoVAKBdu3ZWz9uyZQt69erVUGUSgK2n0nAppxgOKgXuahfQaIcBlCQJncM84KRWYtOJNBy+mANJAnq2ZCAnIiKqawzjMuvVq9cNuwGwi4BtOHoxB0cvlp3UOKiNH9ydGv+vEtGBrpAkYGNCGg5dKDtBtUeEFwM5ERFRHWKfcaKbuJJnwNZTVwAA3cI90cxLJ3NFDadNgCv6RvoAAA4mZ2NHIvuQExER1SWGcaIbKDGasfroJZjMAmGeTugY6i53SQ0uOsAVfVqXBfIDSdn4KzGDgZyIiKiOMIwT3cDWk2nILiyFs0aFAW38mmwXjZhAV/Ru5Q0A2J+UhX3nOewhERFRXWCfcaIqnL6ch4TUPEgABkX7wVHdOE/YrK7YIDeYzOLqkIcZcHRQwk3uooiIiOwcj4wTVaLAYMTmE2kAgE5hHgh0c5S5ItvQPsTd0lVnc0IaUgqb5i8FREREdYVhnOg6QghsSLiMYqMZPnoNOjfzkLskm9It3BNR/i4QAHZnqKAJaiN3SURERHaLYZzoOscv5eJ8RiGUCgkDonyhVPDo77UkSULf1j5o7qWDWUjwuW8mzmWXyl0WERGRXWIYJ7pGgcGIHafTAQBdm3vC01kjc0W2SaGQMDjaD54aMxRaZ7y+IxNpucVyl0VERGR3GMaJrhJCYMvJNBiudk9pH+wmd0k2TaVUoJu3EaUZycgoMuPRxftQWGKUuywiIiK7wjBOdNWZKwU4c6UACgnoF+kLBbun3JSDAkj7eQ70DhKOXMzB08sPwmzmGORERETVxTBOhLKL+2y7epXNDqHu8Naze0p1GbNT8WJ3DzgoFVh37DLeWndC7pKIiIjsBsM4EYDdZzOQbzDCRatC5zCOnlJTkd4OmDciFgDw2bZ/sGxPkswVERER2QeGcWry0vMNOJCcDQDo1coHKiV3i9q4u30gpvWNAAC8vPIo/v4nQ+aKiIiIbB9TBzVpQghsO3UFQgDh3jo089LJXZJde6pfBIa3DYDRLDDp+3hczC6SuyQiIiKbxjBOTdrZ9AJcyCqCUiGhR4S33OXYPUmSMO++WLQJcEFGQQkmfLsPxaUmucsiIiKyWQzj1GSZzAI7EsvGFG8f7AYXR7XMFTUOjg5KfDa6Azx0Djh6MRcv/nIYQnCEFSIiosowjFOTdeRiDrILS+GoVqJjmLvc5TQqQe5O+PSh26BUSFh5MAVf7Twrd0lEREQ2iWGcmqTiUhN2Xz3BsGtzT2hUSpkrany6hnti5tBIAMAbqxOw8+qVTYmIiOh/GMapSdpzLhPFRjM8dQ5oE+AidzmN1thuYRjRIQhmAUz5IR4pPKGTiIjICsM4NTnZhSU4dHUowzsjvHilzXokSRJeuzsa0YEuyCosxeSl8SgxmuUui4iIyGYwjFOT81diBswCCPVwQqgnhzKsb1q1EvMf6gC9VoX4pGy8uYZX6CQiIirHME5NyqWcIiReyYcE4I4IL7nLaTJCPJ3w3v3tAABf/3UWa45ckrcgIiIiG8EwTk1K3NWTNiP9XeDlrJG5mqalf5QvJvRsDgB4/ufDOJteIHNFRERE8mMYpybjYlYRkjOLoJCALs085C6nSXp+QCt0DvNAvsGIid/t5wWBiIioyWMYpyZBCGE5Kt4mwJUX+JGJSqnAxw+1h5ezA06k5uGV347KXRIREZGsGMapSbiQVYSL2UVQShI68QI/svJ10eKjke2hkIAf913Aj3uT5S6JiIhINgzj1Ohde1Q8OtAFei2PisutW7gXnunfEgAw87ejOJ6SK3NFRERE8mAYp0YvKbMQl3KKoVRI6BTGvuK24sleLdC7lTcMRjMm/xCPwhKj3CURERE1OIZxatSuPSoeG+QKnUYlc0VUTqGQ8O797eDrosE/Vwowe9UxuUsiIiJqcAzj1KidzSjA5VwDVAoJHULYV9zWeOgc8MED7SFd7T++6lCK3CURERE1KIZxarSEENj9TyYAoG2wG4+K26iu4Z6Y3LsFAGDGiiNIyiiUuSIiIqKGwzBOjVZyVhHS8sqOit8W4iZ3OXQD0/pGoGOoO/IMRkxddgClJrPcJRERETUIhnFqtPadLzsq3ibABU4OPCpuy1RKBT54sB1ctCocTM7Gu+tPyV0SERFRg2AYp0bpcm4xkjOLIEnAbewrbheC3J0wb0QsAGDhtjPYcfqKzBURERHVP4ZxapT2nc8CALTy1fNqm3ZkULQ/Hu4SAgB4evkhXMkzyFwRERFR/WIYp0Ynq7AEiWn5AIAOoTwqbm9mDotCS19npOcb8OxPh2A2C7lLIiIiqjcM49To7L96VLyZlw5ezhqZq6Ga0qqV+OSh26BRKbD91BV8/ddZuUsiIiKqNwzj1KjkFxuRcKns0uodeVTcbrX01ePlYVEAgHlrT+JEaq7MFREREdUPhnFqVA4kZ8EsgAA3LQLcHOUuh27BqC4h6NvaByUmM6b9cBDFpSa5SyIiIqpzDOMy2759O4YPH46AgABIkoSVK1daPS6EwOzZsxEQEABHR0f06tULx47xsuGVKS414cjFHABAx1APmauhWyVJEt4aEQsvZwecvJyHt9edlLskIiKiOscwLrOCggK0bdsWn3zySaWPz5s3D++99x4++eQT7N27F35+fujfvz/y8vIauFLbd/RiDkpNAp7ODgjzdJK7HKoDXs4avHVf2XCHX+08y+EOiYio0WEYl9ngwYPx2muv4d57763wmBACH3zwAWbMmIF7770X0dHRWLx4MQoLC7F06VIZqrVdJrPAoQtlR8VvC3GHJEkyV0R1pW+kL0bdXjbc4XM/HUJWQYnMFREREdUdXpbQhp09exapqakYMGCAZZpGo0HPnj2xa9cuTJgwodLnGQwGGAz/G585N7fxn/x25ko+8g1GOKqVaOnrLHc5TU5CQkK9Ln9ogMAWvRIXcw2YuGgHnu/qZlN/cHl5eSEkJETuMoiIyA4xjNuw1NRUAICvr6/VdF9fX5w/f77K582dOxdz5syp19pszYGkbABAbJArVAr+4NNQcjPLuo2MGjWq3tfl4BsOv9Hv4u8Lxeg5/kUUHNlY7+usLkcnJ5xISGAgJyKiGmMYtwPXHwEUQtzwqOD06dPxzDPPWO7n5uYiODi43uqT26WcIqTmFkMpSYgJdJW7nCalKL/sV5ehE2agVWyHel/fiRzgWA7gN3Qa+j76JJxt4OKql5PO4Pu3nkd6ejrDOBER1RjDuA3z8/MDUHaE3N/f3zI9LS2twtHya2k0Gmg0TediNweTswEALf2codPwLS0Hz4BQBEW0qff1BAiB7PiLuJhdhMOFLhhxWxAUCtvprkJERFRT/D3fhjVr1gx+fn7YsGGDZVpJSQm2bduGbt26yViZ7cgrLsXptHwAQPtgXuSnsVNIEgZE+cJBqcClnGLsPZcpd0lERES3hIcRZZafn4/ExETL/bNnz+LgwYPw8PBASEgInnrqKbzxxhuIiIhAREQE3njjDTg5OeGhhx6SsWrbcehCDoQAgtwc4a1vOr8GNGUujmr0bu2NdccuY/e5TIR4OsHflRd4IiIi+8QwLrN9+/ahd+/elvvlfb3Hjh2Lb775Bi+88AKKiorw5JNPIisrC126dMH69euh1+vlKtlmlJrMOHr1Ij/tQtzkLYYaVGs/F5xNL8Cpy/lYd+wyHuocAgcVf+gjIiL7wzAus169ekEIUeXjkiRh9uzZmD17dsMVZScSLuXCYDTD1VGNZl46ucuhBtanlQ9SsouRU1SKHaevoG9k1edREBER2SoeSiK7JITAoeSrR8WD3aCwoTGnqWFo1EoMbFMWwI+m5OKfK/kyV0RERFRzDONkly5mFyGzsARqpYRIf3bZaaqC3J1w29UuShsT0lBYYpS3ICIiohpiGCe7dPhC2VHx1n4u0KiUMldDcuoa7glPZwcUlZqwKSHtht2+iIiIbA3DONmdfIMRZ652SeBFfkilUGBglB+UkoR/0gtwLCVX7pKIiIiqjWGc7M6xizkwCyDAVcvhDAkA4K3XoGu4JwBg++kryC4skbkiIiKi6mEYJ7tiMgscSSnrohITxKPi9D/tQ9wQ6OaIUpPA+uOXYTazuwoREdk+hnGyK2fTC1BgMMFRrUQLH2e5yyEbcv3VOfedz5K7JCIioptiGCe7cvhiNgCgTYALVAq+fcmai6MavVp5AwB2n83A5dximSsiIiK6MaYZshtZBSVIziwCwBM3qWqt/fRo4eMMswDWHUtFqcksd0lERERVYhgnu3H4Yllf8WZeOrg4qmWuhmyVJEno09oHOgclsgpL8VdiutwlERERVYlhnOxCqcmM45fKhqyL5VFxuglHtRL9o8quznnoQg7OZxTIXBEREVHlGMbJLpy6nIcSoxkuWhVCPZ3kLofsQKinDrFXR9zZkHAZxaUmmSsiIiKqiGGc7MLRi2VHxaMDXSFJkszVkL24o4UX3J3UKDCYsPkEr85JRES2h2GcbF56vgGpucVQSECUv4vc5ZAdUSsVGNjGDwoJOJ2Wj5OX8+QuiYiIyArDONm8Y1ePijfz0kGnUclcDdkbXxctOjfzAABsOXkFucWlMldERET0PwzjZNOMJjMSUq92UQngiZtUO51CPeDnokWJ0YwNxy6zuwoREdkMhnGyaYlX8mEwmqHXqhDCEzeplhQKCQPb+EKtlHAhuwgHkrPlLomIiAgAwzjZuPITN6P8XaDgiZt0C9ycHNAjouzqnLsSM5Ceb5C5IiIiIoZxsmFZhSW4mF0ECUCbAJ64SbeuTYALmnnpYBIC646lwmjm1TmJiEheDONks46llB0VD/V0gl7LK27SrZMkCX1b+8BRrUR6fgn+/idT7pKIiKiJYxgnm2QyCxxP+d/Y4kR1RadRoW+kDwBg//ksXMgqlLkiIiJqyhjGySb9k56PolITnByUCPPUyV0ONTLh3s6Wrk/rj1+GwcircxIRkTwYxskmHbvmxE2lgiduUt3rEeENV0c18oqN2HbqitzlEBFRE8UwTjYnr7gU5zPLug7wxE2qLw4qBQZE+UICkHApD6fTeHVOIiJqeAzjZHMSLpWFokA3R7g5OchcDTVmAW6O6BjmDgDYnJCGAoNR5oqIiKipYRgnmyKEwPFLV7uo8Kg4NYAuzTzho9eg2GjGhgRenZOIiBoWwzjZlJScYuQUlUKtlBDh4yx3OdQEKBUSBkT5QqmQcD6jEIcv5shdEhERNSEM42RTyoczjPDRQ63k25MahqezBne08AIA7DydjqyCEpkrIiKipoJph2xGqclsOYkuyp9dVKhhtQ1yRYiHE4xmgbXHUmEys7sKERHVP4ZxshmJafkoNQm4OqoR4KaVuxxqYiRJQv9IX2hUCqTlGbDnHK/OSURE9Y9hnGxGeReVKH8XSBLHFqeG56xVoU/rsqtz7j2XiUs5RTJXREREjR3DONmEnKJSXMguCz6R/nqZq6GmrKWvHq389BACWHfsMkqMZrlLIiKiRoxhnGxC+XCGIR5O0GvVMldDTV3vlt5w1qiQU1SKHYm8OicREdUfhnGSnRACCZf+10WFSG4atRIDonwBAEcv5uJseoHMFRERUWPFME6yu5BVhLxiIxxUCoR76+QuhwgAEOzhhPYhbgCAjQmXUVjCq3MSEVHdYxgn2ZV3UWnp6wwVxxYnG9KtuSc8dQ4oLDFh84k0Xp2TiIjqHJMPycpgNCExLR8A0MbfVeZqiKyplAoMbOMHhQScuVJg+cORiIiorjCMk6xOX86H0Szg4eQAXxeN3OUQVeCt16BruCcAYNupK8gpKpW5IiIiakwYxklW5UcaIwP0HFucbNZtIe4IcNOi1CSw7lgqzOyuQkREdYRh3MYZjUa8/PLLaNasGRwdHdG8eXO8+uqrMJvtf+zjrIISXMophiQBkX4cRYVsl0KSMDDKDw5KBS7lFGP/+Sy5SyIiokZCJXcBdGNvvfUWFi5ciMWLF6NNmzbYt28fxo8fD1dXV0ybNk3u8m5J+VHxUA8n6DR8K5Jtc3FUo2crb2w4fhl//5OBUE8n+Oi1cpdFRER2jkfGbVxcXBz+9a9/YejQoQgLC8OIESMwYMAA7Nu3T+7SbokQAidS8wBwbHGyH5F+erTwdoZZAGuPpqLUZP+/UBERkbwYxmupefPmyMjIqDA9OzsbzZs3r7P13HHHHdi0aRNOnToFADh06BB27tyJIUOGVPkcg8GA3Nxcq5utuZBVhHyDERqVAs28OLY42QdJktCntQ90DkpkFZZi+ylenZOIiG4N+wbU0rlz52AymSpMNxgMuHjxYp2t57///S9ycnLQunVrKJVKmEwmvP766xg5cmSVz5k7dy7mzJlTZzXUh4TUsj8QInw4tjjZF0cHJQa28cOKAxdxNCUXOi+eeExERLXHMF5Dq1atsvx/3bp1cHX939jYJpMJmzZtQlhYWJ2tb/ny5fjuu++wdOlStGnTBgcPHsRTTz2FgIAAjB07ttLnTJ8+Hc8884zlfm5uLoKDg+uspltVajJbxhZvzRM3yQ4FezihU5g79p7LQnyGCkoXb7lLIiIiO8UwXkN33303gLKfq68Pw2q1GmFhYXj33XfrbH3PP/88XnzxRTz44IMAgJiYGJw/fx5z586tMoxrNBpoNLY7Zvc/VwpQahJw0aoQ4MYT4Mg+dWnmieTMIqTmFsNr+PMwmTncIRER1Rz7B9SQ2WyG2WxGSEgI0tLSLPfNZjMMBgNOnjyJYcOG1dn6CgsLoVBYbyalUmnXQxueuNpFpbWfC8cWJ7ulVEgYFO0HlSSgDYrC8mP5cpdERER2iGG8ls6ePQsvL696X8/w4cPx+uuv488//8S5c+fw66+/4r333sM999xT7+uuDwUGI85nFgIAWvvrZa6G6Na4Oqpxm0fZuSO/JOQj7kzFk7qJiIhuhN1UbsGmTZuwadMmyxHya3399dd1so6PP/4YM2fOxJNPPom0tDQEBARgwoQJeOWVV+pk+Q3t1OU8CAH4umjg7uQgdzlEtyxYZ8amzeugbzsQTy0/gDXTesBDx/c2ERFVD4+M19KcOXMwYMAAbNq0Cenp6cjKyrK61RW9Xo8PPvgA58+fR1FREc6cOYPXXnsNDg72+WVfPrY4r7hJjUnWps8RqFficq4BL/x8CEKw/zgREVUPj4zX0sKFC/HNN99g9OjRcpdiNzILSpCWZ4BCAlr6sosKNR6i1IBnbnfH9M2Z2JiQhiVx5zG2W5jcZRERkR3gkfFaKikpQbdu3eQuw64kXCo7cTPUUwdHB6XM1RDVrWbuakwf0hoA8PrqBBxPsb2LbRERke1hGK+lxx57DEuXLpW7DLshhMDJy+VdVHhUnBqncd3C0Le1D0qMZkz5IR6FJUa5SyIiIhvHbiq1VFxcjM8//xwbN25EbGws1Gq11ePvvfeeTJXZpovZRcgrNsJBpUAzL53c5RDVC0mS8Pa/22LQB9tx5koBXv39ON68L1busoiIyIYxjNfS4cOH0a5dOwDA0aNHrR7j2NkVJVwqOyoe4eMMlZI/yFDj5aFzwAcPtsPDX+7Gsr3JuL25J+5uHyh3WUREZKMYxmtpy5YtcpdgN4wmMxLTyi6IwlFUqCnoFu6FKX0i8NGm03jp1yOICXJFuLez3GUREZEN4iFKqnf/pBegxGSGXqtCgJtW7nKIGsS0vhHo2twThSUmTPo+HkUlJrlLIiIiG8Qj47XUu3fvG3ZH2bx5cwNWY9vKR1Fp7adnFx5qMpQKCR+ObIchH+7EidQ8zPn9GPuPExFRBTwyXkvt2rVD27ZtLbeoqCiUlJQgPj4eMTExcpdnMwpLjDifWQiAXVSo6fHRa/Hhg+0gScCyvcn49cAFuUsiIiIbwyPjtfT+++9XOn327NnIz89v4Gps16nL+RAC8HXRwJ2XCKcmqHsLL0zrG4EPNp7GSyuOIibQFS18OLwnERGV4ZHxOjZq1Ch8/fXXcpdhM/7XRYVHxanpmtInAt1beKKo1IRJ3x9g/3EiIrJgGK9jcXFx0Gp5kiIAZBaUIC3PAIUEtPTlSBLUdCkVEj54oD289RqcvJyHWauO3vxJRETUJLCbSi3de++9VveFELh06RL27duHmTNnylSVbTmRWnZUPNRTBycHvtWoafPWa/Dhg+0w6svd+HHfBXRp5on7OgTJXRYREcmMR8ZrydXV1erm4eGBXr16YfXq1Zg1a5bc5clOCIETqWUX+mntx/6xREDZ+ONP9WsJAJix8oilGxcRETVdPFxZS4sWLZK7BJt2MbsIecVGOCgVaO6lk7scIpsxuXcL7D+fhW2nrmDid/vx2+Q74OqolrssIiKSCY+M36L9+/fju+++w/fff48DBw7IXY7NKD8q3sLHGSol32ZE5RQKCR880A6Bbo44l1GI5346BLNZyF0WERHJhCmpltLS0tCnTx906tQJU6dOxeTJk9GhQwf07dsXV65ckbs8WRlNZpy+XDa8Y6Q/u6gQXc9d54AFo26Dg1KBDccvY+H2M3KXREREMmEYr6UpU6YgNzcXx44dQ2ZmJrKysnD06FHk5uZi6tSpcpcnq7PpBSgxmaHXqhDo5ih3OUQ2KTbIDXP+1QYA8M66k/grMV3mioiISA4M47W0du1aLFiwAJGRkZZpUVFR+PTTT7FmzRoZK5NfwtUuKq189ZAkSeZqiGzXg52C8e8OQTALYOoPB3App0jukoiIqIExjNeS2WyGWl3xpCu1Wg2z2SxDRbahsMSI8xkFAIBIf17oh+hGJEnC/90djTYBLsgoKMGT38ejxNh0Pz+IiJoihvFa6tOnD6ZNm4aUlBTLtIsXL+Lpp59G3759ZaxMXqcv58MsAB+9Bh46B7nLIbJ5WrUSCx7uABetCgeSsvHan8flLomIiBoQw3gtffLJJ8jLy0NYWBjCw8PRokULNGvWDHl5efj444/lLk82CVcv9MOxxYmqL8TTCe8/0A4AsCTuPFbEX5C3ICIiajAcZ7yWgoODER8fjw0bNuDEiRMQQiAqKgr9+vWTuzTZZBWU4HKuAZIEtGIYJ6qRvpG+mNqnBT7anIjpK44gwkePmCBXucsiIqJ6xiPjNbR582ZERUUhN7fsCHD//v0xZcoUTJ06FZ06dUKbNm2wY8cOmauUR/nY4qEeTnBy4N95RDU1rV9L9GntA4PRjAnf7kN6vkHukoiIqJ4xjNfQBx98gMcffxwuLhVPTnR1dcWECRPw3nvvyVCZvIQQOGHposITN4lqQ6mQ8P4D7dDcS4eUnGI8+X08Sk08oZOIqDFjGK+hQ4cOYdCgQVU+PmDAAOzfv78BK7INKdnFyC02wkGpQLi3Tu5yiOyWq6Man4/pAGeNCnvOZuK1P3hCJxFRY8YwXkOXL1+udEjDciqVqklegbP8qHgLH2eolHxbEd2KFj56ywmdi+PO48e9yfIWRERE9YapqYYCAwNx5MiRKh8/fPgw/P39G7Ai+ZkEcCotHwBHUSGqK/2jfPF0v5YAgJdXHsWBpCyZKyIiovrAMF5DQ4YMwSuvvILi4uIKjxUVFWHWrFkYNmyYDJXJ51KRhBKjGc4aFYLcHeUuh6jRmNKnBQZE+aLEZMYT3+1HWl7Fzx0iIrJvDOM19PLLLyMzMxMtW7bEvHnz8Ntvv2HVqlV466230KpVK2RmZmLGjBlyl9mgkgqUAMqOikuSJHM1RI2HQiHh3fvbooWPMy7nGjDxu3gYjCa5yyIiojrEMF5Dvr6+2LVrF6KjozF9+nTcc889uPvuu/HSSy8hOjoaf/31F3x9feUus8EoHF2QWlQWwNlFhaju6bVqfD66A/RaFfafz8LLvx6FEELusoiIqI5wMOhaCA0NxerVq5GVlYXExEQIIRAREQF3d3e5S2twTq3vhIAEH70Gns4aucshapSaezvj45Ht8cg3e/HT/gto6avH4z2ay10WERHVAR4ZvwXu7u7o1KkTOnfu3CSDOAA4R/cGwKPiRPWtVysfvDw0CgDwxpoEbD5xWeaKiIioLjCMU62l5BmhCWgNCQItfRnGierb+O5hGNk5GEIAU384iFOX8+QuiYiIbhHDONXatvNFAAAfrYBOwx5PRPVNkiTMuSsatzf3QL7BiEcX70VGvkHusoiI6BYwjFOtKSXAVJSHUB0v103UUBxUCix4uANCPZ2QnFmEid/Fo8TIfZCIyF4xjFOt3d9GjwufjkagE4MAUUNy1zngq7EdodeosOdcJl5eeYQjrBAR2SmGcbo1JiMUHFqcqMG18NHj44faQyEBP+67gK92npW7JCIiqgWGcSIiO3XtCCuvr07A+mOpMldEREQ1xTBORGTHxncPw8NdQiAEMG3ZQRy+kC13SUREVAMM43bg4sWLGDVqFDw9PeHk5IR27dph//79cpdFRDagbISVNujZ0htFpSY88s0+XMgqlLssIiKqJoZxG5eVlYXu3btDrVZjzZo1OH78ON599124ubnJXRoR2QiVUoFPHmqP1n56pOcb8Mg3e5FbXCp3WUREVA0cHNrGvfXWWwgODsaiRYss08LCwm74HIPBAIPhf2MP5+bm1ld5RGQj9Fo1Fo3vhLs//QunLufjye/isWh8J6iVPOZCRGTL+Clt41atWoWOHTvi3//+N3x8fNC+fXt88cUXN3zO3Llz4erqarkFBwc3ULVEJCd/V0d8NbYTnByU2JmYjhm/cshDIiJbxzBu4/755x8sWLAAERERWLduHZ544glMnToVS5YsqfI506dPR05OjuWWnJzcgBUTkZyiA13x6UO3WYY8nL/1jNwlERHRDbCbio0zm83o2LEj3njjDQBA+/btcezYMSxYsABjxoyp9DkajQYajaYhyyQiG9K7tQ/m3NUGM387hrfXnUSQuyP+1S5Q7rKIiKgSPDJu4/z9/REVFWU1LTIyEklJSTJVRET2YHTXMDx2RzMAwPM/HcauM+kyV0RERJVhGLdx3bt3x8mTJ62mnTp1CqGhoTJVRET24qUhkRgc7YcSkxkTluzH8RSezE1EZGsYxm3c008/jb///htvvPEGEhMTsXTpUnz++eeYNGmS3KURkY1TKCS8/0A7dG7mgTyDEeMW7UFyJscgJyKyJQzjNq5Tp0749ddf8cMPPyA6Ohr/93//hw8++AAPP/yw3KURkR3QqpX4YkxHtPLVIy3PgLGL9iCroETusoiI6CqGcTswbNgwHDlyBMXFxUhISMDjjz8ud0lEZEdcHdVY/EhnBLhq8c+VAjyyeC+KSkxyl0VERGAYJyJqEvxctVjyaGe4OqpxICkbk5fGw2gyy10WEVGTxzBORNREtPDR4+txHaFRKbDpRBpm/HqUFwUiIpIZwzgRURPSIdQDH49sD4UELN+XjPc3nJK7JCKiJo1hnIioiRnQxg+v3R0DAPhocyK+/fu8zBURETVdDONERE3QQ11C8FS/CADAK78dxdqjl2SuiIioaWIYJyJqoqb1jcDIziEQApi67CB2JfIqnUREDY1hnIioiZIkCf/3rzYY2MYXJUYzHluyDweSsuQui4ioSWEYJyJqwlRKBT58sD26t/BEYYkJ4xbtxcnUPLnLIiJqMhjGiYiaOK1aic9Hd0S7YDfkFJVi9Fe7cT6jQO6yiIiaBIZxIiKCTqPCN+M7obWfHml5Boz6ajdSc4rlLouIqNFjGCciIgCAm5MDljzaGaGeTkjOLMLor3Yjq6BE7rKIiBo1hnEiIrLw0Wvx3aNd4Oeixem0fIxdtAd5xaVyl0VE1GgxjBMRkZVgDyd891hnuDupcfhCDh5bvA/FpSa5yyIiapQYxomIqIIWPnosfqQznDUq7D6biUnfx6PUZJa7LCKiRodhnIiIKhUb5IYvx3aERqXAphNpeO6nQzCZhdxlERE1KgzjRERUpdube2LBqNugUkj47WAKpq84DDMDORFRnWEYJyKiG+rT2hcfPtgeCgn4cd8FvLLqKIRgICciqgsquQsgImoMEhIS5C6hXvkDmNLZFR/tzsF3fychKyMdj7RzgSRJ8PLyQkhIiNwlEhHZJYZxIqJbkJt5BQAwatQomStpGLqY/vAaMg1/ni7E0m+XIHvbN3B0csKJhAQGciKiWmAYJyK6BUX5uQCAoRNmoFVsB5mraRhn8ow4mKWC6+0jEH17T+x8azzS09MZxomIaoFhnIioDngGhCIooo3cZTSIIAAuSVnYfjodyfCGS9f75S6JiMhu8QROIiKqsfYh7ujewhMA4N5jDH47mS9zRURE9olhnIiIaqVjqAeiXI0AgMWH8vDNX2dlroiIyP4wjBMRUa1FupqRs2sZAGD278fx/e7zMldERGRfGMaJiOiWZO/4Dne11AEAZvx6FD/sSZK5IiIi+8EwTkREt2xsWz3Gdw8DAExfcQRLdzOQExFVB8M4ERHdMkmS8MqwKDzSvRkA4KVfj+C7v9llhYjoZhjGiYioTkiShJnDIvHoHWWB/OWVR/Ft3Dl5iyIisnEM40REVGckScLLQyPx+J1lgXzmb8eweNc5eYsiIrJhDONERFSnJEnCS0MiMaFHcwDArFXHOOwhEVEVGMaJiKjOSZKEFwe3xhM9wwGUDXv49U4GciKi6zGMExFRvZAkCf8d1AoTe5UF8lf/OI4vd/wjc1VERLaFYZyIiOqNJEl4YWArTOpdFshf+zMBX2xnICciKscwTkRE9UqSJDw3oBWm9GkBAHh9dQI+3ZIoc1VERLaBYZyIiOqdJEl4pn9LTOsbAQB4e91JvLv+JIQQMldGRCQvhnEiImoQkiTh6f4t8eLg1gCAjzcn4rU/ExjIiahJYxgnIqIG9UTPcMy5qw0A4KudZ/HyyqMwmxnIiahpYhgnIqIGN7ZbGObdFwtJAr7fnYTnfj4Eo8ksd1lERA2OYZyIiGRxf6dgfPBAOygVElbEX8S0ZQdRykBORE0Mw7idmTt3LiRJwlNPPSV3KUREt+xf7QLx6UO3Qa2U8OeRS5j43X4Ul5rkLouIqMEwjNuRvXv34vPPP0dsbKzcpRAR1ZlB0X74YkxHaFQKbExIw+NL9qGohIGciJoGhnE7kZ+fj4cffhhffPEF3N3d5S6HiKhO9Wrlg0XjO8HJQYkdp9Mx9us9yC0ulbssIqJ6xzBuJyZNmoShQ4eiX79+N53XYDAgNzfX6kZEZOu6hXvh20c7Q69RYc+5TIz8/G+k5xvkLouIqF4xjNuBZcuWIT4+HnPnzq3W/HPnzoWrq6vlFhwcXM8VEhHVjQ6hHvjhP7fDU+eAYym5+PfCOFzIKpS7LCKiesMwbuOSk5Mxbdo0fPfdd9BqtdV6zvTp05GTk2O5JScn13OVRER1JzrQFT890RWBbo44m16AEQvicPpyntxlERHVC4ZxG7d//36kpaWhQ4cOUKlUUKlU2LZtGz766COoVCqYTBVPctJoNHBxcbG6ERHZk+bezvh5YldE+DgjNbcY//4sDgeTs+Uui4iozjGM27i+ffviyJEjOHjwoOXWsWNHPPzwwzh48CCUSqXcJRIR1Qt/V0f8OKEr2gW7IbuwFA998Td2nk6XuywiojrFMG7j9Ho9oqOjrW46nQ6enp6Ijo6WuzwionrlrnPA9491wZ0RXigsMeGRb/ZizZFLcpdFRFRnGMaJiMim6TQqfDm2I4bG+KPEZMakpfH4YU+S3GUREdUJldwFUM1t3bpV7hKIiBqURqXERyPbw8VRjR/2JGH6iiPIKizBxJ7hkCRJ7vKIiGqNR8aJiMguKBUS3rgnGk/2CgcAzFt7Eq/+cRwms5C5MiKi2mMYJyIiuyFJEl4Y1BovD40EACz66xwmL41HcWnFkaWIiOwBwzgREdmdx+5sjo9GtoeDUoE1R1Mx+qvdyC4skbssIqIaYxgnIiK7dFfbACx+pDP0WhX2nsvCCF6tk4jsEMM4ERHZra7hnvjpia7wc9EiMS0f987fhWMpOXKXRURUbQzjRERk11r7ueDXSd3QylePtDwDHvjsb+w4fUXusoiIqoVhnIiI7J6/qyN+fKIrbm/ugXyDEeMX7cWK+Atyl0VEdFMM40RE1Ci4Oqqx+JHOGN42AEazwDM/HsKnWxIhBIc+JCLbxTBORESNhkalxIcPtMN/ejQHALy97iSmrziCUpNZ5sqIiCrHME5ERI2KQiHhpSGRmDU8CpIELNubjHGL9iCnsFTu0oiIKmAYJyKiRml892b4YnRHODko8VdiBu5d8BfOZxTIXRYRkRWGcSIiarT6Rfnipye6wt9VizNXCnDP/F3Ydy5T7rKIiCwYxomIqFFrE+CKlZO6IybQFZkFJXjoi9347eBFucsiIgLAME5ERE2Ar4sWyyfcjgFRvigxmTFt2UG8v+EUzGaOtEJE8mIYJyKiJsHJQYWFozpgQs+ykVY+3HQak5bGo7DEKHNlRNSUMYwTEVGToVBImD44EvPui4VaKWHN0VTctyAOF7IK5S6NiJoohnEiImpy7u8UjB8evx1ezg5IuJSLuz75C7v/yZC7LCJqglRyF0BERPYvISFB7hJqTAHgjV5uePOvTPyTVYKHvvgbj7V3wcAWuhovy8vLCyEhIXVfJBE1egzjRERUa7mZVwAAo0aNkrmS2pNUGngOngpdVE98Fp+Ld75ahsyNnwPm6vcld3RywomEBAZyIqoxhnEiIqq1ovxcAMDQCTPQKraDzNXUnhDAqVwjjuYooW8/BM1uH4QuXkZolTd/7uWkM/j+reeRnp7OME5ENcYwTkREt8wzIBRBEW3kLuOWBANolp6PdUcvI90AbL3iiCEx/ghwc5S7NCJqxHgCJxER0VXNvZzxYOdgeOgcUFBiwi/xF3AwORtCcDxyIqofDONERETXcHdywAMdg9HSxxlmAWw7dQVrj6Wi1GSWuzQiaoQYxomIiK7joFJgULQfekR4QSEBpy7nY/neZGQVlshdGhE1MgzjRERElZAkCe1D3HFv+yA4OSiRUVCCZXuSkZiWL3dpRNSIMIwTERHdQKC7Ix7qHIIAVy1KTGb8eeQStp5Mg9HMbitEdOsYxomIiG5Cp1Hh3tuCcFuIGwDg0IUc/LTvArLZbYWIbhHDOBERUTUoFRLujPDGXW0DoFUrkJZnwA97kpFcwK9SIqo9foIQERHVQDMvXVm3Fbeybit7MlTwGDQFBiOHPySimmMYJyIiqiG9Vo372gehc5gHAAF924F4YWM6TqbmyV0aEdkZhnEiIqJaUCgkdA33xJ0+Rpjys5Cca8TwT3biq51nYTbzKDkRVQ/DOBER0S3w0QqkLJqC2/w1KDGa8X9/HMfor3fjUk6R3KURkR1gGCciIrpF5sJszLjDHf93dzS0agX+SszAwPe344/DKXKXRkQ2jmGciIioDkiShNG3h+LPqXciNsgVucVGTF56AE8vP4jc4lK5yyMiG8UwTkREVIfCvZ3xy8RumNqnBRQS8OuBixj8wQ7sOH1F7tKIyAYxjBMREdUxtVKBZwa0wk9PdEOopxMuZhdh9Fd78MLPh5BTxKPkRPQ/DONERET1pEOoO1ZPvRPjuoVBkoAf911A//e2YcPxy3KXRkQ2gmGciIioHuk0Ksy+qw1+nNAVzb10SMsz4PEl+zDlhwPIyDfIXR4RyYxhnIiIqAF0CvPA6ml3YkLP5lBIwO+HUtD//e347eBFCMFxyYmaKoZxGzd37lx06tQJer0ePj4+uPvuu3Hy5Em5yyIiolrQqpWYPjgSKyd1R2s/PTILSjBt2UGM/moPzlzJl7s8IpIBw7iN27ZtGyZNmoS///4bGzZsgNFoxIABA1BQUCB3aUREVEuxQW5YNfkOPN2vJRxUCuxMTMegD7Zj3toTKCwxyl0eETUgldwF0I2tXbvW6v6iRYvg4+OD/fv3o0ePHjJVRUREt8pBpcC0fhG4u30AZq86hi0nr2D+1jP47WAKXhkehQFRvpAkSe4yiaieMYzbmZycHACAh4dHlfMYDAYYDP87KSg3N7fe6yIiauoSEhJq/dzJsUp08XLHVwdycTG7CBO+3Y/b/DR4tL0L/PW2/1VtMBig0WjkLkM2Xl5eCAkJkbsMslO2v4eThRACzzzzDO644w5ER0dXOd/cuXMxZ86cBqyMiKjpys0su5jPqFGjbnlZkkoD1673w6XLvYhPBfb/kYK8+D+Rs2s5zMV5t7z8+iMBaLonoTo6OeFEQgIDOdUKw7gdmTx5Mg4fPoydO3fecL7p06fjmWeesdzPzc1FcHBwfZdHRNQkFeWX/fo4dMIMtIrtUCfLzCsVOJRlxuViNVw63Q3Pzv9CK1cTWujNUNpYz5WEPduwZvGHddp+e3I56Qy+f+t5pKenM4xTrTCM24kpU6Zg1apV2L59O4KCgm44r0ajadI/FxIRycEzIBRBEW3qbHmRAM5nFGBnYjrS80twNFuF88UqdAv3RCtfvc30J7+cdAZA3befqKlgGLdxQghMmTIFv/76K7Zu3YpmzZrJXRIRETWQUE8dgj2ccOJSHuL+yUBesRHrjl3GgaRsdAv3RIiHk82EciKqHYZxGzdp0iQsXboUv/32G/R6PVJTUwEArq6ucHR0lLk6IiKqbwpJQlSACyJ8nXEgORv7z2UhLc+AlQdT4O+qxe3NPRHs7shQTmSnOM64jVuwYAFycnLQq1cv+Pv7W27Lly+XuzQiImpAaqUCncM8MLZbKNoFu0GpkHAppxi/HriIn/dfQFJmIa/kSWSHeGTcxvGDlYiIruXkoELPlt7oEOqO/eeycCQlBylXQ7mPXoOOoe4I93GGgkfKiewCwzgREZEdctao0LOVNzqEuWPfuUwcTclFWp4Bq4+mwtVRjdtC3BDl7wKVkj+CE9kyhnEiIiI75qxRoVcrH3Ru5oFDF3JwODkbOUWl2HLyCuLOZCAqwAWxQW5wdVTLXSoRVYJhnIiIqBFwclCha3NPdAx1x7GUXBxIykJusRHxSdmIT8pGmKcTYoPcEOrpxC4sRDaEYZyIiKgRUSsVaBfshtggV5xLL8DhCzk4n1mIcxllN51GiUg/F0T6u8BD5yB3uURNHsM4ERFRI6SQJDT3dkZzb2dkFZbg8IUcnLiUiwKDCfvOZ2Hf+Sz4uWjR2k+PFj7O0GkYCYjkwD2PiIiokXN3ckDPlt7o3sITZ9MLkHApD+cyCpCaW4zU3GJsPXUFAW5aRPiUBXNnBnOiBsO9jYiIqIlQKRSI8NEjwkePAoMRJy/n4fTlfKTmFiMlu+y27dQV+Og1CPV0QpinDn4uWigU7GNOVF8YxomIiJognUaF20LccVuIO3KLS5GYlo/EtHxcyilGWp4BaXkG7D2XBY1KgWB3JwS6OyLQzRFezg682idRHWIYJyIiauJctGpLMC8wGHE+sxDn0wtwPrMQBqMZiVfykXglHwCgUSkQ4OYIX70GPi5alEApc/VE9o1hnIiIiCx0GhWi/F0Q5e8Cs1kgNbcYF7KLkJJVhJScIhiMZpxNL8DZ9IKrz2iJwImLcKRYj/zT6fDQOcBD5wB3nRoaFYM60c0wjBMREVGlFAoJAW6OCHBzBMIAs1kgLd+AS9lFSMsz4HJuMbIKS6By8UamGchMyrJ6vlalgF6rhl6runpTw0WrgrNWBa1aCUe1EhqVgt1eqEljGCciIqJqUSgk+Llo4eeitUzbvekPrPz+a9w5bjqcfEORUVCCrIISFJSYUGw0ozjfgCv5hiqXKQHQqpXQqhVl4VythFopQa1UXL1V/L9KKUGtKPtXpbj+vgSlQmLAJ7vBME5ERES1poIZhgvHEKAuRLtWPpbpBqMJecXGq7dS5BUbkXv133yDEcWlJpSaBASAolITikpNyEJp3dWlKAvuSoUEtVKCSqmASiFBpZTgoFSU/QGgUkKjVkCrKvtjQKNWwslBCWeNikfsqcEwjBMREVGd06iU0Dgr4eWsqXIeo9mM4lIziktNKCoxobjUBIPRjFKTGaUmcfXfyv9vMpf9azQLGE0CpWYzhLh22QJGs6nW9SsVEpw1Kug0ZeHcWaOCi6Ma7k4OcHNSQ69RMaxTnWAYJyIiIlmoFAo4axR1dpEhk1nAaDbDaBJXQ7oZpWYB09WwbjSVTSsxXf0jwGiC4eofAwZj2b8FJUYUl5aF/ZyiUuQUVX60XqmQ4OaohsasglvPsUhIL8FtddIKamoYxomIiKhRUCokKBVK3Gq2N5rMKCgxIb/YiIKSsm41ecVG5BSVIruwBDlFpTCZBTIKSgAo4Hr7v3E6o6RO2kBND8M4ERER0TVUSgVcHRVwdVRX+rjZLJBbXIrsolKcO5+EHRvXoFXfcQ1bJDUaCrkLICIiIrInCoUENycHhHnq0EJvRtbGz9DK00HusshOMYwTEREREcmEYZyIiIiISCYM40REREREMmEYJyIiIiKSCcM4EREREZFMGMaJiIiIiGTCME5EREREJBOGcSIiIiIimTCMExERERHJhGGciIiIiEgmDONERERERDJhGCciIiIikgnDOBERERGRTBjGiYiIiIhkwjBORERERCQThnEiIiIiIpkwjBMRERERyYRhnIiIiIhIJgzjREREREQyYRgnIiIiIpIJwzgRERERkUwYxu3E/Pnz0axZM2i1WnTo0AE7duyQuyQiIiIiukUM43Zg+fLleOqppzBjxgwcOHAAd955JwYPHoykpCS5SyMiIiKiW8Awbgfee+89PProo3jssccQGRmJDz74AMHBwViwYIHcpRERERHRLVDJXQDdWElJCfbv348XX3zRavqAAQOwa9euSp9jMBhgMBgs93NycgAAubm5dVpbfn4+AODC6WMwFBXW6bLtxeWkMwCA1HOncEbnJHM1Da+ptx/ga9DU2w/wNWjq7b9y4SyAsu/Euv6eLV+eEKJOl0u2RRLcwjYtJSUFgYGB+Ouvv9CtWzfL9DfeeAOLFy/GyZMnKzxn9uzZmDNnTkOWSURERPUkOTkZQUFBcpdB9YRHxu2EJElW94UQFaaVmz59Op555hnLfbPZjMzMTHh6elb5nNrIzc1FcHAwkpOT4eLiUmfLtSVso/1r7O0DGn8bG3v7gMbfxsbePqB+2iiEQF5eHgICAupkeWSbGMZtnJeXF5RKJVJTU62mp6WlwdfXt9LnaDQaaDQaq2lubm71VSJcXFwa7YdrObbR/jX29gGNv42NvX1A429jY28fUPdtdHV1rbNlkW3iCZw2zsHBAR06dMCGDRuspm/YsMGq2woRERER2R8eGbcDzzzzDEaPHo2OHTuia9eu+Pzzz5GUlIQnnnhC7tKIiIiI6BYwjNuBBx54ABkZGXj11Vdx6dIlREdHY/Xq1QgNDZW1Lo1Gg1mzZlXoEtOYsI32r7G3D2j8bWzs7QMafxsbe/uAptFGqh8cTYWIiIiISCbsM05EREREJBOGcSIiIiIimTCMExERERHJhGGciIiIiEgmDONERERERDJhGKdamz9/Ppo1awatVosOHTpgx44dcpeE2bNnQ5Ikq5ufn5/lcSEEZs+ejYCAADg6OqJXr144duyY1TIMBgOmTJkCLy8v6HQ63HXXXbhw4YLVPFlZWRg9ejRcXV3h6uqK0aNHIzs722qepKQkDB8+HDqdDl5eXpg6dSpKSkpq1J7t27dj+PDhCAgIgCRJWLlypdXjttaeI0eOoGfPnnB0dERgYCBeffVV3GzAppu1cdy4cRW26e233243bZw7dy46deoEvV4PHx8f3H333Th58qTVPPa+HavTRnvejgsWLEBsbKzlyopdu3bFmjVrLI/b+/arThvteftVZu7cuZAkCU899ZRlWmPYjmSnBFEtLFu2TKjVavHFF1+I48ePi2nTpgmdTifOnz8va12zZs0Sbdq0EZcuXbLc0tLSLI+/+eabQq/Xi19++UUcOXJEPPDAA8Lf31/k5uZa5nniiSdEYGCg2LBhg4iPjxe9e/cWbdu2FUaj0TLPoEGDRHR0tNi1a5fYtWuXiI6OFsOGDbM8bjQaRXR0tOjdu7eIj48XGzZsEAEBAWLy5Mk1as/q1avFjBkzxC+//CIAiF9//dXqcVtqT05OjvD19RUPPvigOHLkiPjll1+EXq8X77zzzi21cezYsWLQoEFW2zQjI8NqHltu48CBA8WiRYvE0aNHxcGDB8XQoUNFSEiIyM/Pt8xj79uxOm205+24atUq8eeff4qTJ0+KkydPipdeekmo1Wpx9OjRRrH9qtNGe95+19uzZ48ICwsTsbGxYtq0aZbpjWE7kn1iGKda6dy5s3jiiSesprVu3Vq8+OKLMlVUZtasWaJt27aVPmY2m4Wfn5948803LdOKi4uFq6urWLhwoRBCiOzsbKFWq8WyZcss81y8eFEoFAqxdu1aIYQQx48fFwDE33//bZknLi5OABAnTpwQQpQFTIVCIS5evGiZ54cffhAajUbk5OTUqm3XB1Vba8/8+fOFq6urKC4utswzd+5cERAQIMxmc63aKERZCPjXv/5V5XPsrY1paWkCgNi2bZsQonFux+vbKETj247u7u7iyy+/bJTb7/o2CtF4tl9eXp6IiIgQGzZsED179rSE8ca8Hcn2sZsK1VhJSQn279+PAQMGWE0fMGAAdu3aJVNV/3P69GkEBASgWbNmePDBB/HPP/8AAM6ePYvU1FSrujUaDXr27Gmpe//+/SgtLbWaJyAgANHR0ZZ54uLi4Orqii5duljmuf322+Hq6mo1T3R0NAICAizzDBw4EAaDAfv376+Tdtpae+Li4tCzZ0+rq88NHDgQKSkpOHfu3C21devWrfDx8UHLli3x+OOPIy0tzfKYvbUxJycHAODh4QGgcW7H69tYrjFsR5PJhGXLlqGgoABdu3ZtlNvv+jaWawzbb9KkSRg6dCj69etnNb0xbkeyHwzjVGPp6ekwmUzw9fW1mu7r64vU1FSZqirTpUsXLFmyBOvWrcMXX3yB1NRUdOvWDRkZGZbablR3amoqHBwc4O7ufsN5fHx8Kqzbx8fHap7r1+Pu7g4HB4c6e41srT2VzVN+/1baPHjwYHz//ffYvHkz3n33Xezduxd9+vSBwWCwuzYKIfDMM8/gjjvuQHR0tNXzGst2rKyNgP1vxyNHjsDZ2RkajQZPPPEEfv31V0RFRTWq7VdVGwH7334AsGzZMsTHx2Pu3LkVHmtM25Hsj0ruAsh+SZJkdV8IUWFaQxs8eLDl/zExMejatSvCw8OxePFiy8lGtan7+nkqm78289QFW2pPZbVU9dzqeuCBByz/j46ORseOHREaGoo///wT9957b5XPs8U2Tp48GYcPH8bOnTsrPNZYtmNVbbT37diqVSscPHgQ2dnZ+OWXXzB27Fhs27bthsuzt+1XVRujoqLsfvslJydj2rRpWL9+PbRabZX1NobtSPaHR8apxry8vKBUKiv8dZ6WllbhL3m56XQ6xMTE4PTp05ZRVW5Ut5+fH0pKSpCVlXXDeS5fvlxhXVeuXLGa5/r1ZGVlobS0tM5eI1trT2XzlP+MXZfvC39/f4SGhuL06dOW9dpDG6dMmYJVq1Zhy5YtCAoKskxvTNuxqjZWxt62o4ODA1q0aIGOHTti7ty5aNu2LT788MNGtf2qamNl7G377d+/H2lpaejQoQNUKhVUKhW2bduGjz76CCqVqsqjzva4Hcn+MIxTjTk4OKBDhw7YsGGD1fQNGzagW7duMlVVOYPBgISEBPj7+6NZs2bw8/OzqrukpATbtm2z1N2hQweo1WqreS5duoSjR49a5unatStycnKwZ88eyzy7d+9GTk6O1TxHjx7FpUuXLPOsX78eGo0GHTp0qJO22Vp7unbtiu3bt1sNz7V+/XoEBAQgLCysTtoMABkZGUhOToa/v79dtFEIgcmTJ2PFihXYvHkzmjVrZvV4Y9iON2tjZextO1bWZoPB0Ci2383aWBl72359+/bFkSNHcPDgQcutY8eOePjhh3Hw4EE0b9680W5HsgP1dGIoNXLlQxt+9dVX4vjx4+Kpp54SOp1OnDt3Tta6nn32WbF161bxzz//iL///lsMGzZM6PV6S11vvvmmcHV1FStWrBBHjhwRI0eOrHToqqCgILFx40YRHx8v+vTpU+nQVbGxsSIuLk7ExcWJmJiYSoeu6tu3r4iPjxcbN24UQUFBNR7aMC8vTxw4cEAcOHBAABDvvfeeOHDggGUISVtqT3Z2tvD19RUjR44UR44cEStWrBAuLi43HYrrRm3My8sTzz77rNi1a5c4e/as2LJli+jatasIDAy0mzZOnDhRuLq6iq1bt1oNC1dYWGiZx963483aaO/bcfr06WL79u3i7Nmz4vDhw+Kll14SCoVCrF+/vlFsv5u10d63X1WuHU1FiMaxHck+MYxTrX366aciNDRUODg4iNtuu81qGDO5lI8Lq1arRUBAgLj33nvFsWPHLI+bzWYxa9Ys4efnJzQajejRo4c4cuSI1TKKiorE5MmThYeHh3B0dBTDhg0TSUlJVvNkZGSIhx9+WOj1eqHX68XDDz8ssrKyrOY5f/68GDp0qHB0dBQeHh5i8uTJVsNUVceWLVsEgAq3sWPH2mR7Dh8+LO68806h0WiEn5+fmD179k2H4bpRGwsLC8WAAQOEt7e3UKvVIiQkRIwdO7ZC/bbcxsraBkAsWrTIMo+9b8ebtdHet+Mjjzxi+azz9vYWffv2tQRxIex/+92sjfa+/apyfRhvDNuR7JMkBC/nREREREQkB/YZJyIiIiKSCcM4EREREZFMGMaJiIiIiGTCME5EREREJBOGcSIiIiIimTCMExERERHJhGGciIiIiEgmDONERERERDJhGCciIiIikgnDOBERERGRTBjGiYiIiIhk8v/6JZajHB1CtAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the distribution of parameters selected for the monte-carlo simulation\n", + "for idx in config[\"uncertainties\"].keys(): \n", + " verify_distribution(network_list, idx)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook has successfully equipped you with how to get started with the Monte-Carlo method in pypsa-earth. To perform a sensitivity analysis with the Monte-Carlo simulated networks, check `monte_carlo_case_study_nigeria_data` notebook" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pypsa-earth", + "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": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From bd09d8bc7ff625955aa5bf55a13bd37369111a73 Mon Sep 17 00:00:00 2001 From: GbotemiB Date: Mon, 18 Mar 2024 23:37:05 +0100 Subject: [PATCH 08/13] reviewed notebook conclusion --- .../monte_carlo_case_study_nigeria_data.ipynb | 162 +++++++----------- 1 file changed, 63 insertions(+), 99 deletions(-) diff --git a/notebooks/monte_carlo_case_study_nigeria_data.ipynb b/notebooks/monte_carlo_case_study_nigeria_data.ipynb index 7d04802..53127de 100644 --- a/notebooks/monte_carlo_case_study_nigeria_data.ipynb +++ b/notebooks/monte_carlo_case_study_nigeria_data.ipynb @@ -11,7 +11,7 @@ "\n", "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance.\n", "\n", - "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to Nigeria's power data, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to PyPSA-Earth model, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", "\n", "By following this notebook, you will be able to understand the applied Monte-Carlo methodology, explore the power system simulations, and gain insights into Nigeria's power data.\n" ] @@ -22,7 +22,7 @@ "source": [ "## Sensitivity Analysis\n", "\n", - "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", + "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. This notebook reproduces the Nigeria model previously created in the monte_carlo_tutorial notebook. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", "\n", "Decision-makers use this information to understand the implications of different choices on system performance and costs. \n", "Energy models inform policy decisions. Sensitivity analysis helps policymakers understand which factors drive energy transitions. \n", @@ -67,7 +67,6 @@ } ], "source": [ - "import os\n", "import pypsa\n", "import numpy as np\n", "import pandas as pd\n", @@ -111,34 +110,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/gbotemi/Documents/code/PYPSA\n" - ] - } - ], - "source": [ - "!pwd" - ] - }, - { - "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "All Networks loaded successfully\n" - ] - } - ], + "outputs": [], "source": [ "# load solved networks into a list\n", "network_list = []\n", @@ -149,22 +123,14 @@ " network = pypsa.Network(path)\n", " network_list.append(network)\n", "\n", - "print(\"All Networks loaded successfully\")" + "logging.info(\"All Networks loaded successfully\")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "objective loaded completely\n" - ] - } - ], + "outputs": [], "source": [ "# load network objective values\n", "network_obejective_list = []\n", @@ -172,7 +138,7 @@ "for idx in network_list:\n", " obj = idx.objective / 1e9\n", " network_obejective_list.append(obj)\n", - "print(\"objective loaded completely\")" + "logging.info(\"objective loaded completely\")" ] }, { @@ -184,58 +150,55 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "MONTE_CARLO_PYPSA_FEATURES = [\n", - " k for k in config[\"uncertainties\"].keys() if k\n", - "] # removes key value pairs with empty value e.g. []\n", - "MONTE_CARLO_OPTIONS = config[\"options\"]\n", - "N_FEATURES = len(\n", - " MONTE_CARLO_PYPSA_FEATURES\n", - ") # only counts features when specified in config\n", - "SAMPLES = MONTE_CARLO_OPTIONS.get(\n", - " \"samples\"\n", - ") # TODO: What is the optimal sampling? Fabian Neumann answered that in \"Broad ranges\" paper\n", - "SAMPLING_STRATEGY = MONTE_CARLO_OPTIONS.get(\"sampling_strategy\")\n", - "UNCERTAINTIES_VALUES = config[\"uncertainties\"].values()\n", - "SEED = MONTE_CARLO_OPTIONS.get(\"seed\")\n", + "# removes key value pairs with empty value e.g. []\n", + "monte_carlo_pypsa_features = [k for k in config[\"uncertainties\"].keys() if k]\n", + "monte_carlo_options = config[\"options\"]\n", + "\n", + "# only counts features when specified in config\n", + "n_features = len(monte_carlo_pypsa_features)\n", + "samples = monte_carlo_options.get(\"samples\")\n", + "sampling_strategy = monte_carlo_options.get(\"sampling_strategy\")\n", + "uncertainties_values = config[\"uncertainties\"].values()\n", + "seed = monte_carlo_options.get(\"seed\")\n", "\n", "# PARAMETERS VALIDATION\n", "# validates the parameters supplied from config file\n", - "validate_parameters(SAMPLING_STRATEGY, SAMPLES, UNCERTAINTIES_VALUES)\n", + "validate_parameters(sampling_strategy, samples, uncertainties_values)\n", "\n", "# SCENARIO CREATION / SAMPLING STRATEGY\n", "###\n", - "if SAMPLING_STRATEGY == \"pydoe2\":\n", + "if sampling_strategy == \"pydoe2\":\n", " lh = monte_carlo_sampling_pydoe2(\n", - " N_FEATURES,\n", - " SAMPLES,\n", - " UNCERTAINTIES_VALUES,\n", - " random_state=SEED,\n", + " n_features,\n", + " samples,\n", + " uncertainties_values,\n", + " random_state=seed,\n", " criterion=None,\n", " iteration=None,\n", " correlation_matrix=None,\n", " )\n", - "if SAMPLING_STRATEGY == \"scipy\":\n", + "if sampling_strategy == \"scipy\":\n", " lh = monte_carlo_sampling_scipy(\n", - " N_FEATURES,\n", - " SAMPLES,\n", - " UNCERTAINTIES_VALUES,\n", - " seed=SEED,\n", + " n_features,\n", + " samples,\n", + " uncertainties_values,\n", + " seed=seed,\n", " strength=2,\n", " optimization=None,\n", " )\n", - "if SAMPLING_STRATEGY == \"chaospy\":\n", + "if sampling_strategy == \"chaospy\":\n", " lh = monte_carlo_sampling_chaospy(\n", - " N_FEATURES, SAMPLES, UNCERTAINTIES_VALUES, seed=SEED, rule=\"latin_hypercube\"\n", + " n_features, samples, uncertainties_values, seed=seed, rule=\"latin_hypercube\"\n", " )" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -265,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -283,10 +246,10 @@ " Method: Least Squares F-statistic: 12.08\n", "\n", "\n", - " Date: Fri, 01 Mar 2024 Prob (F-statistic): 2.50e-08\n", + " Date: Mon, 18 Mar 2024 Prob (F-statistic): 2.50e-08\n", "\n", "\n", - " Time: 04:41:46 Log-Likelihood: -42.506\n", + " Time: 17:11:19 Log-Likelihood: -42.506\n", "\n", "\n", " No. Observations: 49 AIC: 99.01\n", @@ -349,8 +312,8 @@ "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.668 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.613 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 12.08 \\\\\n", - "\\textbf{Date:} & Fri, 01 Mar 2024 & \\textbf{ Prob (F-statistic):} & 2.50e-08 \\\\\n", - "\\textbf{Time:} & 04:41:46 & \\textbf{ Log-Likelihood: } & -42.506 \\\\\n", + "\\textbf{Date:} & Mon, 18 Mar 2024 & \\textbf{ Prob (F-statistic):} & 2.50e-08 \\\\\n", + "\\textbf{Time:} & 17:11:19 & \\textbf{ Log-Likelihood: } & -42.506 \\\\\n", "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 99.01 \\\\\n", "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 112.3 \\\\\n", "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", @@ -391,8 +354,8 @@ "Dep. Variable: y R-squared (uncentered): 0.668\n", "Model: OLS Adj. R-squared (uncentered): 0.613\n", "Method: Least Squares F-statistic: 12.08\n", - "Date: Fri, 01 Mar 2024 Prob (F-statistic): 2.50e-08\n", - "Time: 04:41:46 Log-Likelihood: -42.506\n", + "Date: Mon, 18 Mar 2024 Prob (F-statistic): 2.50e-08\n", + "Time: 17:11:19 Log-Likelihood: -42.506\n", "No. Observations: 49 AIC: 99.01\n", "Df Residuals: 42 BIC: 112.3\n", "Df Model: 7 \n", @@ -420,7 +383,7 @@ "\"\"\"" ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -431,12 +394,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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n/kTv4uKC69evo3bt2uqa69Wrh99++w0HDhz45HPj5OSEEydOQKlUqtuuXLmC/v375/hHLj/rePccf//995gxYwaAN3+8O3XqhB49euDFixdITU3Vun+xYsVQr149hIeHIysrS93+4sULHD16VH3uP7WevHBxcUFaWhqEEBqvp2vXrmHJkiVaQzTvyh6ey/bXX3+hYsWKqFKlCs6dOweVSoUhQ4aog0tWVpZ6eE6lUuX6uDExMShRogT69++vDi4vX75ETEzMe++XF/b29jAxMUFycrLGczYxMcH8+fPVV0K9ez6dnZ0BAE+ePNG439OnTxEcHKwV5N42Z84cdOnSBUIImJubw9PTU730QfaVcWTY2PNCspWamorz58+rf87IyMChQ4ewe/dudO3aVf1LfPjw4Zg8eTKMjIzg6emJ58+f45dffkFycjLq1q0L4P8+JR44cADu7u6oW7cujI2NMW/ePPTt2xdKpRLbtm3D0aNHASDXuRy2trZo06YNAgMD8fr1a9StWxcnT57EgQMHEBwcjFKlSqF///4ICQmBiYkJWrRogbt372LhwoWoWbMmOnXqBAD48ccf8f3338PPzw/dunWDmZkZNm/ejIMHD2LRokWffM5+/PFHdO3aVd39rlQqsXDhQtStWxfu7u5ai4zlZx2WlpaIi4vD33//jfr168PZ2RkrV65E2bJl4eDggOTkZKxatQouLi65Do2NHDkSPj4+6NevH7y9vZGRkYGwsDAolUoMHjz4P9WTFx4eHnB2dsaPP/6IH3/8ETVq1MDFixexePFiNG3a9INDer/99huKFi2KBg0aYP/+/Thy5Ajmz58PAOoapk2bhs6dO+P58+dYt24d4uPjAbx5zeU05JN9340bN+Lnn3+Gp6cnHjx4gBUrVuDRo0e59i7m1WeffYZ+/fph4cKFSE1NhaurK5KTk7Fw4UIoFAp1j132e2jPnj2wt7eHjY0NOnTogEmTJiExMRH16tVDQkICgoKCUKlSpRx7cbK5ublh1apVGDduHDp06ICMjAwsX74cpUqVQqNGjf7T86HCgeGFZCsuLg5du3ZV/2xmZoYqVapg+PDh8PHxUbf/z//8D4oXL47ly5dj8+bNKFasGBwdHREYGKgepnF1dUXjxo0xf/58nDp1CmFhYZg/fz5CQkIwcOBAlCxZEg0aNMDatWvRs2dPnDlzRr2eyLvmzZuHkJAQrF27Fk+ePEG1atUQHByMNm3aAAD8/f1RtmxZrFu3Dlu2bEGpUqXQpk0bDBs2TD33wNbWFuvXr0dQUBDGjBkDIQRsbGywZMkStGjR4pPPWZ06dbB27VrMnz8fw4cPR/HixeHh4YFRo0ZpDdPkdx19+/bFrFmz4OPjg1WrVmHo0KEwNTXF1q1bsWTJEpQoUQJeXl4YOXJkro+R/Udt0aJFGDFiBExNTeHk5IQ5c+Z81IrKOdWTF0WKFEFYWBgWLlyIpUuX4vHjxyhfvjx69+6NQYMGffD+48ePx/bt27F06VJUr14dixYtwldffQXgzWtw8uTJWLVqFf766y+ULVsWrq6uCAkJwaBBg9STrXPSsWNH3L17F1u3bsWGDRtQvnx5eHh4oHv37pg0aRKuX7/+n1ZNHjZsGD7//HNs2LABy5cvR8mSJeHm5oYRI0aoJ/q2bt0aO3fuxLhx49ClSxdMnToVs2fPxtKlS7Fp0ybcv38fZcqUwTfffINhw4ZpTLp+l7u7OwIDA7Fy5UoMHjwYCoUCDRs2xJo1awpkeJD0n0K8b0YdERH9Z1FRUejVqxfWrFnDVX+J8gHnvBAREZGsMLwQERGRrHDYiIiIiGSFPS9EREQkKwwvREREJCsML0RERCQrhW6dl3PnzkEIARMTE6lLISIiojzKyMiAQqHQ2uQ1J4UuvAgh3rsZHBEREemfj/nbXejCS3aPy7u7DRMREZH++phNRDnnhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZMXgwotKJaQuQecM4TkSEZHhMpa6gIJWpIgCSzZGIPHBM6lL0YmK5UpiULcmUpdBRESkMwYXXgAg8cEz3Ep8InUZRERE9AkMbtiIiIiI5I3hhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZEUn4UWlUmHRokVo1qwZ7O3t0bdvX9y+fTvX4zMyMjB//nw0a9YMDRo0gLe3Ny5fvqyL0oiIiEjmdBJefvnlF2zatAkzZszA5s2boVAo4OvrC6VSmePxU6dOxR9//IHp06dj69atKFWqFHx9ffHixQtdlEdEREQylu/hRalUYuXKlfD394eHhwdsbW0RFBSE5ORkHDhwQOv4O3fu4I8//sDs2bPRvHlz1KhRA7NmzYKpqSkuXbqU3+URERGRzOV7eImPj8fLly/RqFEjdZulpSXq1KmD6OhoreNPnjwJS0tLuLu7axx/+PBhuLm55Xd5REREJHPG+f2A9+/fBwBYWVlptJcrVw5JSUlax9+6dQuVK1fG/v37ERYWhuTkZNSpUwfjxo1DjRo1PqkGIQTS0tK02hUKBczNzT/pMeXm1atXEEJIXQYREVGeCCGgUCjydGy+h5dXr14BAExNTTXazczM8OzZM63jU1NT8e+//+KXX37BmDFjYGlpiV9//RXdu3dHeHg4ypQp89E1ZGRk5Djh19zcHHXq1Pnox5OjhIQE9f8FERGRHLybHXKT7+GlaNGiAN7Mfcn+HgDS09Nz7PUwMTHBixcvEBQUpO5pCQoKgoeHB7Zv345+/fp9dA0mJiaoWbOmVnteE11hUK1aNfa8EBGRbFy/fj3Px+Z7eMkeLnrw4AGqVKmibn/w4AFsbW21jq9QoQKMjY01hoiKFi2KypUr4+7du59Ug0KhQLFixT7pvoWFoQyPERFR4fAxHQz5PmHX1tYWFhYWiIqKUrc9f/4ccXFxcHJy0jreyckJmZmZiI2NVbe9fv0ad+7cQdWqVfO7PCIiIpK5fO95MTU1hbe3NwIDA1G6dGlUrFgR8+bNQ4UKFdCqVStkZWUhJSUFJUqUQNGiReHk5ITGjRtj7NixmDZtGkqVKoVFixbByMgI3377bX6XR0RERDKnk0XqhgwZgi5dumDixIno1q0bjIyMsGLFCpiamiIpKQlNmzZFeHi4+vjFixfDxcUFgwcPRpcuXZCamoo1a9agdOnSuiiPiIiIZEwhCtmszuzhJzs7u1yPGb8wHLcSnxRUSQXKuuJnmDX0G6nLICIi+ih5+fudjRszEhERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrOgkvKhUKixatAjNmjWDvb09+vbti9u3b+fpvrt370atWrVw9+5dXZRGREREMqeT8PLLL79g06ZNmDFjBjZv3gyFQgFfX18olcr33i8xMREBAQG6KImIiIgKiXwPL0qlEitXroS/vz88PDxga2uLoKAgJCcn48CBA7neT6VSYfTo0ahbt25+l0RERESFSL6Hl/j4eLx8+RKNGjVSt1laWqJOnTqIjo7O9X6hoaHIyMiAn59ffpdEREREhYhxfj/g/fv3AQBWVlYa7eXKlUNSUlKO97l48SJWrlyJP/74A8nJyf+5BiEE0tLStNoVCgXMzc3/8+PLwatXryCEkLoMIiKiPBFCQKFQ5OnYfA8vr169AgCYmppqtJuZmeHZs2dax6elpWHUqFEYNWoUrK2t8yW8ZGRk4PLly1rt5ubmqFOnzn9+fDlISEhQ/18QERHJwbvZITf5Hl6KFi0K4M3cl+zvASA9PT3HXo8ZM2bA2toa33//fb7VYGJigpo1a2q15zXRFQbVqlVjzwsREcnG9evX83xsvoeX7OGiBw8eoEqVKur2Bw8ewNbWVuv4rVu3wtTUFA4ODgCArKwsAEC7du3QoUMHTJs27aNrUCgUKFas2KeUX2gYyvAYEREVDh/TwZDv4cXW1hYWFhaIiopSh5fnz58jLi4O3t7eWsfv379f4+cLFy5g9OjRCAsLQ40aNfK7PCIiIpK5fA8vpqam8Pb2RmBgIEqXLo2KFSti3rx5qFChAlq1aoWsrCykpKSgRIkSKFq0KKpWrapx/+wJv1988QXKlCmT3+URERGRzOlkkbohQ4agS5cumDhxIrp16wYjIyOsWLECpqamSEpKQtOmTREeHq6Lf5qIiIgKuXzveQEAIyMjjB49GqNHj9a6rVKlSrhy5Uqu93V1dX3v7URERGTYuDEjERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsR/ScqlZC6BJ0zhOdIJCfGUhdARPJWpIgCSzZGIPHBM6lL0YmK5UpiULcmUpdBRG9heCGi/yzxwTPcSnwidRlEZCA4bERERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESyopPwolKpsGjRIjRr1gz29vbo27cvbt++nevx165dQ//+/eHq6go3NzcMGTIE9+7d00VpREREJHM6CS+//PILNm3ahBkzZmDz5s1QKBTw9fWFUqnUOvbJkyfo06cPihcvjnXr1mHZsmV48uQJ+vXrh/T0dF2UR0RERDKW7+FFqVRi5cqV8Pf3h4eHB2xtbREUFITk5GQcOHBA6/iDBw/i1atX+Pnnn/Hll1+iXr16mDdvHm7cuIGzZ8/md3lEREQkc/keXuLj4/Hy5Us0atRI3WZpaYk6deogOjpa63g3NzcsWbIEZmZmWrc9e/Ysv8sjIiIimTPO7we8f/8+AMDKykqjvVy5ckhKStI6vlKlSqhUqZJG29KlS2FmZgZnZ+dPqkEIgbS0NK12hUIBc3PzT3pMuXn16hWEEFKXQYUc31NElF+EEFAoFHk6Nt/Dy6tXrwAApqamGu1mZmZ56klZs2YNNmzYgJ9++gllypT5pBoyMjJw+fJlrXZzc3PUqVPnkx5TbhISEtT/F0S6wvcUEeWnd7NDbvI9vBQtWhTAm7kv2d8DQHp6+ns/oQkhsHDhQvz666/w8/ND7969P7kGExMT1KxZU6s9r4muMKhWrRo/JZLO8T1FRPnl+vXreT4238NL9nDRgwcPUKVKFXX7gwcPYGtrm+N9MjIy8NNPP2HPnj0YM2YMfHx8/lMNCoUCxYoV+0+PIXeG0pVPVFD4niLSrY/5MJTvE3ZtbW1hYWGBqKgoddvz588RFxcHJyenHO8zZswY/PXXX5g/f/5/Di5ERERUuOV7z4upqSm8vb0RGBiI0qVLo2LFipg3bx4qVKiAVq1aISsrCykpKShRogSKFi2Kbdu2ITw8HGPGjIGLiwsePnyofqzsY4iIiIiy6WSRuiFDhqBLly6YOHEiunXrBiMjI6xYsQKmpqZISkpC06ZNER4eDgDYs2cPAGDu3Llo2rSpxlf2MURERETZ8r3nBQCMjIwwevRojB49Wuu2SpUq4cqVK+qfV65cqYsSiIgkp1IJFClSuCc1G8JzJP2jk/BCRERAkSIKLNkYgcQHhXPBzYrlSmJQtyZSl0EGiOGFiEiHEh88w63EJ1KXQVSo6GTOCxEREZGuMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkazoJLyoVCosWrQIzZo1g729Pfr27Yvbt2/nevyTJ08wcuRIODs7w9nZGZMmTUJaWpouSiMiIiKZ00l4+eWXX7Bp0ybMmDEDmzdvhkKhgK+vL5RKZY7HDxkyBHfu3MFvv/2GRYsWISIiAgEBAboojYiIiGQu38OLUqnEypUr4e/vDw8PD9ja2iIoKAjJyck4cOCA1vHnzp3D33//jdmzZ6Nu3bpwc3PDtGnTsHPnTiQnJ+d3eURERCRz+R5e4uPj8fLlSzRq1EjdZmlpiTp16iA6Olrr+DNnzuDzzz9HjRo11G0uLi5QKBSIiYnJ7/KIiIhI5vI9vNy/fx8AYGVlpdFerlw5JCUlaR2fnJysdaypqSlKlSqV4/FERERk2Izz+wFfvXoF4E0AeZuZmRmePXuW4/HvHpt9fHp6+ifVIITIccKvQqGAubk5KpYr+UmPKwfZz+3Vq1cQQnzUfRUKhS5K0jsfe14Anpvc8D2VO56b9zOE99Sn/K4BDPfcCCHy/NzzPbwULVoUwJu5L9nfA0B6ejrMzc1zPD6nibzp6ekoVqzYJ9WQkZGBy5cva7WbmJigTp26GNStySc9rlxkZmbh2rVryMjIyPN9ss+NsbGRDiuTXmZmFuLi/uG5ycF/OTd8T2njucmdIbynPuX9BPDc5NSZkZN8Dy/ZQ0APHjxAlSpV1O0PHjyAra2t1vEVKlTAwYMHNdqUSiWePn2K8uXLf1INJiYmqFmzZo63ZWQo8ZGvJVnK7fnnRqFQwNjYCEs2RiDxgXYPWWFQsVxJDOrWBF9++eVHf4Lmuckd31O547nJWWF/T/2X95Mhn5vr16/n+XHyPbzY2trCwsICUVFR6vDy/PlzxMXFwdvbW+t4Z2dnBAYG4vbt26hatSoAICoqCgDg6Oj4STUoFIpP7rUxdIkPnuFW4hOpy9CpnHoA84Lnhih/Ffb31H95PxniufmY4bJ8Dy+mpqbw9vZGYGAgSpcujYoVK2LevHmoUKECWrVqhaysLKSkpKBEiRIoWrQo7O3t4ejoiOHDh2Pq1KlIS0vDlClT8N13331yzwsREREVXjpZpG7IkCHo0qULJk6ciG7dusHIyAgrVqyAqakpkpKS0LRpU4SHhwN4k7RCQkJQqVIl/PDDDxg2bBjc3d0xdepUXZRGREREMpfvPS8AYGRkhNGjR2P06NFat1WqVAlXrlzRaCtTpgwWLVqki1KIiIiokOHGjERERCQrDC9EREQkKwwvREREJCsML0RERCQrOpmwS0RE9CGFdeuEwvq89AnDCxERFTiVShTqrRNUKoEiRQr/HkVS4bAREREVuML+h72wPz+pMbwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkaxwY0YiIiI9U1h3ps6v58XwQkREpEe44/aHcdiIiIhIjxT2Hanz4/kxvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsGEtdAOmXiuVKSl2CzhTm50ZEZEgYXkhNpRIY1K2J1GXolEolUKSIQuoyiIjoP+CwEakZwh91Q3iORESFHcMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyYqx1AUQyUXFciWlLkFnCvNzI6LCh+GFKA9UKoFB3ZpIXYZOqVQCRYoopC6DiOiDOGxElAeG8EfdEJ4jERUODC9EREQkKwwvREREJCsML0RERCQrDC9EREQkK/keXtLT0xEQEAA3Nzc4ODhgyJAhePz48Xvvc/bsWfTs2RMNGzZEs2bNMGHCBDx9+jS/SyMiIqJCIN/Dy9SpUxEREYHFixdj9erVuHPnDoYOHZrr8QkJCfDx8YGtrS22bNmCoKAgXLx4EUOGDMnv0oiIiKgQyNfwkpycjB07dmDixIlwcnJC/fr1sWDBAkRHR+P8+fM53mfHjh0oV64cxo8fj+rVq8PJyQlTpkxBVFQU7ty5k5/lERERUSGQr+ElJiYGAODq6qpuq1atGsqXL4/o6Ogc79OhQwfMmTMHCoX2GhMcOiIiIqJ35esKu8nJyfjss89gZmam0V6uXDkkJSXleJ8aNWpotS1btgyff/45bG1tP6kOIQTS0tI+6b5ERERU8IQQOXZk5OSjwsvdu3fRokWLXG8fOnQoTE1NtdrNzMyQnp6ep3/j559/xrFjx7Bo0SKYmJh8THlqGRkZuHz58ifdl4iIiKSRU4bIyUeFl/LlyyM8PDzX248dOwalUqnVnp6eDnNz8/c+dkZGBiZPnozt27djypQpaN269ceUpsHExAQ1a9b85PsTERFRwbp+/Xqej/2o8GJiYpLjME+2K1eu4OnTp1AqlRrp6cGDB6hQoUKu90tNTcXgwYNx5swZzJ8/H23btv2YsrQoFAoUK1bsPz0GERERFZy8DhkB+Txht2HDhlCpVOqJuwBw8+ZNJCcnw8nJKcf7KJVK+Pn5ITY2FsuXL//PwYWIiIgKt3wNL+XLl0fbtm0xceJEREVF4eLFixg5ciRcXFzQoEEDAG/CysOHD9XDS0uXLkVMTAymTZuGGjVq4OHDh+qvnIagiIiIyLAphBAiPx8wLS0Ns2bNwr59+wAA7u7umDhxIj777DMAQFRUFHr16oU1a9bA1dUVX331FW7dupXjY2Uf8zHOnj0LIUSeJ/0QERGR9JRKJRQKBRwdHT94bL6HF6mdO3cOQohPvlKJiIiICl5GRgYUCgUcHBw+eGyhCy9ERERUuHFXaSIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyowqampUpdARESFAMOLDoSEhODVq1da7ampqZg5c6YEFemHb7/9Fv/884/UZZDMDBw4EDdu3JC6DKJCISwsDMnJyVKX8Z8ZS11AYXHjxg2kpKQAAJYsWQJbW1uULFlS45irV6/i999/x4QJE6QoUXLp6ekwNzeXugy94eXlBYVCkadjDx06pONq9NeZM2dgZmYmdRl646effsrzsbNnz9ZhJfpnx44deT72u+++01kd+iwsLAxfffWV1GX8Zwwv+eTOnTsYMGCA+o/R4MGDczyuc+fOBVmWXunRowcGDx6MHj16oEqVKihatKjG7c7OzhJVJo2OHTuqXy/Pnj3D+vXr4enpCQcHBxgbGyM2Nhb79+9H3759Ja5UWh07dkRgYCAGDRqEqlWrwtTUVOqSJHX37l3190IInDlzBmXLlkWdOnVgbGyM+Ph4JCcno0WLFhJWKY1x48Zp/KxQKCCEgLm5OYyNjfHixQsYGRnhs88+M9jwYm9vj8OHD6NPnz5Sl/KfKIQQQuoiCot79+5BpVKhZcuW2LJlC0qXLq2+TaFQoFixYihVqpR0BUrM1tY219sUCgUuX75cgNXol0GDBqFBgwbw9fXVaF+7di0OHjyI1atXS1SZ9Ly8vHDv3r1ce6kM+XWzYMECJCYmYvbs2epQl5WVhcmTJ0OhUGDGjBkSVyid8PBwLFu2DLNnz1b/7klISMBPP/2Etm3bomfPnhJXKA1/f38cPHgQlpaWsLa21urVXLNmjUSVfRyGFx1ITEzEF198kechAUORmJj43tsrVqxYQJXonwYNGmDnzp2oWrWqRvvt27fRoUMHXLhwQaLKpLd9+/b33t6xY8cCqkT/uLi4YOPGjahRo4ZG+82bN9GlSxecPXtWosqk5+XlhaCgINjb22u0x8bGYuDAgTh58qRElUnrQ8OOchlq5LCRDlSsWBHHjh3D8uXLkZCQgM2bN2Pr1q2oUqWKwXZVAu8PJ69fvy7ASvRPuXLlEBkZqRVeDh48aNChDjDscPIhxsbGuHfvnlZ4uXHjBooVKyZRVfrh6dOnOc6VUqlUBv37Ri7h5EMYXnQgIiICgwcPRtu2bXHhwgWoVCpkZWVh/PjxyMrKMth5L8+ePcOvv/6KK1euICsrC8CbMfuMjAxcu3YNMTExElcoHR8fH0yfPh3nz5+HnZ0dhBCIiYnBgQMHEBgYKHV5kjt8+LDG6wYAlEolLly4YNBDau3atcOECRMwbNgw1KtXT/26Wbx4Mbp37y51eZJydXXFtGnTMHfuXFSqVAnAm1AXEBCA5s2bS1ucxFJSUpCQkACVSgXgze/h7PfToEGDJK4ubzhspAPff/892rRpg969e8PBwQG7du1C5cqVsWLFCmzfvh179uyRukRJjBw5EhEREWjatCnCw8PRtm1b3LhxA3FxcRgxYgT69+8vdYmS+vPPP7F27VpcuXIFCoUCtWvXRv/+/eHh4SF1aZIKCgrC0qVLUa5cOTx8+BDly5fHo0ePkJWVhbZt2xp0uFMqlZgxYwa2b9+OzMxMCCFgZmYGb29vjBw5EkWKGO5qGMnJyfDx8cGNGzdgaWkJAHj+/Dnq16+PsLAwratBDcWff/6J8ePHIz09XT2hOXuKQ8WKFXHw4EGJK8wjQfmuQYMG4vbt2+rv//33XyGEEP/++6+oX7++lKVJysXFRRw9elQIIUTbtm3F5cuXhRBCTJw4UYwePVrK0kiPeXh4iHXr1qm/T0xMFE+ePBHdu3cXwcHBElenH1JTU0VsbKyIjY0VaWlpUpejNzIzM8Xx48fFihUrxIoVK0RkZKRQqVRSlyWpdu3aifHjx4uEhATh7OwsYmNjxaFDh4S7u7vYsWOH1OXlGYeNdKBEiRJITk5GlSpVNNqvXbtmsGkfAF6+fAkbGxsAQI0aNRAfHw9bW1t4e3sbfK8LAMTExCAmJgYZGRkQ73SI5nbpvSF49OiRuvfJ1tYWFy9eRJs2bTB8+HBMmDABQ4cOlbhCab169QrXr19Xv24uXbqkvs3Qlh94l5GREZo1a4ZmzZpJXYreuHXrFhYuXAhra2vUrl0bKSkp8PLyQmZmJkJDQ/Htt99KXWKeMLzoQPv27TFz5kzMnDkTCoUCL1++xLFjxzB9+nR88803UpcnGSsrKyQmJsLKygrW1taIj48HAJibm+PZs2cSVyetsLAwLFiwACVLlkTx4sU1blMoFAYdXkqWLImXL18CAKpWrYrr168DAL744otCsVLof3H06FGMHj0aqampWoHX0JcfSEhIwLRp09QfCN5lqOfGzMwMJiYmAABra2tcu3YN7u7uqFevHm7fvi1xdXnH8KIDw4YNw/3799UTczt27AghBJo3b47hw4dLXJ102rRpgzFjxmDu3Llo1KgRhg0bhgYNGuDgwYNaV9kYmnXr1mHgwIEG34uQEzc3N8ydOxczZsxAvXr1EBoaiu7du2Pfvn0aaykZosDAQDg5OWHo0KEoUaKE1OXolalTp+LevXsYNWoUz81b6tevj02bNmH06NGoWbMmjhw5Ah8fH1y/fl0dauSA4UUHTExMMH/+fAwdOhRxcXFQqVSwsbFBzZo1pS5NUv7+/nj9+jWSkpLQvn17fP311xg2bBhKlCiBRYsWSV2epJ49e2bQl9G/z+jRo+Hn54d9+/ahe/fuWLVqFZo0aQJAe0VVQ3P79m0EBwcb/O+WnJw7dw6rV6+Gg4OD1KXolUGDBsHHxwelS5dGp06dEBISgrZt2yIpKUlWIwO82khHXr9+jSJFisDU1BQ3btzA0aNH4eDgAEdHR6lL0ytPnz5FiRIlYGRkJHUpkurbty86deqEdu3aSV2K3kpPT4eZmRlev36N48ePo0KFCqhfv77UZUmqffv2mDRpElxcXKQuRe94eHhg2bJl6nl29H+Sk5OhVCpRuXJl3LhxAxs3boSVlRV69uwpm+03GF50IDo6GoMGDcLChQtRs2ZNtGnTBgqFAmlpaZg/fz6+/vprqUssMNHR0Xk+1pAnF27ZsgXz5s1Dp06dUL16da1fIOyVoZwcP34c8+bNw/Dhw3N83XzxxRcSVSa95cuX48yZM5g3bx6HjQohhhcd6NatG6ytrTFhwgRs3boVK1aswP79+7F161Zs2bLlo3Y+lTtbW1v1WgLvY+iTC7nvk6bs101eGNq5edvbr5u3z5f4/2t3GPK56dmzJ86fP4+srCyUKVNGK9gZ0k7tvXr1yvOxctnbiHNedCAuLg5z586FhYUFTp48iebNm6No0aJo3rw55syZI3V5BcqQfkH8F9lXXtEbs2bN4t5gebB69Wqep1y4urrC1dVV6jL0QmHcYoThRQfMzc2hVCqhVCpx5swZzJo1C8Cb9SoMrfsypzdNamoqbt68CRMTE1SuXBkWFhYSVEb6rFOnTlKXIAv845w7Q15e4F2FZT+jtzG86ICrqyvmzZunXpCuWbNmuHz5MmbMmGHQv2yEEJg7dy7WrVunXsrc1NQUXbt2xfjx4w3uE2Tt2rVx8uRJlClT5oPDJIbc/Q8AR44cQWhoKK5cuQJjY2PUrFkTPj4+aNWqldSlFbhevXohJCQElpaWHxwOkMsQQH4JCQmBj48PzM3NERISkutxCoVCNnv46ML9+/exfv169fvpyy+/RNeuXWU1R4rhRQemTJmCKVOm4MqVK5g3bx4sLCywc+dOGBsbf3A78sIsLCwMW7duxdixY+Hk5ASVSoXo6GgsWbIE5cuXR79+/aQusUDNmjVL3RNXGD8Z5ZeDBw/C398frVq1Qtu2bdWvm6FDh2Lx4sVo0aKF1CUWqIoVK6r3LPriiy8MLvS/z7Zt29CjRw+Ym5tj27ZtuR5nyOHl6tWr8Pb2RtGiRVG/fn1kZWVh27ZtWL9+PTZu3Igvv/xS6hLzhBN2C4hSqdSaMBYcHIw+ffoYzJYBXl5eGDlyJNq2bavRvnv3bixevBj79++XqDLpbd26FZ6enga/6FpOOnbsiJYtW2r9sQkJCcHRo0fxxx9/SFSZ9O7cuYPKlStLXQbJSL9+/VCsWDEEBgaq/yalp6dj9OjRSE9Px9KlSyWuMG8Md8vRApbTtfNr1qzB8+fPJahGGo8fP4adnZ1Wu729PZKSkiSoSH8EBQWhWbNm6NGjB1auXIk7d+5IXZLeuHHjRo7r37Rr1w7Xrl2ToCL90apVK7Rv3x6LFi3CP//8I3U5esXT0xMzZszA6dOnkZWVJXU5eiMmJgaDBw/W+JtkZmaGH3/8ETExMRJW9nEYXiRkaJ1e1tbWiIiI0Go/efKkrMZadeHkyZPYuHEj3NzcEB4ejtatW6Ndu3YICgrCxYsXpS5PUuXKlcOtW7e02m/dumVwE+DftWfPHnz33XeIjo5G165d0bx5c0ybNg2RkZHIzMyUujxJ9evXD3fu3MGAAQPQuHFjjB49Gn/99RfS0tKkLk1SxYsXh1Kp1GrPqU2fcdhIQg4ODti1a5fBdPvu2LEDkydPRs+ePeHo6AiFQoEzZ85g/fr1GD16NLy9vaUuUW/cu3cPCxcuxO7duyGEMOgJu8HBwdi1axemTJmChg0bAnjz6TEgIABeXl6YOHGixBXqh9TUVJw4cQL79u3DgQMHULx4cfz9999SlyW59PR0nD59GkePHsWxY8fw6NEjuLm5yWZ4JL+NGjUKDx48wKJFi1CqVCkAQEpKCoYNGwZLS8v3TnTWJ5ywSwXmu+++w9OnT7F8+XKsWLECAFCmTBkMGTLE4IOLSqXCxYsXERUVhdOnT+PcuXMA3mxK6ObmJnF10ho4cCCuXr0KPz8/9eRUIQQ8PDwwcuRIiauTXlZWFi5evIjTp08jKioK586dg6mpKRo0aCB1aXrByMgIFhYWKFu2LCpVqoT79+/j7NmzUpclmVGjRuH777+Hp6cnrK2toVAokJCQAEtLS6xbt07q8vKMPS8SMrSel7elpKRACIEyZcpIXYpecHR0xOvXr9GwYUM4OTmhUaNGcHBwkM0+IwXhxo0buHr1KoQQqFWrFmrUqCF1SZLz9fVFTEwMMjMzYWdnh0aNGsHNzQ0NGjSAsbFhfzZdtmwZTp8+jbNnzyIrKwv29vbqDwP169c36P3UXr58iZ07d+LatWsQQsDGxgbt27eX1TCsYb+6qcCdPXsW1tbWKF26NHbs2IG9e/fC0dER/fv3N+hLPt3c3BAdHY0bN26gbNmysLKywhdffGGQwTYnr1+/RuXKlVGjRg31RqfPnj0z+I1OL168iFevXsHDwwMeHh5wc3ODtbW11GXphfnz56NIkSJo2bIl/Pz8ULduXalL0hvFixdH9+7dAQAZGRmIj49XX34vF+x5kZCh9bxs2rQJAQEBWLlyJcqUKYNvv/0Wbm5uiIuLg7e3t8GviKlSqXDp0iVERkYiMjISFy5cQOnSpdGoUSODXgeGG52+3z///IPIyEicOnUKMTExKFWqlLoHxpA39IyPj8epU6cQGRmJM2fOwMLCAo0aNVJ/FcYl8/MiKSkJEyZMwLBhw1CrVi107twZN27cgKWlJX777TfUrl1b6hLzhOFFQoYWXr7++mt4e3ujR48eWLhwIQ4dOoRdu3bh+PHjmDp1Kg4fPix1iXpBqVQiKioKhw4dwrZt29ShxlBxo9O8S0lJwdKlS7Fx40ZkZGQY9ETvt2VkZOD8+fPYt28ffv/9d2RmZiIuLk7qsiQxZMgQJCUlISgoCGfPnsWUKVOwYsUK/PHHH7h//z5WrlwpdYl5wmEjHUpLS0NCQgKMjIxQrVo1mJmZadw+c+ZMlC1bVqLqCt7du3fh5eUFAIiIiIC7uzsAoGbNmnj06JGUpUnu8uXLiIiIQEREBM6ePQtTU1M0bdoU06dPR/PmzaUuT1Lc6DR3QgjExsYiIiICkZGROH/+PEqWLIn27dur32uGTKVS4dy5c4iMjERERARiY2NRsWJFeHp6Sl2aZE6fPo3Vq1ejUqVKCAoKgru7OxwdHfHZZ5/Jak8xhhcdyMjIwKxZs7B161