{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Half-cell OCP fitting\n", "\n", "In this example, we show how to fit the half-cell Open-Circuit Potential to pseudo-OCP data. Our recommended workflow for fitting OCPs is to first fit the MSMR model to the data and then create an interpolant to find a function $U(x)$, where $x$ is the stoichiometry. For comparison, we also show how to fit a function $U(x)$ directly to pseudo-OCP data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:08.247751Z", "start_time": "2024-03-28T15:29:07.442973Z" } }, "outputs": [], "source": [ "import ionworkspipeline as iwp\n", "import numpy as np\n", "import pandas as pd\n", "import pybamm\n", "import matplotlib.pyplot as plt\n", "from scipy.signal import savgol_filter" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Pre-process and visualize the data\n", "First, we load and pre-process the data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:08.500760Z", "start_time": "2024-03-28T15:29:08.248678Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/numpy/lib/function_base.py:1242: RuntimeWarning: divide by zero encountered in divide\n", " a = -(dx2)/(dx1 * (dx1 + dx2))\n", "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/numpy/lib/function_base.py:1243: RuntimeWarning: divide by zero encountered in divide\n", " b = (dx2 - dx1) / (dx1 * dx2)\n", "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/numpy/lib/function_base.py:1244: RuntimeWarning: divide by zero encountered in divide\n", " c = dx1 / (dx2 * (dx1 + dx2))\n", "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/numpy/lib/function_base.py:1250: RuntimeWarning: invalid value encountered in add\n", " out[tuple(slice1)] = a * f[tuple(slice2)] + b * f[tuple(slice3)] + c * f[tuple(slice4)]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load data\n", "raw_ocp_data = pd.read_csv(\"anode_ocp_delithiation.csv\", comment=\"#\")\n", "q = raw_ocp_data[\"Capacity [A.h]\"].values\n", "U = raw_ocp_data[\"Voltage [V]\"].values\n", "\n", "# Smooth\n", "q_smoothed = savgol_filter(q, window_length=11, polyorder=1)\n", "U_smoothed = savgol_filter(U, window_length=11, polyorder=1)\n", "dQdU_smoothed = -np.gradient(q_smoothed, U_smoothed)\n", "\n", "# Store in a dataframe\n", "ocp_data = pd.DataFrame({\"Capacity [A.h]\": q_smoothed, \"Voltage [V]\": U_smoothed})\n", "ocp_data = iwp.data_fits.preprocess.sort_capacity_and_ocp(ocp_data)\n", "# Maximum capacity, will be used later as an initial guess for the electrode capacity\n", "Q_max_data = ocp_data[\"Capacity [A.h]\"].max()\n", "\n", "# Plot\n", "_, ax = plt.subplots(1, 2, figsize=(10, 5))\n", "ax[0].plot(q_smoothed, U_smoothed, \"-x\")\n", "ax[0].set_xlabel(\"Capacity [A.h]\")\n", "ax[0].set_ylabel(\"Voltage [V]\")\n", "ax[1].plot(dQdU_smoothed, U_smoothed, \"-x\")\n", "ax[1].set_xlabel(\"dQ/dU [A.h/V]\")\n", "ax[1].set_ylabel(\"Voltage [V]\")\n", "ax[1].set_xlim(0, 200)\n", "plt.tight_layout()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Fit the MSMR model to data\n", "\n", "We begin by setting up initial guesses for our MSMR parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:08.507830Z", "start_time": "2024-03-28T15:29:08.502678Z" } }, "outputs": [], "source": [ "# Initial guess of Graphite from Verbrugge et al 2017 J. Electrochem. Soc. 164 E3243\n", "msmr_param_init = {\n", " \"U0_p_0\": 0.088,\n", " \"X_p_0\": 0.43,\n", " \"w_p_0\": 0.086,\n", " \"U0_p_1\": 0.13,\n", " \"X_p_1\": 0.24,\n", " \"w_p_1\": 0.080,\n", " \"U0_p_2\": 0.14,\n", " \"X_p_2\": 0.15,\n", " \"w_p_2\": 0.72,\n", " \"U0_p_3\": 0.17,\n", " \"X_p_3\": 0.055,\n", " \"w_p_3\": 2.5,\n", " \"U0_p_4\": 0.21,\n", " \"X_p_4\": 0.067,\n", " \"w_p_4\": 0.095,\n", " \"U0_p_5\": 0.36,\n", " \"X_p_5\": 0.055,\n", " \"w_p_5\": 6.0,\n", " \"Number of reactions in positive electrode\": 6,\n", " \"Positive electrode lower excess capacity [A.h]\": 0.0,\n", " \"Positive electrode capacity [A.h]\": Q_max_data,\n", " \"Ambient temperature [K]\": 298.15,\n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can plot these against the data and, if required, manually adjust them to get a better starting point. For this example, let's keep the Graphite parameters as our initial guess." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:08.663454Z", "start_time": "2024-03-28T15:29:08.509870Z" } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 50.0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EENWCJB5W2HLkb/65EAPABxkZkngIIYQQQghRStLUSgghhBBCCFHhpMbDCt1btqJJXVc0iovUdgghSm306NGkpqaydu1aW4cihBBC2IwkHlZo3yiYpnW02Cl1cHFxsXU4QohqYt68eahq2YanePfdd9m4cSOHDx/GwcGB1NTU8g1OCCGEqCTS1Moqiq0DEEJUQ56enmWedDQvL49hw4Yxbty48g1KCCGEqGRS42ENc94hA+sKIUrvZppaTZ8+HYClS5eWb1BCCCFEJZMaDyGEqEQRERG4ubnd8Of8+fO2DlMIIYQod1LjYYVPt27m7+hzAAyd/T6BgYE2jkiIWk5VIT+78s+plv07m/DwcIYPH37DberXr1/m4wshhBBVlSQeVjAaVYxl7CAqhKgA+dkQUbkf0hWA8WfA2blM+3t7e+Pt7V2uMQkhhBDVgTS1soKvpwcN6ngSVMcbOzvJ2YQQ1pOmVkIIIWor+fRshQe6hJLZsgF2ihf16tWzdThCCHsXeONSpZ5SVVUwSFMrIYQQwlqSeAghqi9FAYdKnsxTVSE3t8y7W9vU6vz58yQnJ3P+/HkMBgOHDx8GICQkBDc3tzLHIYQQQlQ2STyEEKIKe+utt1i2bJn59a233grAjh076Nmzp42iEkIIIawnfTyEEKKC6XS6MtdOLF26FFVVi/xI0iGEEKK6kcTDCjv/PcoPB/7m2/37SElJsXU4QogqTq/Xc+zYMSIjI2nTpo2twxFCCCFsSppaWeFkXCx/RV8EIDu7kucOEEJUO0ePHiU0NJRevXoRHh5u63CEEEIIm5LEQwghKkiHDh3kSwohhBDiKkk8rDC8a3f6tAhCq7jj6+tr63CEEEIIIYSoNmzax2PXrl0MHDiQ+vXroygKa9euveH2a9asoU+fPvj4+ODh4UG3bt3YvHlz5QQL1HFzw9fDDT8PD+zt7SvtvEIIIYQQQlR3Nk08srKyaN++PQsXLizV9rt27aJPnz78/PPPHDx4kF69ejFw4ED++uuvCo70KsX0j1o5ZxNCCCGEEKLGsGlTq/79+9O/f/9Sbz937lyL1xEREaxbt47169ebx7YXQgghhBBCVD3Vuo+H0WgkIyPjhrMA63Q6dDqd+XV6ejoABoMBg8Fg1flik6+QmHQZjZJDVlYWrq6VPGNyFWAwGDAajVaXXU1R268fbFcGBoPBYh4LWyk4ty1jqAwF5VzcvbKqv//L875f08g9zJKURyEpC0tSHoXKswyqdeIxa9YsMjMzGT58eInbzJw5k+nTpxdZfubMGasn9Np48E8OnTsDwJADB2jQoIF1AdcARqOR5ORkoqKi0Ghq3zQwtf36wXZlYDQa0ev1Fh8obUWv19s6hAqn0+nQ6/XExMQU+TsXfJCvqkq67589exYPDw8bRFR1yD3MkpRHISkLS1Iehcrznq+oVeRrO0VR+PHHH7nvvvtKtf13333H2LFjWbduHb179y5xu+K++QoKCiI5OdnqB1CX5i04eNaUeJw+fZrGjRtbtX9NYDAYiIqKIiQkBK1Wa+twKl1tv36wXRnk5uYSExND48aNcXJyqrTzXk9VVXQ6HY6OjiiKUqp9xowZQ2pqKj/++GMFR1d+cnNzOXfuHI0aNSpS3ikpKfj4+JCWllYlP8iXdN9PSkqiTp06NozM9uQeZknKo5CUhSUpj0Llec+vljUeP/zwA08++SQrV668YdIB4OjoiKOjY5HlWq3W6jfSrcFN8XJU0CiO1KlTp9a+ETUaTZnKr6ao7dcPtikDrVaLoijmH1uzJo558+ahqqrVcUdHRzNjxgy2b99OfHw89evX55FHHmHy5Mk4ODiUJexSK7i+4v7OVf29X573/ZpI7mGWpDwKSVlYkvIwKc/rr3aJx/fff8/jjz/ODz/8wL333lup574tpBkt69mjVTzw8vKq1HMLIaovT0/PMu134sQJjEYjn376KSEhIRw9epSxY8eSlZXFrFmzyjlKIYQQomLZNPHIzMwkKirK/PrcuXMcPnwYb29vGjZsyKRJk4iNjeWrr74CTM2rHnvsMebNm0eXLl2Ij48HwNnZucwPdiGEqGijR48mNTX1P+cqul6/fv3o16+f+XWTJk04efIkn3zyiSQeQgghqh2bJh5//vknvXr1Mr+eMGECAI899hhLly4lLi6O8+fPm9d/9tln6PV6nn32WZ599lnz8oLtK1qV6AwjhDBTVZUcfU6ln1NRy97UKyIigoiIiBtuc+zYMRo2bFjsurS0tBuO5CeEEEJUVTZNPHr27HnDISmvTyZ27txZsQEJIaqVHH0OXb7rUunn/W3IbzjjXKZ9w8PDbzgSH0D9+vWLXR4VFcXHH38stR1CCCGqpWrXx8OWvtvzG3+dPQ0oDD5/vlaOaiWEuDne3t5lqrGIjY2lX79+DBs2jLFjx1ZAZEIIIUTFksTDCjk6HRm5piEaZUIZIWzP2c6Z/SP3V+o5VVVF0VduU6tLly7Rq1cvQkND+eyzz8p8biGEEMKWJPGwgpuTE14uzihoav3QakJUBYqi4GLvUqnnVFWVXENumfe3tqlVbGwsvXr1olOnTnz55Ze1fiIrIYQQ1ZckHlYYccf/cW+bhmgVjxI7fgohxI1Y09QqNjaWnj170qhRI2bNmkVSUpJ5nb+/f0WFKIQQQlQISTysYvtJy4QQtcevv/5KVFQUUVFRNGjQwGLdjQbmEEIIIaoiqbMXQogKptPpcHNzs3q/0aNHo6pqsT9CCCFEdSOJR5nIQ18I8d/0ej3Hjh0jMjKSNm3a2DocIYQQwqakqZUV/jxziqiLUSiKAw9dvoyfn5+tQxJCVGFHjx4lNDSUXr16ER4ebutwhBBCCJuSxMMK/5yPYf/pswCkpKRI4iGEuKEOHTqQnZ1t6zCEEEKIKkGaWllBupYLIYQQQghRNlLjYYX+HTvTsYE3GsW5yAgzQgghqjbplC+EELYliYcV/L3q4Kp6o1XccXZ2tnU4QgghrKAoUm8thBC2JE2trCDflQkhhBBCCFE2kngIIYQQQgghKpw0tbJCclYGl1PT0SoGcnNzcXV1tXVIQgghSkn6eAghhG1J4mGF9X/sJ/LkCQBGnTtH27ZtbRyREKI6GD16NKmpqaxdu9bWodRqkngIIYRtSVMrK2iUwuKSB5gQorTmzZvH0qVLy7TvoEGDaNiwIU5OTgQEBPDoo49y6dKl8g1QCCGEqASSeFihWUB9ujQJolvTJnh5edk6HCFENeHp6Vnme0avXr1YsWIFJ0+eZPXq1Zw5c4ahQ4eWb4BCCCFEJZCmVlbo1qI1bX0c0Siu1K9f39bhCCGqiZtpajV+/Hjz740aNeL111/nvvvuIz8/H3t7+3KMsubTaOS7NiGEsCVJPKxhHgJemlkJURWoqoqak1P557yJ+SAiIiKIiIi44TbHjh2jYcOGRZYnJyfz7bffEhoaKkmHEEKIakcSjzKRxEOIqkDNyeFkx06Vft6G+/ZCGScRDQ8PZ/jw4Tfc5voa1YkTJ7JgwQKys7Pp2rUrGzZsKNO5hRBCCFuSxMMaBd9ySt4hhCgjb29vvL29rdrn1Vdf5YknniAmJobp06czatQoNmzYIDNxCyGEqFYk8bDClr8Osu/Y36go9DxyhFtvvdXWIQlRqynOzrQ4dLBSz6mqKrpKbmpVr1496tWrR/PmzWnVqhVBQUH8/vvvdOvWrcxx1Eb5+fm2DkEIIWo1STyskJqVRVxaBgDZ2dk2jkYIoSgKiotLpZ5TVVWU3Nwy71+WplbXMhqNAOh0ujLHUFvJMOhCCGFbknhYwU6rwV6rkeYNQogys6ap1f79+/njjz/o3r07derU4cyZM0yZMoWmTZtKbUcZFCRtQgghbEMSDysMDQ2jTzN/FBzp2rWrrcMRQtRwLi4urFmzhqlTp5KVlUVAQAD9+vXjzTffxNHR0dbhVTtOTk62DkEIIWo1STysoJrH05XqeiFE6el0Otzc3Kzer127dmzfvr0CIhJCCCEqn8ymJIQQFUSv13Ps2DEiIyNp06aNrcMRQgghbMqmiceuXbsYOHAg9evXR1GUUs3qu3PnTjp27IijoyMhISEsXbq0wuMsJDUeQojSO3r0KJ07d6ZNmzaEh4fbOhwhhBDCpmyaeGRlZdG+fXsWLlxYqu3PnTvHvffeS69evTh8+DAvvfQSTz75JJs3b67gSE3OxF1i54kzbD9xmnPnzlXKOYUQ1VeHDh3Izs5m48aN1KlTx9bh1Hq5NzEamRBCiJtn0z4e/fv3p3///qXefvHixTRu3JjZs2cD0KpVK/bs2cNHH31E3759KypMs2MXYthw5AQA406eJCQkpMLPKYQQonzk5OTYOgQhhKjVqlUfj8jISHr37m2xrG/fvkRGRlbK+TWawmF0ZVhGIYSoXuS+LYQQtlWtRrWKj4/Hz8/PYpmfnx/p6enk5OTg7OxcZB+dTmcx0VZ6ejoABoMBg8Fg1fk7Nm2GpzYXBS3t27e3ev+awGAwYDQaa+W1g1w/2K4MDAYDqqqaf2yl4Nw1fTK6gnIu7l5Z1d//Jd33nZ2dq3zsFU3uYZakPApJWViS8ihUnmVQrRKPspg5cybTp08vsvzMmTNWD2/p71UH1wYBgIbMzExOnz5dTlFWH0ajkeTkZKKiotBoqlWFWbmo7dcPtisDo9GIXq+vEjN26/V6W4dQ4XQ6HXq9npiYmCJ/54IP8lVVSff92NhYMjIybBBR1SH3MEtSHoWkLCxJeRQqz3t+tUo8/P39SUhIsFiWkJCAh4dHsbUdAJMmTWLChAnm1+np6QQFBdG0aVM8PDysOv8eTWFxhYSEoNVqrdq/JjAYDERFRcn119LrB9uVQW5uLjExMTg6Otp0IriCmg5HR0cURfmPras3Ozs7GjVqVKS8U1JSbBRR6ZR032