ZkZGRACAFzc3P06tULw4cPVx/3zTffSFhlwStTpgwePHgAExMTXLp0SX0u4uPjDSrE5aRjx4744osv4OXlBV9fXzg7O8PExETqsvQCNzrNXaNGjfD8+XPUrFkTXl5eGDVqFOzt7aUuSy8MHDgQ0dHRSEtLg729Pby8vDBz5kyDn+idkZGhXtX91KlTGDp0KIA3QU9Ok7zlU6mMLFiwAH/99RfGjx+PBg0aQAiBs2fPYvHixTA3N8eAAQOkLlESbdu2xahRo2Bubo4KFSrAxcUF4eHhmD59Orp06SJ1eZLauXMnatWqJXUZeokbneZu8ODB8PLyMtj5G+9jbGyMCRMmwMPDg9tuvKVOnTrYsmULypUrhydPnsDDwwNKpRLLli2Dra2t1OXlGee86EDjxo0xc+ZMra7JAwcOYObMmTh69Kg0hUlMpVJh/fr1uHPnDnr06IGqVati7dq1ePToEYYMGWLQly6qVCrs2bMHMTEx6t66txnyhN2UlBRMmTIFd+7cweDBg9GyZUv8/PPPuHDhAhYtWoTPP/9c6hIllZiYiAsXLuS4QqohT9jN9ujRoxzfU4a6qvfFixcxYMAAPHnyBL6+vhgxYgSmTp2KPXv2YMWKFbLpuWN40QEnJyds3rxZq3vy5s2b6Ny5s3oBMqJss2fPxpo1a2BrawsLCwut29euXStBVforp41ODdHWrVsxefLkHPfuUSgUBj1h98KFCxgzZgz+/fdfjXYhhMGfGyEEXrx4AUtLSwBAQkICSpUqhc8++0ziyvKO4UUHZs+ejaSkJI1dO4UQmDJlChQKBQICAiSuUFr9+/fHjBkzUK5cOalL0RuNGjWCv78/evToIXUpeissLAzff/+9+hcuAS1btoSbmxvGjh2bY+g1ZF26dEGRIkXg5+eX49woFxcXCarSHzExMbCzs5PthwDOedGBR48e4ciRI/Dy8kL9+vVhbGyMuLg4JCYmwt7eHr169VIfu2bNGgkrlUZ0dDTS09OlLkOvpKeno1mzZlKXoddCQ0Px9ddfM7y85cGDB+jbty+DSw6uXLmC33//XTbrlhQ0X19f7Ny5U7ZLdTC86ICpqSnatWun0ebs7AxnZ2eJKiJ916xZM5w4cYI9L+/BTmJttra2uH37NqpVqyZ1KXrHysoKGRkZUpeht+T+fmJ40QFDnlyZm549e6qX/1cqlRg1apR63RtD7H16l52dHebOnYtTp06hRo0aWpdJG+rqw2/vcJuRkYE1a9aorzoy1HPytr59+yIgIAB37txB9erVtYYADPkD048//ohZs2YhICAA1atX59IDeNPrnS17M9j79+8DkN9rhXNedIhj9P/n7T9CoaGh+P7779XbsfOPEN67oJhCocChQ4cKsBr90bNnT/X3MTExqFevHszMzKBQKBh6gfde2mrok1K9vLzw4MGDHCczAzDIc5Pb60WOrxWGFx1ydHSU9ZiirhjatgiUP/i60ZaYmPje2w15/Zft27e/9/aOHTsWUCX6Se7vJw4b6RBzIX2sEydO4MqVKzA2NsaXX36JRo0aGfT6N/R+2eEkNTUVN2/ehImJCSpXrswJvGA4+ZDsYXy5YnjJZxyj/7ABAwaozwm98fz5c/Tt2xeXLl2CpaUlVCoVUlNTUbduXaxatYpDj3izftK7+4MZOiEE5s6di3Xr1iEzMxNCCJiamqJr164YP3687P9A/VdHjhxBaGio+gNBzZo14ePjg1atWkldmuTk/uGaw0b5jGP09CkmTJiAixcvYv78+bCxsQHwZs+n0aNHw9HR0eDXBgI0F6ZLSkqClZWVxBVJb+nSpVixYgWGDBkCJycnqFQqREdHY8mSJejfvz/69esndYmSOXjwIPz9/dGqVSuNc3PkyBEsXrwYLVq0kLpE+g8YXnRI7mOK+e3tXqmcGHLPVKNGjbB48WKtGf9///03hg8fjoiICIkqk97jx48xZMgQNGzYECNGjADwZr+j2rVrY+HChQbdi+fl5YWRI0eibdu2Gu27d+/G4sWLsX//fokqk17Hjh3RsmVLDBo0SKM9JCQER48exR9//CFRZdJq3rw5WrZsiZYtW8LZ2Vm2w9IcNqICs23bNo2fMzMzkZKSAhMTEzg4OEhUlX7IzMzMcfO4MmXKIDU1VYKK9MfMmTORmZmJb7/9Vt22atUqBAQEYO7cuZg5c6aE1Unr8ePHsLOz02q3t7dHUlKSBBXpjxs3biA4OFirvV27dli2bFnBF6QnfH19cfz4cQwYMABmZmZwd3dHixYt4O7ujmLFikldXp4xvOgQx+g1HT58WKstNTUVY8eONfjdgevWrYuNGzdi4sSJGu0bNmww+BVCIyIisHr1ao29wurUqYNJkybB19dXwsqkZ21tjYiICFSpUkWj/eTJkwa78WC2cuXK4datW6hatapG+61bt3LcLsBQ9OjRAz169EB6ejpOnz6No0ePYu7cuRgzZgzc3NywdOlSqUvME4YXHbh37x6srKy00n1mZibi4uJQv359iSrTPxYWFhg6dCj8/Pw0tk0wNMOGDUOvXr1w4cIFODo6QqFQ4MyZM4iPjzfoT4kAkJWVBZVKpdVubGxs8NtM9OnTB5MnT8bdu3c1Xjfr16/H6NGjpS5PUu3atUNAQACmTJmChg0bAngzD3HatGlo06aNxNVJz8jICBYWFihbtiwqVaqE+/fv4+zZs1KXlWec86IDtWvXRkREhNYwwK1bt/Dtt9/iwoULElWmn+Li4tCtWzeDPy8XL17EypUrce3aNQghYGNjg969e6NBgwZSlyapQYMG4fXr1wgODlZ/Yk5NTcWYMWOQlZUlm0+KuvLbb79h+fLlePToEYA3Q419+/aFj4+PxJVJKz09HcOHD8fhw4fVV10JIeDh4YHg4GCYm5tLXKE0li1bhtOnT+Ps2bPIysqCvb093Nzc4Obmhvr168tmDgzDSz5Zv349Vq5cCeDNwlFWVlYoUqSIxjHPnz9H2bJlsXfvXilKlNyOHTs0fs7eln3z5s34/PPP8dtvv0lSF+m3O3fuoHv37khNTVXv4XPr1i2UKlUKK1as4L4+/19KSgqEEChTpozUpeiVGzdu4OrVqxBCoFatWhrDj4bI1tYWRYoUQcuWLeHn54e6detKXdInYXjJJ69evcKKFSsghMCSJUvQp08fFC9eXOOY4sWLo3Xr1ga76mVOS1MbGxurLwXmHyGgf//+mDFjBsqVKyd1KXolNTUV4eHhGut1tG/fHkWLFpW6NL3ArUhyFxMTAzs7O619nwxVfHw8Tp06hcjISJw5cwYWFhZo1KiR+ksuf58YXnQgJCQEPj4+H+yW3LJlC77++muuhklqvLw+Zzdu3MDLly/V88VWrlwJT09PBt7/j1uR5I7nJncZGRk4f/489u3bh99//109L1MOinz4EPpYgwcPztN46uzZs/HkyZMCqEi/3Lp1C/v378ehQ4cM/nJO+rATJ06gY8eOGler7d27F506dcKZM2ckrEx/8DNo7nhutKlUKsTExCA0NBTz58/Hxo0bUaFCBY1FVvUdrzaSkKG9qVJTUzFixAgcP35c3aZQKPDNN99g9uzZBtut27NnT/WEQqVSiVGjRqkvseeqzEBwcDD69euHIUOGqNu2bNmCoKAgBAYGYtOmTRJWJx1uRZK76Oho9fcqlQoXL17E/fv3AUBrIUhDM3DgQERHRyMtLQ329vbw8vLCzJkzZTcXiOGFCszMmTORkJCAZcuWwcHBASqVCmfPnsX06dOxYMECjBs3TuoSJfH2Gjdnz56FnZ0dSpUqJV1Beia3xca6dOli0OEuKipK/b1KpcKFCxfUW5EYund7EEaOHAngzYely5cvS1GS3jA2NsaECRPg4eGR48KYsiFIMg0aNBD//vuv1GUUGGdnZ/H3339rtUdGRgo3NzcJKtI/hvaayAtPT0/x119/abUfOnRIuLu7S1CR/uHrJnc8Nzk7c+aMSE9Pl7qMT8aeFyowRkZGOa5sWbZsWWRkZEhQEclBx44dERAQgOfPn6N+/fpQKBSIjY1FcHAwOnbsKHV5pOfYE5UzX19fWU9kZnihAtOnTx9Mnz4dCxcuRNmyZQG8mQcTHBwMb29viavTDwMGDDDojQZz8uOPP+LJkyeYNm0aMjMzIYSAsbExevbsqTEPxpBxK5LcCQObW5hXcj8vvFRaQoZ2WWz37t0RGxuLIkWKwNraGsbGxrh16xZevnyJL774QuMT0qFDhySslPTRy5cvkZCQAGNjY1hbW3ONl7colUr1hPekpCRYWVlJXBHpo7cnMvfr1w+zZs1Sryklt4nM7HmhAtO4cWM0btxY6jL00ttXjuTE0K8eAd4srsXFxjQ9fvwYQ4YMQcOGDTFixAgAwHfffYfatWtj4cKFBt2L17x5c7Rs2RItW7aEs7OzbJa916XCNJGZPS8FJCUlRWtm9/Lly9G1a1eD3uE0J2PHjsWYMWMMaplzLy8vjZ8zMzORkpICExMTODg4qLeeMGRcbEzbiBEjkJiYiFmzZqkvdY2Li0NAQABq1qyJmTNnSlyhdNavX4/jx48jKioKZmZmcHd3R4sWLeDu7o5ixYpJXZ7k5N7zz/CiA8+fP8e8efPg7e2NmjVrwsfHB1FRUbC2tkZYWJhsXywFhX+k3khNTcXYsWPh6upq0DtuZ5P7L1tdcHV1xerVq7W23rh06RJ8fX1x6tQpiSrTH+np6Th9+jSOHj2KY8eO4dGjR3BzczP4DT3l/nuWK+zqwOzZs3H69GkYGxvj8OHDiImJwdy5c1G1alXMnTtX6vL0HvP0GxYWFhg6dChWrVoldSmSiY6OVn9lLzaW/TMBWVlZUKlUWu3GxsZIT0+XoCL9Y2RkBAsLC5QtWxaVKlVCZmYmzp49K3VZkpP771nOedGBY8eOYcmSJahRowZWrlyJJk2aoH379rCxseFVNfRRsoePDFVhGqPXBVdXV8yfPx/BwcHq4efU1FQsWrRIdhMw89uyZctw+vRpnD17FllZWbC3t4ebmxuGDx+u3iPLkJ07d06rTQghm0vLGV50IC0tTT3bPzIyEn369AEAmJubIysrS8rSSE/t2LFD42chBF68eIHNmzfDwcFBmqL0QHx8vPp7DhtpGzduHLp37w53d3f1JpW3bt1CqVKlsGLFComrk9b8+fNRpEgRtGzZEn5+fqhbt67UJemFFi1aYOvWrVqreCcnJ6NDhw4aKzfrM4YXHahRowaOHj0KKysrJCUlwd3dHQDw+++/y27/CCoYOW2NYGxsDEdHR0yZMkWCivSPXD4RFqTKlStj7969CA8Px5UrV2BsbIxu3bqhffv2Bn8p+Y4dO3Dq1ClERkbC29sbFhYWaNSokfqrYsWKUpdYYMLDw3HixAkAQGJiIqZNm6a1LlBiYqKs3mMMLzowZMgQ+Pv7IyMjA+3atYO1tTVmz56N9evXY8mSJVKXR3ro7R4Gypncx+h1JTk5Gba2tvjf//1fAMDKlSuRlJSk7okxVLa2trC1tUWfPn2QkZGB8+fPY9++fQgICEBmZibi4uKkLrHAODg4YNOmTer30L1792BiYqK+XaFQoFixYpgzZ45UJX40Xm2kI0+ePFH/UgGACxcuwMLCgj0veSD3WfD/xa1bt3D16lUYGRmhTp06XGzsA+Q0Rq8LJ06cwKBBg9C3b18MGzYMAPA///M/uH79OpYtWwYnJydpC5SYSqXCuXPnEBkZiYiICMTGxqJixYrw9PTETz/9JHV5kujZsyeWLFkCS0vL9x538+ZNVKlSBcbG+tnHwfBCescQ5zakpqZixIgROH78uLpNoVDgm2++wezZsw16YbbCMkavC507d4aHh4fWNglBQUGIiorCpk2bJKpMegMHDkR0dDTS0tJgb28PT09PtGjRgh8g80jfP0TqZ6SSIS8vrzx/AjTUpe8PHDiAVq1aabVnZGRgwYIFGDt2LABg1apVKF++fEGXJ6mZM2ciISEBy5Ytg4ODA1QqFc6ePYvp06djwYIFOc6JKcwK4xi9Lty4cQPBwcFa7V26dMGaNWsKviA9YmxsjAkTJsDDw0NrgVD6MH3v12B4yScdO3ZU/yJ99uwZ1q9fD09PTzg4OMDY2BixsbHYv38/+vbtK3Gl0hkyZAi6du2K8ePHq3sSrly5glGjRuHevXvq8NKgQQMJq5TGoUOHsGTJEo3LW5s3bw4zMzOMHDnS4MJLYRyj14XSpUsjLi5O69PxtWvXPjgsUNgtXrwYABATEwMLCwuD7r0sjBhe8om/v7/6+0GDBmH48OHw9fXVOGbt2rU4ePBgQZemN1asWIFx48YhJiYG8+bNQ0REBIKDg+Hi4oLQ0FCpy5OUkZFRjttElC1bFhkZGRJUJC0rKyt1z0FhGaPXhY4dOyIgIADPnz9H/fr1oVAoEBsbi+DgYHTs2FHq8vSCr6+vXg9/0KfhnBcdaNCgAXbu3ImqVatqtN++fRsdOnTAhQsXJKpMek+fPsW4ceNw7NgxGBkZISAgAJ07d5a6LMmFhYXh2LFjWLhwIcqWLQvg/7YHsLGxwdChQyWuUP/p+xi9LmRlZWHmzJnYsmULMjMzIYSAsbExevbsiZEjRxpUkMuNIc6hyw/6ft74ytaBcuXKITIyUiu8HDx40KDWFshJZGQkLl68iKpVq+Lhw4fYsWMHXFxc9PYNUlCOHj2K2NhYtGjRAtbW1jA2NsatW7fw8uVLXL58Gbt27VIfa6hzpj7EED+HGRkZYfLkyRg5ciQSEhJgbGwMa2trg1/j5e3tI7K3lbh//z4AGPzKw4UFw4sO+Pj4YPr06Th//jzs7OwghEBMTAwOHDiAwMBAqcuTzMCBA3Hs2DH1p8Lk5GSMHTsWHTp0wIgRI7SWgjckjRs3RuPGjaUug2QqPj4ednZ2nNfx/3FbicKP4UUHunbtCgsLC6xduxb79++HQqFA7dq18csvv8DDw0Pq8iRz+fJlrFixAm5ubgDerA66fv16hIWFYd68eQYdXgYPHpyn48aOHYvHjx+jTJkyOq6I5ITzOjRxW4nCj+FFR9q2bYu2bdtKXYZe2b17t9akVIVCAT8/P4MOdR/jwIEDGDx4MMMLaTDEIbO8MvTL6T+Vq6urXg8/MrzoSHx8PK5evarerl4IAaVSiQsXLmDWrFkSVyeNEiVKICUlBQkJCTmel+zViCl3/CNF2TivI2/4ntEWExODmJgYZGRkaJ2f7F5gfb8ClOFFB9asWaMOKAqFQv3iUCgUBr1c959//onx48dDqVQC0FzavWLFihg0aJCU5RHJCud15M25c+e02gx5W4mwsDAsWLAAJUuWRPHixTVuUygUeR7ClloRqQsojNatWwc/Pz9cvHgRpUuXxrFjx7Bz507UqFEDLVq0kLo8yYSGhqJdu3bYu3cvSpQogT/++ANLlixBuXLlNNbJIaIPi4+PV3+Zm5vjwIEDiI+PZ3D5/1q0aIGnT59qtScnJ6NRo0YFX5CeWLduHQYOHIioqCgcPnxY40tOVzKy50UH7t27hy5dusDU1BS2traIjY1Fy5YtMW7cOPz888/o3bu31CVK4tatW1i4cCGsra1Ru3ZtpKSkwMvLC5mZmQgNDcW3334rdYkkY/o+Rq9LhtqL8C5uK/Fhz549w3fffSd1Gf8Zw4sOFC9eHJmZmQAAa2trXL9+HS1btkSNGjWQmJgocXXSMTMzUy/xbm1tjWvXrsHd3R316tXD7du3Ja6O9FlhGKPXJc7reIPbSnxYw4YNERsbq7UOmdwwvOiAk5MTQkNDMXnyZNja2uL3339H//79cebMGa0xRkNSv359bNq0CaNHj0bNmjVx5MgR+Pj44Pr16xq/YCh3hviJsbCM0esS53W8wW0lPuzrr7/GtGnTcOnSJVSvXl1rbSC59MpwewAduHbtGvr06YPevXujW7duaN++PZ4/f45Xr17Bx8cHI0aMkLpEScTExMDHxwf+/v7o1KkT2rRpg7JlyyIpKQnffPMNZsyYIXWJes8Q16xwd3dH586duUVCDlq0aIGtW7eiVKlSGu3Jycno0KEDoqKipClMRgxtW4n3XdUpp8neDC868vr1a6SlpaF06dJ4/Pgxdu/ejQoVKqBNmzZSlyap5ORkKJVKVK5cGTdu3MDGjRthZWWFnj17GvTqoAcOHECrVq202jMyMrBgwQL1jtvnz59HnTp1DOpc2dvbY9euXbLv5s4vb8/r2L59O7755psc53VcvXoVp0+flqJEWTHEDwSFAcOLDt28eRNXrlyBiYkJqlevjurVq0tdEump2rVro2vXrhg/frw6mFy5cgWjRo3CvXv3EBMTI3GF0unbty86deqEdu3aSV2KXkhKSsLYsWMhhEB0dDQaNGiQ47yObt26cfHHPDDU8HLv3j3cuHEDzs7OePnypewWvjSMQb4CplQqMWrUKBw4cEBjjRdPT08EBwcb1Kfmt925cweBgYG4du0a0tPTtW6X02V6+W3FihUYN24cYmJiMG/ePERERCA4OBguLi4GPREVKDxj9PmF8zrov1AqlRg7diz27t2LIkWKYN++fZgzZw5evHiBkJAQrVXQ9RV7XnRgzpw52Lt3L6ZMmQJnZ2dkZWUhOjoaM2bMQPv27dWLSRmabt264eHDh/j666+1urmBvO/vU1g9ffoU48aNw7Fjx2BkZISAgAB07txZ6rIkV1jG6KVkaPM6Poah9bwsXLgQf/31F6ZOnYoBAwZg165dSEpKwvjx49G4cWNMmzZN6hLzhDFcB/bs2YMZM2ZodNm2bNlS/QfJUMPL5cuXsX79etStW1fqUvRSZGQkLl68iKpVq+Lhw4fYsWMHXFxcDOaXam7e3mSPPg0/o1K2P//8E1OnToWrq6u6zcXFBdOnT8fo0aNlE164wq4OpKam5ji5sFq1akhJSZGgIv1QrVo1pKWlSV2GXho4cCBGjRqF9u3bY9euXdixYweysrLQoUMHrF27Vury9MK9e/dw4sQJvH79Go8fP5a6HCJZSk5ORpUqVbTarays8Pz5cwkq+jQMLzpgY2ODv/76S6s9PDwc1apVk6Ai/TBlyhTMnDkTW7duRVRUFKKjozW+DNnly5exYsUK/PTTTzA1NUXlypWxfv16DBgwAPPmzZO6PEkplUoMHz4cXl5e8PPzw8OHDzFlyhT88MMPePHihdTlEclKjRo1EBkZqdW+Z88e1KxZU4KKPg2HjXRg4MCB+PHHHxEfHw9HR0coFAqcOXMGBw4cQGBgoNTlSebatWu4fv06JkyYoHWboc9d2L17t9ZEOYVCAT8/P4O/YuTXX39FfHw8Vq9ejQEDBgAAevXqhfHjx2PevHmy6eYm/WRo20r4+/tj2LBhuHr1KrKysrB9+3bcvHkT+/fvR1BQkNTl5Rkn7OrIwYMHERYWhqtXr0IIARsbG/j4+Bj0Oi8eHh5o3rw5evXqleMvi4oVK0pQlf5ISUlBQkICVCoVgDfzFJRKJS5cuGDQO263bt0aU6dORePGjTUmV546dQqjR4/GyZMnpS5R7xnapNRsedlWwhCdOHECoaGhiIuLg0qlgo2NDXx9fdG6dWupS8sz9rzoSMuWLdGyZUupy9Arz549g6+vLypVqiR1KXrnzz//xPjx46FUKgFoLu1esWJFgw4vhWWMngoWt5XIWUhICADAzc0Nbm5u6vZr167h1q1bqFChAtzd3bVWbdY3DC/5ZMeOHXk+1tDWpcjm7u6O06dPo0uXLlKXondCQ0PRrl07+Pr64n//93+xcuVKPHjwAAEBAfD395e6PEllj9H/7//+r0a73MboqWCtW7cOAwcO5LYS78ieY2hiYqKeg3n79m28fv0aVlZWePr0KczMzLBmzRp8+eWXElebO4aXfDJu3Lg8HadQKAw2vLi4uGDmzJk4ceIEqlWrprVglqF+EgKAW7duYeHChbC2tkbt2rWRkpICLy8vZGZmIjQ0FN9++63UJUqmsIzRS8nQ5nUAb3p6DfV37fvY2dlBpVJh4cKFKF26NIA3a0yNHj0a9evXx4ABAzB58mQEBgZi6dKlElebO855oQLj5eWV620KhcKgV9h1cnLC9u3bUblyZUyZMgVVqlSBj48P7t27h/bt2xv09gBA4Rij1xXO68gZt5XImZubG1auXInatWtrtMfHx6NPnz44deoUrl+/ju+//x5nzpyRqMoPY88LFZjDhw/n6biTJ0/C2dk5x1V4C6v69etj06ZNGD16NGrWrIkjR47Ax8cH169f19i3xhAVljF6XeC8jtxxW4mcZWZmIiMjQ6s9PT0dr1+/BgCYmprq/cKG7HkhvWOIS5nHxMTAx8cH/v7+6NSpE9q0aYOyZcsiKSkJ33zzDWbMmCF1iZL54YcfCsUYvS64u7ujc+fOnNeRA24rkbPhw4fj33//xYIFC9SLqSYkJGDMmDGoUKECgoODERgYiAsXLmDDhg0SV5s7hhfSO4Z6WWdycjKUSiUqV66MGzduYOPGjbCyskLPnj0NdjNPAOpfpB8ao09JSdHrMXpdsLe3x65du3Jc0ZsoJykpKfDz88OlS5dgaWkJIQRevHgBe3t7LF68GP/88w+GDx+OpUuXwsXFRepyc8XwQnrHUMML5aywjNHrAud1fNi9e/dw48YNODs74+XLlyhTpozUJUlOCIGoqChcvnwZRkZGsLW1VQeVJ0+ewNjYWO93l+acFyI9cOfOHQQGBuLatWtIT0/Xut2QJzMXljF6XeC8jtwplUqMHTsWe/fuRZEiRbBv3z7MmTMHL168QEhIiN7/cdYlhUKBRo0aoVGjRlq3ffbZZxJU9PEYXoj0wJgxY/Dw4UN8/fXXBjVROS+aNm2KgIAArTH6GTNmoGnTpsjKysLGjRtRq1YtiSsteJMmTQIA/Pbbb1q3GfKyDAC3lSjsOGxEescQh40aNGiA9evXo27dulKXoncKyxg9FSxuK1G4seeFSA9Uq1YNaWlpUpehl0qXLo3ff/891zF6e3t7HD9+3KCHATivQxu3lSjcGF6I9MCUKVMwdepU9OzZE5UqVUKRIkU0bnd2dpaoMv1QGMbodYHzOnLHbSUKN4YX0judOnWChYWF1GUUqGvXruH69euYMGGC1m2GvCYFvR/ndeSO20oUbpzzQgVq7969WL16Na5evQojIyPUqVMHvr6+aNq0qdSlScrDwwPNmzdHr169ctyDpmLFihJURfqO8zrej9tKFF7seaEC88cff2Dy5Mlo06YNvvnmG6hUKpw9exZ+fn5YuHAhWrZsKXWJknn27Bl8fX1RqVIlqUshGeG8jtxxW4nCjeGFCsyyZcswZswY9O7dW93Wu3dvLF++HIsWLTLo8OLu7o7Tp0+jS5cuUpdCMsJ5HbmLjo7mthKFGMMLFZj79++jefPmWu2tWrXC4sWLC74gPeLi4oKZM2fixIkTqFatGoyNNd+ahrzBHuWO8zpyZ2dnB5VK9cFtJQIDAw1uW4nCgHNeqMAMGDAA9evXx48//qjRvn79ehw4cCDHhbYMhZeXV663KRQKg15hl96P8zpyxm0lCjf2vFCBcXBwwC+//IJ//vkHzs7OMDExQWxsLPbs2YOOHTuqx6gBw+tpOHz4cJ6OO3nyJJydnbkKLwHgvI734bYShRt7XqjAvK934W3sacido6Mjdu7caVCrD1PufvjhB87ryMXw4cPx77//am0rMWbMGFSoUAHBwcHqHcs3bNggcbX0sdjzQgUmr70LlDt+1qC3cV5H7iZNmgQ/Pz+0adNGa1uJyZMn48SJE9i0aZPBnZfCgj0vVOBiYmJgZ2entQMufZgh7vtEueO8jvcTQuS6rcSTJ09gbGxs0KsQyxl7XqjA+fr6cuiDKB9wXsf7cVuJwqvIhw8hyl+G+ouUKL81bdoUAQEBuH37trotISEBM2bMQNOmTZGVlYWNGzeiVq1aElZJlP/Y80IFIjo6Wv29SqXCxYsXcf/+fQDcdJDoU3FeBxkqznmhAmFra5tjOzcd/Dic80Lv4rwOMkQML1Tg+Af40/HcERFxzgtJQKFQSF2CbHXq1AkWFhZSl0FEJCnOeaECx86+nO3duxerV6/G1atXYWRkhDp16sDX1xdNmzZVHzNp0iQJKyQi0g8cNiK9IIQw6B6ZP/74A5MnT0abNm3QoEEDqFQqnD17FocOHcLChQsNesdtIqJ3MbxQgWnRogW2bt2qtc9KcnIyOnTogKioKGkK0wNfffUVunXrht69e2u0L1++HLt27cKuXbukKYyISA9x2Ih0Kjw8HCdOnAAAJCYmYtq0aVqbCiYmJhp0rwsA3L9/H82bN9dqb9WqFRYvXlzwBRER6TFO2CWdcnBwQGJiIu7evQsAuHfvHu7evav+SkxMRLFixTBnzhyJK5WWm5sbwsPDtdpPnjwJBwcHCSoiItJfHDaiAtOzZ08sWbIElpaW7z3u5s2bqFKlCoyNDadjcOnSpfjll1/QtGlTODs7w8TEBLGxsdizZw86duyI8uXLq48dPHiwhJUSEUmP4YX0jqOjo8HtfeTl5ZWn4xQKBQ4dOqTjaoiI9JvhfLQl2TDEPH348GGpSyAikg3OeSHSIzExMVAqlVKXQUSk1xheiPSIr68vkpOTpS6DiEivMbwQ6RFDHDIjIvpYnPNCJLHo6Gj19yqVChcvXsT9+/cBAM7OzlKVRUSkt3i1EekdQ9s52dbWNsd2hUKBy5cvF3A1RET6jz0vRBKLj49Xf29owY2I6FNwzgvpHVdXVxQtWlTqMiRh6NskEBHlBXteqEDFxMQgJiYGGRkZWpNTs1eODQ0NlaI0vcBRXCKiD+OcFyowYWFhWLBgAUqWLInixYtr3MaVY3MnhGCPDBHRWxheqMC4u7ujc+fOGDp0qNSl6J0WLVpg69atKFWqlEZ7cnIyOnTogKioKGkKIyLSQxw2ogLz7NkzfPfdd1KXoTfCw8Nx4sQJAEBiYiKmTZsGMzMzjWMSExPZ60JE9A6GFyowDRs2RGxsLKpWrSp1KXrBwcEBmzZtUs9zuXfvHkxMTNS3KxQKFCtWDHPmzJGqRCIivcRhIyowW7Zswbx589CpUydUr14dpqamGrcbcq9Mz549sWTJElhaWr73uJs3b6JKlSowNubnDiIyXAwvVGByW4wN4IJseeXo6IidO3dyHRgiMmj8+EYF5u3F2OjT8LMGEREXqSMJ3Lt3DydOnMDr16/x+PFjqcshIiKZYc8LFRilUomxY8di7969KFKkCPbt24c5c+bgxYsXCAkJQYkSJaQukYiIZIA9L1Rgfv31V8THx2P16tXqS4J79eqFxMREzJs3T+LqiIhILhheqMD8+eefmDRpElxdXdVtLi4umD59Og4fPixhZUREJCcML1RgkpOTUaVKFa12KysrPH/+XIKKiIhIjhheqMDUqFEDkZGRWu179uxBzZo1JaiIiIjkiBN2qcD4+/tj2LBhuHr1KrKysrB9+3bcvHkT+/fvR1BQkNTlyYKrqyuKFi0qdRlERJLiInVUoE6cOIHQ0FDExcVBpVLBxsYGvr6+aN26tdSlSS4mJgYxMTHIyMjQWs9l8ODBElVFRKR/GF6owISEhOTYrlAoYGJiggoVKsDd3V1rZ2VDEBYWhgULFqBkyZIoXry4xm0KhQKHDh2SqDIiIv3D8EIF5ocffkB0dDRMTExQrVo1AMDt27fx+vVrWFlZ4enTpzAzM8OaNWvw5ZdfSlxtwXJ3d0fnzp0xdOhQqUshItJ7nLBLBcbOzg4NGzbEkSNHsGPHDuzYsQNHjhxB06ZN0bFjR0RFRaF58+YIDAyUutQC9+zZM4PemJKI6GMwvFCB2bp1K8aPH4/SpUur20qVKoWRI0diw4YNMDExgY+PD2JiYiSsUhoNGzZEbGys1GUQEckCrzaiApOZmYmMjAyt9vT0dLx+/RoAYGpqapCbD3799deYNm0aLl26hOrVq8PU1FTjdvbKEBH9H855oQIzfPhw/Pvvv1iwYAGqVq0KAEhISMCYMWNQoUIFBAcHIzAwEBcuXMCGDRskrrZg2dra5nqbQqHA5cuXC7AaIiL9xvBCBSYlJQV+fn64dOkSLC0tIYTAixcvYG9vj8WLF+Off/7B8OHDsXTpUri4uEhdLhER6SmGFypQQghERUXh8uXLMDIygq2trTqoPHnyBMbGxga9u/S9e/dw48YNODs74+XLlyhTpozUJRER6R2GFyI9oFQqMXbsWOzduxdFihTBvn37MGfOHLx48QIhISEGHeiIiN7Fq42I9MCvv/6K+Ph4rF69GmZmZgCAXr16ITExEfPmzZO4OiIi/cLwQqQH/vzzT0yaNAmurq7qNhcXF0yfPh2HDx+WsDIiIv3D8EKkB5KTk1GlShWtdisrKzx//lyCioiI9BfDC5EeqFGjBiIjI7Xa9+zZg5o1a0pQERGR/uIidUR6wN/fH8OGDcPVq1eRlZWF7du34+bNm9i/fz+CgoKkLo+ISK/waiMiPXHixAmEhoYiLi4OKpUKNjY28PX1RevWraUujYhIrzC8EOmBkJCQHNsVCgVMTExQoUIFuLu7o1SpUgVbGBGRHuKwEZEeiI6ORnR0NExMTFCtWjUAwO3bt/H69WtYWVnh6dOnMDMzw5o1a/Dll19KXC0RkbQ4YZdID9jZ2aFhw4Y4cuQIduzYgR07duDIkSNo2rQpOnbsiKioKDRv3hyBgYFSl0pEJDkOGxHpATc3N6xcuRK1a9fWaI+Pj0efPn1w6tQpXL9+Hd9//z3OnDkjUZVERPqBPS9EeiAzMxMZGRla7enp6Xj9+jUAwNTUFPysQUTE8EKkF5o2bYqAgADcvn1b3ZaQkIAZM2agadOmyMrKwsaNG1GrVi0JqyQi0g8cNiLSAykpKfDz88OlS5dgaWkJIQRevHgBe3t7LF68GP/88w+GDx+OpUuXqnfhJiIyVAwvRHpCCIGoqChcvnwZRkZGsLW1VQeVJ0+ewNjYmLtLExGB4YWIiIhkhnNeiIiISFYYXoiIiEhWGF6IiIhIVhheiIiISFYYXoiIiEhWGF6IiIhIVhheiIiISFYYXoiIiEhW/h8OhyqPdPxpzAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -446,8 +409,12 @@ } ], "source": [ + "# plot the beta coefficients\n", + "labels = ['loads_t+p_set', 'gen_t+p_max_pu+solar', 'gen_t+p_max_pu+onwind',\n", + " 'gen_t+cc+solar', 'gen_t+cc+onwind', 'gen_t+w+onwind', 'gen_t+w+solar']\n", "sns.barplot(src_beta_coefficients)\n", "plt.title(\"Beta coefficients of the parameters\")\n", + "plt.xticks(np.arange(7), labels, rotation=90)\n", "plt.show()" ] }, @@ -457,13 +424,13 @@ "source": [ "Here is labelling for the x-axis of the plots with regards to the selected parameters\n", "\n", - "0: 'loads_t.p_set
\n", - "1: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]'
\n", - "2: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]'
\n", - "3: 'generators.capital_cost.loc[n.generators.carrier == \"solar\"]'
\n", - "4: 'generators.capital_cost.loc[n.generators.carrier == \"onwind\"]'
\n", - "5: 'generators.weight.loc[n.generators.carrier == \"onwind\"]'
\n", - "6: 'generators.weight.loc[n.generators.carrier == \"solar\"]" + "0: 'loads_t.p_set (loads_t+p_set)
\n", + "1: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]' (gen_t+p_max_pu+solar)
\n", + "2: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]' (gen_t+p_max_pu+onwind)
\n", + "3: 'generators.capital_cost.loc[n.generators.carrier == \"solar\"]' (gen_t+cc+solar)
\n", + "4: 'generators.capital_cost.loc[n.generators.carrier == \"onwind\"]' (gen_t+cc+onwind)
\n", + "5: 'generators.weight.loc[n.generators.carrier == \"onwind\"]' (gen_t+w+onwind)
\n", + "6: 'generators.weight.loc[n.generators.carrier == \"solar\"] (gen_t+w+solar)" ] }, { @@ -477,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -490,12 +457,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -505,8 +472,12 @@ } ], "source": [ + "# plot the pearson correlation coefficients\n", + "labels = ['loads_t+p_set', 'gen_t+p_max_pu+solar', 'gen_t+p_max_pu+onwind',\n", + " 'gen_t+cc+solar', 'gen_t+cc+onwind', 'gen_t+w+onwind', 'gen_t+w+solar']\n", "sns.barplot(pcc)\n", "plt.title(\"Pearson correlation coefficients of the parameters\")\n", + "plt.xticks(np.arange(7), labels, rotation=90)\n", "plt.show()" ] }, @@ -514,14 +485,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "_The same labelling earlier applies to this plot_" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Certainly, Based on the sensitvity analysis performed with PCC and SRC, we can draw that the `load` parameter has a higher importance when compared to the other parameters." + "The Monte Carlo sensitivity analysis conducted using Partial Correlation Coefficients (PCC) and Standardized Regression Coefficients (SRC) reveals that the parameter `load` exhibits greater significance compared to other parameters. This finding underscores the crucial role of the `load` parameter in influencing the outcomes of the model. Understanding the relative importance of various parameters is essential for decision-makers to prioritize interventions and allocate resources effectively. Consequently, this insight can inform strategic planning and policy formulation processes, enabling stakeholders to make informed decisions that maximize system performance and optimize outcomes." ] } ], From 1a81f42d89d6099e9149cf53110b2e792b26475f Mon Sep 17 00:00:00 2001 From: Emmanuel Bolarinwa Date: Mon, 8 Apr 2024 16:16:06 +0100 Subject: [PATCH 09/13] modified tutorial notebook --- notebooks/monte_carlo_tutorial.ipynb | 77 ++++------------------------ 1 file changed, 9 insertions(+), 68 deletions(-) diff --git a/notebooks/monte_carlo_tutorial.ipynb b/notebooks/monte_carlo_tutorial.ipynb index a1ef0d5..9d32ea5 100644 --- a/notebooks/monte_carlo_tutorial.ipynb +++ b/notebooks/monte_carlo_tutorial.ipynb @@ -234,9 +234,7 @@ " component_list.append(component)\n", "\n", " sorted(component_list)\n", - " sns.histplot(component_list, kde=True)\n", - " plt.title(f\"Reproduced plot of {column_name} distribution\")\n", - " plt.show()" + " return component_list" ] }, { @@ -246,69 +244,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, @@ -316,9 +254,12 @@ } ], "source": [ - "# plot the distribution of parameters selected for the monte-carlo simulation\n", - "for idx in config[\"uncertainties\"].keys(): \n", - " verify_distribution(network_list, idx)" + "fig, axes = plt.subplots(4, 2, figsize=(15, 20), sharey=False)\n", + "\n", + "for idx, p in enumerate(config[\"uncertainties\"].keys()): \n", + "\tcomp_list = verify_distribution(network_list, p)\n", + "\tsns.histplot(comp_list, kde=True, ax=axes.flatten()[idx])\n", + "\taxes.flatten()[idx].set_title(p)" ] }, { From e5546403e71f4b2d8fcb53c1150cfe27e77cfe12 Mon Sep 17 00:00:00 2001 From: Emmanuel Bolarinwa Date: Mon, 8 Apr 2024 17:25:57 +0100 Subject: [PATCH 10/13] modified introduction --- .../monte_carlo_case_study_nigeria_data.ipynb | 119 +++++++++++++----- 1 file changed, 86 insertions(+), 33 deletions(-) diff --git a/notebooks/monte_carlo_case_study_nigeria_data.ipynb b/notebooks/monte_carlo_case_study_nigeria_data.ipynb index 53127de..977664b 100644 --- a/notebooks/monte_carlo_case_study_nigeria_data.ipynb +++ b/notebooks/monte_carlo_case_study_nigeria_data.ipynb @@ -5,14 +5,16 @@ "metadata": {}, "source": [ "# Monte-Carlo Case Study using Nigeria's Power Data\n", - "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo method applied to Nigeria's power data.\n", + "This Jupyter Notebook serves as a case study for analyzing simulations created using Monte-Carlo method applied to Nigeria's power data. The origin of this work is from the base case study performed on the Nigeria's power data [here](https://www.sciencedirect.com/science/article/pii/S0306261923004609?via%3Dihub)\n", "\n", "## Introduction\n", "\n", - "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance.\n", + "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance. \n", "\n", "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to PyPSA-Earth model, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", "\n", + "When modeling for African countries, it's crucial to incorporate uncertainty to facilitate informed decision-making. This case study examines several key parameters, including load, cost, and generating capacity.\n", + "\n", "By following this notebook, you will be able to understand the applied Monte-Carlo methodology, explore the power system simulations, and gain insights into Nigeria's power data.\n" ] }, @@ -30,6 +32,16 @@ "Additionally, sensitivity analysis guides resource allocation by pinpointing critical variables for optimal solutions. It aids in communicating uncertainties to stakeholders and informs scenario planning for future energy scenarios. The analysis also validates models by checking if changes in parameters align with expected outcomes, ensuring model reliability." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Configuration\n", + "To reproduce the simulation results,\n", + "- Use the tutorial config file ([config.tutorial.yaml](https://github.com/pypsa-meets-earth/pypsa-earth/blob/main/config.tutorial.yaml)) in [pypsa-earth](https://github.com/pypsa-meets-earth/pypsa-earth) repo\n", + "- Adjust the configuration for the [monte-carlo section](https://github.com/pypsa-meets-earth/pypsa-earth/blob/main/config.tutorial.yaml#L342-L372) as done in `monte_carlo_tutorial.ipynb` notebook" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -61,7 +73,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/gbotemi/miniconda3/envs/pypsa-earth/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", + "/Users/gbotemi/miniconda3/envs/pypsa-earth-osm/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", " warnings.warn(\n" ] } @@ -101,6 +113,31 @@ " config = yaml.safe_load(stream)[\"monte_carlo\"]" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = pypsa.Network(\"mc/pypsa-earth/networks/NG/elec_s_10_ec_lcopt_Co2L-24H.nc\")\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "n.plot()\n", + "plt.title(\"clustered network topology for Nigeria\")\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -110,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -128,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -150,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -218,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -228,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -246,10 +283,10 @@ " Method: Least Squares F-statistic: 12.08\n", "\n", "\n", - " Date: Mon, 18 Mar 2024 Prob (F-statistic): 2.50e-08\n", + " Date: Mon, 08 Apr 2024 Prob (F-statistic): 2.50e-08\n", "\n", "\n", - " Time: 17:11:19 Log-Likelihood: -42.506\n", + " Time: 17:06:57 Log-Likelihood: -42.506\n", "\n", "\n", " No. Observations: 49 AIC: 99.01\n", @@ -312,8 +349,8 @@ "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.668 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.613 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 12.08 \\\\\n", - "\\textbf{Date:} & Mon, 18 Mar 2024 & \\textbf{ Prob (F-statistic):} & 2.50e-08 \\\\\n", - "\\textbf{Time:} & 17:11:19 & \\textbf{ Log-Likelihood: } & -42.506 \\\\\n", + "\\textbf{Date:} & Mon, 08 Apr 2024 & \\textbf{ Prob (F-statistic):} & 2.50e-08 \\\\\n", + "\\textbf{Time:} & 17:06:57 & \\textbf{ Log-Likelihood: } & -42.506 \\\\\n", "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 99.01 \\\\\n", "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 112.3 \\\\\n", "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", @@ -354,8 +391,8 @@ "Dep. Variable: y R-squared (uncentered): 0.668\n", "Model: OLS Adj. R-squared (uncentered): 0.613\n", "Method: Least Squares F-statistic: 12.08\n", - "Date: Mon, 18 Mar 2024 Prob (F-statistic): 2.50e-08\n", - "Time: 17:11:19 Log-Likelihood: -42.506\n", + "Date: Mon, 08 Apr 2024 Prob (F-statistic): 2.50e-08\n", + "Time: 17:06:57 Log-Likelihood: -42.506\n", "No. Observations: 49 AIC: 99.01\n", "Df Residuals: 42 BIC: 112.3\n", "Df Model: 7 \n", @@ -383,7 +420,7 @@ "\"\"\"" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -392,14 +429,29 @@ "src.summary()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is labelling for the x-axis of the plots with regards to the selected parameters\n", + "\n", + "0: 'loads_t.p_set (Load_power)
\n", + "1: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]' (Max_Gen_Output_Solar)
\n", + "2: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]' (Max_Gen_Output_Wind)
\n", + "3: 'generators.capital_cost.loc[n.generators.carrier == \"solar\"]' (Gen_Capital_Cost_Solar)
\n", + "4: 'generators.capital_cost.loc[n.generators.carrier == \"onwind\"]' (Gen_Capital_Cost_Wind)
\n", + "5: 'generators.weight.loc[n.generators.carrier == \"onwind\"]' (Gen_Weight_Wind)
\n", + "6: 'generators.weight.loc[n.generators.carrier == \"solar\"] (Gen_Weight_Solar)" + ] + }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -410,8 +462,9 @@ ], "source": [ "# plot the beta coefficients\n", - "labels = ['loads_t+p_set', 'gen_t+p_max_pu+solar', 'gen_t+p_max_pu+onwind',\n", - " 'gen_t+cc+solar', 'gen_t+cc+onwind', 'gen_t+w+onwind', 'gen_t+w+solar']\n", + "labels = ['Load_power', 'Max_Gen_Output_Solar', 'Max_Gen_Output_Wind', \n", + "\t'Gen_Capital_Cost_Solar', 'Gen_Capital_Cost_Wind', \n", + "\t'Gen_Weight_Wind', 'Gen_Weight_Solar']\n", "sns.barplot(src_beta_coefficients)\n", "plt.title(\"Beta coefficients of the parameters\")\n", "plt.xticks(np.arange(7), labels, rotation=90)\n", @@ -422,15 +475,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Here is labelling for the x-axis of the plots with regards to the selected parameters\n", + "#### Config Parameters\n", + "0: Load Setpoint: Active power consumption.
\n", + "1 & 2: Max Gen Output (Solar/Wind): The maximum output for each snapshot per unit of p_nom for the optimization.
\n", + "3 & 4: Generator Capital Cost (Solar/Wind): The capital cost of extending p_nom by 1 MW..
\n", + "5 & 6: Generator Weight (Solar/Wind): The weighting of a generator.\n", "\n", - "0: 'loads_t.p_set (loads_t+p_set)
\n", - "1: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"solar\"]' (gen_t+p_max_pu+solar)
\n", - "2: 'generators_t.p_max_pu.loc[:, n.generators.carrier == \"onwind\"]' (gen_t+p_max_pu+onwind)
\n", - "3: 'generators.capital_cost.loc[n.generators.carrier == \"solar\"]' (gen_t+cc+solar)
\n", - "4: 'generators.capital_cost.loc[n.generators.carrier == \"onwind\"]' (gen_t+cc+onwind)
\n", - "5: 'generators.weight.loc[n.generators.carrier == \"onwind\"]' (gen_t+w+onwind)
\n", - "6: 'generators.weight.loc[n.generators.carrier == \"solar\"] (gen_t+w+solar)" + "To find out more about the parameters, check [load](https://pypsa.readthedocs.io/en/latest/components.html#load) and [generator](https://pypsa.readthedocs.io/en/latest/components.html#generator)\n" ] }, { @@ -444,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -457,12 +508,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -473,8 +524,9 @@ ], "source": [ "# plot the pearson correlation coefficients\n", - "labels = ['loads_t+p_set', 'gen_t+p_max_pu+solar', 'gen_t+p_max_pu+onwind',\n", - " 'gen_t+cc+solar', 'gen_t+cc+onwind', 'gen_t+w+onwind', 'gen_t+w+solar']\n", + "labels = ['Load_power', 'Max_Gen_Output_Solar', 'Max_Gen_Output_Wind', \n", + "\t'Gen_Capital_Cost_Solar', 'Gen_Capital_Cost_Wind', \n", + "\t'Gen_Weight_Wind', 'Gen_Weight_Solar']\n", "sns.barplot(pcc)\n", "plt.title(\"Pearson correlation coefficients of the parameters\")\n", "plt.xticks(np.arange(7), labels, rotation=90)\n", @@ -485,6 +537,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Conclusion\n", "The Monte Carlo sensitivity analysis conducted using Partial Correlation Coefficients (PCC) and Standardized Regression Coefficients (SRC) reveals that the parameter `load` exhibits greater significance compared to other parameters. This finding underscores the crucial role of the `load` parameter in influencing the outcomes of the model. Understanding the relative importance of various parameters is essential for decision-makers to prioritize interventions and allocate resources effectively. Consequently, this insight can inform strategic planning and policy formulation processes, enabling stakeholders to make informed decisions that maximize system performance and optimize outcomes." ] } From 6ed65ce2edb1b20bcbd52de84d2f94bb5c97e04c Mon Sep 17 00:00:00 2001 From: Emmanuel Bolarinwa Date: Mon, 17 Jun 2024 03:24:48 +0100 Subject: [PATCH 11/13] adjusted notebook based on comments --- .../monte_carlo_case_study_nigeria_data.ipynb | 156 ++++++++++-------- notebooks/monte_carlo_tutorial.ipynb | 56 +++++-- 2 files changed, 126 insertions(+), 86 deletions(-) diff --git a/notebooks/monte_carlo_case_study_nigeria_data.ipynb b/notebooks/monte_carlo_case_study_nigeria_data.ipynb index 977664b..e58c294 100644 --- a/notebooks/monte_carlo_case_study_nigeria_data.ipynb +++ b/notebooks/monte_carlo_case_study_nigeria_data.ipynb @@ -9,9 +9,9 @@ "\n", "## Introduction\n", "\n", - "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and assess the uncertainty in the power system's performance. \n", + "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and allow to address the model features. \n", "\n", - "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables. By applying this method to PyPSA-Earth model, we can assess the reliability and robustness of the power system under different scenarios and identify potential areas for improvement.\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters, providing a comprehensive understanding of potential outcomes. By applying this method to PyPSA-Earth model, we can assess the reliability and robustness of the model under different scenarios and identify potential areas for improvement.\n", "\n", "When modeling for African countries, it's crucial to incorporate uncertainty to facilitate informed decision-making. This case study examines several key parameters, including load, cost, and generating capacity.\n", "\n", @@ -26,8 +26,7 @@ "\n", "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. This notebook reproduces the Nigeria model previously created in the monte_carlo_tutorial notebook. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", "\n", - "Decision-makers use this information to understand the implications of different choices on system performance and costs. \n", - "Energy models inform policy decisions. Sensitivity analysis helps policymakers understand which factors drive energy transitions. \n", + "Decision-makers use this information to comprehend the implications of various choices on system performance and costs. Energy models play a crucial role in informing policy decisions by providing insights into potential outcomes. Additionally, sensitivity analysis helps policymakers identify the key factors driving energy transitions, ensuring more effective and targeted policy development.\n", "\n", "Additionally, sensitivity analysis guides resource allocation by pinpointing critical variables for optimal solutions. It aids in communicating uncertainties to stakeholders and informs scenario planning for future energy scenarios. The analysis also validates models by checking if changes in parameters align with expected outcomes, ensuring model reliability." ] @@ -60,8 +59,7 @@ "import sys\n", "\n", "if not os.path.isdir(\"pypsa-earth\"):\n", - " os.chdir(\"../..\")\n", - "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")\n" + " os.chdir(\"../../pypsa-earth/scripts\")\n" ] }, { @@ -73,7 +71,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/gbotemi/miniconda3/envs/pypsa-earth-osm/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", + "/Users/gbotemi/miniconda3/envs/pypsa-earth/lib/python3.10/site-packages/pypsa/networkclustering.py:16: UserWarning: The namespace `pypsa.networkclustering` is deprecated and will be removed in PyPSA v0.24. Please use `pypsa.clustering.spatial instead`. \n", " warnings.warn(\n" ] } @@ -88,7 +86,7 @@ "import statsmodels.api as sm\n", "from scipy.stats.mstats import zscore\n", "from scipy import stats\n", - "from scripts.monte_carlo import (\n", + "from monte_carlo import (\n", " monte_carlo_sampling_pydoe2, monte_carlo_sampling_scipy, \n", " monte_carlo_sampling_chaospy, validate_parameters)\n", "import logging\n", @@ -109,7 +107,7 @@ "outputs": [], "source": [ "# load the config file used for the monte carlo simulation\n", - "with open(\"mc/pypsa-earth/config.yaml\", \"r\") as stream:\n", + "with open(\"../config.yaml\", \"r\") as stream:\n", " config = yaml.safe_load(stream)[\"monte_carlo\"]" ] }, @@ -120,7 +118,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -130,7 +128,7 @@ } ], "source": [ - "n = pypsa.Network(\"mc/pypsa-earth/networks/NG/elec_s_10_ec_lcopt_Co2L-24H.nc\")\n", + "n = pypsa.Network(\"../networks/elec_s_10_ec_lcopt_Co2L-24H.nc\")\n", "\n", "plt.figure(figsize=(10, 5))\n", "n.plot()\n", @@ -142,7 +140,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Loading simulation results" + "### Loading simulation results\n", + "The simulation results is based on the monte-carlo configuration defined in the monte_carlo_tutorial notebook focusing on the Nigeria power data. This allows to analyse and interprete the results." ] }, { @@ -156,7 +155,7 @@ "\n", "for count in range(0,49):\n", " # set directory of solved networks in results folder\n", - " path = f\"mc/pypsa-earth/results/NG/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " path = f\"../results/new/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", " network = pypsa.Network(path)\n", " network_list.append(network)\n", "\n", @@ -244,6 +243,13 @@ "y = network_obejective_list" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**NB**:Correlations are calculated against the objective function. This helps in understanding how each parameter influences the optimization results" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -274,25 +280,25 @@ "\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", @@ -306,39 +312,39 @@ " \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", "
OLS Regression Results
Dep. Variable: y R-squared (uncentered): 0.668Dep. Variable: y R-squared (uncentered): 0.685
Model: OLS Adj. R-squared (uncentered): 0.613Model: OLS Adj. R-squared (uncentered): 0.632
Method: Least Squares F-statistic: 12.08Method: Least Squares F-statistic: 13.05
Date: Mon, 08 Apr 2024 Prob (F-statistic): 2.50e-08Date: Mon, 17 Jun 2024 Prob (F-statistic): 8.85e-09
Time: 17:06:57 Log-Likelihood: -42.506Time: 03:22:49 Log-Likelihood: -41.227
No. Observations: 49 AIC: 99.01No. Observations: 49 AIC: 96.45
Df Residuals: 42 BIC: 112.3Df Residuals: 42 BIC: 109.7
Df Model: 7 coef std err t P>|t| [0.025 0.975]
x1 0.7293 0.093 7.834 0.000 0.541 0.917x1 0.5263 0.091 5.798 0.000 0.343 0.709
x2 -0.1198 0.094 -1.276 0.209 -0.309 0.070x2 -0.3718 0.092 -4.050 0.000 -0.557 -0.187
x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031x3 -0.2141 0.098 -2.191 0.034 -0.411 -0.017
x4 0.3370 0.098 3.436 0.001 0.139 0.535x4 0.5625 0.095 5.908 0.000 0.370 0.755
x5 0.1826 0.096 1.898 0.065 -0.012 0.377x5 0.2012 0.093 2.167 0.036 0.014 0.389
x6 -0.0295 0.097 -0.303 0.763 -0.226 0.167x6 0.0036 0.095 0.038 0.970 -0.188 0.195
x7 -0.0671 0.092 -0.728 0.470 -0.253 0.119x7 -0.0304 0.090 -0.339 0.736 -0.211 0.151
\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
Omnibus: 7.069 Durbin-Watson: 2.258Omnibus: 6.677 Durbin-Watson: 2.180
Prob(Omnibus): 0.029 Jarque-Bera (JB): 7.828Prob(Omnibus): 0.035 Jarque-Bera (JB): 6.628
Skew: -0.487 Prob(JB): 0.0200Skew: -0.521 Prob(JB): 0.0364
Kurtosis: 4.699 Cond. No. 1.96Kurtosis: 4.469 Cond. No. 1.97


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], @@ -346,13 +352,13 @@ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", - "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.668 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.613 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 12.08 \\\\\n", - "\\textbf{Date:} & Mon, 08 Apr 2024 & \\textbf{ Prob (F-statistic):} & 2.50e-08 \\\\\n", - "\\textbf{Time:} & 17:06:57 & \\textbf{ Log-Likelihood: } & -42.506 \\\\\n", - "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 99.01 \\\\\n", - "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 112.3 \\\\\n", + "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.685 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.632 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 13.05 \\\\\n", + "\\textbf{Date:} & Mon, 17 Jun 2024 & \\textbf{ Prob (F-statistic):} & 8.85e-09 \\\\\n", + "\\textbf{Time:} & 03:22:49 & \\textbf{ Log-Likelihood: } & -41.227 \\\\\n", + "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 96.45 \\\\\n", + "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 109.7 \\\\\n", "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", @@ -360,20 +366,20 @@ "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", - "\\textbf{x1} & 0.7293 & 0.093 & 7.834 & 0.000 & 0.541 & 0.917 \\\\\n", - "\\textbf{x2} & -0.1198 & 0.094 & -1.276 & 0.209 & -0.309 & 0.070 \\\\\n", - "\\textbf{x3} & -0.1697 & 0.100 & -1.703 & 0.096 & -0.371 & 0.031 \\\\\n", - "\\textbf{x4} & 0.3370 & 0.098 & 3.436 & 0.001 & 0.139 & 0.535 \\\\\n", - "\\textbf{x5} & 0.1826 & 0.096 & 1.898 & 0.065 & -0.012 & 0.377 \\\\\n", - "\\textbf{x6} & -0.0295 & 0.097 & -0.303 & 0.763 & -0.226 & 0.167 \\\\\n", - "\\textbf{x7} & -0.0671 & 0.092 & -0.728 & 0.470 & -0.253 & 0.119 \\\\\n", + "\\textbf{x1} & 0.5263 & 0.091 & 5.798 & 0.000 & 0.343 & 0.709 \\\\\n", + "\\textbf{x2} & -0.3718 & 0.092 & -4.050 & 0.000 & -0.557 & -0.187 \\\\\n", + "\\textbf{x3} & -0.2141 & 0.098 & -2.191 & 0.034 & -0.411 & -0.017 \\\\\n", + "\\textbf{x4} & 0.5625 & 0.095 & 5.908 & 0.000 & 0.370 & 0.755 \\\\\n", + "\\textbf{x5} & 0.2012 & 0.093 & 2.167 & 0.036 & 0.014 & 0.389 \\\\\n", + "\\textbf{x6} & 0.0036 & 0.095 & 0.038 & 0.970 & -0.188 & 0.195 \\\\\n", + "\\textbf{x7} & -0.0304 & 0.090 & -0.339 & 0.736 & -0.211 & 0.151 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 7.069 & \\textbf{ Durbin-Watson: } & 2.258 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.029 & \\textbf{ Jarque-Bera (JB): } & 7.828 \\\\\n", - "\\textbf{Skew:} & -0.487 & \\textbf{ Prob(JB): } & 0.0200 \\\\\n", - "\\textbf{Kurtosis:} & 4.699 & \\textbf{ Cond. No. } & 1.96 \\\\\n", + "\\textbf{Omnibus:} & 6.677 & \\textbf{ Durbin-Watson: } & 2.180 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.035 & \\textbf{ Jarque-Bera (JB): } & 6.628 \\\\\n", + "\\textbf{Skew:} & -0.521 & \\textbf{ Prob(JB): } & 0.0364 \\\\\n", + "\\textbf{Kurtosis:} & 4.469 & \\textbf{ Cond. No. } & 1.97 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", @@ -388,30 +394,30 @@ "\"\"\"\n", " OLS Regression Results \n", "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 0.668\n", - "Model: OLS Adj. R-squared (uncentered): 0.613\n", - "Method: Least Squares F-statistic: 12.08\n", - "Date: Mon, 08 Apr 2024 Prob (F-statistic): 2.50e-08\n", - "Time: 17:06:57 Log-Likelihood: -42.506\n", - "No. Observations: 49 AIC: 99.01\n", - "Df Residuals: 42 BIC: 112.3\n", + "Dep. Variable: y R-squared (uncentered): 0.685\n", + "Model: OLS Adj. R-squared (uncentered): 0.632\n", + "Method: Least Squares F-statistic: 13.05\n", + "Date: Mon, 17 Jun 2024 Prob (F-statistic): 8.85e-09\n", + "Time: 03:22:49 Log-Likelihood: -41.227\n", + "No. Observations: 49 AIC: 96.45\n", + "Df Residuals: 42 BIC: 109.7\n", "Df Model: 7 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "x1 0.7293 0.093 7.834 0.000 0.541 0.917\n", - "x2 -0.1198 0.094 -1.276 0.209 -0.309 0.070\n", - "x3 -0.1697 0.100 -1.703 0.096 -0.371 0.031\n", - "x4 0.3370 0.098 3.436 0.001 0.139 0.535\n", - "x5 0.1826 0.096 1.898 0.065 -0.012 0.377\n", - "x6 -0.0295 0.097 -0.303 0.763 -0.226 0.167\n", - "x7 -0.0671 0.092 -0.728 0.470 -0.253 0.119\n", + "x1 0.5263 0.091 5.798 0.000 0.343 0.709\n", + "x2 -0.3718 0.092 -4.050 0.000 -0.557 -0.187\n", + "x3 -0.2141 0.098 -2.191 0.034 -0.411 -0.017\n", + "x4 0.5625 0.095 5.908 0.000 0.370 0.755\n", + "x5 0.2012 0.093 2.167 0.036 0.014 0.389\n", + "x6 0.0036 0.095 0.038 0.970 -0.188 0.195\n", + "x7 -0.0304 0.090 -0.339 0.736 -0.211 0.151\n", "==============================================================================\n", - "Omnibus: 7.069 Durbin-Watson: 2.258\n", - "Prob(Omnibus): 0.029 Jarque-Bera (JB): 7.828\n", - "Skew: -0.487 Prob(JB): 0.0200\n", - "Kurtosis: 4.699 Cond. No. 1.96\n", + "Omnibus: 6.677 Durbin-Watson: 2.180\n", + "Prob(Omnibus): 0.035 Jarque-Bera (JB): 6.628\n", + "Skew: -0.521 Prob(JB): 0.0364\n", + "Kurtosis: 4.469 Cond. No. 1.97\n", "==============================================================================\n", "\n", "Notes:\n", @@ -451,7 +457,7 @@ "outputs": [ { "data": { - "image/png": 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aVZm5WrVqWLlyJfbv3//Vy8bR0RFHjx5FcnKyctq1a9fQq1evTAe5nMzx6TL+6aefMHnyZAAfBu82bdqgU6dOePXqFV6/fp3h9Xnz5kW1atUQFhaG1NRU5fRXr17h0KFDymX/tXmyw8nJCW/evIEQQuXn6caNG1iwYEGGQzSfSj88l+6vv/5C2bJlUaFCBURHRyMtLQ0DBgxQFpfU1FTl4bm0tDS17xsVFYX8+fOjV69eyuKSmJiIqKioLF+XHTVr1oSxsTFiY2NVPrOxsTFmzZql/CbUp8uzdu3aAIDnz5+rvC4hIQFz5szJUOQ+Nn36dLRr1w5CCJiZmaFevXrKSx+kfzOO9Bv3vJBsvX79GmfPnlU+TklJwd9//41du3ahffv2yo344MGDMXbsWBgaGqJevXp4+fIlFi5ciNjYWNja2gL432+J+/fvR926dWFrawsjIyPMnDkTPXr0QHJyMrZu3YpDhw4BgNpzOaytrdGkSRMEBgbi3bt3sLW1xbFjx7B//37MmTMHhQoVQq9evTB//nwYGxujfv36ePDgAebOnYsqVaqgTZs2AICff/4ZP/30E3r37o0OHTogT5482LhxIw4cOIDg4OCvXmY///wz2rdvr9z9npycjLlz58LW1hZ169bNcJGxnMxRoEABXL58GadPn0aNGjVQu3ZtLF++HMWKFYO9vT1iY2OxYsUKODk5qT009uuvv8LX1xc9e/aEj48PUlJSsHTpUiQnJ6N///7/KU92eHp6onbt2vj555/x888/w8LCAufPn8e8efPg4eHx2UN6K1euhKmpKezs7LBv3z4cPHgQs2bNAgBlhokTJ6Jt27Z4+fIl1q5di6tXrwL48DOX2SGf9NeuX78e06ZNQ7169RAXF4eQkBA8ffpU7d7F7CpcuDB69uyJuXPn4vXr13B2dkZsbCzmzp0LhUKh3GOXvg7t3r0bNWvWhKWlJVq0aIExY8YgJiYG1apVw507dxAUFIRy5cpluhcnnaurK1asWIGAgAC0aNECKSkpWLZsGQoVKgQXF5f/9HlIN7C8kGxdvnwZ7du3Vz7OkycPKlSogMGDB8PX11c5/YcffkC+fPmwbNkybNy4EXnz5oWDgwMCAwOVh2mcnZ3h5uaGWbNm4cSJE1i6dClmzZqF+fPno2/fvihYsCDs7OywZs0adO7cGZGRkcrriXxq5syZmD9/PtasWYPnz5/jm2++wZw5c9CkSRMAgL+/P4oVK4a1a9di8+bNKFSoEJo0aYJBgwYpzz2wtrZGaGgogoKCMGzYMAghYGlpiQULFqB+/fpfvcxsbGywZs0azJo1C4MHD0a+fPng6emJIUOGZDhMk9M5evTogSlTpsDX1xcrVqzAwIEDYWJigi1btmDBggXInz8/vLy88Ouvv6p9j/RBLTg4GL/88gtMTEzg6OiI6dOnf9EVlTPLkx0GBgZYunQp5s6diyVLluDZs2coWbIkunXrhn79+n329SNHjsS2bduwZMkSVK5cGcHBwWjcuDGADz+DY8eOxYoVK/DXX3+hWLFicHZ2xvz589GvXz/lydaZad26NR48eIAtW7Zg3bp1KFmyJDw9PdGxY0eMGTMGN2/e/E9XTR40aBCKFy+OdevWYdmyZShYsCBcXV3xyy+/KE/0bdSoEXbs2IGAgAC0a9cO48ePx9SpU7FkyRJs2LABjx8/RtGiRfH9999j0KBBKiddf6pu3boIDAzE8uXL0b9/fygUCtSqVQurV6/WyuFByv0UIqsz6oiI6D87deoUunTpgtWrV/Oqv0Q5gOe8EBERkaywvBAREZGs8LARERERyQr3vBAREZGssLwQERGRrLC8EBERkazo3HVeoqOjIYSAsbGx1FGIiIgom1JSUqBQKDLc5DUzOldehBBZ3gyOiIiIcp8vGbt1rryk73H59G7DRERElHt9yU1Eec4LERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJit6Vl7Q0IXUEjdOHz0hERPrLSOoA2mZgoMCC9eGIiXshdRSNKFuiIPp1cJc6BhERkcboXXkBgJi4F7gb81zqGERERPQV9O6wEREREckbywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREcmKRspLWloagoODUadOHdSsWRM9evTAvXv31M6fkpKCWbNmoU6dOrCzs4OPjw+uXLmiiWhEREQkcxopLwsXLsSGDRswefJkbNy4EQqFAn5+fkhOTs50/vHjx+OPP/7ApEmTsGXLFhQqVAh+fn549eqVJuIRERGRjOV4eUlOTsby5cvh7+8PT09PWFtbIygoCLGxsdi/f3+G+e/fv48//vgDU6dOxXfffQcLCwtMmTIFJiYmuHjxYk7HIyIiIpnL8fJy9epVJCYmwsXFRTmtQIECsLGxQURERIb5jx07hgIFCqBu3boq8//zzz9wdXXN6XhEREQkc0Y5/YaPHz8GAJQuXVpleokSJfDo0aMM89+9exfly5fHvn37sHTpUsTGxsLGxgYBAQGwsLD4qgxCCLx58ybDdIVCATMzs696T7l5+/YthBBSxyAiIsoWIQQUCkW25s3x8vL27VsAgImJicr0PHny4MWLFxnmf/36Nf79918sXLgQw4YNQ4ECBbBo0SJ07NgRYWFhKFq06BdnSElJyfSEXzMzM9jY2Hzx+8nRnTt3lP8XREREcvBpd1Anx8uLqakpgA/nvqT/HQCSkpIy3ethbGyMV69eISgoSLmnJSgoCJ6enti2bRt69uz5xRmMjY1RpUqVDNOz2+h0wTfffMM9L0REJBs3b97M9rw5Xl7SDxfFxcWhQoUKyulxcXGwtrbOMH+pUqVgZGSkcojI1NQU5cuXx4MHD74qg0KhQN68eb/qtbpCXw6PERGRbviSHQw5fsKutbU1zM3NcerUKeW0ly9f4vLly3B0dMwwv6OjI96/f48LFy4op7179w73799HxYoVczoeERERyVyO73kxMTGBj48PAgMDUaRIEZQtWxYzZ85EqVKl0LBhQ6SmpiI+Ph758+eHqakpHB0d4ebmhuHDh2PixIkoVKgQgoODYWhoiJYtW+Z0PCIiIpI5jVykbsCAAWjXrh1Gjx6NDh06wNDQECEhITAxMcGjR4/g4eGBsLAw5fzz5s2Dk5MT+vfvj3bt2uH169dYvXo1ihQpool4REREJGMKoWNndaYffqpevbraeUbODcPdmOfaiqRVlcoWxpSB30sdg4iI6ItkZ/xOxxszEhERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrGikvKSlpSE4OBh16tRBzZo10aNHD9y7dy9br921axesrKzw4MEDTUQjIiIimdNIeVm4cCE2bNiAyZMnY+PGjVAoFPDz80NycnKWr4uJicGECRM0EYmIiIh0RI6Xl+TkZCxfvhz+/v7w9PSEtbU1goKCEBsbi/3796t9XVpaGoYOHQpbW9ucjkREREQ6JMfLy9WrV5GYmAgXFxfltAIFCsDGxgYRERFqX7d48WKkpKSgd+/eOR2JiIiIdIhRTr/h48ePAQClS5dWmV6iRAk8evQo09ecP38ey5cvxx9//IHY2Nj/nEEIgTdv3mSYrlAoYGZm9p/fXw7evn0LIYTUMYiIiLJFCAGFQpGteXO8vLx9+xYAYGJiojI9T548ePHiRYb537x5gyFDhmDIkCGoVKlSjpSXlJQUXLlyJcN0MzMz2NjY/Of3l4M7d+4o/y+IiIjk4NPuoE6OlxdTU1MAH859Sf87ACQlJWW612Py5MmoVKkSfvrppxzLYGxsjCpVqmSYnt1Gpwu++eYb7nkhIiLZuHnzZrbnzfHykn64KC4uDhUqVFBOj4uLg7W1dYb5t2zZAhMTE9jb2wMAUlNTAQDNmjVDixYtMHHixC/OoFAokDdv3q+JrzP05fAYERHphi/ZwZDj5cXa2hrm5uY4deqUsry8fPkSly9fho+PT4b59+3bp/L43LlzGDp0KJYuXQoLC4ucjkdEREQyl+PlxcTEBD4+PggMDESRIkVQtmxZzJw5E6VKlULDhg2RmpqK+Ph45M+fH6ampqhYsaLK69NP+C1TpgyKFi2a0/GIiIhI5jRykboBAwagXbt2GD16NDp06ABDQ0OEhITAxMQEjx49goeHB8LCwjTxTxMREZGOy/E9LwBgaGiIoUOHYujQoRmeK1euHK5du6b2tc7Ozlk+T0RERPqNN2YkIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWWF5ISIiIllheSGi/yQtTUgdQeP04TMSyYmR1AGISN4MDBRYsD4cMXEvpI6iEWVLFES/Du5SxyCij7C8ENF/FhP3Andjnksdg4j0BA8bERERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaxopLykpaUhODgYderUQc2aNdGjRw/cu3dP7fw3btxAr1694OzsDFdXVwwYMAAPHz7URDQiIiKSOY2Ul4ULF2LDhg2YPHkyNm7cCIVCAT8/PyQnJ2eY9/nz5+jevTvy5cuHtWvX4vfff8fz58/Rs2dPJCUlaSIeERERyViOl5fk5GQsX74c/v7+8PT0hLW1NYKCghAbG4v9+/dnmP/AgQN4+/Ytpk2bhm+//RbVqlXDzJkzcevWLZw5cyan4xEREZHM5Xh5uXr1KhITE+Hi4qKcVqBAAdjY2CAiIiLD/K6urliwYAHy5MmT4bkXL17kdDwiIiKSOaOcfsPHjx8DAEqXLq0yvUSJEnj06FGG+cuVK4dy5cqpTFuyZAny5MmD2rVrf1UGIQTevHmTYbpCoYCZmdlXvafcvH37FkIIqWOQjuM6RUQ5RQgBhUKRrXlzvLy8ffsWAGBiYqIyPU+ePNnak7J69WqsW7cOI0aMQNGiRb8qQ0pKCq5cuZJhupmZGWxsbL7qPeXmzp07yv8LIk3hOkVEOenT7qBOjpcXU1NTAB/OfUn/OwAkJSVl+RuaEAJz587FokWL0Lt3b3Tr1u2rMxgbG6NKlSoZpme30emCb775hr8lksZxnSKinHLz5s1sz5vj5SX9cFFcXBwqVKignB4XFwdra+tMX5OSkoIRI0Zg9+7dGDZsGHx9ff9TBoVCgbx58/6n95A7fdmVT6QtXKeINOtLfhnK8RN2ra2tYW5ujlOnTimnvXz5EpcvX4ajo2Omrxk2bBj++usvzJo16z8XFyIiItJtOb7nxcTEBD4+PggMDESRIkVQtmxZzJw5E6VKlULDhg2RmpqK+Ph45M+fH6ampti6dSvCwsIwbNgwODk54cmTJ8r3Sp+HiIiIKJ1GLlI3YMAAtGvXDqNHj0aHDh1gaGiIkJAQmJiY4NGjR/Dw8EBYWBgAYPfu3QCAGTNmwMPDQ+VP+jxERERE6XJ8zwsAGBoaYujQoRg6dGiG58qVK4dr164pHy9fvlwTEYiIJJeWJmBgoNsnNevDZ6TcRyPlhYiIAAMDBRasD0dMnG5ecLNsiYLo18Fd6hikh1heiIg0KCbuBe7GPJc6BpFO0cg5L0RERESawvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLKikfKSlpaG4OBg1KlTBzVr1kSPHj1w7949tfM/f/4cv/76K2rXro3atWtjzJgxePPmjSaiERERkcxppLwsXLgQGzZswOTJk7Fx40YoFAr4+fkhOTk50/kHDBiA+/fvY+XKlQgODkZ4eDgmTJigiWhEREQkczleXpKTk7F8+XL4+/vD09MT1tbWCAoKQmxsLPbv359h/ujoaJw+fRpTp06Fra0tXF1dMXHiROzYsQOxsbE5HY+IiIhkLsfLy9WrV5GYmAgXFxfltAIFCsDGxgYREREZ5o+MjETx4sVhYWGhnObk5ASFQoGoqKicjkdEREQyl+Pl5fHjxwCA0qVLq0wvUaIEHj16lGH+2NjYDPOamJigUKFCmc5PRERE+s0op9/w7du3AD4UkI/lyZMHL168yHT+T+dNnz8pKemrMgghMj3hV6FQwMzMDGVLFPyq95WD9M/29u1bCCG+6LUKhUITkXKdL10uAJeNOlyn1OOyyZo+rFNfs60B9HfZCCGy/dlzvLyYmpoC+HDuS/rfASApKQlmZmaZzp/ZibxJSUnImzfvV2VISUnBlStXMkw3NjaGjY0t+nVw/6r3lYv371Nx48YNpKSkZPs16cvGyMhQg8mk9/59Ki5fvsRlk4n/smy4TmXEZaOePqxTX7M+AVw2me3MyEyOl5f0Q0BxcXGoUKGCcnpcXBysra0zzF+qVCkcOHBAZVpycjISEhJQsmTJr8pgbGyMKlWqZPpcSkoyvvBnSZbUfX51FAoFjIwMsWB9OGLiMu4h0wVlSxREvw7u+Pbbb7/4N2guG/W4TqnHZZM5XV+n/sv6pM/L5ubNm9l+nxwvL9bW1jA3N8epU6eU5eXly5e4fPkyfHx8Msxfu3ZtBAYG4t69e6hYsSIA4NSpUwAABweHr8qgUCi+eq+NvouJe4G7Mc+ljqFRme0BzA4uG6Kcpevr1H9Zn/Rx2XzJ4bIcLy8mJibw8fFBYGAgihQpgrJly2LmzJkoVaoUGjZsiNTUVMTHxyN//vwwNTVFzZo14eDggMGDB2P8+PF48+YNxo0bh1atWn31nhciIiLSXRq5SN2AAQPQrl07jB49Gh06dIChoSFCQkJgYmKCR48ewcPDA2FhYQA+NK358+ejXLly6Nq1KwYNGoS6deti/PjxmohGREREMpfje14AwNDQEEOHDsXQoUMzPFeuXDlcu3ZNZVrRokURHBysiShERESkY3hjRiIiIpIVlhciIiKSFZYXIiIikhWWFyIiIpIVjZywS0RE9Dm6eusEXf1cuQnLCxERaV1amtDpWyekpQkYGOj+PYqkwsNGRESkdbo+sOv655MaywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQpvzEhERJTL6OqdqXPqc7G8EBER5SK84/bn8bARERFRLqLrd6TOic/H8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESywvJCREREssLyQkRERLLC8kJERESyYiR1AMpdypYoKHUEjdHlz0ZEpE9YXkgpLU2gXwd3qWNoVFqagIGBQuoYRET0H/CwESnpw6CuD5+RiEjXsbwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrLC8EBERkaywvBAREZGssLwQERGRrBhJHYBILsqWKCh1BI3R5c9GRLqH5YUoG9LSBPp1cJc6hkalpQkYGCikjkFE9Fk8bESUDfowqOvDZyQi3cDyQkRERLLC8kJERESywvJCREREssLyQkRERLKS4+UlKSkJEyZMgKurK+zt7TFgwAA8e/Ysy9ecOXMGnTt3Rq1atVCnTh2MGjUKCQkJOR2NiIiIdECOl5fx48cjPDwc8+bNw6pVq3D//n0MHDhQ7fx37tyBr68vrK2tsXnzZgQFBeH8+fMYMGBATkcjIiIiHZCj5SU2Nhbbt2/H6NGj4ejoiBo1amD27NmIiIjA2bNnM33N9u3bUaJECYwcORKVK1eGo6Mjxo0bh1OnTuH+/fs5GY+IiIh0QI6Wl6ioKACAs7Ozcto333yDkiVLIiIiItPXtGjRAtOnT4dCkfEaEzx0RERERJ/K0SvsxsbGonDhwsiTJ4/K9BIlSuDRo0eZvsbCwiLDtN9//x3FixeHtbX1V+UQQuDNmzdf9VoiIiLSPiFEpjsyMvNF5eXBgweoX7++2ucHDhwIExOTDNPz5MmDpKSkbP0b06ZNw+HDhxEcHAxjY+MviaeUkpKCK1eufNVriYiISBqZdYjMfFF5KVmyJMLCwtQ+f/jwYSQnJ2eYnpSUBDMzsyzfOyUlBWPHjsW2bdswbtw4NGrU6EuiqTA2NkaVKlW++vVERESkXTdv3sz2vF9UXoyNjTM9zJPu2rVrSEhIQHJyskp7iouLQ6lSpdS+7vXr1+jfvz8iIyMxa9YseHt7f0msDBQKBfLmzfuf3oOIiIi0J7uHjIAcPmG3Vq1aSEtLU564CwC3b99GbGwsHB0dM31NcnIyevfujQsXLmDZsmX/ubgQERGRbsvR8lKyZEl4e3tj9OjROHXqFM6fP49ff/0VTk5OsLOzA/ChrDx58kR5eGnJkiWIiorCxIkTYWFhgSdPnij/ZHYIioiIiPSbQgghcvIN37x5gylTpmDv3r0AgLp162L06NEoXLgwAODUqVPo0qULVq9eDWdnZzRu3Bh3797N9L3S5/kSZ86cgRAi2yf9EBERkfSSk5OhUCjg4ODw2XlzvLxILTo6GkKIr/6mEhEREWlfSkoKFAoF7O3tPzuvzpUXIiIi0m28qzQRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsRERHJCssLERERyQrLCxEREckKywsR5WqvX7+WOgIR5TIsLxrAjS1RzmnZsiUuXbokdQwindG3b1/cunVL6hj/iZHUAXRRy5YtERwcDFtbW6mj5Dp9+/bFkCFDYGFhIXUUkomkpCSYmZlJHSPX8PLygkKhyNa8f//9t4bT5C4jRozI9rxTp07VYJLcLTIyEnny5JE6xn/C8qIB3NiqpwsrTU7ixvbzOnXqhP79+6NTp06oUKECTE1NVZ6vXbu2RMmk0bp1a2V5efHiBUJDQ1GvXj3Y29vDyMgIFy5cwL59+9CjRw+Jk2rfgwcPlH8XQiAyMhLFihWDjY0NjIyMcPXqVcTGxqJ+/foSppRe69atERgYiH79+qFixYowMTGROtIXUwghhNQhdM2iRYuwa9cubmwzMWXKFMTFxcl6pclJnTt3Vv79cxvb4OBgCZNKx9raWu1zCoUCV65c0WKa3KVfv36ws7ODn5+fyvQ1a9bgwIEDWLVqlUTJpDd79mzExMRg6tSpyu1Mamoqxo4dC4VCgcmTJ0ucUDpeXl54+PCh2j14clinWF40gBtb9XRhpdEUbmwzFxMTk+XzZcuW1VKS3MfOzg47duxAxYoVVabfu3cPLVq0wLlz5yRKJj0nJyesX78+wyHq27dvo127djhz5oxEyaS3bdu2LJ9v3bq1lpJ8PR420gB9O878Jfz9/aWOkGtt2LAB69evV9kbZWhoCF9fX7Rr105vy0tW5eTdu3daTJL7lChRAsePH89QXg4cOKDXpQ4AjIyM8PDhwwzl5datW8ibN69EqXIHOZSTz2F50YD0jUZycjIePHiAChUqQAgBY2NjiZNJTxdWGk3hxjZzL168wKJFi3Dt2jWkpqYC+HCILSUlBTdu3EBUVJTECaXj6+uLSZMm4ezZs6hevTqEEIiKisL+/fsRGBgodTxJNWvWDKNGjcKgQYNQrVo15bKZN28eOnbsKHU8yf3zzz8q6xTwYcw6d+6cLA43srxogBACs2bNwpo1a5CSkoK9e/ciKCgIefLkwcSJE/W+xMh9pdEUbmwzN3HiRISHh8PDwwNhYWHw9vbGrVu3cPnyZfzyyy9Sx5NU+/btYW5ujjVr1mDfvn1QKBSoWrUqFi5cCE9PT6njSWrIkCF49+4dxo0bh/fv30MIgTx58sDHxwf9+vWTOp6kgoKCsGTJEpQoUQJPnjxByZIl8fTpU6SmpsLb21vqeNnC8qIBa9aswY4dOzBu3DhMnDgRANCgQQNMmDABRYsWxZAhQyROKB1dWGk0hRvbzB07dgwzZsyAp6cnrl69Cl9fX1hbW2PMmDG4efOm1PEk5+3trffrTmZMTEwwceJEDB8+HHfu3AEAWFhY8JugAHbs2IExY8agU6dO+O6777Bu3TrkzZsX/fr1Q/ny5aWOly0sLxqwceNGjB07Fg0bNsSkSZMAAN9//z1MTEzw22+/6XV50YWVRlO4sc1cYmIiLC0tAXxYHlevXoW1tTV8fHzQq1cvidNJLyoqClFRUUhJScGn37/o37+/RKlyh7dv3+LmzZvKZXPx4kXlc/r8rc+nT58q98xZW1vj/PnzaNKkCQYPHoxRo0Zh4MCBEif8PJYXDXjw4AGqVq2aYbqVlRWePn0qQaLcQxdWGk3ixjaj0qVLIyYmBqVLl0alSpVw9epVAICZmRlevHghcTppLV26FLNnz0bBggWRL18+lecUCoVel5dDhw5h6NCheP36dYZSp+/f+ixYsCASExMBABUrVlTuwSxTpgxiY2OljJZtLC8aULZsWZw/fx7lypVTmX748GG937ugCyuNpnBjm7kmTZpg2LBhmDFjBlxcXDBo0CDY2dnhwIEDGb5lo2/Wrl2Lvn376n3pz0xgYCAcHR0xcOBA5M+fX+o4uYqrqytmzJiByZMno1q1ali8eDE6duyIvXv3okiRIlLHyxaWFw3w9fXFhAkTEBsbCyEETpw4gQ0bNmDNmjVfdEVVXaQLK42mcGObOX9/f7x79w6PHj1C8+bN0bRpUwwaNAj58+fX2wv3pXvx4gVatWoldYxc6d69e5gzZw6qVKkidZRcZ+jQoejduzf27t2Ljh07YsWKFXB3dwcABAQESJwue3iROg3ZuHEjFi1ahMePHwMAihYtip49e6J79+4SJ5NWbGwsevfujVatWqFjx4746aeflHsUAgIC0LVrV4kTSqd69erYtm0bN7bZkJCQgPz588PQ0FDqKJLq0aMH2rRpg2bNmkkdJddp3rw5xowZAycnJ6mj5FpJSUnIkycP3r17hyNHjqBUqVKoUaOG1LGyheVFA+7fv688PBQfHw8hBIoWLSpxqtxFziuNpnBj+z8RERHZnldfzwUCgM2bN2PmzJlo06YNKleunOF2G/q8V+bIkSOYOXMmBg8enOmyKVOmjETJKCewvGiAtbU1vv32WzRs2BD169fn3aUpW7ix/R9ra2soFIoM5/58Sp/PBQJ4K5KsfLxsPr4diRBCL5dN+jqVHXJYNiwvGnDz5k0cPnwYhw4dQnR0NIoVKwYvLy80aNAATk5OMDLSr1ONdG2l0RRubP/nc/cz+pi+XwafMnfq1Kkstzv6todz69at2d4Oy+FK6CwvGvb69WscPXoUe/fuxf79+5EvXz6cPn1a6lhapWsrjaZwY5u1169f4/bt2zA2Nkb58uVhbm4udSQikgjLi4akpqbi/PnzOHnyJE6dOoXo6GgYGBigdu3aWLp0qdTxiGRDCIEZM2Zg7dq1yisPm5iYoH379hg5cmS2i7GuqFq1Ko4dO4aiRYt+dq+mPu2tA4AuXbpg/vz5KFCgALp06ZLlvKtXr9ZSqtzp4MGDWLx4Ma5duwYjIyNUqVIFvr6+aNiwodTRskW/jl9oiZ+fH6KiovD+/XtUr14dLi4u6N+/P+zs7PTukFFm5L7S5CRubD9v6dKl2LJlC4YPHw5HR0ekpaUhIiICCxYsQMmSJdGzZ0+pI2rVlClTlF+lnzJlit6Vt6yULVsWBgYGAD6cI8Zlk7kDBw7A398fDRs2hLe3t3KdGjhwIObNm4f69etLHfGzuOdFA5ydnfHy5Ut4enrC09MTrq6uqFSpktSxcoWPV5qPB6KDBw/KZqXJSSNGjMCoUaNgbm6OgICALDe2U6dO1WKy3MPLywu//vprhvv37Nq1C/PmzcO+ffskSiaNXbt2wc3Njd9gzERsbCxKliwpdYxcr3Xr1mjQoEGGe6bNnz8fhw4dwh9//CFRsuxjedGQS5cu4fjx4zhx4gSioqJQqFAhuLi4wNXVVa+/vqgLK01O4sb282rWrIldu3ahQoUKKtP//fdfeHt748KFCxIlk0b6rUesrKzg7u4ODw8P1KpVK8O30/SRtbU1LCwslMvFyckJpqamUsfKdWrUqIFdu3ZluEL13bt30bJlS5w7d06iZNnHYxgaYmtrC1tbW/j5+SE+Ph5LlizB+vXrsXPnTr0uL7du3cKcOXMyTG/WrBl+//137QeSmKenJze2n1GpUiWEh4dnKC/Hjh3Tq6+Ppzt+/DgiIiIQGRmJEydOYMWKFTAxMUGtWrXg4eEBd3d35Y0s9c2cOXMQGRmJ06dPY+3atTAyMoK9vT3c3d3h7u7Oy1b8vxIlSuDu3buZlhe5XN2b5UUDhBC4cOECwsPDcfz4cZw9exYFCxZE8+bN4eXlJXU8SenCSpOTuLH9vO7du2Ps2LF48OABHBwcoFAoEBkZidDQUAwdOlTqeFpXuHBhNGrUCI0aNQLw4VtYUVFRiIyMxL59+xAUFISCBQvCw8ND7w41NmnSBE2aNAEAvHr1CpGRkYiMjMTff/+N4OBg5M+fH25ubvDw8NDrbzY2a9YMEyZMwLhx41CrVi0AH+5OPnHiROXyy+142EgD0s95qVKlCry8vODl5YWaNWtKHStXmDNnDnbu3JlhpZkwYQK8vLwwevRoiRNK5+ONbWRkJC5dusSN7f9buXIlli1bprwre9GiRdGjRw/4+vpKnCz3uHXrFiIiIhAdHY19+/bh/fv3endILSuXLl3Chg0bsHv3brx7907vvon1saSkJAwePBj//POP8jw7IQQ8PT0xZ84cmJmZSZzw81heNGDNmjXw8vLixbMyoQsrjbZwY5sRb7fxPy9evEB4eDiOHj2Ko0eP4tmzZ6hQoYLyEKSzszPy5csndUzJPH36VLlsTp8+jWfPnsHCwgIeHh7KP/ru1q1buH79OoQQsLKygoWFhdSRso3lRUMeP36M0NBQla8Dt2/fnoXm/8l5pdEUbmwzun79OipVqqQ8GfXo0aM4fPgwihUrhh9//FEv70S+YMECHD16FBcuXICZmRmcnZ2VPx/p91TTV5GRkThy5AiOHj2KK1euoGDBgso9lx4eHjw5PhPx8fGIjIxEsWLF4ODgIHWcbGN50YDr16/Dx8cHpqamqFGjBlJTU3Hx4kW8ffsW69evx7fffit1xFxBritNTuLGNnOJiYn4+eefcfr0aezevRsWFhbYvHkzxo4di5IlSyJPnjx48+YNNm7cqHcn7VpbW6NMmTLo06cP2rZtq/d31v5Y+rL54Ycf4O7ujurVq/NaLx9ZsGABVq9ejU2bNqFixYo4c+YMevXqhdevXwMAXF1dsWjRIll8aYDlRQN69uyJvHnzIjAwUPkbY1JSEoYOHYqkpCQsWbJE4oTap0srTU7ixjZzs2fPxp49ezBhwgS4ubnh/fv3yj0LGzZsgLGxMYYOHQojIyO9Oyk1KCgIx44dw+XLl1GiRAl4eHigbt26cHV1RYECBaSOJ6kOHTrgwoULyl8C6tSpAw8PD73cQ/epjRs34rfffkO3bt3Qq1cvmJubo0mTJnjz5g1WrFgBc3Nz+Pv7w93dHQMHDpQ67ucJynF2dnbi2rVrGaZfuXJF1KpVS4JE0tqwYYOoXr26mDVrlnj16pUQQojGjRuLOnXqiJs3b4rHjx+LH374QcyZM0fipNr3008/CVtbW+Hm5iaGDBkiduzYIZ49eyZ1LMk1atRI7N+/X/n4yJEjwsrKSmzZskU5LSIiQri7u0sRL1eIj48XO3bsEMOGDRPu7u7CxsZGtG/fXsybN09ER0eLtLQ0qSNK4tWrV2Lv3r1i9OjR4rvvvhNVq1YVrVu3FrNmzRKnTp0SKSkpUkeURNu2bUVoaKjy8blz54SVlZX4/fffldP++ecf0ahRIynifTF+VVoD8uXLh+Tk5AzTM5umDzZv3oyAgAB07NgRAHD+/HncvXsXQ4YMUZ7r0rdvX0ybNk0ejT8HrV+/Hq9fv8bx48dx9OhRBAUFISAgANbW1spDRw4ODnp3W4lHjx4pL8YGABEREVAoFHB3d1dOK1OmDF68eCFFvFyhcOHCaNGiBVq0aAHgw32Mjh07hlOnTiEkJAQmJiY4deqUxCm1z9zcXOWr5Ddv3sSxY8cQHh6O0NBQCCHg4uKChQsXSpxUu27dugU3Nzfl45MnT0KhUMDT01M5rUqVKnj48KEU8b6Yfm0RtcTFxQUzZsxAcHAwChUqBODD+R2BgYFwcXGRNpwEdG2lyWnc2GZkZmaGxMRE5ePTp0+jQoUKKucAPXz4EAULFpQiXq5z/fp1nDt3Drdu3cLDhw+RkpKCKlWqSB0rV6hSpQoMDAyQP39+lCxZEmFhYThy5IjUsSTx8SHpqKgoFClSROUczMTERNl845PlRQOGDBmCn376CfXq1UOlSpWgUChw584dFChQAGvXrpU6niR0aaXRNG5sAXt7e+zYsQNDhw7FjRs3cO7cOXTv3l1lnrVr1+rl9ZPevn2Lc+fO4cyZMzhz5gzOnTuHV69eoVKlSnBzc8Mvv/wCZ2dnvbzoI/BhD/f58+dx5swZREdHIzo6Gi9evECVKlXg4uKCwMBAODk5SR1T66ysrBAREYGKFSvi5cuXOHXqFBo3bqwyz59//imbqzOzvGhAqVKlsGfPHuzYsQM3btyAEALt2rVD8+bN9XKDomsrTU7jxjajn3/+GV26dMGxY8cQExODAgUKoFu3bgCAU6dOYfny5QgPD9fLXwbSb2harFgxuLi4YOTIkXBzc9Pbb6Z9rH379rh8+TJSUlJQqlQpuLq6YuTIkXB1dUXx4sWljiepTp06YezYsbh27Rqio6ORnJyMzp07AwDi4uKwa9cuhISE4LfffpM4afawvGhIvnz50KpVK9y5cweGhob45ptvkCdPHqljSULXVpqcxI1t5mrUqIHNmzdj69atMDAwQPv27VGiRAkAH6718uTJEyxatAh2dnbSBpXA8OHD4ebm9kWHhTZv3oymTZvC3Nxcg8mkV7x4cQQEBMDNzQ3ffPNNtl5z+/ZtVKhQQefPK2vevDmSkpKwfv16GBgYYM6cOahWrRoAYOnSpdiwYQP8/PzQsmVLiZNmD78qrQEpKSmYMmUKtmzZgpSUFACAqakpunTpgsGDB0ucThp//PGHcqXx8/NTnt8xefJk5UqjbyfrAkD//v3h6urKjW0O0JcB+ms4ODhgx44den8Ru8xw2Xy4u72JiQkKFy6sMj03b2tYXjRg+vTp2L59OwYOHAg7OzsIIXDmzBnMmzcP3bp1Q58+faSOmGvIcaWRGje2meNyUc/e3h47d+7ksskEl416uXmd4sigATt27MCUKVNQr1495bSqVauiRIkS+O2331hePqLuOH27du1y7UojNf6+kTkuF6KclZvXKQOpA+ii5ORkVKhQIcN0CwsLvb4uxZfIzSsNERFJi+VFA9q2bYu5c+eqXJROCIGVK1cqLyhFREREX4eHjTTg6dOnOHjwILy8vFCjRg0YGRnh8uXLiImJQc2aNdGlSxflvKtXr5YwKRERkfywvGiAiYkJmjVrpjKtdu3aqF27tkSJiIiIdAfLiwZk9y63c+bMwYsXL3iJcyIioi/Ac14ktHr1arx8+VLqGEQkU/Pnz8fbt28zTH/9+rXKRR/79eunvM+avoiIiMD79+8zTE9KSsLevXuVj52dnWFqaqrNaJQDWF4kxG/U0Me4sc0cB2hVt27dQkREBCIiIrBgwQKEh4crH6f/2bFjBzZt2qR8Tc+ePfXu1iRdunTJ9JfDmzdvYujQocrHixcv1rurWevCtoYXqZOQPl4cKSIiAvb29hkuPpeUlIRDhw4p73nUp08fTJo0Sa82KlWrVkV4eDiKFCmiMv3SpUvo0KEDzp8/L1Ey7bt16xbi4+MBfBiE5s2bl+Hw6vXr1zFjxgycO3dOioiSOXToEPr06aO82am6TXjbtm317pYbK1euxPTp0wF8WC4f3xD2YzVq1MDGjRu1GS1X0YVtDcuLhPSxvOjCSpOTuLHNHAforD18+BBpaWlo0KABNm/erLI+KRQK5M2bVy/2Qn3q/fv32L17N9LS0jBy5EiMHDlSZY9T+rJxcXFBgQIFJEyqfbq2rWF5kZC+lBddW2lyEje26nGA/ryYmBiUKVNG7Tqlz7Zt2wZvb2+YmJhIHSVX0LVtDcuLhPSlvOjaSqMp3NhmjgO0eikpKQgJCUHTpk1RsWJFjBo1CmFhYXBwcEBgYGCGe4bpm/v37+PSpUt49+5dhudatWql/UC5hC5sa1heJKQv5eVjurDSaEpERESWz+vrdYI4QKs3ZcoU7NixA8uXL0dCQgL8/PwwYMAAHDx4EJUrV872ZRt00datWzF69GikpaVleE6hUODKlSsSpMo95F7sWF4kpI/lhQO0etbW1lAoFCrndygUCigUChgYGODixYsSppMOB2j16tati6lTp8Ld3R0TJ07E7du3sXLlSly4cAG9evXCiRMnpI4omQYNGqBOnToYPHiwXu/RzYwuFDtepE5Cv/32G4oVKyZ1DK3q3LkzB2g1/v77b5XH79+/x927dzFnzhwMGzZMolTS++uvvzB79mzY2tpi4sSJcHJyQp8+feDu7o5evXpJHU9SCQkJsLCwAACEh4ejXbt2AIDChQtn+hu1PomNjUWPHj1YXDKxcOFCtG/fXtbFjuUlh3x8v6LPSb+f0ffff6+pOLkWB2j1ypYtm2FaxYoVkTdvXkyePBk7duyQIJX0OECrV6FCBVy4cAHx8fG4d+8e6tSpAwA4cOAAypUrJ3E6adnY2OD27dt6tWc7u3Sh2LG85JCPB56kpCSEhYWhatWqsLOzg5GRES5cuIALFy7ghx9+kDCl9DhAf7mSJUvizp07UseQDAdo9Xr27IlffvkFBgYGcHFxgbW1NRYsWIAFCxZgypQpUsfTuo8PSzdo0ACjRo1C//79UalSJRgaGqrMq8+HqHWh2PGcFw0YPXo0zM3NERAQoDJ9zpw5uHXrFubNmydRstzr33//RbNmzfTuOi8fe/jwocpjIQRevXqFRYsW4fbt29i1a5dEyaS1fft2jBkzBgYGBrC3t8fKlStVBmg5nFyoSVevXsWDBw9Qt25dmJiY4MiRIzAyMoKbm5vU0bQus/PGMiOX8zpy0sfF7uzZs1i1apWsix3LiwbY29tj27ZtqFSpksr0u3fvolWrVjh79qwkuXIDDtDqpW94PyaEQL58+TBr1ix899130gTLBThAZ+3169e4ffs2jI2NUb58eZibm0sdSRIxMTHZnjezvcC6TNeKHQ8baUCBAgVw+fLlDOUlMjISRYsWlSZULuHl5ZXlAK3P0s+F+pixsTEsLS2RL18+CRLlHtbW1ihXrhyuXr0KY2NjODg46O0A/TEhBGbMmIG1a9fi/fv3EELAxMQE7du3x8iRI/Xu2jj6Vki+xKfnG8ody4sGtG/fHmPHjsWtW7dQrVo1CCEQFRWF0NBQlRuC6SMO0Oo5OTkp/56QkABDQ0O9u5leZjhAq7d06VJs2bIFw4cPh6OjI9LS0pQ3bCxZsiR69uwpdUTJZPaLEvBhz4KxsTFKlSqFli1b6s1hR10rdjxspCFLlizB2rVr8eTJEwBA6dKl4efnh44dO0qcLPfgAJ3RsmXLsHr1auXPTbly5eDn54cff/xR4mTSWbJkCUJCQjBgwIAMA3SvXr30foD+9ddf4e3trTJ9165dmDdvHvbt2ydRMumlnxfVoEED1KpVCwBw7tw5/PXXX2jTpg0MDAywa9cujBw5Uu++SKELxY57XjSkd+/e6N27N54/fw4Aen0V0E9xgM7c0qVLsXDhQnTu3Bl2dnbKPXZTpkyBEALt27eXOqIkNm7ciHHjxqkM0DY2NihSpAjmzZun1+Xl2bNnqF69eobpNWvWxKNHjyRIlHtERUVh4MCB6N27t8r0GjVqIDw8HL///jscHBwQEhKid+Wlbdu2ny12EyZMQEpKSq5dNiwvGhIfH487d+4or2AohEBycjLOnTuHfv36SZxOOhyg1QsNDcX48eNVfttp0KABLCwssHTpUr1dNhyg1atUqRLCw8NRoUIFlenHjh1DmTJlJEqVO5w5cwbjxo3LMN3LywtBQUEAPhyqzWweXacLxY7lRQP27NmDkSNHIikpSXl2d/ouurJly+p1eeEArd7Lly9Rs2bNDNMdHR0xadIkCRLlDhyg1evevTvGjh2LBw8ewMHBAQqFApGRkTy/DkDRokVx5swZVKxYUWX6mTNnlHvCnzx5opeHrXWh2LG8aMDixYvRrFkz5aGQkJAQPHnyBBMmTIC/v7/U8STFAVq9Ro0aYc2aNRg7dqzK9N27d8PT01OiVNLjAK1eq1atkJCQgGXLliEkJATAh0F7wIAB8PHxkTidtLp06YKJEyfi7t27sLOzQ1paGs6dO4c1a9agb9++ePz4McaPH6+86KE+0YVix/KiAXfv3sXcuXNRqVIlVK1aFc+fP4eXlxfev3+PxYsXo2XLllJHlAwHaPUKFSqEdevW4cyZM6hduzaMjIxw8eJFREZGon79+hgxYoRyXn26GSEH6Kx169YN3bp1Q3x8PIQQen85hnRdu3aFkZERQkJCsGTJEgBAmTJlMHz4cPz00084evQoLCwsVNYrfaELxY7fNtIAR0dHbNu2DeXLl8e4ceNQoUIF+Pr64uHDh2jevDmioqKkjiiZqVOnYt26dbCwsMh0gP646evTAA18uGlldq1Zs0aDSXIvDtAfCCGwZ88efPfddyrXuwkNDUW+fPnQokULGBgYSJgwd0lISICRkRGvDfSR0NBQhISEKC8cWqZMGfTq1UtZ7Hbs2IGxY8fm2vsfsbxoQI8ePVC1alUMHToUa9aswcGDB7F8+XIcOXIEw4YNw8mTJ6WOKBkO0F/n6dOnencHcg7QmUtOTsbPP/+M8PBwrFq1SuX6QAEBAdi+fTvq16+POXPmwNjYWMKk2rd9+3Z8//33MDExwfbt27OcNzd/DVib5FrsWF40ICoqCr6+vvD390ebNm3QpEkTFCtWDI8ePcL333+PyZMnSx0xV9LHAfpjVatWRXh4OIoUKaIy/cGDB2jevDmio6MlSqZ9HKDVW7ZsGVasWIHg4GDl11w/FhkZif79+6Nv377o2rWrBAmlY21tjfDwcBQtWhTW1tZq55PLJfBzkq4VO5YXDYmNjUVycjLKly+P27dvY926dShdujQ6d+4MExMTqeNJhgO0qj/++AM7d+4EAJw+fRr29vYZBuO4uDi8ffsWhw8fliKiJDhAq9esWTP07t0bzZs3VzvP+vXrsWHDBt6lnZR0rdixvGgQb5b2AQdo9RISEjB9+nQAwLZt29C0aVOYmpqqzJMvXz60atUK1apVkyKiJDhAq2dnZ4fdu3ejXLlyaue5e/cuWrdurXe/DGTm4cOHuHXrFmrXro3ExES9P19KV/DbRhrAe7GoatCggcpJyqVKlcowQFtaWspiV2VOK1SokMqJyaNGjdLbkvuxBw8ewN7ePst5XF1dMWPGDC0lyj3Mzc3x6tWrLOd59+4dzMzMtJQod0pOTsbw4cPx559/wsDAAHv37sX06dPx6tUrzJ8/P1d/DVhb5FzsWF40gDdLU8UBOnv07dtVWeEArZ69vT327NmDqlWrqp1n165dsLKy0mKq3GfRokW4evUqVq1ahT59+gD48BXhkSNHYubMmZg4caLECaWjC8VO/07V14L0e7H4+PjA2toaNjY26Nq1K8aMGYNNmzZJHU9SU6dOZXFRw9raGlWrVlX7R5+kD9BZ0dcBumvXrli5ciVCQ0OVtx9JJ4TA2rVrsWrVqi/6Zp8u2rNnD8aMGQNnZ2flNCcnJ0yaNAn//POPhMmk93Gxy5MnD4APxS4mJgYzZ86UOF32cM+LBvBeLOpZW1tnedhMDieKacqUKVNUls379+9x9+5dbNu2DQEBARIm076uXbuiW7duKF26NDp06KDylWghBEJDQ7Fq1SoEBwdLmFIajo6OCAgIwNSpU7Fw4UJUr14dBQoUQEJCAs6fP4/Xr19j4MCB8PLykjqqpGJjYzPcUgIASpcujZcvX0qQKPfYs2cPxo8fn2mxGzp0qCz2SrG8aADvxaIeB2j12rRpk+l0a2tr7NixAy1atNByIulwgM6aj48Pateujc2bN+PixYu4e/cuihQpgrZt26JNmzawsLCQOqLkLCwscPz48Qx3q9+9ezeqVKkiUarcQReKHcuLBvBeLOpxgP5yDg4OGDNmjNQxtI4DdNasrKwwevTobM07Z84cdO/eHQULFtRwqtzD398fgwYNwvXr15Gamopt27bh9u3b2Ldvn/Lmg/pKF4odvyqtIStXrsSyZcvw9OlTAB/uxeLr64sePXpInCx3iomJgbe3N86ePSt1lFxn6dKlCA0N1buvkX8pfRygs8vBwQE7duxA+fLlpY6iVUeOHMGSJUtw+fJlpKWl4dtvv4Wfnx8aN24sdTRJHTx4EIMGDcIPP/yATZs2oWfPnirFTg7Lh+VFwz6+F8vp06cxbNgwHDp0SOpYuQ4H6A+3o//4kJoQAomJiXj58iUGDx6MXr16SZgu99PXATo77O3tsXPnTp1fNosXL4a7u3um5xySKrkXOx420rCPrySblJSE2NhYCdNI73MDtD5r3bp1hpOZjY2N4eDggNq1a0uUSj74exiFhIRg7ty5KFCgAFxdXeHu7o46deqgVKlSUkeT3KfFrm7duqhbt67Eqb4eywtpFQdo9fz9/aWOQCRrp0+fxpUrVxAREYHIyEgEBQVh7NixqFixIjw8PODu7g5nZ2fkzZtX6qhap2vFjoeNtOjo0aPo1auXXn8dmDL34MEDbNq0CWfOnEF8fDwKFy4MBwcH/Pjjjzq/qz+n6Muhka+hz8vm5s2biIyMRGRkJM6cOYMnT57Azs5O7+5aL4RQKXZRUVF4/vy5bIsd97yQ1nCAzlxYWBhGjRoFAwMD2NnZwcbGBi9fvsSmTZuwZs0aTJw4kd/CIvpKZcqUQZkyZVC6dGl88803eP78Oe7duyd1LK1TKBSwsbFRXjQVUC12kyZNklWxY3nJIfPnz//sPPq4wqTjAJ25q1evIiAgAF26dIG/v7/yapfAh0t4L1iwAKNGjcK3336rd1fZJfpaV69exZEjR3D06FFER0fD0NAQDg4O8PDwwLBhw/TyysyZkXOxY3nJIVu3bs3WfKVLl9ZwktyHA7R6y5YtQ9OmTTFkyJAMz5mYmGDw4MF48uQJQkJCEBgYKEFCIvkYOXIkjh49iqdPn6Jy5cpwd3eHn58fnJycMtwMVl/pSrHjOS+kcUOGDIGhoSGmT5+udp6RI0ciOTlZ7wZoT09PBAcHo2bNmmrnOX/+PPr3748jR45oMZn86PN5HZ8TFhaGevXq6fyNLK2trVGmTBn06dMHLVq0YGH5SGbFzsPDQ7bFjuWFNI4DtHrVq1fHvn37stwj9/jxYzRu3Bjnzp3TYjL50ZcBukuXLtmed/Xq1RpMkvts3rwZR48excmTJ/Hu3Ts4ODigTp068PDwkM0eBU3RtWLHw0akcfHx8ShRokSW85QoUQIvXrzQUqLco3jx4rhz506W5eXWrVuy/Trj1/qaAfr777/XVJxcpWzZslJHyLV++OEH/PDDD0hLS0N0dDTCw8Px119/YdasWShatCg8PDzg4eEBNzc3FC5cWOq4WjVp0iQcPXoUgYGBmDx5suyLHcsLaRwHaPU8PT2xePFiuLm5Zfp8amoqFi9ejPr162s5mbQ4QKs3depUqSPkegYGBqhVqxZq1aqFAQMGICEhAcePH8eJEycwduxYvHv3DpcuXZI6plbpWrHjYSPSuAkTJuDWrVtqd2GnpqaiW7duqF69OoYNG6bldNKKjY1Fq1atYGdnh4EDB8La2lr53JUrVxAYGIibN29i27ZtKldrJkoXHx+PO3fuIC0tDcCH63kkJyfj3Llz6Nevn8TppJWQkIDo6GicOXMGZ8+excWLF2FqagpnZ2fMmTNH6ni5wsfFLiwsTDbFjuWFNI4DdNauXr2KgQMH4t9//4WZmRkKFiyIV69eITExEVWqVEFQUJBs7vSqKRygM7dnzx6MHDkSSUlJUCgUEEIor2BdtmxZHDhwQOKE2nXnzh2cOXNG+efu3bswNTWFg4MD3Nzc4ObmpnffaFRH7sWO5YW0ggN01lJTU3H48GGcPXsWCQkJKFSoEGrVqgUPDw8YGhpKHU9SHKDVa968OWrUqAE/Pz/8+OOPWL58OeLi4jBhwgT88ssvaNmypdQRtcra2hqGhoaoXr06XFxc4ObmBnt7exgbG0sdTXK6VuxYXkhrOEDnjM6dOyMwMBAlS5aUOopWcIBWr3r16tixYwcqV66Mrl27wtfXF3Xr1sW+ffuwePHibF9/Slf8/fffcHZ2hrm5ebZfM2fOHHTv3h0FCxbUYDLp6Vqx4wm7pDWGhobw8vKCl5fXZ+fVtwH6S1y8eBHJyclSx9Cau3fvYu7cuahUqRKqVq2K+Ph4eHl54f3791i8eLFel5c8efIoB59KlSrhxo0bqFu3LqpVqyabK6XmpK85sX316tVo27atzpeXBQsW6FSxM5A6AFFm9G2AJvUyG6AB6O0A/bEaNWpgw4YNAIAqVaogPDwcwId71sj1N2pt05eDD/Xr1/+i4gJ8KHYvX77UUKL/huWFiHI1DtDq9evXD6GhoQgJCUGzZs1w6dIleHt7Y9CgQXr39XrKebm52PGwERHlav369YOvry+KFCmCNm3aYP78+fD29sajR4/QtGlTqeNJqlatWti7dy+Sk5NRuHBhrFu3DuvXr0fp0qW/6EJ/RHLD8kJEuRoHaPVGjBiBUaNGKc8Ns7CwwOjRo5GQkIBBgwZhwYIFEick0gyWFyLK1ThAq4qKisL9+/cBANu3b4etrW2Gcxlu3bqF48ePSxGPSCtYXohkJv0aJ7qMA7R6CoUCAQEByr9Pnjw5wzx58+aFr6+vtqMRaQ3LC+VK+jBAf63cfBJdTuEArZ6DgwOuXr0K4MO1O44dO4ZixYpJnIpIu1heKFfShwFanadPnyIlJSXDMihTpgwAYO/evTo/WHGAzp70ZURf77fffuPPlgzxCrskic8N0HFxcShWrBgMDPTn2/xnz57F8OHD8e+//6pMT78c/pUrVyRKRrlJly5dMH/+fBQoUOCzJyyruxmqPnj27BmCgoIQFRWV6bbm77//liiZfISFhaFevXowMzOTOkoG3PNCWpXdAbpEiRJSxJPU5MmTUbBgQcyfPx/58+eXOo6kOECrV7ZsWWWpL1OmDA+xqjF27FhERkaiVatWer8+fSq7xe7777+XIl62sLyQVnGAVu/atWvYtGmTrG6OpikcoNWbOnWq8u/Tpk2TMEnuFh4ejgULFsDd3V3qKLmOLhQ7lhfSKg7Q6pUuXRopKSlSx8gVOEBnX0xMDDZt2oRr167B0NAQtra2+PHHH/X+PI68efOidOnSUsfIlXSh2OnPCQWUK3CAVu/nn3/GlClTcO3aNS6jT8TExCAoKAh9+vRBv379sHDhQjx9+lTqWJKLjo6Gt7c3du7cCSMjIwghsHHjRnh7e+P69etSx5NUq1atEBISgtTUVKmj5Dq6UOx4wi5p1fbt27FhwwZMmDABlStX1vt703zMy8sLcXFxaje2+nrCbnR0NLp3747ChQvD1tYWaWlpuHTpEt69e4c1a9bA0tJS6oiSad++PSpXroxJkybByOjDjvSUlBSMGDECT58+xcqVK6UNKKFhw4bhzz//RP78+VGhQgWYmJioPK9v50p9bMaMGXjx4gUmTpwIQ0NDqeN8FZYX0ioO0Opt27Yty+dbt26tpSS5Cwdo9WrWrIlt27ahcuXKKtNv3bqFdu3aITo6WqJk0hsxYkSWz398aFLf6EKx4zkvpFX+/v5SR8i19LWcfM7Vq1cxdepUZXEBAGNjY/Tt2xft2rWTMJn0KlWqhKtXr2YoLw8ePFDeTkFf6XM5+RxDQ0M0a9ZM6hj/CcsLaRUH6KwdPnwYISEhuH37NjZu3IgtW7agQoUKaNWqldTRJMMBWj0/Pz9MnjwZT548gZOTE4yMjHDhwgUEBQWhQ4cOiIiIUM5bu3ZtCZNKIy4uDps2bcKdO3cwcuRInD59GpaWlrCwsJA6mqR0odjxsBFpHQfozIWHh6NPnz7w9vZGWFgY9uzZgz/++AO///47Jk2ahLZt20odURK7d+/GlClT0Lt370wH6I8HZX0boK2trbM1nz5e5PDevXv48ccfYW5ujtjYWPz555+YOXMmjh49ipCQEDg4OEgdUVJyL3YsL6RVHKDV++mnn9CkSRN069YN9vb22LlzJ8qXL4+QkBBs27YNu3fvljqiJDhAqxcTE5PtecuWLavBJLlP3759UaRIEUyePBkODg7YuXMnypQpg4CAADx69Ahr166VOqJkdKHY8bARadW8efPw66+/olu3bti7dy8AYPDgwShQoABWrFih1+Xl2rVrmDFjRobpjRo1QnBwsASJcgdexl29rArJu3fvYGpqqsU0uUt0dDTWrl2rcoFDQ0ND9OnTBz/++KOEyaQ3bdo0NGjQQFnsACAoKAgBAQGYPXu2LIodywtpFQdo9fLnz4/Y2FhUqFBBZfqNGzdQsGBBiVJJjwO0ei9evMCiRYtw7do15Tf4hBBISUnBjRs3EBUVJXFC6aSmpiItLS3D9NevX8v268E5RReKHcsLaRUHaPWaN2+O3377Db/99hsUCgUSExNx+PBhTJo0KVffY0TTOECrN3HiRISHh8PDwwNhYWHw9vbGrVu3cPnyZfzyyy9Sx5OUh4cHFi1ahMDAQOW058+fY+bMmXBxcZEwmfR0odjxCrukVekD9KVLlzhAf2LQoEGwsLBA27Zt8ebNG7Ru3Rq9e/eGlZUVBg8eLHU8yUycOBHbt29H0aJFERkZiZIlSyIxMRFnz55F7969pY4nqWPHjmH69OkIDAxE5cqV4evri61bt+KHH37AzZs3pY4nqYCAAFy+fBlubm5ISkpC37594eXlhQcPHmD48OFSx5NUerH7+Hpbcit2PGGXtColJQUBAQHYs2cPgA8nWQoh8N1332Hu3LnIkyePxAml9++//+Ly5ctIS0uDpaUlqlSpInUkSTk7O2PGjBnw9PREs2bNEBgYCGtra4wZMwZJSUmZHobUF9WqVcP+/ftRunRpDBw4EPXq1UOrVq1w7do19OrVC4cPH5Y6oqTevn2LPXv24PLlyxBC4Ntvv0WLFi1gbm4udTRJxcbGokuXLkhISMCrV69QuXJlxMTEoGDBgggNDZXFyd08bERaZWxsjFmzZmHgwIEcoNUwMTFBjRo1lI8TExORL18+CRNJKzExUXkLAAsLC1y9ehXW1tbw8fFBr169JE4nrdKlSyMmJgalS5dWXg8HAMzMzPDixQuJ00kjPj4ey5cvx8CBA2FmZoaVK1fi7du3AIAjR47gypUrmDRpksQppVWyZEls375dpdh17NhRVsWO5YUkwQH6f06ePInZs2cjJCQE+fPnR9OmTfHu3Tvl8zY2Nti8eTMMDPTzKC8HaPWaNGmCYcOGYcaMGXBxccGgQYNgZ2eHAwcOoGLFilLH07q4uDi0bdsWxsbG6NSpk/Jnp23btihUqBAePnyIP/74A61atUKtWrWkjqt1ulTsWF5IKzhAZ+7ChQvo2bMn6tevj/fv3yunz5gxAyVLlsTDhw8xatQo/Pnnn/D29pYwqXQ4QKvn7++Pd+/e4dGjR2jevDmaNm2KQYMGoUCBApg7d67U8bRuyZIlKFu2LFauXKnyLbSuXbuifPnyAD4cMtm4caPelRddK3YsL6RxHKDVW7ZsGby9vTF9+nTlNIVCATs7O+XG9syZM9ixY4feLZt0HKDVMzExwahRo5SPx48fj0GDBiF//vyy+dZITjpy5AjGjBmT5dfnO3XqhMmTJ2sxVe6ga8VOv37NJUmkD9Bz585F4cKFAfxvgHZyckKrVq3Qtm1b7NixQ+Kk2hcVFYWOHTuqTPv0HPqWLVvi4sWL2oyVq6QP0M2bNwfwYYA+efIkTpw4AVdXV4nTSUMIgd27d+P169cq00NDQ3Ho0CGV63fok8ePHyvPj0rn7OysMlhbWVnhyZMn2o4muSNHjuDnn3/+bLGLjIzUYqqvx/JCGscBWr0XL16gVKlSKtP69euHQoUKKR+XLl06wyClDzhAZy45ORl+fn4YOnQoLl++rPLchQsXEBAQAH9/f6SkpEiUUDrm5uZITExUmbZ48WIUL15c+fjVq1d6eU0pXSt2LC+kcRyg1StSpAhiY2NVpvXs2RP58+dXPn706BGKFSum7WiS4gCt3urVq3HlyhWsXbsWTk5OKs9NmzYNa9euRVRUFNatWydRQulUqVIFR48ezXKew4cPw8bGRkuJcg9dK3YsL6RxHKDVq1mzJsLCwrKcZ+fOnRkGKV3HAVq97du3IyAgQO15CY6Ojhg4cCC2bt2q5WTSa926NRYtWqT8Rtqnrl27ht9//10v76Gma8WO5YU0jgO0ej4+Pli7di1CQ0MzfX7z5s3YsmULfHx8tJxMWhyg1Xvw4AHs7e2znMfV1RX//vuvlhLlHm3atIG9vT3atWuH0aNHY8+ePThx4gTCwsIwYcIE/PTTT6hbty4aN24sdVSt07Vix28bkcb5+PigR48eKF++PDp16pTh+fQBesOGDRKkk5aTkxMGDhyI3377DatXr4azszOKFCmChIQERERE4O7duxg+fDiqVasmdVStyu4ArY9X1zU3N8erV6+ynOfdu3cwMzPTUqLcZeHChVi+fDnWrVuHP/74Qzm9ePHi6Nu3L/z8/CRMJ502bdpg3759aNeuHVq1agVXV1cUKVIEz58/R0REBLZv34569erJptjx9gCkFb///juCgoJQvnx5tQN0ly5dpI4pmXPnzmHNmjWIiorC06dPUbhwYdSqVQtdunT57CCuizw8PPD777+jatWqaue5evUqevTogePHj2sxmfT8/f1RsWJFDBkyRO08M2fOxOXLl7FixQotJst97t+/j2fPnqFw4cIoX7683l1H6lNpaWnKYvfw4UPl9OLFi6Nz587w8/OTzYnwLC+kNRygc8bmzZvRtGlT2VzG+2twgFYvMjIS3bp1w4gRI9ChQweVAVkIgdDQUEybNg3BwcHw8vKSMCnlZnIvdiwvlCvpwwD9tRwcHLBjxw7lhaV0EQforK1duxbTpk1DwYIFUb16dRQoUAAJCQk4f/48Xr9+jYEDB+rt4RHSDywvlCvpwwD9tezt7bFz506dXzYcoLN27do1bN68GRcvXkRCQgKKFCkCe3t7tGnTBhYWFlLHI9IolhfKlfRlgP4a+rRsOEDnjDlz5qB79+6yuYYH0efw20ZElGtZWVlh9OjR2ZqXA7R6q1evRtu2bblsSGfI6wwdIiI1Vq9ejZcvX0odI1fiDnbSNSwvRKQTOEAT6Q+WFyIiIpIVlhciIiKSFZYXolwiJiZG7XMHDx5U/v3TO3ITEekblhfSKg7Q6rVq1SrDDSzfvn2LMWPG4Oeff1ZO+/SO3ERE+oblhbSKA7R6nTp1wtChQzFq1Ci8e/cOZ8+eRcuWLXHw4EHMmTNH6nhERLkGywtpFQdo9QYNGoRVq1bh1KlTaNq0KXx8fFCrVi3s2bNHNnd6pdzpt99+Q7FixaSOQZRjeJE60qpBgwbBw8MDAQEBaNq0KZ48eYLmzZsjICCAF9ACULJkSZQpUwZnzpyBEAKlSpVCvnz5pI4lC/o4QD979gxBQUGIiopCSkpKhq+L//333wCA77//Xop4RBrD8kJaxwE6cytXrsTcuXNRpUoV7Nq1C9euXcP48ePxzz//YOrUqbCxsZE6oiQ4QKs3duxYREZGolWrVnp3mJX0G+9tRFr18QA9Y8YM5QBdsmRJvR6gAcDW1ha9e/dGv379YGhoCACIi4vDyJEjcfLkSVy8eFHihNLo169flgN0//79JUiVO9jZ2WHBggVwd3eXOgqRVrG8kFZxgFbv/PnzqFGjRqbPhYaGolOnTlpOlDtwgFbPzc0Na9euReXKlaWOQqRVPGGXtGr9+vUYMGCAsrgAQIkSJbBs2TKMGDFCwmTSU1dckpOTYWVlpeU0uUfevHlRunRpqWPkSq1atUJISAhSU1OljkKkVTznhbSKA7R6ly9fxujRo3Ht2jWkpaVleP7KlSsSpJJe+gA9ceJEldJLwNOnT/Hnn3/i4MGDqFChAkxMTFSeX716tUTJiDSL5YW0igO0elOnToWRkRHGjRuHyZMnIyAgAP/++y9CQ0MxY8YMqeNJhgO0eoaGhmjWrJnUMYi0juWFtIoDtHoXL17EqlWrUKNGDWzZsgWWlpbo2LEjSpUqhU2bNqFp06ZSR5QEB2j1pk6dKnUEIkmwvJBWcYBWLy0tDcWLFwcAfPPNN7h+/TocHR1Rv359LFmyROJ00uEAnbW4uDhs2rQJd+7cwciRI3H69GlYWlrCwsJC6mhEGsMTdkmrMhugAaB+/fq4evWqlNEkV7lyZURERAAAKlasiAsXLgAAXr16heTkZCmjSS4uLg7z58/Hr7/+imfPnuHPP//ErVu3pI4luXv37qF58+bYtm0b9u7dizdv3uDPP/9Eu3btcObMGanjEWkMywtpFQdo9Xx8fDBq1Cjs3LkTjRo1wq5duzBhwgSMGDECNWvWlDqeZDhAqzdt2jQ0aNAABw4cgLGxMQAgKCgIDRo0wOzZsyVOR6Q5PGxEWpU+QANAo0aN0LJlS5iamuLMmTN6PUADQNu2bVGwYEEUKlQIFhYWmDFjBhYvXowyZcpgzJgxUseTTPoAPXnyZDg4OAD4MEAHBARg9uzZWLt2rcQJpRMdHY21a9dCoVAopxkaGqJPnz748ccfJUxGpFksL6RVHKBVzZ8/P9PpJ0+eBPCh4AHAtm3b9PZKshyg1UtNTc30W3uvX7/m18pJp7G8kMZxgFZv/vz5MDAwQKlSpbKcT6FQ6N2ySccBWj0PDw8sWrQIgYGBymnPnz/HzJkz4eLiImEyIs3i7QFI46ytrbM9QKffZE9fjB07Fvv374eZmRm8vb3h7e0Na2trqWPlKoMHDwYABAYGwtHRETt37oS5uTn8/f1RpEgRBAcHS5xQOrGxsejSpQsSEhLw6tUrVK5cGTExMShYsCBCQ0NRtmxZqSMSaQTLC2kcB+ispaam4uTJkwgLC8OBAwdQpEgRNGvWDN7e3qhUqZLU8STHATprb9++xZ49e3D58mUIIfDtt9+iRYsWMDc3lzoakcawvJBWcIDOnpSUFBw7dgx//vkn/v77b1SoUAHff/89vL29UaZMGanjSYYDtKr4+HgsX74cAwcOhLGxMZo1a4a3b98qn3dzc8OkSZMkTEikWSwvpHUcoLMnOTkZmzdvRlBQEBITE/Xu1gkcoDMXFxeHtm3bwtjYGKGhoShdujTs7e3Rtm1bFCpUCA8fPsS2bduwdu1a1KpVS+q4RBrBE3ZJ64yNjVGvXj3Uq1dPZYCePXu23g3QmYmNjcWff/6Jv/76C+fOnUPFihXRuXNnqWNp1ccDdKdOnVC6dGnExMSoDNB//PEHWrVqpXcD9JIlS1C2bFmsXLkSpqamyuldu3ZF+fLlAXz4Gdq4caPeLRvSHywvJAkO0Ko+XR7ly5dH06ZNMX78eL08P4gDtHpHjhzBmDFjVJbLpzp16oTJkydrMRWRdrG8kNZwgM5o5cqV+Ouvv3D+/HmUKVMGTZs2xZgxY2Brayt1NElxgFbv8ePHsLS0VJnm7OyssqysrKzw5MkTbUcj0hqWF9I4DtDqTZs2DcbGxqhTpw6qV68OADh48CAOHjyYYV59us4LB2j1zM3NkZiYqDJt8eLFKo9fvXqFggULajMWkVaxvJDGcYBWL/0E5Rs3buDGjRtq59O3i9RxgFavSpUqOHr0aJZ3jT58+DBsbGy0mIpIu1heSOM4QKv3zz//SB0hV+IArV7r1q0xffp0uLi4ZHq49dq1a/j999/x22+/SZCOSDtYXkjjOEDTl+IArV6bNm2wb98+tGvXDq1atYKrqyuKFCmC58+fIyIiAtu3b0e9evXQuHFjqaMSaQyv80JEuVKfPn1w7NixLAfo2bNnSx1TEmlpaVi+fDnWrVuHhw8fKqcXL14cnTt3hp+fn8qNLIl0DcsLEeVKHKCz5/79+3j27BkKFy6M8uXLw8DAQOpIRBrH8kJEuR4HaCL6GMsLERERyQp/fSEiIiJZYXkhIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWWF5ISIiIllheSEiIiJZYXkhIiIiWfk/1njxaNNHI9IAAAAASUVORK5CYII=", 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", 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" ] @@ -476,10 +482,14 @@ "metadata": {}, "source": [ "#### Config Parameters\n", - "0: Load Setpoint: Active power consumption.
\n", - "1 & 2: Max Gen Output (Solar/Wind): The maximum output for each snapshot per unit of p_nom for the optimization.
\n", - "3 & 4: Generator Capital Cost (Solar/Wind): The capital cost of extending p_nom by 1 MW..
\n", - "5 & 6: Generator Weight (Solar/Wind): The weighting of a generator.\n", + "\n", + "0: Load Setpoint: This parameter represents the target for active power consumption in the system. It defines the amount of electrical power that the load (demand) should consume during the optimization process.\n", + "\n", + "1 & 2: Max Generation Output (Solar/Wind): These parameters define the maximum potential output of solar and wind power generation for each snapshot. It is expressed per unit of the nominal power capacity (p_nom) and used in the optimization to ensure that the power generated does not exceed this maximum limit.\n", + "\n", + "3 & 4: Generator Capital Cost (Solar/Wind): These parameters represent the capital cost associated with increasing the nominal power capacity (p_nom) of solar and wind generators by 1 MW. It is a crucial factor in economic optimization, as it influences investment decisions for expanding generation capacity.\n", + "\n", + "5 & 6: Generator Weight (Solar/Wind): These parameters assign a weighting to solar and wind generators. This weight can be used in optimization to prioritize or penalize certain types of generation based on various criteria, such as cost-effectiveness, reliability, or environmental impact.\n", "\n", "To find out more about the parameters, check [load](https://pypsa.readthedocs.io/en/latest/components.html#load) and [generator](https://pypsa.readthedocs.io/en/latest/components.html#generator)\n" ] @@ -513,7 +523,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/notebooks/monte_carlo_tutorial.ipynb b/notebooks/monte_carlo_tutorial.ipynb index 9d32ea5..525264b 100644 --- a/notebooks/monte_carlo_tutorial.ipynb +++ b/notebooks/monte_carlo_tutorial.ipynb @@ -6,7 +6,7 @@ "source": [ "## Getting Started with Monte-Carlo\n", "\n", - "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters to estimate the distribution of the output variables.\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters, providing a comprehensive understanding of potential outcomes.\n", "\n", "To get started with applying Monte-Carlo simulation to pypsa-earth energy modelling tool, in the `config.yaml` file, set `add_to_snakefile` to true in the monte_carlo section. This will enable the monte-carlo option.\n", "\n", @@ -92,13 +92,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Loading Neccessary Libraries" + "#### Change the current directory to the main package folder" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, + "outputs": [], + "source": [ + "# change current directory to parent folder\n", + "import os\n", + "import sys\n", + "\n", + "if not os.path.isdir(\"pypsa-earth\"):\n", + " os.chdir(\"../..\")\n", + "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Loading Neccessary Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -129,20 +151,28 @@ "pd.set_option('display.max_columns', 500)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading simulation results\n", + "The simulation results is based on the monte-carlo configuration defined above focusing on the Nigeria power data." + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# load the config file used for the monte carlo simulation\n", - "with open(\"config.yaml\", \"r\") as stream:\n", + "# Load the config file used for the Monte-Carlo simulation\n", + "with open(\"pypsa-earth/config.yaml\", \"r\") as stream:\n", " config = yaml.safe_load(stream)[\"monte_carlo\"]" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -159,7 +189,7 @@ "\n", "for count in range(0,49):\n", " # set directory of solved networks in results folder\n", - " path = f\"results/NG/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " path = f\"pypsa-earth/results/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", " network = pypsa.Network(path)\n", " network_list.append(network)\n", "\n", @@ -168,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -182,12 +212,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -212,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -239,12 +269,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] From f81c2abd80dbb2cadccdd65167299fe975e36ab8 Mon Sep 17 00:00:00 2001 From: Emmanuel Bolarinwa Date: Wed, 10 Jul 2024 14:32:30 +0100 Subject: [PATCH 12/13] modified runs with objective value fix --- .../monte_carlo_case_study_nigeria_data.ipynb | 170 +++++++++++------- notebooks/monte_carlo_tutorial.ipynb | 38 +++- 2 files changed, 131 insertions(+), 77 deletions(-) diff --git a/notebooks/monte_carlo_case_study_nigeria_data.ipynb b/notebooks/monte_carlo_case_study_nigeria_data.ipynb index e58c294..892b11d 100644 --- a/notebooks/monte_carlo_case_study_nigeria_data.ipynb +++ b/notebooks/monte_carlo_case_study_nigeria_data.ipynb @@ -59,7 +59,8 @@ "import sys\n", "\n", "if not os.path.isdir(\"pypsa-earth\"):\n", - " os.chdir(\"../../pypsa-earth/scripts\")\n" + " os.chdir(\"../..\")\n", + "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")" ] }, { @@ -106,9 +107,32 @@ "metadata": {}, "outputs": [], "source": [ - "# load the config file used for the monte carlo simulation\n", - "with open(\"../config.yaml\", \"r\") as stream:\n", - " config = yaml.safe_load(stream)[\"monte_carlo\"]" + "PARENT = os.path.realpath(\"pypsa-earth/\") + \"/\"\n", + "config = yaml.safe_load(open(PARENT + \"config.yaml\"))\n", + "\n", + "# Read config.yaml settings:\n", + "name = config[\"run\"][\"name\"]\n", + "simpl = config[\"scenario\"][\"simpl\"]\n", + "clusters = config[\"scenario\"][\"clusters\"]\n", + "ll = config[\"scenario\"][\"ll\"]\n", + "opts = config[\"scenario\"][\"opts\"]\n", + "\n", + "# Ensure elements are strings and properly joined\n", + "simpl_str = \"_\".join(map(str, simpl))\n", + "clusters_str = \"_\".join(map(str, clusters))\n", + "ll_str = \"_\".join(map(str, ll))\n", + "opts_str = \"_\".join(map(str, opts))\n", + "\n", + "nc_file_name = f\"elec_s{simpl_str}_{clusters_str}_ec_l{ll_str}_{opts_str}\"\n", + "scenario_name = name \n", + "scenario_subpath = scenario_name + \"/\" if scenario_name else \"\"\n", + "\n", + "# Network file\n", + "network_path = PARENT + f\"networks/{scenario_subpath}/{nc_file_name}\"\n", + "results_path = PARENT + f\"results/{scenario_subpath}networks/{nc_file_name}\"\n", + "\n", + "# monte-carlo uncertainties\n", + "monte_carlo = config[\"monte_carlo\"]" ] }, { @@ -118,7 +142,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -128,7 +152,7 @@ } ], "source": [ - "n = pypsa.Network(\"../networks/elec_s_10_ec_lcopt_Co2L-24H.nc\")\n", + "n = pypsa.Network(f\"{network_path}.nc\")\n", "\n", "plt.figure(figsize=(10, 5))\n", "n.plot()\n", @@ -148,18 +172,26 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All Networks loaded successfully\n" + ] + } + ], "source": [ "# load solved networks into a list\n", "network_list = []\n", "\n", "for count in range(0,49):\n", " # set directory of solved networks in results folder\n", - " path = f\"../results/new/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " path = results_path + f\"_m{count}.nc\"\n", " network = pypsa.Network(path)\n", " network_list.append(network)\n", "\n", - "logging.info(\"All Networks loaded successfully\")" + "print(\"All Networks loaded successfully\")" ] }, { @@ -191,14 +223,14 @@ "outputs": [], "source": [ "# removes key value pairs with empty value e.g. []\n", - "monte_carlo_pypsa_features = [k for k in config[\"uncertainties\"].keys() if k]\n", - "monte_carlo_options = config[\"options\"]\n", + "monte_carlo_pypsa_features = [k for k in monte_carlo[\"uncertainties\"].keys() if k]\n", + "monte_carlo_options = monte_carlo[\"options\"]\n", "\n", "# only counts features when specified in config\n", "n_features = len(monte_carlo_pypsa_features)\n", "samples = monte_carlo_options.get(\"samples\")\n", "sampling_strategy = monte_carlo_options.get(\"sampling_strategy\")\n", - "uncertainties_values = config[\"uncertainties\"].values()\n", + "uncertainties_values = monte_carlo[\"uncertainties\"].values()\n", "seed = monte_carlo_options.get(\"seed\")\n", "\n", "# PARAMETERS VALIDATION\n", @@ -280,25 +312,25 @@ "\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", @@ -312,39 +344,39 @@ " \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", "
OLS Regression Results
Dep. Variable: y R-squared (uncentered): 0.685Dep. Variable: y R-squared (uncentered): 0.659
Model: OLS Adj. R-squared (uncentered): 0.632Model: OLS Adj. R-squared (uncentered): 0.602
Method: Least Squares F-statistic: 13.05Method: Least Squares F-statistic: 11.61
Date: Mon, 17 Jun 2024 Prob (F-statistic): 8.85e-09Date: Wed, 10 Jul 2024 Prob (F-statistic): 4.23e-08
Time: 03:22:49 Log-Likelihood: -41.227Time: 14:31:44 Log-Likelihood: -43.155
No. Observations: 49 AIC: 96.45No. Observations: 49 AIC: 100.3
Df Residuals: 42 BIC: 109.7Df Residuals: 42 BIC: 113.6
Df Model: 7 coef std err t P>|t| [0.025 0.975]
x1 0.5263 0.091 5.798 0.000 0.343 0.709x1 0.5353 0.094 5.669 0.000 0.345 0.726
x2 -0.3718 0.092 -4.050 0.000 -0.557 -0.187x2 -0.3103 0.095 -3.249 0.002 -0.503 -0.118
x3 -0.2141 0.098 -2.191 0.034 -0.411 -0.017x3 -0.2362 0.102 -2.325 0.025 -0.441 -0.031
x4 0.5625 0.095 5.908 0.000 0.370 0.755x4 0.5545 0.099 5.599 0.000 0.355 0.754
x5 0.2012 0.093 2.167 0.036 0.014 0.389x5 0.2148 0.097 2.224 0.032 0.020 0.410
x6 0.0036 0.095 0.038 0.970 -0.188 0.195x6 -0.0220 0.099 -0.223 0.825 -0.221 0.177
x7 -0.0304 0.090 -0.339 0.736 -0.211 0.151x7 -0.0308 0.093 -0.330 0.743 -0.219 0.158
\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
Omnibus: 6.677 Durbin-Watson: 2.180Omnibus: 9.030 Durbin-Watson: 2.232
Prob(Omnibus): 0.035 Jarque-Bera (JB): 6.628Prob(Omnibus): 0.011 Jarque-Bera (JB): 8.743
Skew: -0.521 Prob(JB): 0.0364Skew: -0.780 Prob(JB): 0.0126
Kurtosis: 4.469 Cond. No. 1.97Kurtosis: 4.360 Cond. No. 1.97


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], @@ -352,13 +384,13 @@ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", - "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.685 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.632 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 13.05 \\\\\n", - "\\textbf{Date:} & Mon, 17 Jun 2024 & \\textbf{ Prob (F-statistic):} & 8.85e-09 \\\\\n", - "\\textbf{Time:} & 03:22:49 & \\textbf{ Log-Likelihood: } & -41.227 \\\\\n", - "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 96.45 \\\\\n", - "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 109.7 \\\\\n", + "\\textbf{Dep. Variable:} & y & \\textbf{ R-squared (uncentered):} & 0.659 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.602 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 11.61 \\\\\n", + "\\textbf{Date:} & Wed, 10 Jul 2024 & \\textbf{ Prob (F-statistic):} & 4.23e-08 \\\\\n", + "\\textbf{Time:} & 14:31:44 & \\textbf{ Log-Likelihood: } & -43.155 \\\\\n", + "\\textbf{No. Observations:} & 49 & \\textbf{ AIC: } & 100.3 \\\\\n", + "\\textbf{Df Residuals:} & 42 & \\textbf{ BIC: } & 113.6 \\\\\n", "\\textbf{Df Model:} & 7 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", @@ -366,20 +398,20 @@ "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", - "\\textbf{x1} & 0.5263 & 0.091 & 5.798 & 0.000 & 0.343 & 0.709 \\\\\n", - "\\textbf{x2} & -0.3718 & 0.092 & -4.050 & 0.000 & -0.557 & -0.187 \\\\\n", - "\\textbf{x3} & -0.2141 & 0.098 & -2.191 & 0.034 & -0.411 & -0.017 \\\\\n", - "\\textbf{x4} & 0.5625 & 0.095 & 5.908 & 0.000 & 0.370 & 0.755 \\\\\n", - "\\textbf{x5} & 0.2012 & 0.093 & 2.167 & 0.036 & 0.014 & 0.389 \\\\\n", - "\\textbf{x6} & 0.0036 & 0.095 & 0.038 & 0.970 & -0.188 & 0.195 \\\\\n", - "\\textbf{x7} & -0.0304 & 0.090 & -0.339 & 0.736 & -0.211 & 0.151 \\\\\n", + "\\textbf{x1} & 0.5353 & 0.094 & 5.669 & 0.000 & 0.345 & 0.726 \\\\\n", + "\\textbf{x2} & -0.3103 & 0.095 & -3.249 & 0.002 & -0.503 & -0.118 \\\\\n", + "\\textbf{x3} & -0.2362 & 0.102 & -2.325 & 0.025 & -0.441 & -0.031 \\\\\n", + "\\textbf{x4} & 0.5545 & 0.099 & 5.599 & 0.000 & 0.355 & 0.754 \\\\\n", + "\\textbf{x5} & 0.2148 & 0.097 & 2.224 & 0.032 & 0.020 & 0.410 \\\\\n", + "\\textbf{x6} & -0.0220 & 0.099 & -0.223 & 0.825 & -0.221 & 0.177 \\\\\n", + "\\textbf{x7} & -0.0308 & 0.093 & -0.330 & 0.743 & -0.219 & 0.158 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 6.677 & \\textbf{ Durbin-Watson: } & 2.180 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.035 & \\textbf{ Jarque-Bera (JB): } & 6.628 \\\\\n", - "\\textbf{Skew:} & -0.521 & \\textbf{ Prob(JB): } & 0.0364 \\\\\n", - "\\textbf{Kurtosis:} & 4.469 & \\textbf{ Cond. No. } & 1.97 \\\\\n", + "\\textbf{Omnibus:} & 9.030 & \\textbf{ Durbin-Watson: } & 2.232 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.011 & \\textbf{ Jarque-Bera (JB): } & 8.743 \\\\\n", + "\\textbf{Skew:} & -0.780 & \\textbf{ Prob(JB): } & 0.0126 \\\\\n", + "\\textbf{Kurtosis:} & 4.360 & \\textbf{ Cond. No. } & 1.97 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", @@ -394,30 +426,30 @@ "\"\"\"\n", " OLS Regression Results \n", "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 0.685\n", - "Model: OLS Adj. R-squared (uncentered): 0.632\n", - "Method: Least Squares F-statistic: 13.05\n", - "Date: Mon, 17 Jun 2024 Prob (F-statistic): 8.85e-09\n", - "Time: 03:22:49 Log-Likelihood: -41.227\n", - "No. Observations: 49 AIC: 96.45\n", - "Df Residuals: 42 BIC: 109.7\n", + "Dep. Variable: y R-squared (uncentered): 0.659\n", + "Model: OLS Adj. R-squared (uncentered): 0.602\n", + "Method: Least Squares F-statistic: 11.61\n", + "Date: Wed, 10 Jul 2024 Prob (F-statistic): 4.23e-08\n", + "Time: 14:31:44 Log-Likelihood: -43.155\n", + "No. Observations: 49 AIC: 100.3\n", + "Df Residuals: 42 BIC: 113.6\n", "Df Model: 7 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "x1 0.5263 0.091 5.798 0.000 0.343 0.709\n", - "x2 -0.3718 0.092 -4.050 0.000 -0.557 -0.187\n", - "x3 -0.2141 0.098 -2.191 0.034 -0.411 -0.017\n", - "x4 0.5625 0.095 5.908 0.000 0.370 0.755\n", - "x5 0.2012 0.093 2.167 0.036 0.014 0.389\n", - "x6 0.0036 0.095 0.038 0.970 -0.188 0.195\n", - "x7 -0.0304 0.090 -0.339 0.736 -0.211 0.151\n", + "x1 0.5353 0.094 5.669 0.000 0.345 0.726\n", + "x2 -0.3103 0.095 -3.249 0.002 -0.503 -0.118\n", + "x3 -0.2362 0.102 -2.325 0.025 -0.441 -0.031\n", + "x4 0.5545 0.099 5.599 0.000 0.355 0.754\n", + "x5 0.2148 0.097 2.224 0.032 0.020 0.410\n", + "x6 -0.0220 0.099 -0.223 0.825 -0.221 0.177\n", + "x7 -0.0308 0.093 -0.330 0.743 -0.219 0.158\n", "==============================================================================\n", - "Omnibus: 6.677 Durbin-Watson: 2.180\n", - "Prob(Omnibus): 0.035 Jarque-Bera (JB): 6.628\n", - "Skew: -0.521 Prob(JB): 0.0364\n", - "Kurtosis: 4.469 Cond. No. 1.97\n", + "Omnibus: 9.030 Durbin-Watson: 2.232\n", + "Prob(Omnibus): 0.011 Jarque-Bera (JB): 8.743\n", + "Skew: -0.780 Prob(JB): 0.0126\n", + "Kurtosis: 4.360 Cond. No. 1.97\n", "==============================================================================\n", "\n", "Notes:\n", @@ -457,7 +489,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -523,7 +555,7 @@ "outputs": [ { "data": { - "image/png": 