/SpEmt7+Qv9zBLUh6FpCwsSXkUKs97frVKPLp168bPP/9ssezXX3+lW7duJe7j6OhY7Ay/Wq3W6jdS4WcMtUz71xQajUauvxZfP9imDLRaLYqimH9srarEUVEKrq+4v3NVf++X532/JpJ7mCUpj0JSFpakPEzK8/ptWneUmZnJ4cOHOXz4MGAaLvfw4cOcP38eMH1rNWrUKPP24eHhnD17ltdee40TJ06waNEiVqxYwfjx4ysl3rx8Pek5uaTl5JKdnV0p5xRCVH+jR4/mvvvus3UYtV5taCInhBBVmU0Tjz///JNbb72VW2+9FYAJEyZw66238tZbbwEQFxdnTkIAGjduzMaNG/n1119p3749s2fP5osvvqiUoXQBdv37N2+v38aM9VvZsGFDpZxTCFH9zZs376YnO9XpdHTo0AFFUcxf1gjrxMbG2joEIYSo1Wza1Kpnz543HBmmuAd1z549+euvvyowqpIpSmGeJqMcCCFKy9PT86aP8dprr1G/fn3+/vvvcoiodqrpI5EJIURVV7u76VvJx9OLNvX9aBfoT2D9+rYORwhRTdxsU6tffvmFLVu2MGvWrPILqhYqaRASIYQQlaNadS63tfaNm9LQOReA7t272zgaIYSqqujzKndSuJudRyQiIoKIiIgbbnPs2DEaNmwImEbuGzt2LGvXrsXFxaXM5xUUmQdKCCFE5ZLEwwoqhSPYqKrMgCuErenzjHz24m+Vft5H37sdyvjleXh4OMOHD7/hNvWv1qiqqsro0aMJDw+nc+fOREdHl+2kQgghRBUgiYcVrh04UzVKW2EhhPW8vb3x9vYu1bYff/wxGRkZTJo0qYKjEkIIISqeJB5lpBqlxkMIW7Nz0PDUvB6Vek5VVdEb88q8vzVNrbZv305kZGSROSk6d+7Mww8/zLJly8ochxBCCFHZJPGwwtHz59gQuR+jqhL880YeGHbj5hJCiIqlKAr2jpU7sZOqqhhyyz5xoDVNrebPn88777xjXn7p0iX69u3L8uXL6dKlS5ljqK2io6Nr/czlQghhS5J4WCE1K5PTCZcBGQ9eCFE21jS1KuhgXsDNzQ2Apk2b0qBBg3KPrabLyMiwdQhCCFGrlSrxKO1DsoCiKBw6dIhGjRqVKaiqSnPNPB4yA64QQty8yny+GKWJrBBC2FSpEo/U1FTmzp1bqkmwVFXlmWeeqZET7N3WrBWNXfPQKhoeHz3a1uEIIaoJnU5nrq24GcHBwTVuErzKfL60a9euTPsJIYQoH6VuavXggw/i6+tbqm2ff/75MgdUlTk42ONk74BpYN2a9fAXQpQ/vV7PqVOniIyM5Omnn7Z1OFVWZT1fNBqZM1cIIWypVImHtdXTNbsdrQYwYDRIlb0Q4saOHj1KaGgovXr1Ijw83NbhVEnyfBFCiNqj1F//bNiwQdrHAgVFZjRIHw8hxI116NCB7OxsNm7cKKMp3YA8X4QQonYodeJx3333ERQUxOTJk4mKiqrImKqs1MxMDsZc5MDZCxw69JetwxFCiBqhsp4viYmJFXZsIYQQ/63Uice5c+d4+umn+eGHH2jRogU9evTg66+/JicnpyLjq1Liki/z/f4/WfHnETb+8outwxFCiBqhsp4vZ8+eLdfjCSGEsE6pE4+goCDeeustzpw5w9atWwkODmbcuHEEBAQQHh7OH3/8UZFxVglaTeFEZXn5+TaMRAghao7Ker7UxNEWhRCiOinTEB+9evVi2bJlxMXF8eGHH/LPP//QtWtX2rdvX97xVSl+XnW4v1NnhnZqxz19ets6HCGEqHEq8vnSpEmTcohQCCFEWd3UzOXu7u7cddddxMTEcOLECY4dO1ZecVVJXm5udG/WHNWYRvu2bWwdjhBC1FgV8XwJCAgoh8iEEEKUVZlqPHJycvjqq6/o2bMnzZo144cffmDChAlER0eXc3hVkam5lVGq7IUQotzV7ueLEELUbFbVePz+++8sWbKEFStWkJeXx5AhQ9i6dSu9evWqqPiqHuXqcLp6GU5XCFE6o0ePJjU1lbVr19o6lCpLni9CCFHzlTrxaN26NSdPnuTWW29l5syZjBw5Ek9Pz4qMrUpSVQW9wUiuTmfrUIQQ1cS8efNQVbVM+wYHBxMTE2OxbObMmbz++uvlEVqVUFnPF+lcLoQQtlXqxKN37958//33Nb4D+Y0kpaXy2g9LAdiToWf95i22DUgIUS3c7Ifot99+m7Fjx5pfu7u732xIVUplPV+2bNnCyJEjK/QcQgghSlbqxGP+/PkVGUe1oNEUdonJl+F0hRCldLNNrdzd3fH39y/foKqQynq+SI2HEELYVqk6l3fs2JGUlJRSH7R79+7ExsaWOaiqytHOnkZ1fWlcz5vGDYNsHY4QtZ6qquTn5lb6T1mbTQFERETg5uZ2w5/z589b7PPee+9Rt25dbr31Vj788EP0NaiPWWU+X7y8vMq0nxBCiPJRqhqPw4cP8/fff+Pt7V2qgx4+fBhdDewD4ebiwot9H8CoP0+/MY/ZOhwhaj29Tsf8x4ZW+nnHfvo1ODuXad/w8HCGDx9+w23q169v/v2FF16gY8eOeHt7s2/fPiZNmkRcXBxz5swp0/mrmsp8vtxxxx1l2k8IIUT5KHVTq7vuuqvU3/IpilLmgKo+UyWRVNkLIcrC29u71B+yASZMmGD+/ZZbbsHBwYGnn36amTNn4ujoWBEhVrrKer6oRmOZ9xVCCHHzSpV4nDt3zuoDN2jQwOp9qoWrw+mqRkk8hLA1O0dHXli2qlLPqaoq+ptsahUREXHDbY4dO0bDhg2LXdelSxf0ej3R0dG0aNGizHFUFZX5fJH5l4QQwrZKlXg0atSoouOoRq7WeOjlASaErSmKgr2TU6WeU1VVDLm5Zd7f2qZW1zt8+DAajQZfX98yx1CVVObzxWioOX1jhBCiOrJqAsHaTlVVvtm7GYMhjX+MX7K03wBbhySEqGasaWoVGRnJ/v376dWrF+7u7kRGRjJ+/HgeeeQR6tSpU8GR1jxbt27j4VGjbB2GEELUWpJ4WEFRFA7HnMSoquQ6HLZ1OEKIGs7R0ZEffviBadOmodPpaNy4MePHj7fo9yFK78zZM7YOQQgharVSDadbkRYuXEhwcDBOTk506dKFAwcO3HD7uXPn0qJFC5ydnQkKCmL8+PHk3kSzB2vZaU25mszjIYQoLZ1Oh5ubm9X7dezYkd9//53U1FRycnI4duwYkyZNqjGdyiubXu7bQghhUzat8Vi+fDkTJkxg8eLFdOnShblz59K3b19OnjxZbPvl7777jtdff50lS5YQGhrKqVOnGD16NIqiVNrQkq/c+wToT9Jt0AOVcj4hRPWl1+s5deoUkZGRPP3007YOp9Z7cPgwW4cghBC1WplqPFJTU/niiy+YNGkSycnJABw6dMjqSZ3mzJnD2LFjGTNmDK1bt2bx4sW4uLiwZMmSYrfft28fd9xxByNHjiQ4OJi7776bhx566D9rScqTj4cv3q4uuDlXbodWIUT1c/ToUTp37kybNm0IDw+3dTjVQnk9X4rj4uxy08cQQghRdlbXeBw5coTevXvj6elJdHQ0Y8eOxdvbmzVr1nD+/Hm++uqrUh0nLy+PgwcPMmnSJPMyjUZD7969iYyMLHaf0NBQvvnmGw4cOMDtt9/O2bNn+fnnn3n00UdLPI9Op7OYbCo9PR0wzcNRprk4lKtNrXS6WjmXh8FgwGg01sprB7l+sF0ZGAwGVFU1/9hKwblLE0P79u3Jysoqsm91UFDOxd0rK+pvX17Pl5Lu+/q8vFr9fxfkHnY9KY9CUhaWpDwKlWcZWJ14TJgwgdGjR/PBBx/g7u5uXn7PPfcwcuTIUh/n8uXLGAwG/Pz8LJb7+flx4sSJYvcZOXIkly9fpnv37qax9PV6wsPDeeONN0o8z8yZM5k+fXqR5WfOnLG6zbXBoEfBFYCUK5c5ffq0VfvXBEajkeTkZKKiotBobN5FqNLV9usH25WB0WhEr9eXedbq8qTX1/xhWXU6HXq9npiYmCJ/54IP8uWtvJ4vJd33z5+PQW9nXy6xVldyD7Mk5VFIysKSlEeh8rznW514/PHHH3z66adFlgcGBhIfH18uQZVk586dREREsGjRIrp06UJUVBQvvvgiM2bMYMqUKcXuM2nSJIsRYNLT0wkKCqJp06Z4eHhYdf7ftXacv3KJ1LQELrtG8UCzZjd1PdWRwWAgKiqKkJAQtFqtrcOpdLX9+sF2ZZCbm0tMTAyOjo44VfLcHdcqqLVwdHS8qVm0qwM7OzsaNWpUpLxTUlIq5Hzl9Xwp6b6fnZNDs1p4376W3MMsSXkUkrKwJOVRqDzv+VYnHo6OjsVmPqdOncLHx6fUx6lXrx5arZaEhASL5QkJCfj7+xe7z5QpU3j00Ud58sknAWjXrh1ZWVk89dRTTJ48udiM1NHRsdgRYLRabZneSD/+sYFzidGw509mfLYEO7vaNyKxRqMpc/nVBLX9+sE2ZaDValEUxfxja1UljopScH3F/Z0r6u9eXs+Xku77P677iQEPSAdzuYdZkvIoJGVhScrDpDyv3+q6o0GDBvH222+bh5NVFIXz588zceJEHnig9CM9OTg40KlTJ7Zt22ZeZjQa2bZtG926dSt2n+zs7CLJRUFhVFbbaXutg/n3yhzGVwgharryer6