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9+jQaNGgAIYTyM5cvXx42NjZqP3Nut5k5fZ5q1arBysoK/fv3x/jx4/H333+jRIkSGD58OKytrT+whOldPGFXz9WoUQMTJ04EACgUCpiZmcHa2hoWFhbKPklJSQCAiRMnKvu+K+s4/ZMnTzB+/Hjs27cPCoUCFStWRJ06dQBkv//B+1dBhISEYPHixdi1axf+/PNP5MuXD56enpgwYQLKly+PZ8+eoXjx4tneu3jx4hBC4OXLl8o2c3NzlT758uX74P0XkpKS1F6VAQDPnj1D0aJFVTa8wP82fC9evFCpJyfvtyclJSEyMhKRkZHZ+lpZWeX4Gp+yfD/0Wd6tPYuxsTGKFi2q8lneX45Zg+q75/m8/5mA7L/bLC9evIAQQu3vMeu9k5KS8PDhQ9SoUSPH13n48CEsLS1znPYhH/s959Q/t3V86t+cs7Mzli5dipUrVyIsLAyLFy9GiRIl4Ofnh27duuU4z7Nnz1CuXLls7VnLMytk/Bcf+hxZv98+ffrkOO/HztcpWbKkys9Zv4usus+ePYuJEyfi7NmzyJ8/P6pWrYqyZcsCyP73/f7f0OHDhzF16lRcv34dBQsWhJ2dHQoWLJht3ne3a+96/3Nnef78OTIzM7Fs2TIsW7Ys23QzM7Mc58vtNjOnz1OwYEFERETgl19+QWRkJNatWwdzc3O0bt0ao0ePVvuepIrhRc8VLFgQjo6OH+xTuHBhAMDw4cPh6uqabXrWBnzYsGG4du0afv31V7i4uMDU1BTJycnYuHHjR+soVKgQAgICEBAQgOvXr+Ovv/7CokWLMHHiRCxfvhyWlpbKEyDf9fDhQwBA0aJFP7rx/NB737lzJ1t7XFwcLCwsYGlpiadPn+LNmzcqASbr/YoWLfpZ7+np6YkePXpkm/Z+SMryX5Zvlqzf1cOHD1UGwvT0dDx9+vSzPkuWrL+TrBMZsyQlJeH8+fOoVasWFAqF2t9j1jfeQoUKoVKlSggODs7xfXIawHPjY7/natWqZeuvjTqy1K9fH/Xr10dycjKOHTuGVatWYerUqXByckLt2rWz9c/NOqBNWb/f4OBgVKpUKdt0dcE9S9aAniXrs1hZWeHly5fo3bs37OzssGPHDtjY2CBfvnw4ePAgdu/e/cHX/ffffzFgwAA0btwYS5YsUe4tjIiIwOHDh3P56XJWsGBBKBQKdO/eHT4+Ptmmqws9ud1mqlOlShXMmjULGRkZOHPmDLZu3Yq1a9eiXLlyasMjqeJhI0KVKlVQrFgx3LlzB46Ojsp/pUuXxuzZs3HhwgUAb2981bx5c7i7u8PU1BQAcOjQIQDqv60DwN27d9GgQQP8+eefyvfz8/ODp6cnHjx4AODtbvb9+/er7BnIyMjAzp074ejoqHy/z1G3bl3cvn0b8fHxyra0tDQMGjQIGzZsgKurKzIyMrLtJcnapZ219+NTuLq64urVq6hevbpyedasWRMrV67E3r17c5wnN8v33cMx6t4XgMpN7IC3VwhlZGR81mfJUqVKFRQtWlTl6pes9/Lz80N6ejpq1qyJyMhIZGRkKKe/ePECBw4cUL63q6sr7t+/j2LFiqn8vf3zzz9Yvnz5Rz+jOh/7Pb9Pk3Xky6e6KZ0xYwY6duwIIQTMzc3RsGFDjBgxAgBw//79HF+jXr16iIuLy3ZF2rZt21CiRAlUrFjxs+vJjdq1a8PExAQJCQkqy8PExASzZ8/OMRi+6++//1b5effu3VAoFHB3d8f169eRlJSErl27olq1asr6crP9OHfuHFJTU9G3b1+Vw5xZwSW3eyVzYmFhAQcHB1y/fl3lM1erVg0LFixQHup8/28ht9vMnPz5559wd3fHw4cPYWRkBGdnZ0yYMAGFCxdWbg/p47jnhWBkZIShQ4di3LhxMDIyQsOGDfH8+XMsWrQICQkJyt3qtWrVwvbt21GjRg2ULl0acXFxWLJkCRQKxQeP/5ctWxalS5dGUFAQXr58iQoVKuDcuXM4ePCg8i6gAwcOxKFDh9C1a1f06dMHpqamCA8Px+3bt7F8+fL/9Pnat2+P1atXo3///vD394eVlRUiIiKQkpKCLl26oHz58nBzc8P48eORmJgIBwcHnDhxAsuWLUO7du1QtWrVT37PH3/8Ed9//z369u2LTp06wczMDOvXr8e+ffsQGhqa4zy5Wb5Z5wT9888/sLGxyfYNvmrVqmjXrh0WLFiAlJQUuLm54eLFi8pLNevXr//JnyWLkZERBg0ahEmTJmHChAlo2rQpbt68iblz56JTp06wsrLCzz//jF69eqF3797w9fVFeno6li5dirS0NAwcOBDA299HeHg4evTogX79+sHa2hpHjx7FsmXL4OvrCxMTk8+q72O/55z6a6qOwoUL49GjRzh48CCqV68ODw8P/PrrrwgMDETr1q2Rnp6O5cuXo0iRInB3d8/xNXr06IFt27ahR48eGDhwIIoWLYotW7bg2LFjmDp16icFkvfryY2iRYuid+/emDdvHl6+fAk3NzckJCRg3rx5UCgUKucS5eTMmTMYNmwY2rRpg/j4eISGhuLbb79F+fLlUaRIEVhYWGDx4sUwNjaGsbExdu/ejd9//x2A+vOsgLeHvo2NjTFr1iz07NkTaWlp2LRpEw4cOAAAHzzfLTd++ukn9OnTBz///DNat26NjIwMrFixAqdPn0b//v0B/G+9O3DgACwtLWFvb5+rbWZOXFxckJmZiQEDBqBPnz4oWLAgdu3ahRcvXqBZs2b/6bMYEoYXAgB88803KFiwIJYvX47169ejQIECcHFxQXBwsPIEwunTp2Py5MmYPHkyAKBSpUqYOHEitm3b9tHbZi9YsABz5szBvHnz8PTpU1hbW2PgwIHKXaTVqlXDmjVrMGfOHIwaNQoKhQK1atXCqlWrsp1k+KksLCwQHh6OmTNnYsqUKXjz5g1q166N1atXK7/JLVmyBKGhoVi1ahWePHmCcuXKYejQoTke9skNe3t7REREICQkBMOHD4cQAra2tli4cKHyXi3vy83ytbCwQI8ePbB+/XocOHAgxxMKp0yZgooVK+KPP/5AWFgYSpYsiS5dumDAgAGf9Y38XZ07d0aBAgUQFhaG33//HaVKlULPnj2Vv8esQTs0NBQ//fQTTE1NUbduXcyYMUN52KZAgQKIiIjA7NmzMWvWLLx48QJly5bFzz//jJ49e352bbn5Pb9Lk3W0b98eBw8exIABAzB48GD06dMHwcHBWLFihfIk3Tp16mDVqlXKw2fvK1GiBNauXYvZs2djypQpSE9Ph729PRYtWqT2bya39ah7jMD7hgwZghIlSmDNmjXKw7keHh746aefVE6mz0m3bt2QkJCgDF79+vVTfjkpVKgQFi1ahJkzZ8Lf3x8FCxZE9erVER4eDj8/P8TExKh9xEXFihUxe/ZsLFiwAP3794elpSWcnJywevVqdOnSBTExMdkuEPgU3t7eCAsLw4IFCzB48GCYmJigRo0a+PXXX5Un+larVg0tW7ZUHqrasWNHrraZOSlZsiSWL1+OefPmYfTo0UhOTka1atUwf/58tcGWslOI/7LPjYiIDJ6dnR0GDhyIQYMGSV0KGQie80JERESywvBCREREssLDRkRERCQr3PNCREREssLwQkRERLLC8EJERESyonf3eYmLi4MQ4rNvdEVERES6l56eDoVCAWdn54/21bvwIoT4T7eLJiIiIt37lLFb78JL1h6Xjz2MkIiIiPKOs2fP5rovz3khIiIiWWF4ISIiIllheCEiIiJZ0Up4yczMRGhoKOrXr4/atWujZ8+euHXrltr+mzdvhp2dXbZ/H5qHiIiIDJNWTthdtGgR1q1bh2nTpqFUqVKYNWsW/Pz8sGPHDpiammbrHx8fD1dXV8yZM0el3crKShvlERERkYxpfM9LWloaVqxYgUGDBqFBgwawt7dHSEgIEhISsHfv3hznuXz5Muzt7VGiRAmVf0ZGRpouj4iIiGRO4+Hl0qVLePXqFdzd3ZVthQsXhoODA6Kjo3OcJz4+HlWrVtV0KURERKSHNB5eHjx4AACwtrZWaS9ZsiTu37+frf+TJ0/w6NEjREdHo2XLlvD29saAAQNw48YNTZdGREREekDj57wkJycDQLZzW8zMzPDs2bNs/S9fvgwAMDIywowZM/D69WssWrQIP/zwA7Zv347ixYt/cg1CCLx+/fozqiciIiIpCCGgUChy1Vfj4SV//vwA3p77kvV/AEhNTYW5uXm2/u7u7jhx4gQsLS2VbQsXLkTDhg2xadMm9OnT55NrSE9Px8WLFz+jeiIiIpJKThf15ETj4SXrcFFiYiIqVKigbE9MTIS9vX2O87wbXACgQIECKFeuHBISEj6rBhMTE55DQ0REJCNXr17NdV+Nhxd7e3tYWFjg+PHjyvDy/PlzXLhwAb6+vtn6r1mzBvPmzcPBgweVe2pevnyJmzdvomPHjp9Vg0KhQIECBT7/QxAREZFO5faQEaCFE3ZNTU3h6+uL4OBg/PXXX7h06RKGDh2K0qVLo2nTpsjIyMDDhw+RkpICAGjYsCGEEBg+fDiuXLmCs2fPYtCgQbCyskK7du00XR4RERHJnFbusDt48GB07NgRY8aMQadOnWBkZISwsDCYmpri/v378Pb2RmRkJIC3h5l+++03vHr1Cp06dUL37t1RqFAhrFq1SuWcGSIiIiIAUAghhNRFaFLWI7UdHR0lroSIiIhy61PGb4N7MGNmpl5ltRwZwmckIiLDpZVnG+Vl+fIpsHBtFO4mZr/njD4oW9ISAzp5SV0GERGR1hhceAGAu4nPcPPuU6nLICIios9gcIeNiEizDOEwpSF8RiI5Mcg9L0SkOTwUS0S6xvBCRP8ZD8USkS7xsBERERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREcmKVsJLZmYmQkNDUb9+fdSuXRs9e/bErVu3cjXv9u3bYWdnhzt37mijNCIiIpI5rYSXRYsWYd26dQgKCsL69euhUCjg5+eHtLS0D8539+5dTJw4URslERERkZ7QeHhJS0vDihUrMGjQIDRo0AD29vYICQlBQkIC9u7dq3a+zMxMBAQEoEaNGpouiYiIiPSIxsPLpUuX8OrVK7i7uyvbChcuDAcHB0RHR6udb/HixUhPT0ffvn01XRIRERHpEWNNv+CDBw8AANbW1irtJUuWxP3793Oc58yZM1ixYgV+//13JCQk/OcahBB4/fp1tnaFQgFzc/P//PpykJycDCGE1GWQnuM6RUSaIoSAQqHIVV+Nh5fk5GQAgKmpqUq7mZkZnj17lq3/69evMWzYMAwbNgyVKlXSSHhJT0/HxYsXs7Wbm5vDwcHhP7++HNy4cUP5uyDSFq5TRKRJ72cHdTQeXvLnzw/g7bkvWf8HgNTU1By/oQUFBaFSpUr4/vvvNVaDiYkJqlatmq09t4lOH1SuXJnfEknruE4RkaZcvXo11301Hl6yDhclJiaiQoUKyvbExETY29tn6//HH3/A1NQUzs7OAICMjAwAQMuWLdG6dWtMmjTpk2tQKBQoUKDA55SvNwxlVz6RrnCdItKuT/kypPHwYm9vDwsLCxw/flwZXp4/f44LFy7A19c3W/89e/ao/Hz69GkEBARg6dKlsLGx0XR5REREJHMaDy+mpqbw9fVFcHAwrKysULZsWcyaNQulS5dG06ZNkZGRgSdPnqBQoULInz8/KlasqDJ/1gm/ZcqUQbFixTRdHhEREcmcVm5SN3jwYHTs2BFjxoxBp06dYGRkhLCwMJiamuL+/fvw9vZGZGSkNt6aiIiI9JzG97wAgJGREQICAhAQEJBtWrly5RAfH692Xjc3tw9OJyIiIsPGBzMSERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsaCW8ZGZmIjQ0FPXr10ft2rXRs2dP3Lp1S23/c+fOoVu3bnB2doa7uzvGjRuH58+fa6M0IiIikjmthJdFixZh3bp1CAoKwvr166FQKODn54e0tLRsfRMTE9GjRw9UqFABmzdvxqJFi3Dy5EmMGDFCG6URERGRzGk8vKSlpWHFihUYNGgQGjRoAHt7e4SEhCAhIQF79+7N1v/u3buoX78+xo8fj0qVKsHFxQXffPMN/vnnH02XRkRERHpA4+Hl0qVLePXqFdzd3ZVthQsXhoODA6Kjo7P1d3Z2xpw5c2BsbAwAuHr1KjZv3gwvLy9Nl0ZERER6wFjTL/jgwQMAgLW1tUp7yZIlcf/+/Q/O27x5c9y8eRNly5bFokWLPrsGIQRev36drV2hUMDc3PyzX1dOkpOTIYSQugzSc1yniEhThBBQKBS56qvx8JKcnAwAMDU1VWk3MzPDs2fPPjhvcHAwUlJSEBwcjK5du2Lr1q0oWLDgJ9eQnp6OixcvZms3NzeHg4PDJ7+eHN24cUP5uyDSFq5TRKRJ72cHdTQeXvLnzw/g7bkvWf8HgNTU1I9+Q3N0dAQAzJ8/Hw0aNMDevXvRtm3bT67BxMQEVatWzdae20SnDypXrsxviaR1XKeISFOuXr2a674aDy9Zh4sSExNRoUIFZXtiYiLs7e2z9b927Rru3LmDBg0aKNtKliwJS0tLJCQkfFYNCoUCBQoU+Kx59YWh7Mon0hWuU0Ta9SlfhjR+wq69vT0sLCxw/PhxZdvz589x4cIF1K1bN1v/w4cPw9/fHy9fvlS2/fvvv3j69ClsbGw0XR4RERHJnMbDi6mpKXx9fREcHIy//voLly5dwtChQ1G6dGk0bdoUGRkZePjwIVJSUgAAbdq0QaFChRAQEIArV64gJiYGgwcPRq1atdCwYUNNl0dEREQyp5Wb1A0ePBgdO3bEmDFj0KlTJxgZGSEsLAympqa4f/8+vL29ERkZCQAoWrQoVq1ahczMTHTq1AkDBgyAg4MDwsLCYGRkpI3yiIiISMY0fs4LABgZGSEgIAABAQHZppUrVw7x8fEqbZUrV8aSJUu0UQoRERHpGT6YkYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkRSvhJTMzE6Ghoahfvz5q166Nnj174tatW2r7X7lyBX369IGbmxs8PDwwePBg3Lt3TxulERERkcxpJbwsWrQI69atQ1BQENavXw+FQgE/Pz+kpaVl6/v06VP06NEDBQsWRHh4OJYtW4anT5+id+/eSE1N1UZ5REREJGMaDy9paWlYsWIFBg0ahAYNGsDe3h4hISFISEjA3r17s/Xft28fkpOTMX36dFSrVg01a9bErFmzcO3aNZw8eVLT5REREZHMaTy8XLp0Ca9evYK7u7uyrXDhwnBwcEB0dHS2/h4eHli4cCHMzMyyTXv27JmmyyMiIiKZM9b0Cz548AAAYG1trdJesmRJ3L9/P1v/cuXKoVy5ciptS5YsgZmZGerVq/dZNQgh8Pr162ztCoUC5ubmn/WacpOcnAwhhNRlkJ7jOkVEmiKEgEKhyFVfjYeX5ORkAICpqalKu5mZWa72pKxatQpr1qzByJEjUaxYsc+qIT09HRcvXszWbm5uDgcHh896Tbm5ceOG8ndBpC1cp4hIk97PDupoPLzkz58fwNtzX7L+DwCpqakf/IYmhMC8efPwyy+/oG/fvujevftn12BiYoKqVatma89totMHlStX5rdE0jquU0SkKVevXs11X42Hl6zDRYmJiahQoYKyPTExEfb29jnOk56ejpEjR2LHjh0YPnw4evXq9Z9qUCgUKFCgwH96DbkzlF35RLrCdYpIuz7ly5DGT9i1t7eHhYUFjh8/rmx7/vw5Lly4gLp16+Y4z/Dhw/Hnn39i9uzZ/zm4EBERkX7T+J4XU1NT+Pr6Ijg4GFZWVihbtixmzZqF0qVLo2nTpsjIyMCTJ09QqFAh5M+fH5s2bUJkZCSGDx8OV1dXPHz4UPlaWX2IiIiIsmjlJnWDBw9Gx44dMWbMGHTq1AlGRkYICwuDqakp7t+/D29vb0RGRgIAduzYAQCYOXMmvL29Vf5l9SEiIiLKovE9LwBgZGSEgIAABAQEZJtWrlw5xMfHK39esWKFNkogIiIiPcUHMxIREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkaxoJbxkZmYiNDQU9evXR+3atdGzZ0/cunUrV/P16tUL8+fP10ZZREREpAe0El4WLVqEdevWISgoCOvXr4dCoYCfnx/S0tLUzpOSkoKAgAAcOXJEGyURERGRntB4eElLS8OKFSswaNAgNGjQAPb29ggJCUFCQgL27t2b4zwnT55Eu3btcPr0aRQuXFjTJREREZEe0Xh4uXTpEl69egV3d3dlW+HCheHg4IDo6Ogc5zl8+DCaNm2KLVu2oFChQpouiYiIiPSIsaZf8MGDBwAAa2trlfaSJUvi/v37Oc7j7++v0RqEEHj9+nW2doVCAXNzc42+V16VnJwMIYTUZZCe4zpFRJoihIBCochVX42Hl+TkZACAqampSruZmRmePXum6bfLUXp6Oi5evJit3dzcHA4ODjqpQWo3btxQ/i6ItIXrFBFp0vvZQR2Nh5f8+fMDeHvuS9b/ASA1NVVn39BMTExQtWrVbO25TXT6oHLlyvyWSFrHderDDGX5cFtDmnD16tVc99V4eMk6XJSYmIgKFSoo2xMTE2Fvb6/pt8uRQqFAgQIFdPJeeZWh7Mon0pXPWacyMwXy5dPvAGMIn5F041PCvsbDi729PSwsLHD8+HFleHn+/DkuXLgAX19fTb8dEVGelS+fAgvXRuFuom4Ometa2ZKWGNDJS+oyyABpPLyYmprC19cXwcHBsLKyQtmyZTFr1iyULl0aTZs2RUZGBp48eYJChQqpHFYiItJHdxOf4ebdp1KXQaRXtHKTusGDB6Njx44YM2YMOnXqBCMjI4SFhcHU1BT379+Ht7c3IiMjtfHWREREpOc0vucFAIyMjBAQEICAgIBs08qVK4f4+Hi18/7999/aKImIiIj0BB/MSERERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESyopXwkpmZidDQUNSvXx+1a9dGz549cevWLbX9nz59ip9//hn16tVDvXr1MHbsWLx+/VobpREREZHMaSW8LFq0COvWrUNQUBDWr18PhUIBPz8/pKWl5dh/8ODBuH37NlauXInQ0FBERUVh4sSJ2iiNiIiIZE7j4SUtLQ0rVqzAoEGD0KBBA9jb2yMkJAQJCQnYu3dvtv5xcXE4ceIEpk2bhho1asDDwwOTJk3C1q1bkZCQoOnyiIiISOY0Hl4uXbqEV69ewd3dXdlWuHBhODg4IDo6Olv/mJgYlChRAjY2Nso2V1dXKBQKxMbGaro8IiIikjmNh5cHDx4AAKytrVXaS5Ysifv372frn5CQkK2vqakpihQpkmN/IiIiMmzGmn7B5ORkAG8DyLvMzMzw7NmzHPu/3zerf2pq6mfVIITI8YRfhUIBc3NzlC1p+VmvKwdZny05ORlCiE+aV6FQaKOkPOdTlwvAZaMO1yn1uGw+Tp/Xq89ZHln0eblkyWn5CCFy/dk1Hl7y588P4O25L1n/B4DU1FSYm5vn2D+nE3lTU1NRoECBz6ohPT0dFy9ezNZuYmICB4caGNDJ67NeVy7evMnAlStXkJ6enut5spaNsbGRFiuT3ps3Gbhw4TyXTQ7+y7LhOpUdl82HWVtbo0yZMlqqSnr37t37rKMHhrC9+dC2JqedGTnReHjJOgSUmJiIChUqKNsTExNhb2+frX/p0qWxb98+lba0tDQkJSWhVKlSn1WDiYkJqlatmuO09PQ0fOI6JkvqPr86CoUCxsZGWLg2CncTs+8h0wdlS1piQCcvVKtW7ZO/QXPZqMd1Sj0umw/L2lOvj4oUKYIiRYp88nz6vr350Lbm6tWruX4djYcXe3t7WFhY4Pjx48rw8vz5c1y4cAG+vr7Z+terVw/BwcG4desWKlasCAA4fvw4AMDFxeWzalAoFJ+918bQ3U18hpt3n0pdhlbltAcwN7hsiEhX9H17k9O25lMOl2k8vJiamsLX1xfBwcGwsrJC2bJlMWvWLJQuXRpNmzZFRkYGnjx5gkKFCiF//vyoXbs2XFxcMHToUEyYMAGvX7/G+PHj0bZt28/e80JERET6Sys3qRs8eDA6duyIMWPGoFOnTjAyMkJYWBhMTU1x//59eHt7IzIyEsDbpLVgwQKUK1cO3bp1w5AhQ/DFF19gwoQJ2iiNiIiIZE7je14AwMjICAEBAQgICMg2rVy5coiPj1dpK1asGEJDQ7VRChEREekZPpiRiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZEUr93khIiKiz6evTyPX1OdieCEiIspDMjOFXj+NPDNTIF++3D/HKCc8bERERJSH/NeBPa/TxOdjeCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWdF4eElNTcXEiRPh4eEBZ2dnDB48GI8fP87VvCkpKWjVqhU2bdqk6bKIiIhIT2g8vEyYMAFRUVGYP38+fvvtN9y+fRv+/v4fnS8pKQl9+/bF5cuXNV0SERER6RGNhpeEhARs2bIFY8aMQd26dVGrVi3MmTMH0dHROHXqlNr5/vrrL7Rp0wYvXrzQZDlERESkhzQaXmJjYwEAbm5uyrbKlSujVKlSiI6OVjvfgQMH0KVLF6xbt06T5RAREZEeMtbkiyUkJKBo0aIwMzNTaS9ZsiTu37+vdr7JkydrsgwIIfD69WuNvqa+UygUMDc3l7oMnUhOToYQItf9s5ZN2ZKWWqxKWlmf7VOXDRGRpgghoFAoctX3k8LLnTt30LhxY7XT/f39YWpqmq3dzMwMqampn/JW/0l6ejouXryos/fTB+bm5nBwcJC6DJ24ceMGkpOTc93fxMQEDg41MKCTlxarkt6bNxm4cuUK0tPTpS6FiAxUThkiJ58UXkqVKoXIyEi10w8ePIi0tLRs7ampqTr9Vm9iYoKqVavq7P30QW7Trj6oXLnyJ+9dSE9PgyGM6VxviEgqV69ezXXfTwovJiYmsLGxUTs9Pj4eSUlJSEtLU0lPiYmJKF269Ke81X+iUChQoEABnb0fyYuhHB4jIpKTT/kSrdETduvUqYPMzEzlibsAcP36dSQkJKBu3bqafCsiIiIyUBoNL6VKlYKPjw/GjBmD48eP48yZM/j555/h6uoKJycnAEBaWhoePnyY4+ElIiIioo/R+E3qJk+eDA8PDwwcOBC9evVClSpVEBoaqpweFxcHb29vxMXFafqtiYiIyABo9FJpAChQoACCgoIQFBSU43Q3NzfEx8ernf9D04iIiIj4YEYiIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVjYeX1NRUTJw4ER4eHnB2dsbgwYPx+PHjD85z8uRJdOnSBXXq1EH9+vUxevRoJCUlabo0IiIi0gMaDy8TJkxAVFQU5s+fj99++w23b9+Gv7+/2v43btxAr169YG9vj40bNyIkJARnzpzB4MGDNV0aERER6QGNhpeEhARs2bIFY8aMQd26dVGrVi3MmTMH0dHROHXqVI7zbNmyBSVLlsSoUaNQpUoV1K1bF+PHj8fx48dx+/ZtTZZHREREekCj4SU2NhYA4ObmpmyrXLkySpUqhejo6Bznad26NWbMmAGFQpFtGg8dERER0fuMNfliCQkJKFq0KMzMzFTaS5Ysifv37+c4j42NTba2ZcuWoUSJErC3t/+sOoQQeP369WfNa6gUCgXMzc2lLkMnkpOTIYSQugwiInqHECLHHRk5+aTwcufOHTRu3FjtdH9/f5iammZrNzMzQ2pqaq7eY/r06Th48CBCQ0NhYmLyKeUppaen4+LFi581r6EyNzeHg4OD1GXoxI0bN5CcnCx1GURE9J6cMkROPim8lCpVCpGRkWqnHzx4EGlpadnaU1NTP/qtPj09HePGjcPmzZsxfvx4NGvW7FNKU2FiYoKqVat+9vyGKLdpVx9UrlyZe16IiPKYq1ev5rrvJ4UXExOTHA/zZImPj0dSUhLS0tJU0lNiYiJKly6tdr6XL19i4MCBiImJwezZs+Hj4/MpZWWjUChQoECB//QapL8M5fAYEZGcfMqXaI2esFunTh1kZmYqT9wFgOvXryMhIQF169bNcZ60tDT07dsXZ8+exfLly/9zcCEiIiL9ptHwUqpUKfj4+GDMmDE4fvw4zpw5g59//hmurq5wcnIC8DasPHz4UHl4acmSJYiNjcWkSZNgY2ODhw8fKv/ldAiKiIiIDJvGb1I3efJkeHh4YODAgejVqxeqVKmC0NBQ5fS4uDh4e3sjLi4OALBjxw4IIfDTTz/B29tb5V9WHyIiIqIsGr1UGgAKFCiAoKAgBAUF5Tjdzc0N8fHxyp93796t6RKIiIhIj/HBjERERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKxoPL6mpqZg4cSI8PDzg7OyMwYMH4/Hjxx+c5+jRo/jmm29Qu3ZtfPHFF5g1axbS0tI0XRoRERHpAY2HlwkTJiAqKgrz58/Hb7/9htu3b8Pf319t/0uXLqFPnz6oX78+duzYgWnTpmHbtm2YOXOmpksjIiIiPWCsyRdLSEjAli1bsGTJEtStWxcAMGfOHHz11Vc4deoUnJycss1z7949tG/fHoMHDwYAlC9fHi1atEBUVJQmSyMiIiI9odHwEhsbCwBwc3NTtlWuXBmlSpVCdHR0juGlUaNGaNSoEQBACIEzZ85g7969aNq0qSZLIyIiIj2h8T0vRYsWhZmZmUp7yZIlcf/+/Q/Om5GRARcXF6SkpMDBwQEDBw7UZGlERESkJz4pvNy5cweNGzdWO93f3x+mpqbZ2s3MzJCamvrB187MzER4eDiePn2KqVOnws/PD2vXrkW+fJ9+Wo4QAq9fv/7k+QyZQqGAubm51GXoRHJyMoQQUpdBRETvEEJAoVDkqu8nhZdSpUohMjJS7fSDBw/meJVQamrqRwdGExMTODo6AgAsLS3x7bffIjY2FvXq1fuUEgEA6enpuHjx4ifPZ8jMzc3h4OAgdRk6cePGDSQnJ0tdBhERvSenHSA5+aTwYmJiAhsbG7XT4+PjkZSUhLS0NJUCEhMTUbp06RznOXfuHF6/fg1XV1dlW7Vq1QC8PQz1OUxMTFC1atXPmtdQ5Tbt6oPKlStzzwsRUR5z9erVXPfV6DkvderUQWZmJmJjY+Hh4QEAuH79OhISEpRXH71v69at+Ouvv7B3714YGRkBAE6fPg0Anx1AFAoFChQo8Fnzkv4zlMNjRERy8ilfojV6n5dSpUrBx8cHY8aMwfHjx3HmzBn8/PPPcHV1VV5plJaWhocPHyoPL3Xu3BlPnz7FhAkTcOPGDRw6dAijR49G8+bNYW9vr8nyiIiISA9o/CZ1kydPhoeHBwYOHIhevXqhSpUqCA0NVU6Pi4uDt7c34uLiAACVKlXCb7/9hps3b6J9+/YYNWoUmjdvjuDgYE2XRkRERHpAIfTs4P/Zs2cBQHnyL32aUfMicfPuU6nL0IpKZYtiqv/XUpdBREQ5+JTxmw9mJCIiIllheCEiIiJZ0ejVRiR/ZUtaSl2C1ujzZyMiMiQML6SUmSkwoJOX1GVoVWamQL58hnNPGyIifcTDRqRkCIO6IXxGIiJ9x/BCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLLC8EJERESywvBCREREssLwQkRERLJiLHUBmpaeng4hBM6ePSt1KURERJRLaWlpUCgUueqrd+Eltx+ciIiI8g6FQpHrMVwhhBBaroeIiIhIY3jOCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxEREckKwwsRERHJCsMLERERyQrDCxHlaS9fvpS6BCLKYxhetIAbWyLNadOmDc6fPy91GUR6o3///rh27ZrUZfwnxlIXoI/atGmD0NBQ1KhRQ+pS8pz+/ftj2LBhsLGxkboUkonU1FSYm5tLXUae0ahRIygUilz1/euvv7RcTd4ycuTIXPedNm2aFivJ22JiYmBmZiZ1Gf8Jw4sWcGOrnj6sNJrEje3Hde7cGQMHDkTnzp1RoUIF5M+fX2V6vXr1JKpMGu3atVOGl2fPniEiIgINGzaEs7MzjI2NcfbsWezZswc9e/aUuFLdu3PnjvL/QgjExMSgePHicHBwgLGxMS5duoSEhAQ0btxYwiql165dOwQHB2PAgAGoWLEiTE1NpS7pkymEEELqIvTNL7/8gu3bt3Njm4OpU6ciMTFR1iuNJnXp0kX5/49tbENDQyWsVDr29vZqpykUCly8eFGH1eQtAwYMgJOTE/z8/FTaV69ejX379uG3336TqDLpzZkzB3fv3sW0adOU25mMjAyMGzcOCoUCQUFBElconUaNGuHevXtq9+DJYZ1ieNECbmzV04eVRlu4sc3Z3bt3Pzi9bNmyOqok73FycsLWrVtRsWJFlfZbt26hdevWOH36tESVSc/V1RVr167Ndoj6+vXr6NixI06ePClRZdLbvHnzB6e3a9dOR5V8Ph420gJDO878KQYNGiR1CXnWunXrsHbtWpW9UUZGRujVqxc6duxosOHlQ+EkJSVFh5XkPSVLlsTRo0ezhZd9+/YZdKgDAGNjY9y7dy9beLl27RoKFCggUVV5gxzCyccwvGhB1kYjLS0Nd+7cQYUKFSCEgImJicSVSU8fVhpt4cY2Z8+ePcMvv/yC+Ph4ZGRkAHh7iC09PR1XrlxBbGysxBVKp1evXpg8eTJOnToFR0dHCCEQGxuLvXv3Ijg4WOryJNWyZUuMHj0aQ4YMQc2aNZXLZv78+fjhhx+kLk9yf//9t8o6Bbwds06fPi2Lw40ML1oghMDs2bOxevVqpKenY/fu3QgJCYGZmRkmTZpk8CFG7iuNtnBjm7NJkyYhKioK3t7eiIyMhI+PD65du4YLFy7gp59+kro8SX333XewsLDA6tWrsWfPHigUClSvXh2LFi1CgwYNpC5PUsOGDUNKSgrGjx+PN2/eQAgBMzMz+Pr6YsCAAVKXJ6mQkBAsWbIEJUuWxMOHD1GqVCk8evQIGRkZ8PHxkbq8XGF40YLVq1dj69atGD9+PCZNmgQAaNKkCSZOnIhixYph2LBhElcoHX1YabSFG9ucHTlyBDNnzkSDBg1w6dIl9OrVC/b29hg7diyuXr0qdXmS8/HxMfh1JyempqaYNGkSRowYgRs3bgAAbGxseCUogK1bt2Ls2LHo3LkzvvzyS6xZswYFChTAgAEDUL58eanLyxWGFy1Yv349xo0bh6ZNm2Ly5MkAgK+//hqmpqaYMmWKQYcXfVhptIUb25y9evUKtra2AN4uj0uXLsHe3h6+vr7o06ePxNVJLzY2FrGxsUhPT8f7118MHDhQoqryhuTkZFy9elW5bM6dO6ecZshXfT569Ei5Z87e3h5nzpzBV199haFDh2L06NHw9/eXuMKPY3jRgjt37qB69erZ2u3s7PDo0SMJKso79GGl0SZubLOztrbG3bt3YW1tjUqVKuHSpUsAAHNzczx79kzi6qS1dOlSzJkzB5aWlihYsKDKNIVCYdDh5cCBAwgICMDLly+zhTpDv+rT0tISr169AgBUrFhRuQezTJkySEhIkLK0XGN40YKyZcvizJkzKFeunEr7wYMHDX7vgj6sNNrCjW3OvvrqKwwfPhwzZ86Eu7s7hgwZAicnJ+zbty/bVTaGJjw8HP379zf40J+T4OBg1K1bF/7+/ihUqJDU5eQpHh4emDlzJoKCglCzZk0sXrwYP/zwA3bv3g0rKyupy8sVhhct6NWrFyZOnIiEhAQIIfDPP/9g3bp1WL169SfdUVUf6cNKoy3c2OZs0KBBSElJwf3799GqVSu0aNECQ4YMQaFChQz2xn1Znj17hrZt20pdRp5069YtzJ07F1WrVpW6lDwnICAAffv2xe7du/HDDz/g119/hZeXFwAgMDBQ4upyhzep05L169fjl19+wYMHDwAAxYoVQ+/evdGjRw+JK5NWQkIC+vbti7Zt2+KHH37A999/r9yjEBgYiG7duklcoXQcHR2xefNmbmxzISkpCYUKFYKRkZHUpUiqZ8+eaN++PVq2bCl1KXlOq1atMHbsWLi6ukpdSp6VmpoKMzMzpKSk4NChQyhdujRq1aoldVm5wvCiBbdv31YeHnry5AmEEChWrJjEVeUtcl5ptIUb2/+Jjo7OdV9DPRcIADZu3IhZs2ahffv2qFKlSrbHbRjyXplDhw5h1qxZGDp0aI7LpkyZMhJVRprA8KIF9vb2qFatGpo2bYrGjRvz6dKUK9zY/o+9vT0UCkW2c3/eZ8jnAgF8FMmHvLts3n0ciRDCIJdN1jqVG3JYNgwvWnD16lUcPHgQBw4cQFxcHIoXL45GjRqhSZMmcHV1hbGxYZ1qpG8rjbZwY/s/H3ue0bsM/Tb4lLPjx49/cLtjaHs4N23alOvtsBzuhM7womUvX77E4cOHsXv3buzduxcFCxbEiRMnpC5Lp/RtpdEWbmw/7OXLl7h+/TpMTExQvnx5WFhYSF0SEUmE4UVLMjIycObMGRw7dgzHjx9HXFwc8uXLh3r16mHp0qVSl0ckG0IIzJw5E+Hh4co7D5uamuK7777DqFGjch2M9UX16tVx5MgRFCtW7KN7NQ1pbx0AdO3aFQsWLEDhwoXRtWvXD/ZdtWqVjqrKm/bv34/FixcjPj4exsbGqFq1Knr16oWmTZtKXVquGNbxCx3x8/NDbGws3rx5A0dHR7i7u2PgwIFwcnIyuENGOZH7SqNJ3Nh+3NKlS/HHH39gxIgRqFu3LjIzMxEdHY2FCxeiVKlS6N27t9Ql6tTUqVOVl9JPnTrV4MLbh5QtWxb58uUD8PYcMS6bnO3btw+DBg1C06ZN4ePjo1yn/P39MX/+fDRu3FjqEj+Ke160wM3NDc+fP0eDBg3QoEEDeHh4oFKlSlKXlSe8u9K8OxDt379fNiuNJo0cORKjR4+GhYUFAgMDP7ixnTZtmg4ryzsaNWqEn3/+Odvze7Zv34758+djz549ElUmje3bt8PT05NXMOYgISEBpUqVkrqMPK9du3Zo0qRJtmemLViwAAcOHMDvv/8uUWW5x/CiJefPn8fRo0fxzz//IDY2FkWKFIG7uzs8PDwM+vJFfVhpNIkb24+rXbs2tm/fjgoVKqi0//vvv/Dx8cHZs2clqkwaWY8esbOzg5eXF7y9vVGnTp1sV6cZInt7e9jY2CiXi6urK/Lnzy91WXlOrVq1sH379mx3qL558ybatGmD06dPS1RZ7vEYhpbUqFEDNWrUgJ+fH548eYIlS5Zg7dq12LZtm0GHl2vXrmHu3LnZ2lu2bIlly5bpviCJNWjQgBvbj6hUqRKioqKyhZcjR44Y1OXjWY4ePYro6GjExMTgn3/+wa+//gpTU1PUqVMH3t7e8PLyUj7I0tDMnTsXMTExOHHiBMLDw2FsbAxnZ2d4eXnBy8uLt634fyVLlsTNmzdzDC9yubs3w4sWCCFw9uxZREVF4ejRozh16hQsLS3RqlUrNGrUSOryJKUPK40mcWP7cT169MC4ceNw584duLi4QKFQICYmBhEREQgICJC6PJ0rWrQomjVrhmbNmgF4exVWbGwsYmJisGfPHoSEhMDS0hLe3t4Gd6jxq6++wldffQUAePHiBWJiYhATE4O//voLoaGhKFSoEDw9PeHt7W3QVza2bNkSEydOxPjx41GnTh0Ab59OPmnSJOXyy+t42EgLss55qVq1Kho1aoRGjRqhdu3aUpeVJ8ydOxfbtm3LttJMnDgRjRo1wpgxYySuUDrvbmxjYmJw/vx5bmz/38qVK7F8+XLlU9mLFSuGnj17olevXhJXlndcu3YN0dHRiIuLw549e/DmzRuDO6T2IefPn8e6deuwY8cOpKSkGNyVWO9KTU3F0KFD8ffffyvPsxNCoEGDBpg7dy7Mzc0lrvDjGF60YPXq1WjUqBFvnpUDfVhpdIUb2+z4uI3/efbsGaKionD48GEcPnwYjx8/RoUKFZSHIN3c3FCwYEGpy5TMo0ePlMvmxIkTePz4MWxsbODt7a38Z+iuXbuGy5cvQwgBOzs72NjYSF1SrjG8aMmDBw8QERGhcjnwd999x0Dz/+S80mgLN7bZXb58GZUqVVKejHr48GEcPHgQxYsXx7fffmuQTyJfuHAhDh8+jLNnz8Lc3Bxubm7Kv4+sZ6oZqpiYGBw6dAiHDx/GxYsXYWlpqdxz6e3tzZPjc/DkyRPExMSgePHicHFxkbqcXGN40YLLly/D19cX+fPnR61atZCRkYFz584hOTkZa9euRbVq1aQuMU+Q60qjSdzY5uzVq1f48ccfceLECezYsQM2NjbYuHEjxo0bh1KlSsHMzAyvX7/G+vXrDe6kXXt7e5QpUwb9+vVDhw4dDP7J2u/KWjbffPMNvLy84OjoyHu9vGPhwoVYtWoVNmzYgIoVK+LkyZPo06cPXr58CQDw8PDAL7/8IouLBhhetKB3794oUKAAgoODld8YU1NTERAQgNTUVCxZskTiCnVPn1YaTeLGNmdz5szBzp07MXHiRHh6euLNmzfKPQvr1q2DiYkJAgICYGxsbHAnpYaEhODIkSO4cOECSpYsCW9vb3zxxRfw8PBA4cKFpS5PUp06dcLZs2eVXwLq168Pb29vg9xD977169djypQp6N69O/r06QMLCwt89dVXeP36NX799VdYWFhg0KBB8PLygr+/v9TlfpwgjXNychLx8fHZ2i9evCjq1KkjQUXSWrdunXB0dBSzZ88WL168EEII0bx5c1G/fn1x9epV8eDBA/HNN9+IuXPnSlyp7n3//feiRo0awtPTUwwbNkxs3bpVPH78WOqyJNesWTOxd+9e5c+HDh0SdnZ24o8//lC2RUdHCy8vLynKyxOePHkitm7dKoYPHy68vLyEg4OD+O6778T8+fNFXFycyMzMlLpESbx48ULs3r1bjBkzRnz55ZeievXqol27dmL27Nni+PHjIj09XeoSJdGhQwcRERGh/Pn06dPCzs5OLFu2TNn2999/i2bNmklR3ifjpdJaULBgQaSlpWVrz6nNEGzcuBGBgYH44YcfAABnzpzBzZs3MWzYMOW5Lv3798f06dPlkfg1aO3atXj58iWOHj2Kw4cPIyQkBIGBgbC3t1ceOnJxcTG4x0rcv39feTM2AIiOjoZCoYCXl5eyrUyZMnj27JkU5eUJRYsWRevWrdG6dWsAb59jdOTIERw/fhxhYWEwNTXF8ePHJa5S9ywsLFQuJb969SqOHDmCqKgoREREQAgBd3d3LFq0SOJKdevatWvw9PRU/nzs2DEoFAo0aNBA2Va1alXcu3dPivI+mWFtEXXE3d0dM2fORGhoKIoUKQLg7fkdwcHBcHd3l7Y4CejbSqNp3NhmZ25ujlevXil/PnHiBCpUqKByDtC9e/dgaWkpRXl5zuXLl3H69Glcu3YN9+7dQ3p6OqpWrSp1WXlC1apVkS9fPhQqVAilSpVCZGQkDh06JHVZknj3kHRsbCysrKxUzsF89eqVbK74ZHjRgmHDhuH7779Hw4YNUalSJSgUCty4cQOFCxdGeHi41OVJQp9WGm3jxhZwdnbG1q1bERAQgCtXruD06dPo0aOHSp/w8HCDvH9ScnIyTp8+jZMnT+LkyZM4ffo0Xrx4gUqVKsHT0xM//fQT3NzcDPKmj8DbPdxnzpzByZMnERcXh7i4ODx79gxVq1aFu7s7goOD4erqKnWZOmdnZ4fo6GhUrFgRz58/x/Hjx9G8eXOVPrt27ZLN3ZkZXrSgdOnS2LlzJ7Zu3YorV65ACIGOHTuiVatWBrlB0beVRtO4sc3uxx9/RNeuXXHkyBHcvXsXhQsXRvfu3QEAx48fx4oVKxAVFWWQXwayHmhavHhxuLu7Y9SoUfD09DTYK9Pe9d133+HChQtIT09H6dKl4eHhgVGjRsHDwwMlSpSQujxJde7cGePGjUN8fDzi4uKQlpaGLl26AAASExOxfft2hIWFYcqUKRJXmjsML1pSsGBBtG3bFjdu3ICRkREqV64MMzMzqcuShL6tNJrEjW3OatWqhY0bN2LTpk3Ily8fvvvuO5QsWRLA23u9PHz4EL/88gucnJykLVQCI0aMgKen5ycdFtq4cSNatGgBCwsLLVYmvRIlSiAwMBCenp6oXLlyrua5fv06KlSooPfnlbVq1QqpqalYu3Yt8uXLh7lz56JmzZoAgKVLl2LdunXw8/NDmzZtJK40d3iptBakp6dj6tSp+OOPP5Ceng4AyJ8/P7p27YqhQ4dKXJ00fv/9d+VK4+fnpzy/IygoSLnSGNrJugAwcOBAeHh4cGOrAYYyQH8OFxcXbN261eBvYpcTLpu3T7c3NTVF0aJFVdrz8raG4UULZsyYgS1btsDf3x9OTk4QQuDkyZOYP38+unfvjn79+kldYp4hx5VGatzY5ozLRT1nZ2ds27aNyyYHXDbq5eV1iiODFmzduhVTp05Fw4YNlW3Vq1dHyZIlMWXKFIaXd6g7Tt+xY8c8u9JIjd83csblQqRZeXmdyid1AfooLS0NFSpUyNZuY2Nj0Pel+BR5eaUhIiJpMbxoQYcOHTBv3jyVm9IJIbBy5UrlDaWIiIjo8/CwkRY8evQI+/fvR6NGjVCrVi0YGxvjwoULuHv3LmrXro2uXbsq+65atUrCSomIiOSH4UULTE1N0bJlS5W2evXqoV69ehJVREREpD8YXrQgt0+5nTt3Lp49e8ZbnBMREX0CnvMioVWrVuH58+dSl0FEMrVgwQIkJydna3/58qXKTR8HDBigfM6aoYiOjsabN2+ytaempmL37t3Kn93c3JA/f35dlkYawPAiIV5RQ+/ixjZnHKBVXbt2DdHR0YiOjsbChQsRFRWl/Dnr39atW7FhwwblPL179za4R5N07do1xy+HV69eRUBAgPLnxYsXG9zdrPVhW8Ob1EnIEG+OFB0dDWdn52w3n0tNTcWBAweUzzzq168fJk+ebFAblerVqyMqKgpWVlYq7efPn0enTp1w5swZiSrTvWvXruHJkycA3g5C8+fPz3Z49fLly5g5cyZOnz4tRYmSOXDgAPr166d82Km6TXiHDh0M7pEbK1euxIwZMwC8XS7vPhD2XbVq1cL69et1WVqeog/bGoYXCRlieNGHlUaTuLHNGQfoD7t37x4yMzPRpEkTbNy4UWV9UigUKFCggEHshXrfmzdvsGPHDmRmZmLUqFEYNWqUyh6nrGXj7u6OwoULS1ip7unbtobhRUKGEl70baXRJG5s1eMA/XF3795FmTJl1K5Thmzz5s3w8fGBqamp1KXkCfq2rWF4kZChhBd9W2m0hRvbnHGAVi89PR1hYWFo0aIFKlasiNGjRyMyMhIuLi4IDg7O9swwQ3P79m2cP38eKSkp2aa1bdtW9wXlEfqwrWF4kZChhJd36cNKoy3R0dEfnG6o9wniAK3e1KlTsXXrVqxYsQJJSUnw8/PD4MGDsX//flSpUiXXt23QR5s2bcKYMWOQmZmZbZpCocDFixclqCrvkHuwY3iRkCGGFw7Q6tnb20OhUKic36FQKKBQKJAvXz6cO3dOwuqkwwFavS+++ALTpk2Dl5cXJk2ahOvXr2PlypU4e/Ys+vTpg3/++UfqEiXTpEkT1K9fH0OHDjXoPbo50Ydgx5vUSWjKlCkoXry41GXoVJcuXThAq/HXX3+p/PzmzRvcvHkTc+fOxfDhwyWqSnp//vkn5syZgxo1amDSpElwdXVFv3794OXlhT59+khdnqSSkpJgY2MDAIiKikLHjh0BAEWLFs3xG7UhSUhIQM+ePRlccrBo0SJ89913sg52DC8a8u7zij4m63lGX3/9tbbKybM4QKtXtmzZbG0VK1ZEgQIFEBQUhK1bt0pQlfQ4QKtXoUIFnD17Fk+ePMGtW7dQv359AMC+fftQrlw5iauTloODA65fv25Qe7ZzSx+CHcOLhrw78KSmpiIyMhLVq1eHk5MTjI2NcfbsWZw9exbffPONhFVKjwP0pytVqhRu3LghdRmS4QCtXu/evfHTTz8hX758cHd3h729PRYuXIiFCxdi6tSpUpenc+8elm7SpAlGjx6NgQMHolKlSjAyMlLpa8iHqPUh2PGcFy0YM2YMLCwsEBgYqNI+d+5cXLt2DfPnz5eosrzr33//RcuWLQ3uPi/vunfvnsrPQgi8ePECv/zyC65fv47t27dLVJm0tmzZgrFjxyJfvnxwdnbGypUrVQZoOZxcqE2XLl3CnTt38MUXX8DU1BSHDh2CsbExPD09pS5N53I6bywncjmvQ5PeDXanTp3Cb7/9Jutgx/CiBc7Ozti8eTMqVaqk0n7z5k20bdsWp06dkqSuvIADtHpZG953CSFQsGBBzJ49G19++aU0heUBHKA/7OXLl7h+/TpMTExQvnx5WFhYSF2SJO7evZvrvjntBdZn+hbseNhICwoXLowLFy5kCy8xMTEoVqyYNEXlEY0aNfrgAG3Iss6FepeJiQlsbW1RsGBBCSrKO+zt7VGuXDlcunQJJiYmcHFxMdgB+l1CCMycORPh4eF48+YNhBAwNTXFd999h1GjRhncvXEMLZB8ivfPN5Q7hhct+O677zBu3Dhcu3YNNWvWhBACsbGxiIiIUHkgmCHiAK2eq6ur8v9JSUkwMjIyuIfp5YQDtHpLly7FH3/8gREjRqBu3brIzMxUPrCxVKlS6N27t9QlSianL0rA2z0LJiYmKF26NNq0aWMwhx31LdjxsJGWLFmyBOHh4Xj48CEAwNraGn5+fvjhhx8krizv4ACd3fLly7Fq1Srl3025cuXg5+eHb7/9VuLKpLNkyRKEhYVh8ODB2QboPn36GPwA/fPPP8PHx0elffv27Zg/fz727NkjUWXSyzovqkmTJqhTpw4A4PTp0/jzzz/Rvn175MuXD9u3b8eoUaMM7kIKfQh23POiJX379kXfvn3x9OlTADDou4C+jwN0zpYuXYpFixahS5cucHJyUu6xmzp1KoQQ+O6776QuURLr16/H+PHjVQZoBwcHWFlZYf78+QYdXh4/fgxHR8ds7bVr18b9+/clqCjviI2Nhb+/P/r27avSXqtWLURFRWHZsmVwcXFBWFiYwYWXDh06fDTYTZw4Eenp6Xl22TC8aMmTJ09w48YN5R0MhRBIS0vD6dOnMWDAAImrkw4HaPUiIiIwYcIElW87TZo0gY2NDZYuXWqwy4YDtHqVKlVCVFQUKlSooNJ+5MgRlClTRqKq8oaTJ09i/Pjx2dobNWqEkJAQAG8P1ebUR9/pQ7BjeNGCnTt3YtSoUUhNTVWe3Z21i65s2bIGHV44QKv3/Plz1K5dO1t73bp1MXnyZAkqyhs4QKvXo0cPjBs3Dnfu3IGLiwsUCgViYmJ4fh2AYsWK4eTJk6hYsaJK+8mTJ5V7wh8+fGiQh631IdgxvGjB4sWL0bJlS+WhkLCwMDx8+BATJ07EoEGDpC5PUhyg1WvWrBlWr16NcePGqbTv2LEDDRo0kKgq6XGAVq9t27ZISkrC8uXLERYWBuDtoD148GD4+vpKXJ20unbtikmTJuHmzZtwcnJCZmYmTp8+jdWrV6N///548OABJkyYoLzpoSHRh2DH8KIFN2/exLx581CpUiVUr14dT58+RaNGjfDmzRssXrwYbdq0kbpEyXCAVq9IkSJYs2YNTp48iXr16sHY2Bjnzp1DTEwMGjdujJEjRyr7GtLDCDlAf1j37t3RvXt3PHnyBEIIg78dQ5Zu3brB2NgYYWFhWLJkCQCgTJkyGDFiBL7//nscPnwYNjY2KuuVodCHYMerjbSgbt262Lx5M8qXL4/x48ejQoUK6NWrF+7du4dWrVohNjZW6hIlM23aNKxZswY2NjY5DtDvJn1DGqCBtw+tzK3Vq1drsZK8iwP0W0II7Ny5E19++aXK/W4iIiJQsGBBtG7dGvny5ZOwwrwlKSkJxsbGvDfQOyIiIhAWFqa8cWiZMmXQp08fZbDbunUrxo0bl2eff8TwogU9e/ZE9erVERAQgNWrV2P//v1YsWIFDh06hOHDh+PYsWNSlygZDtCf59GjRwb3BHIO0DlLS0vDjz/+iKioKPz2228q9wcKDAzEli1b0LhxY8ydOxcmJiYSVqp7W7Zswddffw1TU1Ns2bLlg33z8mXAuiTXYMfwogWxsbHo1asXBg0ahPbt2+Orr75C8eLFcf/+fXz99dcICgqSusQ8yRAH6HdVr14dUVFRsLKyUmm/c+cOWrVqhbi4OIkq0z0O0OotX74cv/76K0JDQ5WXub4rJiYGAwcORP/+/dGtWzcJKpSOvb09oqKiUKxYMdjb26vtJ5db4GuSvgU7hhctSUhIQFpaGsqXL4/r169jzZo1sLa2RpcuXWBqaip1eZLhAK3q999/x7Zt2wAAJ06cgLOzc7bBODExEcnJyTh48KAUJUqCA7R6LVu2RN++fdGqVSu1fdauXYt169bxKe2kpG/BjuFFi/iwtLc4QKuXlJSEGTNmAAA2b96MFi1aIH/+/Cp9ChYsiLZt26JmzZpSlCgJDtDqOTk5YceOHShXrpzaPjdv3kS7du0M7stATu7du4dr166hXr16ePXqlcGfL6UveLWRFvBZLKqaNGmicpJy6dKlsw3Qtra2sthVqWlFihRROTF59OjRBhty33Xnzh04Ozt/sI+Hhwdmzpypo4ryDgsLC7x48eKDfVJSUmBubq6jivKmtLQ0jBgxArt27UK+fPmwe/duzJgxAy9evMCCBQvy9GXAuiLnYMfwogV8WJoqDtC5Y2hXV30IB2j1nJ2dsXPnTlSvXl1tn+3bt8POzk6HVeU9v/zyCy5duoTffvsN/fr1A/D2EuFRo0Zh1qxZmDRpksQVSkcfgp3hnaqvA1nPYvH19YW9vT0cHBzQrVs3jB07Fhs2bJC6PElNmzaNwUUNe3t7VK9eXe0/Q5I1QH+IoQ7Q3bp1w8qVKxEREaF8/EgWIQTCw8Px22+/fdKVffpo586dGDt2LNzc3JRtrq6umDx5Mv7++28JK5Peu8HOzMwMwNtgd/fuXcyaNUvi6nKHe160gM9iUc/e3v6Dh83kcKKYtkydOlVl2bx58wY3b97E5s2bERgYKGFlutetWzd0794d1tbW6NSpk8ol0UIIRERE4LfffkNoaKiEVUqjbt26CAwMxLRp07Bo0SI4OjqicOHCSEpKwpkzZ/Dy5Uv4+/ujUaNGUpcqqYSEhGyPlAAAa2trPH/+XIKK8o6dO3diwoQJOQa7gIAAWeyVYnjRAj6LRT0O0Oq1b98+x3Z7e3ts3boVrVu31nFF0uEA/WG+vr6oV68eNm7ciHPnzuHmzZuwsrJChw4d0L59e9jY2EhdouRsbGxw9OjRbE+r37FjB6pWrSpRVXmDPgQ7hhct4LNY1OMA/elcXFwwduxYqcvQOQ7QH2ZnZ4cxY8bkqu/cuXPRo0cPWFpaarmqvGPQoEEYMmQILl++jIyMDGzevBnXr1/Hnj17lA8fNFT6EOx4qbSWrFy5EsuXL8ejR48AvH0WS69evdCzZ0+JK8ub7t69Cx8fH5w6dUrqUvKcpUuXIiIiwuAuI/9UhjhA55aLiwu2bt2K8uXLS12KTh06dAhLlizBhQsXkJmZiWrVqsHPzw/NmzeXujRJ7d+/H0OGDME333yDDRs2oHfv3irBTg7Lh+FFy959FsuJEycwfPhwHDhwQOqy8hwO0G8fR//uITUhBF69eoXnz59j6NCh6NOnj4TV5X2GOkDnhrOzM7Zt26b3y2bx4sXw8vLK8ZxDUiX3YMfDRlr27p1kU1NTkZCQIGE10vvYAG3I2rVrl+1kZhMTE7i4uKBevXoSVSUf/B5GYWFhmDdvHgoXLgwPDw94eXmhfv36KF26tNSlSe79YPfFF1/giy++kLiqz8fwQjrFAVq9QYMGSV0CkaydOHECFy9eRHR0NGJiYhASEoJx48ahYsWK8Pb2hpeXF9zc3FCgQAGpS9U5fQt2PGykQ4cPH0afPn0M+nJgytmdO3ewYcMGnDx5Ek+ePEHRokXh4uKCb7/9Vu939WuKoRwa+RyGvGyuXr2KmJgYxMTE4OTJk3j48CGcnJwM7qn1QgiVYBcbG4unT5/KNthxzwvpDAfonEVGRmL06NHIly8fnJyc4ODggOfPn2PDhg1YvXo1Jk2axKuwiD5TmTJlUKZMGVhbW6Ny5cp4+vQpbt26JXVZOqdQKODg4KC8aSqgGuwmT54sq2DH8KIhCxYs+GgfQ1xhsnCAztmlS5cQGBiIrl27YtCgQcq7XQJvb+G9cOFCjB49GtWqVTO4u+wSfa5Lly7h0KFDOHz4MOLi4mBkZAQXFxd4e3tj+PDhBnln5pzIOdgxvGjIpk2bctXP2tpay5XkPRyg1Vu+fDlatGiBYcOGZZtmamqKoUOH4uHDhwgLC0NwcLAEFRLJx6hRo3D48GE8evQIVapUgZeXF/z8/ODq6prtYbCGSl+CHc95Ia0bNmwYjIyMMGPGDLV9Ro0ahbS0NIMboBs0aIDQ0FDUrl1bbZ8zZ85g4MCBOHTokA4rkx9DPq/jYyIjI9GwYUO9f5Clvb09ypQpg379+qF169YMLO/IKdh5e3vLNtgxvJDWcYBWz9HREXv27PngHrkHDx6gefPmOH36tA4rkx9DGaC7du2a676rVq3SYiV5z8aNG3H48GEcO3YMKSkpcHFxQf369eHt7S2bPQraom/BjoeNSOuePHmCkiVLfrBPyZIl8ezZMx1VlHeUKFECN27c+GB4uXbtmmwvZ/xcnzNAf/3119oqJ08pW7as1CXkWd988w2++eYbZGZmIi4uDlFRUfjzzz8xe/ZsFCtWDN7e3vD29oanpyeKFi0qdbk6NXnyZBw+fBjBwcEICgqSfbBjeCGt4wCtXoMGDbB48WJ4enrmOD0jIwOLFy9G48aNdVyZtDhAqzdt2jSpS8jz8uXLhzp16qBOnToYPHgwkpKScPToUfzzzz8YN24cUlJScP78eanL1Cl9C3Y8bERaN3HiRFy7dk3tLuyMjAx0794djo6OGD58uI6rk1ZCQgLatm0LJycn+Pv7w97eXjnt4sWLCA4OxtWrV7F582aVuzUTZXny5Alu3LiBzMxMAG/v55GWlobTp09jwIABElcnraSkJMTFxeHkyZM4deoUzp07h/z588PNzQ1z586Vurw84d1gFxkZKZtgx/BCWscB+sMuXboEf39//PvvvzA3N4elpSVevHiBV69eoWrVqggJCZHNk161hQN0znbu3IlRo0YhNTUVCoUCQgjlHazLli2Lffv2SVyhbt24cQMnT55U/rt58yby588PFxcXeHp6wtPT0+CuaFRH7sGO4YV0ggP0h2VkZODgwYM4deoUkpKSUKRIEdSpUwfe3t4wMjKSujxJcYBWr1WrVqhVqxb8/Pzw7bffYsWKFUhMTMTEiRPx008/oU2bNlKXqFP29vYwMjKCo6Mj3N3d4enpCWdnZ5iYmEhdmuT0LdgxvJDOcIDWjC5duiA4OBilSpWSuhSd4ACtnqOjI7Zu3YoqVaqgW7du6NWrF7744gvs2bMHixcvzvX9p/TFX3/9BTc3N1hYWOR6nrlz56JHjx6wtLTUYmXS07dgxxN2SWeMjIzQqFEjNGrU6KN9DW2A/hTnzp1DWlqa1GXozM2bNzFv3jxUqlQJ1atXx5MnT9CoUSO8efMGixcvNujwYmZmphx8KlWqhCtXruCLL75AzZo1ZXOnVE36nBPbV61ahQ4dOuh9eFm4cKFeBbt8UhdAlBNDG6BJvZwGaAAGO0C/q1atWli3bh0AoGrVqoiKigLw9pk1cv1GrWuGcvChcePGnxRcgLfB7vnz51qq6L9heCGiPI0DtHoDBgxAREQEwsLC0LJlS5w/fx4+Pj4YMmSIwV1eT5qXl4MdDxsRUZ42YMAA9OrVC1ZWVmjfvj0WLFgAHx8f3L9/Hy1atJC6PEnVqVMHu3fvRlpaGooWLYo1a9Zg7dq1sLa2/qQb/RHJDcMLEeVpHKDVGzlyJEaPHq08N8zGxgZjxoxBUlIShgwZgoULF0pcIZF2MLwQUZ7GAVpVbGwsbt++DQDYsmULatSoke1chmvXruHo0aNSlEekEwwvRDKTdY8TfcYBWj2FQoHAwEDl/4OCgrL1KVCgAHr16qXr0oh0huGF8iRDGKA/V14+iU5TOECr5+LigkuXLgF4e++OI0eOoHjx4hJXRaRbDC+UJxnCAK3Oo0ePkJ6enm0ZlClTBgCwe/duvR+sOEDnTtYyos83ZcoU/m3JEO+wS5L42ACdmJiI4sWLI18+w7ma/9SpUxgxYgT+/fdflfas2+FfvHhRosooL+natSsWLFiAwoULf/SEZXUPQzUEjx8/RkhICGJjY3Pc1vz1118SVSYfkZGRaNiwIczNzaUuJRvueSGdyu0AXbJkSSnKk1RQUBAsLS2xYMECFCpUSOpyJMUBWr2yZcsqQ32ZMmV4iFWNcePGISYmBm3btjX49el9uQ12X3/9tRTl5QrDC+kUB2j14uPjsWHDBlk9HE1bOECrN23aNOX/p0+fLmEleVtUVBQWLlwILy8vqUvJc/Qh2DG8kE5xgFbP2toa6enpUpeRJ3CAzr27d+9iw4YNiI+Ph5GREWrUqIFvv/3W4M/jKFCgAKytraUuI0/Sh2BnOCcUUJ7AAVq9H3/8EVOnTkV8fDyX0Xvu3r2LkJAQ9OvXDwMGDMCiRYvw6NEjqcuSXFxcHHx8fLBt2zYYGxtDCIH169fDx8cHly9flro8SbVt2xZhYWHIyMiQupQ8Rx+CHU/YJZ3asmUL1q1bh4kTJ6JKlSoG/2yadzVq1AiJiYlqN7aGesJuXFwcevTogaJFi6JGjRrIzMzE+fPnkZKSgtWrV8PW1lbqEiXz3XffoUqVKpg8eTKMjd/uSE9PT8fIkSPx6NEjrFy5UtoCJTR8+HDs2rULhQoVQoUKFWBqaqoy3dDOlXrXzJkz8ezZM0yaNAlGRkZSl/NZGF5IpzhAq7d58+YPTm/Xrp2OKslbOECrV7t2bWzevBlVqlRRab927Ro6duyIuLg4iSqT3siRIz84/d1Dk4ZGH4Idz3khnRo0aJDUJeRZhhpOPubSpUuYNm2aMrgAgImJCfr374+OHTtKWJn0KlWqhEuXLmULL3fu3FE+TsFQGXI4+RgjIyO0bNlS6jL+E4YX0ikO0B928OBBhIWF4fr161i/fj3++OMPVKhQAW3btpW6NMlwgFbPz88PQUFBePjwIVxdXWFsbIyzZ88iJCQEnTp1QnR0tLJvvXr1JKxUGomJidiwYQNu3LiBUaNG4cSJE7C1tYWNjY3UpUlKH4IdDxuRznGAzllUVBT69esHHx8fREZGYufOnfj999+xbNkyTJ48GR06dJC6REns2LEDU6dORd++fXMcoN8dlA1tgLa3t89VP0O8yeGtW7fw7bffwsLCAgkJCdi1axdmzZqFw4cPIywsDC4uLlKXKCm5BzuGF9IpDtDqff/99/jqq6/QvXt3ODs7Y9u2bShfvjzCwsKwefNm7NixQ+oSJcEBWr27d+/mum/ZsmW1WEne079/f1hZWSEoKAguLi7Ytm0bypQpg8DAQNy/fx/h4eFSlygZfQh2PGxEOjV//nz8/PPP6N69O3bv3g0AGDp0KAoXLoxff/3VoMNLfHw8Zs6cma29WbNmCA0NlaCivIG3cVfvQ4EkJSUF+fPn12E1eUtcXBzCw8NVbnBoZGSEfv364dtvv5WwMulNnz4dTZo0UQY7AAgJCUFgYCDmzJkji2DH8EI6xQFavUKFCiEhIQEVKlRQab9y5QosLS0lqkp6HKDVe/bsGX755RfEx8crr+ATQiA9PR1XrlxBbGysxBVKJyMjA5mZmdnaX758KdvLgzVFH4IdwwvpFAdo9Vq1aoUpU6ZgypQpUCgUePXqFQ4ePIjJkyfn6WeMaBsHaPUmTZqEqKgoeHt7IzIyEj4+Prh27RouXLiAn376SeryJOXt7Y1ffvkFwcHByranT59i1qxZcHd3l7Ay6elDsOMddkmnsgbo8+fPc4B+z5AhQ2BjY4MOHTrg9evXaNeuHfr27Qs7OzsMHTpU6vIkM2nSJGzZsgXFihVDTEwMSpUqhVevXuHUqVPo27ev1OVJ6siRI5gxYwaCg4NRpUoV9OrVC5s2bcI333yDq1evSl2epAIDA3HhwgV4enoiNTUV/fv3R6NGjXDnzh2MGDFC6vIklRXs3r3fltyCHU/YJZ1KT09HYGAgdu7cCeDtSZZCCHz55ZeYN28ezMzMJK5Qev/++y8uXLiAzMxM2NraomrVqlKXJCk3NzfMnDkTDRo0QMuWLREcHAx7e3uMHTsWqampOR6GNBQ1a9bE3r17YW1tDX9/fzRs2BBt27ZFfHw8+vTpg4MHD0pdoqSSk5Oxc+dOXLhwAUIIVKtWDa1bt4aFhYXUpUkqISEBXbt2RVJSEl68eIEqVarg7t27sLS0REREhCxO7uZhI9IpExMTzJ49G/7+/hyg1TA1NUWtWrWUP7969QoFCxaUsCJpvXr1SvkIABsbG1y6dAn29vbw9fVFnz59JK5OWtbW1rh79y6sra2V98MBAHNzczx79kzi6qTx5MkTrFixAv7+/jA3N8fKlSuRnJwMADh06BAuXryIyZMnS1yltEqVKoUtW7aoBLsffvhBVsGO4YUkwQH6f44dO4Y5c+YgLCwMhQoVQosWLZCSkqKc7uDggI0bNyJfPsM8yssBWr2vvvoKw4cPx8yZM+Hu7o4hQ4bAyckJ+/btQ8WKFaUuT+cSExPRoUMHmJiYoHPnzsq/nQ4dOqBIkSK4d+8efv/9d7Rt2xZ16tSRulyd06dgx/BCOsEBOmdnz55F79690bhxY7x580bZPnPmTJQqVQr37t3D6NGjsWvXLvj4+EhYqXQ4QKs3aNAgpKSk4P79+2jVqhVatGiBIUOGoHDhwpg3b57U5enckiVLULZsWaxcuVLlKrRu3bqhfPnyAN4eMlm/fr3BhRd9C3YML6R1HKDVW758OXx8fDBjxgxlm0KhgJOTk3Jje/LkSWzdutXglk0WDtDqmZqaYvTo0cqfJ0yYgCFDhqBQoUKyuWpEkw4dOoSxY8d+8PL5zp07IygoSIdV5Q36FuwM62suSSJrgJ43bx6KFi0K4H8DtKurK9q2bYsOHTpg69atEleqe7Gxsfjhhx9U2t4/h75NmzY4d+6cLsvKU7IG6FatWgF4O0AfO3YM//zzDzw8PCSuThpCCOzYsQMvX75UaY+IiMCBAwdU7t9hSB48eKA8PyqLm5ubymBtZ2eHhw8f6ro0yR06dAg//vjjR4NdTEyMDqv6fAwvpHUcoNV79uwZSpcurdI2YMAAFClSRPmztbV1tkHKEHCAzllaWhr8/PwQEBCACxcuqEw7e/YsAgMDMWjQIKSnp0tUoXQsLCzw6tUrlbbFixejRIkSyp9fvHhhkPeU0rdgx/BCWscBWj0rKyskJCSotPXu3RuFChVS/nz//n0UL15c16VJigO0eqtWrcLFixcRHh4OV1dXlWnTp09HeHg4YmNjsWbNGokqlE7VqlVx+PDhD/Y5ePAgHBwcdFRR3qFvwY7hhbSOA7R6tWvXRmRk5Af7bNu2Ldsgpe84QKu3ZcsWBAYGqj0voW7duvD398emTZt0XJn02rVrh19++UV5Rdr74uPjsWzZMoN8hpq+BTuGF9I6DtDq+fr6Ijw8HBERETlO37hxI/744w/4+vrquDJpcYBW786dO3B2dv5gHw8PD/z77786qijvaN++PZydndGxY0eMGTMGO3fuxD///IPIyEhMnDgR33//Pb744gs0b95c6lJ1Tt+CHa82Iq3z9fVFz549Ub58eXTu3Dnb9KwBet26dRJUJy1XV1f4+/tjypQpWLVqFdzc3GBlZYWkpCRER0fj5s2bGDFiBGrWrCl1qTqV2wHaEO+ua2FhgRcvXnywT0pKCszNzXVUUd6yaNEirFixAmvWrMHvv/+ubC9RogT69+8PPz8/CauTTvv27bFnzx507NgRbdu2hYeHB6ysrPD06VNER0djy5YtaNiwoWyCHR8PQDqxbNkyhISEoHz58moH6K5du0pdpmROnz6N1atXIzY2Fo8ePULRokVRp04ddO3a9aODuD7y9vbGsmXLUL16dbV9Ll26hJ49e+Lo0aM6rEx6gwYNQsWKFTFs2DC1fWbNmoULFy7g119/1WFlec/t27fx+PFjFC1aFOXLlze4+0i9LzMzUxns7t27p2wvUaIEunTpAj8/P9mcCM/wQjrDAVozNm7ciBYtWsjmNt6fgwO0ejExMejevTtGjhyJTp06qQzIQghERERg+vTpCA0NRaNGjSSslPIyuQc7hhfKkwxhgP5cLi4u2Lp1q/LGUvqIA/SHhYeHY/r06bC0tISjoyMKFy6MpKQknDlzBi9fvoS/v7/BHh4hw8DwQnmSIQzQn8vZ2Rnbtm3T+2XDAfrD4uPjsXHjRpw7dw5JSUmwsrKCs7Mz2rdvDxsbG6nLI9IqhhfKkwxlgP4chrRsOEBrxty5c9GjRw/Z3MOD6GN4tRER5Vl2dnYYM2ZMrvpygFZv1apV6NChA5cN6Q15naFDRKTGqlWr8Pz5c6nLyJO4g530DcMLEekFDtBEhoPhhYiIiGSF4YWIiIhkheGFKI+4e/eu2mn79+9X/v/9J3ITERkahhfSKQ7Q6rVt2zbbAyyTk5MxduxY/Pjjj8q295/ITURkaBheSKc4QKvXuXNnBAQEYPTo0UhJScGpU6fQpk0b7N+/H3PnzpW6PCKiPIPhhXSKA7R6Q4YMwW+//Ybjx4+jRYsW8PX1RZ06dbBz507ZPOmV8qYpU6agePHiUpdBpDG8SR3p1JAhQ+Dt7Y3AwEC0aNECDx8+RKtWrRAYGMgbaAEoVaoUypQpg5MnT0IIgdKlS6NgwYJSlyULhjhAP378GCEhIYiNjUV6enq2y8X/+usvAMDXX38tRXlEWsPwQjrHATpnK1euxLx581C1alVs374d8fHxmDBhAv7++29MmzYNDg4OUpcoCQ7Q6o0bNw4xMTFo27atwR1mJcPGZxuRTr07QM+cOVM5QJcqVcqgB2gAqFGjBvr27YsBAwbAyMgIAJCYmIhRo0bh2LFjOHfunMQVSmPAgAEfHKAHDhwoQVV5g5OTExYuXAgvLy+pSyHSKYYX0ikO0OqdOXMGtWrVynFaREQEOnfurOOK8gYO0Op5enoiPDwcVapUkboUIp3iCbukU2vXrsXgwYOVwQUASpYsieXLl2PkyJESViY9dcElLS0NdnZ2Oq4m7yhQoACsra2lLiNPatu2LcLCwpCRkSF1KUQ6xXNeSKc4QKt34cIFjBkzBvHx8cjMzMw2/eLFixJUJb2sAXrSpEkqoZeAR48eYdeuXdi/fz8qVKgAU1NTlemrVq2SqDIi7WJ4IZ3iAK3etGnTYGxsjPHjxyMoKAiBgYH4999/ERERgZkzZ0pdnmQ4QKtnZGSEli1bSl0Gkc4xvJBOcYBW79y5c/jtt99Qq1Yt/PHHH7C1tcUPP/yA0qVLY8OGDWjRooXUJUqCA7R606ZNk7oEIkkwvJBOcYBWLzMzEyVKlAAAVK5cGZcvX0bdunXRuHFjLFmyROLqpMMB+sMSExOxYcMG3LhxA6NGjcKJEydga2sLGxsbqUsj0hqesEs6ldMADQCNGzfGpUuXpCxNclWqVEF0dDQAoGLFijh79iwA4MWLF0hLS5OyNMklJiZiwYIF+Pnnn/H48WPs2rUL165dk7osyd26dQutWrXC5s2bsXv3brx+/Rq7du1Cx44dcfLkSanLI9IahhfSKQ7Q6vn6+mL06NHYtm0bmjVrhu3bt2PixIkYOXIkateuLXV5kuEArd706dPRpEkT7Nu3DyYmJgCAkJAQNGnSBHPmzJG4OiLt4WEj0qmsARoAmjVrhjZt2iB//vw4efKkQQ/QANChQwdYWlqiSJEisLGxwcyZM7F48WKUKVMGY8eOlbo8yWQN0EFBQXBxcQHwdoAODAzEnDlzEB4eLnGF0omLi0N4eDgUCoWyzcjICP369cO3334rYWVE2sXwQjrFAVrVggULcmw/duwYgLcBDwA2b95ssHeS5QCtXkZGRo5X7b18+ZKXlZNeY3ghreMArd6CBQuQL18+lC5d+oP9FAqFwS2bLByg1fP29sYvv/yC4OBgZdvTp08xa9YsuLu7S1gZkXbx8QCkdfb29rkeoLMesmcoxo0bh71798Lc3Bw+Pj7w8fGBvb291GXlKUOHDgUABAcHo27duti2bRssLCwwaNAgWFlZITQ0VOIKpZOQkICuXbsiKSkJL168QJUqVXD37l1YWloiIiICZcuWlbpEIq1geCGt4wD9YRkZGTh27BgiIyOxb98+WFlZoWXLlvDx8UGlSpWkLk9yHKA/LDk5GTt37sSFCxcghEC1atXQunVrWFhYSF0akdYwvJBOcIDOnfT0dBw5cgS7du3CX3/9hQoVKuDrr7+Gj48PypQpI3V5kuEArerJkydYsWIF/P39YWJigpYtWyI5OVk53dPTE5MnT5awQiLtYnghneMAnTtpaWnYuHEjQkJC8OrVK4N7dAIH6JwlJiaiQ4cOMDExQUREBKytreHs7IwOHTqgSJEiuHfvHjZv3ozw8HDUqVNH6nKJtIIn7JLOmZiYoGHDhmjYsKHKAD1nzhyDG6BzkpCQgF27duHPP//E6dOnUbFiRXTp0kXqsnTq3QG6c+fOsLa2xt27d1UG6N9//x1t27Y1uAF6yZIlKFu2LFauXIn8+fMr27t164by5csDePs3tH79eoNbNmQ4GF5IEhygVb2/PMqXL48WLVpgwoQJBnl+EAdo9Q4dOoSxY8eqLJf3de7cGUFBQTqsiki3GF5IZzhAZ7dy5Ur8+eefOHPmDMqUKYMWLVpg7NixqFGjhtSlSYoDtHoPHjyAra2tSpubm5vKsrKzs8PDhw91XRqRzjC8kNZxgFZv+vTpMDExQf369eHo6AgA2L9/P/bv35+tryHd54UDtHoWFhZ49eqVStvixYtVfn7x4gUsLS11WRaRTjG8kNZxgFYv6wTlK1eu4MqVK2r7GdpN6jhAq1e1alUcPnz4g0+NPnjwIBwcHHRYFZFuMbyQ1nGAVu/vv/+WuoQ8iQO0eu3atcOMGTPg7u6e4+HW+Ph4LFu2DFOmTJGgOiLdYHghreMATZ+KA7R67du3x549e9CxY0e0bdsWHh4esLKywtOnTxEdHY0tW7agYcOGaN68udSlEmkN7/NCRHlSv379cOTIkQ8O0HPmzJG6TElkZmZixYoVWLNmDe7du6dsL1GiBLp06QI/Pz+VB1kS6RuGFyLKkzhA587t27fx+PFjFC1aFOXLl0e+fPmkLolI6xheiCjP4wBNRO9ieCEiIiJZ4dcXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpKV/wM818PaqgCcXgAAAABJRU5ErkJggg==", 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", 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" ] @@ -568,7 +600,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/notebooks/monte_carlo_tutorial.ipynb b/notebooks/monte_carlo_tutorial.ipynb index 525264b..4e23f95 100644 --- a/notebooks/monte_carlo_tutorial.ipynb +++ b/notebooks/monte_carlo_tutorial.ipynb @@ -165,9 +165,31 @@ "metadata": {}, "outputs": [], "source": [ - "# Load the config file used for the Monte-Carlo simulation\n", - "with open(\"pypsa-earth/config.yaml\", \"r\") as stream:\n", - " config = yaml.safe_load(stream)[\"monte_carlo\"]" + "PARENT = os.path.realpath(\"pypsa-earth/\") + \"/\"\n", + "config = yaml.safe_load(open(PARENT + \"config.yaml\"))\n", + "\n", + "# Read config.yaml settings:\n", + "name = config[\"run\"][\"name\"]\n", + "simpl = config[\"scenario\"][\"simpl\"]\n", + "clusters = config[\"scenario\"][\"clusters\"]\n", + "ll = config[\"scenario\"][\"ll\"]\n", + "opts = config[\"scenario\"][\"opts\"]\n", + "\n", + "# Ensure elements are strings and properly joined\n", + "simpl_str = \"_\".join(map(str, simpl))\n", + "clusters_str = \"_\".join(map(str, clusters))\n", + "ll_str = \"_\".join(map(str, ll))\n", + "opts_str = \"_\".join(map(str, opts))\n", + "\n", + "nc_file_name = f\"elec_s{simpl_str}_{clusters_str}_ec_l{ll_str}_{opts_str}\"\n", + "scenario_name = name \n", + "scenario_subpath = scenario_name + \"/\" if scenario_name else \"\"\n", + "\n", + "# Network file\n", + "results_path = PARENT + f\"results/{scenario_subpath}networks/{nc_file_name}\"\n", + "\n", + "# monte-carlo uncertainties\n", + "monte_carlo = config[\"monte_carlo\"]" ] }, { @@ -189,7 +211,7 @@ "\n", "for count in range(0,49):\n", " # set directory of solved networks in results folder\n", - " path = f\"pypsa-earth/results/networks/elec_s_10_ec_lcopt_Co2L-24H_m{count}.nc\"\n", + " path = results_path + f\"_m{count}.nc\"\n", " network = pypsa.Network(path)\n", " network_list.append(network)\n", "\n", @@ -217,7 +239,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -274,7 +296,7 @@ "outputs": [ { "data": { - "image/png": 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g8uTJiIuL67L8lltugdFoxJYtWwAA3333HVJSUnDJJZec034SEhJgtVrx7rvvnlfeyy67rMvPWVlZANDj8Csd+Pzw++2len7o7ePnbO5jVlYWUlJSetzO1VdffcZMBQUFyMvL6/y/O/FvM2PGDFRUVHQ73bo32+2wffv2Xl1OfAxGR0f3+nbDhw/vdZaejBo1Ch988AGefPJJbN26tdvQRGfzHrAnR48exdy5cxEZGdn5txw/fjwA9HhK7dn8bl0dT4klIqfpaIvu6eAzOjoaa9eu7fx57ty5WL9+PR577DGMHDkSOp0OgiBgxowZaG1t7bLNnmbzOXlZv379sG7dOjz77LOYP38+DAYDkpOTcffdd+Oee+7pq7vYo9PlO7FV/HR6k7+qqgqNjY1dDiBPVFtbe473gIjIezQ0NEAUxS4fBHU4eVlVVdUp1wXQ7dTLkJCQbuuo1eour2tVVVUoKCg45elRJz+X9/Saum3bNkydOhUTJkzA22+/jdjYWKhUKnz55Zd46qmnuuzvVOrq6noc3zQ6Orrz+jPlWLRoEfz8/LB8+XK8+eabkMvlGDduHJ555hmMGDHijBnOx6lee/fs2XPW2woODu7yc8fr7KmWt7W1wd/fHyUlJRg7dixSU1Px0ksvITExERqNBtu2bcP8+fO7/R3UajXmzp2L+++/H8OGDcOUKVPOOmuHk++/QqFASEhIr487zkVdXd0pj/E6rgfaT6fsOE1RSif/P3ac7nm6/w8+P7ST8vmhN4+fs72PpyuM96Zo3nE69H333XfK4W5687c5lSFDhvRqvRNP5VapVOd0u3Px2Wef4cknn8Q777yDxx57DP7+/rjyyivx7LPPIjIy8qzeA56spaUFY8eOhUajwZNPPomUlBT4+vqitLQUV111Vbe/pa+vL3Q63XndH1fCgh0ROU3HgUhFRUW368rLyzvHpWtqasLq1avx+OOP46GHHupcx2Qyob6+vts2expHoqdlY8eOxdixY2Gz2bBjxw688sorWLBgASIiIjBnzpzzum+nc7p8PR2cncqZ8oeGhiIkJARr1qzp8fZarfbc7gARkRcJCgqCIAg9jkd18vN5aGgoBEHATz/91ONYoOcyPmhoaCh8fHw6xzfr6foT9TTu0KeffgqlUonVq1dDo9F0Lv/yyy97nSMkJOSUr9e9zaFQKLBw4UIsXLgQjY2NWLduHR5++GFMmzYNpaWlvRo/9lyd6rX3bF53z9eXX34Jg8GAL774AgkJCZ3Ld+/e3eP6+/fvx+LFizFy5Ehs374dL774IhYuXHhO+66srERMTEznz1arFXV1dV3uv1qt7nGg+3Mt6vX2MRMWFoZjx46d0z6kxueHdlI+P/Tm8XO29/F047f1ZubWjvu7aNEiXHXVVT2uk5qaetbb7dDbcSfff//9zi62jrEee2Pjxo2YMGFCr/OcLDQ0FMuWLcOyZctQUlKCVatW4aGHHkJ1dTXWrFnT6/eAPdmwYQPKy8uxadOmzq46AKcc69DTZtplwY6InObCCy+Ej48Pli9f3mUmtGPHjmHDhg245pprALQ/0Yqi2O1A5p133oHNZuuybOLEiVi1ahWqqqo6P8G02Wz47LPPTplDLpdj9OjRSEtLw8cff4ycnJxeF+xO/qSzNw4cOIA9e/Z0OS12xYoV0Gq1GDZs2FltCzh1/lmzZuHTTz+FzWbD6NGj+/x+EBF5Az8/P4wYMQJffvklnn/++c6uqZaWFqxevbrLurNmzcI///lPlJWV4brrruuT/c+aNQtPP/00QkJCev1m62SCIEChUHTpmmhtbcVHH33Ubd1TvR5MnjwZ2dnZyMnJ6fJa9e9//xuCIGDixIlnlSkwMBDXXHMNysrKsGDBAhQVFSEjI+OMt+tN11NPPvnkEyxcuLDzzVtxcTF+/fXXzsH7naFj3ycez4iiiLfffrvbugaDAddeey0SExOxceNGPPTQQ3jooYdw0UUXnfE1vScff/xxl9Pc/vOf/8BqtXZ5U56YmIi9e/d2ud2GDRu6zXTbW5MnT8bKlStRXl7e2WkFtD9mfH19ccEFFwAApk+fjsWLF2PDhg2YNGnSOe1LKnx+aCfl80NvHj9ncx/7QmpqKgYMGIA9e/bg6aef7vPtb9++vVfrnfiY6DgltjdOLiaej/j4eNx1111Yv349fvnlFwC9fw/Yk56eRwHg//7v//ossytjwY6InCYwMBCPPfYYHn74Ydx888244YYbUFdXh6VLl0Kj0eDxxx8HAOh0OowbNw7PPfccQkNDkZiYiM2bN+Pdd99FYGBgl20++uijWLVqFSZNmoTFixfD19cXr732Wrdpvt98801s2LABM2fORHx8PNra2jo/nTybMVQGDRqEL774Am+88QaGDx8OmUzW2bbfv39/AO3jWJwoOjoal112GZYsWYKoqCgsX74ca9euxTPPPNPr7oLe5J8zZw4+/vhjzJgxA/fccw9GjRoFpVKJY8eOYePGjbj88stx5ZVXdt6PTz/9FJ999hmSk5Oh0WgwaNCgXv8eiIg82RNPPIGZM2di2rRpuOeee2Cz2fDcc8/B39+/S6f3RRddhNtvvx233norduzYgXHjxsHPzw8VFRX4+eefMWjQINx5551nte8FCxbgf//7H8aNG4d7770XWVlZsNvtKCkpwQ8//IC///3vZyzgzJw5Ey+++CLmzp2L22+/HXV1dXj++ed77Og51evBvffei3//+9+YOXMmnnjiCSQkJOCbb77B66+/jjvvvPOU4z2daPbs2Rg4cCBGjBiBsLAwFBcXY9myZUhISDjtjIAn0mq1SEhIwFdffYXJkycjODi4y7HB5MmTsXjx4m6zPlZXV+PKK6/En//8ZzQ1NeHxxx+HRqPBokWLerXfvjBlyhSoVCrccMMNeOCBB9DW1oY33ngDDQ0N3db9y1/+gpKSEmzbtg1+fn544YUXsGXLFsyZMwe7du3qdvxzJl988QUUCgWmTJnSOUvs4MGDuxSO/vCHP+Cxxx7D4sWLMX78eBw8eBCvvvoqAgICumyruLgY/fr1w7x58047btzjjz+O1atXY+LEiVi8eDGCg4Px8ccf45tvvsGzzz7bud0FCxbgs88+w+WXX46HHnoIo0aNQmtrKzZv3oxZs2adsdhzqjwffPABbr311i5dRufriSeewBNPPIH169d3dvfw+cF5zw89/Y/35vFzNvexr/zf//0fpk+fjmnTpuGWW25BTEwM6uvrkZubi5ycHPz3v/89522fyxACKpXK4UMPAO1nRk2cOBFz585FWloatFottm/f3jmbMtD794A9GTNmDIKCgvCXv/wFjz/+OJRKJT7++ONzGt7ALUk33wUReYMTZ4nt8M4774hZWVmiSqUSAwICxMsvv1w8cOBAl9sdO3ZMvPrqq8WgoCBRq9WKl156qbh///4eZy775ZdfxAsuuEBUq9ViZGSkeP/994tvvfVWl/1u2bJFvPLKK8WEhARRrVaLISEh4vjx48VVq1ad1f2pr68Xr7nmGjEwMFAUBKHLLEYJCQndZpDtmGno888/FzMzM0WVSiUmJiaKL7744lntt7f5LRaL+Pzzz4uDBw8WNRqN6O/vL6alpYl33HGHePjw4c71ioqKxKlTp4parVYEcFYz3xIReYOVK1eKgwYNElUqlRgfHy/+85//FO+++24xKCio27rvvfeeOHr0aNHPz0/08fER+/XrJ958883ijh07OtcZP368mJmZ2e228+bN6/Yc3NLSIj766KNiampq52vloEGDxHvvvbfLrOgAxPnz5/eY/7333hNTU1NFtVotJicni9nZ2eK7777b7TX5dK8HxcXF4ty5c8WQkBBRqVSKqamp4nPPPdc526Eo/j4T4XPPPdctwwsvvCCOGTNGDA0N7fw9/vGPfxSLiop6zHwq69atE4cOHSqq1WoRQOdxQMdMjSfOVNqx7KOPPhLvvvtuMSwsTFSr1eLYsWO7/D16o2Nb//3vf7ss7zi2OXmmzo7ZDWtqajqXff31152vyTExMeL9998vfvfdd11mZnz77be7zfAoiqJYUFAg6nQ68Yorruh15o4MO3fuFGfPni36+/uLWq1WvOGGG8Sqqqou65pMJvGBBx4Q4+LiRB8fH3H8+PHi7t27ux1rdfyNTz7+Ovl3L4qiuG/fPnH27NliQECAqFKpxMGDB3e7X6LYPmvkPffcI8bHx4tKpVIMDw8XZ86cKebl5YmiePpZYk+V55VXXhEBiGvWrDnt7+hUf9eO7Z6Yt+P3eXIOPj845/mhp/9xUTzz4+ds7uOpZgU91ePkxOtOflzs2bNHvO6668Tw8HBRqVSKkZGR4qRJk8Q333yzc51TPX+4q7a2NvEvf/mLmJWVJep0OtHHx0dMTU0VH3/8cdFgMHRZtzfvAXuaJfbXX38VL7zwQtHX11cMCwsT//SnP4k5OTnd/l/nzZsn+vn5ndf9cbVZYgVRFEXHlgSJiLxXYmIiBg4c2O00CSIici8WiwVDhgxBTEwMfvjhB6nj0Cls2rQJEydOxH//+9/TnmblqZYsWYKlS5eipqbmtONCubqOv+O6deswfvx4KBRnPjHsuuuuQ2FhYa9PA+xLfH4gcm82mw2iKKJ///4u9d6Np8QSEREREZ3kj3/8I6ZMmYKoqChUVlbizTffRG5uLl566SWpoxF5jY5hP7Zv337a0/tEUcSmTZuwfPlyp+Ti8wORZxk+fHjnabYDBw6UOM3vWLAjIsLvn6qciiAI5z3luSvum4iIetbc3Iz77rsPNTU1UCqVGDZsGL799tuzGveUTs9qtZ72eplMBplM1uf7FUWx2yRWJ5PL5S4126Ddbofdbj/tOr3pQnMXw4cP79Ipd6YJSgRBQHV1taNjdeLzA5FnWbFiBYxGIwCc9ZihjsRTYomIAEyYMAGbN28+5fUJCQkoKipyyL4TExNRXFx8yuvHjx+PTZs2OWTfREREUigqKjrjLJePP/44lixZ0uf77jjd8nT6cuKCvtBxquvpFBYWIjEx0TmBiIjI4ViwIyICkJ+fj+bm5lNer1arHTaL6r59+2AymU55vVar7dPp1omIiKRmNpuxd+/e064THR2N6OjoPt93c3Mz8vPzT7tOUlISQkJC+nzf56q8vBzl5eWnXScrKwsqlcpJiYiIyNFYsCMiIiIiIiIiInIhfT8oBBEREREREREREZ0zzxmZtA/Z7XaUl5dDq9W61GCzRERE5NpEUURzczOio6MdMlg+nT8e5xEREdG5cPZxHgt2PSgvL0dcXJzUMYiIiMhNlZaWIjY2VuoY1AMe5xEREdH5cNZxHgt2PdBqtQDa/wg6nU7iNEREROQu9Ho94uLiOo8lyPXwOI+IiIjOhbOP81iw60HH6RE6nY4HckRERHTWeKql6+JxHhEREZ0PZx3ncXAVIiIiIiIiIiIiF8KCHRERERERERERkQthwY6IiIiIiIiIiMiFsGBHRERERERERETkQliwIyIiIiIiIiIiciEs2BEREREREREREbkQFuyIiIiIiIiIiIhcCAt2RERERERERERELoQFOyIiIiIiIiIiIhfCgh0RERERuQ2r1YpHH30USUlJ8PHxQXJyMp544gnY7XapoxERERH1GYXUAYiIiIiIeuuZZ57Bm2++iQ8//BCZmZnYsWMHbr31VgQEBOCee+6ROh4RERFRn2DBjoiIiIjcxpYtW3D55Zdj5syZAIDExER88skn2LFjh8TJiIiIiPoOC3ZERGeppKQEtbW1UsdwqtDQUMTHx0sdg4gIF198Md58800cOnQIKSkp2LNnD37++WcsW7asx/VNJhNMJlPnz3q93klJ6UTe+Np5JnxtJaLzxefW7jzpuZUFOyKis1BSUoK09HS0Go1SR3EqH19f5OXmesyLHxG5rwcffBBNTU1IS0uDXC6HzWbDU089hRtuuKHH9bOzs7F06VInp6QTeetr55nwtZWIzgefW3vmSc+tLNgREZ2F2tpatBqNuPHB5xAR30/qOE5RVXIEHz9zP2praz3ihY+I3Ntnn32G5cuXY8WKFcjMzMTu3buxYMECREdHY968ed3WX7RoERYuXNj5s16vR1xcnDMjez1vfO08E762EtH54nNrd5723MqCHRHROYiI74fYAZlSxyAi8jr3338/HnroIcyZMwcAMGjQIBQXFyM7O7vHgp1arYZarXZ2TOoBXzuJiPoen1s9l0zqAEREREREvWU0GiGTdT2ElcvlsNvtEiUiIiIi6nvssCMiIiIitzF79mw89dRTiI+PR2ZmJnbt2oUXX3wRt912m9TRiIiIiPoMC3ZERERE5DZeeeUVPPbYY/jrX/+K6upqREdH44477sDixYuljkZERETUZ1iwIyIiIiK3odVqsWzZMixbtkzqKEREREQOwzHsiIiIiIiIiIiIXAgLdkRERERERERERC6EBTsiIiIiIiIiIiIXwoIdERERERERERGRC2HBjoiIiIiIiIiIyIWwYEdERERERERERORCFFIHICJyJy1mO1RRKSgxyFBd0gCTxQ6L3Q4ZBMhkgEYph59KAZ2PAiF+aqgU/FyEiIiIiIiIzg4LdkREp1Glb8P63GpsK6zDjuIGHGtoRdTNL2J7HYC62jPePsBHiehADWKDfJEQ7As/NZ92iYiIiIiI6PT4zpGI6CT1BjNW7irDV7vLsPdYU7frrc21iAoNRlCgDhqlHEqZDCJE2OwiWi02GEw2NLaaYTDZ0NRqQVOrBbkVzRAAxAT6ICVCi9RILbvviIiIiIiIqEcs2BERHbe/rAlv/XgU3+2vgMUmAgAEARgSF4hxA8IwIjEIQn0xxl4wC9e/9gViB0SddnutFhuq9W041tCKknojqptNONbYimONrfi5oBZpUVoMjQtEoK/KGXePiIiIiIiI3AQLdkTk9XYWN+Bfaw/h54LfT3EdGKPDdSPicOnASIRrNZ3Lc3JKe71dH6UcCSF+SAjxw0UA9K0WHKpuxsFyPRqMFuw91oR9ZU1Ii9BiZFIwgli4IyIiIiIiIrBgR0Re7EhNC55dk4fvD1QBAOQyAbOzovCnsckYGBPQ5/vT+SgxIiEYw+ODUNrQil0lDSiqMyK3shn5Vc0YHBuI0UnBUCvlfb5vIiIiIiIich8s2BGR12k12/DqxsN468ejsNhEyATg2uFxuGtSf8QF+zp8/4IgID7YF/HBvqjUt2Hr0ToU1xmxq7QReZXNGDcgFKmRWgiC4PAsRERERERE5HrcbsTzH3/8EbNnz0Z0dDQEQcCXX37ZeZ3FYsGDDz6IQYMGwc/PD9HR0bj55ptRXl4uXWAicilbjtRh6rLNeG3jEVhsIiamhuH7BePwzDVZTinWnSxSp8EVQ2JwxZBoBPuq0Gqx4fuDVVi1pxzNbRan5yEiIiIiIiLpuV3BzmAwYPDgwXj11Ve7XWc0GpGTk4PHHnsMOTk5+OKLL3Do0CFcdtllEiQlIlfSZrHhH6sP4oa3t6K0vhVRARq8edNwvHfLSAyI0EodDwkhfpg7Oh4X9guBXBBQVGfEx7+VoKC6RepoRERERERE5GRud0rs9OnTMX369B6vCwgIwNq1a7sse+WVVzBq1CiUlJQgPj7eGRGJyMUcrWnBXz/OQV5lMwBgzsg4PDorA/5q13oKlMsEjEoMRr9QP/xwsArVzSZ8s68CWTEBGJsSCoXM7T5jISIiIiIionPgWu9WHaCpqQmCICAwMFDqKEQkgdV7y/Hg53thMNsQ6q/Cs9dkYVJahNSxTivEX43rRsRhy5E67CxpwN6yJlQ3mzAzK8rlioxERERERETU9zz6nV9bWxseeughzJ07Fzqd7pTrmUwmmEymzp/1er0z4hF5jJKSEtTW1kodowu7KGLFvmZ8kWcAAGSGqXDvBYEINJYhJ6fsnLebm5vbVxFPSy4TcPGAUMQG+WDNgUpU6tvw6bYSzMqKRmSAxikZiIiIiIiISBoeW7CzWCyYM2cO7HY7Xn/99dOum52djaVLlzopGZFnKSkpQVp6OlqNRqmjdBKUGoTO+jt8Uy4EADRt/Rzf/vhvfCva+2wfLS3OGVsuMdQPc0bG4eu9Fag3mPG/nGOYPjASyWH+Ttk/EREREREROZ9HFuwsFguuu+46FBYWYsOGDaftrgOARYsWYeHChZ0/6/V6xMXFOTomkUeora1Fq9GIGx98DhHx/aSOgzYb8EuNAo1mGWQQMTzEhvjrLgOu65vJZ3K3bcZ3H76Etra2PtlebwT6qnD9iDh8u78CxXVGrN5bgQmpYciKDXRaBiIiIiIiInIejyvYdRTrDh8+jI0bNyIkJOSMt1Gr1VCr1U5IR+S5IuL7IXZApqQZGo1mrNtdjiazBT5KOWYPjkJUgE+f7qOq5Eifbq+3VAoZLsuKxob8ahwo12Njfg1MVjtGJgZLkoeIiIiIiIgcx+0Kdi0tLSgoKOj8ubCwELt370ZwcDCio6NxzTXXICcnB6tXr4bNZkNlZSUAIDg4GCqVSqrYRORgHaeLGs026DQKXDE0BkG+nvU/L5MJmJwWDj+1AtsK6/HrkTpYbHZcmBwCQRCkjkdERERERER9xO0Kdjt27MDEiRM7f+44lXXevHlYsmQJVq1aBQAYMmRIl9tt3LgREyZMcFZMInKiE4t1of4qXDEkBn4eOpuqIAi4MDkEKrkMPxfUYntRA2x2ERf3D2XRjoiIiIiIyEO43TvaCRMmQBTFU15/uuuIyPPUtZjwxa6yzmLdVcNi4aOUSx3L4YYnBEEhE7DpUA1yShohlwnstCMiIiIiIvIQMqkDEBGdq7oWE/6X016sC/NXe02xrsPguEBMSAkDAGwvasC2onqJExEREREREVFfYMGOiNxSR7Gu1dJerLtyWIxXFes6DI4LxNgBoQCArUfrsa+sSeJEREREREREdL5YsCMit6Nvs2Dl7uPFOq33Fus6DIsPwqik9tliN+ZV42hti8SJiIiIiIiI6HywYEdEbqXNYsNXu8thMNkQ7KfClUO9u1jX4YKkYGRE6SAC+G5fJSqb2qSOREREREREROeIBTsichtWmx2r91ag3mCGn1qOK4ZEs1h3nCAImJQWjoQQX1jtIlbtKUeD0Sx1LCIiIiIiIjoHLNgRkVsQRRE/HKxCWWMrVHIZLh8cA61GKXUslyKXCZgxMArhWjVaj3ciGs1WqWMREfWpxMRECILQ7TJ//nypoxERERH1GRbsiMjliaKIHw/X4nB1C2QCMCsrCmFatdSxXJJKIcNlg6MR4KNEU6sFX++pgNVulzoWEVGf2b59OyoqKjova9euBQBce+21EicjIiIi6jss2BGRy9tzrAm7SxsBAFMzIhEX7CttIBfnp1bg8iHRUCtkqNS3YXN+jdSRiIj6TFhYGCIjIzsvq1evRr9+/TB+/HipoxERERH1GYXUAYiITqe03ogfD7cXnC7qH4LUSK3EidxDkK8Klw6MxFe7y7G/XI9wnQaDYgKkjkVE1KfMZjOWL1+OhQsXQhCEHtcxmUwwmUydP+v1eofnKikpQW1trcP34y5yc3OljkBugP833YWGhiI+Pl7qGC6Fj5Pf8bnV87FgR0QuS99qwXf7KyGKQFqkFsPjg6SO5FYSQ/wwpl8Ifj1Sh0351Qj1VyEqwEfqWEREfebLL79EY2MjbrnlllOuk52djaVLlzotU0lJCdLS09FqNDptn+6ipaVF6gjkovh/0zMfX1/k5eayaHccHyc943Or52LBjohcksVmx+p9FWi12BCuVWNyWvgpuyfo1EYkBKFab0JBTQu+2VuBG0bFw0/Np34i8gzvvvsupk+fjujo6FOus2jRIixcuLDzZ71ej7i4OIdlqq2tRavRiBsffA4R8f0cth93krttM7778CW0tbVJHYVcFP9vuqsqOYKPn7kftbW1LNgdx8dJV3xu9Xx810ZELkcURazPrUZNswk+SjlmZkVBIeeQm+dCEARMyYhAww4z6gxmfLOvAlcPi4VcxuInEbm34uJirFu3Dl988cVp11Or1VCrnT9RUUR8P8QOyHT6fl1RVckRqSOQm+D/DfUGHyft+Nzq+fgOmIhczq7SRuRXNUMQgBmDIqHTKKWO5NZUChlmZkVBpZChoqkNPx/muB9E5P7ef/99hIeHY+bMmVJHISIiIupzLNgRkUs51mDsLCiNGxCG2CDOCNsXgnxVmJYZAQDYfawRR2s41gURuS+73Y73338f8+bNg0LBE0aIiIjI87BgR0Quw2i2Ys3+Sohon2RicCxnNe1LyaH+GBoXCABYm1uFljartIGIiM7RunXrUFJSgttuu03qKEREREQOwYIdEbkEURSx9mAVDGYbgnyVmMRJJhxiTP8QhGvVaLPY8f2BSthFUepIRERnberUqRBFESkpKVJHISIiInIIFuyIyCXsKm1EUZ0RcpmA6QOjoOQkEw6hkMlw6cBIKOUCjjW2YkdRg9SRiIiIyIOIogibXYTZakebxQaDyQp9mwVNRguaWi3Qt1nQ3GZBi8kKo9mKVrMNJqsIyJWwi4DNLsJuFyHyQ0Ui8nIc9IOIJFelb8MvBR3j1oUiTOv82fy8SZCvChNTw/HDwSpsLaxDbJAPogN9pI5FRERETmK12dFgtKDeYEZTa3sBrbnNiuY2C/Rt1uNFNSuMJitMxwtvbRY72qw2mE78arHBZLXDYrPDfrxQZz/HOlvCfSuxshRAaUGX5XJBgEzWPvO9XBAgE45/L2v/XiYI7RfZCd8LgEx2wvenWueE5cLJy074XpC15xB6ul52QqYu67QvEwDg+EkjAtB5BknHcgGAcPybjnNLBAEw2QCZRotmkx1NrRYIJ2wDJ2/n+G3Qsa0TfsZprj/jtni2C5GkWLAjIkmZrDZ8t78SdhHoF+aHQTEct84Z0qN0KKk3Iq+yGWsOVGLuqHholHKpYxEREdF5MFltqGxqQ3ljGyqaWlHR1P61rsWMOoMZdS0m1BvMaGy1wF0a2GyiCJsNANwkcJ9RIe6eTzDvqyrgqx+kDgMAXYqGMkGASiGDSiGDUi6DSi6DuuP748tVchl8VHL4quTwUyngp1bATy2Hr6r9q1ajQKCvCkG+KgT5KhHoq4JOo2ChkOg4FuyISDKiKGJDXjWaWi3QahS4JD2CL9BONDE1HBVNbWhqtWDToRpcmhkpdSQiIiI6DVEU0WC0oLDWgKJaAwprDSisM6CkzoiKplbUtph7vS1BAAJ92oskWo2i/aJWHv++/au/WgGNUga1Ug61QgaNUt5+OeF7tUIGhby9401+vOOs82vn9+0FHgCwi2JnsbDj+927d2PsuPGY/8JyRCenQTx+X0WxvWAnioDdLnZ+bxM7Tps9/n3HxX78lFyxvdPPfny9zu+Pr9Ox385lJ63bsY3f1+nF7e1dtyUe346I46XG4/dZxO/3v2O5CPGE713Xibntogir2Qaj2dan+5DLBAT6KBHsp0JkgAaROk371wANDDVtUIYlwWRr/93yfQN5OhbsiEgy+VXNOFTVAkEALs2MZIeXk6kUMlyaGYn/7ChFfmUz+of5o3+4v9SxiIiICEC9wYy8Cj0OVuiRW9GMgpoWFNUa0NRqOe3t1AoZogN9EBWgQVRA+9cwrRrBfiqE+KsQ4qdGiL8KgT5KKFxkzGAfpQyi2QiVDDwePK700AH8666rsW37dgweMhQAOsp63bojxVMVA4HOsQDFE9c9Yf2ut//9Nl3WP2Hdji82sX2cQovNDpPVfvz7k5bZ7Ggz22AwW2EwWWEw22A0WdFissFobj/1usFgQaPRjAajBa0WG2x2sb0b1GDG4eqWbr+X6NteweoyQF11FIG+yuPdearO7wN9lRwLmzwGC3ZEJImWNis25dcAAEYnBnMMNYlEBmgwIjEI24sasCGvGtGBGviq+NJARETkLKIoorypDbtKGnCgXI/civZLld50yttEBWiQFOqHxFA/JIf6IT7YF9GB7WPSBvkq2XnkAdr/hCLksvZTT71Bm8WGBqMZDYb28RUr9W2oPH5qd5W+DUcq6lFQVgu5XyBMVjuq9KYe/08CfJQI81cjTNt+Cdeq4afm8S25Hz5qicjpRFHEurwqmKx2hGvVGJEYLHUkrzYqKRhHaw2oazFjQ141Zg6K4oE+ERGRg1jtdtSZBGhHXoHnfm3A0TXrT1mciw/2RXqUFulROqREaNuLdCF+8FGxC408j0YpP94V2vMH+Tk5ORg+/FLc88oX8IvpjwajGY1Gy+9fDWa0Wdsn6WhqtaCg5vcOPa1GgagADaIDfBAVqEGonxoyGY93ybWxYEdETnegXI/iOiPkMgFTMyIg54ulpBQyGaZlROLT7SU4UmNAflUz0iJ1UsciIiLyCDa7iIqmVpTUG3GsoRXVehNsohLBk/6ELcfaALSP25URpcOg2ACkR+mQHqlFaqQWWo1S4vRErkcuA0L91Qj1V3e7rtVsQ02LCTXNv18ajObjsyC34FBVexFPKRcQG+SL+OD2CztTyRWxYEdETtXUasGPh9tPhR3TLwQhPbzQkvOFadUYlRSMrUfrsSm/BrFBvvDnqQNERERnTRTbx+AqqTeipN6IsoZWWO1dBx1Ty0Q05P+G26+aglkXZiIrNoBDUhD1AR+VvLMI18FstaNK34byplZUNLahoqkNZpu9fdKWWgMAwF+tQHywL/qFtZ9i7irjO5J346sCETmNKIpYe7AKFpuI6EANhsQFSh2JTjAiIRhHawyobjZhfW4VLhsczU8aiYiIesFis6Ok3oijNQYU1Rm6zZzpo2wvIsQF+yAm0AfNxw7jX9lP4qpHrsSw5BCJUhN5B5VChrhgX8QdL+LZRRG1LSaU1reiuN6A8sY2tJisOHh8khelXEBCsB/6hfshKdQPagVPQSdpsGBHRE6zu7QRZY2tUMoFTEmPgIzFIJfScYryJ9tLUVRnRF5lM9KjeGosERFRT9osNhypacHRGgNK6o1duugUMgExgT7Hi3S+CPVXdfkQrIWHQESSkQkCwrUahGs1GJ4QBKvNjrLGVhTVGlFQ04IWkxUFNS0oqGmBXCYgOdQPaVFaJAT7cSgfcioW7IjIKRqNZvxypA4AcHH/UAT6qiRORD0J8VdjdFIwfj1Shx8P1yAhxPfMNyIiIvISJqsNR2sMOFTVjJJ6I04801WrUSA51A/JYf6IDtDwlDoiN6GQy5AQ4oeEED+MSwlFdbMJR2paUFDdggajBYerW3C4ugU+SjlSI7XIiNIhTMthfcjxWLAjIocTRREb8qphs4uIC/LBoJgAqSPRaQyLD8KhqmbUtpjx0+FaZLK2SkREXsxmF1FUZ0BuhR5FdUbYTqjShfqr0D/MH8lh/t266IjI/QiCgAidBhE6DS5MDkFtixm5FXrkVTaj1WLD7tJG7C5tRHSABoPjAtEvzJ9dd+QwLNgRkcPlVjSjtKEVCpmASWnhPJh1cXKZgMnpEfhseynyKpsREsa/FxEReZ+aZhMOVuiRf/yNeocgXyVSIrRIidAi2I+fahF5KkEQEKZVI0wbhov7h6K43ojcCj2O1LSgvKkN5U2V8FXJMSgmAINiAuDHCduoj/ERRUQOZTBZO2eFHZ0czFNh3USkrn1SkN2ljdhVr4CgZNs/ERF5PovNjvyqZuw71oTqZlPncl+VHOmROqRGatlJR+SFZDIBSaHtk1AYTFbsK2vCvrImGM02/FZYjx3FDciM0mF4QhB0Pkqp45KHYMGOiBzqx8M1MFntCPNXY1hckNRx6CxcmByCIzUtaG6zIuDiG6WOQ0RE5DANRjP2HmtCboUeJqsdACATgORQf6RHa5EY7AcZT3sjIgB+agUuSA7ByMRgHKlpwa6SRlTq27C3rAn7y5uQGqnFyIRgBLEDl84TC3ZE5DCFtQYcqmqBAGByejgPdN2MSiHDxNRwrNpTDt2Iy3Gk3oJhUociIiLqI6IooqTeiJySRpTUGzuXB/goMSgmABlROvio5BImJCJXJpcJSInQYkC4P8oaW7GtqB6l9a3IrWhGbkUz0iK1uDA5hB13dM5YsCMihzBb7diYXw0AGBofiAidRuJEdC6SQv0Q62vDMaMcr+9oxJUT7Zz1joiI3JrNLuJQVTNyShpQ22LuXJ4U6oesmAAkhPjylFci6jVBEBAb5IvYIF9UNrVhe1E9jtYakFfZjMNVLciKC8DIxGD4KPkBAJ0dFuyIyCG2HK1Dc5sVOk17yzi5r8FBNhTXGVEILT7aWoxbL0qSOhIREdFZs9js2FfWhF0ljWgxWQEASrmAzKgADIkPRAC7YIjoPEUGaDB7cDSq9G34uaAWxxpasaukEQfK9RiREIShcYH88Jt6jQU7IupzNc0m7CltBABMSguHki9Kbk0jBxo3f4iQS+/Ciz8cwsxBUQhnxyQREbkJs7W9ULezuKFztldflRxD4gIxKCYAGna9EFEfi9BpcNXQGBTXG/FLQS1qW8z49UgdDpTrMSElDImhflJHJDfAgh0R9SlRFLExvxoigJRwfySE8MXIE7Ts/QGj596LgnoLnv42F8vmDJU6EhER0WmZrXbsOdaIXSWNnYU6nUaBkYnBSIvSQiHjB4pE5DiCICAxxA8Jwb7Iq2zGL0dq0dRqwVd7ytEvzA/jU8Kg1bCzl06NBTsi6lMHK/SoaGqDUi5g7IAwqeNQXxHtuH2YDg+ur8OXu8sxZ1Q8T3UmIiKXZLOL2F/WhN8K6zsLdQE+SoxMDEJapA5yToJFRE4kCALSo3ToF+aPrYV12F3aiCM1BhTXGTE6ORjD4oI4OR/1yO0+Vvrxxx8xe/ZsREdHQxAEfPnll12uF0URS5YsQXR0NHx8fDBhwgQcOHBAmrBEXqbNYsMvBXUAgNFJIfDX8DMBT9I/WIW5o+IBAIu/2g+LzS5xIiIiot+JYvtkEh9tLcamQzVotdgQ4KPE1IwI3HxBAjKjA1isIyLJqBQyjBsQhrmj4hEdoIHVLuKXgjp8tqMUdS0mqeORC3K7gp3BYMDgwYPx6quv9nj9s88+ixdffBGvvvoqtm/fjsjISEyZMgXNzc1OTkrkfbYcqUOrxYZgPxWGxAVKHYcc4P5pqQj2U+FQVQve/6VQ6jhEREQAgGMNRny6vRTf7a9EU6sFvio5JqaG4Q8XJCA9SsfuFSJyGaH+alwzPBZTMiKgVshQ3WzCJ9tLsbO4AXZRlDoeuRC3a3+ZPn06pk+f3uN1oihi2bJleOSRR3DVVVcBAD788ENERERgxYoVuOOOO5wZlcirNJgF7K1sAgBMTA3jJ9geKtBXhYemp+GBz/di2brDmD04GlEBPlLHIiIiL6VvteDnglocrm4BAKjkMgxPCMKQuECoFG7Xm0BEXkIQBGRE6RAf7Iv1uVUoqjPi54JaHKlpwZSMCAT5qqSOSC7Ao17FCgsLUVlZialTp3YuU6vVGD9+PH799VcJkxF5OgG76ttnWEuN0CI2yFfiPORI1wyLxbD4QBjNNjy5OlfqOERE5IUsNju2Hq3Dv7cW43B1CwQAg2ICMG9MAkYlBbNYR0RuwV+twGWDo3FJejhUchkqmtqw4rcSHCzXSx2NXIBHvZJVVlYCACIiIrosj4iI6LyuJyaTCXq9vsuFiHrPP2sKGswyqOQyjB0QKnUccjCZTMA/rhgImQB8s68CW47USR2JiIi8yNGaFny0tRi/FdbDZhcRE+iDG0bFY1JaOHxVbncCERF5OUEQkBkdgBsviEdskA+sdhFrc6vww4FKmK0cM9qbeVTBroMgdD0VTxTFbstOlJ2djYCAgM5LXFycoyMSeQyD2Y7A8fMAAKOTg+Gn5oGyN8iMDsDc0e0TUCz9+gBsdo63QUREjtXSZsXqveX4em8Fmtus0GoUmDEwElcPi0GYVi11PCKi86LTKHHV0BhcmBwCAUBuZTM+3V6CWk5I4bU8qmAXGRkJAN266aqrq7t13Z1o0aJFaGpq6ryUlpY6NCeRJ/nPwRbIfQOgVYgYHBsodRxyooVTUqHTKJB3/GCCiMhZysrKcNNNNyEkJAS+vr4YMmQIdu7cKXUschC7KGJ3aSM+2lqMIzUGyARgREIQ/nBBAgZEaE/7wTwRkTsRBAGjkoJx9bBY+KnlaDBa8On2Uuwvb5I6GknAowp2SUlJiIyMxNq1azuXmc1mbN68GWPGjDnl7dRqNXQ6XZcLEZ3Z0ZoWfHvYAADICrJyogkvE+ynwsIpKQCA57/PR5PRInEiIvIGDQ0NuOiii6BUKvHdd9/h4MGDeOGFFxAYGCh1NHKAuhYT/rOjFJsP1cBssyMqQIMbRsXjov6hUMo96q0MEVGnmCAfzB0Vj4QQX9jsItbnVmNjXjXPavEybnfuWktLCwoKCjp/LiwsxO7duxEcHIz4+HgsWLAATz/9NAYMGIABAwbg6aefhq+vL+bOnSthaiLP9NQ3ubCJgPHIdkTGD5Y6DkngxgsS8PFvJThc3YKX1h/G4tkZUkciIg/3zDPPIC4uDu+//37nssTEROkCkUPYRRG7Shqx5WgdbHYRKrkMF/UPwaCYAHbUEZFX8FUpcPngaGwvasCWo3XYW9aEeoMZMwZFwUcllzoeOYHbfSy1Y8cODB06FEOHDgUALFy4EEOHDsXixYsBAA888AAWLFiAv/71rxgxYgTKysrwww8/QKvVShmbyOP8eKgG6/OqIReAhg3vSh2HJKKUyzqLdP/eUoSC6maJExGRp1u1ahVGjBiBa6+9FuHh4Rg6dCjefvttqWNRH2owmvH5zmP4uaAWNruIxBBf/OGCBGTFBrJYR0RepeMU2dlZUVDKBRxrbOW4dl7E7TrsJkyYAFE8dRuoIAhYsmQJlixZ4rxQRF7GarPjH6sPAgAu7e+L1+uPSZyIpDR2QBguSY/AutwqLP36IP592yi+oSIihzl69CjeeOMNLFy4EA8//DC2bduGu+++G2q1GjfffHO39U0mE0ym39/Y6PV6Z8alsyAeH6vulyO/d9WNSwlFRpTOY19XcnNzpY7gEvh7ODX+bn7nzb+L5DB/XD8iDl/vrUBTqwX/2VGK/vCXOhY5mNsV7IhIeh2nQAb5KnF9phavSx2IJPfozHT8eKgGPx2uxYa8akxOP/VEP0RE58Nut2PEiBF4+umnAQBDhw7FgQMH8MYbb/RYsMvOzsbSpUudHZPOktFsxQ8Hq1BcZwQAxAX74JL0COg0SomTOYa+vgYAcNNNN0mcxLW0tLRIHcFl8DFyat76OAnxV+P6kXH4dl8FjjW0Ihex8B8yXepY5EAs2BHRWWk0mvGvdYcAAAunpMBfVS9xInIFiaF+uO3iJLy5+Qie+iYX41LCOBg4ETlEVFQUMjK6jpeZnp6O//3vfz2uv2jRIixcuLDzZ71ej7i4OIdmpLNTXGfADwerYDTbIJcJGNs/FFmxnj1WXWtLe6fnzDseQWrWcInTSC9322Z89+FLaGtrkzqKy+BjpDs+TgAfpRxXDonBxvxq7C/XI2TafBSamzFYFD36OdNbsWBHRGflpfWH0Wi0IDVCixtGxWPvHhbsqN38if3w+c5SHK01YMVvJZg3JlHqSETkgS666CLk5+d3WXbo0CEkJCT0uL5arYZarXZGNDpLNruIX4/UIqekEQAQ4qfCpQMjEervPX+vkOgExA7IlDqG5KpKjkgdwWXxMfI7Pk7ayWQCJqWFQ19+BCUIQ4lVi7W5VZicFgG5jEU7T8L2ByLqteI6A5ZvLQYAPDIzHQp2UNEJtBolFlySAgBYtu4Q9G0WiRMRkSe69957sXXrVjz99NMoKCjAihUr8NZbb2H+/PlSR6OzoG+14L87SzuLdVkxAZgzMs6rinVEROdKEATEoxZ1370MQERuRTO+3lsOs9UudTTqQ3y3TUS99uyafFhsIsalhGFcSpjUccgFzRkZh35hfmgwWvD6Rn4KSkR9b+TIkVi5ciU++eQTDBw4EP/4xz+wbNky3HjjjVJHo14qqjPgk20lqNKboFHIMCsrChPTwvlBIBHRWWrZ+wMGquuhkAkorjNi5a4ymCw2qWNRH+GrIhH1ys7iBnyzrwKCACyaniZ1HHJRCrkMD89IBwC890shjjUYJU5ERJ5o1qxZ2LdvH9ra2pCbm4s///nPUkeiXhBFYOvROny1uxxtVjvCtWrcMCoe/cI40yER0bkKkZtw9bBYqBUyVOrb8MWuMrSyaOcRWLAjojMSRRFPf9s+jfo1w2KRHqWTOBG5sklp4bgwOQRmqx3Pf59/5hsQEZHHk2m02GcKxm+F7WPfDooJwLUjYqHz8cxZYImInCkyQIOrh8XCRylHdbMJ/8s5BqPZKnUsOk8s2BHRGX1/oBI7ixugUcrw96mpUschFycIAh6Z2d5l9+Xucuw91ihtICIikpQBKkTe/CIa7BrIZQKmZkRgUlo4FDK+FSEi6ithWjWuHhYDP5UcdS1mfL7zGFpMLNq5M75KEtFpWWx2PLOmvUvqz2OTERmgkTgRuYOBMQG4amgMAODJb3IhiqLEiYiISApHa1uwF4lQBkVBI1hx/Yg4duoTETlIiL8aVw+Phb9agQajBZ/vPIZmTgTntliwI6LTWvFbCQprDQj1V+GO8f2kjkNu5O/TUqFWyLCtsB5rD1ZJHYeIiJxIFEXsKKrH13sqYIMcbcV7MUxTizAtZ4ElInKkIF8VrhkeC51GgaZWC77IKYOBnXZuiQU7IjolfZsFL60/DAC455IU+KsVEicidxIT6IM/XpwEAPjnd3mw2DjNPBGRN7Da7PjhYBV+OVIHAIhEA6r+8xiUAl8HiIicIcBHiWuGx0KrUaCx1YKVu8rQauZEFO6GBTsiOqW3fzyKeoMZyWF+mDMyTuo45IbunNAPIX4qHK014JNtJVLHISIiB2u12PDFrjLkVTZDEIAJqWHoj0rAzjeKRETOpNUocfWwWPip5agzmLFydxnaOHusW2HBjoh6VNNswrs/FwIAHpiWBqWcTxd09rQaJRZMSQEALFt3GHqOoUFE5LGaWi34745SVDS1QaWQ4YohMRgcGyh1LCIirxXgo8RVQ9tnj61pNuGr3eUwW9nt7C74DpyIevTaxgIYzTYMjgvEtMwIqeOQG5szMg79wvxQbzDjjU1HpI5DREQOUKlvw2fbS9FgtMBfrcB1w2MRH+wrdSwiIq8X7KfClUNjoFHIUKlvw6o95Ryqxk2wYEdE3ZTWG/Hxb8UAgAenpUIQBIkTkTtTymVYND0dAPDuz4Uob2yVOBEREfWlo7Ut+N/OY2i12BDmr8b1I+MQ4s/JJYiIXEWYVo0rhsZAJZehrLEVa/ZXwm4XpY5FZ8CCHRF186+1h2Cxibi4fyjG9A+VOg55gMnp4RiVFAyz1Y6X1h2WOg4REfWRA+VNWL2nAla7iIRgX1wzPJaTVBERuaAInQaXDY6GXCbgaK0BG/OrIYos2rkyFuyIqIv8ymas3F0GALh/WqrEachTCIKABy9tfzz9d2cpCqpbJE5ERETnK6e4AetyqyECyIjSYfbgaKgUfHtBROSqYoJ8cGlmJAQA+8v12FZYL3UkOg1+/EVEXTz3fT5EEZgxKBKD4wKljkMuJDc397xuLwAYGa3G9nITHv3sNzxwUVDfBHOA0NBQxMfHSx2DiMgliaKILUfrsL2oAQAwPD4IF/UP4RAaRERuoH+4PyakhmFjfg22FtbDT63AwJgAqWNRD1iwI6JOO4sbsC63CjIBWDiF3XXUTl9fAwC46aabzntbytB4RN36CraWteHCWTfAXHHovLfpCD6+vsjLzWXRjojoJHZRxKb8GuwrawIAjOkXgpGJwRKnIiKis5EVGwiDyYZtRfXYkFcNX5UcyWH+Useik7BgR0QA2j8tf2ZNHgDg2uFx6B/OJ2xq19qiBwDMvOMRpGYNP+/t7agDig1A1p+fx9hwK1ytIaOq5Ag+fuZ+1NbWsmBHRHQCm13EDwcrcaiqfViDSanhGBTLrgwiInd0QXIwWkxWHKzQ47v9lbhmeCwidBqpY9EJWLAjIgDA5kM12FZYD5VChnsuGSB1HHJBIdEJiB2Qed7b0cVa8O8txagxyWAPSURCiF8fpCMiIkey2UV8t78CR2oMkAnAtMxIpERopY5FRETnSBAETE4Lh8FsRXGdEV/vKcf1I+Og1SiljkbHcVRYIoLdLuK57/MBADdfkIDoQB+JE5En0/kokXW8I+OXI3WcnYqIyMVZ7XZ8s6+9WCcXBMzKimaxjojIA8hkAqYPjESInwoGsw1f76mA2WqXOhYdx4IdEeGbfRU4UK6Hv1qBv07sL3Uc8gIjE4OhkstQ02zCYc4YS0Tksqw2O77ZW4HCWgPkMgGzB0chKZSd0UREnkKtkOOywdHwUcpR02LCDwcr+YG6i2DBjsjLWWx2vLi2feD/P49NRrCfSuJE5A18VHIMSwgEAPx6pA42Ow8KiIhcjdVmx+q9FSiqM0IhE3DZ4GgOY0BE5IF0PkrMHhwFuUzAkRoDfjlSJ3UkAgt2RF7vvzuOobDWgBA/Ff44NknqOORFhsYFwUcpR1OrBQfKm6SOQ0REJ7Da7Ph6bwWK638v1sUH+0odi4iIHCQqwAeXpIcDAHYWN/D43AWwYEfkxcxWO17dcBgA8NeJ/eGv5jw05DwqhQyjk4IBAL8V1sNi43gZRESuwGYX8c2+CpTUG6GUC7hiSAziWKwjIvJ4aZE6jDp+fL4xrwYVTa0SJ/JuLNgRebH/7ixFeVMbwrVq3Dg6Xuo45IUGxgRAp1HAaLZhd2mj1HGIiLxex2ywJ54GGxPEyaiIiLzFBUnB6B/mD5vY/uGNwWSVOpLXYsGOyEuZrXa8tqEAAHDnhH7QKOUSJyJvJJcJuLBfCABgR3ED2iw2iRMREXkvuyjih4OVJ8wGG4XYIHbWERF5E0EQMCUjAsF+KhhMNnyzr4LjTUuEBTsiL3Vid90No9hdR9JJjdAi1F8Fs9WOncUNUschIvJKoihiXW4VDlW1QCYAMwZFcoIJIiIvpVLIMCsrCiqFDBVNbfjxUI3UkbwSC3ZEXshsteP1jUcAsLuOpCcIAi5Mbu+y213ayLZ7IiInE0URm/JrkFvRDAHApZmRSA7zlzoWERFJKMhXhWmZEQCAvWVNnIRCAizYEXmhz3ceQ1ljK8LYXUcuIinUDxE6Nax2ETvYZUdE5FRbC+uxt6z9jdjUjAgMiNBKnIiIiFxBcqg/LjhhEorKpjaJE3kXFuyIvIzZasdrG4+PXTee3XXkGk7ssttX1oTmNovEiYiIvMPu0kZsK6wHAExMDUNalE7iRERE5EpGJQUjOdQPNlHEt/sr0Moxp52GBTsiL3Nid91czgxLLiQ+2BcxgT6w2UVsK6qXOg4RkcfLq9Rj8/FxiS5ICkZWbKC0gYiIyOUIgoCpmREI8FGiuc2KHw5UQhQ5CYUzsGBH5EXYXUeu7MQuu4PlejS1ssuOiMhRimoNWHuwCgAwODYAo46f8kRERHQytUKOmYOiIJcJKKozYmcJh7BxBhbsiLwIu+vI1cUE+SAh2Bd2EfitsE7qOEREHqmiqRXf7KuAXQRSIvwxPiUMgiBIHYuIiFxYmFaN8SlhAIBfj9ShrLFV4kSejwU7Ii/B7jpyFxf0a++yy6toRr3BLHEaInI1S5YsgSAIXS6RkZFSx3IbDUYzVu0ph9UuIiHEF1MzIlmsIyKiXhkYrUNqpBaiCHy3vwJGs1XqSB6NBTsiL8HuOnIXkToNkkP9IALYepRddkTUXWZmJioqKjov+/btkzqSWzCarfhqdznaLHZE6NSdpzcRERH1hiAImJQajiBfJQwmG74/UMXx7ByIBTsiL8DuOnI3Fx7vsjtc3YKaZpPEaYjI1SgUCkRGRnZewsLCpI7k8iw2O77eU4GmVgt0GgVmZ0VDKedbASIiOjsqhQwzBkVBIRNQUm/E9iKOZ+coHvkqbbVa8eijjyIpKQk+Pj5ITk7GE088AbvdLnU0Ikn8L4fddeReQv3VSInwB8AuOyLq7vDhw4iOjkZSUhLmzJmDo0ePSh3JpdlFEWv2V6JS3waNQoYrhsTAT62QOhYREbmpUH81JqaGAwC2Ftahoonj2TmCRxbsnnnmGbz55pt49dVXkZubi2effRbPPfccXnnlFamjETmd2WrHqxvYXUfu54KkEAgAjtYaUNnUJnUcInIRo0ePxr///W98//33ePvtt1FZWYkxY8agrq7n4r7JZIJer+9y8SaiKOLHQzU4WmuAXCZg1uBoBPmppI5FRERuLj1Ki9SI9vHs1uyvhMlqkzqSx/HIgt2WLVtw+eWXY+bMmUhMTMQ111yDqVOnYseOHVJHI3I6dteRuwryUyEtSgsA2MIuOyI6bvr06bj66qsxaNAgXHLJJfjmm28AAB9++GGP62dnZyMgIKDzEhcX58y4kttd2og9x5oAANMyIhAT6CNxIiIi8gSCIGBiWhh0GgX0bVZsyKvmeHZ9zCMLdhdffDHWr1+PQ4cOAQD27NmDn3/+GTNmzJA4GZFzndhd9xd215EbuiApBDIBKKk34liDUeo4ROSC/Pz8MGjQIBw+fLjH6xctWoSmpqbOS2lpqZMTSqew1oCfDtcCAC7uH4oBEVqJExERkSdRK+S4dGAkBAE4VNWC3IpmqSN5FI8cvOLBBx9EU1MT0tLSIJfLYbPZ8NRTT+GGG27ocX2TyQST6fdBzb3tVAnqeyUlJaitrZU6BtYeMaKssRWBGhkyVPXIyen7AUFzc3P7fJtEHXQ+SmRGB2BfWRO2HKnDNcN9IAic0ZCIfmcymZCbm4uxY8f2eL1arYZarXZyKunVtpiwZn8lRACZ0ToMiw+UOhIREXmgqAAfXJgcgl+P1GHToWpEBWoQ5MuhF/qCRxbsPvvsMyxfvhwrVqxAZmYmdu/ejQULFiA6Ohrz5s3rtn52djaWLl0qQVLyRCUlJUhLT0erUeJuIJkCMbf/HxQBETj6zZsYs3SVQ3fX0tLi0O2T9xqVGIyDFXqUN7WhpN6IhBA/qSMRkYTuu+8+zJ49G/Hx8aiursaTTz4JvV7f4zGetzKarVi1pxxmmx2xgT6YmBrODzuIiMhhhicEHT8jphVr9lfi2hGxUMg88oROp/LIgt3999+Phx56CHPmzAEADBo0CMXFxcjOzu7xYG7RokVYuHBh5896vd7rxjehvlNbW4tWoxE3PvgcIuL7SZajsEWGnHoFNDIRt827BfJbb3HIfnK3bcZ3H76EtjZOCkCO4a9RICsmALtKG/HrkTrEB/vyjSeRFzt27BhuuOEG1NbWIiwsDBdccAG2bt2KhIQEqaO5BKvNjtV7K9DcZkWAjxIzs6Igl/E5k4iIHEcmCJiWEYmPtxWjutmErUfrcXH/UKljuT2PLNgZjUbITqrmyuVy2O32Htf31lMlyLEi4vshdkCmJPu22UX8sKUIgBWj+oUhIT7IYfuqKjnisG0TdRiRGIT95U2objbhaK0B/cL8pY5ERBL59NNPpY7gskRRxPq8alQ0tUGtkOHywdEcv5aIiJzCX6PAJekRWL23AjuLG5AU6seJjs6TR/Yozp49G0899RS++eYbFBUVYeXKlXjxxRdx5ZVXSh2NyClyK/RobrPCVyXHoJgAqeMQnTdflQJD4gIBtM8YyxmoiIi6yylpRF5lMwQBmDEoCkF+HEOIiIicp1+YP9Kj2ic4WnuwCmZrz01T1DseWbB75ZVXcM011+Cvf/0r0tPTcd999+GOO+7AP/7xD6mjETmczS5ie1E9AGBEQhAUco/8NycvNCw+CCq5DHUtZhRUc8xEIqITFdcZ8EtB+4RX4weEIT7YV+JERETkjcanhEGrUaCp1YKfCmqkjuPWPPKdvFarxbJly1BcXIzW1lYcOXIETz75JFQqfspIni+3Qg89u+vIA2mUcgw5Psvhb4X17LIjIjquqdWC747PCJsRpUNWLF//iYhIGmqFHFPSIwAA+8v0KKo1SJzIfXlkwY7IW7G7jjzdsLhAqBQy1BnMOMwuOyIiWGx2rN5bDpPVjgidGhNTwzgxDxERSSou2LdzOJu1uVVotdikDeSm+G6eyIOwu448nVopx9DjL/6/Ha2HnV12ROTFRFHEuoNVqG0xw0cpx8xBUfywjoiIXMJF/UIQ7KuC0WzDxrxqnh1zDviKTuQhTuyuG87uOvJgQ+MDoVbIUG8043AVu+yIyHvllDTiUHULZAIwc1AUtBql1JGIiIgAAAq5DFMzIyATgMPVLTjE4/azxnf0RB6C3XXkLdQKOYZ2jmVXxy47IvJKJ04yMW5AGGKCfCRORERE1FWEToNRicEAgI351Whps0qcyL04rWCXnJyMurq6bssbGxuRnJzsrBhEHunk7jolu+vIww2Ja++yazBacKiqWeo4RNQLPBbsO02tFqzhJBNEROQGRiQGI0Knhslqx9rcKp4aexac9q6+qKgINlv3gQZNJhPKysqcFYPII+VWsruOvItaIcew+CAAwLZCjmVH5A54LNg3OiaZaOMkE0RE5AbkMgFTMyIhlwkoqTdib1mT1JHchsLRO1i1alXn999//z0CAn4vJthsNqxfvx6JiYmOjkHksWx2EdsL2V1H3mdwXAB2lTS0d9lVNiMtSid1JCLqAY8F+44oitiQV81JJoiIyK0E+6lwcf9QbD5Ug18KapEU4gedD8ddPROHF+yuuOIKAIAgCJg3b16X65RKJRITE/HCCy84OgaRx2J3HXkrtUKOYQlB+PVIHX4rrEdKhBYyGbtMiFwNjwX7zoFyPfIqmyEIwIxBkZxkgoiI3Mbg2AAcrm5GeWMb1udV44oh0ewQPwOHF+zsdjsAICkpCdu3b0doaKijd0nkNdhdR95ucGwgckoa0NhqQX5VM9LZZUfkcngs2Ddqmk3YdKgGADAmOQSxQb4SJyIiIuo9QRBwSXoEPv6tBCX1Rhyo0GNgNBtOTsdp7+4LCwt5gEbUx9hdR95OpZBh+PGx7H4rrIfdzrHsiFwVjwXPnclqwzf7KmCzi0gK9cPwhCCpIxEREZ21IF8VLkwOAQD8dKiWs8aegcM77E60fv16rF+/HtXV1Z2ftnZ47733nBmFyO2xu46oXVZsIHJKGtHUakFeZTMyotllR+SqeCx49kRRxLqD1WhqtUCrUWBqRgRPISIiIrc1ND4Qh6ubUaU3YUN+NWZnRfF17RSc9g5/6dKlmDp1KtavX4/a2lo0NDR0uRDR2WF3HVE7lULW2W2yrageNnbZEbkkHguem92ljSioaYFMAGYMjIJGKZc6EhER0TmTCQKmpEdAJgCFtQbkVzVLHcllOa3D7s0338QHH3yAP/zhD87aJZHHYncdUVdZsQHYWdxwvMtOj0yOh0HkcngsePYqmlrxc0EtAGDsgDBEBmgkTkRERHT+QvzVGJ0Ugi1H67A5vwZxQb7wUzv1BFC34LR3+WazGWPGjHHW7og8GrvriLpSymUY0dFlV8guOyJXxGPBs9NqseHbfZWwi8CAcH8MjuXrPREReY7hCUEI81ejzWrvnFSJunJawe5Pf/oTVqxY4azdEXksdtcR9WxQbAB8VXLo26zIrdBLHYeITsJjwd4TRRE/HKhEi8mKAB8lJqeHc3wfIiLyKHKZgEsywiEIQEF1Cw7z1NhunNZz2NbWhrfeegvr1q1DVlYWlEpll+tffPFFZ0Uhcmt5x7vrfJTsriM6kVLePpbdT4drsa2oHulROshlfINL5Cp4LNh7O4obUFRnhFwmYOagKKgVHLeOiIg8T7hWgxEJQdhe1ICN+TWIDfaFD8dq7eS0gt3evXsxZMgQAMD+/fu7XMdPDIl6x2YXse14d92IRHbXEZ0sK6Z9LLvmNisOVuhZ1CZyITwW7J2KplZsOVoHAJiQEoYwrVriRERERI4zKikYR6oNqDea8eOhGkzLjJQ6kstwWsFu48aNztoVkcdidx3R6SmOj2X34+FabC+qRwa77IhcBo8Fz8xkseG7/ZUQRSAlwh+Z0TqpIxERETmUQibDlIwI/GdHKfIqm5EWqUVCiJ/UsVwC23OI3AS764h6Z1BMAPxUcjS3WXGgvEnqOEREvSKKIjbkVaO5zQqdRoFJaRy3joiIvENkgAaD4wIBABvyqmGx2aUN5CKc1mE3ceLE0x50bNiwwVlRiNwSu+uIekchl2FEYjA2H6rB9qIGZETroJCxwE0kNR4Lnt7BCj0OVbdAJgDTB3LcOiIi8i4XJoegoLoF+jYrfjtaj4sHhEodSXJOK9h1jFnSwWKxYPfu3di/fz/mzZvnrBhEbonddURnZ2C0DjuLG9BisuJAuR6DYwOljkTk9XgseGr1BjM25dcAaH/DEhmgkTgRERGRc6kUMkxMDcPXeyuQU9qAlEh/hGu9+/XQaQW7f/3rXz0uX7JkCVpaWpwVg8gtsbuO6Ox0jGW36VANdhQ1IDNKBwUL3USS4rFgz6w2O77bXwGrXURcsA+GJwRJHYmIiEgSyWH+GBDuj8PVLVifW43rR8ZB5sXDQ0j+7uWmm27Ce++9J3UMIpdls4vYXtQAgN11RGcjM0YHf7Wis8uOiFyTtx8L/lJQh9oWM3yUckzLiOS4dURE5NXGp4RBpZChutmEPaWNUseRlOTv/Lds2QKNxrvbHIlOJ69Sj6ZWC7vriM6SQibDyMT2TpXtxfWwcvBaIpfkzceCR2tasPtYIwBgSkYE/NROO/mFiIjIJfmpFbi4f/v4dVuO1kHfapE4kXScdlRw1VVXdflZFEVUVFRgx44deOyxx5wVg8itdOmuS2B3HdHZyojWYXtR+1h2+8v1GHJ89ikicj4eC3bV0mbF2twqAMDQuEAkhfpJnIiIiMg1DIzWIa9Cj/KmNmzMr8Zlg6O9sgPdaQW7gICunUEymQypqal44oknMHXqVGfFIHIrXbrrYtldR3S2FDIZRiUGY0N+NXYU1WNgNMeyI5IKjwV/J4oivj9YiTaLHWFaNcb0D5E6EhERkcsQBAGT0yPw8W/FKKoz4nB1C1IitFLHcjqnFezef/99Z+2KyCOwu46ob2RE67C9uB7NbVbsK2vC0HgO6E4kBUccC2ZnZ+Phhx/GPffcg2XLlvX59h0lp6QRxxpaoZQLmD4wEgoZX+OJiIhOFOynwsjEYPxWWI/Nh2oQH+wLjVIudSyncvpAGTt37kRubi4EQUBGRgaGDh3q7AhEboHddUR9Qy4TMDIxGBvyqrGjuAGDYgLYZUckob46Fty+fTveeustZGVl9XFCx6ppNmHLkToAwLgBYQjyVUmciIiIyDWNSAzCoapmNBgt+KWgFpPTI6SO5FROe8dSXV2NSZMmYeTIkbj77rtx1113Yfjw4Zg8eTJqamqcFYPILbC7jqhvZUTpoNUoYDTbsK+sSeo4RF6pL48FW1pacOONN+Ltt99GUJD7dM1abXZ8f6ASNlFEcqgfMqN1UkciIiJyWQqZDJPT2ot0+8v1KGtolTiRczmtCvC3v/0Ner0eBw4cQH19PRoaGrB//37o9XrcfffdzopB5BbYXUfUt+QyAaMSgwEAO4obYOGMsURO15fHgvPnz8fMmTNxySWXOCitY/x6pA51BjN8lHJMTg/3ygG0iYiIzkZMkE/nB1wb86ths4sSJ3Iep50Su2bNGqxbtw7p6emdyzIyMvDaa6953UDDRKfD7joix0iP0mF7UT30x8eyG8ax7Iicqq+OBT/99FPk5ORg+/btvVrfZDLBZDJ1/qzX63sfug+V1Buxq7QRADAlIwK+KqePTENEROSWLuofiqM1BtQZzNhV2oARCcFSR3IKp1UC7HY7lEplt+VKpRJ2OzsdiDrkVzazu47IAeQyASOTjnfZFbHLjsjZ+uJYsLS0FPfccw+WL18OjUbTq9tkZ2cjICCg8xIXF3dWuftCm8WGtQerAAADY3RICvVzegYiIiJ35aOU4+IBoQCA347WQ99qkTiRczitYDdp0iTcc889KC8v71xWVlaGe++9F5MnT3ZWDCKXZreL2FZUD4DddUSOkB6pg06jQKvFhn3HOJYdkTP1xbHgzp07UV1djeHDh0OhUEChUGDz5s14+eWXoVAoYLPZut1m0aJFaGpq6ryUlpb22X3qrY351WgxWRHoo8S4AWFO3z8REZG7S4/UIibQB1a7iE2HaiCKnn9qrNOqAa+++iqam5uRmJiIfv36oX///khKSkJzczNeeeUVZ8Ugcml57K4jcii5TMCoJI5lRySFvjgWnDx5Mvbt24fdu3d3XkaMGIEbb7wRu3fvhlwu73YbtVoNnU7X5eJMeZV6HKpqgSAA0zIj+WEcERHRORAEAZPSwiETgMJaA47WGqSO5HBOGzwjLi4OOTk5WLt2LfLy8iCKIjIyMtxusGAiRzmxu244u+uIHCYtUoftRQ1oarVg77EmDE/gWHZEztAXx4JarRYDBw7ssszPzw8hISHdlrsCfZsFG/PbZ8AdnRiMyIDencZLRERE3QX7qTAsPgg7ihuwKb8GcUG+UCk8932zw+/Zhg0bkJGR0TnA75QpU/C3v/0Nd999N0aOHInMzEz89NNPjo5B5PJO7K7LYncdkcOcOGPszuIGmK3ssiNyJG89FhRFYO2BKpitdkTqNBiZ6B0DZBMRETnSqKRg6DQKtJis+K2wTuo4DuXwgt2yZcvw5z//ucfTDwICAnDHHXfgxRdfdHQMIpfG7joi50qL1CLAR4lWiw17yxqljkPk0Rx9LLhp0yYsW7bsPBI6xuFmGY41tkIpFzAtMwIymSB1JCIiIrenlMswITUcALCrtBE1zaYz3MJ9ObwqsGfPHlx66aWnvH7q1KnYuXOno2MQuTR21xE5l+yEsexyihvZZUfkQN54LKgMS8SBxvbx9MYNCEOgr0riRERERJ4jKdQP/cP8IYrtEzt56gQUDi/YVVVVQalUnvJ6hUKBmpqaPt9vWVkZbrrpJoSEhMDX1xdDhgzxuINB8gzsriOSRlqEFoHHu+z2HGuUOg6Rx5LqWFAqZpuI0Nn3wQ4ByaF+yIx27iQXRERE3mBcSiiUcgEVTW04UK6XOo5DOLwyEBMTg3379p3y+r179yIqKqpP99nQ0ICLLroISqUS3333HQ4ePIgXXngBgYGBfbofor6QW6lndx2RBLp22XEsOyJHkeJYUEof72uGKiwRapmIyenhEASeCktERNTXtBolLkwOAQD8XFALo9kqcaK+5/CC3YwZM7B48WK0tbV1u661tRWPP/44Zs2a1af7fOaZZxAXF4f3338fo0aNQmJiIiZPnox+/fr16X6IzpfNLmJbYXt33Qh21xE5XWqEFoG+SrRZ7eyyI3IQKY4FpWK3i2gxtxf/h4dY4atSSJyIiIjIcw2ODUSYvxomqx0/H66VOk6fc3h14NFHH0V9fT1SUlLw7LPP4quvvsKqVavwzDPPIDU1FfX19XjkkUf6dJ+rVq3CiBEjcO211yI8PBxDhw7F22+/3af7IOoLuRV66Nus8FXJMYjddUROJ5MJGJ34e5edyWqTOBGR55HiWFAqMpmAv40KRMUH9yDKxzPH0yEiInIVMpmASWntE1DkVjajps2zutod/rFfREQEfv31V9x5551YtGhR52CAgiBg2rRpeP311xEREdGn+zx69CjeeOMNLFy4EA8//DC2bduGu+++G2q1GjfffHO39U0mE0ym32cW0es98/xnci22E8auY3cdkXRSIrXYVlSPBqMFe0qbEC11ICIPI8WxoNTMVUekjkBEROQVIgM0GBQTgH1lTdhVrwBkntPd7pR7kpCQgG+//RYNDQ0oKCiAKIoYMGAAgoKCHLI/u92OESNG4OmnnwYADB06FAcOHMAbb7zRY8EuOzsbS5cudUgWolM5WK5Hc5sVfio5BsWwu45IKjKhfSy77w9UIaekAWGRUici8jzOPhYkIiIi7zGmXwgKqlvQbLFBN+pKqeP0Gae29AQFBWHkyJEYNWqUQw/QoqKikJGR0WVZeno6SkpKelx/0aJFaGpq6ryUlpY6LBsRAFjt9t+76xKDoWB3HZGkUiK0CPJVwmS1o6CZ/49EjuKsY0EiIiLyHhqlHONSQgEAupFXoM1DJpPzyHclF110EfLz87ssO3ToEBISEnpcX61WQ6fTdbkQOdKBcj1aTFb4qxUYGM3HG5HUZIKA0Unts0wd1sshqHwlTkRERERERL2VGqFFms6Gig/vhUbhGaUuz7gXJ7n33nuxdetWPP300ygoKMCKFSvw1ltvYf78+VJHI4LVZsf2zu66IHbXEbmIARH+CPZVwSIK0I24TOo4RERERETUS4IgIDPQBpu+WuoofcYjKwUjR47EypUr8cknn2DgwIH4xz/+gWXLluHGG2+UOhoR9pfrYTDZ4K9WIJPddUQuQyYIGJ3cPmOsbuQVMJg9o5WeiIiIiIjcj+dMn3GSWbNmYdasWVLHIOrCarNjx/HuulGJwVDIPLJmTuS2BoT742elHc3wx+rDBoy9QOpERERERETkjVgtIHKifWVNMJht0GoUyGB3HZHLEQQBGbr2zrqvDxnQ1GqROBEREREREXkjFuyInMRis2NHcQOA9u46uUyQOBER9STG1w5zTRGMFhHv/lwodRwiIiIiIvJCLNgROcm+Y00wmm3QaRRIj2J3HZGrEgSg6ZdPAADv/1yIJiO77IiIiIiIyLlYsCNygi7ddUnsriNydcb8X5EQoECzyYp3fz4qdRwiIiIiIvIyLNgROcGeY41otdgQ4KNEeiS764hcn4jrMv0BAO/9UoRGo1niPERERERE5E1YsCNyMLPVjp0ndNfJ2F1H5BZGx2iQFqlFi8mKd37iWHZEREREROQ8LNgROdieY41os9gR6KNEWoRW6jhE1EsyQcCCS1IAAO//UogGA7vsiIiIiIjIOViwI3Igk9WGnOPddaPZXUfkdqZlRiAjSgeD2YZ3OJYdERERERE5CQt2RA60p7QJbVY7gnyVSIlkdx2RuxEEAfdcMgAA8MEvRahnlx0RERERETkBC3ZEDmK2ATtLOrrrQiAT2F1H5I6mZkQgM7q9y+7tn9hlR0REREREjseCHZGDHGqWw2y1I8RfhZQIf6njENE5Ek4Yy+7DX4tQ12KSOBEREREREXk6FuyIHEDmF4iC5vZ/rzHJIRDYXUfk1i5JD8egmAAYzTa8ufmI1HGIiIiIiMjDsWBH5AABF1wHmyggUqdBUqif1HGI6DwJgoCFU9u77P69pRhV+jaJExERERERkSdjwY6oj1UbrNAOnQ4AGNOP3XVEnmJCShiGJwTBZLXj1Q0FUschIiIiIiIPxoIdUR/778EWCHIlwtR2xAX7Sh2HiPqIIAi4b2oqAODT7SUorTdKnIiIiIiIiDwVC3ZEfehITQs2FrUCADIDbRKnIaK+dmG/EFzcPxQWm4iX1h+WOg4REREREXkoFuyI+tCLaw/BLgLGw1sRohaljkNEDnDftPYuuy9yjuFITYvEaYiIiIiIyBOxYEfUR/aXNeGbvRUQADT+tFzqOETkIEPiAnFJegTsIvCvtYekjkPkdd544w1kZWVBp9NBp9PhwgsvxHfffSd1LCIiIqI+xYIdUR958fgb94vjNbDUFEkbhogc6u/HZ4xdvbcCB8v1Eqch8i6xsbH45z//iR07dmDHjh2YNGkSLr/8chw4cEDqaERERER9hgU7oj6wo6geG/KqIZcJuD5TK3UcInKw9CgdZmVFAQBeXJsvcRoi7zJ79mzMmDEDKSkpSElJwVNPPQV/f39s3bpV6mhEREREfYYFO6LzJIoinvu+/Q37tcNjEa1VSJyIiJzh3ikpkAnAutxq5JQ0SB2HyCvZbDZ8+umnMBgMuPDCC3tcx2QyQa/Xd7kQERERuToW7IjO088FtfitsB4quQx3Tx4gdRwicpJ+Yf64elgsAODFHziWHZEz7du3D/7+/lCr1fjLX/6ClStXIiMjo8d1s7OzERAQ0HmJi4tzcloiIiKis8eCHdF5sNt/76676YIERAf6SJyIiJzp7skDoJQL+LmgFluO1Ekdh8hrpKamYvfu3di6dSvuvPNOzJs3DwcPHuxx3UWLFqGpqanzUlpa6uS0RERERGePBTui8/DNvgrsPdYEP5Ucf53YT+o4RORkccG+uGFUPADg+R/yIYqixImIvINKpUL//v0xYsQIZGdnY/DgwXjppZd6XFetVnfOKNtxISIiInJ1LNgRnSOz1d7ZXXf7uH4I9VdLnIiIpHDXxP5QK2TYWdyATfk1Usch8kqiKMJkMkkdg4iIiKjPsGBHdI5W/FaMknojQv3V+NPYJKnjEJFEwnUa3DImEQDwzJo82O3ssiNypIcffhg//fQTioqKsG/fPjzyyCPYtGkTbrzxRqmjEREREfUZFuyIzkFzmwUvbygAACy4ZAD81JwZlsib3TmhH7QaBfIqm/HVnjKp4xB5tKqqKvzhD39AamoqJk+ejN9++w1r1qzBlClTpI5GRERE1GdYZSA6B2/9eBT1BjOSQ/1w/UjONkfk7QJ9VbhzQj88uyYfz39/CDMGRUGtkEsdi8gjvfvuu1JHICIiInI4dtgRnaVqfRve+akQAPDApalQyvlvRETArWOSEKFTo6yxFR9vLZE6DhERERERuTFWGojO0r/WHUarxYZh8YGYlhkpdRwichE+KjnuvSQFAPDKhsPQt1kkTkRERERERO6KBTuis1BQ3YL/7CgFACyakQ5BECRORESu5JrhsegX5ocGowVv/3hU6jhEREREROSmWLAjOgvPrsmDzS7ikvQIjEwMljoOEbkYhVyG+6elAQDe+akQ1c1tEiciIiIiIiJ3xIIdUS/tKKrHDwerIBOABy9NlToOEbmoaZkRGBofiFaLDS+vPyx1HCIiIiIickMs2BH1giiKePrbXADAdSPiMCBCK3EiInJVgiDgoUvbu+w+2VaKozUtEiciIiIiIiJ3w4IdUS98f6AKOSWN0ChluHdKitRxiMjFjU4OwaS0cNjsIl744ZDUcYiIiIiIyM2wYEd0BlabHc9+nwcA+NPFyYjQaSRORETu4IFLUyEIwDf7KrCntFHqOERERERE5EZYsCM6gxXbSnC0xoBgPxXuGJ8sdRwichNpkTpcOTQGAPDP7/IgiqLEiYiIiIiIyF2wYEd0Gk1GC/61tv10tnsvGQCtRilxIiJyJwunpEAll2HL0Tr8eLhW6jhEREREROQmWLAjOo1XNhxGg9GCAeH+uGFUvNRxiMjNxAb54uYLEwAA2d/mwmZnlx0REREREZ2ZxxfssrOzIQgCFixYIHUUcjOFtQZ8uKUIAPDIzHQo5B7/70JEDjB/Yn/oNArkVTbjfzuPSR2HiIiIiIjcgEdXILZv34633noLWVlZUkchN5T9bS4sNhHjU8IwITVc6jhE5KaC/FS4e/IAAMBzP+TDYLJKnIiIiIiIiFydxxbsWlpacOONN+Ltt99GUFCQ1HHIzfx6pBY/HKyCXCbg0ZnpUschIjf3hwsTkBDii5pmE/5v8xGp4xARERERkYvz2ILd/PnzMXPmTFxyySVnXNdkMkGv13e5kPey2UU8uToXADB3VDwGRGglTkRE7k6tkGPR9DQAwFs/HUVFU6vEiYiIiIiIyJV5ZMHu008/RU5ODrKzs3u1fnZ2NgICAjovcXFxDk5Irux/O4/hYIUeWo0C905JkToOEXmIaZmRGJUYjDaLHc99ny91HCIiIiIicmEeV7ArLS3FPffcg+XLl0Oj0fTqNosWLUJTU1PnpbS01MEpyVU1t1nw3A/tb6TvnjQAwX4qiRMRkacQBAGPHD/F/oucMuw91ihtICIiIiIiclkeV7DbuXMnqqurMXz4cCgUCigUCmzevBkvv/wyFAoFbDZbt9uo1WrodLouF/JOr2woQE2zCYkhvrh5TILUcYjIwwyOC8SVQ2MAAE9+kwtRFCVORERERERErsjjCnaTJ0/Gvn37sHv37s7LiBEjcOONN2L37t2Qy+VSRyQXVVDdgvd+LgQAPD47E2oFHytE1Pfun5YKtUKGbYX1+P5AldRxiIiIiIjIBSmkDtDXtFotBg4c2GWZn58fQkJCui0n6iCKIpZ+fQBWu4jJaeGYmBYudSQi8lDRgT7489hkvLqxAE99exATUsOgUfIDAiIiIiIi+p3HddgRnYu1B6vw0+FaqOQyPDYrQ+o4ROTh7pzQD5E6DUrrW/HOT0eljkNERERERC7GKwp2mzZtwrJly6SOQS6qzWLDP745CAD409gkJIb6SZyIiDydn1qBRTPSAACvbTyC8sZWiRMREREREZEr8YqCHdHpvP3jUZTWtyJSp8H8if2ljkNEXuKywdEYmRiEVosN2d/lSR2HiIiIiIhcCAt25NXKGlvx2qYCAMCiGWnwU3vcsI5E5KIEQcDjszMhCMDXe8rx29E6qSMREREREZGLYMGOvNpT3xxEm8WOUUnBuGxwtNRxiMjLDIwJwA2j4gEAS74+CJtdlDgRERERERG5AhbsyGttyq/Gt/sqIZcJWDI7E4IgSB2JiLzQfVNTodMokFuhxyfbSqSOQ0RERERELoAFO/JKbRYbFn91AABw65hEZETrJE5ERN4q2E+Fv09NBQA8/0M+GgxmiRMREREREZHUWLAjr/TaxgKU1BsRqdNgwZQUqeMQkZe7cXQ8UiO0aDRa8Oz3+VLHISIiIiIiibFgR16noLoFb24+AgBYclkG/DnRBBFJTCGX4R9XDAQAfLKtBDuLGyROREREREREUmLBjryKKIp49Mt9sNhETEoLx7TMSKkjEREBAEYlBeOa4bEAgEdW7oPVZpc4EZFrys7OxsiRI6HVahEeHo4rrrgC+fnsTCUiIiLPwoIdeZUvd5dh69F6aJQyLL2ME00QkWtZND0Ngb5K5FU244Nfi6SOQ+SSNm/ejPnz52Pr1q1Yu3YtrFYrpk6dCoPBIHU0IiIioj7DcwHJazQZLXhydS4A4G+TBiAu2FfiREREXYX4q7Foehoe/N8+vLj2EGYMikJ0oI/UsYhcypo1a7r8/P777yM8PBw7d+7EuHHjJEpFRERE1LfYYUde459rclFnMKN/uD/+PDZZ6jhERD26dngcRiQEwWi24YmvD0odh8jlNTU1AQCCg4N7vN5kMkGv13e5EBEREbk6FuzIK/xaUItPtpUCAJ66YiBUCj70icg1yWQCnrxyIBQyAWsOVGJ9bpXUkYhcliiKWLhwIS6++GIMHDiwx3Wys7MREBDQeYmLi3NySiIiIqKzx6oFebxWsw0PfbEPAHDTBfEYnRwicSIiotNLi9Thj2OTAACLvzoAo9kqcSIi13TXXXdh7969+OSTT065zqJFi9DU1NR5KS0tdWJCIiIionPDgh15vBfX5qOk3oioAA0evDRN6jhERL1yz+QBiAn0QVljK1744ZDUcYhczt/+9jesWrUKGzduRGxs7CnXU6vV0Ol0XS5EREREro4FO/Jou0sb8e7PhQCAp68cBK1GKXEiIqLe8VUp8NSV7af4vfdLIXYWN0iciMg1iKKIu+66C1988QU2bNiApKQkqSMRERER9TkW7Mhjma12PPD5HthF4MqhMZiYFi51JCKiszIhNRxXD4uFKAIPfL4HbRab1JGIJDd//nwsX74cK1asgFarRWVlJSorK9Ha2ip1NCIiIqI+o5A6AJGjvL6pAIeqWhDip8JjszKkjkNEbiY3N1fqCACAy+LsWH9QhiM1Bjyy4ifcOKjvT+cLDQ1FfHx8n2+XyBHeeOMNAMCECRO6LH///fdxyy23OD8QERERkQOwYEceKb+yGa9tLAAALLksE8F+KokTEZG70NfXAABuuukmiZP8zmfABQi/6lF8fkCPVx/8E8xVR/p2+76+yMvNZdGO3IIoilJHICIiInI4FuzI45itdtz72W5YbCIuSY/ArKwoqSMRkRtpbdEDAGbe8QhSs4ZLnOZ3v9XacMwoR9qf/4VJkVbIhL7ZblXJEXz8zP2ora1lwY6IiIiIyEWwYEce5+X1h3GwQo8gXyWevmogBKGP3tUSkVcJiU5A7IBMqWN0Ck6w4qOtxWiyAJXKKIxKCpY6EhEREREROQgnnSCPsrO4Aa9vaj8V9ukrByFcq5E4ERFR3/BVKTAhpX3ynN8K61DTbJI4EREREREROQoLduQxjGYr/v6f3Z2zwk4fxFNhicizpET4o1+YH+wisOZAJaw2u9SRiIiIiIjIAViwI4/x9Le5KKozIipAgyWXuc5pbEREfUUQBExOi4CvSo56gxm/FNRJHYmIiIiIiByABTvyCJsP1WD51hIAwHPXDEaAj1LiREREjuGjkmNKRgQAYPexRhTXGSROREREREREfY0FO3J7DQYzHvh8DwDgljGJuHhAqMSJiIgcKzHED4NjAwAAaw9WodVikzgRERERERH1JRbsyK2Jooj7P9+LKr0JyWF+ePDSNKkjERE5xUX9QxHsq4LBbMP63CqIoih1JCIiIiIi6iMs2JFbe/+XIqzLrYJKLsMrNwyFj0oudSQiIqdQymWYlhkBmQAcqTHgYIVe6khERERERNRHWLAjt7XvWBOyv8sFADwyMx2Z0QESJyIicq5wnQYXJIcAaB/Ls95gljgRERERERH1BRbsyC01t1lw1yc5sNhETMuMwM0XJkgdiYhIEsMTghAX5AOLTcQ3+ypgsdmljkREREREROeJBTtyO6Io4uGV+1FcZ0RMoA+evXowBEGQOhYRkSRkgoBpmZHwU8lRbzBjfV41x7MjIiIiInJzLNiR2/lseym+3lMOuUzAyzcMRYCvUupIRESS8lMrMH1gFAQByK9sxv4yjmdHREREROTOWLAjt3KgvAlLvj4AALhvaiqGJwRJnIiIyDXEBPlgTL/fx7Or1rdJnIiIiIiIiM4VC3bkNuoNZtz+751os9gxITUMd4xLljoSEZFLGR4fhORQP9jE9vHsTBab1JGIiIiIiOgcsGBHbsFqs+Nvn+SgrLEVCSG+eOn6oZDJOG4dEdGJBEHAlIwI6DQK6NusWHOgEnaOZ0dERERE5HZYsCO38MyaPPxSUAdflRxv/WEEx60jIjoFjVKOGYOiIJcJKKoz4peCWqkjERERERHRWWLBjlzeV7vL8PZPhQCA568djNRIrcSJiIhcW4ROgynpEQCAnJJGHChvkjgRERERERGdDRbsyKUdKG/Cg//bCwD464R+mDEoSuJERETuITVSi1FJwQCADXnVKGtolTgRERERERH1Fgt25LKq9W2dk0yMTwnD36emSh2JiMitXJAUjAHh/rCLwOp95WhqtUgdiYiIiIiIesEjC3bZ2dkYOXIktFotwsPDccUVVyA/P1/qWHQWDCYrbvtwO8oaW5EU6oeX5wyFnJNMEBGdlY5JKMK1arRZ7Fi1pxwmK2eOJSIiIiJydR5ZsNu8eTPmz5+PrVu3Yu3atbBarZg6dSoMBoPU0agX2meE3YX9ZXqE+Knwwa0jOckEEdE5UsplmJ0VDT+1HPUGM1bvrYDVZpc6FhERERERnYZC6gCOsGbNmi4/v//++wgPD8fOnTsxbtw4iVJRb4iiiMdXHcCGvGpolDK8M28EEkL8pI5FROTW/DUKXJYVjc9zjuFYQyvWHKjEjIFRkLFzmYiIiIjIJXlkwe5kTU3ts+MFBwf3eL3JZILJZOr8Wa/XOyWXNykpKUFtbe0Z1/sitwUf72uGAOCeUQEQawuRU1vo+IB9KDc3V+oIRETdhOs0mJ0Vja/2lONIjQHr8qo6Z5IlIiIiIiLX4vEFO1EUsXDhQlx88cUYOHBgj+tkZ2dj6dKlTk7mPUpKSpCWno5Wo/G06/mmj0fYZfcDAOrWvom/PrPaGfEcpqWlReoIRERdxAX7YvrASHyzrwK5Fc3QKOVIEqVORUREREREJ/P4gt1dd92FvXv34ueffz7lOosWLcLChQs7f9br9YiLi3NGPK9QW1uLVqMRNz74HCLi+/W4TplRwG+1CogA+mttGPzH24A/3ubcoH0kd9tmfPfhS2hra5M6ChFRN/3C/HFJegTWHqzCrpJGmAM8cjhbIiIiIiK35tEFu7/97W9YtWoVfvzxR8TGxp5yPbVaDbVa7cRk3ikivh9iB2R2W15Ya8C20nKIANIitZiaEQFBcN9xlapKjkgdgYjotDKidDBZbPjxcC0ONCmgG3Wl1JGIiIiIiOgEHvmxuiiKuOuuu/DFF19gw4YNSEpKkjoSnUJJvRHf7KuAXQRSwv0xJd29i3VERO5iaHwQRie1j+0aNPGP+M+BZogiz48lIiIiInIFHlmwmz9/PpYvX44VK1ZAq9WisrISlZWVaG1tlToanaCsoRVf7ymHzS6iX5gfpmZGcsZCIiInuiA5BJkBVgDApwda8MyafBbtiIiIiIhcgEcW7N544w00NTVhwoQJiIqK6rx89tlnUkej48obW/HVnjJY7SISQnxx6cBIyFmsIyJyurQAO+rXvwUAeHPzESz9+iDsdhbtyHX9+OOPmD17NqKjoyEIAr788kupIxERERH1OY8s2Imi2OPllltukToaASiqNWDlrjJYbCLignwwa1AUFDKPfCgSEbmF5h2rcMdwHQQB+ODXIiz6Yh+sNrvUsYh6ZDAYMHjwYLz66qtSRyEiIiJyGI+edIJcT16lHmsPVsEuAgkhvpg5KAoKOYt1RERSm9bPD6n9knDff/fgsx2lqNC34dW5Q6HTKKWORtTF9OnTMX36dKljEBERETkUKyXkNAXNMnx/oL1YlxqpxeysaChZrCMichlXDYvFGzcNh49Sjh8P1eDq139Fab1R6lhE58VkMkGv13e5EBEREbk6VkvI4UTx/9m77/AoqrYN4PfsZkt676SQAIFACKEXKQEBaRZEFKTau4DlBQvFT0VUEMXCq68KKk2liFKkg0Ckhxp6IIH03tvu+f6IWVlSSNlkNsn9u665ILNnZp8zbc8+O3OOgH2f8TiZXnpDZ2gLewwNdmefdUREZmhoew/88kwvuNtpcCkpB/d9cQBHrqXJHRZRrc2fPx/29vaGycfHR+6QiIiIiO6ICTuqVwXFOnx2OBMOd40HAPQMcEL/Nq6QJCbriIjMVQdve/z2/F3o4G2HtNwiPPrNIfx67IbcYRHVyqxZs5CZmWmYYmNj5Q6JiIiI6I6YsKN6E5eRj7H/jcDe6/kQeh06OZagR0tnJuuIiBoBD3stfn66F+5p74EinR6v/nISr/1yEnlFJXKHRlQjGo0GdnZ2RhMRERGRuWPCjurFkWtpuPfz/Th1IxO2agmJa95CoC1HHCQiakys1Bb48tHOmHZ3aygk4JdjNzByyX6cjcuUOzQiIiIioiaNCTsyKSEEVhy6jvHf/I2UnCK087TDR4NdUBhzWu7QiIioFhQKCdPuboOVT/aEh50WV5Nz8cAXB7H84DUIIeQOj5qhnJwcREZGIjIyEgAQHR2NyMhIxMTEyBsYERERkQkxYUcmk55bhOdWHMeb68+gWCcwsqMn1j7bC27WFnKHRkREddQzwBmbX+6Lu9u5oUinx5yNZzF12RGOIksN7ujRowgLC0NYWBgAYMaMGQgLC8Ps2bNljoyIiIjIdJhJIZPYcyEJr/96CknZhbBQSHhtaBCe6hfA/uqIiJoQJ2s1vpnUFcsOXsP8zeex50IyhnyyD9MHt8ZjfVrCQsnfAan+DRgwgHd3EhERUZPHljXVSX6RDrN/O4Mp3x9BUnYhWrnZYMPzffB0/0Am64iImiBJkjC1T0tsfrkvurd0Qn6xDu9vPo97Pz+AyNgMucMjIiIiImoSmLCjWtt7MRnDP/sLP0RcBwBM6e2PP168Cx287WWOjIiI6lsrNxusfrInPnywI+wtVTgXn4UHvjyA//x6CvGZ+XKHR0RERETUqPGRWKqx2LQ8/N8f57DtXCIAwM1Wg48fCkW/Nq4yR0ZERA1JoZAwtpsPBrZzw/uborDuxE2sORqL9ZE3MbmXH54b0AqO1mq5wyQiIiIianSYsKNqKyjW4as9V7B07xUUluihVEiY2tsfL93dGnZaldzhERGRTFxsNFj0cCc82tMXC7ZewOHoNHzzVzRWH47Fk/0CMKWPPz8niIiIiIhqgAk7uqOCYh1WH47BV3uvIDGrEADQO9AZc+9tjzbutjJHR0RE5qKLnxPWPNUTey8m48OtF3AuPguLtl/Ef/dewcPdfDG1jz98nKzkDpOIiIiIyOwxYUeVyi/SYeXhGCzdewXJ2aWJOi97Ld4cEYzhIR4cVIKIiMqRJAkDgtzQr7Ur/jgdj893XcLFxBx8dyAayw5G454OHnj8rpbo7OvIzxEiIiIiokowYUflJGUVYM2RWCyPuI6UnNJEnbeDJZ4dEIiHuraAxkIpc4RERGTuFAoJ94Z6YVRHT+y7lIL//XUVf11KwebTCdh8OgGt3GzwYOcWeCDMGx72WrnDJSIiIiIyK0zYEQBArxc4cCUFK/6OwfaoROj0AgDQwtESz4e3woOdW0BtwUGFiYioZiRJQv82rujfxhUXErLx7f6r2HgyDpeTcrBg63l89Od59GnlgtGdvTGwrTvsLdnXHRERERERE3YyiYmJQUpKiqwxCCEQk1mCiBsF2BeTj4QcneG1ti4qDA20Qh8fS1goUnDmVO1jjYqKMkW4RERUjxrqWv1IAHCvjysOxhZg97U8RKUU469LKfjrUgqUEtDBTY0e3lp089LC2ap+7uh2cXGBr69vvaybiIiIiMgUmLCTQUxMDNq2a4f8vDwZ3l2Cyq0lrIN6wyqoD1TOPoZX9IW5yDmzCzmRW3E95Tr+NPE75+TkmHiNRERUV1lpyQCACRMmyPL+Fg4esO4wEFZBd0Ht4ouTiUU4mViEr49noTDhMgqunUDBtUgU3DgH6IpN8p6WVlY4HxXFpB0RERERmS0m7GSQkpKC/Lw8PPqfj+DuG1jv75dbAiQVKJBUICG5QIFC/b+dfCsg4G4p4G2lh7elChathwIPDDXp+0cd3ostyz9FQUGBSddLRER1l5+TBQAY8fSbCOrYRdZYsouLEJevQFyeAmlFCmg8WkHj0Qr2PR+CQhJw0Qi4aPRw1gg4qQVq01NDYswVrFjwGlJSUpiwIyIiIiKzxYSdjNx9A9GidXuTrrNEp0dSdiESsgqQmFWAhMwCZBWUGJWxUEjwc7ZCazdb+LtY1fsgEokxV+p1/UREVHfOXn4m/0yqjXb//JtbWILYtDzEpOUhJj0PuYU6JBVISCoozdJJAFxsNfC018LTXgsve0vYai048iwRERERNQlM2DVSQghkF5QgNbcIKTmFSM0pQkpuIdJyiyCEcVlJAjzstPBxsoKvoxU87LVQKviFhoiIzJe1xgJtPe3Q1tMOQgik5xUjJi0P8Zn5iM8sQHZBCZKzC5GcXYhTNzIBAFZqJdxsNXCz1cLNTgM3Ww1sNEziEREREVHjw4SdGdPrBbILS5CRV4TM/GJk5BcjM68YmfmlU4leVLiclVoJDzst3O218LArnTjCKxERNVaSJMHJWg0nazU6+TgAALILipGQWYC4zALEZ+YjObsQeUU6XEvNw7XUf/uItVQp4W73bxJPV1LJmxARERERmREm7GRWotMbEnAZ//ybmVf6/+yCYlSSkwMAKCTA0UoNZxs1XGw0cLZWw8VWA1veTUBERE2crVYFW60Krd1tAQDFOj1ScgqRlFWIxOwCJGWX3nWeX3x7Ek8N93Hz5QuciIiIiKgamLCTwU+nsuA+bj4231Qh/w79uykVEuwtVbC3VMHhn3/trUr/b6tV8dFWIiIiACqlAp72lvC0tzTMqzCJl1OIkswkGSMlIiIiIrozJuxkcDmtGFrfEOTrSv9WKxVwsFIZEnNlCTl7SxX73iEiIqqlipJ41y+cxZIl3wGYIF9gRERERER3wISdDEa2scaub9/HmCdeRps2QdCqFEzKERERNQClAtDnZcodBhERERFRlTgSgQy6emmRe24PnDUClmolk3VERERERERERGTAhB0REREREREREZEZYcKOiIiIiIiIiIjIjDBhR0REREREREREZEaYsCMiIiIiIiIiIjIjTNgRERERERERERGZESbsiIiIiIiIiIiIzAgTdkRERERERERERGaECTsiIiIiIiIiIiIzwoQdERERERERERGRGWHCjoiIiIiIiIiIyIw06YTdl19+iZYtW0Kr1aJLly7466+/5A6JiIiIiEyA7TwiIiJqyppswm7NmjWYNm0a3nzzTZw4cQJ9+/bFsGHDEBMTI3doRERERFQHbOcRERFRU9dkE3aLFi3C448/jieeeALt2rXD4sWL4ePjg6+++kru0IiIiIioDtjOIyIioqbOQu4A6kNRURGOHTuGmTNnGs0fMmQIDh48WK58YWEhCgsLDX9nZmYCALKysuolvpycHADAjUtnUZifVy/vYU4SY64AABKuXcQVayuZo6l/rG/T1tzqCzS/OrO+TVvyjWgApZ/F9fE5X7ZOIYTJ102l2M5rfJrbdaY6uE2McXuUx21SHreJMW6P8ppcO080QTdv3hQAxIEDB4zmv/fee6JNmzblys+ZM0cA4MSJEydOnDhxMskUGxvbUM2eZoftPE6cOHHixImTnFNDtfOa5B12ZSRJMvpbCFFuHgDMmjULM2bMMPyt1+uRlpYGZ2fnCsvXVVZWFnx8fBAbGws7OzuTr9/cNKf6Nqe6As2rvqxr09Wc6tuc6grIU18hBLKzs+Hl5dUg79ecsZ3XvHE71z9u4/rHbVz/uI3rX3Paxg3dzmuSCTsXFxcolUokJCQYzU9KSoK7u3u58hqNBhqNxmieg4NDfYYIALCzs2vyB/StmlN9m1NdgeZVX9a16WpO9W1OdQUavr729vYN9l7NEdt5dCtu5/rHbVz/uI3rH7dx/Wsu27gh23lNctAJtVqNLl26YPv27Ubzt2/fjt69e8sUFRERERHVFdt5RERE1Bw0yTvsAGDGjBmYOHEiunbtil69euHrr79GTEwMnnnmGblDIyIiIqI6YDuPiIiImromm7B7+OGHkZqainfeeQfx8fHo0KEDNm/eDD8/P7lDg0ajwZw5c8o9ntFUNaf6Nqe6As2rvqxr09Wc6tuc6go0v/o2J2znEbdz/eM2rn/cxvWP27j+cRvXH0mIhhqPloiIiIiIiIiIiO6kSfZhR0RERERERERE1FgxYUdERERERERERGRGmLAjIiIiIiIiIiIyI0zYERERERERERERmREm7Ezkyy+/RMuWLaHVatGlSxf89ddfVZbfu3cvunTpAq1Wi4CAACxdurRcmbVr1yI4OBgajQbBwcFYv359fYVfIzWp67p16zB48GC4urrCzs4OvXr1wp9//mlUZtmyZZAkqdxUUFBQ31W5o5rUdc+ePRXW4/z580blzHW/AjWr75QpUyqsb/v27Q1lzHXf7tu3D6NGjYKXlxckScKGDRvuuExjPWdrWtfGfs7WtL6N+bytaV0b8zk7f/58dOvWDba2tnBzc8P999+PCxcu3HG5xnreUuNW0zYh/etO1zUhBObOnQsvLy9YWlpiwIABOHv2rFGZwsJCvPjii3BxcYG1tTXuvfde3LhxowFrYb6qcy3lNq6br776Ch07doSdnZ2hHbVlyxbD69y+pjd//nxIkoRp06YZ5nE7193cuXPLtQc9PDwMr3MbNwwm7ExgzZo1mDZtGt58802cOHECffv2xbBhwxATE1Nh+ejoaAwfPhx9+/bFiRMn8MYbb+Cll17C2rVrDWUiIiLw8MMPY+LEiTh58iQmTpyIsWPH4tChQw1VrQrVtK779u3D4MGDsXnzZhw7dgzh4eEYNWoUTpw4YVTOzs4O8fHxRpNWq22IKlWqpnUtc+HCBaN6tG7d2vCaue5XoOb1/fTTT43qGRsbCycnJzz00ENG5cxx3+bm5iI0NBSff/55tco35nO2pnVtzOcsUPP6lmmM521N69qYz9m9e/fi+eefx99//43t27ejpKQEQ4YMQW5ubqXLNObzlhqv2rYdqNSdrmsffvghFi1ahM8//xxHjhyBh4cHBg8ejOzsbEOZadOmYf369Vi9ejX279+PnJwcjBw5EjqdrqGqYbaqcy3lNq6bFi1a4IMPPsDRo0dx9OhRDBw4EPfdd58hkcHta1pHjhzB119/jY4dOxrN53Y2jfbt2xu1B0+fPm14jdu4gQiqs+7du4tnnnnGaF7btm3FzJkzKyz/+uuvi7Zt2xrNe/rpp0XPnj0Nf48dO1bcc889RmWGDh0qHnnkERNFXTs1rWtFgoODxbx58wx/f//998Le3t5UIZpMTeu6e/duAUCkp6dXuk5z3a9C1H3frl+/XkiSJK5du2aYZ6779lYAxPr166ss05jP2VtVp64VaSzn7O2qU9/Gft6Wqc2+baznrBBCJCUlCQBi7969lZZpKuctNS6maCdRqduva3q9Xnh4eIgPPvjAMK+goEDY29uLpUuXCiGEyMjIECqVSqxevdpQ5ubNm0KhUIitW7c2WOyNxe3XUm7j+uHo6Cj+97//cfuaWHZ2tmjdurXYvn276N+/v3j55ZeFEDyOTWXOnDkiNDS0wte4jRsO77Cro6KiIhw7dgxDhgwxmj9kyBAcPHiwwmUiIiLKlR86dCiOHj2K4uLiKstUts6GUJu63k6v1yM7OxtOTk5G83NycuDn54cWLVpg5MiR5e7maWh1qWtYWBg8PT0xaNAg7N692+g1c9yvgGn27bfffou7774bfn5+RvPNbd/WRmM9Z02hsZyzddUYz9u6asznbGZmJgCUOy5v1ZzPW5KHKT5LqXLR0dFISEgw2r4ajQb9+/c3bN9jx46huLjYqIyXlxc6dOjAfVCB26+l3MampdPpsHr1auTm5qJXr17cvib2/PPPY8SIEbj77ruN5nM7m86lS5fg5eWFli1b4pFHHsHVq1cBcBs3JCbs6iglJQU6nQ7u7u5G893d3ZGQkFDhMgkJCRWWLykpQUpKSpVlKltnQ6hNXW+3cOFC5ObmYuzYsYZ5bdu2xbJly7Bx40asWrUKWq0Wffr0waVLl0waf03Upq6enp74+uuvsXbtWqxbtw5BQUEYNGgQ9u3bZyhjjvsVqPu+jY+Px5YtW/DEE08YzTfHfVsbjfWcNYXGcs7WVmM+b+uiMZ+zQgjMmDEDd911Fzp06FBpueZ83pI8TNFOosqVbcOqtm9CQgLUajUcHR0rLUOlKrqWchubxunTp2FjYwONRoNnnnkG69evR3BwMLevCa1evRrHjx/H/Pnzy73G7WwaPXr0wA8//IA///wT33zzDRISEtC7d2+kpqZyGzcgC7kDaCokSTL6WwhRbt6dyt8+v6brbCi1jWvVqlWYO3cufvvtN7i5uRnm9+zZEz179jT83adPH3Tu3BlLlizBZ599ZrrAa6EmdQ0KCkJQUJDh7169eiE2NhYff/wx+vXrV6t1NrTaxrZs2TI4ODjg/vvvN5pvzvu2phrzOVtbjfGcrammcN7WRmM+Z1944QWcOnUK+/fvv2PZ5njekvx4TNWv2mxf7oPyqrqWchvXTVBQECIjI5GRkYG1a9di8uTJ2Lt3r+F1bt+6iY2Nxcsvv4xt27ZV2ccut3PdDBs2zPD/kJAQ9OrVC4GBgVi+fLmhrchtXP94h10dubi4QKlUlssSJyUllcs4l/Hw8KiwvIWFBZydnassU9k6G0Jt6lpmzZo1ePzxx/Hzzz+Xu235dgqFAt26dZP1jo661PVWPXv2NKqHOe5XoG71FULgu+++w8SJE6FWq6ssaw77tjYa6zlbF43tnDWlxnLe1lZjPmdffPFFbNy4Ebt370aLFi2qLNscz1uSl6naDlSxstEJq9q+Hh4eKCoqQnp6eqVlqPJrKbexaajVarRq1Qpdu3bF/PnzERoaik8//ZTb10SOHTuGpKQkdOnSBRYWFrCwsMDevXvx2WefwcLCwrCduJ1Ny9raGiEhIbh06RKP5QbEhF0dqdVqdOnSBdu3bzeav337dvTu3bvCZXr16lWu/LZt29C1a1eoVKoqy1S2zoZQm7oCpXfpTJkyBStXrsSIESPu+D5CCERGRsLT07POMddWbet6uxMnThjVwxz3K1C3+u7duxeXL1/G448/fsf3MYd9WxuN9ZytrcZ4zppSYzlva6sxnrNCCLzwwgtYt24ddu3ahZYtW95xmeZ23pL8TNV2oIq1bNkSHh4eRtu3qKgIe/fuNWzfLl26QKVSGZWJj4/HmTNnuA9w52spt3H9EEKgsLCQ29dEBg0ahNOnTyMyMtIwde3aFY8++igiIyMREBDA7VwPCgsLERUVBU9PTx7LDam+R7VoDlavXi1UKpX49ttvxblz58S0adOEtbW1YeS9mTNniokTJxrKX716VVhZWYnp06eLc+fOiW+//VaoVCrx66+/GsocOHBAKJVK8cEHH4ioqCjxwQcfCAsLC/H33383eP1uVdO6rly5UlhYWIgvvvhCxMfHG6aMjAxDmblz54qtW7eKK1euiBMnToipU6cKCwsLcejQoQav361qWtdPPvlErF+/Xly8eFGcOXNGzJw5UwAQa9euNZQx1/0qRM3rW2bChAmiR48eFa7TXPdtdna2OHHihDhx4oQAIBYtWiROnDghrl+/LoRoWudsTevamM9ZIWpe38Z83ta0rmUa4zn77LPPCnt7e7Fnzx6j4zIvL89Qpimdt9R43emzlKp2p+vaBx98IOzt7cW6devE6dOnxbhx44Snp6fIysoyrOOZZ54RLVq0EDt27BDHjx8XAwcOFKGhoaKkpESuapmN6lxLuY3rZtasWWLfvn0iOjpanDp1SrzxxhtCoVCIbdu2CSG4fevLraPECsHtbAqvvPKK2LNnj7h69ar4+++/xciRI4Wtra3h84zbuGEwYWciX3zxhfDz8xNqtVp07tzZMDy6EEJMnjxZ9O/f36j8nj17RFhYmFCr1cLf31989dVX5db5yy+/iKCgIKFSqUTbtm2NvkDKqSZ17d+/vwBQbpo8ebKhzLRp04Svr69Qq9XC1dVVDBkyRBw8eLABa1S5mtR1wYIFIjAwUGi1WuHo6CjuuususWnTpnLrNNf9KkTNj+OMjAxhaWkpvv766wrXZ677dvfu3VUel03pnK1pXRv7OVvT+jbm87Y2x3FjPWcrqicA8f333xvKNKXzlhq3qj5LqWp3uq7p9XoxZ84c4eHhITQajejXr584ffq00Try8/PFCy+8IJycnISlpaUYOXKkiImJkaE25qc611Ju47p57LHHDOe/q6urGDRokCFZJwS3b325PWHH7Vx3Dz/8sPD09BQqlUp4eXmJ0aNHi7Nnzxpe5zZuGJIQ//TATERERERERERERLJjH3ZERERERERERERmhAk7IiIiIiIiIiIiM8KEHRERERERERERkRlhwo6IiIiIiIiIiMiMMGFHRERERERERERkRpiwIyIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIio2di3bx9GjRoFLy8vSJKEDRs21HgdQgh8/PHHaNOmDTQaDXx8fPD++++bPlgiIiIiarYs5A6AiIiIqKHk5uYiNDQUU6dOxYMPPlirdbz88svYtm0bPv74Y4SEhCAzMxMpKSkmjpSIiIiImjNJCCHkDoKIiIiooUmShPXr1+P+++83zCsqKsJbb72FFStWICMjAx06dMCCBQswYMAAAEBUVBQ6duyIM2fOICgoSJ7AiYiIiKjJ4yOxRERERP+YOnUqDhw4gNWrV+PUqVN46KGHcM899+DSpUsAgN9//x0BAQH4448/0LJlS/j7++OJJ55AWlqazJETERERUVPChB0RERERgCtXrmDVqlX45Zdf0LdvXwQGBuLVV1/FXXfdhe+//x4AcPXqVVy/fh2//PILfvjhByxbtgzHjh3DmDFjZI6eiIiIiJoS9mFHREREBOD48eMQQqBNmzZG8wsLC+Hs7AwA0Ov1KCwsxA8//GAo9+2336JLly64cOECH5MlIiIiIpNgwo6IiIgIpck4pVKJY8eOQalUGr1mY2MDAPD09ISFhYVRUq9du3YAgJiYGCbsiIiIiMgkmLAjIiIiAhAWFgadToekpCT07du3wjJ9+vRBSUkJrly5gsDAQADAxYsXAQB+fn4NFisRERERNW0cJZaIiIiajZycHFy+fBlAaYJu0aJFCA8Ph5OTE3x9fTFhwgQcOHAACxcuRFhYGFJSUrBr1y6EhIRg+PDh0Ov16NatG2xsbLB48WLo9Xo8//zzsLOzw7Zt22SuHRERERE1FUzYERERUbOxZ88ehIeHl5s/efJkLFu2DMXFxXj33Xfxww8/4ObNm3B2dkavXr0wb948hISEAADi4uLw4osvYtu2bbC2tsawYcOwcOFCODk5NXR1iIiIiKiJYsKOiIiIiIiIiIjIjCjkDoCIiIiIiIiIiIj+xYQdERERERERERGRGWHCjoiIiIiIiIiIyIwwYUdERERERERERGRGmLAjIiIiIiIiIiIyI0zYERERERERERERmREm7IiIiIiIiIiIiMwIE3bN2Jdffolly5bJHUal8vLyMHfuXOzZs0fuUOg2kiRh7ty59bLuPXv2QJIkw3T06NF6eR+qmrlfH+RSdnw2l+vStWvXjOorSZJZHhdlcZo6ttuvdcuWLYMkSQD+PRauXbtmeH3atGmGa5eNjY1JYyGSCz8P/lXRtebgwYOYO3cuMjIyar3euXPnGq4t5qqm9azvOg0YMMBwvR05cmS9vU9TtnLlSixevFjuMMxOfbUpzNmt9fX396+373ll7ahb206mMHfuXPj7+xu9x63uv/9+w/WiQ4cOJn3v+saEXTNm7g2wvLw8zJs3r9l8MSZjX3zxBSIiItCuXTu5Q2mWzP36IJfOnTsjIiICnTt3ljsUuoWnpyciIiIwYsQIWeOYPn06IiIiMHz4cFnjIDIlfh78q6JrzcGDBzFv3rw6JewaA3OsZ1hYGCIiIrBw4UK5Q2mUmLCrmLm0Kch0PvzwQ0RERCAsLEzuUGrMQu4AyDSEECgoKIClpaWsceh0OpSUlECj0cgaBzV+wcHB6Nmzp9xhNAm8PlRffn5+hdupuLgYkiTBzs7OpMdlfn4+tFqt2d9ZYe40Go1ZXC/8/Pzg5+cHV1dXuUMhqhA/D+rGXK41VMrUn8mNXWVtmIZkLteYquTl5cHKyqrc/FuvS6Y8rsrakBYWTL2YWmX78nZt2rQBUHrNSElJqe+wTIp32FXgt99+Q8eOHaHRaBAQEIBPP/20wtu6hRD48ssv0alTJ1haWsLR0RFjxozB1atXjcoNGDAAHTp0wJEjR9C3b19YWVkhICAAH3zwAfR6vVHZrKwsvPrqq2jZsiXUajW8vb0xbdo05ObmGpWTJAkvvPACli5dinbt2kGj0WD58uUAgHnz5qFHjx5wcnKCnZ0dOnfujG+//RZCCMPy/v7+OHv2LPbu3Wu4PbTsNlIAiImJwYQJE+Dm5gaNRoN27dph4cKFRvGW3S784Ycf4t1330XLli2h0Wiwe/du6PV6vPvuuwgKCoKlpSUcHBzQsWNHfPrpp9XaB9euXTN84Zk3b54hxilTplS6TNnjST/99BNmzJgBDw8PWFpaon///jhx4kS13vf2da1cuRL/+c9/4OnpCRsbG4waNQqJiYnIzs7GU089BRcXF7i4uGDq1KnIyckxWscXX3yBfv36wc3NDdbW1ggJCcGHH36I4uJiQ5lLly7Bzs4ODz30kNGyu3btglKpxNtvv13tmMuO0RMnTmD06NGws7ODvb09JkyYgOTkZKOylT3S6u/vX+U2rsqZM2dw3333wdHREVqtFp06dTIck7fKyMjAK6+8goCAAGg0Gri5uWH48OE4f/58rd63Jsr266pVq/Dmm2/Cy8sLdnZ2uPvuu3HhwoVqrYPXB3mvD9U5fqpTx7J6jhw5EuvWrUNYWBi0Wq3hrl5JkvDjjz/ilVdegbe3NzQaDS5fvlzpI7FHjx7FvffeCycnJ2i1WoSFheHnn382KlN2i/62bdvw2GOPwdXVFVZWVigsLLxjvc3Z/v37MWjQINja2sLKygq9e/fGpk2bjMqU1X337t149tln4eLiAmdnZ4wePRpxcXGGcq+99hrs7e2h0+kM81588UVIkoSPPvrIMC81NRUKhQJLliwBUPHjK2Xn5dmzZzFu3DjY29vD3d0djz32GDIzM43iy8rKwpNPPglnZ2fY2NjgnnvuwcWLF025magJ4udB0/s8WL9+PTp27AitVouAgAB89tlnRuVuv9bMnTsXr732GgCgZcuWhm1U9hmxZs0aDBkyBJ6enrC0tES7du0wc+bMcvupts6fP49x48bB3d0dGo0Gvr6+mDRpktHnSnXaZ3faD3eqZ3Xp9Xp8+OGHaNu2rWGfTZo0CTdu3ChXduvWrRg0aBDs7e1hZWWFdu3aYf78+Xd8j7J99PHHH2PRokVo2bIlbGxs0KtXL/z999/VinP//v3o1asXtFotvL298fbbb+N///tfhY/yrVmzBr169YK1tTVsbGwwdOjQct87pkyZAhsbG1y+fBnDhw+HjY0NfHx88Morr5RrAxQVFeHdd981bCNXV1dMnTq1XFu+sjYMUL3vIAMGDMCmTZtw/fp1o65oyqSlpeG5556Dt7c31Go1AgIC8Oabb5aLt6przFdffYXQ0FDY2NjA1tYWbdu2xRtvvHHH7V9YWIh33nkH7dq1g1arhbOzM8LDw3Hw4EFDmerUsayeHTp0wL59+9C7d29YWVnhscceq/K6VNkjsZcuXcL48eONrndffPGFUZmq2pCNVV5enuHzRqvVwsnJCV27dsWqVauMym3cuBG9evWClZUVbG1tMXjwYERERNxx/du3b8d9992HFi1aQKvVolWrVnj66afLJdbKPl+PHz+OMWPGwNHREYGBgSatq1kSZGTLli1CoVCIAQMGiPXr14tffvlF9OjRQ/j7+4vbN9eTTz4pVCqVeOWVV8TWrVvFypUrRdu2bYW7u7tISEgwlOvfv79wdnYWrVu3FkuXLhXbt28Xzz33nAAgli9fbiiXm5srOnXqJFxcXMSiRYvEjh07xKeffirs7e3FwIEDhV6vN5QFILy9vUXHjh3FypUrxa5du8SZM2eEEEJMmTJFfPvtt2L79u1i+/bt4v/+7/+EpaWlmDdvnmH548ePi4CAABEWFiYiIiJERESEOH78uBBCiKSkJOHt7S1cXV3F0qVLxdatW8ULL7wgAIhnn33WsI7o6GhDHOHh4eLXX38V27ZtE9HR0WL+/PlCqVSKOXPmiJ07d4qtW7eKxYsXi7lz51ZrPxQUFIitW7cKAOLxxx83xHj58uVKl9m9e7cAIHx8fMR9990nfv/9d/HTTz+JVq1aCTs7O3HlypVqvfet6/Lz8xNTpkwRW7duFUuXLhU2NjYiPDxcDB48WLz66qti27ZtYsGCBUKpVIoXX3zRaB3Tp08XX331ldi6davYtWuX+OSTT4SLi4uYOnWqUbnVq1cLAOLTTz8VQggRHx8v3N3dRf/+/UVJSUm1Y54zZ44h5tdee038+eefYtGiRcLa2lqEhYWJoqIiQ1kAYs6cOeXW4efnJyZPnnzH97p9+fPnzwtbW1sRGBgofvjhB7Fp0yYxbtw4AUAsWLDAUC4rK0u0b99eWFtbi3feeUf8+eefYu3ateLll18Wu3btEkL8u+13795d7n3LjrnqxFiRsnX7+/uLRx99VGzatEmsWrVK+Pr6itatW99xe/P6IO/1oTrHT3XrKETp8e7p6SkCAgLEd999J3bv3i0OHz5sOE68vb3FmDFjxMaNG8Uff/whUlNTKzw+d+3aJdRqtejbt69Ys2aN2Lp1q5gyZYoAIL7//ntDue+//96w3qeeekps2bJF/Prrr1Ued8XFxdWabt3/dVmupvbs2SNUKpXo0qWLWLNmjdiwYYMYMmSIkCRJrF69ulzdAwICxIsvvij+/PNP8b///U84OjqK8PBwQ7my6/7BgwcN89q2bSssLS3F4MGDDfPWrFkjAIhz584JIf493m7d3mXXxKCgIDF79myxfft2sWjRIqHRaIyuw3q9XoSHhwuNRiPee+89sW3bNjFnzhwREBBQ6bXyTiZPniysra1rvBw1Hvw8aHqfB97e3sLX11d89913YvPmzeLRRx8VAMRHH31Uri5l15rY2Fjx4osvCgBi3bp1hm2UmZkphBDi//7v/8Qnn3wiNm3aJPbs2SOWLl0qWrZsaXTdE+Lf61VNREZGChsbG+Hv7y+WLl0qdu7cKX766ScxduxYkZWVJYSofvvsTvvhTvWsSEV1euqppwQA8cILLxja1q6ursLHx0ckJycbyv3vf/8TkiSJAQMGiJUrV4odO3aIL7/8Ujz33HOGMv379xf9+/cv975l+8jf31/cc889YsOGDWLDhg0iJCREODo6ioyMjCq368mTJ4VWqxUdO3YUq1evFhs3bhTDhw83nNvR0dGGsu+9956QJEk89thj4o8//hDr1q0TvXr1EtbW1uLs2bOGcpMnTxZqtVq0a9dOfPzxx2LHjh1i9uzZQpIko2NRp9OJe+65R1hbW4t58+aJ7du3i//973/C29tbBAcHi7y8PEPZytowQlTvO8jZs2dFnz59hIeHh2F/RkRECCGEyM/PFx07dhTW1tbi448/Ftu2bRNvv/22sLCwEMOHDzfaXpVdY1atWiUAiBdffFFs27ZN7NixQyxdulS89NJLVW7/4uJiER4eLiwsLMSrr74qNm/eLDZu3CjeeOMNsWrVKkO56n7P6t+/v3BychI+Pj5iyZIlYvfu3WLv3r1VXpcqalOcPXtW2Nvbi5CQEPHDDz+Ibdu2iVdeeUUoFAqj61VVbcjKlJSUVKvNptPpym2rhmjrPf3008LKykosWrRI7N69W/zxxx/igw8+EEuWLDGUWbFihQAghgwZIjZs2CDWrFkjunTpItRqtfjrr78M5crag7eeR1999ZWYP3++2Lhxo9i7d69Yvny5CA0NFUFBQUbfX2/9rvuf//xHbN++XWzYsKFGdenfv79o37597TeGDJiwu023bt2Ej4+PKCwsNMzLzs4Wzs7ORh86ERERAoBYuHCh0fKxsbHC0tJSvP7664Z5/fv3FwDEoUOHjMoGBweLoUOHGv6eP3++UCgU4siRI0blfv31VwFAbN682TAPgLC3txdpaWlV1ken04ni4mLxzjvvCGdnZ6MTtn379hV+0M2cObPCeJ999lkhSZK4cOGCEOLfD8TAwECjk0kIIUaOHCk6depUZWx3kpycXKMvS2UXyM6dOxvV89q1a0KlUoknnnii2u9dtq5Ro0YZzZ82bZoAUO7D5v777xdOTk6Vrq9sP/zwww9CqVSW22/PPvusUKvVIiIiQgwcOFC4ubmJuLi4ascrxL8XsenTpxvNL7uA/vTTT4Z5pk7YPfLII0Kj0YiYmBijcsOGDRNWVlaGxtE777wjAIjt27dXuu6qEnbXrl0TSqVSPPbYY3eMsap1397Y+PnnnwUAQ0OlMrw+yHt9qM7xc7uq6ujn5yeUSqUh5jJlx0m/fv3Kra+i47Nt27YiLCxMFBcXG5UdOXKk8PT0NDSwyhopkyZNqnb8AKo13dqoLNv21ZkqOs9qomfPnsLNzU1kZ2cb5pWUlIgOHTqIFi1aGLZ3Wd1v/bIlhBAffvihACDi4+OFEKWJCLVaLd555x0hhBA3btwQAMR//vMfYWlpKQoKCoQQpQkQLy+vcnWuKGH34YcfGr3nc889J7RarSG2LVu2GP1oUua9995jwo4qxc+Dpvd5IEmSiIyMNFpm8ODBws7OTuTm5hrV5dZrzUcffVTuC2hF9Hq9KC4uFnv37hUAxMmTJw2v1SZhN3DgQOHg4CCSkpIqLVPd9ll19kN161nm9jpFRUVV+Dlw6NAhAUC88cYbQojS88jOzk7cddddVSYa7pSwCwkJMfpB7PDhwwKAUdKnIg899JCwtrY2SiDqdDoRHBxsVP+YmBhhYWFR7gf77Oxs4eHhIcaOHWuYN3nyZAFA/Pzzz0Zlhw8fLoKCggx/lyW51q5da1TuyJEjAoD48ssvDfMqa8PcrqrvICNGjBB+fn7lllm6dGmF8S5YsEAAENu2bTPMq+wa88ILLwgHB4cqY6vIDz/8IACIb775ptrLVFXHsuvqzp07jZap6rpU0Xk+dOhQ0aJFi3JJ6hdeeEFotVrDe1bVhqyMn59ftdpst7dHatNGrI0OHTqI+++/v9LXdTqd8PLyEiEhIUZJxezsbOHm5iZ69+5tmFdRwu5WZdfJ69evCwDit99+M7xWdk2ZPXt2revSGBN2fCT2Frm5uTh69Cjuv/9+qNVqw/yyRyFv9ccff0CSJEyYMAElJSWGycPDA6GhoeVuEffw8ED37t2N5nXs2BHXr183WmeHDh3QqVMno3UOHTq0wtvOBw4cCEdHx3L12LVrF+6++27Y29tDqVRCpVJh9uzZSE1NRVJS0h23w65duxAcHFwu3ilTpkAIgV27dhnNv/fee6FSqYzmde/eHSdPnsRzzz2HP//8E1lZWXd8X1MZP3680S3dfn5+6N27N3bv3l3jdd0+6lTZAAi3d0Larl07pKWlGT0We+LECdx7771wdnY27IdJkyZBp9OVe9Tqk08+Qfv27REeHo49e/bgp59+gqenZ43jBYBHH33U6O+xY8fCwsKiVvWvrl27dmHQoEHw8fExmj9lyhTk5eUZbofesmUL2rRpg7vvvrtW7+Pn54eSkhJ8++23dYr33nvvNfq7Y8eOAGB0Pt6O14d/l5fr+lDd46cmdezYsaOhX4vbPfjgg3eM6fLlyzh//rzhvLt13wwfPhzx8fHlHreuznrLHDlypFrTrcegl5dXtZfr0qVLtWO5XW5uLg4dOoQxY8YYjYiqVCoxceJE3Lhxo1zd73TuWVlZoVevXtixYweA0sckHBwc8Nprr6GoqAj79+8HAOzYsaPa15GK3rOgoMBwLJRdG2+/do4fP75a66fmh58H/y7flD4P2rdvj9DQUKN548ePR1ZWFo4fP16tuG539epVjB8/Hh4eHob379+/PwAgKiqqVusESh9R27t3L8aOHVtln5nVbZ81RLu97Fp7e9cr3bt3R7t27bBz504ApYNbZGVl4bnnnqtT/64jRoyAUqk0/F2dth4A7N27FwMHDoSLi4thnkKhwNixY43K/fnnnygpKcGkSZOMzkOtVov+/fuXOw8lSSp3fajo3HZwcMCoUaOM1tmpUyd4eHiUW2dlbZiafAepyK5du2BtbY0xY8YYzS/bd2X7qkxF15ju3bsjIyMD48aNw2+//VbtfsO2bNkCrVaLxx57rMpyNamjo6MjBg4cWOF6Krou3a6goAA7d+7EAw88ACsrq3JtvYKCgnKPW9ekrff7779Xq8321FNPGS1XmzZibXTv3h1btmzBzJkzsWfPHuTn5xu9fuHCBcTFxWHixIlQKP5NL9nY2ODBBx/E33//jby8vErXn5SUhGeeeQY+Pj6wsLCASqWCn58fgIqvkzXZtk0Bez68RXp6OoQQcHd3L/fa7fMSExMrLQsAAQEBRn87OzuXK6PRaIwO+MTERFy+fLnSi8btF7qKEjqHDx/GkCFDMGDAAHzzzTdo0aIF1Go1NmzYgPfee6/cCVaR1NRUo/5Jynh5eRlev1Mcs2bNgrW1NX766ScsXboUSqUS/fr1w4IFC9C1a9c7xlAXHh4eFc47efJkjdfl5ORk9HdZw7yy+QUFBbCxsUFMTAz69u2LoKAgfPrpp/D394dWq8Xhw4fx/PPPl9sPGo0G48ePx2uvvYbOnTtj8ODBNY61zO31t7CwgLOzc7n9ZkqpqakVHge3HzPJycnw9fWttziq6/bzsazT66rOD14fSsl5fajO8VPTOlaVGK9O0jwxMREA8Oqrr+LVV1+tsEx19k1lOnXqVK1yt34pUavVtVqupsrOieqc+2Wqc+7dfffd+L//+z/k5uZix44dGDhwIJydndGlSxfs2LEDAQEBiI6ONvTVcyd3es/U1FTDdfJWFX2WEAH8PCjT1D4PKms/VlSX6sjJyUHfvn2h1Wrx7rvvok2bNrCyskJsbCxGjx5drW1cmfT0dOh0OrRo0aLKctVtnzVEu73svSqLpyxxVdZX253qdie1aeuVxVndcxsAunXrVuF6bk1cAKU/SGm12nIxFRQUGK0zIyPD6IeAW1Xn3K7pd5CKpKamwsPDo1zC1M3NDRYWFtU6tydOnIiSkhJ88803ePDBB6HX69GtWze8++67VX7PSU5OhpeXV7ntV5c61rWtl5qaipKSEixZssTQd+7t6tLWCw4OLtevZkVu3yYN0dYDgM8++wwtWrTAmjVrsGDBAmi1WgwdOhQfffQRWrdufcdzW6/XIz09vcLBIfR6PYYMGYK4uDi8/fbbCAkJgbW1NfR6PXr27Fnh8Vrbm1oaKybsbuHo6AhJkgwX4FslJCQY/e3i4gJJkvDXX39VOMJVbUa9cnFxgaWlJb777rtKX79VRb86rV69GiqVCn/88YfRh8KGDRuqHYezszPi4+PLzS/rGLw6cVhYWGDGjBmYMWMGMjIysGPHDrzxxhsYOnQoYmNjqzWaS23dvq/K5lXUCK4vGzZsQG5uLtatW2f4hQAAIiMjKyx/5swZzJ49G926dcORI0ewaNEizJgxo1bvnZCQAG9vb8PfJSUlSE1NNaq/RqOpsKP72ib1qnvMuLq6VtixcGPA60MpOa8P1Tl+alrHqn69r84v+2X1nTVrFkaPHl1hmaCgoBqvt8ydfvUt8/333xt++b527RpatmxZreV2796NAQMGVDueWzk6OkKhUNToeKiOQYMG4e2338a+ffuwc+dOzJkzxzB/27ZthroNGjSoVnHfztnZucLrZEWfJUQAPw/KNLXPg8raj0DFidQ72bVrF+Li4rBnzx7DXXVA6WAZdeXk5ASlUnnHbVDdfdQQ7faybRgfH18uGRcXF2fUVgQgW3vR2dm52uc2APz6669Gbf26KBuQaevWrRW+bmtra/R3RedUTb+DVMTZ2RmHDh2CEMLoPZKSklBSUlKtcxsApk6diqlTpyI3Nxf79u3DnDlzMHLkSFy8eLHSbebq6or9+/dDr9dXmrSraR3r2tZzdHQ0PD3w/PPPV1jm9nZXTdp6gYGBd7zzEwDmzJljNGhgbdqItWFtbY158+Zh3rx5SExMNNxtN2rUKJw/f97o3L5dXFwcFApFhXd5A6XfgU+ePIlly5Zh8uTJhvlVDdJRlztvGyMm7G5hbW2Nrl27YsOGDfj4448Nv27k5OTgjz/+MCo7cuRIfPDBB7h582a5W6Rra+TIkXj//ffh7Oxc7S9btysbMvrWTHp+fj5+/PHHcmVv/8W2zKBBgzB//nwcP34cnTt3Nsz/4YcfIEkSwsPDaxSTg4MDxowZg5s3b2LatGm4du0agoOD77hcdX8Ju92qVaswY8YMw8l8/fp1HDx4EJMmTarReuqi7L1vbYgLIfDNN9+UK5ubm4uHHnoI/v7+2L17N2bOnImZM2eiT58+6NGjR43fe8WKFUaPuf38888oKSkx+lLu7++PU6dOGS23a9euciPdVtegQYOwfv16xMXFGX61BUqPGSsrK8PQ6MOGDcPs2bOxa9euSm9NN1e8PpSS8/pQneOnJnU0haCgILRu3RonT57E+++/b/L1HzlypFrlbj0myh6JrY7bk4k1YW1tjR49emDdunX4+OOPYWlpCaD019KffvoJLVq0qPRx46p0794ddnZ2WLx4MRISEgy/xN99991YsGABfv75ZwQHBxtda+oiPDwcH374IVasWIGXXnrJMH/lypUmWT81Pfw8KNXUPg/Onj2LkydPGj0Wu3LlStja2hrV73aVtVcragsCwH//+99K11VdlpaW6N+/P3755Re89957lf44Ut322a0q2w+1bZeXKdtPP/30k9FdaUeOHEFUVBTefPNNAEDv3r1hb2+PpUuX4pFHHmnwL+f9+/fH5s2bkZKSYtiuer0ev/zyi1G5oUOHwsLCAleuXDHZI3ojR47E6tWrodPpavUdAKjZd5Cqzu2ff/4ZGzZswAMPPGCY/8MPPxherwlra2sMGzYMRUVFuP/++3H27NlKE3bDhg3DqlWrsGzZskofi61JHU3BysoK4eHhOHHiBDp27FjpHZC19fvvv1d4I8Xtbm/31KaNWFfu7u6YMmUKTp48icWLFyMvLw9BQUHw9vbGypUr8eqrrxr2T25uLtauXWsYObYi9XmdbCqYsLvNO++8gxEjRmDo0KF4+eWXodPp8NFHH8HGxgZpaWmGcn369MFTTz2FqVOn4ujRo+jXrx+sra0RHx+P/fv3IyQkBM8++2yN3nvatGlYu3Yt+vXrh+nTp6Njx47Q6/WIiYnBtm3b8Morr9zx4j1ixAgsWrQI48ePx1NPPYXU1FR8/PHHFf6CGxISgtWrV2PNmjUICAiAVqtFSEgIpk+fjh9++AEjRozAO++8Az8/P2zatAlffvklnn322Wp9ARs1ahQ6dOiArl27wtXVFdevX8fixYvh5+eH1q1bV2t72Nraws/PD7/99hsGDRoEJycnuLi4wN/fH3v37sWgQYMwe/ZszJ4922i5pKQkPPDAA3jyySeRmZmJOXPmQKvVYtasWdV6X1MYPHgw1Go1xo0bh9dffx0FBQX46quvkJ6eXq7sM888g5iYGBw+fBjW1tZYuHAhIiIi8Mgjj+DEiRNwcHCo0XuvW7cOFhYWGDx4MM6ePYu3334boaGhRl8UJk6ciLfffhuzZ89G//79ce7cOXz++eewt7c3Wtf169cRGBiIyZMnV9lv3Jw5c/DHH38gPDwcs2fPhpOTE1asWIFNmzbhww8/NKx32rRpWLNmDe677z7MnDkT3bt3R35+Pvbu3YuRI0fesXFfWTzLli3D1KlT6/wL0q3eeecdvPPOO9i5c6fhl3FeHxru+lDROV6d46cmdTSV//73vxg2bBiGDh2KKVOmwNvbG2lpaYiKisLx48fLNfJrojaPIqnV6nrveqDM/PnzMXjwYISHh+PVV1+FWq3Gl19+iTNnzmDVqlW1+qKlVCrRv39//P7772jZsiUCAwMBlJ5XGo0GO3fuNEqs1dWQIUPQr18/vP7668jNzUXXrl1x4MCBekvyUtPAz4Om93ng5eWFe++9F3PnzoWnpyd++uknbN++HQsWLKjyDrOQkBAAwKefforJkydDpVIhKCgIvXv3hqOjI5555hnMmTMHKpUKK1asqFUXLRVZtGgR7rrrLvTo0QMzZ85Eq1atkJiYiI0bN+K///0vbG1tq90+q85+qKyetra2ePzxx7F8+XJcuXKl0kRMUFAQnnrqKSxZsgQKhQLDhg3DtWvX8Pbbb8PHxwfTp08HUNrv1cKFC/HEE0/g7rvvxpNPPgl3d3dcvnwZJ0+exOeff26S7QeUJqAee+wxfPfdd4Yf9t988038/vvvGDRoEN58801YWlpi6dKlyM3NBfDvY4n+/v5455138Oabb+Lq1au455574OjoiMTEREObvrpdN5R55JFHsGLFCgwfPhwvv/wyunfvDpVKhRs3bmD37t247777jBJoFanJd5CQkBCsW7cOX331Fbp06QKFQoGuXbti0qRJ+OKLLzB58mRcu3YNISEh2L9/P95//30MHz68Wn3IPvnkk7C0tESfPn3g6emJhIQEzJ8/H/b29oaEbUXt+nHjxuH777/HM888gwsXLiA8PBx6vR6HDh1Cu3bt8Mgjj9Sojqby6aef4q677kLfvn3x7LPPwt/fH9nZ2bh8+TJ+//33cn121kTZuVVTDdXW69GjB0aOHImOHTvC0dERUVFR+PHHH40ScR9++CEeffRRjBw5Ek8//TQKCwvx0UcfISMjAx988EGl627bti0CAwMxc+ZMCCHg5OSE33//Hdu3b2+QujUKDT/Ohflbv369CAkJEWq1Wvj6+ooPPvhAvPTSS8LR0bFc2e+++0706NFDWFtbC0tLSxEYGCgmTZokjh49aihT2WgkkydPLjcyT05OjnjrrbdEUFCQUKvVhuGjp0+fLhISEgzlAIjnn3++wvi/++47ERQUJDQajQgICBDz588X3377bbkRWa5duyaGDBkibG1tBf4ZIrnM9evXxfjx44Wzs7NQqVQiKChIfPTRR0Yjv5SNoHPrcPdlFi5cKHr37i1cXFwM2/Hxxx8X165dqzDmyuzYsUOEhYUJjUYjABhGMC0bgefW0XLK5v3444/ipZdeEq6urkKj0Yi+ffsa7Y/qKFvXL7/8YjS/bGSb20dmKxu15tYRpX7//XcRGhoqtFqt8Pb2Fq+99pphNMKykRm/+eabCkfvuXz5srCzs6tyRJ7blcVw7NgxMWrUKGFjYyNsbW3FuHHjRGJiolHZwsJC8frrrwsfHx9haWkp+vfvLyIjI8uNElu2j28fOfb2bS+EEKdPnxajRo0S9vb2Qq1Wi9DQ0ApHJUpPTxcvv/yy8PX1FSqVSri5uYkRI0aI8+fPCyGqHiW2sniWLFkiAIitW7dWuY0q269VjTB5exy8PjTM9aGic1yIOx8/Namjn5+fGDFiRLn4KjtObn3t9uPi5MmTYuzYscLNzU2oVCrh4eEhBg4cKJYuXWooU9n1o7H766+/xMCBAw3Hec+ePcXvv/9uVKayule2PT/99FMBQDz55JNG8wcPHiwAiI0bNxrNr+ocvvW6fGsstx4LGRkZ4rHHHhMODg7CyspKDB48WJw/f56jxFKV+HnQ9D4Pfv31V9G+fXuhVquFv7+/WLRokdF7VnStEUKIWbNmCS8vL6FQKIyuaQcPHhS9evUSVlZWwtXVVTzxxBPi+PHjlV6vaurcuXPioYceEs7OzobtN2XKFMOI2kJUr31W3XZ7ZfUsGwX11m1aUZ10Op1YsGCBaNOmjVCpVMLFxUVMmDBBxMbGlqvb5s2bRf/+/YW1tbWwsrISwcHBYsGCBYbX7zRKbEXH2+3HUdnnwe3b46+//hI9evQQGo1GeHh4iNdee80wQmrZyLplNmzYIMLDw4WdnZ3QaDTCz89PjBkzRuzYscNQprLPhIq2UXFxsfj4448N3yFsbGxE27ZtxdNPPy0uXbpkKFdZG0aI6n0HEUKItLQ0MWbMGOHg4CAkSTKKJTU1VTzzzDPC09NTWFhYCD8/PzFr1iyjY6tsm1Z0jVm+fLkIDw8X7u7uQq1WCy8vLzF27Fhx6tQpQ5nK2vX5+fli9uzZonXr1kKtVgtnZ2cxcOBAcfDgwRrXsbLralXHSWXneXR0tHjssceEt7e3UKlUwtXVVfTu3Vu8++67hjJVtSEbq5kzZ4quXbsKR0dHw7V0+vTpIiUlxajchg0bRI8ePYRWqxXW1tZi0KBB4sCBA0ZlKmqDnTt3TgwePFjY2toKR0dH8dBDD4mYmJhy52tl7bqaaIyjxEpCVKOHw2auuLgYnTp1gre3N7Zt2yZ3OFSJPXv2IDw8HL/88ku5UY2ag7lz52LevHlITk6uVb9R5qJsP+7YsQP9+/eHhcWdbwQeO3YsoqOjq31ruCnx+kBEZfR6PfR6PR5//HGsXbu21t0MUOPEz4PGy9/fHx06dCj3SDOZrwEDBkAIgZ07d0KhUFQ5SIEpDBkyBNeuXavWKKtEZF7K2meDBg1Camoqzpw5I3dI1cZHYivw+OOPY/DgwYbbd5cuXYqoqCh8+umncodG1GyU3W5/5MiRKm/5FkJgz549+OmnnxokLl4fiKgyM2bMMFwLrK2tZY6G6hs/D4jktW/fPqhUKowYMcKkydYZM2YgLCwMPj4+SEtLw4oVK7B9+/Yqu4chIvM1evRo/PbbbwCA9u3byxxNzTBhV4Hs7Gy8+uqrSE5OhkqlQufOnbF58+ZqPa9P1VNSUlLl6/X1S5kQAjqdrsoySqXSrEafKftFoCrVuQutsejSpYvRnXJ3GqBEkiQkJSXVd1gGvD4QUWVeeeUVTJgwAQCMOrqnpomfB1Qfmlu7r7b++9//Ijs7GwBq3N/zneh0OsyePRsJCQmQJAnBwcH48ccfDdd3ImpcFi5ciLfeegsADIOkNRZ8JJYa3LVr1+44Ws3tw1abStnjllUx5cAFplD2qGtVoqOj4e/v3zABEREREVG9YLuPiIjKMGFHDa6oqAinTp2qsoyXl1e5oatNITs7GxcuXKiyTMuWLeHs7Gzy966tuLg4xMXFVVmmPoYYJyIiIqKGxXYfERGVYcKOiIiIiIiIiIjIjNTvcDpERERERERERERUI+yxtAJ6vR5xcXGwtbU1q8EHiIiIyLwJIZCdnQ0vL696GTyJ6o7tPCIiIqqNhm7nMWFXgbi4OPj4+MgdBhERETVSsbGxaNGihdxhUAXYziMiIqK6aKh2HhN2FbC1tQVQuhPs7OxkjoaIiIgai6ysLPj4+BjaEmR+2M4jIiKi2mjodh4TdhUoezzCzs6ODTkiIiKqMT5qab7YziMiIqK6aKh2HjtXISIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIiIiIiIiIjMCBN2REREREREREREZoQJOyIiIiIiIiIiIjPChB0REREREREREZEZYcKOiIiIiIiIiIjIjDBhR0REREREREREZEaYsCMiIiIiIiIiIjIjTNgRERERERERERGZESbsiIiIiIiIiIiIzAgTdkRERERERERERGbEQu4AmquYmBikpKTIHUatubi4wNfXV+4wiIiIiIioCWjs34/qA79zETVvTNjJICYmBm3btUN+Xp7codSapZUVzkdF8QOEiIiIiIjqpCl8P6oP/M5F1LwxYSeDlJQU5Ofl4dH/fAR330C5w6mxxJgrWLHgNaSkpPDDg4iIiIiI6qSxfz+qD/zORURM2MnI3TcQLVq3lzsMIiIiIiIi2fH7ERHRvzjoBBERERERERERkRmRNWG3b98+jBo1Cl5eXpAkCRs2bDB6XZKkCqePPvqo0nUuW7aswmUKCgrquTZERERERERERER1J2vCLjc3F6Ghofj8888rfD0+Pt5o+u677yBJEh588MEq12tnZ1duWa1WWx9VICIiIiIiIiIiMilZ+7AbNmwYhg0bVunrHh4eRn//9ttvCA8PR0BAQJXrlSSp3LJERERERERERESNQaPpwy4xMRGbNm3C448/fseyOTk58PPzQ4sWLTBy5EicOHGiASIkIiIiIiIiIiKqu0aTsFu+fDlsbW0xevToKsu1bdsWy5Ytw8aNG7Fq1SpotVr06dMHly5dqnSZwsJCZGVlGU1ERERERERERERyaDQJu++++w6PPvroHfui69mzJyZMmIDQ0FD07dsXP//8M9q0aYMlS5ZUusz8+fNhb29vmHx8fEwdPhERERERERERUbU0ioTdX3/9hQsXLuCJJ56o8bIKhQLdunWr8g67WbNmITMz0zDFxsbWJVwiIiIiIiIiIqJak3XQier69ttv0aVLF4SGhtZ4WSEEIiMjERISUmkZjUYDjUZTlxCJiIiIiIiIiIhMQtaEXU5ODi5fvmz4Ozo6GpGRkXBycoKvry8AICsrC7/88gsWLlxY4TomTZoEb29vzJ8/HwAwb9489OzZE61bt0ZWVhY+++wzREZG4osvvqj/ChEREREREREREdWRrAm7o0ePIjw83PD3jBkzAACTJ0/GsmXLAACrV6+GEALjxo2rcB0xMTFQKP59sjcjIwNPPfUUEhISYG9vj7CwMOzbtw/du3evv4oQERERERERERGZiKwJuwEDBkAIUWWZp556Ck899VSlr+/Zs8fo708++QSffPKJKcIjIiIiIiIiIiJqcI1i0AkiIiIiIiIiIqLmggk7IiIiIiIiIiIiM9IoRoklIiIiIiKi5k2nF8gpLEF2QTGyC0qQXVCCgmIdSvQCJXo9SnQCOr2AJAFqpQIqCwVUSgXUSgVsNBaws7SAvaUK1hoLKCRJ7uoQEVWJCTsiIiIiIiIyKwXFOiRlFyI5uxBJWQVIyi5ERn6xSdatlCTYWlrAzUYDd3stPOy0cLPVwELJB9CIyHwwYUdERERERETyUqqQWCAh+lIyYtLykJJTVHExhQRbjQVstRaw1apgqVbCQiGVTkoFlAoJQggU6wSKSvQo1ulRpNMju6AEmfnFyC4ohk4IZOQVIyOvGBeTcgAACglwtdXAz8kaLV2t4W6rgcS78IhIRkzYERERERERUYPLKijG1jMJWL0/DT4vr8L+JBWADMPr9pYquNlq4GqrgZutBi42GliplXVKpOmFQE5BCdLzipCYVYiErAIkZBYgv1iHxKxCJGYV4vC1NFiplWjpYo0AF2v4OVtDqWDyjogaFhN2RERERERE1CAKS3TYfT4Zv0XexM7zSSgq0QMAFCottEqBlm528HOyho+TJazUpv+6qpAk2FmqYGepgp+zNQBACIHsghLcyMhHdEouYlLzkFekw9m4LJyNy4KlSom2nrYI9rSDi43G5DEREVWECTsiIiIiIiKqV7Fpefjx7+tYcyQWmbf0RdfKzQbd3ICF0yfjhbmfwKeNR4PHJv2TxAu2VCHY0w46vcDNjHxEJ+fiYlI28op0OBGTgRMxGXC306CDlz3aetiyzzsiqldM2BEREREREZHJCSEQcTUVyw5cw46oROhF6XwPOy3u7eSFe0O90N7LDidOnMAHKddhLl3GKRUSfJ2s4Otkhb6tXXAtLRfn4rIQnZL7z2OzSTh4JRWdfB3Q0dseWpVS7pCJqAliwo6IiIiIiIhMRq8X+PNsAj7deQnnE7IN8/u2dsGU3v4YEOTWaPqEUygkBLjYIMDFBnlFJTifkI3I2AxkF5Qg4koqjl5LQwdve3T2cYSNll+vich0eA8vEREREZmFffv2YdSoUfDy8oIkSdiwYYPR60IIzJ07F15eXrC0tMSAAQNw9uxZeYIlonL0eoGtZ+Ix/LO/8OyK4zifkA0rtRITevpi+/R++PHxHhjUzr3RJOtuZ6W2QGdfR0zu5Y+h7d3hbKNGsU7gREwGlkVcw/7LKSgs1skdJhE1EfwJgIiIiIjMQm5uLkJDQzF16lQ8+OCD5V7/8MMPsWjRIixbtgxt2rTBu+++i8GDB+PChQuwtbWVIWIiAkqT6TujkrBw+0VExWcBAGw0Fnisjz8evysA9lYqmSM0LaVCQlsPOwS52+J6Wh6ORKchLrMAx66n4+zNTHRr6YSOLexhoeD9MURUe0zYEREREZFZGDZsGIYNG1bha0IILF68GG+++SZGjx4NAFi+fDnc3d2xcuVKPP300w0ZKhH940JCNv7vj3PYfzkFAGCtVmJqn5Z4om9LOFipZY6ufkmSBH9na/g5WSE6JRcHrqQiLbcIf11KQWRsBu5q5YLWbjaQzKVzPiJqVJiwIyIiIiKzFx0djYSEBAwZMsQwT6PRoH///jh48GClCbvCwkIUFhYa/s7Kyqr3WImqIyYmBikpKXKHUWvZhXqsOpONbVfzoBeAhQIY2doaD7S1ga0mF1fPn6n2uqKiouox0vonSRICXG3g72yNcwlZ+PtqKrILSrDlTALOOVshPMgN9pZN6y5DIqp/TNgRERERkdlLSEgAALi7uxvNd3d3x/Xr1ytdbv78+Zg3b169xkZUUzExMWjbrh3y8/LkDqUWJNh0ugcO/SZBaVn6KHruhQPI2P0dPs1MxKd1WHNOTo5pQpSJQiGhg5c9gtxtcex6Oo5eS8f11Dz8+Pd19GjphM6+jo22/z4ianhM2BERERFRo3H7o2VCiCofN5s1axZmzJhh+DsrKws+Pj71Fh9RdaSkpCA/Lw+P/ucjuPsGyh1OtWUVA8fTLJBaWNo3m71Kj46OOrj5dgMGd6v1eqMO78WW5Z+ioKDAVKHKSqVUoGeAM4LcbbHrQhJupOfj4JVUXEjIxt3t3OFhr5U7RCJqBJiwIyIiIiKz5+HhAaD0TjtPT0/D/KSkpHJ33d1Ko9FAo9HUe3xEteHuG4gWrdvLHcYd6fQCx66n43BsGnRCQKWU0DvQBR1b2ENhgv7ZEmOumCBK8+NorcboMG+cT8jGX5dSkJpbhJ+PxaK7vxO6+TvxbjsiqhKHrSEiIiIis9eyZUt4eHhg+/bthnlFRUXYu3cvevfuLWNkRE1bUnYBVh+JQcTVVOiEgJ+zFSb09EMnHweTJOuaOkmS0M7TDhN7+aGNuw2EAA5Fp+GXY7FIzyuSOzwiMmO8w46IiIiIzEJOTg4uX75s+Ds6OhqRkZFwcnKCr68vpk2bhvfffx+tW7dG69at8f7778PKygrjx4+XMWqipkkIgeMxGTh4JQV6AWhVCvRv7YogD1uOeloLliolhnXwRIBLNnZfSEJiViFWHopB39YuCPG25zYlonKYsCMiIiIis3D06FGEh4cb/i7re27y5MlYtmwZXn/9deTn5+O5555Deno6evTogW3btsHW1laukImapJyCEvx5LgE30vMBAIGu1hjY1g1Wan59rKsgD1t4OWix7VwibqTnY/eFZNxIz8egdm7QWCjlDo+IzAivuERERERkFgYMGAAhRKWvS5KEuXPnYu7cuQ0XFFEzczkpBzuiElFYooeFQkL/Nq5o72XHO8BMyFarwugwb5yIzcCByym4lJSD5JxCjAjxhIsN+9wkolJM2BERERERETVzOr3AvkvJOHUjEwDgZqvBPe094GitljmypkmSJHT2dYSnvRabTycgI68Ya47EYlA7N7T1sJM7PCIyA0zYERERERERNWPZBcXYfDoBCVkFAIAufo7oFeDMUUwbgKe9JcZ198GfZxMRk5aHP88mIi6jAK04PCRRs8eEHRERERERUTMVk5aHrWcSkF+sg8ZCgaHtPdDSxVrusJoVK7UF7uvkhUPRaTgcnYbTNzORoLGAQsv+OYmaMybsiIiIiIiImhkhBI5eT0fElVQIAK62GowI8YS9pUru0JolhSShV4AzPOy02HomAcmFgMfEhbiRVYLOcgdHRLLgjbZERERERETNSIlOj61nEnDwn2RdsKcdxnZpwWSdGWjpYo2HuraAlVJA5eSFmTtTsP9SitxhEZEMmLAjIiIiIiJqJnILS/Dr8Ru4mJQDhQQMbOuGwcHusFDyq6G5cLHRINyjGAU3ziGvWGDy94fx09/X5Q6LiBoYr8pERERERETNQFJ2AVYfiUViViG0Fgo8EOaNEG97ucOiCmiVQOLqN9HfzxI6vcBbG87g4z8vQAghd2hE1ECYsCMiIiIiImririTn4JejN5BTWAJHKxUe7uaDFo5WcodFVdEV46Xu9ph+dxsAwOe7L2Pm2tMo0ellDoyIGgITdkRERERERE1YZGwG/jgVjxK9gK+TFR7u6gMHK7XcYVE1SJKEl+9ujfmjQ6CQgDVHY/HMT8dRUKyTOzQiqmdM2BERERERETVBQggcuJyCvReTAQAh3va4L9QLGpVS5siopsZ198VXE7pAbaHAjqhETPz2EDLziuUOi4jqERN2RERERERETYxOL7A9KhFHr6cDAHoFOCM8yBUKhSRzZFRbQ9t74MfHusNWa4Ej19Lx8NcRSMkplDssIqonTNgRERERERE1IUUlevx+Kg5R8dmQJODudm7o3tIJksRkXWPXI8AZvzzTC662GpxPyMbD/41AYlaB3GERUT1gwo6IiIiIiKiJKCjWYd2JG7iemgcLhYRRHb3Q3osjwTYlbT3s8PPTveBpr8WV5Fw8/N8IxGXkyx0WEZmYrAm7ffv2YdSoUfDy8oIkSdiwYYPR61OmTIEkSUZTz54977jetWvXIjg4GBqNBsHBwVi/fn091YCIiIiIiMg85BaW4NfjN5CYVQithQIPdm6Bli7WcodF9aClizV+froXfJwscS01D2P/G4HYtDy5wyIiE5I1YZebm4vQ0FB8/vnnlZa55557EB8fb5g2b95c5TojIiLw8MMPY+LEiTh58iQmTpyIsWPH4tChQ6YOn4iIiIiIyCxkFxTj1+M3kJpTBCu1EmO6tICHvVbusKge+ThZYc1TvdDSxRo30vMx9r8RuJqcI3dYRGQiFnK++bBhwzBs2LAqy2g0Gnh4eFR7nYsXL8bgwYMxa9YsAMCsWbOwd+9eLF68GKtWrapTvEREREREROYmI68I607cRHZBCWy1Fhgd5g0HK7XcYVED8HKwxJqneuLR/x3CpaQcjP/mENY83RN+zryzkqixM/s+7Pbs2QM3Nze0adMGTz75JJKSkqosHxERgSFDhhjNGzp0KA4ePFjpMoWFhcjKyjKaiIiIiIiIzF1qTiF+PXYD2QUlcLBUYUyXFkzWNTNudlqsfqon2rjbICGrAOO/OcTHY4maALNO2A0bNgwrVqzArl27sHDhQhw5cgQDBw5EYWHlQ1cnJCTA3d3daJ67uzsSEhIqXWb+/Pmwt7c3TD4+PiarAxERERERUX1IzSnE2uM3kVukg7O1GmO6tICdViV3WCQDZxsNVjzRE4Gu1riZkY/x//ubA1EQNXJmnbB7+OGHMWLECHTo0AGjRo3Cli1bcPHiRWzatKnK5W4frlwIUeUQ5rNmzUJmZqZhio2NNUn8RERERERE9aEsWZdfrIOrrQYPdmkBa42sPR6RzFxtNVj5ZE/4O1shNi0f47/5G4lZBXKHRUS1ZNYJu9t5enrCz88Ply5dqrSMh4dHubvpkpKSyt11dyuNRgM7OzujiYiIiIiIyByl5Zb2WZdfrIOrjQajw7xhqVLKHRaZAXc7LVY+2dMweuy4b/5GcnblT6gRkflqVAm71NRUxMbGwtPTs9IyvXr1wvbt243mbdu2Db17967v8IiIiIiIiOpVWm4R1h6/gbwiHVxs1Higsze0TNbRLbwcLLHyiZ7wstfianIuJn13GJn5xXKHRUQ1JOs90zk5Obh8+bLh7+joaERGRsLJyQlOTk6YO3cuHnzwQXh6euLatWt444034OLiggceeMCwzKRJk+Dt7Y358+cDAF5++WX069cPCxYswH333YfffvsNO3bswP79+xu8fkRERERERKaSfluybnRYC95Z18RFRUXVetk3e9vizd1FiIrPwiNf7Mbsfs7QWFTeVVRj4OLiAl9fX7nDIGoQsibsjh49ivDwcMPfM2bMAABMnjwZX331FU6fPo0ffvgBGRkZ8PT0RHh4ONasWQNbW1vDMjExMVAo/r1RsHfv3li9ejXeeustvP322wgMDMSaNWvQo0ePhqsYERERERGRCWXlF2PdiZvGyTo1k3VNVVZaMgBgwoQJdVqPyrUlPMbPR1SKDe776Hckr3sX0OtMEaIsLK2scD4qikk7ahZkTdgNGDAAQohKX//zzz/vuI49e/aUmzdmzBiMGTOmLqERERERERGZhZzCEqw7cRM5hSVwslLjgTBvJuuauPycLADAiKffRFDHLnVaV0qhhP1JAlaB3XDXnHXo5qxDFWMymq3EmCtYseA1pKSkMGFHzQKHESIiIiIiIjJTeUUlWH/8JjLzi2FvqcIDnb1hpebXuObC2csPLVq3r9M6WgBwSMnF76fiEJunhKOTEwa0doXUGLN2RM1Ioxp0goiIiIiIqLkoLNZhQ2Qc0vKKYKOxwOgwb9homKyjmvN3scaQYA8AwKkbmThyLV3miIjoTpiwIyIiIiIiMjPFOj1+OxmH5OxCWKqUeCDMG3aWKrnDokYsyMMWA9q4AgAirqYiKj5L5oiIqCpM2BEREREREZkRnV5g0+l4xGcWQGOhwANh3nCyVssdFjUBoT4O6OLnCADYEZWImLQ8mSMiosowYUdERERERGQmhBDYGZWI66l5sFBIuK+TF1xtNXKHRU1In0BntHG3gV4Am07FIyWnUO6QiKgCTNgRERERERGZiQNXUhGVkA1JAoaHeMLT3lLukKiJkSQJg4Pd4e1giSKdHr9FxiG7oFjusIjoNkzYERERERERmYETMek4dr10MIBBbd3Q0sVa5oioqbJQKDCyoyecrNTIKSzBbyfjUFiikzssIroFE3ZEREREREQyu5CQjX2XUgAAvQOd0d7LXuaIqKnTqpS4r5MXrNRKpOYUYdOpeOj0Qu6wiOgfTNgRERERERHJ6HpqLradSwAAhLawR9d/BgUgqm92lircF+oFlVJCbHo+dkYlQggm7YjMARN2REREREREMknMKsCm0/HQC6C1mw36t3GFJElyh0XNiJudFsNDPCFJQFRCNg5Fp8kdEhGBCTsiIiIiIiJZ5BQDv0XGoVgn0MLREkPauzNZR7Lwd7bGwCA3AMCh6DRcTMyWOSIiYsKOiIiIiIiogSm0tjiQrEJ+sQ6uNhqM7OgJCwW/npF8Onjbo7OvAwBg27lEJGQVyBsQUTPHTwQiIiIiIqIGVKwTcH3gDeSUSLDVWuC+Tl7QWCjlDosIfVq5wN/ZCjq9wB8n45BTUCJ3SETNFhN2REREREREDUQIgS+PZkLrGwILSeDeUC9YayzkDosIAKCQJNzTwQPO1mrkFunw+6k4FOv0codF1CwxYUdERERERNRAPtt5GXuv50PodejpUgIXG43cIREZ0VgoMSrUC5YqJZKyC7H9HEeOJZIDE3ZEREREREQNYMOJm/hkx0UAQNq2L+FuySQImSd7SxVGhHhCIQGXknI4ciyRDJiwIyIiIiIiqmeHo9Pw+q+nAAD3B1kj5+SfMkdEVDVvR0sMbMuRY4nkwoQdERERERFRPYpOycVTPx5FkU6PYR08MKGjrdwhEVVLey+OHEskFybsiIiIiIiI6kl6bhEeW3YEGXnFCPVxwKKxnaCQJLnDIqo2o5FjT8Uht5AjxxI1BCbsiIiIiIiI6kFRiR5P/3QM0Sm58HawxP8mdYWlWil3WEQ1UjZyrJOVGrmFOmw+HQ+dnv0vEtU3JuyIiIiIiIhMTAiBORvP4HB0Gmw1Fvh+aje42nJEWGqcNBZKjAz1hFqpQFxmAfZdTJY7JKImjwk7IiIiIiIiE1t+8BpWHY6FJAGfjQtDG3f2W0eNm6OVGkM7uAMATt3MxNm4TJkjImramLAjIiIiokajpKQEb731Flq2bAlLS0sEBATgnXfegV6vlzs0IoP9l1Lwf5uiAACzhrVF+D8jbRI1dgEuNugZ4AQA2H0+GQmZHISCqL5YyB0AEREREVF1LViwAEuXLsXy5cvRvn17HD16FFOnToW9vT1efvllucMjQnRKLp5bcQw6vcDozt54sm+A3CERmVR3fyckZxfiSnIuNp2OxyPdfGCtYWqByNR4hx0RERERNRoRERG47777MGLECPj7+2PMmDEYMmQIjh49KndoRMgqKMYTy48gq6AEYb4OeP+BEEgcEZaaGEmSMDjYHY5WKuQUlmDzGQ5CQVQfmLAjIiIiokbjrrvuws6dO3Hx4kUAwMmTJ7F//34MHz5c5sioudPpBV5ceQJXknPhaa/Ffyd2gVbFEWGpadJYKDGqo1fpIBQZBfjrEgehIDI13rdKRERERI3Gf/7zH2RmZqJt27ZQKpXQ6XR47733MG7cuArLFxYWorCw0PB3VlZWQ4VKzcwHW6Kw92IytCoFvpnUFW62WrlDIqpXjtZqDG3vjt9PxePkjUy42WoR7GUnd1hETQbvsCMiIiKiRmPNmjX46aefsHLlShw/fhzLly/Hxx9/jOXLl1dYfv78+bC3tzdMPj4+DRwxNQe/HruBb/6KBgB8NCYUHbztZY6IqGEEuNqgZ8vSQSh2XUhCUhYHoSAyFd5hR7UWFRUldwi15uLiAl9fX7nDICIiohp67bXXMHPmTDzyyCMAgJCQEFy/fh3z58/H5MmTy5WfNWsWZsyYYfg7KyuLSTsyqRMx6Xhj3WkAwIsDW2FUqJfMERE1rO4tnZCYXYjolNJBKMZ19+Xj4EQmwIQd1VhWWmn/BBMmTJA5ktqztLLC+agoJu2IiIgamby8PCgUxg+JKJVK6PX6CstrNBpoNJqGCI2aoaTsAjz703EU6fQYHOyO6Xe3kTskogYnSRKGBLtj9ZFYZOYXY9u5RIzq6MkBV4jqiAk7qrH8nNK+X0Y8/SaCOnaROZqaS4y5ghULXkNKSgoTdkRERI3MqFGj8N5778HX1xft27fHiRMnsGjRIjz22GNyh0bNTFGJHs+vOI6ErAIEulpj0dhQKBRMUFDzpFUpMTzEAz8fvYHolFwcvZ6Obv5OcodF1KgxYUd3JIRAdmEJErMKkJFXjOtwg9M9LyLNpSOuS+6w1ljA2VoNFxsNLNW89ZmIiIjqz5IlS/D222/jueeeQ1JSEry8vPD0009j9uzZcodGzcx7m87hyLV02Ggs8PWkrrDVquQOiUhWbrZaDAhyxc6oJERcSYWHnRY+TlZyh0XUaDFhRxUSQiA+swAXE7NxOTkHuYW6W151hm3oUMSVAHHX042Wc7FRw9/ZGq3dbOBmx5GxiIiIyLRsbW2xePFiLF68WO5QqBn75WgslkdcBwB88nAnBLrayBwRkXno4GWP+IwCnIvPwpYzCRjf3Rc2WqYdiGpD1lFi9+3bh1GjRsHLywuSJGHDhg2G14qLi/Gf//wHISEhsLa2hpeXFyZNmoS4uLgq17ls2TJIklRuKijgaDXVoRcCFxKyseJwDH45dgMnb2Qit1AHhQS42mrQzsMW3khFxr4f4WuRjU4+DghwsYa9Zekviik5RTh6PR2rjsRi1eEYnLmZiZJK+pQhIiIiImpsTt3IwJsbzgAAXh7UGoOD3WWOiMi8hAe5wsVGjfxiHTafiYdOL+QOiahRkjXVnZubi9DQUEydOhUPPvig0Wt5eXk4fvw43n77bYSGhiI9PR3Tpk3Dvffei6NHj1a5Xjs7O1y4cMFonlbLu73u5EZ6HnafT0ZaXhEAQKWUEOhqgzbutvBxtISFsjS/eyzhMA5GrEHLewahUxtXw/J5RSWISc3D1ZRcXE3ORVJ2IXaeT8Kh6DR083dEey97KNmvBxERERE1Uik5hXjmx2MoKtFjUFs3vDyotdwhEZkdC6UCI0I8sepwLOIzC3Dgcgr63fK9kYiqR9aE3bBhwzBs2LAKX7O3t8f27duN5i1ZsgTdu3dHTExMlYMFSJIEDw8Pk8balBUU6/DXpRSciy8dTEJroUAnHweE+jjUaDhuK7UF2nraoa2nHfKLdDgXn4UTsenIKSzB7gvJOBGbgQFtXOHnbF1fVSEiIiIiqhfFutJBJuIyCxDgYo1PHunEQSaIKuFgpcaQ9u7441Q8TsRmwNNei9butnKHRdSoNKqHyTMzMyFJEhwcHKosl5OTAz8/P+h0OnTq1An/93//h7CwsErLFxYWorCw0PB3VlaWqUI2e0lZBdh0Oh5ZBSUAgBBve/QJdIamBom6iliqleji54jQFvY4G5eFw9fSkJFXjA2RcWjtZoMBQa6wUjeqw4+IiIiImrH5m8/jUHQarNVKfD2pC+w4yARRlQJdbdDF1xHHYtKxIyoJLjYaOFqr5Q6LqNGQtQ+7migoKMDMmTMxfvx42NnZVVqubdu2WLZsGTZu3IhVq1ZBq9WiT58+uHTpUqXLzJ8/H/b29obJx8enPqpgds7GZeLnYzeQVVACe0sVHurSAgPbutU5WXcrC6UCoT4OmNTLD518HCABuJSUgxWHYnA1Jcdk70NEREREVF/Wn7iB7w5EAwAWju2EVm68U4ioOnoHOsPbwRJFOj02nY5HsY79mxNVV6NI2BUXF+ORRx6BXq/Hl19+WWXZnj17YsKECQgNDUXfvn3x888/o02bNliyZEmly8yaNQuZmZmGKTY21tRVMCtCCByKTsWOqCTo9AIBLtYY180HXg6W9faeGgsl+rdxxSPdfOBkrUZekQ6/n4zH3gvJ7ISUiIiIiMzWmZuZmLn2NADgxYGtcE8Hdr1DVF0KhYRhHTxgpVYiNbcIu84nQQh+/yOqDrNP2BUXF2Ps2LGIjo7G9u3bq7y7riIKhQLdunWr8g47jUYDOzs7o6mpEkJg78Vk/H01DQDQ3d8JIzt6mvSuuqq42WkxrpsPwnwcAACRNzKw9vgN5BSWNMj7ExERERFVV1puEZ7+8RgKS/QID3LFtLvbyB0SUaNjrbHAsA4ekCTgfEI2Tt/MlDskokbBrBN2Zcm6S5cuYceOHXB2dq7xOoQQiIyMhKenZz1E2LgIIbD7QjJO3ii9QA5o44pegc6QpIbtLNdCqUC/Nq4Y2dETaqUC8ZkFWH04BolZBQ0aBxERERFRZXR6gZdWncDNjHz4O1th8SNhUHKQCaJaaeFohT6BLgCAfZdSkJxdeIcliEjWhF1OTg4iIyMRGRkJAIiOjkZkZCRiYmJQUlKCMWPG4OjRo1ixYgV0Oh0SEhKQkJCAoqIiwzomTZqEWbNmGf6eN28e/vzzT1y9ehWRkZF4/PHHERkZiWeeeaahq2d2DlxJNfyaMTTYHaH/3OUml0BXG4zr7gNnazVyi3T49dgNXE1mv3ZEREREJL9Ptl/E/sspsFQp8d+JXWFvyUEmiOqis68DWrpYQ6cX2Hw6HoUlOrlDIjJrsibsjh49irCwMMMIrjNmzEBYWBhmz56NGzduYOPGjbhx4wY6deoET09Pw3Tw4EHDOmJiYhAfH2/4OyMjA0899RTatWuHIUOG4ObNm9i3bx+6d+/e4PUzJ0evp+HY9XQAwMC2bmjraR6P/TpYqfFQ1xbwdbJCiV7g91PxvEWaiIiIiGS1MyoRn+++DAD44MEQBHlwkAmiupIkCYOD3WGjsUBGfjH7syO6Aws533zAgAFVnqDVOXn37Nlj9Pcnn3yCTz75pK6hNSmXk3Jw4HIqAOCuVi4I8baXOSJjGgsl7g31wp4LSTgTl4Vd55NQWKJDVz8nuUMjIiIiomYmJjUP09dEAgAm9/LDfZ285Q2IqAmxVCkxrIMHfj1+AxcTc9DCMcvsvp8SmQuz7sOO6i45uxDbziUAAEJb2KOLn6PMEVVMqZAwsK0buv4T34HLqTh4JYW/uBARERFRgyko1uHZFceQVVCCMF8HvDkiWO6QiJocLwdL9A4s7Z9+78Vk9mdHVAkm7Jqw/GIdfj8Vh2KdgI+jJfq1dpU7pCpJkoQ+rVzQp1XpxfvItXQcvpYmc1RERERE1FzM/u0MzsZlwclajS8f7Qy1Bb8uEdWHLr6O8He2Ku3P7kw8ikr0codEZHb4CdRECSGw/VwisgtKYG+pwvAQTygayahWXf2c0Ld16QhCf19Nw9HrTNoRERERUf1acyQGPx+9AYUELBkXBk97S7lDImqyJEnCkGCP0v7s8oqx6wL7syO6HRN2TdSJ2AxEp+RCqZAwIsQTWpVS7pBqpLOvI3r9c5v0gcupiIzNkDcgIiIiImqyztzMxNu/nQUAvDIkCH1aucgcEVHTZ6lW4p4OHpAk4EJCNs7GZ8kdEpFZYcKuCUrMKsCByykAgL6tXOBqq5E5otrp7u+E7v6lA0/svZiM0zc4eiwRERERmVZGXhGe+ekYikr0uLudG57tHyh3SETNhreDJXoFlN6osedCMlJy2J8dURkm7JqYEp0ef55NgF4Aga7W6NiicY+40zPACV18Swei2HUhCef5qwsRERERmYheLzB9TSRupOfD18kKCx/q1Gi6kSFqKrr6OcKvrD+70+zPjqgME3ZNzN9X05CeVwwrtRJ3t3OHJDXuBkfpQBTOCP0n8bg9KhGxaXkyR0VERERETcEXuy9j94VkaCwU+GpCZ9hbqeQOiajZKe3Pzh3WGiXS84qxm/3ZEQFgwq5Jic/Mx/GYdADAoLZuja7fuspIkoT+bVzRxs0GegH8cToeqbxVmoiIiIjq4K9LyVi04yIA4P/u74D2Xo37yRSixsxKbYFh7T0hATifkI1zfLKKiAm7pqJEr8f2c4kQANp62CLA1UbukExKkiQMDnaHl70WRSV6bIiMQ05hidxhEREREVEjdDMjHy+tOgEhgHHdfTC2q4/cIRE1e96Oluh5S392vEmDmjsm7JqI49czDI/C9m/jKnc49cJCqcDIUC84WKmQU1iCjSfj2L8BEREREdVIYYkOz604jvS8YnTwtsOcUe3lDomI/tHN3xG+TlYo0QtsOZOAEh2/71HzxYRdE5CZX4zD19IAAP1auzaZR2ErYqlS4v5O3rBUKZGcXYjNZ+Kh17N/AyIiIiKqnnf/iMLJ2AzYW6rw1aNdmnTbmaixKevPzkqtRGpuEfZdSpE7JCLZWMgdANWNEAJ7LiRBpxfwcbREG/em9ShsRewtVbg31Atrj9/A9dQ8/HUpBf2DmuZdhURERERNQUxMDFJS5P/ivfd6Hn48lAkJwAtdbZB87TySrzV8HFFRUQ3/pkSNhLXGAkOC3bEhMg6nb2bCx8kSrd1s5Q6LqMExYdfIXU3JxbXUPCglCeFt3Rr9qLDV5WGvxdD2Hth0Oh6RNzLgaqtBsJed3GERERER0W1iYmLQtl075OflyRqHysUPHpMWQqHSIv3ASjy1YKWs8QBATk6O3CEQmSU/Z2t08XPEsevp2BmVBHdbrdwhETU4JuwasRK9Hn/9c4twZz8HOFqpZY6oYbVys0H3lk44HJ2GXReS4GSthoc9L+RERERE5iQlJQX5eXl49D8fwd03UJYYivXArgQVckokuGn1GP3IGEjjxsgSCwBEHd6LLcs/RUFBgWwxEJm7XgHOuJmej4SsAmw9m4CevD+Dmhkm7BqxU7GZyMwvhrVaia5+TnKHI4ueLZ2Qkl2Iqym5+ON0HMZ184W1hoc1ERERkblx9w1Ei9YNP8CDEAKbTscjpyQXNhoL3N/NF5ZqefutS4y5Iuv7EzUGSoWEezp4YOWhGMRnFiBKsL9Jal446EQjlV+kw6F/BproFegMtUXz3JWSJGFIe3c4WamRW6jDptPxKNFzJCEiIiIiKnU8JgNXknOhlCSMCPGUPVlHRNVnb6nCoHZuAIDzWQpofTvKHBFRw2meWZ4m4O/oVBSV6OFqo0E7z+Z9b7DGQomRoZ7QWCgQn1mAvReSIQRHjiUiIiJq7m6k5+HAldIuZPq1cWH3KUSNUBt3W7T3sgMgwXnkK8gs0MkdElGDYMKuEcrIK8KZm5kAgL6tXaBoJgNNVMXRSo17OnhAAnAmLgtn47PkDomIiIiIZJRbWIItZxIgBNDWwxYh3vZyh0REtdS/jStsLQQsbJ3x+ZFM3qBBzQITdo3Q31fToBeAn7MVfJys5A7HbPg7W6NXoDMAYM+FZCRnF8ocERERERHJQacX2Hw6HnlFOjjbqDGwrRsk/shN1GiplAr0cCmBKCnCsfhCfHfgmtwhEdU7JuwameTsQlxIzAYA9P4nOUX/6urniJYu1tDpSzsXLizh7dJEREREzc2BKymIyyyAWqnAiBBPqJT82kPU2NmrBdJ2/Q8A8MGWKJy+kSlzRET1i59cjUzE1VQAQGs3G7jZsg+O20mShCHB7rDVWiAzvxjbzyXydmkiIiKiZuRSYjZOxGQAAAYHu8PRSi1vQERkMjknNqOHtwbFOoEXVx1HTmGJ3CER1Rsm7BqR+Mx8RKfkQpJgePSTytOqlBjewRMKCbiSnIvI2Ay5QyIiIiKiBpCeW4TtUYkAgC5+jmjlZiNzRERkas91dYCXvRbXUvMwe8MZucMhqjdM2DUih66mAQDaedjxl8I78LDXol9rVwDA/sspiMvIlzkiIiIiIqpPRSV6/HE6HsU6AW8HS/QO4A/cRE2RrUaBxY+EQSEB607cxLrjN+QOiaheMGHXSCRkFuB6Wh4kCeje0knucBqFji3s0cbNBnoBbDmTgPxi9mdHRERE1BQJIbDzfCLScotgrVZiWAcPKBQcZIKoqere0gnT7m4DAHhrwxlEp+TKHBGR6TFh10j8HV3ad11bD1vYW6pkjqZxkCQJg9q5w8FKhZzCEuyMYn92RERERE3RyRuZuJiYA4UEDA/xhLXGQu6QiKiePR/eCj0DnJBXpMOLq45zwEFqcpiwawQSMgtwPfWfu+v8eXddTagtFBjWwQNKScKV5FycvsmRhIiIiIiakvjMfPx1KRkAcFcrF3g5WMocERE1BKVCwuKHw+BopcKZm1n4cOsFuUMiMikm7BqBI9dK+65r624LB/ZdV2Nutlr0blXah8m+SynILOLjEURERERNQV5RCTafToBeAK3dbNDJx0HukIioAXnYa/HRmFAAwLf7o7HrfKLMERGZDhN2Zi41pxBX/3kevxvvrqu1MB8H+DlbQacXOJyqhGTBxCcRERFRY6bXC2w5k4CcwhI4Wqlwdzt3SBJ/mCVqbu4OdseU3v4AgFd/OYXErAJ5AyIyESbszNyx6+kAgFauNnC0ZpKptiRJwpBgd1iplcgqVsAx/DG5QyIiIiKiOoi4moob6flQKSWMCPGE2oJfbYiaq1nD2yLY0w5puUWYtjoSOj37LqfGr1afagEBAUhNTS03PyMjAwEBAXUOikpl5RfjQmI2AKCLv6PM0TR+VmoLDAl2BwDYdh6JQzf5ywsREZEpsG1IDe1Kcg6O/vPD9t3t3OFso5E5IiKSk8ZCiSXjw2ClViLiaiqW7r0id0hEdVarhN21a9eg05UfgaWwsBA3b96sc1BU6kRMBvQC8HG0hIedVu5wmgQ/Z2u0ti09dr84koH4zHyZIyIiImr82DakhpSRV4Rt50r7qerk44A27rYyR0RE5iDQ1Qbz7m0PAFi0/aLhaTWixqpG451v3LjR8P8///wT9vb2hr91Oh127twJf39/kwXXnOUX63AmrnRE067su86kOjjocObiVcCzNaatjsTKJ3tCqWB/J0RERDXFtiE1tGKdHptOx6OoRA9Pey3uauUid0hEZEbGdGmBvy6lYOPJOLy06gQ2v9wX9pYqucMiqpUaJezuv/9+AKX9gU2ePNnoNZVKBX9/fyxcuNBkwTVnZ25mokQv4GqjgY8jh6Y3JYUEpPz+EQKf+waHotPw5e7LeHFQa7nDIiIianTYNqSGJITA7gtJSMkpgqVKieEdPPmjKxEZkSQJ7z7QASdi0xGblo8315/GknFhHJCGGqUaPRKr1+uh1+vh6+uLpKQkw996vR6FhYW4cOECRo4cWe317du3D6NGjYKXlxckScKGDRuMXhdCYO7cufDy8oKlpSUGDBiAs2fP3nG9a9euRXBwMDQaDYKDg7F+/fqaVFN2Or3AqRuld9eF+Trw4lIPStLj8GRnOwDA4p2XeLs0ERFRLZi6bUhUlTNxWYiKz4YEYFgHD9hoa3TvARE1E3ZaFT57JAwWCgl/nIrHL0dvyB0SUa3Uqg+76OhouLjU/fbz3NxchIaG4vPPP6/w9Q8//BCLFi3C559/jiNHjsDDwwODBw9GdnZ2peuMiIjAww8/jIkTJ+LkyZOYOHEixo4di0OHDtU53oZyOSkHOYUlsFIr0drdRu5wmqwBfpa4r5MXdHqBGT9HIrewRO6QiIiIGiVTtQ2JKpOQVYC9F5IBAL0DneHjZCVzRERkzsJ8HfHKkCAAwJyNZ3E5KUfmiIhqrtY/S+3cuRM7d+40/Jp6q++++65a6xg2bBiGDRtW4WtCCCxevBhvvvkmRo8eDQBYvnw53N3dsXLlSjz99NMVLrd48WIMHjwYs2bNAgDMmjULe/fuxeLFi7Fq1arqVk9WkbEZAICO3vawUHB4+voiSRLeua8DjkSn4XpqHt7ddA7zR3eUOywiIqJGyRRtQ6KK5BfrsPl0PHRCINDVGl38HOUOiYgagaf7BeDA5RTsv5yCF1edwPrnekOrUsodFlG11SobNG/ePAwZMgQ7d+5ESkoK0tPTjSZTiI6ORkJCAoYMGWKYp9Fo0L9/fxw8eLDS5SIiIoyWAYChQ4dWuYw5ic/MR0JWAZSShJAW9ndegOrE3lKFj8eGQpKAVYdjseOfEceIiIio+hqibXirmzdvYsKECXB2doaVlRU6deqEY8eOmfx9SH56IfDnmQRkF5TA3lKFwcHu7C6GiKpFoZCwaGwonKzViIrPwoKt5+UOiahGanWH3dKlS7Fs2TJMnDjR1PEYJCQkAADc3d2N5ru7u+P69etVLlfRMmXrq0hhYSEKCwsNf2dlZdUmZJOIjMkAAAR52MJKzX45GkLvQBc8cVdLfPNXNGauO4Wtvv3gYqOROywiIqJGoyHahmXS09PRp08fhIeHY8uWLXBzc8OVK1fg4OBQ7+9NDe9wdBqup+XBQiFhRIgnNBa8O4aIqs/NTouFD4Vi6rIj+P7ANdzVygWD2rnfeUEiM1CrO+yKiorQu3dvU8dSodt/QRNC3PFXtZouM3/+fNjb2xsmHx+f2gdcB9kFxbiUXPpsfScfB1liaK5eGRKEth62SMkpwsy1pyGEkDskIiKiRqMh24YLFiyAj48Pvv/+e3Tv3h3+/v4YNGgQAgMDG+T9qeFcS8nFoeg0AMDAtm5wteUPqkRUc+Ft3fBYn5YAgNd+PYXErAKZIyKqnlol7J544gmsXLnS1LEY8fDwAIByd8YlJSWVu4Pu9uVqusysWbOQmZlpmGJjY+sQee2dvJEJIYAWDpZskDQwrUqJTx7uBLVSgR1RiVhzRJ5jgIiIqDFqiLZhmY0bN6Jr16546KGH4ObmhrCwMHzzzTcN8t7UcLLyi/Hn2dI2fYi3Pdp52skcERE1Zv8ZFoRgTzuk5RZh+ppI6PS8QYPMX62euSwoKMDXX3+NHTt2oGPHjlCpVEavL1q0qM6BtWzZEh4eHti+fTvCwsIAlP56u3fvXixYsKDS5Xr16oXt27dj+vTphnnbtm2r8ldfjUYDjUbeBFmxTo8zNzMBAJ18HWSNpblq52mHV4a0wfwt5/HOH+fQK9AZfs7WcodFRERk9hqibVjm6tWr+OqrrzBjxgy88cYbOHz4MF566SVoNBpMmjSpXHlz6vqEqqdEp8em0/EoKNHD3U6Dfm04AjER1Y3GQokl48Mw8rP9OHglFUv3XsHz4a3kDouoSrVK2J06dQqdOnUCAJw5c8botZp0ApuTk4PLly8b/o6OjkZkZCScnJzg6+uLadOm4f3330fr1q3RunVrvP/++7CyssL48eMNy0yaNAne3t6YP38+AODll19Gv379sGDBAtx333347bffsGPHDuzfv782VW0wUfFZKCzRw95ShZYuTBLJ5Ym+Adh1PgmHotMwfU0kfn66FyyUHKmXiIioKqZqG1aHXq9H165d8f777wMAwsLCcPbsWXz11VcVJuzmz5+PefPmmTQGql97LyYjKbsQWpUCw0M8YaFgW4yI6i7Q1Qbz7muP1389hUXbL6JXoDM6+3LUaTJftUrY7d692yRvfvToUYSHhxv+njFjBgBg8uTJWLZsGV5//XXk5+fjueeeQ3p6Onr06IFt27bB1tbWsExMTAwUt3yI9+7dG6tXr8Zbb72Ft99+G4GBgVizZg169OhhkpjrgxACkbEZAIDQFvZQcOQr2SgVEhaODcWwxX/heEwGlu69ghcGtpY7LCIiIrNmqrZhdXh6eiI4ONhoXrt27bB27doKy8+aNcvQxgRK77CTq79iurNzcVk4E1d6F+Q97T1gp1XdYQkioup7qEsL/HUpBb+fjMNLq05g88t9eZ0hsyXrMKQDBgyosnN/SZIwd+5czJ07t9Iye/bsKTdvzJgxGDNmjAkibBg3M/KRnlcMlVJCsBf755BbC0crzLuvPWb8fBKLd1xCvzau6NjCQe6wiIiICECfPn1w4cIFo3kXL16En59fheXNoesTqp6krALsupAEAOgZ4MSuSYjI5CRJwnsPdEBkbDpi0/LxxrrTWDIuzOR3gxOZQq0SduHh4VUe0Lt27ap1QM3R6RulfdcFedhyqHoz8UCYN3ZEJWLz6QRMXxOJP17sC0s19w0REVFFGrJtOH36dPTu3Rvvv/8+xo4di8OHD+Prr7/G119/bbL3oIaXX6zDH6fjodML+Dtbobu/k9whEVETZadV4bNHwvDQ0gj8cSoe/dq4YmxX3nlN5qdWHUJ06tQJoaGhhik4OBhFRUU4fvw4QkJCTB1jk5ZbWILLyTkASkfAIvMgSRLeuz8EbrYaXEnOxQdbouQOiYiIyGw1ZNuwW7duWL9+PVatWoUOHTrg//7v/7B48WI8+uijJn0fajh6IbD1TAKyC0pgb6nC0PYevNuFiOpVmK8jZgxpAwCY89tZXPnnOzmROanVHXaffPJJhfPnzp2LnBwe6DVxLj4LegF42GnhZquVOxy6haO1Gh89FIrJ3x3G8ojrGNjOHf3buModFhERkdlp6LbhyJEjMXLkSJOvl+QRcSUVMWl5sFBIGNnRE1oVn2ogovr3TL9AHLicggOXU/HiyhNY/3xvPvFGZsWkQy5NmDAB3333nSlX2aQJAZy5Wfo4LO+uM0/927hicq/SPnFe++Uk0nOLZI6IiIio8WDbkO7kUlI2jl5PBwDc3c4dLjbsb5CIGoZCIWHR2E5wslbjXHwWFmy5cOeFiBqQSRN2ERER0Gp5l1h1JRZIyCoogcZCgTbuNnKHQ5WYOawdAlytkZRdiLd+O1PlQClERET0L7YNqSqpOYXYfi4RANDZ1wFBHrYyR0REzY27nRYfP9QRAPDdgWjsOp8oc0RE/6rVI7GjR482+lsIgfj4eBw9ehRvv/22SQJrDq7mlN5u287TDhZKk+ZOyYQs1Up8MrYTRn91EJtOxWNIsDvu6+Qtd1hERERmg21DqqnCktJBJop1Q2h2vAABAABJREFUAi0cLNEn0EXukIiomRrY1h1T+/jj+wPX8Oovp7Dl5b5wt+OPTSS/WmWJ7O3tjSYnJycMGDAAmzdvxpw5c0wdY5OktHVBfH5pZ7p8HNb8hfo44KWBrQEAb284g/jMfJkjIiIiMh9sG1JNCCGw7WwiMvKKYaOxwLAQDygUHGSCiOQzc1hbBHvaIS23CNPXREKn51NVJL9a3WH3/fffmzqOZscmdAgACS0cLOFkrZY7HKqG58MDsetCEk7GZuC1X07hh8e6s3FJREQEtg2pZo5cS8fVlFwoJQkjOnrCSl2rryRERCajsVDis3FhGLVkPw5eScV/913BcwNayR0WNXN1eg7z2LFj+Omnn7BixQqcOHHCVDE1eSV6AZuOQwEAIS14d11jYaFU4JOxodCqFNh/OQU/RFyTOyQiIiKzwrYh3cm11FxEXE0FAAxo6woPPnZGRGailZsN5t3bHgCwcNtFHI9Jlzkiau5qlbBLSkrCwIED0a1bN7z00kt44YUX0KVLFwwaNAjJycmmjrHJORpXAAtbZ2gUAoGuHGyiMQlwtcEbw9sBAOZvOY/LSTkyR0RERCQ/tg2pOnJKgK1nEgAAHbzt0MGLP1wTkXl5qGsLjOzoCZ1e4OXVJ5BVUCx3SNSM1er+8xdffBFZWVk4e/Ys2rUrTV6cO3cOkydPxksvvYRVq1aZNMim5s8reQAAfxs9lHykUjZRUVG1Wq69WqCTuxqRiUV4+vuDmD/IGRYNvB9dXFzg6+vboO9JRERUGbYN6U4kCw3+TrZAYYkeHnZa9G/jKndIRETlSJKE90eHIDI2A7Fp+Xhz/Rl89kgnSBK/t1PDq1XCbuvWrdixY4ehQQYAwcHB+OKLLzBkyBCTBdcU6fUCvvYqHL+WgpZefARADllppb/0T5gwodbrUNo4w/Oxz3EFthgyfREy9680VXjVYmllhfNRUUzaERGRWWDbkKoihIDzPS8is1gBS5USI0I8YaGoU888RET1xk6rwmfjwvDQ0gj8fjIO/Vq74KGuPnKHRc1QrRJ2er0eKpWq3HyVSgW9Xl/noJoyhULC1E52+PzJwbBe8rPc4TRL+TlZAIART7+JoI7/z959h0dRtW0Av2drkk3vjRRaIITQuwgh9GLlVRAFXhRFigWxYKNYEEUEC2ChyIeABQSUGloQCb1DQEogAVJI7233fH/kzcqShBSSzCa5f9c1V7KzZ3afOTvl7LMz53So8uvEZClwOAlw6DESjz72Hzhqa2ckofjoK/hp7utITExkwo6IiMwC24Z0L5svZUPXqjckCAxp7QFrCw4yQUTmrb2PA6b2a47Ptl/EjE3n0N7Xgd1ZUa2r0tmyT58+ePnll7FmzRp4enoCAG7evIlXX30VoaGh1RpgvWUolDuCBs/J0xfezVpVeXlvAKlnY/FPfCZOZFjhqZY+UCv5azERETU8bBtSWQ5eTcKKU0U/lgY76OHlYClzREREFTOhVxP8fTkRB64k4aU1J7B+YndoVUq5w6IGpErZha+//hoZGRnw8/NDkyZN0LRpU/j7+yMjIwNfffVVdcdIZLZCAlxhrVUhNbsA+y8nyh0OERGRLNg2pNLcSs3B5NXHYRBA5rk9aGLNqy2JqO5QKiR88WRbOFipce5WOj7ddlHukKiBqdIVdo0aNcLx48cRFhaGCxcuQAiBwMBA9O3bt7rjIzJrFmol+rZ0xYaTt3D6RhoaO+vg66STOywiIqJaxbYh3S23QI8X/u8YEjPz4Wevwr5tX0Ma1EPusIiIKsXN1gLz/tMGz/54FEv3R+GBps4IaeEqd1jUQFTqCrvdu3cjMDAQ6elFl7X369cPU6ZMwUsvvYROnTqhVatW+Ouvv2okUCJz5eukQxtvOwBAWGQ8cgv0MkdERERUO9g2pNIIITB9/RmcuZkGR50Gb/VwgCjMkzssIqIqCW3phrHd/QAAr/16CgnpufIGRA1GpRJ2CxYswPjx42Fra1viOTs7O7zwwguYP39+tQVHVFf0aOoMBys1svL02HMxQe5wiIiIagXbhlSapfuj8PuJm1AqJHz9VDu46jjIBBHVbW8NaoGWHrZIzsrHq7+chMFQOwMOUsNWqYTdqVOnMHDgwDKf79+/P44dO3bfQRHVNWqlAv1buUOSgH/iM3ExLkPukIiIiGoc24Z0t/2XEvHxlkgAwLtDWqJ7E2eZIyIiun8WaiW+GtkOlmol/r6chG/3XZU7JGoAKpWwi4+Ph1qtLvN5lUqF27dv33dQRHWRu60FOvs5AgD2XExARm6BzBERERHVLLYN6U7RSdmYvKZokInhHbyNt5AREdUHTV2tMfOhQADA5zsu4kR0iswRUX1XqYSdl5cXzpw5U+bzp0+fhoeHx30HRVRXdfJzhJutFnmFBuyMTIAQvFSaiIjqL7YNqVhWXiHGrzyK1OwCtGlkjw8fCYIkSXKHRURUrZ7o2AhDgz1QaBB4ae0JpPMiDapBlUrYDR48GO+//z5yc0t2spiTk4MZM2Zg6NCh1RYcUV2jVEgYEOgOlUJCdHI2Tt9IkzskIiKiGsO2IQFFg0xM+/UULsZnwMVGi++e6QALtVLusIiIqp0kSfjo0dbwdrBETHIO3v39LC/SoBpTqYTdu+++i+TkZDRv3hyffvopNm7ciE2bNmHu3LkICAhAcnIy3nnnnZqKlahOcNBp8EDTov5a9l9OREpWvswRERER1Qy2DQkAvt59GVvPxkGtlLDk6Q5ws7WQOyQiohpjZ6nGwhHtoFRI2HTqFtYdvyl3SFRPVWrIJjc3Nxw4cAAvvvgipk+fbswkS5KEAQMGYNGiRXBzc6uRQInqkmBvO1xNzEJ0cja2n4/Dfzo0glLB20KIiKh+YduQdp6Px/yd/wAAPng4CB18HWSOiIio5nXwdcDUfs3x2faLeH/jWbT3sUdjF2u5w6J6ptJjrPv6+mLLli1ISUnB5cuXIYRAs2bN4ODAkzNRMUmS0K+lG1Yduo749DwcuZaMro2d5A6LiIio2rFt2HBdTsjEKz+fhBDAM119MaKzj9whERHVmgm9mmD/pUREXE3ClDUnsH5id2hV7A6Aqk+lE3bFHBwc0KlTp+qMhahesbZQISTAFdvOxeHwtWT4OengbsdbRIiIqH5i2/Bf0dHRSExMlDuMGpWVb8CbuxKRmadHoIsGw7zzcPz48VLLRkZG1nJ0RFSfmdMxZVygEmdvSDh3Kx3TVv6F/7a1rdX3d3Z2ho8Pfyypr6qcsCOi8gW42+BqYib+ic/E9vNxeKqzD9TKSnUdSURERHVIdHQ0WrRsiZzsbLlDqTmSAi6PvwerJp1QmJ6A7V+9iq3Z5Q+0lZmZWQvBEVF9lZ58GwDw9NNPyxyJKcsmneE6/H388U8WfvjodeRePVp7721lhQuRkUza1VNM2BHVsJAAV9xMzUFqdgH2X05ESICr3CERERFRDUlMTEROdjZGvfkZ3HyayB1OjTibqsTFdCWUkkCf5g5w+Gz5PctHHg7H1h8XljqaMBFRReVkpgMAhrzwDgKCO8gcjamTyXpcyVTC58kZCPUogGUt3BkbH30FP819HYmJiUzY1VNM2BHVMAu1Ev1aumHDyVs4fSMNfk46+Dvr5A6LiIiIapCbTxN4N2sldxjV7p/4DFyMjgMA9A10Rwv38m//io++UtNhEVED4uTpa3bHV3e9AT8fjUFiZj7O5Njh0bZekCQOOkj3h/fmEdUCXycd2jayBwCEnY9HVl6hvAERERERVdLtjDyEnY8HALT3sa9Qso6IqCFQKRUYFOQBlUJCTHIOjkWnyB0S1QNM2BHVkh5NnOBsrUFOgR5hkfEQQsgdEhEREVGFZOUVYtOpWyg0CPg4WqFHU2e5QyIiMiuOOg16BbgAACKuJCEujd0A0P1hwo6olqiUCgxs5Q6lQsL1pGyculF+58xEREREcis0GLD5TCwy8wphb6XG4CB3KHirFxFRCa08bNHM1RoGAWw7F4e8Qr3cIVEdxoQdUS1ystai5/9+kd5/ORGJmXkyR0RERERUNiEE9ly4jdi0XGhUCjwU7AmtuhZ6UyciqoMkSUJoC1fYWKiQllOAPRdu884qqjIm7IhqWbC3HfycrKA3CGw7G4dCvUHukIiIiIhKdSImFedj0yEBGBzkDgedRu6QiIjMmlatxMBW7pAk4GJ8Bi7EZcgdEtVRZp+w8/PzgyRJJaZJkyaVWn7v3r2llr9w4UItR05UOkmS0C/QDZZqJZKy8rH/cqLcIRERERGVcC0xC/svFbVTejZzhq8TR7knIqoIT3tLdPV3AgDsuZiAlOx8mSOiusjsE3ZHjhxBbGyscQoLCwMA/Oc//7nnchcvXjRZrlmzZrURLlGFWGlU6B/oBgA4dSMNUYlZMkdERERE9K/krHxsPRsHAaCVp61xtHsiIqqYjn4O8La3RIFeYOvZOBQaeGcVVY7ZJ+xcXFzg7u5unP788080adIEvXr1uudyrq6uJssplexrg8yLn7MObb3tAQBh5+ORlVcob0BEREREAHIL9Pjj1C3k6w3wtLNASIArJA4yQURUKQpJwoBW7rBQKXA7Iw8HriTJHRLVMWafsLtTfn4+Vq1ahXHjxpXbaGjXrh08PDwQGhqKPXv23LNsXl4e0tPTTSai2tCjqROcdBrkFOixMzKeHZISERGRrAwGgS1nY5GaUwAbCxWGBHtAqWCyjoioKqwtVOj3vzurTkSn8s4qqpQ6lbDbsGEDUlNTMXbs2DLLeHh44LvvvsO6deuwfv16BAQEIDQ0FPv27StzmTlz5sDOzs44NWrUqAaiJypJpVRgYJA7lAoJ15KycSImVe6QiIiIqAH761IiYpJzoFZKGBbsCSuNSu6QiIjqtMYu1mjjbQcA2HE+Dhm5BTJHRHVFnUrYLV26FIMGDYKnp2eZZQICAjB+/Hi0b98e3bp1w6JFizBkyBDMmzevzGWmT5+OtLQ04xQTE1MT4ROVytlai57NnAEAf19ORFx6rswRERERUUN09mYaTt5IBQD0D3SHi41W3oCIiOqJB5o6w9VGi9wCA7aejYPBwDurqHx1JmF3/fp17Ny5E88991yll+3atSsuXbpU5vNarRa2trYmE1FtCvayQ1MXaxgEsPVMLPIK9XKHRERERA3IzZQc7LmYAADo1tgJTV2tZY6IiKj+UCkVGBTkDo1Sgdi0XERcZX92VL46k7Bbvnw5XF1dMWTIkEove+LECXh4eNRAVETVQ5Ik9G3pChsLFdJzC7ErMoH92REREVGtSM8pwOYzsTAIoLmrNTr5OcgdEhFRvWNvpUHflq4AgKPXU3CN/dlROepEws5gMGD58uUYM2YMVCrTfjSmT5+O0aNHGx8vWLAAGzZswKVLl3Du3DlMnz4d69atw+TJk2s7bKJK0aqVGBTkDoUEXErIxNlbHPyEiIiIalZ+oQGbTt9CToEerjZa9A1044iwREQ1pJmbDYL/15/ddvZnR+WoEwm7nTt3Ijo6GuPGjSvxXGxsLKKjo42P8/PzMW3aNAQHB6Nnz57Yv38/Nm/ejMcee6w2QyaqEg87S3RvUtSfXfg/t5GYmSdzRERERFRfCSGw/VwckjLzYaVRYmiwB9TKOvH1gIiozurJ/uyogurEsE/9+/cv8/bAFStWmDx+44038MYbb9RCVEQ1o72PPWJSsnE9KRtbz8RhROdGbDwTERFRtYu4moSriVlQKiQMDfaAjYVa7pCIiOq94v7s1hyOMfZn16Ops9xhkRliFoDIzEiShP6BbtBplEjOzsfei7flDomIiIjqmYtxGThyLQUAENrCFR52ljJHRETUcLA/O6oIJuyIzJCVRoUBrdwBAOdj03Ehjv3ZERERUfWIT89FWGQ8AKCDjwNaetjKHBERUcPD/uyoPEzYEZmpRo5W6OLvCADYfSEBKdn5MkdEREREdV1GbgH+OHULeoOAn5MVujd1kjskIqIG6+7+7PTsz47uwIQdkRnr7O8IL3tLFOgFNp+ORYHeIHdIREREVEcV6A3443QssvL1cNJpMDDIHQqOCEtEJJvi/uw0SoWxPzuiYkzYEZkxhSRhUJA7rDRKJGXlY/eFBJQx/goRERFRmYpHhL2dkQdLtRLD2nhCq1LKHRYRUYN3Z392x66nIIr92dH/MGFHZOZ0WhUGB3lAkoALcRmIyuRuS0REBABz5syBJEl45ZVX5A7F7B24koQrt7OglIpGhLWz5IiwRETm4s7+7Hacj0M6+7MjMGFHVCd4OViiR5Oiob5PpSih8Wguc0RERETyOnLkCL777jsEBwfLHYrZi4xNx9Hr/xsRtqUrPO05IiwRkbnp2ezf/uy2nIlFoYHdITV0TNgR1RHtfezRxEUHAyS4PPwW0vN4ACciooYpMzMTo0aNwvfffw8HBwe5wzFrN1NzsCsyAQDQ0ZcjwhIRmSuVQoHBrT2gVSkQn56Hvy4lyh0SyYwJO6I6QpIk9At0g04loLJzxYJDqRxFiIiIGqRJkyZhyJAh6Nu3r9yhmLW0nAJsPh0LvRBo4qJD9yYcEZaIyJzZWaoxoJU7AOD0jTRciEuXOSKSExN2RHWIVqVEN+dCGApycTIuD1/tviR3SERERLVq7dq1OH78OObMmVOh8nl5eUhPTzeZGoK8Qj3+OHULOQV6uNpoMaCVOySOCEtEZPb8nXXo7OcIANgVmYDEzDyZIyK5MGFHVMfYaQSSt38DAFi46xL2XkyQOSIiIqLaERMTg5dffhmrVq2ChYVFhZaZM2cO7OzsjFOjRo1qOEr5GQwCW8/GISkrHzqtEsOCPaFWstlPRFRXdGnsCB9HKxQaBDafiUVeoV7ukEgGPHMT1UFZ5/ZgQBMrCAG88vNJ3EjJljskIiKiGnfs2DEkJCSgQ4cOUKlUUKlUCA8Px5dffgmVSgW9vuQXmunTpyMtLc04xcTEyBB57frrciKuJ2VDpZAwLNgT1hYquUMiIqJKUEgSBrRyg7VWhdTsAuw8nwAh2B1SQ8OEHVEdNa6tLYK97ZCaXYAX/u8YcvL5qwsREdVvoaGhOHPmDE6ePGmcOnbsiFGjRuHkyZNQKpUlltFqtbC1tTWZ6rMzN9JwMiYVANA/0A1uthW7EpGIiMyLlUaFwa3doZCAy7czceJ/x3ZqOJiwI6qj1EoJi5/uACedBudupeONdaf5qwsREdVrNjY2CAoKMpl0Oh2cnJwQFBQkd3iyi07Oxp5/irrK6NbYCc3cbGSOiIiI7oeHnSUebOYCANh/ORE3U3JkjohqExN2RHWYl70lFo1qD5VCwh+nbmFJ+FW5QyIiIiIZpGTlY8uZWAgBtHC3QSc/B7lDIiKiahDsbYcANxsIAWw5G4usvEK5Q6JawoQdUR3XpbETZj7UCgDw6fYL2HOBg1AQEVHDsXfvXixYsEDuMGSVU6DHxlO3kFdogIedBUJbuHJEWCKiekKSJIS2dIWTToPsfD22no2DwcA7qxoCJuyI6oGnu/riqS4+EAJ4ac0JXE7IlDskIiIiqgV6g8CW07FIyymAjYUKQ4M9oOKIsERE9YpaqcCQ1h5QKyXcTM3BgatJcodEtYBnc6J6YuawVujk54CMvEI8v/Io0nIK5A6JiIiIapAQAnsuJuBGag7USgkPtfGElYYjwhIR1UcOOg36tXQDABy7noKb2bySur5jwo6ontCoFFg0qgM87SxwNTELL689AT0vlSYiIqq3TsSk4tytdEgABgV5wNlaK3dIRERUg5q52aCdjz0A4GiSCipHb3kDohrFhB1RPeJio8V3ozvCQq3A3ou38dn2i3KHRERERDXgamIm/rqUCAB4oJkz/J11MkdERES1oUcTZ3jZW6JQSHB97F1k5RvkDolqCBN2RPVMkJcdPh3eBgCwJPwKNp68KXNEREREVJ1uZ+Rh29k4AECQpy3aNbKXNyAiIqo1SoWEwa3dYakUUDt5Y+GhVA5CUU8xYUdUDz3UxhMv9m4CAHj9t9M4ei1Z5oiIiIioOmTlFeKP07dQoBfwdrBE7wCOCEtE1NBYaVTo5lwIUZiPo7F5WLDzH7lDohrAhB1RPTWtfwD6Bbohv9CA8SuP4lpiltwhERER0X0o1Bvw5+lYZOQWwt5SjSGtPaBUMFlHRNQQOWgFkrZ9DQD4cvdl45XXVH8wYUdUTykVEhaOaIvWXnZIyS7AuBVHkJKVL3dYREREVAVCCOw4H4+49FxoVQo81NYTFmql3GEREZGMss7txpBmVgCA1345iUvxGTJHRNWJCTuiesxKo8LSMR3hZW+Jq4lZeGHVMeQV6uUOi4iIiCrpwJUkXErIhEIChgZ7wMFKI3dIRERkBsa0sUXXxo7Iytfj+f87hrScArlDomrChB1RPedqa4FlYzvBRqvC4ahkvLXuDIRgp6RERER1xblbaTh6PQUA0LelG7wdrGSOiIiIzIVKIeGbp9rDy94SUYlZePXnkxyEop5gwo6oAQhwt8E3o9pDqZDw+4mb+GLnJblDIiIiogqISc7G7gsJAIDOfo5o6WErc0RERGRunKy1+PaZDtCqFNh9IQHzwzgIRX3AhB1RA/Fgcxd8+EgQAODLXZew7tgNmSMiIiKie0nOysfmM7EwCKC5mzW6NnaUOyQiIjJTQV52+OTx1gCAr/dcxh+nbskcEd0vJuyIGpCRnX0woVcTAMBb608j4kqSzBERERFRabLzC7Hx5E3kFRrgYWeBfi3dIEkcEZaIiMr2aDtvjO/pDwCY9uspnIpJlTcgui9M2BE1MG8MCMCQ1h4o0Au88H9HcSEuXe6QiIiI6A6FegP+PB2L9NxC2FmqMTTYAyolm+1ERFS+twa1REiAC/IKDRi/8iji0nLlDomqiGd+ogZGoZDw+RNt0MHXAem5hRi99DBikrPlDouIiIgACCEQFhmP2LRcaFUKPNTGE1YaldxhERFRHaFUSPhyZDs0d7NGQkYexq88ipx8vdxhURUwYUfUAFmolVg6pqPxIP7M0kNIzMyTOywiIqIG7+DVZPwTnwmFBAxp7QFHnUbukIiIqI6xsVDjh9Gd4GClxpmbaZj22ykIwZFj6xom7IgaKHsrDVaO6wIve0tcS8rG2OWHkZFbIHdYREREDdb52HQcvpYMAOjTwhWNHK1kjoiIiOoqHycrLHm6A9RKCZtPx2Lhrktyh0SVZNYJu5kzZ0KSJJPJ3d39nsuEh4ejQ4cOsLCwQOPGjbFkyZJaipao7nG3s8D/PdsZTjoNzt5Mx/MrjyG3gJdLExER1bYbKdnYFRkPAOjo64BWnnYyR0RERHVdl8ZO+PCRIADAgp2XsPl0rMwRUWWYdcIOAFq1aoXY2FjjdObMmTLLRkVFYfDgwejZsydOnDiBt99+Gy+99BLWrVtXixET1S2NXayx4r+dodMoEXE1Ca+sPQm9gZdLExER1ZaU7Hz8eToWBgE0c7VG9yZOcodERET1xJOdfPDsA0Ujx77260mcuZEmc0RUUWafsFOpVHB3dzdOLi4uZZZdsmQJfHx8sGDBArRs2RLPPfccxo0bh3nz5tVixER1T2tvO3w/uiM0SgW2nYvDuxvOso8DIiKiWpCTr8fGk7eQV2iAu60F+ge6QZIkucMiIqJ65O3BLdE7wAW5BQY8t/IIR46tI8w+YXfp0iV4enrC398fI0aMwNWrV8ssGxERgf79+5vMGzBgAI4ePYqCgrL75srLy0N6errJRNTQdG/qjIUj2kKSgDWHo/H5jn/kDomIiKheKzQY8OfpW0jLKYCthQpDgz2gUpp985yIiOqY4pFjm7laIz49D/9dcYT9l9cBZt0i6NKlC1auXInt27fj+++/R1xcHLp3746kpKRSy8fFxcHNzc1knpubGwoLC5GYmFjm+8yZMwd2dnbGqVGjRtW6HkR1xaDWHvjokdYAgK/3XMaS8CsyR0RERFQ/CSGwKzIBt9JyoVEq8FAbT+i0KrnDIiKiesrWQo1lYzvB2VqDyNh0TFp9AgV6g9xh0T2YdcJu0KBBePzxx9G6dWv07dsXmzdvBgD8+OOPZS5z9y0Exbf13evWgunTpyMtLc04xcTEVEP0RHXTU1188PqAAADAJ1svYOn+KJkjIiIiqn8ORSXjQlwGJAkY3NodTtZauUMiIqJ6rpGjFZaN7QRLtRL7/rmN99gVklkz64Td3XQ6HVq3bo1Ll0ofjtjd3R1xcXEm8xISEqBSqeDkVHbnvVqtFra2tiYTUUM2KaQpXgptBgD44M/zWBlxTd6AiIiI6pHzsek4FJUMAOgT4ApfJ53MERERUUMR7G2Pr0a2g0IC1h6JwTd7LssdEpWhTiXs8vLyEBkZCQ8Pj1Kf79atG8LCwkzm7dixAx07doRara6NEInqjVf7NsOLvZsAAN7feA5rDkfLHBEREVHdF52cjV2R8QCADr4OCPKykzkiIiJqaPoGumHmQ60AAPN2/IMNJ27KHBGVxqwTdtOmTUN4eDiioqJw6NAhDB8+HOnp6RgzZgyAoltZR48ebSw/YcIEXL9+HVOnTkVkZCSWLVuGpUuXYtq0aXKtAlGdJUkS3hgQgOf+NwT427+fwW/HbsgcFRERUd2VmJmHzadjYRBAczdr9GhS9h0gRERENWl0Nz+M71n0Xe/1304h4krpYwWQfMw6YXfjxg2MHDkSAQEBeOyxx6DRaHDw4EH4+voCAGJjYxEd/e9VP/7+/tiyZQv27t2Ltm3b4oMPPsCXX36Jxx9/XK5VIKrTJEnCO0NaYkw3XwhRdCDfeJK/vhAREVVWZm4hNp68hXy9AV72lugX6HbPPpaJiIhq2vRBLTG4tTsK9AIv/N9RXIrPkDskuoNZD0W1du3aez6/YsWKEvN69eqF48eP11BERA2PJEmY+VArFBgEVh+KxtRfTkGlUGBIcOm3phMREZGpvEI9Np66icy8QjhYqTE02AMqhVn/bk5ERA2AQiFh/hNtEZ9+CMeup2Ds8iP4fWJ3uNpayB0awcyvsCMi8yBJEj58OAj/6eANvUHg5bUnsPVMrNxhERERmT29QWDLmTgkZubDSqPEw229YKFWyh0WERERAMBCrcT3ozvC31mHm6k5GLP8CNJyCuQOi8CEHRFVkEIh4ZPHg/FoOy8UGgQmrznB22OJiIjuQQiB3RcSEJ2cDZVCwkNtPGFnyYHQiIjIvDjqNFjx305wttYiMjYd4388itwCvdxhNXhM2BFRhSkVEub9pw2G/+9Ku1d+Pomfj3D0WCIiotIcuZaC87HpkAAMau0ON95iREREZsrXSYcfx3WCjVaFw9eSMXn1cRToDXKH1aAxYUdElaJUSPj08WA83dUHQgBvrjuDHw9ckzssIiIis3I9U4GIq0Uj7vUOcEFjZ2uZIyIiIrq3Vp52+GFMR2hVCuyMTMCb607DYBByh9VgMWFHRJWmUEj44OEg4zDgMzadw5LwKzJHRUREZB4sfNvgWHJRP3UdfB0Q7G0vb0BEREQV1KWxE755qj2UCgnrj9/Ex1siIQSTdnJgwo6IqkSSJLw9uCVe6tMUAPDJ1gv4IuwfHsyJiKhBu55WAJdH34aAhOZu1ujRxEnukIiIiCqlb6AbPn08GADww/4oLObFGbJgwo6IqkySJEztH4DXBwQAABbuuoRPtl1g0o6IiBokg0FgfkQqFFodnLUG9At0gyRJcodFRERUaY938Ma7Q1oCAD7ddhFrDrPv8trGhB0R3bdJIU3x/tBAAMC34Vfx3saz0LOvAyIiamAUCgmvdrVHzrUT6OZcCJWCTW0iIqq7nuvZGBN7NwEAvPP7GWw5EytzRA0LWxFEVC3GPeCPOY+1hiQBqw5GY8qa4xwKnIiIGhw/ezUSfn4PGqXckRAREd2/1wcEYGTnRjAI4KU1J7DzfLzcITUYTNgRUbUZ2dkHX41sB41SgS1n4jBm2WGk5xbIHRYRERERERFVgSRJ+PCR1niojScKDQITfzqOPRcT5A6rQVDJHQARVU1kZKTcIZTKE8A7Pe3xyf4UHIpKxrAvduO9Bx3haPnvpQbOzs7w8fGRL0giIiIiIiKqEKVCwvwn2qDQYMCWM3F44f+O4YfRHfFgcxe5Q6vXmLAjqmPSk28DAJ5++mmZI7k3tas/XP8zC9fhiLGrziL+l/dRmHwDAGBpZYULkZFM2hEREREREdUBKqUCC0e0Q6H+OHacj8f4lUexfGwndG/qLHdo9RYTdkR1TE5mOgBgyAvvICC4g8zR3FtWIbA/QSDTzhX+LyxGd5dCFMZfxk9zX0diYiITdkRERERERHWEWqnA10+1x4urjmHXhQQ8++NRrPhvJ3Rp7CR3aPUSE3ZEdZSTpy+8m7WSO4xyNWpSiE2nbiE+PQ/7b2vQ2aWp3CERERERERFRFWhUCix6uj2eX3kM4f/cxn9XHMH/PdsZHXwd5Q6t3uGgE0RUo6w0KjzWzhu+TlYoNAgcuK2CTfuhcodFREREREREVaBVKfHtMx3wQFNnZOfrMWbZEZyMSZU7rHqHCTsiqnEalQLDgj0R6GELQIJjvwn4/ngaCvUGuUMjIiIiIiKiSrJQK/H96I7o2tgRmXmFeGbpIRy7niJ3WPUKE3ZEVCuUCgl9W7oiyL4QALD1cjae/fEo0nMLZI6MiIiIiIiIKstSo8TSMZ3Q2c8RGbmFGL30EA5dTZI7rHqDCTsiqjWSJCHA1oCE3z+CRgmE/3MbwxcfQExyttyhERERERERUSXptCqsGNcJDzR1Rla+HmOWH8Zfl27LHVa9wIQdEdW6nH8i8FGIM1xttPgnPhOPfPM3jl1PljssIiIiIiIiqiQrjQo/jOmIkAAX5BYY8OyPR7ErMl7usOo8JuyISBZNHNXYOLkHWnnaIikrHyO/P4SNJ2/KHRYREZm5OXPmoFOnTrCxsYGrqyseeeQRXLx4Ue6wiIiIGjQLtRLfPtMRA1q5Ib/QgAmrjmHrmVi5w6rTmLAjItl42Fnilxe6oV9g0UH95bUnMWdrJAejICKiMoWHh2PSpEk4ePAgwsLCUFhYiP79+yMrK0vu0IiIiBo0jUqBr59qj2FtPFGgF5i0+jh+PhItd1h1lkruAIioYdNpVfj26Q6Yu/0Cvg2/im/Dr+LczXR8ObIdHHUaucMjIiIzs23bNpPHy5cvh6urK44dO4YHH3xQpqiIiIgIANRKBRY82RY6jRJrj8TgzXVnkJJdgAm9msgdWp3DK+yISHYKhYTpg1ri66fawUqjxP7LiRj21X6cvZkmd2hERGTm0tKKzhWOjo4yR0JEREQAoFRImPNYa7zYuyhJ98nWC/h4SySEEDJHVrfwCjsiMhtDgz3RzNUGL/zfUVxLysbjiw/g40db4/EO3nKHRkREZkgIgalTp+KBBx5AUFBQqWXy8vKQl5dnfJyenl5b4REREdW4yMhIuUMoUz9XILuNDX48lYHv9l3FpehYTOxoB6VCqrH3dHZ2ho+PT429fm1iwo6IzEqAuw02Tn4AU38+iV0XEvDar6dw6kYq3h0SCI2KFwUTEdG/Jk+ejNOnT2P//v1llpkzZw5mzZpVi1ERERHVvPTk2wCAp59+WuZIyqcLCoXToJew51oONu8MR+KmuRAFeeUvWAWWVla4EBlZL5J2TNgRkdmxs1Tj+9EdsXDXJSzcdQkrI64jMjYdXz/VHm62FnKHR0REZmDKlCnYtGkT9u3bB2/vsq/Enj59OqZOnWp8nJ6ejkaNGtVGiERERDUmJ7PoivEhL7yDgOAOMkdTvlvZBhxKUsCqaWcEv/UrergUwkJZve8RH30FP819HYmJiUzYERHVFIVCwqv9miPY2w6v/HwSR66lYPDCvzD/ybbo1dxF7vCIiEgmQghMmTIFv//+O/bu3Qt/f/97ltdqtdBqtbUUHRERUe1y8vSFd7NWcodRLm8AjdJy8MepWKTmA/uSrPBIWy8ONHgPvL+MiMxaaEs3bJr8AFp62CIpKx9jlh3G3G0XUKA3yB0aERHJYNKkSVi1ahVWr14NGxsbxMXFIS4uDjk5OXKHRkRERPfgYWeJJzp6w85SjYzcQvxyNAY3U3j+LguvsCMiWVS2c9QZ3a2w4mQhtl3JxuK9V7D7TDSmdnWAi66ar6OugPrUkSkRUV2zePFiAEDv3r1N5i9fvhxjx46t/YCIiIiowuytNHiyYyP8cfoWYtNy8fuJm+jb0hUtPGzlDs3sMGFHRLXqfjtHtWreHU6DXsLFJGs899sVJG1ZgJzLh6ozxHLVp45MiYjqGiGE3CEQERHRfbDUKPFYOy9sPxePy7czsf18PBKz8tGjiRMkqeZGkK1rmLAjolpVHZ2jZhUChxINSIENXB9/D01t9Aiy10NZC8f2+taRKRERERERUW1TKRUY3NodB64k4ej1FBy7noKUrHwMaOUOjYq9twFM2BGRTO63c9SmBoEDVxJxPDoVlzOUSBNW6N/KDc7W7FiciIiIiIjI3EmShB5NneFkrcHOyARcTczCL8di8FCwJ2wt1XKHJzumLYmoTlIqJPRs5oKH2njCUq3E7cw8rD0cg+PXU3i7FBERERERUR3Rwt0Ww9t7w0qjRFJmPtYeicGNlGy5w5KdWSfs5syZg06dOsHGxgaurq545JFHcPHixXsus3fvXkiSVGK6cOFCLUVNRLXJ31mHUV184O+sg14I/HU5EeuO30R6ToHcoREREREREVEFuNtZYESnRnCx0SKnQI/1J242+IsxzDphFx4ejkmTJuHgwYMICwtDYWEh+vfvj6ysrHKXvXjxImJjY41Ts2bNaiFiIpKDTqvCsGAPhLZwhVop4WZqDn46FI3zt9Ib9AGeiIiIiIiorrCxUOM/HbzRwt0GQgB/XU7E1rNxyC80yB2aLMy6D7tt27aZPF6+fDlcXV1x7NgxPPjgg/dc1tXVFfb29jUYHRGZE0mSEORlB28HS+w4H4/YtFyERcbjamIm+rRwhZXGrA93REREREREDZ5aqUD/QDe421lg3z+3cSkhE0mZ+Rga7AEHnUbu8GqVWV9hd7e0tDQAgKOjY7ll27VrBw8PD4SGhmLPnj01HRoRmQl7Kw2Gd/BG9yZOUEjAldtZWHUwGhfjMni1HRERERERkZmTJAltvO0xvIM3dFolkrOL+rW7GJchd2i1qs4k7IQQmDp1Kh544AEEBQWVWc7DwwPfffcd1q1bh/Xr1yMgIAChoaHYt29fmcvk5eUhPT3dZCKiukshSejk54gRnXzgpNMgp0CPbefi8MfpWGTksm87IiIiIiIic+dhZ4mRnXzgZW+JfL0B287FYVdkPAr0DeMW2Tpzj9jkyZNx+vRp7N+//57lAgICEBAQYHzcrVs3xMTEYN68eWXeRjtnzhzMmjWrWuMlIvm52GgxsrMPjl5LxuFryYhKzMLNlBx0b+qEYC87SJIkd4hERERERERUBp1WhcfaeeFQVNF3urO30hGblotBQe5wstbKHV6NqhNX2E2ZMgWbNm3Cnj174O3tXenlu3btikuXLpX5/PTp05GWlmacYmJi7idcIjIjSoWELo2d8FRnH3jYWSBfb8Dei7fx27EbSM7Klzs8IiIiIiIiugeFQkK3Jk54tJ0XrDRKJGUV3SJ77lZave72yKwTdkIITJ48GevXr8fu3bvh7+9fpdc5ceIEPDw8ynxeq9XC1tbWZCKi+sXJWov/dPBG7+YuUCsl3ErLxepD0TgclYxCQ8O4pJqIiIiIiKiu8nG0wlOdfeDjaIVCg8DOyARsPhOLnHy93KHVCLO+JXbSpElYvXo1Nm7cCBsbG8TFxQEA7OzsYGlpCaDo6ribN29i5cqVAIAFCxbAz88PrVq1Qn5+PlatWoV169Zh3bp1sq0HEZkHSZLQppE9/F102H0hAdeTshFxNQmRceno3dwFvk46uUMkIiIiIiKiMui0KjzS1hPHrqcg4moSrtzOQmzadfRr6WbeCa4qMOv1Wbx4MQCgd+/eJvOXL1+OsWPHAgBiY2MRHR1tfC4/Px/Tpk3DzZs3YWlpiVatWmHz5s0YPHhwbYVNRGbO1kKNh9t44mJ8Bv66lIjU7AJsOHkLTVx0eLCZC2wt1XKHSERERERERKWQJAkd/Rzh42SF7WfjkZydj42nbqGxtRKSqv70a2fWCbuK3Iu8YsUKk8dvvPEG3njjjRqKiIjqC0mS0MLdFv7OOhy6moyTN1Jx5XYWriVlo5OfAzr4OEClNOteA4iIiIiIiBosVxsLjOzcCH9fTsLJG6m4mqmEx9gFyCmoH10e8dsoETVoWpUSDzZ3wVOdi4YL1xsEDl5NxqpD0biamCl3eERERERERFQGlVKBXgEueKStJyyUArnRZ2Gprh+prvqxFkRE98nZWovH23thYCt36LRKpOUU4I9Tsfj9xE3czsiTOzwiIiIiIiIqg6+TDv3cC5Cy5we5Q6k2TNgREf2PJEkIcLfB6K5+6ODjAIUERCdnY/XhaOw4H4eM3AK5QyQiIiIiIqJSaJSAKKg/F1uYdR92RERy0KgUeKCZM1p72+HA5UT8k5CJyNgM/BOfiabWSkgaS7lDJCIiIiIionqMV9gREZXBzlKNQa098GTHRvC0t4DeIHAxXQmvF37AlktZKNDXj85MiYiIiIiIyLwwYUdEVA53OwsMb++NocEesFYJKK3s8MOJdPT5fC9+PRqDQibuiIiIiIiIqBoxYUdEVAGSJKGJizX6eRQgafs3sNMqEJOcg9d/O42+88Ox/vgN6A1C7jCJiIiIiIioHmDCjoioEhQSkHlyKxYPccHbg1vAUafBtaRsTP3lFPp9EY6NJ28ycUdERERERET3hQk7IqIqsFAp8PyDTfDXGyF4Y2AA7K3UuHo7Cy+vPYkBC/Zh06lbvFWWiIiIiIiIqoQJOyKi+6DTqjCxd1P89UYIpvVvDlsLFS4nZOKlNSfQ5/NwrDp4HbkFernDJCIiIiIiojqECTsiompgY6HG5D7NsP+tPni1b3M4WKkRnZyNdzecxQNz9+CbPZeRllMgd5hERERERERUBzBhR0RUjWwt1Hi5bzP8/VYfzBwWCC97SyRm5uGz7RfR45PdmLMlEvHpuXKHSURERERERGaMCTsiohpgpVFhbA9/7H29N+Y/0QYBbjbIzCvEt/uu4oG5u/HqzydxKiZV7jCJiIiIiIjIDKnkDoCIqD5TKxV4rL03Hm3nhT0XE7B47xUcuZaC30/cxO8nbqKdjz3GdvfDoCAPaFT8DYWIiIiIiIiYsCMiqhWSJKFPCzf0aeGG0zdSseLANfx5KhYnolNxIvokPrKJxKguvniqiw9cbLRyh0tEREREREQy4uUcRES1LNjbHvOfaIu/3+qDqf2aw9VGi4SMPHyx8x/0+GQ3Jq8+jr8vJ8JgEHKHSkRERERERDLgFXZERDJxsdHipdBmmNCrCbaejcWKA9dwIjoVf56OxZ+nY+HrZIUnOzXC8A7ecLWxkDtcIiIiIiIiqiVM2BERyUyjUuDhtl54uK0Xzt5Mw9oj0dhw4hauJ2Xj020XMX/HP+jb0g0jOjdCz2YuUCokuUMmIiIiIiKiGsSEHRGRGQnyssOHXq3x9uCW+PN0LNYcjsaJ6FRsOxeHbefi4G5rgYfbeeLx9t5o7mYjd7hERERERERUA5iwIyKqgsjIyBp/j6YK4L2ulrjeQoWdUdkIv56DuPRcfBt+Fd+GX4W/vQq9/azQ08cC9hbKSr22s7MzfHx8aihyqu+io6ORmJgodxhVxu2fiIiIiMwdE3ZERJWQnnwbAPD000/X/psrVbBq0hm6ViGwbNIRUalA1Ml0LDuegpyo48g6txc5Vw5D5OeU+1KWVla4EBnJpAVVWnR0NFq0bImc7Gy5Q6kybv9EREREZO6YsCMiqoSczHQAwJAX3kFAcAfZ4sjTC9zILkR0lgLJ+UpYNekEqyadoJAE3C0EvK0M8LA0QFXKWODx0Vfw09zXkZiYyIQFVVpiYiJysrMx6s3P4ObTRO5wKo3bPxERERHVBUzYERFVgZOnL7ybtZI1huJUSUp2Pi7EZuCf+Ayk5hTgVo6EWzkKqBQS/J11aOZqDT9nHdTKUrJ3RFXk5tNE9n2AiIiIiKi+YsKOiKiOc7DSoFsTJ3Rt7IjEzHxcSsjAP/GZSMspwKWETFxKyIRKIcHH0QqNXXSw0MsdMREREREREd0LE3ZERPWEJElwsdHCxUaLbo2dcDsjD/8kZOJSfAbScwtxNTELVxOzAKjh9tRcbLiQCQefLPg76+QOnYiIiIiIiO7AhB0RUT0kSRJcbS3gamuBHk2ckJiZjyu3M3E1MQu3M/Jg0agVVp7OwMrTe9HU1RohAS7o1dwVHf0cYKGu3IizREREREREVL2YsCMiqufuvPKua2Mn/BN5Dj/9uAy9R72E84kFuJyQicsJmfj+ryhYqpXo1sQJvZq7oFdzF/jx6jsiIiIiIqJax4QdEVEDY6UCMo7/iZnfz0KTlq2x75/b2PfPbYT/cxsJGXnYfSEBuy8kAAB8HK3Qo6kzujZ2RLfGTnC1tZA5eiIiIiIiovqPCTsiogbMzlKNYW08MayNJ4QQuBCXgfD/JfCOXEtGdHI2og9HY83haABAYxcdujZ2QrfGTujS2BGuNkzgUe0RQiC/0IDcQgPyCvTGv3mFBuQW6lFQKKA3CBQaDP/7K0z+CgjkZqlg/+BouVeFiIiIiOiemLAjIiIARbfOtvSwRUsPW0zo1QRZeYU4eDUJEVeScDAqCedupePq7SxcvZ2F1YeKEnj+zjq087FHex8HtPOxR4CbDVRKhcxrQnWNEAI5BXqk5xYiM7cQWXmFyM7XIyvf9P/sfD2EuN93U0Dj2rg6wiYiIiIiqjFM2BERUal0WhVCW7ohtKUbACAtuwCHryUXJfCuJiEyLh1RiVmISszC+uM3AQBWGiWCve3Q3scBbRvZo5WXHTztLCBJkpyrQjIzGAQy8wuRkVOIjNwCpOea/s3ILUShoeKZOJVCglatgIVKCa1KAa1aCQuVAmqlAiqlBKVCgkqhgEpR9L9SKUEpSZAkIDnuJv5YvQ7AsJpbYSIiIiKi+8SEHRERVYidlRr9At3QL7AogZeanY8TMak4cT0Fx6NTcTImFZl5hTh4NRkHryYbl7O3UqOVpy0CPWzRytMOrTxt0djFGkoFk3j1hd4gjIm39NwCpOcU/S1+nJlXWKEr43RaJWy0aui0Sui0Kug0Klhpiv630iih06hgoVFApaj6VZw3MmKQF3OmyssTEREREdUGJuyIiKhK7K00CAlwRUiAK4CipM3lhEwcj07B8espOHMzDZcTMpGaXYC/Lyfh78tJxmW1KgUau1ijqas1mrjo0NS16H9/Zx20KqVcq0RlyC80IDYtBzdScvD31WzY9XwaRxKViEiLKbqNNa+w3NdQSICNhRo2FirYWKhg+7//i/9aW6juKxFHRERERFSf1ImE3aJFi/DZZ58hNjYWrVq1woIFC9CzZ88yy4eHh2Pq1Kk4d+4cPD098cYbb2DChAm1GDERUcOjVEgIcLdBgLsNRnb2AQDkFuhxKT4T52PTcO5WOs7dSkdkbDqy8/WIjC36/04KCWjkaAUfR6t//zpYoZGjJRo5WMHeSs3ba6tZfqEBCRm5iE/PRWxaLuKKp/SivzdTcxCXnmtyhZx99xGIzgaAXOM8pUKCrYUKtpbqEsk4Wws1rLRKKPjZUTWqbPuQiIiIqC4x+4Tdzz//jFdeeQWLFi1Cjx498O2332LQoEE4f/48fHx8SpSPiorC4MGDMX78eKxatQp///03Jk6cCBcXFzz++OMyrAERUcNloVaitbcdWnvbGecZDAIxKdm4nJD573S76G9GbiGuJ2XjelJ2qa9no1XBw94CbrYWcLWxgJutFm62RX9dbS3gYq2Fo04DK42yQSf28gr1SM7KR1JmPpKy8pGUmYfkrHwkZuYjOSsPSZn5iM/IRVxaHhIz8yr0mhZqBbwdrGCjKMC+rb+jW0h/NPL2NiblGnqdU+2qbPuQiIiIqK4x+4Td/Pnz8eyzz+K5554DACxYsADbt2/H4sWLMWfOnBLllyxZAh8fHyxYsAAA0LJlSxw9ehTz5s1jwo6IyAwoFBJ8nXTwddIZB7QAikYKvZ2ZhysJWYhJzkZMSjZikrMRnZyNmJQc3M7IQ0ZeITLiM/FPfOY930OjVMBBp4aDlQYOVho46jSws1LDRquClUYFnVYJa60KOq3K+Ld4nqVaCY1KAU3xIAYKqcYTUUII5BUakFdgQE6BHjkFeuTe8Te3QI+cfINJP3F39hd35wAOadkFyKjALap30igVcLXVwsOuKBnqbmsBd7uiydvBCt4OlnDSaSBJEo4fP44Ory5CwMN94e1mU0M1QnRvlW0fEhEREdU1Zp2wy8/Px7Fjx/DWW2+ZzO/fvz8OHDhQ6jIRERHo37+/ybwBAwZg6dKlKCgogFqtrrF4iYio6iRJgqtN0ZVz3Zo4lXg+t0CPGynZiEvLQ3x6LuIzchGflov49Dzj/4lZ+cgvNCBfbyian16xq8fuHVdRQkujVJgk8hRSUcwSAEiA4n//SxIgoWhEUgAoNAjoDQKFBgP0emF8XKA3/G++QL7eUKFBGSpDpZDgqNPAyVoLJ50GTtZFiUvn/12F6GKthbudBTzsLOBgpYGCg4BQHVGV9iERERFRXWPWCbvExETo9Xq4ubmZzHdzc0NcXFypy8TFxZVavrCwEImJifDw8CixTF5eHvLy/v1Sl5aWBgBIT08vUbY6ZGYWXRly49I55OWUftuXOYuPvgIAiLv2D67orGSOpvIYv7wYv/xu34gCABw7dsx4PKpr3BQKuCgMCHIA4FA8Vw0hVMjXC6TnG5CZB2QWGJCRZ0BGvgFZBQbkFgjkFArkFhqQW/jv/zkFArl6ILdQIL9Q4O7cWc7/ptqgkACNUoJWJUGjKPq/eLJSS7BUSbBSK2ClkWClUhT9r5ZgpVHAUiXBWi3B1kIBK1XxlYECQN7/pv/JLZqSE4Hk0sMo08WLFwHU3XNY8fafmZlZI+f54tcU1Z2BJaPKtg/ZzpNffTh3VjfWiSnWR0msk5JYJ6ZYHyXVu3aeMGM3b94UAMSBAwdM5n/44YciICCg1GWaNWsmPv74Y5N5+/fvFwBEbGxsqcvMmDFDoOgbDSdOnDhx4sSJ031PMTEx1dMYohIq2z5kO48TJ06cOHHiVJ1TbbXzzPoKO2dnZyiVyhK/liYkJJT4VbWYu7t7qeVVKhWcnEreYgUA06dPx9SpU42PDQYDkpOT4eTkVCP9FqWnp6NRo0aIiYmBra1ttb8+lY11Lw/WuzxY7/JgvcvDXOpdCIGMjAx4enrKFkN9V9n2Idt58mJ9/It1YYr18S/WhSnWx79YF6bkro/abueZdcJOo9GgQ4cOCAsLw6OPPmqcHxYWhocffrjUZbp164Y//vjDZN6OHTvQsWPHMvuv02q10Gq1JvPs7e3vL/gKsLW15U4nE9a9PFjv8mC9y4P1Lg9zqHc7OztZ37++q2z7kO0888D6+BfrwhTr41+sC1Osj3+xLkzJWR+12c5T1No7VdHUqVPxww8/YNmyZYiMjMSrr76K6OhoTJgwAUDRr6ajR482lp8wYQKuX7+OqVOnIjIyEsuWLcPSpUsxbdo0uVaBiIiIiKpRee1DIiIiorrOrK+wA4Ann3wSSUlJmD17NmJjYxEUFIQtW7bA19cXABAbG4vo6GhjeX9/f2zZsgWvvvoqvvnmG3h6euLLL7/E448/LtcqEBEREVE1Kq99SERERFTXmX3CDgAmTpyIiRMnlvrcihUrSszr1asXjh8/XsNRVZ1Wq8WMGTNK3J5BNY91Lw/WuzxY7/JgvcuD9d7w3Kt9KCdui6ZYH/9iXZhiffyLdWGK9fEv1oWphlYfkhC1NR4tERERERERERERlcfs+7AjIiIiIiIiIiJqSJiwIyIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIiIiIiIiIjMCBN2Mli0aBH8/f1hYWGBDh064K+//pI7pHpl5syZkCTJZHJ3dzc+L4TAzJkz4enpCUtLS/Tu3Rvnzp2TMeK6ad++fRg2bBg8PT0hSRI2bNhg8nxF6jkvLw9TpkyBs7MzdDodHnroIdy4caMW16LuKa/ex44dW2L779q1q0kZ1nvlzZkzB506dYKNjQ1cXV3xyCOP4OLFiyZluM1Xv4rUO7d5Mjd1vZ1XHe2oiuxzKSkpeOaZZ2BnZwc7Ozs888wzSE1NNSkTHR2NYcOGQafTwdnZGS+99BLy8/NrbN1rq21TXet+5swZ9OrVC5aWlvDy8sLs2bNRneMJ1laboy7UR222A8y9Pmrz3GzudQEAixcvRnBwMGxtbWFra4tu3bph69atxucbynZRkbpoSNtFtRFUq9auXSvUarX4/vvvxfnz58XLL78sdDqduH79utyh1RszZswQrVq1ErGxscYpISHB+Pwnn3wibGxsxLp168SZM2fEk08+KTw8PER6erqMUdc9W7ZsEe+8845Yt26dACB+//13k+crUs8TJkwQXl5eIiwsTBw/flyEhISINm3aiMLCwlpem7qjvHofM2aMGDhwoMn2n5SUZFKG9V55AwYMEMuXLxdnz54VJ0+eFEOGDBE+Pj4iMzPTWIbbfPWrSL1zmydzUh/aedXRjqrIPjdw4EARFBQkDhw4IA4cOCCCgoLE0KFDjc8XFhaKoKAgERISIo4fPy7CwsKEp6enmDx5co2te221bapj3dPS0oSbm5sYMWKEOHPmjFi3bp2wsbER8+bNq7X6qK7jb12oj9psB5h7fdTmudnc60IIITZt2iQ2b94sLl68KC5evCjefvttoVarxdmzZ4UQDWe7qEhdNKTtorowYVfLOnfuLCZMmGAyr0WLFuKtt96SKaL6Z8aMGaJNmzalPmcwGIS7u7v45JNPjPNyc3OFnZ2dWLJkSS1FWP/c3YirSD2npqYKtVot1q5dayxz8+ZNoVAoxLZt22ot9rqsrMbzww8/XOYyrPfqkZCQIACI8PBwIQS3+dpyd70LwW2ezEt9aOfdbzuqIvvc+fPnBQBx8OBBY5mIiAgBQFy4cEEIUZQsUigU4ubNm8Yya9asEVqtVqSlpVXb+palpto21bXuixYtEnZ2diI3N9dYZs6cOcLT01MYDIZqrIkiNdXmqKv1UVPtgLpYHzV1bq6LdVHMwcFB/PDDDw16uyhWXBdCcLuoCt4SW4vy8/Nx7Ngx9O/f32R+//79ceDAAZmiqp8uXboET09P+Pv7Y8SIEbh69SoAICoqCnFxcSafgVarRa9evfgZVKOK1POxY8dQUFBgUsbT0xNBQUH8LO7T3r174erqiubNm2P8+PFISEgwPsd6rx5paWkAAEdHRwDc5mvL3fVejNs8mYP61M67n3ZURfa5iIgI2NnZoUuXLsYyXbt2hZ2dnUmZoKAgeHp6GssMGDAAeXl5OHbsWM2tfBnMbd0jIiLQq1cvaLVakzK3bt3CtWvXqr8CynC/x9+6Wh811Q6oi/VRU+fmulgXer0ea9euRVZWFrp169agt4u766JYQ9wu7gcTdrUoMTERer0ebm5uJvPd3NwQFxcnU1T1T5cuXbBy5Ups374d33//PeLi4tC9e3ckJSUZ65mfQc2qSD3HxcVBo9HAwcGhzDJUeYMGDcJPP/2E3bt34/PPP8eRI0fQp08f5OXlAWC9VwchBKZOnYoHHngAQUFBALjN14bS6h3gNk/mo7608+63HVWRfS4uLg6urq4l3tvV1dWkzN3v4+DgAI1GI0t9mtu6l1am+HFt1U91HH/rYn3UZDugrtVHTZ6b61JdnDlzBtbW1tBqtZgwYQJ+//13BAYGNsjtoqy6ABredlEdVHIH0BBJkmTyWAhRYh5V3aBBg4z/t27dGt26dUOTJk3w448/Gju15GdQO6pSz/ws7s+TTz5p/D8oKAgdO3aEr68vNm/ejMcee6zM5VjvFTd58mScPn0a+/fvL/Ect/maU1a9c5snc1PX2xg11Y66u0xp5atSpraZ07qXFktZy9aE6jr+1rX6qOl2QF2qj5o+N9eVuggICMDJkyeRmpqKdevWYcyYMQgPD7/n+9fX7aKsuggMDGxw20V14BV2tcjZ2RlKpbJExjYhIaFEdpeqj06nQ+vWrXHp0iXjKGf8DGpWRerZ3d0d+fn5SElJKbMM3T8PDw/4+vri0qVLAFjv92vKlCnYtGkT9uzZA29vb+N8bvM1q6x6Lw23eZJLfW3nVbYdVZF9zt3dHfHx8SXe6/bt2yZl7n6flJQUFBQUyFKf5rbupZUpvrVMru2tKsffulYfNd0OqEv1UdPn5rpUFxqNBk2bNkXHjh0xZ84ctGnTBgsXLmyQ20VZdVGa+r5dVAcm7GqRRqNBhw4dEBYWZjI/LCwM3bt3lymq+i8vLw+RkZHw8PCAv78/3N3dTT6D/Px8hIeH8zOoRhWp5w4dOkCtVpuUiY2NxdmzZ/lZVKOkpCTExMTAw8MDAOu9qoQQmDx5MtavX4/du3fD39/f5Hlu8zWjvHovDbd5kkt9bedVth1VkX2uW7duSEtLw+HDh41lDh06hLS0NJMyZ8+eRWxsrLHMjh07oNVq0aFDhxpd59KY27p369YN+/btQ35+vkkZT09P+Pn5VX8FVEBVjr91pT5qqx1QF+qjts7NdaEuyiKEQF5eXoPaLspSXBelaWjbRZVU9ygWdG9r164VarVaLF26VJw/f1688sorQqfTiWvXrskdWr3x2muvib1794qrV6+KgwcPiqFDhwobGxtjHX/yySfCzs5OrF+/Xpw5c0aMHDmyxNDaVL6MjAxx4sQJceLECQFAzJ8/X5w4cUJcv35dCFGxep4wYYLw9vYWO3fuFMePHxd9+vQpMWw3mbpXvWdkZIjXXntNHDhwQERFRYk9e/aIbt26CS8vL9b7fXrxxReFnZ2d2Lt3r8lQ9NnZ2cYy3OarX3n1zm2ezE19aOdVRzuqIvvcwIEDRXBwsIiIiBARERGidevWYujQocbnCwsLRVBQkAgNDRXHjx8XO3fuFN7e3mLy5Mk1tu611bapjnVPTU0Vbm5uYuTIkeLMmTNi/fr1wtbWVsybN69W6qM6j791oT5qsx1g7vVRm+dmc68LIYSYPn262Ldvn4iKihKnT58Wb7/9tlAoFGLHjh1CiIazXZRXFw1tu6guTNjJ4JtvvhG+vr5Co9GI9u3bmwyBTffvySefFB4eHkKtVgtPT0/x2GOPiXPnzhmfNxgMYsaMGcLd3V1otVrx4IMPijNnzsgYcd20Z88eAaDENGbMGCFExeo5JydHTJ48WTg6OgpLS0sxdOhQER0dLcPa1B33qvfs7GzRv39/4eLiItRqtfDx8RFjxowpUaes98orrc4BiOXLlxvLcJuvfuXVO7d5Mkd1vZ1XHe2oiuxzSUlJYtSoUcLGxkbY2NiIUaNGiZSUFJMy169fF0OGDBGWlpbC0dFRTJ48WeTm5tbYutdW26a61v306dOiZ8+eQqvVCnd3dzFz5kxhMBhqpT6q8/hbF+qjNtsB5l4ftXluNve6EEKIcePGGY/5Li4uIjQ01JisE6LhbBfl1UVD2y6qiyTE/3rWIyIiIiIiIiIiItmxDzsiIiIiIiIiIiIzwoQdERERERERERGRGWHCjoiIiIiIiIiIyIwwYUdERERERERERGRGmLAjIiIiIiIiIiIyI0zYERERERERERERmREm7IiIiIiIiIiIiMwIE3ZERERERERERERmhAk7IiIiIiIiIiIiM8KEHRERERERERERkRlhwo6IiIiIiIiIiMiMMGFHRERERERERERkRpiwIyIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIiIiIiIiIjMCBN2REREREREREREZoQJOyIiIiIiIiIiIjPChB0REREREREREZEZYcKOiIiIiIiIiIjIjDBhR0REREREREREZEaYsCMiIiIiIiIiIjIjTNgRERERERERERGZESbsiIiIiIiIiIiIzAgTdkRERERERERERGaECTsiIiIiIqoWixYtwooVK+QOo1bt3bsXkiRh7969lV722rVrkCQJ8+bNK7fsli1bMHPmzAq/9tixY+Hn51fpmCrKz88PkiRBkiRMnjy5xt6nPmuI+0tF3M8+VRcVHweK11eSJLPcLorjrO7YJEkyObatWLECkiQB+HdbuHbtmvH5V155xXjssba2rtZYzA0TdlQmnkD+VdrB6cCBA5g5cyZSU1Or/LozZ840HozMVWXXs6bXqXfv3sYD9NChQ2vsfeqz1atXY8GCBXKHYXZqqhFizu5cXz8/v0p9EaxNdzfkqoOfnx/Gjh1rfHxng/DuhjMALFiwwHjskSQJiYmJ1RoPUX3RENuP7du3R0REBNq3b1+j77NlyxbMmjWrRt+jsgYPHoyIiAhMmzZN7lDqpIa4v1REbe1TVDkeHh6IiIjAkCFDZI3j1VdfRUREBAYPHixrHLWBCTsqE08g/yrt4HTgwAHMmjXrvhJ2dYE5rme7du0QERGBzz//XO5Q6iQm7EpnLo0QKikiIgLPPfecrDGMGDECERERePbZZ2WNg6g2CSGQk5MjdxjQ6/XIy8uTO4wy2draomvXrrC1tZU7lFrn4uKCrl271uiVfHUF95eKK6ueCgoKUFhYWO37VE5ODoQQ1fJaDZlWq0XXrl3h4uIiaxy+vr5mEUdtYMKugeAJ5P6Yy8GJihSfxAMCAuQOxSyYw75tLseYe8nOzi51fvFxqbr38+JGJ92/rl27wtvbW9YY3N3dzSIOqrs2btyI4OBgaLVaNG7cGAsXLiz1qnQhBBYtWoS2bdvC0tISDg4OGD58OK5evWpSrnfv3ggKCsKRI0fQs2dPWFlZoXHjxvjkk09gMBhMyqanp2PatGnw9/eHRqOBl5cXXnnlFWRlZZmUK761ccmSJWjZsiW0Wi1+/PFHAMCsWbPQpUsXODo6wtbWFu3bt8fSpUtNvgT7+fnh3LlzCA8PN16NemciJzo6Gk8//TRcXV2h1WrRsmVLfP755ybxFl/h+umnn+LDDz+Ev78/tFot9uzZA4PBgA8//BABAQGwtLSEvb09goODsXDhwjLrXQgBNzc3TJo0yThPr9fDwcEBCoUC8fHxxvnz58+HSqUy+ZHy6NGjeOihh+Do6AgLCwu0a9cOv/zyi8l7lHX73vfff4/mzZtDq9UiMDAQq1evvudtqvPnz4e/vz+sra3RrVs3HDx40Pjc2LFj8c033xg/p+LpztvEKiI3NxfTp0832RYmTZpU6g+zq1evRrdu3WBtbQ1ra2u0bdsWS5cuLfc9iutjzZo1eOedd+Dp6QlbW1v07dsXFy9erFCc3F/k2V+Kpaam4rXXXkPjxo2h1Wrh6uqKwYMH48KFC8YyFVnH4vUcOnQo1q9fj3bt2sHCwgKzZs0ybif/93//h9deew1eXl7QarW4fPlymftURfbH4tspd+zYgXHjxsHFxQVWVlZ18jvonfbv34/Q0FDY2NjAysoK3bt3x+bNm03KFK/7nj178OKLL8LZ2RlOTk547LHHcOvWLWO5119/HXZ2dtDr9cZ5U6ZMgSRJ+Oyzz4zzkpKSoFAo8NVXXwEo/W6U4v3y3LlzGDlyJOzs7ODm5oZx48YhLS3NJL709HSMHz8eTk5OsLa2xsCBA/HPP/9UZzXVP4IqbcOGDaJ169ZCo9EIf39/sWDBAjFjxgxxd3UaDAbxzTffiDZt2ggLCwthb28vHn/8cXHlyhWTcr169RKtWrUShw8fFg888ICwtLQU/v7+Ys6cOUKv15uUTUtLE6+99prw8/MTarVaeHp6ipdffllkZmaalAMgJk2aJBYvXixatGgh1Gq1WLx4sRBCiJkzZ4rOnTsLBwcHYWNjI9q1ayd++OEHYTAYjMv7+voKACaTr6+v8fnr16+LUaNGCRcXF6HRaESLFi3EvHnzTOKNiooSAMTcuXPFBx98IPz8/IRSqRRbt24Ver1efPDBB6J58+bCwsJC2NnZidatW4sFCxaUW/8pKSli6tSpwt/fX2g0GuHi4iIGDRokIiMjjWUqso7F6zlkyBCxfv160bp1a6HVaoW/v79YuHChSbnidVm+fLkQQhg/77unPXv2CCGEWLt2rejXr59wd3cXFhYWokWLFuLNN98s8TmVtt1URGRkpBgxYoRwdXUVGo1GNGrUSDzzzDMiNzfXWObMmTPioYceEvb29kKr1Yo2bdqIFStWmLxOeZ9DeetZmtLWSa/Xi7lz54qAgADjZ/bMM8+ImJiYEstv3bpV9OnTR9ja2gpLS0vRokUL8fHHHxuf79Wrl+jVq1eJ5Yo/o88++0x8/vnnws/PT+h0OtG1a1cRERFRkWoVf/31l+jatavQarXC09NTvPvuu+L7778XAERUVJRJ2bVr14quXbsKKysrodPpRP/+/cXx48dNyowZM0bodDpx6dIlMWjQIKHT6YS3t7eYOnWqyWclhBB5eXnigw8+MNaRs7OzGDt2rEhISDApV7zNrlu3TrRt21ZotVrx5ptvCiGE+Prrr0XPnj2Fi4uLsLKyEkFBQWLu3LkiPz/fpP5K+0yLJSUliRdffFF4enoKtVot/P39xdtvv10i3nsdYxYtWiSCg4OFTqcT1tbWIiAgQEyfPr3c+s/NzRWzZs0SLVq0EFqtVjg6OorevXuLv//+21imIutYvJ6tWrUS4eHholu3bsLS0lI8+eST9zwu3b2fF/vnn3/EyJEjTY53X3/9tUmZPXv2CABi5cqVYurUqcLT01NIkmRyXDJHd66vr6+vmDFjhsnzFTmOFK/76tWrxdtvvy08PDyEjY2NCA0NFRcuXDCW+/rrr4UkSSI+Pt44b968eQKAmDhxonGeXq8X9vb2YurUqSZx3hnb8uXLBQCxe/duMWHCBOHk5CQcHR3Fo48+Km7evGkSX35+vnj99deFm5ubsLS0FD169BCHDh0Svr6+YsyYMSXWIyoqyrgtlHasKz7G3b59u7zqJTLaunWrUCgUonfv3uL3338Xv/76q+jSpYvw8/Mrcc4cP368UKvV4rXXXhPbtm0Tq1evFi1atBBubm4iLi7OWK5Xr17CyclJNGvWTCxZskSEhYWJiRMnCgDixx9/NJbLysoSbdu2Fc7OzmL+/Pli586dYuHChcLOzk706dPHpG0EQHh5eYng4GCxevVqsXv3bnH27FkhhBBjx44VS5cuFWFhYSIsLEx88MEHwtLSUsyaNcu4/PHjx0Xjxo1Fu3btREREhIiIiDCeGxMSEoSXl5dwcXERS5YsEdu2bROTJ08WAMSLL75ofI3i/c/Ly0uEhISI3377TezYsUNERUWJOXPmCKVSKWbMmCF27doltm3bJhYsWCBmzpx5z/ofMWKEaN68ufHxwYMHBQBhaWkpfvrpJ+P8QYMGic6dOxsf7969W2g0GtGzZ0/x888/i23btomxY8eWOFcUHz/uPGZ8++23AoB4/PHHxZ9//il++ukn0bx5c+Hr62vSpi5eXz8/PzFw4ECxYcMG43cNBwcHkZqaKoQQ4vLly2L48OECgLFuIyIiSpyf7zRmzBiT9zIYDGLAgAFCpVKJ9957T+zYsUPMmzdP6HQ60a5dO5PXeu+99wQA8dhjj4lff/1V7NixQ8yfP1+89957xjJ3H0fvrg8/Pz8xatQosXnzZrFmzRrh4+MjmjVrJgoLC8uMWQjuL0LIu7+kp6eLVq1aCZ1OJ2bPni22b98u1q1bJ15++WWxe/duY7mKrKMQRduJh4eHaNy4sVi2bJnYs2ePOHz4sHE78fLyEsOHDxebNm0Sf/75p0hKSip1n6ro/ljcRvDy8hLPP/+82Lp1q/jtt9/uud0VFBRUaLr7u2RVl6usvXv3CrVaLTp06CB+/vlnsWHDBtG/f38hSZJYu3ZtiXVv3LixmDJliti+fbv44YcfhIODgwgJCTGW27ZtmwAgDhw4YJzXokULYWlpKfr162ec9/PPPwsA4vz580KIkt+Jhfi3XRQQECDef/99ERYWJubPny+0Wq3473//ayxnMBhESEiI0Gq14qOPPhI7duwQM2bMEI0bNy7Rzquo4u9a9RkTdpXEE0j9O4F4eXkJHx8fsWzZMrFlyxYxatQoY+Ln7nUpPjjFxMSIKVOmCABi/fr1xjpKS0sTQgjxwQcfiC+++EJs3rxZ7N27VyxZskT4+/ubHCiFqFrC7uTJk8La2lr4+fmJJUuWiF27dolVq1aJJ554QqSnpwshhLhw4YKwsbERTZo0EStXrhSbN28WI0eONCYqipX3OZS3nqUpbZ2ef/55AUBMnjxZbNu2TSxZskS4uLiIRo0amXzp/eGHH4QkSaJ3795i9erVYufOnWLRokUmX+bLS9iV1+Aty6lTp4SFhYUIDg4Wa9euFZs2bRKDBw827tt3Juw++ugjIUmSGDdunPjzzz/F+vXrRbdu3YROpxPnzp0zlhszZozQaDSiZcuWYt68eWLnzp3i/fffF5IkmWyLer1eDBw4UOh0OjFr1iwRFhYmfvjhB+Hl5SUCAwNFdna2sWxZjR4hhHj11VfF4sWLxbZt28Tu3bvFF198IZydnU1OlufOnRM9evQQ7u7uJg1+IYTIyckxJtrmzZsnduzYId577z2hUqnE4MGDTeqrrGPMmjVrBAAxZcoUsWPHDrFz506xZMkS8dJLL92z/gsKCkRISIhQqVRi2rRpYsuWLWLTpk3i7bffFmvWrDGWq8g6ClG0nTg6OopGjRqJr776SuzZs0eEh4ff87hUWiPk3LlzxkT2ypUrxY4dO8Rrr70mFAqFyfHqXo3OshQWFlaokXf3Dze11Tis6HGkol/MLly4YEzsFRs4cKCwtLQUzZo1M847dOiQACC2bNlinFdWwq68BqkQRfuhJEni9ddfN37h9PLyEra2tqV+0SwPE3ZUFZ06dRKNGjUSeXl5xnkZGRnCycnJ5JwZEREhAIjPP//cZPmYmBhhaWkp3njjDeO84h9gDh06ZFI2MDBQDBgwwPh4zpw5QqFQiCNHjpiU++2330rd1+zs7ERycvI910ev14uCggIxe/Zs4eTkZHK8adWqVann6bfeeqvUeF988UUhSZK4ePGiEOLf83mTJk1K/BgzdOhQ0bZt23vGVpoffvhBABDR0dFCCCE+/PBD0aJFC/HQQw8Zzx/5+flCp9OJt99+27hcixYtRLt27URBQUGJODw8PIzH57uTC3q9Xri7u4suXbqYLHf9+nWhVqtLTdi1bt3aJKFw+PBhAcDkHDhp0qRKtRvvTtgVf0n/9NNPTcoVfyn/7rvvhBBCXL16VSiVSjFq1Kh7vn55Cbu72w6//PKLMeF4L9xf5N1fZs+eLQCIsLCwCi9zr3X09fUVSqXSGHOx4u3kwQcfLPF6pSXsKro/FrcRRo8eXeH4S/sxu7TpzjZicd1XZLrXxQ4V0bVrV+Hq6ioyMjKM8woLC0VQUJDw9vY21nfxut/53UkIIT799FMBQMTGxgohivIKGo1GzJ49WwghxI0bNwQA8eabbwpLS0tj8n78+PHC09OzxDqXlrC7+7gyceJEYWFhYYxt69atAkCJC2M++ugjJuzugQm7SuIJpP6dQCRJEidPnjRZpl+/fsLW1lZkZWWZrMudB6fPPvusRCKnNAaDQRQUFIjw8HABQJw6dcr4XFUSdn369BH29vYlrry604gRI4RWqzU2TIsNGjRIWFlZGZNXFfkcKrqexe5ep8jIyFJPHMVfyosbxhkZGcLW1lY88MAD90w0lJewq0iDtzT/+c9/hE6nM/kSrtfrRWBgoMn6R0dHC5VKJaZMmWKyfEZGhnB3dxdPPPGEcd6YMWMEAPHLL7+YlB08eLAICAgwPi5Ocq1bt86k3JEjRwQAsWjRIuO8sho9dyve7leuXCmUSqXJsWDIkCEmDfhiS5YsKTXeuXPnCgBix44dxnllHWMmT54s7O3t7xlbaVauXCkAiO+//77Cy9xrHYuPq7t27TJZ5l7HpdL28wEDBghvb+8SSerJkycLCwsL43veq9FZltKuZC5tursBU5VGZVVU9DhSmS9m3t7eYty4cUKIoqtKdTqdePPNNwUAcf36dSFEUcNNrVabXJFcVsKuvAZp8fHn1VdfNSn3008/CQBM2FGtyMzMFJIklThvCCGMV4cUe+edd4xXot6dhO/atavJ1V+9evUS7u7uJV5zxIgRokWLFsbHPXr0EMHBwSVeLyMjQ0iSZNImBSAeffTRUtdj165dIjQ0VNja2pY43tz5Q3RZ7cfOnTuLwMDAEvOL2wPFV2kXH4vv3m+FKGoHSpIkXnzxRbFt27Z7/oB4p2vXrgkAYtmyZUKIorqbMmWK+PLLL4W3t7cQQhjbacU/AF+6dEkAEPPmzStRd4sWLRLAv1ed3J1cOH/+fKnfA4QQonfv3qUm7N566y2Tcrm5uQKA+OSTT4zz7jdh98YbbwgAJdqQBoNB6HQ68eSTTwoh/r068M6rb0pTXsJuyZIlJvOLf7i584qgu3F/KSLn/tKtWzeTK1LLUtF19PX1Fe3atSuxfPF2cncC587nivepyuyPxW2EjRs3Vmh9hShqc1dkSkxMNC6Tl5dX4eWKL6qoiuJ94u42jxD/ttGL7+goXvdt27aZlCtO1h88eNA4r1evXsZ26/Lly4W9vb1ITEwUSqVS7Ny5UwghhL+/v0ni814JuzvvqhDi3+8VxdtC8fHnzjq88zWZsCsd+7CrhKysLBw9ehSPPPIINBqNcb61tTWGDRtmUvbPP/+EJEl4+umnUVhYaJzc3d3Rpk2bEvfju7u7o3PnzibzgoODcf36dZPXDAoKQtu2bU1ec8CAAaXe49+nTx84ODiUWI/du3ejb9++sLOzg1KphFqtxvvvv4+kpCQkJCSUWw+7d+9GYGBgiXjHjh0LIQR2795tMv+hhx6CWq02mde5c2ecOnUKEydOxPbt25Genl7u+wLA1q1b0bx5c/Tt27fcGCu6jq1atUKbNm1M5j311FNIT0/H8ePHKxTX3a5evYqnnnoK7u7uxvfv1asXACAyMrJKrwkU9cEVHh6OJ5544p79bO3evRuhoaFo1KiRyfyxY8ciOzsbERERAKr+OVTGnj17jO99p86dO6Nly5bYtWsXgKLBLdLT0zFx4sT7GmV2yJAhUCqVxsfBwcEAYLIvlSY8PBx9+vSBs7OzcZ5CocATTzxhUm779u0oLCzE6NGjTfZDCwsL9OrVq8R+KElSieNDafu2vb09hg0bZvKabdu2hbu7e4nXDA4ORvPmzUusw4kTJ/DQQw/BycnJuN2NHj0aer2+Qv1D7N69GzqdDsOHDzeZX/zZFX9WxUo7xnTu3BmpqakYOXIkNm7cWOGRNLdu3QoLCwuMGzfunuUqs44ODg7o06dPqa9T2nHpbrm5udi1axceffRRWFlZmXw2gwcPRm5urkn/QgDw+OOPV2Bti/zxxx84cuRIudPzzz9vslxFljly5EiJ7a6yKnocKfbQQw+ZPC5t3wsNDcXOnTsBFO3z2dnZmDp1KpydnREWFgYA2LlzJ7p16wadTldujOW9Z/HxZ9SoUSblnnjiCahUqnJfn6g6pKSkGPtRu9vd8+Lj441l1Wq1yXTw4MESx1QnJ6cSr6nVak36FI2Pj8fp06dLvJ6NjQ2EECVe08PDo8RrHj58GP379wdQ1C/b33//jSNHjuCdd94BULG+VJOSkkp9bU9PT+Pz5cUxffp0zJs3DwcPHsSgQYPg5OSE0NBQHD169J7v7evriyZNmmDnzp3G41e/fv3Qt29f3LhxAxcvXsTOnTthaWmJ7t27A4Cxb7tp06aVqLuJEycCQJnnuOJ1qchnXuzuz1Kr1QKo3n5qk5KSoFKpSrQhJUmCu7u7Me7bt28DwH332VmVdeL+UkTO/eX27dvlfvaVXcfS4qvIc8Wqsj9W5HWLtW3btkKTo6OjcRmNRlPh5aytrSscy92K94nKbA8V2ff69u2LgwcPIisrCzt37kSfPn3g5OSEDh06YOfOnYiKikJUVFS537sr+p7Fx5+7y7m7u1fo9RsqtlYroaonkNI0btzY5HFFTyCXL18u80tmZU4gvXv3xvfffw9vb29oNBps2LABH330UYVPIKV1llvZE4hOp8OqVauwZMkSKJVKPPjgg5g7dy46duxY5nvfvn0bPj4+94yvsutY2kGieN7d61IRmZmZ6NmzJywsLPDhhx+iefPmsLKyQkxMDB577LH7anilpKRAr9eXexKt6Em+qp9DZRS/V1nxFH+xlrNxWBxnRfdtAOjUqVOpr6NQmP4OYmVlBQsLixIx5ebmmrxmamqqyQ8Bd6rIvh0dHY2ePXsiICAACxcuhJ+fHywsLHD48GFMmjSpwvu2u7t7iYSpq6srVCpVhfbtZ555BoWFhfj+++/x+OOPw2AwoFOnTvjwww/Rr1+/Mt/79u3b8PT0LFF/97OO99s4TEpKQmFhIb766itjZ7t3u5/GYWBgYIVGLLu7Ttq2bVuh178zcV0Vlf2yUNHG4Y8//ohLly5h586daNeuHVxdXdGnTx/s3LkTTz31FA4cOGBs8JenIo1DoORxvrQGI1FNcXBwgCRJJoMbFIuLizN57OzsDEmS8Ndffxm35zuVNq88zs7OsLS0xLJly8p8/k6l/Wi2du1aqNVq/PnnnybntA0bNlQ4DicnJ8TGxpaYX9wRekXiUKlUmDp1KqZOnYrU1FTs3LkTb7/9NgYMGICYmBhYWVmV+f6hoaHYuHEjwsPDYTAY0Lt3b9jY2MDT0xNhYWHYuXMnevbsaazj4nimT5+Oxx57rNTXLGvwq+LjS0U+89rk5OSEwsJC3L592yRpJ4RAXFycsW1T/NyNGzdK/GhT07i/FJFzf3FxccGNGzfuGV9l1/FeP8ZX5If6quyPlbkAoLwfcYstX77c+EP2tWvX4O/vX6Hl9uzZg969e1c4njsVD5BTme2hIkJDQ/Hee+9h37592LVrF2bMmGGcv2PHDuO6hYaGVinuuxUff5KSkkzaYHIeE+sCJuwqgSeQIvXtBFLaQaJ4XlW+0O3evRu3bt3C3r17jVfVASh19K3KcnR0hFKpLLcOKvoZ3U/Dt6KK6zA2NrZEMu7WrVvGWO5sHMrBycmpwvs2APz222/w9fWtlvcuHsFp27ZtpT5vY2Nj8ri0fWrDhg3IysrC+vXrTeI6efJkheNwcnLCoUOHIIQweY+EhAQUFhZWaN8GgP/+97/473//i6ysLOzbtw8zZszA0KFD8c8//5RZZy4uLti/fz8MBkOZSbvKruP9Ng4dHBygVCrxzDPPmIwueKe7G2qVaRw2adKk3Cs/AWDGjBmYOXOm8XFVGpVVUdljfUUUN/p27tyJsLAwYxI3NDQU7777Lvbt24e8vLwK/5pbnuLjT1xcHLy8vIzzixuMRLVBp9OhY8eO2LBhA+bNm2f8cSYzMxN//vmnSdmhQ4fik08+wc2bN0tc4V1VQ4cOxccffwwnJ6cKf7m8myRJUKlUJj8E5OTk4P/+7/9KlL37B+dioaGhmDNnDo4fP4727dsb569cuRKSJCEkJKRSMdnb22P48OG4efMmXnnlFVy7dg2BgYFllu/bty++++47LFiwAF27djWeW0NDQ/H777/jyJEj+Pjjj43lAwIC0KxZM5w6dcpkfkUEBATA3d0dv/zyC6ZOnWqcHx0djQMHDhh/+KisO3+UsLS0rPTyoaGh+PTTT7Fq1Sq8+uqrxvnr1q1DVlaW8Rjdv39/KJVKLF68GN26datSrFXF/aWInPvLoEGD8P7772P37t1l3qlQmXWsDvezP1bEkSNHKlTuzm3C09OzwsuVldyvCJ1Ohy5dumD9+vWYN2+ecd83GAxYtWoVvL29S73zpjydO3eGra0tFixYgLi4OGObrG/fvpg7dy5++eUXBAYGVvl4dbeQkBB8+umn+Omnn/DSSy8Z569evbpaXr++YsKuEngCKVLfTiDnzp3DqVOnTG6LXb16NWxsbEzW725lXblV/IX97qTst99+W+ZrVZSlpSV69eqFX3/9FR999FGZX5iLG5+3bt0yOciuXLkSVlZW6Nq1a4llyvoc7veWjOLPadWqVSZXpR05cgSRkZHGK2m6d+8OOzs7LFmyBCNGjLiv22KrolevXtiyZQsSExON9WowGPDrr7+alBswYABUKhWuXLlSqdsf72Xo0KFYu3Yt9Ho9unTpUqXXKG27E0Lg+++/L1H2Xvv2L7/8gg0bNuDRRx81zl+5cqXx+crQ6XQYNGgQ8vPz8cgjj+DcuXNlJuwGDRqENWvWYMWKFWXeFluZdawOVlZWCAkJwYkTJxAcHFzmFZBV9ccffyAvL6/ccnc3lKrSqKyKqhxHyuPh4YHAwECsW7cOx44dMza6+/XrhxdeeAHz58+Hra1tmVewVlbxr9k//fQTOnToYJz/yy+/oLCwsFreg6giZs+ejSFDhmDAgAF4+eWXodfr8dlnn8Ha2hrJycnGcj169MDzzz+P//73vzh69CgefPBB6HQ6xMbGYv/+/WjdujVefPHFSr33K6+8gnXr1uHBBx/Eq6++iuDgYBgMBkRHR2PHjh147bXXyj33DBkyBPPnz8dTTz2F559/HklJSZg3b16pP0C3bt0aa9euxc8//4zGjRvDwsICrVu3xquvvoqVK1diyJAhmD17Nnx9fbF582YsWrQIL774YoW+cA4bNgxBQUHo2LEjXFxccP36dSxYsAC+vr5o1qwZgKIuLkJDQ/H+++/j/fffNy7bp08fSJKEHTt2YNasWcb5ffv2xZgxY4z/3+nbb7/FoEGDMGDAAIwdOxZeXl5ITk5GZGQkjh8/XqKNUEyhUGDWrFl44YUXMHz4cIwbNw6pqamYNWsWPDw87nk1+b20bt0aADB37lwMGjQISqXSeH4KDQ1FeHj4PY9t/fr1w4ABA/Dmm28iPT0dPXr0wOnTpzFjxgy0a9cOzzzzDADAz88Pb7/9Nj744APk5ORg5MiRsLOzw/nz55GYmGhSf/dr9uzZmD17Nnbt2mX8oZv7i7z7yyuvvIKff/4ZDz/8MN566y107twZOTk5CA8Px9ChQxESElKpdawuVd0fK6IqdxZpNJpquyOpPHPmzEG/fv0QEhKCadOmQaPRYNGiRTh79izWrFlTpe9NSqUSvXr1wh9//AF/f380adIEQNF+pdVqsWvXLpPE2v3q378/HnzwQbzxxhvIyspCx44d8ffff9dYkre+YMKukngCqX8nEE9PTzz00EOYOXMmPDw8sGrVKoSFhWHu3Ln3vMKsuNG0cOFCjBkzBmq1GgEBAejevTscHBwwYcIEzJgxA2q1Gj/99BNOnTpVbr1UxPz58/HAAw+gS5cueOutt9C0aVPEx8dj06ZN+Pbbb2FjY4MZM2bgzz//REhICN5//304Ojrip59+wubNm/Hpp5/Czs6uwp9DWetpY2ODZ599Fj/++COuXLlSZiImICAAzz//PL766isoFAoMGjQI165dw3vvvYdGjRoZf+G1trbG559/jueeew59+/bF+PHj4ebmhsuXL+PUqVP4+uuvq6X+gKKEw7hx47Bs2TKMHj0aAPDOO+/gjz/+QGhoKN555x1YWlpiyZIlyMrKAvDvbYl+fn6YPXs23nnnHVy9ehUDBw6Eg4MD4uPjcfjwYeh0uko3ZEeMGIGffvoJgwcPxssvv4zOnTtDrVbjxo0b2LNnDx5++GGTBFpp+vXrB41Gg5EjR+KNN95Abm4uFi9ejJSUlBJlW7dujfXr12Px4sXo0KEDFAoFOnbsiNGjR+Obb77BmDFjcO3aNbRu3Rr79+/Hxx9/jMGDB1foqqfx48fD0tISPXr0gIeHB+Li4jBnzhzY2dkZkzDXr19HkyZNMGbMGCxduhQAMHLkSCxfvhwTJkzAxYsXERISAoPBgEOHDqFly5YYMWJEpdaxuixcuBAPPPAAevbsiRdffBF+fn7IyMjA5cuX8ccff5Tos7MyivetyqqtxmFFjyOVFRoaiq+++sq4nQBFyUV/f3/s2LEDDz30ULX1L9eyZUs8/fTTWLBgAdRqNfr27YuzZ89i3rx5sLW1rZb3IKqIgQMHYt26dXj//ffx5JNPwt3dHRMnTsStW7dKfFn59ttv0bVrV3z77bdYtGgRDAYDPD090aNHjxL9B1eETqfDX3/9hU8++QTfffcdoqKiYGlpCR8fH/Tt27fUbk7u1qdPHyxbtgxz587FsGHD4OXlhfHjx8PV1RXPPvusSdlZs2YhNjYW48ePR0ZGBnx9fXHt2jW4uLjgwIEDmD59OqZPn4709HQ0btwYn376qclVaPcSEhKCdevW4YcffkB6ejrc3d3Rr18/vPfee8arj4UQ0Ov1MBgMJss6OTmhbdu2OHHihMn5rPj/4ufvfr/Dhw/jo48+wiuvvIKUlBQ4OTkhMDCw3B/kn3/+eUiShE8//RSPPvoo/Pz88NZbb2Hjxo2Ijo6u0Pre7amnnsLff/+NRYsWYfbs2RBCICoqCn5+ftDr9dDr9fdcXpIkbNiwATNnzsTy5cuNP/4+88wz+Pjjj03ayrNnz0azZs3w1VdfYdSoUVCpVGjWrFm1foEHin4c1ev1Jl1EcH+Rd3+xsbHB/v37MXPmTHz33XeYNWsWHBwc0KlTJ2O/upVZx+pyP/tjXderVy/s3r0bM2bMwNixY2EwGNCmTRts2rQJQ4cOrfLr9u3bF3/88YfJMVGr1eKBBx5AWFhYtd3xABR9l9q0aROmTp2KTz/9FPn5+ejRowe2bNmCFi1aVNv71Du1PMhFvfD777+L1q1bC41GI3x8fMQnn3wiXnrpJeHg4FCi7LJly0SXLl2ETqcTlpaWokmTJmL06NHi6NGjxjK9evUSrVq1KrHs3SM7CVE0Ssy7774rAgIChEajEXZ2dqJ169bi1VdfNRmNB4CYNGlSqfEvW7ZMBAQECK1WKxo3bizmzJkjli5dWmIk0GvXron+/fsLGxsbAcAkluvXr4unnnpKODk5CbVaLQICAsRnn31mHE5biH9HfPnss89KxPD555+L7t27C2dnZ2M9Pvvss+LatWvGMsWjA909YkxKSop4+eWXhY+Pj1Cr1cLV1VUMGTLEZGSaiq6jr6+vGDJkiPjtt99Eq1athEajEX5+fmL+/Pkm71naiDhCCDF9+nTh6ekpFAqFyUhGBw4cEN26dRNWVlbCxcVFPPfcc+L48eNljqpTWefPnxf/+c9/hJOTk7H+xo4daxyCWwghzpw5I4YNGybs7OyERqMRbdq0KRF/RT6He61n8Siod9Zpaeuk1+vF3LlzRfPmzYVarRbOzs7i6aefFjExMSXWbcuWLaJXr15Cp9MJKysrERgYKObOnWt8vrxRYkvb3u7ejopHULq7Pv766y/RpUsXodVqhbu7u3j99deNoy8Vj4hZbMOGDSIkJETY2toKrVYrfH19xfDhw42jKhXXT2kjF5VWRwUFBWLevHmiTZs2wsLCQlhbW4sWLVqIF154QVy6dMlYrnibLc0ff/xhXN7Ly0u8/vrrxiHU7xxOPjk5WQwfPlzY29sLSZJMYklKShITJkwQHh4eQqVSCV9fXzF9+nSTbau4Tks7xvz4448iJCREuLm5CY1GIzw9PcUTTzwhTp8+bSxT/FndPbJcTk6OeP/990WzZs2ERqMRTk5Ook+fPiaj1FV0Hcs6rt5rOylrP4+KihLjxo0TXl5eQq1WCxcXF9G9e3fx4YcfGssUH69+/fXXEq9bl1XkOFLWupdVnxs3bhQARL9+/Uzmjx8/XgAQX375ZYk4ytqH7x41/e5R5YQoGsXttddeE66ursLCwkJ07dpVRERElDm6YXk4SixVl/z8fBEYGFhiX6D6KyUlRbi4uIjx48fLHUq18PX1FaNHjxYFBQUm3wFqAvcXIiqm1+tFQUGBGD16dL0fJVYSogI9XtM9FRQUoG3btvDy8sKOHTvkDocqwc/PD0FBQSVuaSbz1bt3bwghsGvXLigUiirfVlJR/fv3x7Vr1yo0yioR1V/if1chzJ49Gx988AFu375dpX78qOF69tln0a9fP+PVx0uWLEF4eDh27NhRrVcxkHmIi4vDRx99hJCQEDg5OeH69ev44osvcOHCBRw9ehStWrWSO8T75ufnZ+yLddKkSdV6NwT3FyIqyyuvvIKFCxcCKLoqNjMzU+aIag5via2C0k4gkZGRxo2GiGrWvn37oFarMWTIkGpNtk6dOhXt2rVDo0aNkJycjJ9++glhYWHG2zaJqOFauHChSSftRJWVkZGBadOm4fbt21Cr1Wjfvj22bNnC5EM9pdVqce3aNUycOBHJycnGvj+XLFlSL5J1gGlfrK6urtX62txfiKgsr732Gp5++mkAMOm3vj7iFXZV8MQTT+DAgQMmJ5C3334bAwcOlDs0qiRzusLOYDCU6G/lbtXVr1NddvHiRWRkZAAoGiijadOm1fbaL7/8MjZt2oS4uDhIkoTAwEC88sorxhMCETVcCQkJJv1OtW3blsdkIiIiIqoxTNgRmYmZM2eWO1hBccfCRERERERERFR/MWFHZCZu3bqFW7du3bNMcHAwNBpNLUVERERERERERHJgwo6IiIiIiIiIiMiM1OzwikREREREFTRnzhx06tQJNjY2cHV1xSOPPIKLFy+alBk7diwkSTKZunbtKlPERERERDWDvSWXwmAw4NatW7CxsYEkSXKHQ0RERHWEEAIZGRnw9PSEQsHfRSsrPDwckyZNQqdOnVBYWIh33nkH/fv3x/nz56HT6YzlBg4ciOXLlxsfV6a7CLbziIiIqCpqu53HhF0pbt26hUaNGskdBhEREdVRMTEx8Pb2ljuMOmfbtm0mj5cvXw5XV1ccO3YMDz74oHG+VquFu7t7ld6D7TwiIiK6H7XVzmPCrhQ2NjYAij4EW1tbmaMhIiKiuiI9PR2NGjUytiXo/qSlpQEAHB0dTebv3bsXrq6usLe3R69evfDRRx/B1dW11NfIy8tDXl6e8XFx981s5xEREVFl1HY7j4NOlCI9PR12dnZIS0tjQ46IiIgqjG2I6iOEwMMPP4yUlBT89ddfxvk///wzrK2t4evri6ioKLz33nsoLCzEsWPHoNVqS7zOzJkzMWvWrBLz+RkRERFRZdR2O48Ju1KwsU1ERERVwTZE9Zk0aRI2b96M/fv33/O2k9jYWPj6+mLt2rV47LHHSjx/9xV2xb+O8zMiIiKiyqjtdh5viSUiIiIiszJlyhRs2rQJ+/btK7ePGA8PD/j6+uLSpUulPq/Vaku98o6IiIjInDFhR0RERERmQQiBKVOm4Pfff8fevXvh7+9f7jJJSUmIiYmBh4dHLURIREREVDtqfhxaIiIiIqIKmDRpElatWoXVq1fDxsYGcXFxiIuLQ05ODgAgMzMT06ZNQ0REBK5du4a9e/di2LBhcHZ2xqOPPipz9ERERETVh1fYEREREZFZWLx4MQCgd+/eJvOXL1+OsWPHQqlU4syZM1i5ciVSU1Ph4eGBkJAQ/PzzzxyZl4iIiOoVJuyIiIiIyCyUNxaapaUltm/fXkvREBEREcmHt8QSERERERERERGZESbsiIiIiIiIiIiIzAgTdkRERERERERERGaECTsiIiIiIiIiIiIzwoQdERERERERERGRGWHCjoiIiIiIiIiIyIyo5A6goYqOjkZiYqLcYZgVZ2dn+Pj4yB0GERERERERkdljXqGk+pRXYMJOBtHR0WjRsiVysrPlDsWsWFpZ4UJkZL3ZuYiIiIiIiIhqAvMKpatPeQUm7GSQmJiInOxsjHrzM7j5NJE7HLMQH30FP819HYmJifVixyIiIiIiIiKqKcwrlFTf8gpM2MnIzacJvJu1kjsMIiIiIiIiIqqDmFeovzjoBBERERERERERkRmRNWG3b98+DBs2DJ6enpAkCRs2bDB5XpKkUqfPPvuszNdcsWJFqcvk5ubW8NoQERERERERERHdP1kTdllZWWjTpg2+/vrrUp+PjY01mZYtWwZJkvD444/f83VtbW1LLGthYVETq0BERERERERERFStZO3DbtCgQRg0aFCZz7u7u5s83rhxI0JCQtC4ceN7vq4kSSWWJSIiIiIiIiIiqgvqTB928fHx2Lx5M5599tlyy2ZmZsLX1xfe3t4YOnQoTpw4UQsREhERERERERER3b86k7D78ccfYWNjg8cee+ye5Vq0aIEVK1Zg06ZNWLNmDSwsLNCjRw9cunSpzGXy8vKQnp5uMhEREREREREREcmhziTsli1bhlGjRpXbF13Xrl3x9NNPo02bNujZsyd++eUXNG/eHF999VWZy8yZMwd2dnbGqVGjRtUdPhERERERERERUYXUiYTdX3/9hYsXL+K5556r9LIKhQKdOnW65xV206dPR1pamnGKiYm5n3CJiIiIiIiIiIiqTNZBJypq6dKl6NChA9q0aVPpZYUQOHnyJFq3bl1mGa1WC61Wez8hEhERERERERERVQtZE3aZmZm4fPmy8XFUVBROnjwJR0dH+Pj4AADS09Px66+/4vPPPy/1NUaPHg0vLy/MmTMHADBr1ix07doVzZo1Q3p6Or788kucPHkS33zzTc2vEBERERERERER0X2SNWF39OhRhISEGB9PnToVADBmzBisWLECALB27VoIITBy5MhSXyM6OhoKxb939qampuL5559HXFwc7Ozs0K5dO+zbtw+dO3euuRUhIiIiIiIiIiKqJrIm7Hr37g0hxD3LPP/883j++efLfH7v3r0mj7/44gt88cUX1REeERERERERERFRrasTg04QERERERERERE1FEzYERERERERERERmREm7IiIiIiIiIiIiMwIE3ZERERERERERERmhAk7IiIiIiIiIiIiM8KEHRERERERERERkRlhwo6IiIiIiIiIiMiMMGFHRERERERERERkRpiwIyIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIiIiIiIiIjMCBN2REREREREREREZoQJOyIiIiIiIiIiIjPChB0REREREREREZEZYcKOiIiIiIiIiIjIjDBhR0REREREREREZEaYsCMiIiIiIiIiIjIjTNgRERERERERERGZESbsiIiIiIiIiIiIzAgTdkRERERERERERGaECTsiIiIiIiIiIiIzwoQdERERERERERGRGWHCjoiIiIiIiIiIyIwwYUdERERERERERGRGmLAjIiIiIiIiIiIyI0zYERERERERERERmREm7IiIiIiIiIiIiMwIE3ZERERERERERERmhAk7IiIiIiIiIiIiM8KEHRERERERERERkRlhwo6IiIiIiIiIiMiMMGFHRERERERERERkRpiwIyIiIiIiIiIiMiOyJuz27duHYcOGwdPTE5IkYcOGDSbPjx07FpIkmUxdu3Yt93XXrVuHwMBAaLVaBAYG4vfff6+hNSAiIiKi6jJnzhx06tQJNjY2cHV1xSOPPIKLFy+alBFCYObMmfD09ISlpSV69+6Nc+fOyRQxERERUc2QNWGXlZWFNm3a4Ouvvy6zzMCBAxEbG2uctmzZcs/XjIiIwJNPPolnnnkGp06dwjPPPIMnnngChw4dqu7wiYiIiKgahYeHY9KkSTh48CDCwsJQWFiI/v37Iysry1jm008/xfz58/H111/jyJEjcHd3R79+/ZCRkSFj5ERERETVSyXnmw8aNAiDBg26ZxmtVgt3d/cKv+aCBQvQr18/TJ8+HQAwffp0hIeHY8GCBVizZs19xUtERERENWfbtm0mj5cvXw5XV1ccO3YMDz74IIQQWLBgAd555x089thjAIAff/wRbm5uWL16NV544QU5wiYiIiKqdmbfh93evXvh6uqK5s2bY/z48UhISLhn+YiICPTv399k3oABA3DgwIGaDJOIiIiIqllaWhoAwNHREQAQFRWFuLg4k7aeVqtFr1692NYjIiKiekXWK+zKM2jQIPznP/+Br68voqKi8N5776FPnz44duwYtFptqcvExcXBzc3NZJ6bmxvi4uLKfJ+8vDzk5eUZH6enp1fPChARERFRlQghMHXqVDzwwAMICgoCAGN7rrS23vXr10t9HbbziIiIqC4y64Tdk08+afw/KCgIHTt2hK+vLzZv3my8DaI0kiSZPBZClJh3pzlz5mDWrFn3HzARERERVYvJkyfj9OnT2L9/f4nnKtPWYzuPiIiI6iKzvyX2Th4eHvD19cWlS5fKLOPu7l7iarqEhIQSv8Teafr06UhLSzNOMTEx1RYzEREREVXOlClTsGnTJuzZswfe3t7G+cX9Glemrcd2HhEREdVFdSphl5SUhJiYGHh4eJRZplu3bggLCzOZt2PHDnTv3r3MZbRaLWxtbU0mIiIiIqpdQghMnjwZ69evx+7du+Hv72/yvL+/P9zd3U3aevn5+QgPDy+zrcd2HhEREdVFst4Sm5mZicuXLxsfR0VF4eTJk3B0dISjoyNmzpyJxx9/HB4eHrh27RrefvttODs749FHHzUuM3r0aHh5eWHOnDkAgJdffhkPPvgg5s6di4cffhgbN27Ezp07S72dgoiIiIjMx6RJk7B69Wps3LgRNjY2xivp7OzsYGlpCUmS8Morr+Djjz9Gs2bN0KxZM3z88cewsrLCU089JXP0RERERNVH1oTd0aNHERISYnw8depUAMCYMWOwePFinDlzBitXrkRqaio8PDwQEhKCn3/+GTY2NsZloqOjoVD8e6Fg9+7dsXbtWrz77rt477330KRJE/z888/o0qVL7a0YEREREVXa4sWLAQC9e/c2mb98+XKMHTsWAPDGG28gJycHEydOREpKCrp06YIdO3aYtA+JiIiI6jpZE3a9e/eGEKLM57dv317ua+zdu7fEvOHDh2P48OH3ExoRERER1bJ7tQuLSZKEmTNnYubMmTUfEBEREZFM6lQfdkRERERERERERPUdE3ZERERERERERERmhAk7IiIiIiIiIiIiM8KEHRERERERERERkRlhwo6IiIiIiIiIiMiMMGFHRERERERERERkRpiwIyIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIiIiIiIiIjMCBN2REREREREREREZoQJOyIiIiIiIiIiIjPChB0REREREREREZEZYcKOiIiIiIiIiIjIjDBhR0REREREREREZEaYsCMiIiIiIiIiIjIjTNgRERERERERERGZESbsiIiIiIiIiIiIzAgTdkRERERERERERGaECTsiIiIiIiIiIiIzwoQdERERERERERGRGWHCjoiIiIiIiIiIyIwwYUdERERERERERGRGmLAjIiIiIiIiIiIyI0zYERERERERERERmREm7IiIiIiIiIiIiMwIE3ZERERERERERERmhAk7IiIiIiIiIiIiM8KEHRERERERERERkRlhwo6IiIiIiIiIiMiMMGFHRERERERERERkRpiwIyIiIiIiIiIiMiNM2BEREREREREREZkRJuyIiIiIiIiIiIjMCBN2REREREREREREZkTWhN2+ffv+n737Do+qSv8A/p0+kzKT3nsgoYUWehEQBWn23sCya2+oKDbA5ScWVNZFZG0gNtiVYllUQJpAlBI6AQKk9z5pM5lyfn8ERoYkkIRJZpJ8P89zH5h7z73z3nNzMyfvnHMPpk2bhpCQEEgkEqxbt862zWQy4YUXXkBCQgLc3d0REhKCe++9F7m5uRc95vLlyyGRSBosBoOhjc+GiIiIiIiIiIjo8jk1YVddXY1+/fph8eLFDbbV1NQgOTkZr776KpKTk7FmzRqcPHkS11577SWPq9VqkZeXZ7eo1eq2OAUiIiIiIiIiIiKHkjvzzSdNmoRJkyY1uk2n02Hjxo126/71r39hyJAhyMzMRERERJPHlUgkCAoKcmisRERERERERERE7aFDPcOuoqICEokEXl5eFy1XVVWFyMhIhIWFYerUqdi/f/9FyxuNRuj1eruFiIiIiIiIiIjIGTpMws5gMODFF1/EnXfeCa1W22S5Hj16YPny5fjhhx/w7bffQq1WY+TIkUhNTW1ynwULFkCn09mW8PDwtjgFIiIiIiIiIiKiS+oQCTuTyYTbb78dVqsVS5YsuWjZYcOG4e6770a/fv0wevRo/Oc//0FcXBz+9a9/NbnP7NmzUVFRYVuysrIcfQpERERERERERETN4tRn2DWHyWTCrbfeirS0NGzevPmivesaI5VKMXjw4Iv2sFOpVFCpVJcbKhERERERERER0WVz6R5255J1qamp2LRpE3x9fVt8DCEEDhw4gODg4DaIkIiIiIiIiIiIyLGc2sOuqqoKp06dsr1OS0vDgQMH4OPjg5CQENx8881ITk7GTz/9BIvFgvz8fACAj48PlEolAODee+9FaGgoFixYAACYN28ehg0bhu7du0Ov1+ODDz7AgQMH8OGHH7b/CRIREREREREREbWQUxN2e/fuxbhx42yvZ86cCQCYPn065s6dix9++AEA0L9/f7v9tmzZgrFjxwIAMjMzIZX+1VGwvLwcf//735Gfnw+dTocBAwZg+/btGDJkSNueDBERERERERERkQM4NWE3duxYCCGa3H6xbeds3brV7vX777+P999//3JDIyIiIiIiIiIicgqXfoYdERERERERERFRV8OEHRERERERERERkQthwo6IiIiIiIiIiMiFMGFHRERERERERETkQpiwIyIiIiIiIiIiciFM2BEREREREREREbkQJuyIiIiIiIiIiIhcCBN2RERERERERERELoQJOyIiIiIiIiIiIhfChB0REREREREREZELYcKOiIiIiIiIiIjIhTBhR0REREQuYfv27Zg2bRpCQkIgkUiwbt06u+0zZsyARCKxW4YNG+acYImIiIjaEBN2REREROQSqqur0a9fPyxevLjJMtdccw3y8vJsy/r169sxQiIiIqL2IXd2AEREREREADBp0iRMmjTpomVUKhWCgoLaKSIiIiIi52APOyIiIiLqMLZu3YqAgADExcXhb3/7GwoLCy9a3mg0Qq/X2y1EREREro4JOyIiIiLqECZNmoSvv/4amzdvxrvvvos9e/bgyiuvhNFobHKfBQsWQKfT2Zbw8PB2jJiIiIiodTgkloiIiIg6hNtuu832/z59+mDQoEGIjIzE//73P9x4442N7jN79mzMnDnT9lqv1zNpR0RERC6PCTsiIiIi6pCCg4MRGRmJ1NTUJsuoVCqoVKp2jIqIiIjo8nFILBERERF1SCUlJcjKykJwcLCzQyEiIiJyKPawIyIiIiKXUFVVhVOnTtlep6Wl4cCBA/Dx8YGPjw/mzp2Lm266CcHBwUhPT8dLL70EPz8/3HDDDU6MmoiIiMjxmLAjIiIiIpewd+9ejBs3zvb63LPnpk+fjo8++giHDx/GihUrUF5ejuDgYIwbNw6rVq2Cp6ens0ImIiIiahNM2BERERGRSxg7diyEEE1u//XXX9sxGiIiIiLn4TPsiIiIiIiIiIiIXAgTdkRERERERERERC6ECTsiIiIiIiIiIiIXwoQdERERERERERGRC2HCjoiIiIiIiIiIyIUwYUdERERERERERORCmLAjIiIiIiIiIiJyIa1K2MXExKCkpKTB+vLycsTExFx2UERERETUcbBtSERERORYrUrYpaenw2KxNFhvNBqRk5Nz2UERERERUcfBtiERERGRY8lbUviHH36w/f/XX3+FTqezvbZYLPjtt98QFRXlsOCIiIiIyHWxbUhERETUNlqUsLv++usBABKJBNOnT7fbplAoEBUVhXfffddhwRERERGR62LbkIiIiKhttGhIrNVqhdVqRUREBAoLC22vrVYrjEYjTpw4galTpzb7eNu3b8e0adMQEhICiUSCdevW2W0XQmDu3LkICQmBRqPB2LFjcfTo0Used/Xq1ejVqxdUKhV69eqFtWvXtuQ0iYiIiKgZHN02JCIiIqJ6rXqGXVpaGvz8/C77zaurq9GvXz8sXry40e1vv/023nvvPSxevBh79uxBUFAQrr76alRWVjZ5zKSkJNx222245557cPDgQdxzzz249dZb8eeff152vERERETUkKPahkRERERUr0VDYs/322+/4bfffrN9m3q+zz//vFnHmDRpEiZNmtToNiEEFi1ahJdffhk33ngjAOCLL75AYGAgvvnmGzz00EON7rdo0SJcffXVmD17NgBg9uzZ2LZtGxYtWoRvv/22uadHRERERC3giLYhEREREdVrVQ+7efPmYcKECfjtt99QXFyMsrIyu8UR0tLSkJ+fjwkTJtjWqVQqjBkzBrt27Wpyv6SkJLt9AGDixIkX3cdoNEKv19stRERERNQ87dE2JCIiIupKWtXDbunSpVi+fDnuueceR8djk5+fDwAIDAy0Wx8YGIiMjIyL7tfYPueO15gFCxZg3rx5lxEtERERUdfVHm1DIiIioq6kVT3s6urqMGLECEfH0iiJRGL3WgjRYN3l7jN79mxUVFTYlqysrNYHTERERNTFtGfbkIiIiKgraFXC7sEHH8Q333zj6FjsBAUFAUCDnnGFhYUNetBduF9L91GpVNBqtXYLERERETVPe7QNiYiIiLqSVg2JNRgM+Pjjj7Fp0yb07dsXCoXCbvt777132YFFR0cjKCgIGzduxIABAwDUf3u7bds2vPXWW03uN3z4cGzcuBHPPPOMbd2GDRv4rS8RERFRG2mPtiERERFRV9KqhN2hQ4fQv39/AMCRI0fstl1quOr5qqqqcOrUKdvrtLQ0HDhwAD4+PoiIiMDTTz+NN954A927d0f37t3xxhtvwM3NDXfeeadtn3vvvRehoaFYsGABAOCpp57CFVdcgbfeegvXXXcdvv/+e2zatAk7duxozakSERER0SU4qm1IRERERPValbDbsmWLQ9587969GDdunO31zJkzAQDTp0/H8uXLMWvWLNTW1uLRRx9FWVkZhg4dig0bNsDT09O2T2ZmJqTSv0b2jhgxAitXrsQrr7yCV199FbGxsVi1ahWGDh3qkJiJiIiIyJ6j2oZEREREVK9VCTtHGTt2LIQQTW6XSCSYO3cu5s6d22SZrVu3Nlh388034+abb3ZAhERERERERERERO2rVQm7cePGXXR4w+bNm1sdEBERERF1LGwbEhERdT5Wq0CV0YyaOgtqTRaYLVZYz/a5UsglUMqk8FDJ4aGWQy5t1ZymdBGtStide0bJOSaTCQcOHMCRI0cwffp0R8RFRERERB0E24ZEREQdm9liRb7egPwKA/L1BpRW16Gi1mRL0F2Kp1oOfw8VAjxVCPXWIEinZhLvMrUqYff+++83un7u3Lmoqqq6rIDIdQkhUGuywGCywmCywGCqz7JbrAJSiQQSCWz/quQyuCtlcFfJoVHKIOUDp4mIiDottg2JiIg6niqjGacKq5BeUo2cslqYG8nOySQSaJQyuCllUMikkEoAAcBkscJotqLKYIbZKlBpMKPSYMaZ4mogDZBLJQj3cUNcgAei/d2hksva/wQ7OIc+w+7uu+/GkCFDsHDhQkcelpygps6MAr0RpdV1KKk2oqSqDmU1dTBZmpleP48EgEYpg7ebEr7uSvh6KOHroYKfuxIqBW9aIiKizoptQyIiItdSZ7biZGElUvL0yC032G1zV8oQrKvvHefnoYS3uxKeKvlFH3shhIDBZEVJtRFFlUbk6w3IKq1FrcmCtOJqpBVXQyaVIC7QA31DvRCoVXEG+WZyaMIuKSkJarXakYekdmK2WpFdWoszxdXILqtBWY2pybJKuRQahQxqhRRqhQxyqQRCAFYhbP8azFZUG82orbNAAKips6CmrhY55bV2x/JxVyLUSwONQQqZu3cbnyURERG1J7YNiYiIXENpdR0OZJXjeL7eriNOsE6NWH8PRPq6wddd2eJkmuRsD7wwpRvCvN0A1CfxiqvqcKqwCqmFlSirMSElrxIpeZUI0qoxJNoHUb5uTNxdQqsSdjfeeKPdayEE8vLysHfvXrz66qsOCYzantFcn/E+XVSNjJLqBr3nfNyU8PNQwsdDCR93JXzdVdBpFJBJm39TWYVAbZ0FVUbz2d56dSipMqKkug6Vhvp1pdV1AOQIe/xLPP5zISbnHsPVvQIxKMqnRe9FREREzsG2IRERkWvKrzDgz7QSpJfU2NZ5aRToHaJFfJAnPNUKh7+nRCKBv6cK/p4qDIvxQb7egMPZFThZWIV8vQE/HMxFgKcKo7r5IdzHzeHv31m0KmGn0+nsXkulUsTHx+P111/HhAkTHBIYtQ0hBAoqjfU3S0Gl3Rh1d5UMMX4eiPJ1Q4iXBmoHDFeVSiRwV8nhrpIjUGv/DXttnQU55fW97tLzS1FWB+RWAp/uSMOnO9Lg7abAlT0CMbF3IMbGB0Ap5wMriYiIXBHbhkRERK6lsNKAP86UIq242rYu1t8d/cO9EOqlabfebRKJBME6DYJ1GozsZsb+zHIcyilHYaURa/bnIMrXDVfE+cPbTdku8XQkrUrYLVu2zNFxUBszWaw4kV+JwzkVKKw02tZ7uynQLcADMf4eCPRs37HkGqUM3QI80C3AA7GSQrw/8x786z+/4nStO347XoiyGhNWJ2djdXI2vN0UmNYvBDcODEO/MB27zhIREbkQtg2JiIhcQ0mVEUlnSnC6qD5RJwHQI9gTQ6J84OXkpJi7So5R3f2QGOmNP9NKcDinAuklNcj6MxODo7yRGOnNmWXPc1nPsNu3bx9SUlIgkUjQq1cvDBgwwFFxkYOYLFYczq7A3owy1JosAACZVILuAR5ICNUhWKd2meSXMFZjeJgGjw3sD7PFij3pZdhwLB8/HcpDUaURK5IysCIpAzH+7rglMRy3DgqDr4fK2WETERHRWWwbEhEROYfRZMEfZ0pxMKcc4uxAuvhATwyN8XG53msapQxj4wPQL9wLW08UIbO0Bn+cKUVqQRUm9g6Cvyf/zgdambArLCzE7bffjq1bt8LLywtCCFRUVGDcuHFYuXIl/P39HR0ntZDZYsXhnPpEXU1dfaJOq5ajb5gXegVroVG69uyscpkUw2N9MTzWFy9P7omdp0uwNjkbvxzNx5miarz1y3G8v/EkpvQNxj3DIzEg3MtlEo9ERERdDduGREREziEEcCxPjx2pxbZOOrH+7hge4+vyHVy83ZS4vn8IThZUYdvJIpRU12HlnkwMj/VFYoR3l/8bv1V9DZ944gno9XocPXoUpaWlKCsrw5EjR6DX6/Hkk086OkZqASEEjuRWYPmudGxPLUZNnQVatRxX9QzAvcOjkBjp7fLJugvJZVKMifPHotsHYO8rV+Ptm/qiX5gOdRYr1u7PwY1LdmHa4h1YvS8bdWars8MlIiLqctg2JCIian8K/2hsK5Bj47EC1Jos8HZT4Pr+IZjaN8Tlk3XnSCQSxAd54u5hEYjxc4dVADtPleD7g7m2BGRX1aoedr/88gs2bdqEnj172tb16tULH374IR8s7ESFegO2nChCvt4AAPBUyzEkygc9g7WdZrZVD5Uctw4Ox62Dw3EwqxwrkjLw46FcHMnR49n/HsTCDSfwwKho3D4kAh6qyxrxTURERM3EtiEREVH7MVmsWHW0EsHT30dJnRQKmQRDon0wINy7w/7t76aUY2rfYBzN1WPrySJklNTg292ZmJwQjKALJrDsKlqV0bBarVAoGk79q1AoYLWyh1N7M5gsSDpdgkM5FQAApUyKoTE+6Bfm1WFv1uboF+6Fd8O98PKUnli5JxPLdqYjr8KA+f9LwT9/S8U9wyJx/6ho+HWQbxaIiIg6KrYNiYiI2sfxfD2e/c9BHM2tgkQmR4jGimsGxsBT3fBzuKORSCToE6pDoFaN/x3OQ0WtCd/ty8aEXoGIC/R0dnjtrlVDYq+88ko89dRTyM3Nta3LycnBM888g/HjxzssOLq01MJKrEjKsCXr4gM9cc/wSAyM6LiZ9ZbycVfi0bHdsOOFcXjrpgTE+Luj0mDGkq2nMfqtLViwPgUlVcZLH4iIiIhahW1DIiKitmW2WPHhllOY9q8dOJqrh4dSgqIf3sYwP3OnSNadz99ThTuGhCPazx0Wq8DPR/Lxx5kSiHOzaXQRrUrYLV68GJWVlYiKikJsbCy6deuG6OhoVFZW4l//+pejY6RGGM0WbDiaj/WH81FrssDHXYmbBobimj5BXXYoqEouw22DI7DpmTH4+J5E9Av3Qq3Jgn9vP4PRb2/BW78cR1l1nbPDJCIi6nTYNiQiImo7WaU1uPXfSXjn1xMwWQSu6hmIf070R03KdnTWeRlUchmm9g3GwAgvAMCfaaXYlFIIq7XrJO1aldkJDw9HcnIyNm7ciOPHj0MIgV69euGqq65ydHzUiOyyGmw4VoBKgxkSAIOivDE02rfL9Ki7FKlUggm9g3B1r0BsOVGI9zem4nBOBT7aehordqXjvpHReHB0NLxcbGprIiKijoptQyIiorax/nAeXlh9CJUGMzzVcrx+XW9c3z8U+/fvd3ZobU4qkWB0d394uymx+XghjuXpUWuyYFKfIChkrep/1qG06Aw3b96MXr16Qa/XAwCuvvpqPPHEE3jyyScxePBg9O7dG7///nubBEqAxSqwI7UYq5NzUGkwQ6dR4ObEMIyI9WOyrhESiQRX9gjED4+PxCf3DkKvYC2q6yxYvOUURr+1BYs2nUS10ezsMImIiDostg2JiIjahsFkwUtrD+PRr5NRaTBjQIQX1j85GjcMCIOks3ara0KfUB2m9A2GTCpBWnE1fjiYC5Ol8z8jt0UJu0WLFuFvf/sbtFptg206nQ4PPfQQ3nvvPYcFR3+pNpqxOjkb+zLLAAB9QrS4c0gEQrw0To7M9UkkElzdKxA/PTEKS+9ORI8gT1QazVi0KRVj3tmKr//MgLkL3OxERESOxrYhERGR450qrMJ1i3fimz8zIZEAj46NxX8eGo5wHzdnh+Y0sf4euGFAKJQyKbLLartE0q5FCbuDBw/immuuaXL7hAkTsG/fvssOiuzllNfim92ZyKswQCmXYmrfYIzvGQilvPN3AXUkqVSCa/oEYf2To/GvOwYg0tcNxVVGvLz2CCYu2o6Nxwq63EMsiYiILgfbhkRERI71y5F8XLd4B04UVMLPQ4Uv7x+KWdf06BJDQC8l1EuD6weEdJmkXYuueEFBARSKpmcfkcvlKCoquuygqJ4QAgeyyrEmORs1dRb4uitxx+BwxPp7ODu0Dk0qlWBavxBsfGYM5k7rBW83BU4XVeNvK/bitn//gf1nezESERHRxbFtSERE5BgWq8A7vx7Hw1/tQ3WdBUOjffDzU6Mxqrufs0NzKcG6rpO0a1HCLjQ0FIcPH25y+6FDhxAcHHzZQRFgtlqx4VgBtp0sglUAcYEeuG1wOCdKcCClXIoZI6OxbdY4PDo2Fiq5FLvTS3HDkl147OtkZJXWODtEIiIil8a2IRER0eUrr6nDfcv34MMtpwEAD4yKxtcPDoW/p8rJkbmmrpK0a1HCbvLkyXjttddgMBgabKutrcWcOXMwdepUhwXXVRlMFqzdn4Pj+ZWQSIAruvvhmt5dYxYUZ9CqFZh1TQ9sfX4sbkkMg0QC/O9wHsa/tw0Lfz3BiSmIiIiawLYhERHR5TmWq8e0xTuw/WQR1Aop/nl7f7w6tRfk/Pv/oi5M2q0/nAdrJ3vClbwlhV955RWsWbMGcXFxePzxxxEfHw+JRIKUlBR8+OGHsFgsePnll9sq1i6hotaE7w/koKzGBKVMiil9gxHRhR8s2Z6CdRq8c0s/3D8qGv/46Rh2nS7B4i2n8N99WXhxUg9c1y8UUs7GS0REZMO2IRERUeut25+DF9ccgsFkRbiPBv++exB6hTScyIkaF6zT4Lr+IVi7PwfpJTWw1soAdJ6/2VuUsAsMDMSuXbvwyCOPYPbs2bYH9EskEkycOBFLlixBYGBgmwTaFRToDfj+QC5qTRZ4qOS4rn8I/DzYBba99QzW4usHh2LDsQLM/98xZJXW4plVB7EiKQNzpvVG/3AvZ4dIRETkEtg2JCIiajmLVWDB+hR8uiMNADAmzh//vL0/H4HVCiFeGkxOCMaPh3KRWSOD95UPdJrJJFuUsAOAyMhIrF+/HmVlZTh16hSEEOjevTu8vb3bIr4u40xxFX4+nA+zVcDPQ4nr+oXCQ93iy0MOIpFIMLF3EMbE+ePznWlYvPkU9meW4/oPd+LGgaF44ZoeCNSqnR0mERGR07FtSERE1Hw1dWY8+e0BbEopAAA8Pq4bnrk6DjKO5mq1aD93TOgZiF+PFUAdPRC15i6asDvH29sbgwcPdmQsXdbxfD02HCuAEECkjxsmJwRDKed4dVegVsjw6NhuuHlgGN7+9QS+25eNNck5+OVIPh4b1w0PjIqGWiFzdphEREROx7YhERHRxRXoDXjgiz04kqOHUi7Fu7f0w7R+Ic4Oq1PoEaxFWUEOVv/zBbg9utXZ4TgEs0JOdiSnAr8erU/W9QjyxLR+IUzWuaAArRoLb+mH7x8biQERXqips+CdX0/g6ve3YcPR/E7T5ZaIiIiIiIgc71iuHtd/uBNHcvTwcVfi278NZbLOwcLdrbAaKp0dhsMwM+REqXopfjteCABICNVhQq9AdoN1cf3CvbDmkRFYdFt/BGnVyCqtxd+/3Id7P9+NU4VVzg6PiIiIiIiIXMyW44W4Zeku5FUYEOvvjnWPjkRipI+zwyIXx4ekOYl22C04VF5f/QMjvDCqmx8kEibrUlJSnB1Cs0QAeHe8DmuOy/D9iWr8nlqMie9vw5Tu7ri1twfcFI7Jhfv5+SEiIsIhxyIiIiIiIqL2tSIpHXN/OAqrAEbE+uKjuxKhc1M4OyzqAJiwa2dCCHx1SA/vMdMBAEOjfTA02qfLJ+v0pUUAgLvvvtvJkbSc3CsI3lf+DW7dh+KHk9VYm5yNsm3LUX1kM4DLGyqrcXPD8ZQUJu2IiIiIiIg6EItVYP7/jmHZznQAwK2DwjD/+gQ+AouajQm7dmY0W3G0qA4AkOBlxrAYXydH5Bpqq/QAgCkPvYz4volOjqZ18mtNOFgmR5WHN/ymPIPuNzyF/t4W+Khal7QryDyNr996HsXFxUzYERERERERdRDVRjOeWrkfm1LqH4H1/MR4PDo2tst31KGWYcKunakVMrwy2gfX3DcTcU884+xwXI5vSCTCuvd2dhitEgZggFXgQFY5/kwrQVmdFFsKpOgVrMWIWF+4q3i7ERERERERdWb5FfUzwR7NrZ8J9r1b+2FqX04uQS3HvphO4K6Uoub4784Og9qATCpBYqQ3pg+PQs8gTwDAsTw9ViRlIDmzDBYrZ5MlIiIiIiLqjI7mVuD6D3fiaK4evu5KrPz7MCbrqNVcPmEXFRUFiUTSYHnssccaLb9169ZGyx8/frydI6euzF0lx4TeQbh1UBgCPFWos1jxe2oxvvkzExkl1c4Oj4iIyCVt374d06ZNQ0hICCQSCdatW2e3XQiBuXPnIiQkBBqNBmPHjsXRo0edEywREdF5Nh8vwC1Lk5CvN6BbgAfWPTYSAyO8nR0WdWAun7Dbs2cP8vLybMvGjRsBALfccstF9ztx4oTdft27d2+PcInsBOs0uH1wOMb3DIBGIUNpTR3WHcjFT4dyUVFrcnZ4RERELqW6uhr9+vXD4sWLG93+9ttv47333sPixYuxZ88eBAUF4eqrr0ZlZWU7R0pERPSX5TvT8OAXe1FTZ8HIbr5Y/cgIhPu4OTss6uBc/qFa/v7+dq/ffPNNxMbGYsyYMRfdLyAgAF5eXm0YGVHzSCQS9AnRobu/B/5IK8XB7HKcLqpGekkNEiO8MSjKGwqZy+fOiYiI2tykSZMwadKkRrcJIbBo0SK8/PLLuPHGGwEAX3zxBQIDA/HNN9/goYceas9QiYiIYLEK/OOnY1i+Kx0AcNugcMy/oQ//viOH6FA/RXV1dfjqq69w//33X3J2lQEDBiA4OBjjx4/Hli1b2ilCoqapFDKMifPHXUMiEO6tgcUqsDu9FCuSMnCyoBJC8Pl2RERETUlLS0N+fj4mTJhgW6dSqTBmzBjs2rXLiZEREVFXVG004+8r9tqSdS9c0wNv3pTAZB05jMv3sDvfunXrUF5ejhkzZjRZJjg4GB9//DESExNhNBrx5ZdfYvz48di6dSuuuOKKRvcxGo0wGo2213q93tGhE9n4eqhww4BQnC6qxvbUIlQazPj5SD4Oe2kwJt4ffh4qZ4dIRETkcvLz8wEAgYGBdusDAwORkZHR5H5s5xERkaPlVdTigeV7cSxPD5Vcivdv64/JCcHODos6mQ6VsPvss88wadIkhIQ0PctKfHw84uPjba+HDx+OrKwsLFy4sMmE3YIFCzBv3jyHx0vUFIlEgm4BHojydcO+jDLsyShDdnktvvkzE33DdBgW4+vsEImIiFzShaMshBAXHXnBdh4RETnSkZwKPPDFHhTojfDzUOKTewdhACeXoDbQYfpqZmRkYNOmTXjwwQdbvO+wYcOQmpra5PbZs2ejoqLCtmRlZV1OqETNJpdJMTTGF/cOi0S3AA8IAAezK/BFUjrOVEoBSYe5RYmIiNpUUFAQgL962p1TWFjYoNfd+djOIyIiR9l0rAC3/jsJBXojugd4YO2jI5msozbTYbIBy5YtQ0BAAKZMmdLifffv34/g4Ka7p6pUKmi1WruFqD1pNQpMSQjGjQNC4euuhMFkxf4yOYLufQ8pxXXODo+IiMjpoqOjERQUhI0bN9rW1dXVYdu2bRgxYkST+7GdR0REjrBsZxr+/mX9TLCjuvnhO84ES22sQwyJtVqtWLZsGaZPnw653D7k2bNnIycnBytWrAAALFq0CFFRUejdu7dtkorVq1dj9erVzgidqEXCfdxw55AIHMqpwK7UQiCoG17eXII9pfvx4qSeCNKpnR0iERFRm6mqqsKpU6dsr9PS0nDgwAH4+PggIiICTz/9NN544w10794d3bt3xxtvvAE3NzfceeedToyaiIg6M7PFin/8dAxfJNU/L/WOIeF4/TrOBEttr0Mk7DZt2oTMzEzcf//9Dbbl5eUhMzPT9rqurg7PPfcccnJyoNFo0Lt3b/zvf//D5MmT2zNkolaTSiXoH+4Fz+ocfPu/zdD2vwbrDuRiw7ECPH5lNzwwKhoquczZYRIRETnc3r17MW7cONvrmTNnAgCmT5+O5cuXY9asWaitrcWjjz6KsrIyDB06FBs2bICnp6ezQiYiok6symjGE98kY8uJIgDA7Ek98PcrYi767FQiR+kQCbsJEyZACNHotuXLl9u9njVrFmbNmtUOURG1LZUMKP11MZY+dze+PWlGcmY53v7lBL7dnYlZE3tgat9gflAQEVGnMnbs2CbbfED9hBNz587F3Llz2y8oIiLqkvIqanH/8r1IOTsT7KLb+mMSZ4KldsQ+nEQuLtZHgdWPjMD7t/VDgKcKWaW1eOLb/bh+yS7sTit1dnhERERERESdyqHscly3eCdS8vTw81Bh1UPDmayjdseEHVEHIJFIcMOAMGx9fixmXh0HN6UMB7PKceu/k/D3FXtxpqjK2SESERERERF1eOsP5+HWfyehsNKIuEAPrHtsBPqHezk7LOqCmLAj6kDclHI8Ob47tj4/FncOjYBUAmw4VoAJ72/Ha98fQUmV0dkhEhERERERdThCCCzenIpHv06GwWTF2Hh/rH5kBMK8ORMsOQcTdkQdUICnGm/ckIBfn74C43sEwGwVWJGUgTHvbMWHW06hts7i7BCJiIiIiIg6BIPJgmdWHcDCDScBAPePjMan9w6Cp1rh5MioK2PCjqgD6x7oic9mDMa3fxuGhFAdqoxmvPPrCVz57las3J0Jk8Xq7BCJiIiIiIhcVnGVEXd9+ifWHciFTCrB/93QB69N6wW5jOkSci7+BBJ1AsNjffH9YyOx6Lb+CPXSIK/CgBfXHMbV723D9wdyYLU2PeMeERERERFRV3QivxLXf7gT+zLKoFXLseL+IbhraKSzwyICwIQdUachlUpw/YBQ/PbsGLw6tRd83ZVIL6nBUysPYPIHv2PjsQIIwcQdERERERHRluOFuOmjXcguq0WUrxvWPjYSI7v5OTssIhsm7Ig6GbVChgdGRWP7rHF4bkIcPNVyHM+vxN9W7MX1S3Zh56liZ4dIRERERETkFEIIfLYjDQ98sQdVRjOGxfhg7aMjEevv4ezQiOwwYUfUSbmr5Hj8yu74fdY4PDo2FhqFDAezynHXp3/ijo//wL6MMmeHSERERERE1G6MZgtmrzmMf/x0DFYB3D44HCvuHwpvd6WzQyNqgAk7ok7Oy02JWdf0wLZZYzFjRBSUMimSzpTgpo924b5lu3Egq9zZIRIREREREbWpAr0Bt3/8B1buyYJUArw8uScW3JgApZxpEXJNcmcHQETtI8BTjbnX9sbfrojBB5tS8V1yNracKMKWE0W4Is4fT17ZDYOifJwdJhERERERkUMlZ5bh4S/3obDSCK1ajn/dORBj4vydHRbRRTGVTNTFhHpp8NbNfbFp5hjcnBgGmVSC7SeLcPPSJNz5yR/440yJs0MkIiIiIiJyiFV7MnH7v/9AYaURcYEe+OHxUUzWUYfAHnZEXVS0nzsW3tIPT17ZHR9tO4Xv9mVj1+kS7DpdgiFRPnhifDeM6uYHiUTi7FCJiIiIiIhapM5sxT9+OoYv/8gAAFzTOwgLb+0HDxXTINQxsIcdURcX4euGBTf2xdbnx+GeYZFQyqTYnV6Kez7bjWsX78T/DuXBYhXODpOIiIiIiKhZiquMuPvTP/HlHxmQSIBnr47DkrsGMllHHQp/WokIQP1Q2X9c3wePjeuGf28/jW93Z+JwTgUe+yYZkb5ueHB0DG5JDINaIXN2qERERERERI3am16Kx75JRoHeCA+VHItu64+regU6OyyiFmMPOyKyE6RTY8603tj14ng8Nb47vN0UyCipwavrjmDkm5vxr99SUV5T5+wwiYiIiIiIbIQQ+GT7Gdz28R8o0BsR6++OdY+NZLKOOiz2sCOiRvm4K/HM1XF4aEwM/rMnC5/8noac8lq8u/EkPtp2GrckhmH6iCjE+Hs4O1QiIiIiIurCKmpNmPXdQfx6tAAAMK1fCN68MQHuHAJLHRh/eonootyUcswYGY27hkVi/eE8LN12Bil5enyRlIEvkjIwLt4f942MxujunKCCiIiIiIja19HcCjz6dTIySmqgkEnw2tReuHtYJP82oQ6PCTsiahaFTIrr+ofi2n4h2HmqBMt2pmHziUJsOVGELSeK0C3AAzNGROHGgaFwU/JXCxERERERtR0hBFbtycJrPxxFndmKUC8Nltw1EP3CvZwdGpFD8K9qIheXkpLi7BAacAPwWF8Zboz2x/pT1fgtrRanCqvwyrojeHP9UVwZ5YYJsW4I8XTsrxg/Pz9EREQ49JhERERERNQxZGZmori4GLUmKz5J1mNrRi0AIDFYhSeHaGEpOoPkIicH2U5c8e9Eciwm7IhclL60/pPm7rvvdnIklyZRauCRcDU8E6ehyjsYP5ysxg8nq1GbfhBVB9ajJvVPwGq+7PfRuLnheEoKk3ZERERERF1MZmYmevTsCYs2BH7TnofCJxTCakH5719hzR/fYQ2Es0N0iqqqKmeHQG2ECTsiF1VbpQcATHnoZcT3TXRyNM0jBJBvMOFMpQz5Bgk0Uf2gieoHlVQgysOKaA8L3Fv5W6cg8zS+fut5FBcXM2FHRERERNTFFBYVQdHnGgSOuw8CEmhkAoMDrPC/5w7gnjucHV67S9m9DT9/8U8YDAZnh0JthAk7IhfnGxKJsO69nR1Gs4UDGAxAX2vC0Vw9juRWoKbOghN6GU7oZYj0cUOvEC1i/Nwhl0mdHS4REREREbm4Qr0Br28vhfe4+yEAxPq746qegVArZM4OzWkKMk87OwRqY0zYEVGb0GoUGB7riyHRPkgrrsbhnApkltYg4+yikksRF+iJXsFaBGpVnMWJiIiIiIga+C2lAM9/dwil1XWwmgwYFCjHqIRg/v1AnR4TdkTUpmRSCboFeKBbgAfKa+qQkleJY3l6VBnNOJxTgcM5FfBxU6JniCd6BGnhoeKvJSIiIiKirs5gsuDNn49j+a50AEC0lxw73nka0f/4gMk66hL4lzERtRsvNyWGx/piWIwPsspqkZKnx6nCKpTW1GHnqRLsOlWCMG8N4oI80c3fo0t3cSciIiIi6qqSM8vw3H8O4kxxNQDggVHRmBBYi2Gzs50cGVH7YcKOiNqdRCJBhI8bInzcMDbegtSCKhzL0yOvwoCsslpkldViy/FCRPm6Iy7QEzH+7s4OmYiIiIiI2pjBZMH7m07ik+1nYBVAoFaFt27qi7HxAUhOTnZ2eETtigk7InIqlVyGPqE69AnVoaLWhJMFlThRUImSqjqcKa7GmeJqyKUSBKtl0MQNh8FsdXbIRERERETkYIezKzDzPweQWlgFALhxQCjmTOsNnZvCyZEROQcTdkTkMnQaBQZH+WBwlA9Kqow4UVCJkwVVqKg1IatGhoAbXsaM7wsw9vheXNMnCON7BPIDnIiIiIioA6szW7F4cyo+3HoaFquAn4cSb9yQgAm9g5wdGpFTMWFHRC7J10OFER4qDI/xRYHeiOQT6TiWVQR4BWHDsQJsOFYAuVSC4bG+mNg7CFf3CkSgVu3ssImIiIiIqJmO5FTg+e8OISVPDwCY2jcYr1/XBz7uSidHRuR8TNgRkUuTSCQI0qnR19uCTa88iO82/YEMixd+PVqAEwWV+D21GL+nFuOVdUfQK1iLK3sEYFyPAPQP94JMytmjiIiIiIhcTbXRjPc3nsTnO9NgFYC3mwLzr0/AlL7Bzg6NyGUwYUdEHUq0twI3DYzHzAnxOFNUhV+PFuDXo/k4mF2OY3l6HMvTY/GWU/BxV2JMnD/GxvtjTJw/vNz4LR0RERERkbNtPl6AV9cdRU55LYD6XnVzpvWGv6fKyZERuRYm7Iiow4rx98AjYz3wyNhYFFcZse1EETafKMT2k0Uora7D2v05WLs/BxIJkBCqw8hufhjVzQ+Jkd5QK2TODp+IiIiIqMso1Bsw98ejWH84HwAQ6qXB/Bv6YFx8gJMjI3JNTNgRUafg56HCTYlhuCkxDCaLFckZZdh8ohBbjhfiZEEVDmVX4FB2BT7aehoquRRDon0wspsfRsb6oWewJ+QyqbNPgYiIiIio07FaBb7enYm3fz6OSqMZMqkED46KxlNXdYebkikJoqa49N0xd+5czJs3z25dYGAg8vPzm9xn27ZtmDlzJo4ePYqQkBDMmjULDz/8cFuHSkQuRCGTYmiML4bG+GL2pJ7IrzBg56li7DxVjB2nilFYabQ9+w4APFRyDIjwwpAoHwyO9kH/cC/2wCMiIiIiukwHssox54ejOJhVDgDoF6bDGzcmoHeIzrmBEXUALp2wA4DevXtj06ZNttcyWdN/RKelpWHy5Mn429/+hq+++go7d+7Eo48+Cn9/f9x0003tES4RuaAgndrW+04IgdTCKuxIrU/e7UkrRaXRbJfAU8qkSAjTYXCUD4ZEeyMx0gc6jcLJZ0FERERE1DEUVhrw9i8n8N2+bACAu1KG5yfG457hUZwYjqiZXD5hJ5fLERQU1KyyS5cuRUREBBYtWgQA6NmzJ/bu3YuFCxcyYUdEAOpnnY0L9ERcoCfuHxUNi1UgJU+PPeml2Jteht3ppSiqNGJfRhn2ZZRh6TZAIgG6B3igX5gX+oZ7oV+YDj2CtFDKOYyWiIiIiOicOrMVX+xKxz9/S0WV0QwAuGlgGF64Jh4BWrWToyPqWFw+YZeamoqQkBCoVCoMHToUb7zxBmJiYhotm5SUhAkTJtitmzhxIj777DOYTCYoFI33kDEajTAajbbXer3ecSdARC5NJpWgT6gOfUJ1uG9kNIQQyCipwe70UuxJK8We9FKkl9TgZEEVThZU4b9nvyVUyqToGaJFvzAd+oV5oV+4DjF+HpC28zeGmZmZKC4ubtf3dGV+fn6IiIhwdhhEREREXc7WE4V4/adjOFNUDaB++Ovca3tjQIS3kyMj6phcOmE3dOhQrFixAnFxcSgoKMD8+fMxYsQIHD16FL6+vg3K5+fnIzAw0G5dYGAgzGYziouLERwc3Oj7LFiwoMGz8oioa5JIJIjyc0eUnztuHRQOoL5L/8GsChzKLseBrHIcyq5ARa0JB7PKzz6PIwNA/bPwegZ7okeQFj2DtegZ7In4IM82e5huZmYmevTsidqamjY5fkekcXPD8ZQUJu2IiIiI2snJgkq8+fNxbD5eCKB+MrhZ18Tj5oFh7f5lNlFn4tIJu0mTJtn+n5CQgOHDhyM2NhZffPEFZs6c2eg+Eon9LwQhRKPrzzd79my74+n1eoSHh19O6ETUiQR4qnF1LzWu7lX/hcC5XngHs8ttibwjuRWoMpqxJ70Me9LLbPtKJECUrzt6Bnui59lEXnyQJ0K9NJfdgCkuLkZtTQ3ueuEdBEbEXtaxOoOCzNP4+q3nUVxczIQdERERURvLLa/F+xtPYnVyNqwCkEsluH9UNJ64shs81Xz+M9HlcumE3YXc3d2RkJCA1NTURrcHBQU1mEG2sLAQcrm80R5556hUKqhUKofGSkSd1/m98K7rHwoAMFusOFVUhZQ8PVLyKm3/FlcZkVZcjbTiaqw//NfvJ41Chhh/d3QL8EA3f4/6fwM8EOnr3uJn4wVGxCKse2+HniMRERERUWMqakxYsu0Ulu9Mh9FsBQBMTgjCcxPiEePv4eToiDqPDpWwMxqNSElJwejRoxvdPnz4cPz444926zZs2IBBgwY1+fw6IiJHkMuk6BGkRY8gLW4Y8Nf6okojUvL0OJ7/VyLvdFEVak0WHM3V42iu/TMz5VIJInzd0M3fAzH+HojydUOkrzui/NwQ6KnmsAIiIiIicgqDyYIVSen4cMtpVNSaAABDon0we1IPPqeOqA24dMLuueeew7Rp0xAREYHCwkLMnz8fer0e06dPB1A/lDUnJwcrVqwAADz88MNYvHgxZs6cib/97W9ISkrCZ599hm+//daZp0FEXZi/pwr+nv64Is7fts5ksSKztAanCqtwqrAKpwurcKqo/t/qOgvOFFWffVhvgd2xVHIpIs8l8HzdIKmuhjqqP6rNgFUISC8y9J+IiIiIqDXqzFb8d18WPtx8CrkVBgBAfKAnXpgUj3HxARd9/BQRtZ5LJ+yys7Nxxx13oLi4GP7+/hg2bBj++OMPREZGAgDy8vKQmZlpKx8dHY3169fjmWeewYcffoiQkBB88MEHuOmmm5x1CkREDShkUsT6eyDW3wMTzxvJKoRAXoXBlsjLKKlGekkNMkqqkVVWC6PZaput9pzA2+bjl1xgQ94peKoV0Krl0GoU8FTLoVUroFUr4KmRw0MpZ+88IiIiImq2OrMV3+3LxodbTiGnvBYAEKxTY+bVcbhxYBhkbFsStSmXTtitXLnyotuXL1/eYN2YMWOQnJzcRhEREbUdiUSCEC8NQrw0dj3ygPpeebnltbYEXnpxDQ6dycWuw6lQ+4XDKiSoqDXVD08oq23k2ICnSl6f1NPI/0ruqRXQahTwUMnZ6CIiIiIimCz1ibrFm/9K1AV4qvDI2FjcMSQCaoXMyRESdQ0unbAjIqJ6CpkUkb7uiPR1B1CfzEtONiDx6UfxzOI10IXHQW8wQW8wo7K2/l+9wYRKgxmVBhOsAmfXmZFT3vh7uCtl8FTX986rX+z/r5ZLOeSBiIiIqJOqM1uxJjkbi7ecQvbZL4D9PVV4ZEws7hzKRB1Re2PCjoiog5NIAK2mvqdcY6xCoNpoRuXZJF5jST2LVaC6zoLqOgvy9Y0eBnKppNFEXn3PPTk81HLIpS2b4ZaIiIiIGpeZmYni4uI2f59akxUbz9Tgx5PVKKmtn/XVSy3FDT08MCHGDSp5GY4dLmvzOC4lJSXF2SEQtSsm7IiIOjmpRHI2yaZACDQNtgshUGuynO2NV98jz/Z/Y/3/a+osMFsFympMKKsxNfleTfbSOzscV61gLz0iIiKiS8nMzESPnj1RW1PTZu8hddPBM3EaPAdMgUzjCQAwV5VC/+dqZB74BQfNRsxts3dvvaqqqksXIuoEmLAjIuriJBIJ3JRyuCnlCNQ2XsZssaLqvF56Fyb0Wt1LT2XfY4+99IiIiIiA4uJi1NbU4K4X3kFgRKxDj11lBlL1MqRXS2EV9V+kesgF4rQWRIR7QNZrOoDpDn1PR0jZvQ0/f/FPGAwGZ4dC1C6YsCMiokuSy6TwclPCy03Z6PZGe+kZ7XvsNbeXnptSdtGknkYhYy89IiIi6hICI2IR1r33ZR9HCIG8CgMOZJXjVGEVxLnja1VIjPRGrL8HpC7evirIPO3sEIjaFRN2RER02ZrVS89qRZUtodd4Us9sFaips6CmzoICvbHR48hsvfTqZ7k9l9AzGCSQewWjziIa3Y+IiIioqzFbrUgtqMKBrHIUVv7Vtor0cUNipDfCvDX8IpTIRTFhR0RE7UIuvXQvPYPJ2mgi79z/q+sssFgFymtMKK8xAag97wgKhD70CW5fnQ+/Xzch0tcNUb7uiPZzQ6SvO6L93BHp6wZPdeOTcxARERF1FtVGMw7nVOBwTgVq6iwA6r/07BHkiX5hXvD3VDk5QiK6FCbsiIjIJUgkEmiUMmiUMgQ0UcZstaLaaEHludluz0volemrUVFjhFSpRnGVEcVVRuzLaDijmZ+HElG+7meTeG6I8nNHlK87Yvzd4abkxyIRERF1TEII5JYbcDi3AqkFlbCeHXTgoZIjIUyHhBAdNEqZc4MkombjXyZERNRhyKVS6DRS6DQNe8llpx7Fe4/djK279sAnvDvSS6qRXlyN9JIa2/9LqutQXFW/7G0kmRfmrUH3AA90D/REN38PdAv0QLcAD2jZK4+IiIhclMFkQUqeHkdy9SitrrOtD9ap0T/cC7H+HpBJOeyVqKNhwo6IiDoVT5W0/lvkMF2DbXqDCRnFNUizJfPq/00rrkZZjQnZZbXILqvFlhNFdvsFadXoFlCfvOse6IHuAZ6ID/JsNHFIRERE1NaEEMjXG3A4pwInC6pgOdudTi6VID7IEwmhOgRq1U6OkoguBxN2RNShpKSkODsEl8G6aFxz6iUMQJg3MMobQDcNAA0qDBZkV5qRXWFGlt6MbL0Z2ZVmlNZaka83IF9vwI5TxXbH8XeTIcpLjigvBaK85Ij2UiDAXeZSs6wZjUaoVHxOzfn8/PwQERHh7DCIiIharNpoxomCShzL06Ok6q/edH4eSvQJ1aFHkCdUcg57JeoMmLAjog5BX1rf4+nuu+92ciSup6qqytkhuIS2+hmRqNyh8A2H0i8cct9wKH0joPCLgFwXgKIaC4pqLNiT+9esa1ZjDeqK0mEqPIO6wjQY81JhKs4ArBaHxtWCMwDAmXPPp3Fzw/GUFCbtOqi5c+di3rx5dusCAwORn5/vpIiIiNqW2WJFWnE1juXpkVFaA3H2Y10ulaB7oAcSQnUI0qo52ytRJ8OEHRF1CLVVegDAlIdeRnzfRCdH4xpSdm/Dz1/8EwaDwdmhuIT2/hmps9ahok6CCpME5XUSVNRJoDdJAJUb1GG9oA7rZSsrlQh4KQS8lQI+KgFvpRUecqCt29XnfkZ43/ylIPM0vn7reRQXFzNh14H17t0bmzZtsr2WydibhIg6FyEElMFx2F8qQ05uGoxmq21bkFaNnsGeiA/0hErB339EnRUTdkTUofiGRCKse29nh+ESCjJPOzsEl+TMnxGLVaCspq5+ltrKOhRWGlBQaUSd2YrSOglK64DTZztEKuVSBHqqEKhVI0inRrBO7fBZas/9jPC+oc5GLpcjKCjI2WEQETlcbnkt1h3Iwdc7ixB873s4UwUAVnio5OgZ7ImeQVp4uyudHSYRtQMm7IiIiBxEJpXAz0MFPw8VcDaXIIRAea0JBXoDCvRGFOgNKDybxMsqq0VWWa1tfy83BUJ0GoR4qRHipYGXRsHhLUSNSE1NRUhICFQqFYYOHYo33ngDMTExjZY1Go0wGv8atq7X69srTCKiZimsNODnw/n48WCu3Sz2VpMBUToFEuMjEOatcaln5BJR22PCjoiIqA1JJBJ4uynh7aZEj7NJPItVoLS67mwSz4C8CgNKqutQXmNCeY0Jx/LqEwoahQwhXmoEn03iBXiqIZOysU5d29ChQ7FixQrExcWhoKAA8+fPx4gRI3D06FH4+vo2KL9gwYIGz7wjInK20uo6/HIkHz8dysUfZ0pwdpJXSCTAkCgfDPK14IW7bsEt73+NMB835wZLRE7BhB0REVE7k0kl8PdUwd9ThT6hOgCAwWRBXoUBueW1yK2oRYHeiFqTBaeLqnG6qBoAoJBJEOqlQbi3G8J93ODnoWQPPOpyJk2aZPt/QkIChg8fjtjYWHzxxReYOXNmg/KzZ8+2W6/X6xEeHt4usRIRnU9vMGHD0QL8eDAXO08Vw2z9a1KoARFemNo3BFMSghGkUyM5ORmirvYiRyOizo4JOyIiIhegVsgQ7eeOaD93AIDZakVRpRG55WeTeOW1MJitSC+pQXpJzdl9pAjzdkO4twbhPm4cQktdkru7OxISEpCamtrodpVKBZVK1c5RERHVK64yYtOxAvx6NB87T5WgzvLX5BG9Q7SY1q8+SRfOXnREdAEm7IiIiFyQXCpFsE6DYJ0GiZHeEEKguKoOWWU1yCqtQU55LQwmK04VVuFUYf1MFh4qOcJ9NIjydUcEG/7URRiNRqSkpGD06NHODoWICACQVVqDX4/mY8PRAuzNKMV5HekQF+iBqX1DMLVvMGL8PZwXJBG5PCbsiIiIOgCJ5K9htAMjvGGxChToDcgqq0F2aS3yKgyoMpqRkleJlLxKSCSAJyKhHXYLqqxyCCHY+446heeeew7Tpk1DREQECgsLMX/+fOj1ekyfPt3ZoRFRFyWEwImCSvx6pL4n3bln0Z6TEKrDxN6BmNg7CN0DPZ0UJRF1NEzYERERdUAyqQQhXhqEeGkwNBowWazILa9FVmkt0kuqUVJdBz3c4D1mOvYZgOM70xDl644oX3eE+2igksucfQpErZKdnY077rgDxcXF8Pf3x7Bhw/DHH38gMjLS2aERURdiNFuwO60Uv6UUYvPxQmSW1ti2SSXAkGgfTOwdhAm9gxDqpXFipETUUTFhR0RE1AkoZFJE+roj0tcdo7r7QV9rwvZdSTicmgmP7oNRbQSO5upxNFcPqQQI9dIg1t8Dsf4e8FCzOUAdx8qVK50dAhF1UYV6A7acKMRvKYXYcaoYNXUW2zalXIoruvthQu8gXNUzED7uSidGSkSdAVvoREREnZBWo0AwyrF5zT8wce7H8I0fVD9hRXE1ymtNyCqrRVZZLbaeLEKQVo1Yf3fEBnjA241/YBAREQGA1SpwOKcCvx0vxJbjhTicU2G3PcBThSt7BGBcjwCM6uYHdxX/vCYix+FvFCIiok5OKoGt992YOH+U1dThTFE1ThdVIa/CgHx9/bLzdAl83ZVne965w99TxefeERFRl1KgN+D31GJsP1mEHaeKUVpdZ7e9X7gXrowPwPieAegVrIVUys9JImobTNgRERF1Md5uSiRGKpEY6Y1qoxmni6pwuqga2WU1KKmuQ0l1KXanl8JTLUf3AA/EB3oyeUdERJ2SwVT/LLrfU4uw/WQxThRU2m33UMkxursfruwRgLHxAfD3VDkpUiLqapiwIyIi6sLcVXL0DfNC3zAvGEwWpBdX41RRFTJKalBpMCM5sxzJmeXw0igQF+iJ+CBPPpeHiIg6rHMzuv5+shjbU4vwZ1op6sxW23aJBOgbqsPo7v64Is4fAyK8oJBJnRgxEXVVTNgRERERAECtkKFHsBY9grUwWazIKKnByYJKnDn73Lvd6fU97/w8lIgL9ERcoCd0GoWzwyYiIrqorNIaJJ0pwR+nS7DjVDEKK41224O0alwR54fR3f0xqpsfvPnFFBG5ACbsiIiIqAGFTIpuAR7oFuCBOrMVZ4qrcLKgChkl1SiuqkNxVQl2nS5BkFaNuEAPxAd5wk3JZgUREbVOZmYmiouLHXKskhoLjhQZcbigDkeK6lBYbbHbrpQBffxV6BekQv9AJcK0ckgkFsCSj7QT+UhzSBSXJyUlxdkhEJGTsWVNREREF6WUS9EjSIseQVoYTBacKqrCyfxKZJfV2ias2HGqGJG+7ugZ5Ilof3fIpRw+REREzZOZmYkePXuitqamVftL3bygjkiAOrIv1BF9ofAJtdsuLGYY81NhzDgEQ+YhGLKPIdViwlpHBN/GqqqqnB0CETkJE3ZERETUbGqFDH1CdOgTokO10YzUwiocz9ejQG9EWnE10oqroZJLERfoiZ7BngjSqjlZBRERXVRxcTFqa2pw1wvvIDAi9pLljRag2ChBoUGKIqMElaYLvyQS8FYK+KsE/NVW+KoEFNGxwPBYADe0yTk4Wsrubfj5i3/CYDA4OxQichIm7IiIiKhV3FVy9A/3Qv9wL5RW1yElT4/j+ZWoMppxOKcCh3Mq4O2mQI9gLXoGecJTzefdERFR0wIjYhHWvXeD9XqDCbnltcgtNyC3vBYl1XUNyvh5KBHm7YZwbw1CvTRQKWTtEXKbKcg87ewQiMjJmLAjIiKiy+bjrsTIbn4YHuuL7LJapOTpcaqwCmU1JiSdLkHS6RKE+2jQJ0SHGA6ZJSKiJgghUFpdh5zyWuRW1CfoKg3mBuV83JUI89Yg3NsNod4aaDp4go6I6EJM2BEREZHDSCUSRPi4IcLHDePirUgtrMTxvEpkl9ciq7R+0Shk6BHsiT4hOvhwJj4ioi6tzmzFiZI6aIfciF1FcpTlnoHBbLUrI5EA/h4qhHppEOKlQYiXmhMdEVGn59K/5RYsWIA1a9bg+PHj0Gg0GDFiBN566y3Ex8c3uc/WrVsxbty4ButTUlLQo0ePtgyXiIiIzqOUS9E7RIfeITpU1JpwLFePo3kVqDZasD+zHPszyxGsU6NPqA7dAzygkLHXHRFRZ1dtNCM5swx70kqxJ70M+7PKYDBZ4T3ufuTVAoAVcqkEQTo1Qrzqh7cGadVQyvkZQURdi0sn7LZt24bHHnsMgwcPhtlsxssvv4wJEybg2LFjcHd3v+i+J06cgFartb329/dv63CJiIioCTqNAsNjfTE02gfppdU4mqNHWkk18ioMyKswYNuJIsQHeaJPiBYBWrWzwyUiIgcQQiCjpAbJmWX1S0Y5jufrYRX25TyVEhQc2YWhQwajV7do+HuqIJNywiIi6tpcOmH3yy+/2L1etmwZAgICsG/fPlxxxRUX3TcgIABeXl5tGB0RERG1lFQqQYyfB2L8PFBlNONYnh5HcyqgN/w1UUWApwq9Q7SID/KESs5nEhERdRQ1dWYczKpAcmYZ9meWYX9meaMTRIR6aTAk2geDorwxJMoHFdknMfgf/4e4q9YgSMcvbYiIABdP2F2ooqICAODj43PJsgMGDIDBYECvXr3wyiuvNDpM9hyj0Qij0Wh7rdfrLz9YIiIiuigPlRxDonwwONIbWWW1OJpTgdNF1SisNKLwRBF2nCpGfKAn+oZ5wd9T5exwiYjoPEIIZJbW2HrOJWeW4Xh+JSwXdJ9TyqToE6rFwAhvDIz0xsAI7wZJueQc9qYjIrpQh0nYCSEwc+ZMjBo1Cn369GmyXHBwMD7++GMkJibCaDTiyy+/xPjx47F169Yme+UtWLAA8+bNa6vQiYiI6CIk501UUVtnQUq+Hkdz9CitqcORXD2O5OoRpFWjb1j9s+7kfNYdEVG7q62z4GB2uS1BdyCrDMVVDXvPBWnVGBjpZUvQ9Q7Rsrc0EVErdJiE3eOPP45Dhw5hx44dFy0XHx9vNynF8OHDkZWVhYULFzaZsJs9ezZmzpxpe63X6xEeHu6YwImIiKjZNEoZBkZ4Y0C4F3LKa3E4uwKniqqQrzcg/5gB21OL0CtYi4RQHbzcOMMsEVFbsFoFzhRX40BWOQ5mleNAVjmO5ekb9J5TyCToHaI7m5yrT9KFeGmcFDURUefSIRJ2TzzxBH744Qds374dYWFhLd5/2LBh+Oqrr5rcrlKpoFJxqA0REZGrkEgkCPN2Q5i3G6qNZhzN1eNwTgWqjGYkZ5YjObMckT5uSAjTIdrXHVI+nJyIqNUKKw04kFmOg9nlOJhVgYPZ5ag0mBuUC9Sq6pNzZxN0vUN0UCvYe46IqC24dMJOCIEnnngCa9euxdatWxEdHd2q4+zfvx/BwcEOjo6IiIjag7tKbns4eXpxNQ7lVCCjpAYZpfWLh0qOhFAdeodo4a5y6aYNEZHTVRvrJ/k5mFWfoDuQWY7cCkODciq5FAmhOvQP90K/cC8MiPBCqJcGEgm/ICEiag8u3ap97LHH8M033+D777+Hp6cn8vPzAQA6nQ4aTX1X69mzZyMnJwcrVqwAACxatAhRUVHo3bs36urq8NVXX2H16tVYvXq1086DiIiILp9UIkGMvwdi/D1QXlOHIzl6HM2r73WXdKYEf6aVINbfA33DdPyjkohcXmZmJoqLi9v0PSxWgSy9GaklJqSW1iG11IQsvRkXjGyFBECYVo44XwW6+SgQ56NEuE4OuVQCwABY8lGYlo/CNoozJSWljY5MRNRxuXTC7qOPPgIAjB071m79smXLMGPGDABAXl4eMjMzbdvq6urw3HPPIScnBxqNBr1798b//vc/TJ48ub3CJiIiojbm5abEqO5+GBbjg1OFVTiUU4G8CgNSC6uQWlgFH3cl+obq0DNYC6Wck1QQkWvJzMxEj549UVtT49Djyjz9oQqJgzI4DqqQeCgDu0GqVDcoZ9YXwZh3EnV5J2HMPYm6glNIr6vFxZ8W3vaqqqqcHAERketw6YSdEOKSZZYvX273etasWZg1a1YbRURERESuRC6TokewFj2CtSiqNOJQTjlO5FeitLoOW08WYefpYvQM0qJvmA6+HnxeLRG5huLiYtTW1OCuF95BYERsq45htABldZKzixSlRgmM1oY9i+USAW+lgI9KwFtphY9SQBOhA/oMBjD4Ms/EMVJ2b8PPX/wTBkPDoblERF2VSyfsiIiIiJrL31OF8T0CMaqbH1LyKnEouxxlNSYcyqnAoZwKhHlpECqXAFI+IJ2IXENgRCzCuve+ZDmDyYLCSiMK9AYU6o0oqDQ0OimEVAL4eagQqFUjSKtGoFYFH3elyz8ioCDztLNDICJyOUzYERERUaeiksvqH5IepkNWWS0OZZfjTFE1sstrkQ0FgqcvalYvfiIiZ6gzW1FY+VdirkBvREWtqdGy3m4KBGjVCPSsT9IFeKogl/ExAEREnQETdkRERNQpSSQSRPi4IcLHDZUGEw7nVOBQZikqzuyDRDLC2eEREcFsBXLLa+16z5XW1DVaVqdRIOBsYi5Qq4K/pwoqOXsMExF1VkzYERERUafnqVZgRKwfQi0F+CBpFYAnnB0SEXUxBpMFJ/IrcSinAlsPliP4vn/hh2wFRHZ2g7IeKjkCtX/1mgvUqqFWMDlHRNSVMGFHREREXYZMAoi6WmeHQUSdXKXBhGO5ehy1LRVILayCxfrXcHxlQDQEADelrL7XnKcKAWcTdO4q/plGRNTV8ZOAiIiIiIiolYqrjLak3NFcPY7mVCC9pKbRsj7uSiSE6uAvq8WS+S9gxhMvoFuPXi4/KQQREbU/JuyIiIiIiIguQQiB3AoDjuTUJ+aO5VbgSI4e+XpDo+VDdGr0CtGhT6gWvc/+G6RVQyKRIDk5Ge+e+hMaOZisIyKiRjFhR0REREREdJ6aOjNOFlTheJ4ex/MrcTy//t/ymoaztUokQLSvO3qH6tA7RHt20cHHXemEyImIqLNgwo6IiIiIiLokq1Ugs7Tmr6RcXiVOFFQivaQaQjQsL5dK0D3QE33OJeZCdegZrIUHnzlHREQOxk8WIiIiIiLq1IQQKKoy4lRhFU7mV55N0FXiZEElauosje7j56FCz2BP9AjyRHyQFj2CPNE90AMqOWdrJSKitseEHRERERGRA2VmZqK4uNjZYbgUo9EIlUrV5u9jFQLFNRZk6822JUtvRk6lGVV1jXSZA6CQAuE6OSJ1CkTp5Ij0UiBCJ4eX+lxizgDAgLqCQhwtcEycKSkpjjkQERF1WkzYERERERE5SGZmJnr07InamsZnCe26JAAaT5i16mhyJeRewZB7h0DhEwqFXwQUvmFQ+IZDqtQ0uo+wWmAuL4CpJBN1RekwFaWjrjAd5rJcnBJWh8XWElVVVU55XyIicn1M2BEREREROUhxcTFqa2pw1wvvIDAi1tnhuISU3dvw8xf/xJSHXkZ838Rm72cVQLUZqDJLUGWSoPLsv9VmCWosQH0SsCEJBDwUAlo54KkQ0J5dPBQCsig/AH4ABjri1FrtXJ0YDI3PMEtERMSEHRERERGRgwVGxCKse29nh+ESCjJPAwB8QyIb1InRZEGFwQR9rRn6WhMqDCZU1JpQXmOC3mBqdOKHc5RyKbw0Cni7KeHj/tei0yggkzaezHMV5+qEiIioKUzYERERERFRmzBZrKiBEpqYQcgxuaEytQgVtSboDfUJOqP54kNR5VIJvNwU8HJTwttNAS+N8uxrBTQKGSQS107MERERtRYTdkRERERE1GJWq0B1nRlVRjOqDGZUnv23ymhGpcEMvcF0dgbWWATcMhenTAAyyxscR6OQQauRQ6dWQKtRQKepT8h5aZRwVzEpR0REXRMTdkREREREZOf8ZFylwf7fc0m5aqO5WdNIyGBBbUEGgkOCERESDK1GAa1GDq1aAa1aAaVc2ubnQ0RE1NEwYUdERERE1IVYziXjDI33jmtJMk4qAdxVcniq5PBQy+GhksNTrYCHSg6tWg6tRoEj2/+Hb5Y/j6vnfYz+cX3b/PyIiIg6AybsiIiIiIg6iQuTcX/1jjPZknE1Rkuzk3EeqvoknIdaDk+VwpaUq38th5vy0kNWOaCViIio5ZiwIyIiIiLqAJqTjKs2Wpp1LFsy7oJecfX/r/+3Ock4IiIiahtM2BEREREROZkQArUmC/QGMyprTag8b5hqpdHUup5x5/WKO3/IKpNxREREro8JOyIiIiKiNiaEQE2dxTZ7qt5ggr62/v+VBjP0tSaYrZdOxzXVM86TyTgiIqJOhQk7IiIiIiIHSS83wa3nFThRIcWJ4wW2ZFylwdyshJy7SgatWgHPC54Zx2GqREREXQsTdkREREREDvLtkUr4XzsLRyoAVOgbbD83e6qnRlE/i6paAa3mbIJOLYdcKm3/oImIiMjlMGFHREREROQgsd4K/P7HXsT17IUgf39oNX8l5TxUcsik7B1HREREl8av8IiIiIiIHOTW3p4o+HY2BvtaMDzWF71DdAj3cYNOo2CyjoiIiJqNCTsiIiIiIiIiIiIXwoQdERERERERERGRC2HCjoiIiIiIiIiIyIUwYUdERERERERERORCmLAjIiIiIiIiIiJyIUzYERERERERERERuRAm7IiIiIiIiIiIiFxIh0jYLVmyBNHR0VCr1UhMTMTvv/9+0fLbtm1DYmIi1Go1YmJisHTp0naKlIiIiIjaQ0vbh0REREQdicsn7FatWoWnn34aL7/8Mvbv34/Ro0dj0qRJyMzMbLR8WloaJk+ejNGjR2P//v146aWX8OSTT2L16tXtHDkRERERtYWWtg+JiIiIOhqXT9i99957eOCBB/Dggw+iZ8+eWLRoEcLDw/HRRx81Wn7p0qWIiIjAokWL0LNnTzz44IO4//77sXDhwnaOnIiIiIjaQkvbh0REREQdjUsn7Orq6rBv3z5MmDDBbv2ECROwa9euRvdJSkpqUH7ixInYu3cvTCZTm8VKRERERG2vNe1DIiIioo5G7uwALqa4uBgWiwWBgYF26wMDA5Gfn9/oPvn5+Y2WN5vNKC4uRnBwcIN9jEYjjEaj7XVFRQUAQK/XX+4pNKqqqgoAkJ16FMbamjZ5j46mIPM0ACA//SROu7s5ORrXwDqxx/poiHVij/XREOukoaLsNAD1n8Vt8Tl/7phCCIcfm+q1tH3Idp7z8XdRQ6wTe6yPhlgnDbFO7LE+Gup07TzhwnJycgQAsWvXLrv18+fPF/Hx8Y3u0717d/HGG2/YrduxY4cAIPLy8hrdZ86cOQIAFy5cuHDhwoWLQ5asrCzHNIaogZa2D9nO48KFCxcuXLg4cmmvdp5L97Dz8/ODTCZr8G1pYWFhg29VzwkKCmq0vFwuh6+vb6P7zJ49GzNnzrS9tlqtKC0tha+vLyQSyWWeRUN6vR7h4eHIysqCVqt1+PGpZXg9XAuvh2vh9XAtvB6upbHrIYRAZWUlQkJCnBxd59XS9iHbeR0X69JxWJeOwXp0HNalY7AeHac5ddne7TyXTtgplUokJiZi48aNuOGGG2zrN27ciOuuu67RfYYPH44ff/zRbt2GDRswaNAgKBSKRvdRqVRQqVR267y8vC4v+GbQarW8qVwIr4dr4fVwLbweroXXw7VceD10Op0To+n8Wto+ZDuv42NdOg7r0jFYj47DunQM1qPjXKou27Od59KTTgDAzJkz8emnn+Lzzz9HSkoKnnnmGWRmZuLhhx8GUP+t6b333msr//DDDyMjIwMzZ85ESkoKPv/8c3z22Wd47rnnnHUKRERERORAl2ofEhEREXV0Lt3DDgBuu+02lJSU4PXXX0deXh769OmD9evXIzIyEgCQl5eHzMxMW/no6GisX78ezzzzDD788EOEhITggw8+wE033eSsUyAiIiIiB7pU+5CIiIioo3P5hB0APProo3j00Ucb3bZ8+fIG68aMGYPk5OQ2jqr1VCoV5syZ02B4BjkHr4dr4fVwLbweroXXw7XwejjXxdqHzsSfC8dhXToO69IxWI+Ow7p0DNaj47hiXUqEaK/5aImIiIiIiIiIiOhSXP4ZdkRERERERERERF0JE3ZEREREREREREQuhAk7IiIiIiIiIiIiF8KEXRtZsmQJoqOjoVarkZiYiN9///2i5bdt24bExESo1WrExMRg6dKl7RRp19CS67FmzRpcffXV8Pf3h1arxfDhw/Hrr7+2Y7SdX0vvj3N27twJuVyO/v37t22AXUxLr4fRaMTLL7+MyMhIqFQqxMbG4vPPP2+naDu/ll6Pr7/+Gv369YObmxuCg4Nx3333oaSkpJ2i7dy2b9+OadOmISQkBBKJBOvWrbvkPvw8p9Z+xnUGCxYswODBg+Hp6YmAgABcf/31OHHihF0ZIQTmzp2LkJAQaDQajB07FkePHrUrYzQa8cQTT8DPzw/u7u649tprkZ2dbVemrKwM99xzD3Q6HXQ6He655x6Ul5fblcnMzMS0adPg7u4OPz8/PPnkk6irq2uTc29LCxYsgEQiwdNPP21bx3psvpycHNx9993w9fWFm5sb+vfvj3379tm2sy6bx2w245VXXkF0dDQ0Gg1iYmLw+uuvw2q12sqwLhu6VFvC1ers8OHDGDNmDDQaDUJDQ/H666/DVaY9uFhdmkwmvPDCC0hISIC7uztCQkJw7733Ijc31+4YHa4uBTncypUrhUKhEJ988ok4duyYeOqpp4S7u7vIyMhotPyZM2eEm5ubeOqpp8SxY8fEJ598IhQKhfjuu+/aOfLOqaXX46mnnhJvvfWW2L17tzh58qSYPXu2UCgUIjk5uZ0j75xaej3OKS8vFzExMWLChAmiX79+7RNsF9Ca63HttdeKoUOHio0bN4q0tDTx559/ip07d7Zj1J1XS6/H77//LqRSqfjnP/8pzpw5I37//XfRu3dvcf3117dz5J3T+vXrxcsvvyxWr14tAIi1a9detDw/z6m1n3GdxcSJE8WyZcvEkSNHxIEDB8SUKVNERESEqKqqspV58803haenp1i9erU4fPiwuO2220RwcLDQ6/W2Mg8//LAIDQ0VGzduFMnJyWLcuHGiX79+wmw228pcc801ok+fPmLXrl1i165dok+fPmLq1Km27WazWfTp00eMGzdOJCcni40bN4qQkBDx+OOPt09lOMju3btFVFSU6Nu3r3jqqads61mPzVNaWioiIyPFjBkzxJ9//inS0tLEpk2bxKlTp2xlWJfNM3/+fOHr6yt++uknkZaWJv773/8KDw8PsWjRIlsZ1mVDl2pLuFKdVVRUiMDAQHH77beLw4cPi9WrVwtPT0+xcOHCtqugFrhYXZaXl4urrrpKrFq1Shw/flwkJSWJoUOHisTERLtjdLS6ZMKuDQwZMkQ8/PDDdut69OghXnzxxUbLz5o1S/To0cNu3UMPPSSGDRvWZjF2JS29Ho3p1auXmDdvnqND65Jaez1uu+028corr4g5c+YwYedALb0eP//8s9DpdKKkpKQ9wutyWno93nnnHRETE2O37oMPPhBhYWFtFmNX1ZyEHT/PyRFtjs6ksLBQABDbtm0TQghhtVpFUFCQePPNN21lDAaD0Ol0YunSpUKI+j+6FAqFWLlypa1MTk6OkEql4pdffhFCCHHs2DEBQPzxxx+2MklJSQKAOH78uBCi/g87qVQqcnJybGW+/fZboVKpREVFRdudtANVVlaK7t27i40bN4oxY8bYEnasx+Z74YUXxKhRo5rczrpsvilTpoj777/fbt2NN94o7r77biEE67I5LmxLuFqdLVmyROh0OmEwGGxlFixYIEJCQoTVanVgTVy+5rTLdu/eLQDYvjTriHXJIbEOVldXh3379mHChAl26ydMmIBdu3Y1uk9SUlKD8hMnTsTevXthMpnaLNauoDXX40JWqxWVlZXw8fFpixC7lNZej2XLluH06dOYM2dOW4fYpbTmevzwww8YNGgQ3n77bYSGhiIuLg7PPfccamtr2yPkTq0112PEiBHIzs7G+vXrIYRAQUEBvvvuO0yZMqU9QqYL8PO8a3NEm6OzqaioAABbGyotLQ35+fl2daRSqTBmzBhbHe3btw8mk8muTEhICPr06WMrk5SUBJ1Oh6FDh9rKDBs2DDqdzq5Mnz59EBISYiszceJEGI1Gu+GQruyxxx7DlClTcNVVV9mtZz0237l2yy233IKAgAAMGDAAn3zyiW0767L5Ro0ahd9++w0nT54EABw8eBA7duzA5MmTAbAuW8PV6iwpKQljxoyBSqWyK5Obm4v09HTHV0Abq6iogEQigZeXF4COWZfyFp81XVRxcTEsFgsCAwPt1gcGBiI/P7/RffLz8xstbzabUVxcjODg4DaLt7NrzfW40Lvvvovq6mrceuutbRFil9Ka65GamooXX3wRv//+O+Ry/spypNZcjzNnzmDHjh1Qq9VYu3YtiouL8eijj6K0tJTPsbtMrbkeI0aMwNdff43bbrsNBoMBZrMZ1157Lf71r3+1R8h0AX6ed22OaHN0JkIIzJw5E6NGjUKfPn0AwFYPjdVRRkaGrYxSqYS3t3eDMuf2z8/PR0BAQIP3DAgIsCtz4ft4e3tDqVR2iOuxcuVKJCcnY8+ePQ22sR6b78yZM/joo48wc+ZMvPTSS9i9ezeefPJJqFQq3HvvvazLFnjhhRdQUVGBHj16QCaTwWKx4P/+7/9wxx13AODPZWu4Wp3l5+cjKiqqwfuc2xYdHd2a03QKg8GAF198EXfeeSe0Wi2AjlmX/Ou3jUgkErvXQogG6y5VvrH11DotvR7nfPvtt5g7dy6+//77Rm9cap3mXg+LxYI777wT8+bNQ1xcXHuF1+W05P6wWq2QSCT4+uuvodPpAADvvfcebr75Znz44YfQaDRtHm9n15LrcezYMTz55JN47bXXMHHiROTl5eH555/Hww8/jM8++6w9wqUL8POcWtvm6Gwef/xxHDp0CDt27GiwrTV1dGGZxsq3powrysrKwlNPPYUNGzZArVY3WY71eGlWqxWDBg3CG2+8AQAYMGAAjh49io8++gj33nuvrRzr8tJWrVqFr776Ct988w169+6NAwcO4Omnn0ZISAimT59uK8e6bDlXqrPO0I4xmUy4/fbbYbVasWTJkkuWd+W65JBYB/Pz84NMJmuQ2S8sLGyQhT0nKCio0fJyuRy+vr5tFmtX0Jrrcc6qVavwwAMP4D//+U+DoQjUOi29HpWVldi7dy8ef/xxyOVyyOVyvP766zh48CDkcjk2b97cXqF3Sq25P4KDgxEaGmpL1gFAz549IYRoMMMStUxrrseCBQswcuRIPP/88+jbty8mTpyIJUuW4PPPP0deXl57hE3n4ed513Y5bY7O5oknnsAPP/yALVu2ICwszLY+KCgIAC5aR0FBQairq0NZWdlFyxQUFDR436KiIrsyF75PWVkZTCaTy1+Pffv2obCwEImJibb2z7Zt2/DBBx9ALpfb9dI4H+uxoeDgYPTq1ctuXc+ePZGZmQmAP5Mt8fzzz+PFF1/E7bffjoSEBNxzzz145plnsGDBAgCsy9ZwtTprqh0DNOwF6KpMJhNuvfVWpKWlYePGjbbedUDHrEsm7BxMqVQiMTERGzdutFu/ceNGjBgxotF9hg8f3qD8hg0bMGjQICgUijaLtStozfUA6nvWzZgxA9988w2fBeVALb0eWq0Whw8fxoEDB2zLww8/jPj4eBw4cMDu2QLUcq25P0aOHInc3FxUVVXZ1p08eRJSqdTujzJqudZcj5qaGkil9h/lMpkMwF/f4lH74ed519baNkdnIoTA448/jjVr1mDz5s0NhvxER0cjKCjIro7q6uqwbds2Wx0lJiZCoVDYlcnLy8ORI0dsZYYPH46Kigrs3r3bVubPP/9ERUWFXZkjR47YfXmxYcMGqFQqJCYmOv7kHWj8+PEN2j+DBg3CXXfdhQMHDiAmJob12EwjR47EiRMn7NadPHkSkZGRAPgz2RJNtTmsVisA1mVruFqdDR8+HNu3b0ddXZ1dmZCQkAbDO13RuWRdamoqNm3a1ODL0g5Zl82enoKabeXKlUKhUIjPPvtMHDt2TDz99NPC3d1dpKenCyGEePHFF8U999xjK3/mzBnh5uYmnnnmGXHs2DHx2WefCYVCIb777jtnnUKn0tLr8c033wi5XC4+/PBDkZeXZ1vKy8uddQqdSkuvx4U4S6xjtfR6VFZWirCwMHHzzTeLo0ePim3btonu3buLBx980Fmn0Km09HosW7ZMyOVysWTJEnH69GmxY8cOMWjQIDFkyBBnnUKnUllZKfbv3y/2798vAIj33ntP7N+/3zbbGD/P6UKXuoc7u0ceeUTodDqxdetWuzZUTU2Nrcybb74pdDqdWLNmjTh8+LC44447RHBwsNDr9bYyDz/8sAgLCxObNm0SycnJ4sorrxT9+vUTZrPZVuaaa64Rffv2FUlJSSIpKUkkJCSIqVOn2rabzWbRp08fMX78eJGcnCw2bdokwsLCxOOPP94+leFg588SKwTrsbl2794t5HK5+L//+z+Rmpoqvv76a+Hm5ia++uorWxnWZfNMnz5dhIaGip9++kmkpaWJNWvWCD8/PzFr1ixbGdZlQ5dqS7hSnZWXl4vAwEBxxx13iMOHD4s1a9YIrVYrFi5c2A41dWkXq0uTySSuvfZaERYWJg4cOGD3GWQ0Gm3H6Gh1yYRdG/nwww9FZGSkUCqVYuDAgbbp7IWo/2U3ZswYu/Jbt24VAwYMEEqlUkRFRYmPPvqonSPu3FpyPcaMGSMANFimT5/e/oF3Ui29P87HhJ3jtfR6pKSkiKuuukpoNBoRFhYmZs6caffHGF2ell6PDz74QPTq1UtoNBoRHBws7rrrLpGdnd3OUXdOW7ZsuejnAT/PqTEXu4c7u8buFwBi2bJltjJWq1XMmTNHBAUFCZVKJa644gpx+PBhu+PU1taKxx9/XPj4+AiNRiOmTp0qMjMz7cqUlJSIu+66S3h6egpPT09x1113ibKyMrsyGRkZYsqUKUKj0QgfHx/x+OOPC4PB0Fan36YuTNixHpvvxx9/FH369BEqlUr06NFDfPzxx3bbWZfNo9frxVNPPSUiIiKEWq0WMTEx4uWXX7ZLhrAuG7pUW8LV6uzQoUNi9OjRQqVSiaCgIDF37lxhtVodXi+tcbG6TEtLa/IzaMuWLbZjdLS6lAjBMTNERERERERERESugs+wIyIiIiIiIiIiciFM2BEREREREREREbkQJuyIiIiIiIiIiIhcCBN2RERERERERERELoQJOyIiIiIiIiIiIhfChB0REREREREREZELYcKOiIiIiIiIiIjIhTBhR0RERF3G9u3bMW3aNISEhEAikWDdunUtPoYQAgsXLkRcXBxUKhXCw8PxxhtvOD5YIiIiIuqy5M4OgIiIiKi9VFdXo1+/frjvvvtw0003teoYTz31FDZs2ICFCxciISEBFRUVKC4udnCkRERERNSVSYQQwtlBEBEREbU3iUSCtWvX4vrrr7etq6urwyuvvIKvv/4a5eXl6NOnD9566y2MHTsWAJCSkoK+ffviyJEjiI+Pd07gRERERNTpcUgsERER0Vn33Xcfdu7ciZUrV+LQoUO45ZZbcM011yA1NRUA8OOPPyImJgY//fQToqOjERUVhQcffBClpaVOjpyIiIiIOhMm7IiIiIgAnD59Gt9++y3++9//YvTo0YiNjcVzzz2HUaNGYdmyZQCAM2fOICMjA//973+xYsUKLF++HPv27cPNN9/s5OiJiIiIqDPhM+yIiIiIACQnJ0MIgbi4OLv1RqMRvr6+AACr1Qqj0YgVK1bYyn322WdITEzEiRMnOEyWiIiIiByCCTsiIiIi1CfjZDIZ9u3bB5lMZrfNw8MDABAcHAy5XG6X1OvZsycAIDMzkwk7IiIiInIIJuyIiIiIAAwYMAAWiwWFhYUYPXp0o2VGjhwJs9mM06dPIzY2FgBw8uRJAEBkZGS7xUpEREREnRtniSUiIqIuo6qqCqdOnQJQn6B77733MG7cOPj4+CAiIgJ33303du7ciXfffRcDBgxAcXExNm/ejISEBEyePBlWqxWDBw+Gh4cHFi1aBKvVisceewxarRYbNmxw8tkRERERUWfBhB0RERF1GVu3bsW4ceMarJ8+fTqWL18Ok8mE+fPnY8WKFcjJyYGvry+GDx+OefPmISEhAQCQm5uLJ554Ahs2bIC7uzsmTZqEd999Fz4+Pu19OkRERETUSTFhR0RERERERERE5EKkzg6AiIiIiIiIiIiI/sKEHRERERERERERkQthwo6IiIiIiIiIiMiFMGFHRERERERERETkQpiwIyIiIiIiIiIiciFM2BEREREREREREbkQJuyIiIiIiIiIiIhcCBN25JKWLFmC5cuXOzuMdrV161ZIJBJs3bq1xfump6dDIpFg4cKFlyy7fv16zJ07t9nHnjFjBqKiolocU3NFRUVBIpFAIpHg8ccfb7P36cy64v3SHJdzT3VE534PnDtfiUTSZj8Xc+fOhUQicfhxZ8yYgbFjx9re48LfPf3797f9vpg6darD35+IiIiIyFUwYUcuqSsmIAYOHIikpCQMHDiwTd9n/fr1mDdvXpu+R0tNnjwZSUlJeO6555wdSofUFe+X5mive4raz5dffomkpCQEBQU5OxQiIiIiojYld3YA1PkJIWAwGKDRaJwah8VigdlshkqlcmocTdFqtRg2bJizw3AKf3//LnvuF+L90ny1tbWN1pPJZIJEInH4PVVbWwu1Wt0mPcu6upqaGri5uV2yXEJCAgC49M8lEREREZEjsIddB/P999+jb9++UKlUiImJwT//+c9GhyYJIbBkyRL0798fGo0G3t7euPnmm3HmzBm7cmPHjkWfPn2wZ88ejB49Gm5uboiJicGbb74Jq9VqV1av1+O5555DdHQ0lEolQkND8fTTT6O6utqu3LmhjUuXLkXPnj2hUqnwxRdfAADmzZuHoUOHwsfHB1qtFgMHDsRnn30GIYRt/6ioKBw9ehTbtm2zDX06f1hUZmYm7r77bgQEBEClUqFnz55499137eI9NzTs7bffxvz58xEdHQ2VSoUtW7bAarVi/vz5iI+Ph0ajgZeXF/r27Yt//vOfTda7EAKBgYF47LHHbOssFgu8vb0hlUpRUFBgW//ee+9BLpejvLzctm7v3r249tpr4ePjA7VajQEDBuA///mP3Xs0NXzvk08+QVxcHFQqFXr16oVvvvnmosNU33vvPURHR8PDwwPDhw/HH3/8Yds2Y8YMfPjhh7brdG5JT09v8twbYzAYMHv2bLufhccee8zunM/55ptvMHz4cHh4eMDDwwP9+/fHZ599dsn3OFcf3377LV5++WWEhIRAq9XiqquuwokTJ5oVJ+8X59wv55SXl+PZZ59FTEwMVCoVAgICMHnyZBw/ftxWpjnneO48p06dijVr1mDAgAFQq9WYN2+e7efkyy+/xLPPPovQ0FCoVCqcOnWqyXuqOffj8uXLIZFIsGHDBtx///3w9/eHm5sbjEbjJc/bVRUVFeHvf/87wsPDoVKp4O/vj5EjR2LTpk125T7//HP069cParUaPj4+uOGGG5CSknLJ469atQoTJkxAcHAwNBoNevbsiRdffLHBz/yMGTPg4eGBw4cPY8KECfD09MT48eMdeq5ERERERB0de9h1IL/88gtuvPFGXHHFFVi1ahXMZjMWLlxolyw656GHHsLy5cvx5JNP4q233kJpaSlef/11jBgxAgcPHkRgYKCtbH5+Pu666y48++yzmDNnDtauXYvZs2cjJCQE9957L4D63g9jxoxBdnY2XnrpJfTt2xdHjx7Fa6+9hsOHD2PTpk12SZB169bh999/x2uvvYagoCAEBAQAqE8MPPTQQ4iIiAAA/PHHH3jiiSeQk5OD1157DQCwdu1a3HzzzdDpdFiyZAmAv3pTFBUVYcSIEairq8M//vEPREVF4aeffsJzzz2H06dP28qf88EHHyAuLg4LFy6EVqtF9+7d8fbbb2Pu3Ll45ZVXcMUVV8BkMuH48eONJpvOkUgkuPLKK+3+sN27dy/Ky8uh0Wjw22+/4c477wQAbNq0CYmJifDy8gIAbNmyBddccw2GDh2KpUuXQqfTYeXKlbjttttQU1ODGTNmNPm+H3/8MR566CHcdNNNeP/991FRUYF58+Y1mTT48MMP0aNHDyxatAgA8Oqrr2Ly5MlIS0uDTqfDq6++iurqanz33XdISkqy7RccHNxkDBcSQuD666/Hb7/9htmzZ2P06NE4dOgQ5syZg6SkJCQlJdmu12uvvYZ//OMfuPHGG/Hss89Cp9PhyJEjyMjIaPb7vfTSSxg5ciQ+/fRT6PV6vPDCC5g2bRpSUlIgk8ma3I/3i/PuFwCorKzEqFGjkJ6ejhdeeAFDhw5FVVUVtm/fjry8PPTo0aPZ53hOcnIyUlJS8MorryA6Ohru7u62ZNDs2bMxfPhwLF26FFKpFAEBAcjPz28QV0vvx/vvvx9TpkzBl19+ierqaigUiibP2Ww2X7ROzpHJZHbXv7X7XSgqKsou0Xlh0vOee+5BcnIy/u///g9xcXEoLy9HcnIySkpKbGUWLFiAl156CXfccQcWLFiAkpISzJ07F8OHD8eePXvQvXv3Jt8/NTUVkydPxtNPPw13d3ccP34cb731Fnbv3o3Nmzfbla2rq8O1116Lhx56CC+++KKtDs4f2j137twWPW+TiIiIiKhTEdRhDB48WISHhwuj0WhbV1lZKXx9fcX5lzIpKUkAEO+++67d/llZWUKj0YhZs2bZ1o0ZM0YAEH/++add2V69eomJEyfaXi9YsEBIpVKxZ88eu3LfffedACDWr19vWwdA6HQ6UVpaetHzsVgswmQyiddff134+voKq9Vq29a7d28xZsyYBvu8+OKLjcb7yCOPCIlEIk6cOCGEECItLU0AELGxsaKurs6u7NSpU0X//v0vGltjPv30UwFAZGZmCiGEmD9/vujRo4e49tprxX333SeEEKKurk64u7uLl156ybZfjx49xIABA4TJZGoQR3BwsLBYLEIIIbZs2SIAiC1bttjqJygoSAwdOtRuv4yMDKFQKERkZKRt3bnzTUhIEGaz2bZ+9+7dAoD49ttvbesee+wx0ZJbf/r06Xbv9csvvwgA4u2337Yrt2rVKgFAfPzxx0IIIc6cOSNkMpm46667Lnr8yMhIMX369Abrz9XH5MmT7db/5z//EQBEUlLSRY/L+8W598vrr78uAIiNGzc2e5+LnWNkZKSQyWS2mM8593NyxRVXNDjehfeUEM2/H5ctWyYAiHvvvbfZ8QNo1rJs2TLbPufqvjnL+efRGh4eHuLpp59ucntZWZnQaDQN7rnMzEyhUqnEnXfeaVs3Z86ci/4esVqtwmQyiW3btgkA4uDBg7Zt06dPFwDE559/3upziYyMFFOmTGn1/kREREREro5DYjuI6upq7N27F9dffz2USqVtvYeHB6ZNm2ZX9qeffoJEIsHdd98Ns9lsW4KCgtCvX78Gw8OCgoIwZMgQu3V9+/a16wX1008/oU+fPujfv7/dMSdOnNjokLMrr7wS3t7eDc5j8+bNuOqqq6DT6SCTyaBQKPDaa6+hpKQEhYWFl6yHzZs3o1evXg3inTFjBoQQDXpxXHvttQ16xAwZMgQHDx7Eo48+il9//RV6vf6S7wsAV111FQDYetlt3LgRV199Na666ips3LgRAJCUlITq6mpb2VOnTuH48eO46667AMCu7iZPnoy8vLwmh3eeOHEC+fn5uPXWW+3WR0REYOTIkY3uM2XKFLteZ3379gWAFvVou5RzdXxhT6RbbrkF7u7u+O233wDU14/FYrEbRtwa1157rd3r5pwT75e/9nfW/fLzzz8jLi7Odi9cLMbmnmPfvn0RFxfX6HFuuummS8bUmvuxOcc9Z8+ePc1azv8ZDAkJafZ+iYmJzY6lMUOGDMHy5csxf/58/PHHHzCZTHbbk5KSUFtb2+DeDg8Px5VXXmm7t5ty5swZ3HnnnQgKCrJdyzFjxgBAo0NqW1K3RERERERdDYfEdhBlZWW256hd6MJ1BQUFTZYFgJiYGLvXvr6+DcqoVCrU1tbaHfPUqVNNDgcrLi62e93YEMvdu3djwoQJGDt2LD755BOEhYVBqVRi3bp1+L//+z+792tKSUlJo89uCwkJsW2/VByzZ8+Gu7s7vvrqKyxduhQymQxXXHEF3nrrLQwaNKjJ946MjERsbCw2bdqE2267DUlJSXj22WfRrVs3PPnkkzhx4gQ2bdoEjUaDESNGAIBt+OVzzz3X5AyoF9bd+ecKNLy+59alpaU1WH/htTw3NLI5ddtcJSUlkMvl8Pf3t1svkUgQFBRki7uoqAgAEBYWdlnv15pz4v1Sz5n3S1FRkW2Ya1Naeo4XG7rdnGHdrbkfWzJcvH///s0qd35SXalUtmq/1li1ahXmz5+PTz/9FK+++io8PDxwww034O2337a7dxs755CQENsXE42pqqrC6NGjoVarMX/+fMTFxcHNzQ1ZWVm48cYbG1xLNzc3aLXayzofIiIiIqLOjAm7DsLb2xsSiaTR529d+JwmPz8/SCQS/P77743OpNea2fX8/Pyg0Wjw+eefN7n9fI09Z2nlypVQKBT46aefoFarbevXrVvX7Dh8fX2Rl5fXYH1ubm6z45DL5Zg5cyZmzpyJ8vJybNq0CS+99BImTpyIrKysi85UOH78eHz//ffYtm0brFYrxo4dC09PT9sfs5s2bcLo0aNtdXwuntmzZ+PGG29s9Jjx8fFNniuAZl3z9uTr6wuz2YyioiK7pJ0QAvn5+Rg8eDAA2LZlZ2cjPDy8XWPk/VLPmfeLv78/srOzLxpfS8/xYs9va87Mra25H1syI+zFnm93vmXLltl6saWnpyM6OrpZ+23ZsgVjx45tdjwX8vPzw6JFi7Bo0SJkZmbihx9+wIsvvojCwkL88ssvtt85Tf3MXPjzcr7NmzcjNzcXW7dutfWqA9Dksw450y4RERER0cUxYddBuLu7Y9CgQVi3bh0WLlxoG+ZXVVWFn376ya7s1KlT8eabbyInJ6fBcMrWmjp1Kt544w34+vo2+4/LC0kkEsjlcrteIrW1tfjyyy8blL2wx9I548ePx4IFC5CcnIyBAwfa1q9YsQISiQTjxo1rUUxeXl64+eabkZOTg6effhrp6eno1atXk+WvuuoqfPzxx1i0aBGGDRsGT09PW1xr167Fnj178MYbb9jKx8fHo3v37jh48KDd+uaIj49HUFAQ/vOf/2DmzJm29ZmZmdi1a5etl1RLnd9DTaPRtHj/8ePH4+2338ZXX32FZ555xrZ+9erVqK6uts32OGHCBMhkMnz00UcYPnx4q2JtLd4v9Zx5v0yaNAmvvfYaNm/ejCuvvPKyz9ERLud+bI49e/Y0q9z5PxPnhsQ2R1PJ/daIiIjA448/jt9++w07d+4EAAwfPhwajQZfffUVbrnlFlvZ7OxsbN68GTfffHOTxzuXgLswwf3vf//bYTETEREREXUlTNh1IK+//jqmTJmCiRMn4qmnnoLFYsE777wDDw8PlJaW2sqNHDkSf//733Hfffdh7969uOKKK+Du7o68vDzs2LEDCQkJeOSRR1r03k8//TRWr16NK664As888wz69u0Lq9WKzMxMbNiwAc8++yyGDh160WNMmTIF7733Hu688078/e9/R0lJCRYuXNhoD6aEhASsXLkSq1atQkxMDNRqNRISEvDMM89gxYoVmDJlCl5//XVERkbif//7H5YsWYJHHnmkyedbnW/atGno06cPBg0aBH9/f2RkZGDRokWIjIy0zYC4bds2jB8/Hq+99prdTJVXXnklJBIJNmzYgHnz5tnWX3XVVZg+fbrt/+f797//jUmTJmHixImYMWMGQkNDUVpaipSUFCQnJ+O///1vo3FKpVLMmzcPDz30EG6++Wbcf//9KC8vx7x58xAcHAyptHWPoExISAAAvPXWW5g0aRJkMhn69u0LpVKJ8ePHY9u2bRedtfLqq6/GxIkT8cILL0Cv12PkyJG2WWIHDBiAe+65B0D9jJUvvfQS/vGPf6C2thZ33HEHdDodjh07huLiYrv6u1yvv/46Xn/9dfz222+23j28X5x7vzz99NNYtWoVrrvuOrz44osYMmQIamtrsW3bNkydOhXjxo1r0Tk6Smvvx+a42BDhpiiVylbt11IVFRUYN24c7rzzTvTo0QOenp7Ys2ePbTZloD4h++qrr+Kll17CvffeizvuuAMlJSWYN28e1Go15syZ0+TxR4wYAW9vbzz88MOYM2cOFAoFvv76axw8eLDNz42IiIiIqFNy4oQX1Apr164VCQkJQqlUioiICPHmm2+KJ598Unh7ezco+/nnn4uhQ4cKd3d3odFoRGxsrLj33nvF3r17bWXGjBkjevfu3WDfC2cGFUKIqqoq8corr4j4+HihVCqFTqcTCQkJ4plnnhH5+fm2cgDEY4891mj8n3/+ufPSYbsAAGLLSURBVIiPjxcqlUrExMSIBQsWiM8++0wAEGl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yTfOYzxuGoRkzZmjGjBm+CxWg1u6tUH2jV7HhTvVNotDEfxmGoXP6JOpQbYP2V9Tr3XX7dfWwdIU6/e/OsQAAAAAABBsuWNZBuZs8Wl1QIUk6vXu8bKyuw3fYbYbGnpKiyFCHKusatWhjkbzeY5flAAAAAACgbVDYdVDr9laqocmruIgQ9UrsZHUc+KnwEIfGDUyV025o76E6Lf2q1OpIAAAAAAAEPQq7Dqihyas1e8slScO6xcowWF2HY+sc6dKY/smSmk+j3ri/0uJEAAAAAAAENwq7DmjDvkrVN3oVE+ZUb65dh+PQM7GTTs+MkyT9Z0uJ9lXUWZwIAAAAAIDgRWHXwTR5vFpd0Ly6bmi3WNlYXYfjNDwzTr0SO8lrSv9eX6SqukarIwEAAAAAEJQo7DqYjfurVNvgUWSoQ32To6yOgwBiGIYu6J+kzp1cqmv06J/r96vR47U6FgAAAAAAQYfCrgNp8nqVt+fr1XVdY2XnzrA4QU67TZcOSlGY067Smgblbj4g0+TOsQAAAAAAtCUKuw4kv6haNe4mRbjs6p/K6jqcnKhQp8YOTJHNkLaX1OjL3eVWRwIAAAAAIKhQ2HUQHq+pVbsPSZKyM2LlsDH1OHldYsI0uk+iJGnFzjLtOFhjcSIAAAAAAIIHrU0Hse1AtarqmxTmtCurS7TVcRAEsrpEa2Ba88/SB5uKVVrjtjgRAAAAAADBgcKuAzBNU19+vbru1K4xctqZdrSNs3p1VlpsmBo9pv61vkh1jR6rIwEAAAAAEPBobjqAnaWHVV7bKJfDpoFdYqyOgyBitxm6JCtFUaEOVdY16r0NRfJ6uQkFAAAAAAA/BoVdkDNNU6u+vinAwLRohTiYcrStsBC7xg1KldNuaG95nZZuL7U6EgAAAAAAAY32Jsjtr6hXcVW97DZDg9JirI6DIJXQyaUx/ZMlSWsLK7Rpf6XFiQAAAAAACFwUdkFu1Z7ma9f1S4lUhMthcRoEs56JnXRaZpwk6ZMtJdpfUWdxIgAAAAAAAhOFXRArrXFrd1mtDEnZGbFWx0EHcFpmnHp27iSvKf17Q5Gq6xutjgQAAAAAQMChsAtieXuar13XM7GTYsJDLE6DjsAwDF3QP0kJnUJU2+DRv9YXqcnjtToWAMCPzZkzR5mZmQoNDVV2draWLl36vePdbremT5+url27yuVyqUePHpo3b56P0gIAAPgGhV2Qqqpv1LYD1ZKk7K6sroPvhDhsGjcwVWFOu0qq3crNPyDT5M6xAIAjvfrqq7rnnns0ffp0rVmzRqNGjdLFF1+sgoKCY77mqquu0scff6wXXnhBW7du1csvv6y+ffv6MDUAAED746JmQWpNQYW8ppQWG6akqFCr46CDiQpz6pJTkvXWmn3adqBGnTuVa2i3OKtjAQD8zKxZszRhwgRNnDhRkjR79mx98MEHmjt3rnJyco4Y//7772vx4sXauXOn4uKa/17p1q2bLyMDAAD4BCvsglB9o6flLp1DWV0Hi6TFhuvs3p0lSZ/tKNPO0hqLEwEA/ElDQ4Py8vI0ZsyYVvvHjBmj5cuXH/U17777roYOHarHHntMXbp0Ue/evXXfffepru7YNzpyu92qqqpqtQEAAPg7CrsgtL6wUo0eU50jXcqIC7c6DjqwgWkxyuoSJUn6YOMBHTrcYHEiAIC/KC0tlcfjUVJSUqv9SUlJKi4uPuprdu7cqWXLlmnjxo166623NHv2bL3++uu68847j/k+OTk5io6ObtnS09Pb9PsAAABoDxR2QabJ69W6wgpJzXeGNQzD2kDo8M7pnajUmFA1eLx6d91+1Td6rI4EAPAj3z1WMU3zmMcvXq9XhmHopZde0vDhw3XJJZdo1qxZWrBgwTFX2U2bNk2VlZUt2969e9v8ewAAAGhrFHZBZltxjWobPOrkcqhnYier4wCy2wyNPSVFkaEOVdY16r2NxfJ6uQkFAHR0CQkJstvtR6ymKykpOWLV3TdSUlLUpUsXRUdHt+zr16+fTNNUYWHhUV/jcrkUFRXVagMAAPB3FHZBxDRNrd5bLkkanB4ju43VdfAP4SEOjRuYKofNUMGhWi3bUWp1JACAxUJCQpSdna3c3NxW+3NzczVy5MijvuaMM87Q/v37VVPz3+uibtu2TTabTWlpae2aFwAAwJco7ILI3vI6ldU0yGk3lJXKvx7Dv3SOdGlM/+YVE2sKKpRfxEW/AaCjmzp1qp5//nnNmzdP+fn5uvfee1VQUKBJkyZJaj6d9cYbb2wZf+211yo+Pl633HKLNm/erCVLluj+++/XrbfeqrCwMKu+DQAAgDbnsDoA2s7qgubVdQNSouVy2i1OAxypV1Kkhtc0aOXuQ/p4S4liw0OUHB1qdSwAgEXGjx+vsrIyPfzwwyoqKlJWVpYWLVqkrl27SpKKiopUUFDQMr5Tp07Kzc3VXXfdpaFDhyo+Pl5XXXWVfv/731v1LQAAALQLCrsgcehwg/aU1UqSBqVH/8BowDqnd49TaY1bO0sP61/r9+vq4Rnq5OKPIgDoqO644w7dcccdR31uwYIFR+zr27fvEafRAgAABBtOiQ0Sa75eXdejc4RiwkMsTgMcm2EYunBAsuIjQnS4waN/rd+vJo/X6lgAAAAAAPgNCrsgUNvQpPziaknSkIxYi9MAPyzEYdO4QakKddh0oMqtj7eUyDS5cywAAAAAABKFXVDYsK9SHq+pxEiXUrkeGAJEdJhTl5ySIsOQthRXa01BhdWRAAAAAADwCxR2Aa7J69X6wkpJ0qkZsTIMw+JEwPFLjwvXWb06S5KWfVWqPWWHLU4EAAAAAID1KOwC3LbiGtU2eNTJ5VDPxE5WxwFO2KC0aA1IjZIpadHGYpUfbrA6EgAAAAAAlqKwC2CmaWr13uabTQxOj5Hdxuo6BB7DMHROn85KiQ5VQ5NX76zbr7pGj9WxAAAAAACwDIVdANtbXqeymgY57YayUqOsjgOcNIfNpksHpigq1KHKukb9e32RPF5uQgEAAAAA6Jgo7ALY6oLm1XX9U6LkctotTgP8OOEhDo0blKoQu037Kur0CXeOBQAAAAB0UEFZ2DU1Nem3v/2tMjMzFRYWpu7du+vhhx+W1+u1OlqbOXS4QXvKaiU1nw4LBIOETi5dlJUsQ9Lmoiqt5s6xAAAAAIAOyGeFXffu3VVWVnbE/oqKCnXv3r1N3+vRRx/VM888o6eeekr5+fl67LHH9Kc//UlPPvlkm76PldZ8vbquR+cIxYSHWJwGaDuZCREa1StBUvOdY3cerLE4EQAAAAAAvuXw1Rvt3r1bHs+RF5J3u93at29fm77XihUrdPnll2vs2LGSpG7duunll1/WqlWr2vR9rFLX6FF+cbUkaUh6rMVpgLY3OD1G5bWN2rCvUu9vKtbPs9OtjgQAAAAAgM+0e2H37rvvtvz3Bx98oOjo6JbHHo9HH3/8sbp169am73nmmWfqmWee0bZt29S7d2+tW7dOy5Yt0+zZs4863u12y+12tzyuqqpq0zxtbdP+Snm8pjp3cik1JtTqOECbMwxDZ/furIraBu0tr9O76/brrASrUwEAAAAA4BvtXthdccUVkpr/B/ymm25q9ZzT6VS3bt305z//uU3f89e//rUqKyvVt29f2e12eTwe/eEPf9A111xz1PE5OTmaOXNmm2ZoL16vqfWFlZKkQenRMgzD4kRA+7DbDF1ySopeW7VX5bWNWnHQIcPB6d8AAAAAgODX7tew83q98nq9ysjIUElJSctjr9crt9utrVu36tJLL23T93z11Vf197//XQsXLtTq1av14osv6vHHH9eLL7541PHTpk1TZWVly7Z37942zdOWdpYeVnV9k0KdNvVJirQ6DtCuQp12XTYoVaEOm8obbIq/5B55uXMsAAAAACDI+ewadrt27fLVW+n+++/XAw88oKuvvlqSdMopp2jPnj3Kyck5YpWfJLlcLrlcLp/l+zHWFVZIkrJSo+WwB+VNfoFWYsJDNHZgit5cXaiIfmfptU01GpptdSoAAAAAANqPzwo7Sfr444/18ccft6y0+7Z58+a12fvU1tbKZmtdZtnt9iPeM9CU1rhVWF4nw5BOSYv+4RcAQSItNlynxnmUd8ih1zbX6Iy1+3T54C5WxwIAAAAAoF34bInWzJkzNWbMGH388ccqLS1VeXl5q60tjRs3Tn/4wx/073//W7t379Zbb72lWbNm6corr2zT9/G1b1bX9UjopKhQp7VhAB/r1smryi/ekCTd/4/1+nL3IYsTAQAAAADQPny2wu6ZZ57RggULdMMNN7T7ez355JP63e9+pzvuuEMlJSVKTU3VbbfdpgcffLDd37u91Dd6tKWoWlLzzSaAjqhi8Ysa85Nr9cU+t37x11V64/aR6tG5k9WxAAAAAABoUz5bYdfQ0KCRI0f65L0iIyM1e/Zs7dmzR3V1ddqxY4d+//vfKyQkcO8wuXl/lZq8phI6hahLTJjVcQBrmF7dc1qsBqfHqKK2UTfPX6nSGrfVqQAAAAAAaFM+K+wmTpyohQsX+urtgorXNFtOhx2UFiPDMKwNBFjI5TD0/E1DlREXrr2H6jThxVWqa/BYHQsAAAAAgDbjs1Ni6+vr9eyzz+qjjz7SwIED5XS2vgbbrFmzfBUl4OwuPayq+ia5HDb1SY60Og5guYROLs2/ZZh+One51u2t0N2vrNHc67Nlt1FmAwAAAAACn88Ku/Xr12vw4MGSpI0bN7Z6jhVj32/t16vrsrpEy2n32aJIwK/16NxJz94wVNc//4U+3HxAv//3Zj00boDVsQAAAAAA+NF8Vtj95z//8dVbBZWyGrf2HqqTIWlgF242AXzb8Mw4/fmqQbrr5TWa/9lupceG69YzM62OBQAAAADAj8JyLT+3rrBSktS9c4Siwpw/MBroeMYNStUDF/eVJP3Pvzfr/Y3FFicCAAAAAODH8dkKu9GjR3/vqa+ffPKJr6IEDHeTR1uKqyQ132wCwNHddlZ37T1Uq5e+KNDdr6zRK//vdA3JiLU6FgAAAAAAJ8VnK+wGDx6sQYMGtWz9+/dXQ0ODVq9erVNOOcVXMQLK5v1VavSYio8IUVpsmNVxAL9lGIZmXjZA5/ZNlLvJq4kvrtKessNWxwIAAAAA4KT4bIXd//7v/x51/4wZM1RTU+OrGAHDNM2W02EHpcVwYw7gBzjsNj15zRCNf3aFNu6r0i3zv9Qbt49UbESI1dEAAAAAADghll/D7vrrr9e8efOsjuF3dpfVqrKuUS6HTX1TIq2OAwSECJdD824api4xYdpZelgTXvxSdQ0eq2MBAAAAAHBCLC/sVqxYodDQUKtj+J11eyskSQNSo+S0Wz5NQMBIjArV/FuGKSrUodUFFZq8cLWaPF6rYwEAAAAAcNx8dkrsT37yk1aPTdNUUVGRVq1apd/97ne+ihEQyg83aM+hWknSQG42AZyw3kmReuHmYbr++S/08ZYS/eatDXr0pwM5tRwAAAAAEBB8tnQrOjq61RYXF6dzzjlHixYt0kMPPeSrGAFhXWGFJKl7QoSiw5zWhgEC1LBucXrq2lNlM6TXVhXq8Q+3Wh0JAAAAAIDj4rMVdvPnz/fVWwU0d5NHm4uqJEmD0mOsDQMEuAv6J+mRK0/RA29u0NP/2aHOnVy6+YxMq2MBAAAAAPC9fFbYfSMvL0/5+fkyDEP9+/fXkCFDfB3Br+UXVavRYyouPETpsWFWxwEC3tXDM1RS7das3G2a+a/NSoh06dKBqVbHAgAAAADgmHxW2JWUlOjqq6/Wp59+qpiYGJmmqcrKSo0ePVqvvPKKOnfu7Ksofss0zZabTQxKj+Z6W0AbuevcnjpY7dbfPt+jqa+uU1x4iEb2TLA6FgAAAAAAR+Wza9jdddddqqqq0qZNm3To0CGVl5dr48aNqqqq0pQpU3wVw6/tOVSrirpGhThs6pscZXUcIGgYhqEZlw3QJackq8Hj1f/7W5427qu0OhYAAAAAAEfls8Lu/fff19y5c9WvX7+Wff3799fTTz+t9957z1cx/No3q+v6p0QpxOGzqQE6BLvN0KyrBuu0zDjVuJt08/yV2lV62OpYAAAAAAAcwWetkNfrldN55B1PnU6nvF6vr2L4rfLaBu0uq5UkDUqLtjgNEJxCnXY9d9NQ9U+JUmlNg65//gvtr6izOhYAAAAAAK34rLA799xzdffdd2v//v0t+/bt26d7771X5513nq9i+K31hc2n53WLD1dMeIjFaYDgFRXq1F8nDFf3hAjtq6jT9S98obIat9WxAAAAAABo4bPC7qmnnlJ1dbW6deumHj16qGfPnsrMzFR1dbWefPJJX8XwSw1NXm3eXyVJGpweY20YoANI6OTS3yaeptToUO08eFg3zV+pqvpGq2MBAAAAACDJh3eJTU9P1+rVq5Wbm6stW7bINE31799f559/vq8i+K38oio1eLyKDXcqIy7c6jhAh9AlJkx/m3iarnpmhTbuq9LEBav04q3DFRZitzoaAAAAAKCDa/cVdp988on69++vqqrmFWQXXHCB7rrrLk2ZMkXDhg3TgAEDtHTp0vaO4bdM09S6wgpJ0qC0GBmGYW0goAPp0bmTXrx1uCJdDq3cfUi3v5SnhiauqQkAAAAAsFa7F3azZ8/WL37xC0VFRR3xXHR0tG677TbNmjWrvWP4rYJDtSqvbVSI3aZ+KUd+RgDaV1aXaM27ZZhCnTZ9uvWgpr62Vh6vaXUsAAAAAEAH1u6F3bp163TRRRcd8/kxY8YoLy+vvWP4rXVf32yif0qUQhw+u6QggG8Z1i1Oc6/PlsNm6F/ri/TbtzfKNCntAAAAAADWaPeG6MCBA3I6ncd83uFw6ODBg+0dwy/VNEm7Sg9LkgamR1ucBujYRvdJ1OyrB8swpJdXFujhf22mtAMAAAAAWKLdC7suXbpow4YNx3x+/fr1SklJae8YfmlndfPF7bvGhys2PMTiNAAuHZiqR38yUJI0/7PdevT9rZR2AAAAAACfa/fC7pJLLtGDDz6o+vr6I56rq6vTQw89pEsvvbS9Y/gdwxmq3TXNH//gtBhrwwBocdWwdP3PFVmSpGcW79BfPt5ucSIAAAAAQEfjaO83+O1vf6s333xTvXv31uTJk9WnTx8ZhqH8/Hw9/fTT8ng8mj59envH8DsRA0ar0TQUE+ZU1/hwq+MA+JYbTu8qd6NHv/93vmZ/tF0uh123n9PD6lgAAAAAgA6i3Qu7pKQkLV++XLfffrumTZvWcnqZYRi68MILNWfOHCUlJbV3DL9imqYiT21eVTgwLVqGYVicCMB3TRzVXQ0erx57f6sefX+LXA6bbj0z0+pYAAAAAIAOoN0LO0nq2rWrFi1apPLycn311VcyTVO9evVSbGysL97e72wsaVBI566yG6b6p0ZZHQfAMdxxTk+5G736y8fb9fC/NivEYdP1p3e1OhYAAAAAIMj5pLD7RmxsrIYNG+bLt/RL/97efGfYrhFeuRx2i9MA+D73nN9L7iavnlm8Q799e6NCHDZdNTTd6lgAAAAAgCDW7jedQGter6kwp02mp1E9Ij1WxwHwAwzD0K8v6qNbzugmSfr1G+v11ppCa0MBAAAAAIIahZ2P2WyG7j4tRoVP3aAop9VpABwPwzD04KX9df3pGTJNaepr6/Tmako7AAAAAED7oLCziLe+xuoIAE6AYRh6+LKsltLul/9YpzfyKO0AAAAAAG0vaAu7ffv26frrr1d8fLzCw8M1ePBg5eXlWR0LQACz2VqXdve9vk6vU9oBAAAAANqYT2864Svl5eU644wzNHr0aL333ntKTEzUjh07FBMTY3U0AAHOZjP0P5dnSZL+/nmB7n99nUzT1M+5EQUAAAAAoI0EZWH36KOPKj09XfPnz2/Z161bN+sCAQgqhtFc2hky9LfP9+hXb6yXKXH3WAAAAABAmwjKU2LfffddDR06VD//+c+VmJioIUOG6LnnnrM6FoAgYhiGHr58gG4c0VWm2Xz32Ne+3Gt1LAAIOHPmzFFmZqZCQ0OVnZ2tpUuXHtfrPvvsMzkcDg0ePLh9AwIAAFggKAu7nTt3au7cuerVq5c++OADTZo0SVOmTNFf//rXo453u92qqqpqtQHADzEMQzMvG6Cbvint3lyvV1YWWB0LAALGq6++qnvuuUfTp0/XmjVrNGrUKF188cUqKPj+P0srKyt144036rzzzvNRUgAAAN8KysLO6/Xq1FNP1SOPPKIhQ4botttu0y9+8QvNnTv3qONzcnIUHR3dsqWnc1obgONjGIZmXDZAN4/sJtOUHnhzgxZ8tsvqWAAQEGbNmqUJEyZo4sSJ6tevn2bPnq309PRjHrN947bbbtO1116rESNG+CgpAACAbwVlYZeSkqL+/fu32tevX79j/mvttGnTVFlZ2bLt3ctpbQCOn2EYemhcf/1iVKYkacY/N+uZxTssTgUA/q2hoUF5eXkaM2ZMq/1jxozR8uXLj/m6+fPna8eOHXrooYeO6304kwIAAASioLzpxBlnnKGtW7e22rdt2zZ17dr1qONdLpdcLpcvogEIUoZh6DeX9FOY064nPvlKf3xvi+obPbr7vF4yDMPqeADgd0pLS+XxeJSUlNRqf1JSkoqLi4/6mu3bt+uBBx7Q0qVL5XAc32FsTk6OZs6c+aPzAgAA+FJQrrC799579fnnn+uRRx7RV199pYULF+rZZ5/VnXfeaXU0AEHMMAxNHdNH91/YR5I0+6PtevT9rTJN0+JkAOC/vvuPGqZpHvUfOjwej6699lrNnDlTvXv3Pu6vz5kUAAAgEAXlCrthw4bprbfe0rRp0/Twww8rMzNTs2fP1nXXXWd1NAAdwJ2jeyrUadf//Kv51Nj6Ro8evLS/bDZW2gHANxISEmS3249YTVdSUnLEqjtJqq6u1qpVq7RmzRpNnjxZUvN1i03TlMPh0Icffqhzzz33iNdxJgUAAAhEQVnYSdKll16qSy+91OoYADqoCWdmKtRp0/S3NmrB8t2qb/ToD1eeIjulHQBIkkJCQpSdna3c3FxdeeWVLftzc3N1+eWXHzE+KipKGzZsaLVvzpw5+uSTT/T6668rMzOz3TMDAAD4StAWdgBgtetO6yqXw65fvb5Or3y5V3WNHj3+80Fy2oPyagQAcMKmTp2qG264QUOHDtWIESP07LPPqqCgQJMmTZLUfDrrvn379Ne//lU2m01ZWVmtXp+YmKjQ0NAj9gMAAAQ6CjsAaEc/y05TqNOme15Zq3fW7ld1fZPmXHeqQp12q6MBgOXGjx+vsrIyPfzwwyoqKlJWVpYWLVrUcqOwoqIiFRQUWJwSAADA91jmAQDt7NKBqXruxqFyOWz6ZEuJbnxhpSrrGq2OBQB+4Y477tDu3bvldruVl5ens846q+W5BQsW6NNPPz3ma2fMmKG1a9e2f0gAAAAfo7ADAB8Y3TdRf594miJDHVq5+5CuefZzHax2Wx0LAAAAAOCHKOwAwEeGdYvTK//vdCV0CtHmoir9/Jnl2nuo1upYAAAAAAA/Q2EHAD40IDVa/5g0Ul1iwrS7rFY/f2aFth+otjoWAAAAAMCPUNgBgI9lJkTojdtHqldiJxVX1evn/7dCa/dWWB0LAAAAAOAnKOwAwALJ0aF67bYRGpQeo4raRl373Odatr3U6lgAAAAAAD9AYQcAFomNCNHCiafpjJ7xqm3w6NYFX+r9jUVWxwIAAAAAWIzCDgAsFOFyaN7Nw3TRgGQ1eLy646XVenllgdWxAAAAAAAWorADAIu5HHY9fd2pGj80XV5TmvbmBs3K3SbTNK2OBgAAAACwAIUdAPgBu83QH396iqac21OS9MTH2/XAGxvU5PFanAwAAAAA4GsUdgDgJwzD0NQxffSHK7NkM6RXV+3VL/66SrUNTVZHAwAAAAD4EIUdAPiZ607rqmeuz5bLYdN/th7UNc9+rtIat9WxAAAAAAA+QmEHAH5ozIBkLfzF6YoJd2pdYaV+Nne59pQdtjoWAAAAAMAHHFYHAIATkZ+fb3UEnzEk/c9ZMfqfpYe0u6xW455Yot+OilXPuJCWMQkJCcrIyLAuJAAAAACgzVHYAQgIVYcOSpKuv/56i5P4nj0iVok/n6GqpB66b1GhDr7zR9XvzJMkhYWHa0t+PqUdAAAAAAQRCjsAAaGupkqSNPa26eozMNviNL7X6JU+L/WqRGFK/vkMnRrnUdih7Xrp0ftVWlpKYQcAAAAAQYTCDkBAiU/tqrReA6yOYYmMXqY+yj+gLcXVyjvkUN+o3lZHAgAAAAC0A246AQABwm4zNKZ/koZ2jZUkbamyK+HS+9ToMS1OBgAAAABoSxR2ABBADMPQGT0TdF6/RBkyFTHgHM1YXKZDhxusjgYAAAAAaCMUdgAQgLJSo3VGYpO87sPKL23UT+Z8pl2lh62OBQAAAABoAxR2ABCgkkJNFf/9fnUOt2t3Wa2unPOZVu46ZHUsAAAAAMCPRGEHAAGssbRAj54fr0HpMaqobdT1z3+ht9fsszoWAAAAAOBHoLADgAAXE2rXK784XRcNSFaDx6t7Xl2rv3y0XabJzSgAAAAAIBBR2AFAEAgLsWvOdafqtrO6S5L+96Nt+uVr6+Ru8licDAAAAABwoijsACBI2GyGpl3ST3+4Mkt2m6E31+zTDS+s5A6yAAAAABBgKOwAIMhcd1pXzbt5mDq5HFq565Auf3qZthZXWx0LAAAAAHCcKOwAIAid3buz3rpjpDLiwrX3UJ1+MuczfZx/wOpYAAAAAIDjQGEHAEGqV1Kk3rnzDJ3ePU6HGzya+NdV+r/FO7gZBQAAAAD4OQo7AAhisREh+uutp+ma4RkyTSnnvS267x/ruRkFAAAAAPgxCjsACHIhDpseuTJLM8b1l82Q3lhdqGuf+0KlNW6rowEAAAAAjoLCDgA6AMMwdPMZmVpwy3BFhjqUt6dclz/1mTbvr7I6GgAAAADgOyjsAKADOat3Z7195xnKTIjQvoo6/eyZ5fpgU7HVsQAAAAAA30JhBwAdTI/OnfT2HWfozJ4Jqm3w6La/5emJj7fL6+VmFAAAAADgD4K+sMvJyZFhGLrnnnusjgIAfiM63KkFtwzTTSO6SpJm5W7TpL/nqcbdZHEyAAAAAEBQF3Zffvmlnn32WQ0cONDqKADgdxx2m2ZenqXHfjpQIXabPtx8QFc8/Zl2HqyxOhoAAAAAdGhBW9jV1NTouuuu03PPPafY2Fir4wCA37pqWLpeve10JUW59FVJjS5/6jN9suWA1bEAAAAAoMMK2sLuzjvv1NixY3X++ef/4Fi3262qqqpWGwB0JEMyYvXPu87U0K6xqnY3acKLq/Qk17UDAAAAAEsEZWH3yiuvaPXq1crJyTmu8Tk5OYqOjm7Z0tPT2zkhAPifxMhQLfzF6br+9AyZpvTn3G26/SWuawcAAAAAvhZ0hd3evXt199136+9//7tCQ0OP6zXTpk1TZWVly7Z37952TgkA/inEYdPvrzhFj/70FIXYbfpg0wFd+fRn2lV62OpoAAAAANBhBF1hl5eXp5KSEmVnZ8vhcMjhcGjx4sV64okn5HA45PF4jniNy+VSVFRUqw0AOrLxwzL0ytfXtdteUqPLnlrGde0AAAAAwEeCrrA777zztGHDBq1du7ZlGzp0qK677jqtXbtWdrvd6ogAEBBO/fq6dtldY1Vd33xdu1kfbpWH69oBAAAAQLtyWB2grUVGRiorK6vVvoiICMXHxx+xHwDw/RIjQ/XyL07Xw//apL9/XqAnPvlKa/ZWaPb4wYrv5LI6HgAAAAAEpaBbYQcAaFvfXNfuf8cPUpjTrqXbS3Xpk8u0uqDc6mgAAAAAEJSCboXd0Xz66adWRwCAgHflkDT1T4nW7X/P087Swxr/fys0/ZJ+umlkNxmGYXU8AAAAAAgarLADABy3PsmRemfyGbrklGQ1ekzN+OdmTXllrQ67m6yOBgAAAABBg8IOAHBCIkOdevraU/W7S/vLYTP0z3X7ddlTy7T9QLXV0QAAAAAgKFDYAQBOmGEYmnBmpl75f6crKcqlHQcP6/KnP9O76/ZbHQ0AAAAAAh6FHQDgpA3tFqd/TxmlkT3iVdvg0ZSX1+h3b29UfaPH6mgAAAAAELAo7AAAP0pCJ5f+NuE0TR7dU5L0t8/36Mo5y7XjYI3FyQAAAAAgMFHYAQB+NLvN0H0X9tGCW4YpPiJE+UVVGvfkMr2eV2h1NAAAAAAIOBR2AIA2c06fRC26+7+nyN73j3Wa+upa1XAXWQAAAAA4bhR2AIA2lRQVqr9NOE2/vKC3bIb05pp9GvfkMm3cV2l1NAAAAAAICBR2AIA2Z7cZuuu8Xnrl/41QSnSodpUe1k/mLNeCz3bJNE2r4wEAAACAX6OwAwC0m+GZcVo0ZZTO75ekBo9XM/65Wf/vb3mqqG2wOhoAAAAA+C0KOwBAu4qNCNFzN2broXH9FWK3KXfzAV3yl6X6fGeZ1dEAAAAAwC9R2AEA2p1hGLrljEy9ecdIdYsP1/7Kel3z3Od69P0tamjyWh0PAAAAAPwKhR0AwGeyukTrX1NG6aqhaTJNae6nO3TlnM/0VUm11dEAAAAAwG9Q2AEAfKqTy6HHfjZIz1x/qmLCndq0v0pjn1imv67YzQ0pgA5ozpw5yszMVGhoqLKzs7V06dJjjn3zzTd1wQUXqHPnzoqKitKIESP0wQcf+DAtAACAb1DYAQAscVFWij645yyN6pUgd5NXD76zSbcs+FIl1fVWRwPgI6+++qruueceTZ8+XWvWrNGoUaN08cUXq6Cg4KjjlyxZogsuuECLFi1SXl6eRo8erXHjxmnNmjU+Tg4AANC+HFYHAAD8OPn5+VZH+FHuHuxQ74go/XV9lT7delDnP/4fTcqO1ulpoSf8tRISEpSRkdEOKQG0h1mzZmnChAmaOHGiJGn27Nn64IMPNHfuXOXk5Bwxfvbs2a0eP/LII3rnnXf0z3/+U0OGDPFFZAAAAJ+gsAOAAFV16KAk6frrr7c4SdtwJmQo4dL7VJXUXY8tL1fNpv+o/KP/k7e+5ri/Rlh4uLbk51PaAQGgoaFBeXl5euCBB1rtHzNmjJYvX35cX8Pr9aq6ulpxcXHHHON2u+V2u1seV1VVnVxgAAAAH6KwA4AAVVfT/D+dY2+brj4Dsy1O0zY8ppRf6dHWKps6DRithIHn6NS4JqWE/fC17Q4U7NBLj96v0tJSCjsgAJSWlsrj8SgpKanV/qSkJBUXFx/X1/jzn/+sw4cP66qrrjrmmJycHM2cOfNHZQUAAPA1CjsACHDxqV2V1muA1THaTFdJgyvr9eHmYpXXNmr5Qaf6p0TprN4JcjnsVscD0MYMw2j12DTNI/Ydzcsvv6wZM2bonXfeUWJi4jHHTZs2TVOnTm15XFVVpfT09JMPDAAA4AMUdgAAv5McHaprh2do+c4yrSmo0OaiKhUcqtX5/RLVNT7C6ngA2kBCQoLsdvsRq+lKSkqOWHX3Xa+++qomTJigf/zjHzr//PO/d6zL5ZLL5frReQEAAHyJu8QCAPySw27TWb0662fZaYoOc6rG3aS31+7Xx/kH5G70WB0PwI8UEhKi7Oxs5ebmttqfm5urkSNHHvN1L7/8sm6++WYtXLhQY8eObe+YAAAAlqCwAwD4tS4xYbrutAwNSouWJG3cX6W/fb5HOw4e/80oAPinqVOn6vnnn9e8efOUn5+ve++9VwUFBZo0aZKk5tNZb7zxxpbxL7/8sm688Ub9+c9/1umnn67i4mIVFxersrLSqm8BAACgXVDYAQD8ntNu0zl9EvXTU7soJsypww0e/Wt9kf69vkiH3U1WxwNwksaPH6/Zs2fr4Ycf1uDBg7VkyRItWrRIXbt2lSQVFRWpoKCgZfz//d//qampSXfeeadSUlJatrvvvtuqbwEAAKBdcA07AEDASIsN13WnZeiLXYeUV1Curw7WaG95rc7slaDoH76RLAA/dMcdd+iOO+446nMLFixo9fjTTz9t/0AAAAB+gMIOABBQHHabzuiZoN5Jkfoo/4BKqt36OL9EnV0OOWJSrI4HAAAAAD8ap8QCAAJS50iXxg9N16heCXLYDB1025Ry61N6bVO16rkpBQAAAIAARmEHAAhYNpuhUzNidf3pXZUY6pXN6dIrm2p00ewlWrztoNXxAAAAAOCkUNgBAAJedJhTZ3Zu0sF3HlVsqE27y2p107yVuuOlPBVV1lkdDwAAAABOCIUdACAoGIZUu2Wpnry4syacmSm7zdCiDcU678+L9eySHWr0eK2OCAAAAADHhcIOABBUwp02/e7S/vrXXWdqaNdY1TZ49MiiLRr7xFIt215qdTwAAAAA+EEUdgCAoNQvJUqv3TZCf/rZQMVFhGjbgRpd/8IXmvjil9p5sMbqeAAAAABwTBR2AICgZbMZ+vnQdH3yy7N1yxnd5LAZ+ii/RGP+d4n+51+bVVnbaHVEAAAAADgChR0AIOjFhIfooXED9P49Z+ncvolq8pp6YdkunfP4f/TXFbvVxPXtAAAAAPgRCjsAQIfRM7GT5t08TH+9dbh6J3VSeW2jHnxnky7+y1J9nH9ApmlaHREAAAAAgrOwy8nJ0bBhwxQZGanExERdccUV2rp1q9WxAAB+4qzenbVoyij9zxVZig13antJjSa8uEo/f2aFvthZZnU8AAAAAB1cUBZ2ixcv1p133qnPP/9cubm5ampq0pgxY3T48GGrowEA/ITDbtMNp3fVp/eP1qSzeyjUadOqPeUa/+znunn+Sm3aX2l1RAAAAAAdlMPqAO3h/fffb/V4/vz5SkxMVF5ens466yyLUgEA/FF0mFMPXNxXt5zRTU98vF2vfrlXn249qE+3HtSlA1P0yzF9lJkQYXVMAAAAAB1IUK6w+67KyuZVEnFxcRYnAQD4q6SoUP3hylP00dSzdfngVEnSv9YX6fxZi/Wr19dpdymrtAEAAAD4RlCusPs20zQ1depUnXnmmcrKyjrqGLf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" ] @@ -286,7 +308,7 @@ "source": [ "fig, axes = plt.subplots(4, 2, figsize=(15, 20), sharey=False)\n", "\n", - "for idx, p in enumerate(config[\"uncertainties\"].keys()): \n", + "for idx, p in enumerate(monte_carlo[\"uncertainties\"].keys()): \n", "\tcomp_list = verify_distribution(network_list, p)\n", "\tsns.histplot(comp_list, kde=True, ax=axes.flatten()[idx])\n", "\taxes.flatten()[idx].set_title(p)" @@ -316,7 +338,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.10.14" } }, "nbformat": 4, From f86f45b2414b438d6159a81f13ed913c8b825845 Mon Sep 17 00:00:00 2001 From: Emmanuel Bolarinwa Date: Fri, 19 Jul 2024 12:00:43 +0100 Subject: [PATCH 13/13] revised writeups --- notebooks/monte_carlo_case_study_nigeria_data.ipynb | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/notebooks/monte_carlo_case_study_nigeria_data.ipynb b/notebooks/monte_carlo_case_study_nigeria_data.ipynb index 892b11d..e7b174d 100644 --- a/notebooks/monte_carlo_case_study_nigeria_data.ipynb +++ b/notebooks/monte_carlo_case_study_nigeria_data.ipynb @@ -11,7 +11,7 @@ "\n", "The goal of this notebook is to analyze the results of the Monte-Carlo simulations and gain insights into the power system of Nigeria. It utilizes the Monte Carlo method to generate multiple scenarios and allow to address the model features. \n", "\n", - "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters, providing a comprehensive understanding of potential outcomes. By applying this method to PyPSA-Earth model, we can assess the reliability and robustness of the model under different scenarios and identify potential areas for improvement.\n", + "The Monte Carlo method is a statistical technique that involves running multiple simulations with randomly sampled input parameters, providing a comprehensive understanding of potential outcomes. By applying this method to PyPSA-Earth model, we can assess the reliability and robustness of the model under different scenarios and interprete the results in a meaningful way.\n", "\n", "When modeling for African countries, it's crucial to incorporate uncertainty to facilitate informed decision-making. This case study examines several key parameters, including load, cost, and generating capacity.\n", "\n", @@ -24,11 +24,9 @@ "source": [ "## Sensitivity Analysis\n", "\n", - "Sensitivity analysis helps us explore how variations in input parameters affect the model’s output. This notebook reproduces the Nigeria model previously created in the monte_carlo_tutorial notebook. These inputs might include energy prices, efficiency factors, renewable energy availability, and demand patterns.\n", + "Sensitivity analysis is a powerful tool for understanding how variations in input parameters influence a model's output. By systematically altering factors such as energy prices, efficiency levels, renewable energy resources, and demand patterns, we can assess the potential impacts on system performance and costs. This notebook replicates the Nigeria model developed in the monte_carlo_tutorial notebook to conduct such an analysis.\n", "\n", - "Decision-makers use this information to comprehend the implications of various choices on system performance and costs. Energy models play a crucial role in informing policy decisions by providing insights into potential outcomes. Additionally, sensitivity analysis helps policymakers identify the key factors driving energy transitions, ensuring more effective and targeted policy development.\n", - "\n", - "Additionally, sensitivity analysis guides resource allocation by pinpointing critical variables for optimal solutions. It aids in communicating uncertainties to stakeholders and informs scenario planning for future energy scenarios. The analysis also validates models by checking if changes in parameters align with expected outcomes, ensuring model reliability." + "The insights gained from sensitivity analysis are invaluable for decision-makers. By revealing how different choices affect energy system outcomes, it supports informed policymaking, resource allocation, and risk management. Specifically, sensitivity analysis helps identify key drivers of energy transitions, prioritize policy interventions, optimize resource allocation, and effectively communicate uncertainties to stakeholders. Moreover, it serves as a crucial validation step for the model by confirming that parameter changes lead to expected output variations." ] }, { @@ -165,7 +163,7 @@ "metadata": {}, "source": [ "### Loading simulation results\n", - "The simulation results is based on the monte-carlo configuration defined in the monte_carlo_tutorial notebook focusing on the Nigeria power data. This allows to analyse and interprete the results." + "The simulation results is based on the monte-carlo configuration defined in the monte_carlo_tutorial notebook focusing on the Nigeria power data. This allows to analyse and interprete the results in a meaningful way." ] }, { @@ -521,7 +519,7 @@ "\n", "3 & 4: Generator Capital Cost (Solar/Wind): These parameters represent the capital cost associated with increasing the nominal power capacity (p_nom) of solar and wind generators by 1 MW. It is a crucial factor in economic optimization, as it influences investment decisions for expanding generation capacity.\n", "\n", - "5 & 6: Generator Weight (Solar/Wind): These parameters assign a weighting to solar and wind generators. This weight can be used in optimization to prioritize or penalize certain types of generation based on various criteria, such as cost-effectiveness, reliability, or environmental impact.\n", + "5 & 6: Generator Weight (Solar/Wind): These parameters assign a weighting to solar and wind generators. The weightings account for the dynamics of renewable potential.\n", "\n", "To find out more about the parameters, check [load](https://pypsa.readthedocs.io/en/latest/components.html#load) and [generator](https://pypsa.readthedocs.io/en/latest/components.html#generator)\n" ]