UpDY0kRNCiKrM6sRj9uzZZGZm4uvrS05ODj169CAkJAR3d3feffddq441YcIEPv/8c5YtW8bx48cZN24cWVlZjBkzBoBRo0ZZdD4fOHAgn3zyCT/88APnzp3j119/ZcqUKQwcOLDSstHbQ7rSr21zHrn7zlpZ2yGEEBWlPJ8vxeke2rUcohRCCFFWVn9y9vT05Ndff2XPnj0cOXKEzMxMOnbsSO/eva0++YgRI0hKSuKtt94iPj6eDh06sGnTJnOH8/Pnz1vUcLz55psoisKbb75JbGwsPj4+DBw4sFweSKV1W0g38rOuUL9Fa5u2MxdCiJqmPJ8vxenWuXO5HEcIIUTZlPkr++7du9O9e/ebDuC5557jueeeK3bdzp07LV7b2dkxdepUpk6detPnLbOrw+ka8vNsF4MQQlxj586d9OrVi5SUFLy8vEq1T3BwMC+99BIvvfRShcZWFuX1fLmeUYbFFEIIm7I68Zg/f36xyxVFwcnJiZCQEP7v//6vBnfEMRWZ/mobZCGE+C+jR49m2bJlPP300yxevNhi3bPPPsuiRYt47LHHWLp0qW0CrCIq+vkiiYcQQtiW1YnHRx99RFJSEtnZ2dSpUwcwDbPl4uKCm5sbiYmJNGnShB07dhAUFFTuAduaopgeeIY8qfEQQpReUFAQP/zwAx999BHOzs6AaYCK7777joYNG9o4uqqhop8vqrH6TOAohBA1kdWdyyMiIrjttts4ffo0V65c4cqVK5w6dYouXbowb948zp8/j7+/P+PHj6+IeG3ul79+YsraLYz75Ev27Nlj63CEENVEx44dCQoKYs2aNeZla9asoWHDhtx6663mZTqdjhdeeAFfX1+cnJzo3r07f/zxh8Wxfv75Z5o3b46zszO9evUiOjq6yPn27NlDWFgYzs7OBAUF8cILL1jMol4VVfTz5c13Z5ZzxEIIIaxhdeLx5ptv8tFHH9G0aVPzspCQEGbNmsWkSZNo0KABH3zwAXv37i3XQKsKo9FITl4++XqDDKcrhLDK448/zpdffml+vWTJEvMofgVee+01Vq9ezbJlyzh06BAhISH07duX5ORkAC5cuMCQIUMYOHAghw8f5sknn+T111+3OMaZM2fo168fDzzwAEeOHGH58uXs2bOnxP50VUVFP18yszLKK1QhhBBlYHXiERcXV+xY6Hq93jyzbP369cnIqJk3eDcnL+q5uRBYx9PcXEIIYVtz5syhQYMGNGjQoMigFOfOnTOve/7554vsO2jQIPP66y1dutS87tqairJ65JFH2LNnDzExMcTExLB3714eeeQR8/qsrCw++eQTPvzwQ/r370/r1q35/PPPcXZ25n//+x8An3zyCU2bNmX27Nm0aNGChx9+mNGjR1ucZ+bMmTz88MO89NJLNGvWjNDQUObPn89XX31Vpb8wqejnS72rzbeEEELYhtV9PHr16sXTTz/NF198YW4e8NdffzFu3DjuvPNOAP755x8aN25cvpFWBQr0bHcf3RomgKIQWsJEh0KIypWenk5sbCxgaqp0LYPBYF6XkpJSZN+kpCTz+utlZWWZ12VnZ990nD4+Ptx7770sXboUVVW59957qVevnnn9mTNnyM/P54477jAvs7e35/bbb+f48eMAHD9+nC5dulgc9/pJV//++2+OHDnCt99+a16mqipGo5Fz587RqlWrm76WilDRz5cJTz1ZbrEKIYSwntWJx//+9z8effRROnXqhL29PWD6Nuquu+4yfyPn5ubG7NmzyzfSqkK5OnO5qqLPy8Ne5vIQwuY8PDwIDAwEwNHR0WKdVqs1r6tTzDfePj4+5vXXc3V1Na9zcXEpl1gff/xxc5OnhQsXlssxr5eZmcnTTz/NCy+8UGRdVe7IXtHPF4NeRiMUQghbsjrx8Pf359dff+XEiROcOnUKgBYtWtCiRQvzNr169Sq/CKucwiLLy82RxEOIKmDChAlMmDCh2HWNGzfm4sWLJe77008/lbhu9OjRRZox3ax+/fqRl5eHoij07dvXYl3Tpk1xcHBg7969NGrUCID8/Hz++OMP83wbrVq1KhLz77//bvG6Y8eOHDt2jJCQkHKNvaJV9PPFkF+0GZcQQojKU+YJBFu2bEnLli3LM5ZqQVEUQAsYyK/CbaWFEFWTVqs1N5u6fj4KV1dXxo0bx6uvvoq3tzcNGzbkgw8+IDs7myeeeAKA8PBwZs+ezauvvsqTTz7JwYMHi8z/MXHiRLp27cpzzz3Hk08+iaurK8eOHePXX39lwYIFlXKdN6Oini9S4yGEELZVpsTj4sWL/PTTT5w/f5686+azmDNnTrkEVlVdyYhn2+F/0enzcF2xnPAXXrJ1SEKIasbDw6PEde+99x5Go5FHH32UjIwMOnfuzObNm83NxBo2bMjq1asZP348H3/8MbfffjsRERE8/vjj5mPccsst/Pbbb0yePJmwsDBUVaVp06aMGDGiwq/tZlXk8+V/y1fR+5Ex/72hEEKICmF14rFt2zYGDRpEkyZNOHHiBG3btiU6OhpVVenYsWNFxFilZOWms+vUGQBa/L6f8KJNqIUQwsJ/zUi+du1a8+9OTk7Mnz+/xFm8AQYMGMCAAQMsll0/LO9tt93Gli1bSjxGcXN/2FpFP1+27Y0shyiFEEKUldXD6U6aNIlXXnmFf/75BycnJ1avXs2FCxfo0aMHw4YNq4gYqxRH+8IhdDNr6JDBQghhCxX9fNEbpI+HEELYktWJx/Hjxxk1ahQAdnZ25OTk4Obmxttvv837779f7gFWLQrebn68eNfdTLg7jAnhY20dkBBC1BgV/XyZ/szTN30MIYQQZWd14uHq6mpudxsQEMCZM2fM6y5fvlx+kVVR9nYONK4XQH0vDzxdXW0djhBC1BgV/XwJ9K333xsJIYSoMFb38ejatSt79uyhVatW3HPPPbz88sv8888/rFmzhq5du1ZEjFWOomhBhfzcHFuHIoQQNUZFP1+M+TKqlRBC2JLVicecOXPIzMwEYPr06WRmZrJ8+XKaNWtW40e0KqBcLbY8GU5XCCHKTUU/X/QGSTyEEMKWrE48mjRpYv7d1dWVxYsXl2tA1UF8Whppuck4HPqLLvfV/A71QlQlqqraOoRawRblXNHPl2NnzqLX67GzK/MUVkIIIW6C1X08mjRpwpUrV4osT01NtXho1GSf7vqFhTsimfLRx7YORYhaw97eHoDs7GwbR1I7FJRzQblXhop+vsz43zdkyGiEQghhM1Z/7RMdHY3BYCiyXKfTERsbWy5BVXVO9g4AZOXmoKrq1dnMhRAVSavV4uXlRWJiIgAuLi42+b+nqio6nQ6gRv7fV1WV7OxsEhMT8fLyKjK7ekWqjOdLrjSRFUIImyl14vHTTz+Zf9+8eTOenp7m1waDgW3bthEcHFyuwVU5Vz9j3NaoNU19L9CgcROMRmOlPpiFqM38/f0BzMmHLaiqam6uUxMTjwJeXl7m8q5olfV86XtbR5ydnf97QyGEEBWi1InHfffdB5i+4Xvssccs1tnb2xMcHMzs2bPLNbiqqm/rO8gyHCGodTtJOoSoRIqiEBAQgK+vL/k2GqHIYDAQExNDo0aNauz/f3t7+0q9tsp6vjzQ/Xa8vLxu+jhCCCHKptSJh9FoBKBx48b88ccf1KtXe8dDVxRTm+fcrEwbRyJE7aTVam32od9gMKDRaHBycqqxiUdlq6zniyFfZi4XQghbsrqPx7lz5yoijmqlYDhdSTyEEKL8VPTzxaCX4XSFEMKWSpV4zJ8/v9QHfOGFF8ocTHVRUOOhk8RDCCFuSmU+X/R6qfEQQghbKlXi8dFHH5XqYIqi1IrE48+Yf1l9eAc5efl43fU1jz76qK1DEkKIaqkyny/TvlvDLSN30KtXr5s6jhBCiLIpVeIhzassGY1wJdM0xn3CpUs2jkYIIaqvyny+pGbnkJaWVmnnE0IIYemmpm8tmNm2Jg8pWRw3JzdcHOxxtrdHW7suXQghKkVFPF/cnRxr3fNKCCGqEqtnLgf46quvaNeuHc7Ozjg7O3PLLbfw9ddfl3dsVVa7+q2Z8/hDTLq3Fw8Nud/W4QghRI1Rkc+Xiff0ZNCgQeVyLCGEENazusZjzpw5TJkyheeee4477rgDgD179hAeHs7ly5cZP358uQdZFTm5upGZfEVGthJCiHJS4c8XVcVoMKC1u6nKfiGEEGVkdY3Hxx9/zCeffML777/PoEGDGDRoEB988AGLFi2yanSSAgsXLiQ4OBgnJye6dOnCgQMHbrh9amoqzz77LAEBATg6OtK8eXN+/vlnq897sxxd3QDQZWdV+rmFEKImKu/nS3EM+XnlchwhhBDWs/prn7i4OEJDQ4ssDw0NJS4uzqpjLV++nAkTJrB48WK6dOnC3Llz6du3LydPnsTX17fI9nl5efTp0wdfX19WrVpFYGAgMTExNpmJtiDxyM3MqPRzCyFETVSez5eS6PPzcXAul0MJIYSwktU1HiEhIaxYsaLI8uXLl9OsWTOrjjVnzhzGjh3LmDFjaN26NYsXL8bFxYUlS5YUu/2SJUtITk5m7dq13HHHHQQHB9OjRw/at29v7WXctK2H/mb94WO89/HCSj+3EELUROX5fCnOr/9GsWH9hps+jhBCiLKxusZj+vTpjBgxgl27dpnb4O7du5dt27YV+8AoSV5eHgcPHmTSpEnmZRqNht69exMZGVnsPj/99BPdunXj2WefZd26dfj4+DBy5EgmTpyIVqstdh+dTodOpzO/Tk9PB8BgMGAwGEod77UUYP2uvVyIi8flfFyZj1MdGQwGjEZjrbrma9X26wcpg9p+/UCFXXt5PV9Kuu//duosIb/+ygMPPli+gVcj8v61JOVRSMrCkpRHofIsg1InHkePHqVt27Y88MAD7N+/n48++oi1a9cC0KpVKw4cOMCtt95a6hNfvnwZg8GAn5+fxXI/Pz9OnDhR7D5nz55l+/btPPzww/z8889ERUXxzDPPkJ+fz9SpU4vdZ+bMmUyfPr3I8jNnzuDm5lbqeAH0hsJZbz2u7pudm8vRo0dxdHS06ljVldFoJDk5maioKDSaMg2KVq3V9usHKYPafv1Q+EG+vJT386Wk+z5AYmICp0+fLo+wqyV5/1qS8igkZWFJyqNQed7zFbVgsPT/oNFouO2223jyySd58MEHcXd3v6kTX7p0icDAQPbt20e3bt3My1977TV+++039u/fX2Sf5s2bk5uby7lz58w1HHPmzOHDDz8ssf1vcd98BQUFkZycjIeHh1Uxf/36VLIy7sQ5618u+Z/j0sFIQlq347k5C0qscalpDAYDUVFRhISE1JprvlZtv36QMqjt1w+QkpKCj48PaWlpVt9Hi1Pez5eS7vuj7+jEmCkzuKP33eZ1BoOB3bt3Ex8fj7+/P2FhYTX67yrvX0tSHoWkLCxJeRQqz3t+qWs8fvvtN7788ktefvllxo8fz9ChQ3niiScICwsr04nr1auHVqslISHBYnlCQgL+/v7F7hMQEIC9vb3FG6BVq1bEx8eTl5eHg4NDkX0cHR2LrY3QarVWvZHWrFlDQkIibi6m11999RVP9+yKnS672PPWZBqNxuryq0lq+/WDlEFtv/7yvu7yfr6UdN8P8a1L00aNzPGvWbOGl19+mejoaPM2wcHBzJ49myFDhpTp3NVBbX//Xk/Ko5CUhSUpD5PyvP5S1x2FhYWxZMkS4uLi+Pjjjzl37hw9evSgefPmvP/++8THx1t1YgcHBzp16sS2bdvMy4xGI9u2bbOoAbnWHXfcQVRUFEaj0bzs1KlTBAQEVOiH/zVr1jB06FDs7U15mgIs+OxzAJITE1izZk2FnVsIIWq68n6+3IhBnw8U3tfbtWtHZGQkGRkZREZG0q5dO4YOHSr3dSGEqABWN1pzdXVlzJgx/Pbbb5w6dYphw4axcOFCGjZsaPWMsBMmTODzzz9n2bJlHD9+nHHjxpGVlcWYMWMAGDVqlEXn83HjxpGcnMyLL77IqVOn2LhxIxERETz77LPWXkapGQwGXn75ZQYMGIB33boAqED85SsAuDk68uorr0jnIyGEuEnl+XwpiT4/z+K+vnr1anJzc1m/fj25ubmsXr2aAQMG8Irc14UQotzd1PStISEhvPHGGzRq1IhJkyaxceNGq/YfMWIESUlJvPXWW8THx9OhQwc2bdpk7nB+/vx5iw49QUFBbN68mfHjx3PLLbcQGBjIiy++yMSJE2/mMm5o9+7dREdH8/3333P429Xm5aOfHMsr/f6PzNw84i5eZPfu3fTs2bPC4hBCiNrkZp8vxbmckcXp01GcT8siOjqap59+mubNmxdpavXUU0+xfv16ua8LIUQ5K3PisWvXLpYsWcLq1avRaDQMHz6cJ554wurjPPfcczz33HPFrtu5c2eRZd26deP333+3+jxlVdBp/cyZM1y5cgWvq31q1m/YwIABAwBwcbBn3bp18oASQohyUF7Pl+vN3bqXdafO8+577wPwxhtvMGDAAL7//nvatm3L0aNHiYiIYPLkyQDlNmmhEEIIE6uaWl26dImIiAiaN29Oz549iYqKYv78+Vy6dInPP/+crl27VlScNhMQEADAq6++irNTwXS3ikWneI2isHz5cqmWF0KIMqqs50tObi6+vr6Aqd9gcU2tCuYQKdhOCCFE+Sh1jUf//v3ZunUr9erVY9SoUTz++OO0aNGiImOrEsLCwvDz8yMuLg43DzfycwFV5YknnqCZb10C63gSk5zKubg4qZYXQogyqKznS4egANrdXpjAXL58udimVk5OTuV+biGEEFYkHvb29qxatYoBAwbUqmHFtFotDz30EHPnziU1NRVXJ0CBRYsWcWLjahq6OrH3QgLnkpKluZUQQpRBZT1fhnZuR78xj3EqMRGAEydO4Ovry8svv0yTJk04e/YsX3/9tTkRSby6nRBCiPJR6sTjp59+qsg4qrTBgwczd+5c8vPzwQlQ4ZlnnmFQh1Y0bN6EvKxMAJYuXcqsWbNqVWImhBA3qzKfL/r8PHMTqsDAQOLj45k9e7Z5vZ2dHYGBgcTGxkpTKyGEKGe1ew74UipobnWtbt268cjjTwIQ0jAIR0dHUlNTeffdd20RohBCiFIw5OeZf4+NjaVfv34sXLiQJUuWsHDhQvr27UtsbKwNIxRCiJpLEo9SKGhuZabAhg0bsHd1A0CXkc748eMBWLBggXQyF0KIKsqQn19kQkJVVc0/1yrPiQuFEELc5DwetcngwYPZ+/lXphcq1K1bl3puLoBCWk4O+b/tByApKUk6mQshRBW0eOd+vjhwlFFPmGqr+/bty+bNmy3mCLGzs+Puu+9my5YtJCUl2SpUIYSokSTxKKWwsDAi//eN+bWiKNT19efk2bMANGvWjIsXL5KTkyOdzIUQogq6mJIGKWk4O5uGRt+8eTP33nsv99xzD87OzuTk5PDzzz+bExEfHx9bhiuEEDWONLUqJa1Wi5ubm/l1aGgob0yZgqOdHb4ebkSfPWOeUPCHH36Q5lZCCFEFOTk64O7ubn6tKAq33HILfn5+JCUlceXKFfM6f39/W4QohBA1ltR4WMHD3Z3MdNPve/fuZe/evbx93924ONjz4abfWLlyJWBqF/zuu+/y1ltv2TBaIYQQ13r7vj507NUHp5YtAWjZsiX79+8nLCzMYjt7e3vTKIZCCCHKldR4WENRzL/efvvtDB8+nPScXABCb+sMwLRp08z/rlmzptJDFEIIUTyNomDIzzfPz3HixAmSkpJo27Ytb7zxBrNnz+aOO+4wJx0bNmywZbhCCFHjSOJRRjExMaxYsYK0q4lHTloq06dPN6/v2rUrr7zyijS5EkKIKkSfn0dAQAAAderUwdnZmaNHjxIREcHLL7/MmTNnePvttwFYvny53MOFEKIcSeJRRo0bNwagSctWALja2zF16lRzjUd0dDTnzp1j9+7dtgpRCCHEdQz5eea5mVJSUpg8ebJFX474+HhmzpyJl5cXcXFxcg8XQohyJIlHWSjw+++/A3D0/CV+OnyMv87G0KVLFwBGjBhBUFAQAOvWrbNZmEIIIQrtP3uBH3/bR2RkpHlupjfffJOmTZsya9Ys3njjDdq2bUtOTg5paWkAxMXF2TJkIYSoUaRzeRkoKEybNo1p06axec8+LmdmARBzORkwVc8XWLp0KbNmzUKr1dokViGEECbr/z4OHCckdAsDBgxg7ty52NnZmQcLKeDj40PdunU5ceIEvr6+tgtYCCFqGKnxsIJaUFoqTJo0CT8/P1TVaF7foUMHIiMjSUtLo3v37jg6OpKamsq7775rm4CFEEIUkZmZaf5dr9fTrVs3pk+fzs8//8yePXvo0qULJ06csGGEQghRM0niYQX16qhWCqZ5PR566CEMqkp4z65M7N+LTZs2odfr6devH3v27GHChAkALFiwQDooCiGEjT3QqS3j7rmLxx9/nPj4ePPyunXrcuedd6KqKlu3buXy5cvmddduJ4QQ4uZIUytrFAynq5r+GTx4MB/Pn0+Ib10AghsEkqXLM28+c+ZMAJKSkti9e7fMZi6EEDZ0a8P61PMPoG3btmzduhWAcePGsWrVqiJzebi7u5ORkUFSUpItQhVCiBpJajyscG2NB0BYWBh1vL3NQ+p6u7oQGhrKnj17SE5Opm3bttjb2wPw448/2iJkIYQQ1zDkmb4c8vHxAUwDhVy+fJlu3boxevRoXnvtNebPn4+TkxNgGqFQCCFE+ZAaDyuoGssaD61Wy/PPP0/Sb5vxdHaiW8cOfLZqLYsWLaJPnz7k5OSY9124cCFhYWEMHTrUBpELIYQAMOhNkwMGBgYC8Ndff+Hp6Ul0dDSRkZFFtl+xYgWzZ8+WAUKEEKIcSI2HNa7mHYpauGjy5MkkZGZxOuEyh/85ipeXF2+88QaKojBjxgxuv/123NzcMBgMDBs2TGYzF0IIG9HpDaSkZXDx4kXzXB4AaWlpFsPm1qlTBw8PDwCZy0MIIcqR1HhYoaDGQ7lmmVar5a9LSURdvASAh4cHLVu2ZODAgURERFjUejg4ODBu3DgGDx4s354JIUQl++CXnej0Bn44eTfHjh1jxIgRzJ8/Hw8PD+zs7EhONg2JnpKSApgmij137hyxsbG2DFsIIWoMqfGwgnpd5/ICzUNCzL+np6dz4MABpkyZgqIozJw509yJsXnz5iQmJsrwukIIYQMOV7/wyczMAEyJBZju2wVJB0BAQACdO3c29++QDuZCCFE+pMbDGorFP2ZD7r+fzEsXcHV24pe/j1OvXj2aN2/Ozp07AejRowc+Pj68++67DB48mAULFjB58mSp9RBCiErU1Lcu+QYjXXv3AUzD6IKpo/nXX3/Nnj17AOjZsyfdu3enYcOGJCYmmrcTQghxcyTxsIKqKb6C6L4hD5C6dys5efn88vdxLl++zA8//MCsWbOYMWOGubnV4MGDARleVwghbGHYbe1xtNMSPmc2AFeuXAFM9+T777/ffK9+5513cHZ2Nr8u2E4IIcTNkaZWVlCL6VwO4HF1WEZnB3tcHR0A6N27t7mT+bvvvsuGDRto0aIFDg6m9evWrau0uIUQQoDWzvRdm/66IXWLc+2krzfaTgghROlJ4mGNgnk8rks87B2dcPH0AmDiSy+altnb07ZtWxYtWsSCBQsYMGAAJ0+eJO/qA2/p0qUym7kQQlQizdV5lfT5pvuwv7+/eV2rVq0smlQV3Kuv304IIUTZSeJhBfM8HsXw8gvAqKqE3tYZT09P8vPzOXr0KKNHjyYuLg5/f38mTZpEixYtsLe3JzU1VTqZCyFEJbKzMyUehvx8i+WBgYEcOnTIoklVnTp1cHV1BZDhdIUQopxUicRj4cKFBAcH4+TkRJcuXThw4ECp9vvhhx9QFIX77ruvYgMscE3nclW1rPb4cf8hJq/ZRO+hIxg0aBAAjo6ONG/enEmTJplHuDp58iT5Vx96s2fPlloPIYSoJPujzvH5rgP0G3w///77L4mJiQDExsbi6emJt7e3eduUlBSysrIAWLRokdyrhRCiHNg88Vi+fDkTJkxg6tSpHDp0iPbt29O3b1/zA6Ek0dHRvPLKK4SFhVVSpJady9XrvjHzqFOHfIMRgJCrw+vqdDpOnTrFzJkziYuLIyAggG+++YbPPvsMMA3hKLUeQghROa5kZnMyPom/jhwhPj6egIAA87q0tLQiQ+q2bNkSKBwQRAghxM2xeeIxZ84cxo4dy5gxY2jdujWLFy/GxcWFJUuWlLiPwWDg4YcfZvr06TRp0qTSYjVqr0k8cnMt1rVt2xYfd1c6tQihW7du1KtXDwA/Pz86duzItm3buHDhAsOHD+fLL780tyX++OOP5Zs0IYSoBO5OTubf09PTCQsLM9+L+/bty+zZs3nuuef46KOPOHv2LCEhITg7OwPIJIJCCFEObJp45OXlcfDgQXr37m1eptFo6N27N5GRkSXu9/bbb+Pr68sTTzxRGWEWuqa0VJ3OYtWw4SOY2L8nT93VnT59+vD8888DkJCQQHh4OLfddhsffPABnp6eREZGmtsSX758WWo9hBCiEvRo25K3B/fhxO97uf/++9FqtQwcOBCA7du38/LLL7NgwQLGjx+Pt7c3GzZs4LHHHgNkEkEhhCgPNp3H4/LlyxgMBvz8/CyW+/n5ceLEiWL32bNnD//73/84fPhwqc6h0+nQXZMkpKenA6ZaE2trGlSlcPJAfVYWdtfs7+7jC0DGlcvocnN5/fXXmTVrFhkZGTz11FM89dRTALi4uDB9+nQ2bNjAqVOnSEtLY+rUqbRu3Zr777/fqnhswWAwYDQaa20tTW2/fpAyqO3XD1T5ay/pvu/i4Ije0QGjPt98De7u7kDRazIaTU1nf//9d8A02WBVv+7SkPevJSmPQlIWlqQ8CpVnGVSrCQQzMjJ49NFH+fzzz81Nmf7LzJkzmT59epHlZ86cwc3Nzarz5+nycLz6e8ypU2iu6eehqipaBwcMeXn88+cB3Or58thjj7FgwQJCQkJISEigcePG9OjRg5kzZ5J7TVMtBwcHwsPDadWqVZWfzdxoNJKcnExUVBSaEiZUrMlq+/WDlEFtv34o/CBfVZV03zfkmZKR2AsXUOqexmAw8P333wOmv6uDg4N5GF2dTodGozF/yaWqKqdPn66cC6hA8v61JOVRSMrCkpRHofK859s08ahXrx5arZaEhASL5QkJCcWOm37mzBmio6PNVeNQ+K2UnZ0dJ0+epGnTphb7TJo0iQkTJphfp6enExQURNOmTfHw8LAqXoerkwMCNPDxwbVZM4v1B/wCuHwhBi8nRxo3a8bs2bNZvnw558+fJy8vjyNHjnDkyBGLWo/Tp08TGBjIv//+y8qVK5kyZYpVMVU2g8FAVFQUISEhVT5Jqgi1/fpByqC2Xz+YRnyqykq67zva2ZEF+Pr40KxZM3bu3Mnly5fx8vIiNTW1yIcLOzs78vLy8PLy4sEHH6wRf295/1qS8igkZWFJyqNQed7zbZp4ODg40KlTJ7Zt22YeEtdoNLJt2zaee+65Itu3bNmSf/75x2LZm2++SUZGBvPmzSMoKKjIPo6Ojjg6OhZZrtVqrX4jKRTO46Hk5RfZPz43n+8jD7FgyFDefe99Ro4cyeLFi3nggQcA8PT0pEWLFgwcOJCIiAhycnIASE1NBeCjjz5iypQpVf4NrtFoylR+NUVtv36QMqjt11/Vr7uk+35ebi6Hz18ibcPPnM3IMd+D7a9OLKgolnM1FVyn0WisUX/v2v7+vZ6URyEpC0tSHiblef02rzuaMGECn3/+OcuWLeP48eOMGzeOrKwsxowZA8CoUaOYNGkSAE5OTrRt29bix8vLC3d3d9q2bYuDg8ONTlWujLk5RZYpzq78fSGO6AsX+euvvwAYMmSIuco/LS2NAwcOMGXKFPO8HhkZGTK8rhBCVIL8vHy++f0vZsydz6JFi8zD6SYlJRVJOqCwRj09PV2G0xVCiHJg88RjxIgRzJo1i7feeosOHTpw+PBhNm3aZO5wfv78eeLi4mwcZVHXD6cL0KFjRwDstFrzxFMAkydPNvdJqVevHqGhoaSmpvLqq69y4MABFi9ejK+vqXP6ggULpCOTEEJUAEcUCvKL5ORki+F0+/XrR3JyMh999BHPPfccs2fP5q677pLhdIUQohxVic7lzz33XLFNqwB27tx5w32XLl1a/gGVgjE7u8iyZq1a80rf/6NFy5Y8OXeReblWq+X5559n6tSpXL58mYiICFasWMGrr75aJKkqmKiqZ8+eFX0JQghRqygGAwPbt6Zzn/6E3TPAPJzu0qVLOXbsGE2aNClyT7777rvZsmWLDKcrhBDlwOY1HtWVMa1oD38v/wD8Pd3JupyEerWKvsDkyZPNndmfeuopHnnkEeLi4vD392fSpEm0aNHC3FRs3bp1FX8BQghRy6j6fP6veWPu79/X/OVOwTxSMTExFkmHt7c3HTt2ZMuWLQD4+PhUerxCCFHTSOJRBioKhmKGFvOo54ui0aDPzyMzNdlinVar5eWXXwZMHRmbN2/OpEmTzH09Tp48aR7GcenSpdLcSgghytvVe6yKal507QiK13ZIT05O5vjx48VuJ4QQomwk8bDGNX0PDWlpRVZr7ezwqGf6ViwtIb7I+smTJ+Pl5UV+fj6nTp1i5syZxMXFERAQwNKlS2nbti12dnakpqYyY8aMCrsMIYSojVRd3g3XX9/BXFXVErYUQghRFpJ4lJGxmMQDwN3Hn8MXLvHmtOnmGo4CWq2W0aNHA6Zv1po3b8769et59tlnGTduHEePHkWv1wMwY8YMVq1aVaHXIIQQtYrRVJOcn5/PxYsXSU9PJz6+8Eui6xOPa19fu50QQoiykcSjjIqr8QCo4+/Pur+OsWzFKpYsWWIejrHA4MGDAdOsuKdOnWLgwIG8+eabKIrCu+++y6xZswDTMI7Dhg1jzZo1FXshQghRi+yLiqFT3wEEBQWxbt26G3Yav7bJq3QuF0KImyeJRxkV18cDwMsvgIbeXoBpYsCzZ89arA8LCzMPrbtu3Tp8fHwIDQ3lyy+/5PPPP+eVV14xb+vg4MC4ceOkv4cQQpQTF0d78++XLl0yD6fr6+tLSkoK06dPN3ckL+h3BxS5lwshhLCeJB5lZLw62/j1vPwD+L8WjXl5+GASEhIICQmxWF8wtC6Y+nwkJSXRp08fHnzwQfMsuo899hgA9evXJzExUSYVFEKIclLP1ZVWzUIYOnQozZs358qVKwAkJibSvXt3pk2bRufOnVm8eDG33367eb+PP/5YaqCFEOImSeJRRvrExGI7Hnr6+tPUpy5NPFzNkwJeb/Lkyfj6+nLy5EkApk+fjqqqGI1GfHx8WLZsGQDR0dEAzJo1S2o9hBDiJqkKNPD2ZPmnC1m5ciX333+/uXajQ4cO/PXXX6iqyi+//EJ4eDgHDhww72tvby810EIIcZMk8SgjNS8PQzG1Hl5+piEXc9LTyMvNKXZfrVbLJ598Qn5+vnnZY489xuXLly2q9gtkZGTw8MMPl0/gQghRS6lXhybUagvnzg0MDATg8OHDGAwGBg0aBJgSjetJDbQQQtwcSTzKwKA1/atPSCiyztHFFSdXNwDSEouuLzBkyBBWrFiBRmP6EyxbtgxVVUlLS6Nz587s3buXfv36UadOHQCWL1/O8uXLy/lKhBCi9iioo1a0WvOysLAwgoODady4MQA//fQTYBr5ys/Pj5CQELy8vOjQoQMAs2fPlloPIYQoI0k8ykB/9ZmVX8Lwip5+/hiMRnZu3cp7773Hb7/9Vux2w4YN46233jK/9vDwoF+/fsydO5cXX3yRTZs2kZKSYl7/8MMPyxC7QghRRurV4XE1msLEQ6vVMnv2bM6dO2de1qxZM5544gnS09OJiooiNTWVP/74A4D09HR27txZqXELIURNIYlHGRTWeCQWu97Tx4+oxCsMf2IskyZN4ocffijxWG+++SYeHh6A6YG2adMmunfvzp9//kmnTp244447zG2QDQaDDLErhBBlZLyaeGzevIV77rmHli1bsmfPHnMNdMG8HadPn+Z///ufeZjzDRs20KJFC3Pzq8WLF9vsGoQQojqTxKMM8u1MD6f8uEvFrvf08ye4bh1zM6obfTum1WotJhqcOHEifn5+3HHHHQDs3bvXYvx4Ozs7wsPDpapfCCGs5WBKHJIvXuSXX37h5MmT/P3334CpBnrIkCGA6T7btm1bFi1axIIFCxgwYAAnT54098vbuHGj3IOFEKIMJPEog/yr/RLzomOKXe/p64+jvR2Dw7rx6aefsmXLlhseb/LkyXh5eQHw/vvvk5CQwN69ezl48CBNmjTB0dHRvK1erycpKUk6mwshhLWcTPfSJs7OALi5uZGZmWlePW7cOMB0nz169CijR48mLi4O7TV9QgBycnLkHiyEEGUgiYdVrtZ0XB3sJO/qcLfX8/T1A2BQp1t46qmnCAoKuuFRtVotn332GQCurq6AaTKrli1bcvbsWXQ6HS1atMDPz4+JEycCps7m0t9DCCGsYO8AQAuNQnR0NOnp6eZ7KkDPnj3NTV8dHBwICAhAURS6dOlC27ZtAXBxcQHkHiyEEGUhiUcZFDS1youORjUai6z3vDqkblpiQrFzfRRn2LBhvPrqq2RlZQGmYRtPnDiBo6MjTZo04eTJkyQkJPD++++b93nyySelul8IIUpJvdrUShMXT6NGjcx9Ogpc2/Q1Ly+PuLg4VFVl3759HD16FIDs7Gzz9i+88ILcg4UQwgqSeJRBvh1gZ4eam1vskLoe9XxAUdDn6chOSy31cT/44AN++OEHi4ehTqfj7NmzNG3alICAAIvt09LS6NOnjzz4hBCiFNSrTabyL1xALeG+OXnyZHOtx7Wub24FEBcXJyNcCSGEFSTxKAtFwf5q8yld1Jkiq7V29rjXrQdAWmI8MTExfPLJJ+bhGG9kxIgRTJ061fza29ubDh06cPbsWYxXa1cK+oMA7Nixg4CAABnpSggh/oOqMX2po+TqyDt/vthtrh/ww9/fH0VR6Nq1Ky1btiyy/ZAhQ+T+K4QQpSSJRxk5tmgOQO6J48Wu9/I1Nbf6ef16goODeeaZZ0o9BOObb75pTi6Sk5M5fPgwqqpiNBpRFAVHR0e8vb3N26empvLAAw/Iw08IIW6goGmsgkry4cN89dVXhIeH88EHH1hsN3nyZHN/u/j4eFRVZe/evZw4ccI8zLmbm2mi2KysLLn/CiFEKUniUUZOrVoDkHvsWLHrPa52MA8J8Dc/oNasWWMejvFGru1sXuDDDz/Ezs4OX19fEhISLEZiyc/Px97eXobZFUKIGzDqTfdHRYWsf48xevRoPv300yJzLWm1Wp544gnz69GjRxcZ5rzgHmwwGOT+K4QQpSSJRxk5trlx4lFQ45GblswLL7zAtGnTiIyMNE9A9V+GDRvGiBEjzK9fffVV4uLizJ3P8/LycHd3N6/Pz88nKSmJhx56qEzXI4QQNZ1BrwdAY1RxiIkxj1R17tw5i07jAPfff7/596VLl1oMc14wslWBgvuv9LkTQogbs7N1ANWVU6tWAOTHnMeQkYH2miQACofUTU9M4N13Z5bpHN9++y2bNm0iLS3NvCwzMxMHBwfy8/PRaDRoNBpz3w+AlStXcu+99/Lqq68SFhZWbIdIIYSojQz6fDSAVlXJPX6cadOm4erqSs+ePS3mSwIICwvDz8+PhIQEXF1dzV/6gGlkK09PTwwGg0Xtc0Gfu4ULF+Lj40NcXBwBAQGEhoayb98+82u5Nwshaiup8SgTFa2XF/aBgQDkHDlSZIuCIXVTE+PLfBatVsvnn38OYG6uBeDu7o6HhwdpaWk4OTkVeYD9/PPP9OrVi8DAQFauXFnm8wshRE1iyM8DTA8+w+XLDOzenb59+xZJOsB0//34448B05weBTw8PPDz8yMtLY3MzExcXFws+u+lpKQwfPhwevXqxciRI+nVqxeurq4WrwMDAxk/fjw7d+6UGhIhRK0iiYcVtFeLq6B+waVzJwCy//yzyLaeV5taZV65Yq7eL4uC+T2u/VbtypUrZGRk4OLiQnZ2No0aNQIo0owrISGB4cOHM2LECHm4CSHEVU4NTfdM3fHiBwcpUHD/TUlJMS9LT08nPz/fnIx8+eWXbNy40Xwf1uv11KlTh4CAAL766isURaFu3boAvPjiiwQEBJCQkMDcuXPp1asXISEh5o7pBoOBnTt38v33398wKSntdkIIUdVI4mEFB8XUMq0g8XDu3BmAnD+KJh4uHp5o7exQVSNZKckA5Obm8u233/LEE0+UemJBMM3vsXLlSvMoKwBGo9E8o3lcXBxgeuAVZ8WKFbi4uDBkyBAeffRRJk+ezLZt2+RhJYSolVyuDoube13ikZ6eXmTb4u6/ycnJ5OXlER4ezjfffMOGDRsYO3asef3zzz9PXFwcr732GgMGDODixYt07tyZefPm0alTJ/bu3Uv//v0JCAigbdu2DB06lNdee42QkBCLmpFrk5ICa9asKdV21qoOyUxVj7Gqx/dfDAYDBw4c4IcffqiW8YtqQq1l0tLSVEBNS0uzet+vPl6kLnh6m/rmq4tUvV6v6s6dU4+1aKkeb3eLasjNLbL9588/oc4afq964fhRVVVVtV+/fiqgAurevXutPr9Op1NdXV3Nx7j2p06dOqqnp2ex60r6cXFxUe+//3515MiR6kMPPaQ+/PDD6uuvv67OmjVL/eabb9QdO3aoer3eIga9Xq8eP368yPLaorZfv6pKGdT261dVVU1OTi7zfdQWCu7779x/tzprxAA16fMv1GMtWqoXnn9BVVVVTUxMVMeNG6d6e3urcXFxxR6jpPtv48aN1ZUrV6rdunUzL9u4caP598jISFWv16sBAQEqoG7btk1VVVXdt2+f+XXnzp1VQB0wYIAaGRmpZmRkqJGRkerAgQNVRVHU1atXq6qqqqtXr1YVRVEHDhx4w+1upLj37+rVq9Xg4GCL6woODi7V8SrLihUrVD8/v3KPsSz/n/V6vbpjxw71u+++Mz8nq0MZ3sh/xV/cNVemG53/+nU6nc7qWIs7vtzrC5XnPV8SDyv8sOAzdcHT29RJVxMPo9GonuzeXT3WoqWauX9/0e2nTlRnDb9XPbZnp6qqqrp06VLzf+g33nijTPGvWLHC4sbw0ksvWbxWFEW1s7OzKgH5r+RkyJAh6tatW+U/oiofOlVVyqC2X7+qVu/EY87Dg9XMffvUYy1aqqd791FVVVXHjRtnvuf17du3xOMU3H/d3NxUQJ09e7a6e/dudeDAgeb9GzVqpO7evdv8OiMjQ92xY4f59Xfffaeqqqqmp6ergPrNN98USUoKGAwGdeDAgWrjxo1VnU6nBgcHqwMHDlQNBkOx2wUHB6tbt2694QcunU6nLlu2zPzl0ooVK0qdzNjqw+err75a5NkUEBCgdu7cudQJV0ms/f9c3Ad0X19fFbiphNCWChLaAQMGqN9//72amppqEf+rr75q06TqRklRceuu/wz0X7GWdPyVK1fW+nt9AUk8bsLNJB5rF3ypLnh6m/r6a4vU1OxUVVVV9eKEl9VjLVqqCR99VGT7jfM/VGcNv1c9sG6VqqqmG/7DDz+s7tq166au4eWXX75hsmBvb686ODgU+x/wRvv81zaurq7q888/ry5btkzV6XQ3dQ3VlXzolDKo7devqtU78fjgofvUgxuOq7+FDld/73y3mnwuUY05e1GtX7++amdnp+7bt89i3x07dqjDhg1TX3jhBfXPP/8s9kNwvXr11MaNG6uA+u6776oDBw5U/f39zTUe3333nXnbHTt2qKpaWOPx0UcfFUlKrnX9dgsXLiz2m90nn3yySFzXf+Aq6UNa586dS0xmGjdubNNv9FeuXKkCqp+fn7p3794iH+o7d+5sjrEsrPn/XFyN0549e1RnZ2cVUFeuXGmx/fVlWBXp9XpzQpuXl2dRFgaDodS1cRXlv2r5rk34vvnmG1VRFHPN2DfffPOfsf7X8efNm1dl/3aVqTzv+YqqWtHZoAZIT0/H09OTtLQ0PDw8rNr3l0++4ezf9bnicokhr91KW/82pK1bx6WJr+PYuhVNrmtju/u7pRxYt4pb+w3kzjFPl3jcmJgYGjZsiKIopY7l5ZdfZs6cOSWuDwoK4sKFCyWut7Ozs+gTotFocHNzs2jjrCgKiqJYDNdbwMPDg/HjxzNlypRaNSykwWDg9OnTNGvWrFZd97VqexnU9usH08hN3t7eZbqP2kLBff+d++/GycELJ6+i9+PEtIucv3KC/7v1HuwdtGjtNdjZa9i8fwX/WzcLgIlPvk+fOwYQcyGa7Tu2kZqRwsY/vwSgft1gbmtxF4oCqekpjB79GK+98wxX0uJxdHSiuX9HvOrU4YsvPkNjp+HJ8NHsP7SLuvV80GUacHF0Y/78+WjtNCQlJfHJ/+ZRt25dXFzc+G3bbtq2a8vhw39hVI3o8rPRG/QoCmgUO0DFqBoxqgb69r2bdre048qVK/z7779ERkayatUqAIYOHUq7du3o3LkzYWFhZGdn8+yzz6IoCqtWraJJkyZERUWh0Wjo1asXJ06cIDQ0lOnTpzN16lS6dOnCQw89RFhYGHl5eURERLBhwwZWrVpFcHAwOp0Oe3t7Ol/t/1ggISGBxMRENBoNDRs2LDIHVWxsLIqi4ObmZu6ID6b/a/Xr1ycxMZFffvmFvn37mp+TRqORwYMHc/DgQeLi4ti+fTu9evWy+r1R2v/PBoOBkJAQ2rVrx9q1a9FoTF1kd+7cSa9evejevTuxsbGcPn3a4jiRkZGEhoayY8cOevbsaXV8Fa0g/sjISG677TaLsjAYDAQFBREXF8e2bdu48847zfsZjUbuu+8+jh49WuSay0tJZQ6m942npyeKopCamopGozFvu2bNGoYMGWKOTVGUYmO90fEL3l+HDx/mzJkzFiPb1Ublec+vEvN4LFy4kA8//JD4+Hjat2/Pxx9/zO23317stp9//jlfffUVR48eBaBTp05ERESUuH15cquTgxEDdbPrs/v9eC62MuLt3Yxs3044XkzB6+RFPJvWR2tnevO61/UBIONKUonHTEpKIjg4GA8PD5566ik+/PBDi/V//vknLi4u1K9fHy8vL/Py2bNno9FomDVrVrHHvVHSAUU7ohuNxiId3lVTjVix+6enpzN9+nRmzZrFl19+ybBhw254PiGEqAry7PKJq3OEVkn1UA3O6J09MRg1+Ho2wNezAdlpeRbbX4iJNf+eHmvgxO/xgBPdmt9LckaCOfHw82xIn3YjzdtmngIvZx8SU2LJzsli1J2TcLBzZNOn/wIQYN+arNyfybqYyYNh4+neegAx2wFUDAYvfv9jHwBN/dvx1oPLABjSxnTsJb/O4NDZnQC8PfJLvN39zOf9JyaS9957E4ABt49h3thpXPjFiIrKR0/+wqRlD3DkyBE2/vgrb41cwnuj1mDvYE/U+nwW/T2DbX+ZvkCbOvoLgv1bMO2hr1FOaXh2YAQL17/B/v376ddlBKPuGc/I2ybTzWckh1el8eyWwcRfuYibiydfvrXV9MWVxvQF1opfP+OHzZ8C8NZTH9O5TXdQTOsSrlzkyWkDAOjRuT+vP/k+XN03MTERVWcarbF///5sXnIErdYO5eq+vo7NiIvbAMDXH/+EXWKgKTFRICc3i3sevx2NotD5ljuY/ebnKBrFfN5pc14m8uBvKAosevc7MqMd0Wg0KIrC3j92MPPjKWgUhSdGPscDAx7idNRpAp3bMHboa9zSpiN6fR6NG4YwYsAYbmvWm/GPv07Eu+/y+MhxHD1xGI1Gw/vT5+PnE0i7RqHE/HOFTVd2ETFnGhqNhnv7DuLBBx4xx6Mo8PrUCaSkpuBdx5sP3vnIYt2Gn9fx647NKIrC8+NepHnzluZ1iUkJzJ77IYpG4fbOtzNs6AjzF4eKAp/9bzGX4i5hb2/HtKnT0WgUFI2CRqOwe/duADZv3oybmxt2doUfC7dt22YevGbLli0WiYdGo+Hee+9l/fr1vP/++7zyyisWH84vX77M6dOnsbOzIyAgACcnJ/Ly8vDw8LCYHuBGdu/eTXR0NN9//71FUgCwd+9ecnJyzL8D5m3t7OyYNGkSoaGh7N69m549exZ5/V/H12g0TJw4kbCwMHbv3s1dd91VqpjFf7N54rF8+XImTJjA4sWL6dKlC3PnzqVv376cPHkSX1/fItvv3LmThx56iNDQUJycnHj//fe5++67+ffffwm8Oq9GRXFw0pMZtBht/CO45nhy5lASZwBaPw7AoY9OAadw9nDAzcsRo940BG782ViO7b2Eq5cj7nWc8PJzRqM1vcn37TM9XNLT04v9xmDYsGFER0dTr149kpIsE5jevXuTmJjI+vXrLYZ7LIm9vT35+fklrs/IyCh2eaNGjYiJiSl2XVZWFsOHD6dr166888479OzZs9Z+CyyEqPpcvJz5ruX/8EgyMCxSRXNvb0I+mEd+jgFdjp68HD36PAN6vRFDnpGeo94jPuEl4uLiaBTYBFdnDwz5Rgx6I1eSXRmaMoqUlGTq12uEVxPIzdHx16G/yMnWoSha6rr7YzDqiYr7Bwc7R7QaLU6OzmgcjdjbOWAwGMjKTScpLRZF0WBvZ4+9/bX3UJVsXSb2dvaoqoqiaDCohV8cKYrlByZVLayh1qBFo2jRXHNPLvgySVEVVL0GN2dPABy1kKcrPG5uej5ZjnnU86gPQGrmFfM6Xbae5EumCRU97H3xsAd9/tURkIyQcM5ydLC0yznm3y9fyOS8kmx+nZRW+HtWah4n/7x09ToV7LT2uDl5kpRmSv7+3nUOg1GPqhpxd65DZkLhqEuZiQa2rT2AimkdgF5vet5diU9j7TdbQVVxsHfGzyuIi2cTSE03nTty01EilX9RVZWm/m05En2WS/GmL+92//oHcUd1qKqRu9oP5/y+PE6ePobekE9WSj7+ykFaNejMluWRjOn9Jt/+NotDJ/4AYPEH3wDQokFH4g9qOPTrn+zet8N0rfGwe/0RVFWlsV9rWgTeyob1G0nNSsLTpS7pZ7Vk6zJxtHehX8eHWbf/F349/D0A8cdz0BvyMapGerV7ABUjn68wzSWze9OffDrrG4yoNAu4he6tB/LR6oVcuHwarcaO3zeeJCktFo1Gw1N9Z3D4iCmxmDZtGuu+2kFGTgqqauSeTo8RWLepuXxXLtvIt1+sRkWlqX87hnd/ni/3fAXA5MmT2b17N4cOHSIvL4+LFy+yZcsWHn74YQA6duzIoUOHTGWyeDFPP11yC5BrFSQ9bdu2LXHd9b8XbFvw7/XHKG6/4o5/7fL4+LLPxyaKsnniMWfOHMaOHcuYMWMA05ty48aNLFmyhNdff73I9t9++63F6y+++ILVq1ezbds2Ro0aVaGxqorCLQ77eKNjFJ2V/+PZgFdIjssi+cgZMq5kk+fsjREtOel55KTnYdSbbvCZyVfY8fUJ83G0dhq867viE+RGrlHlnnvu4dixY7S6Ohu6+XyqyqVLlwDw9/cvEs+GDRv46ivTf/xZs2axY8cONm7cWGL8JSUdHh4exQ4jWSA5ObnY5dfO5vv777/Tu3dvXFxcePXVV2tdEywhRPXg7VaP2T1m8+PZSUA25/7Yxo8HP2BMmzH4+fgVu08bGpZwtKbcO6YLRoMRo1HFaFBRjSoj8noSGfk7veJb4+vjy60dOrJt+3Z2bN/Ort92kZ2Zi1ZrRyOflmg0Wo5dOMBfZ3cCCr51AzDkqYR1uIfAgPr8e+xf5v00gR49e+Dq5MY/B0+iQcvEce/QsmVLvlv+NUeP/w3A5Jdmcnvjdhw+dzc9/u//cHZx5rs97xAdHU1jv1ZMeWUm49VppKWn4e1Zl6/2vU3spQt4e/oQ1vI+OrbrQpMmTTCqRv5N3M1XO9/HaDQw6PYnadPqFu7/vycwGg3Y2zny9orHUI1GQlv3444Wg+nWqh/ZuRnY2zkya+1zXE67hLODG1Mf+oqG9ZoR2vJeVIwcOL2Vz7a8haqqPN13Bg3qhdCpaS9UVcXd2YuXvugHQKeQOxlz12Qa+7XBxdEdVTXyyS+TOJdwDID5T/2Kp0tdQgJuQVWNnIw9yMq9pgkfH+01kfbB3WlQLwRU8HDx5v3V4QC0COzI8wM+xMOlDvU86qOqKhv/XMaZ+H8AiHh0JXZaO9yd66CqKrFXzrD9iGki3vu6Pk3v9sOx1zqiKBrstPZ8u/ND8g15BNZtSrvgUItWAgfP7OBsvKl1RrOA9nDNuuSMeP6M2gZA7/YjaBF4qzlpVBQNu/79iZTMRDxc6tKv48OYutWYxCSdNB+3Y5MeuLvUMa/T5Wdz/KIp8bHT2NO99cDCZFNRiIr7hwuXT6HRmJ7P1yaqadlXzMfNyE3FqFoOp3vxShQAXq71AMhMzTWvy8zMJDExEYC8vDyLVhUuLi7m3/PyLGsUbyQgIACAo0eP0rVr12LXXf97wbYFrWKuPUZJ+xV3/Gv3Ke7zlyg7myYeeXl5HDx4kEmTJpmXaTQaevfuTWRkZKmOkZ2dTX5+Pt7e3sWu1+l06HQ68+uCD9gGg8HqMapV1Ui3nFwUxcgBZSevdnqW9nVakPtPHucffAhcXAjctJ2cbMhK1ZESd4WdS78BNZvAlh7kZhhIS8pBn2ck6XwGSeczAA+mP7eAW+9uaI7r2vJ58cUXiYuLIyAgoEi8BUkJwIgRI3jppZdYvXo1Y8aMITs7u0j8Go2m2P4aJa0rqCEpqSakIOm4VnZ2NtOnT+e9997jqaeeYvDgwYSFhdWYJMRgMGA0Gmv1+Oa1vQxq+/UDVf7aS7rvA2jt7LnN5Q58/m8+SVvnodi7c3TrJd749SOaujSjqUsInhpv8nUGDHmmmg2DXr36r9Fc22HQqxivLlNVuJx+iR92zyUrN53m9W/l/m5PAz6koXJ6w0Hm/jSNqLgjAHz05C/Yawubpew7vpHvdpn67IW1GcQdre41r+sWqOfFL/ry3ZozNPVvy/jB80wrjJB1DK4kpBGXEg3AlZNG6rp7MKrXRACOnvqdfYdM37B3bNqTqAOXCVQ6EWiq5ODoqalk6zLI1+fROuhqc2Uv0z8rYxYQl2w6rpdrPexyPbirlakpWXTiCValmJpOpWak4OLoRt8Oj5hjPhT1G5m5aRivfqhtFxxKu+BQADYd+gZ9lOlLMKNqxMPFmzG9TU3DrmTEs+Of1aaDXP2wPKRbuPm4c9a9WPhHVlXaN+5O+8bdAdhzbD1HovddXWXEycGF1x8wxajLz+GP01uvrjMd96H/m2A+1Oebp15zWJVbgu/gluA7APj73B5Oxh4yH1dVjcx64idzM7IXF/cHwGDUk63LZFSfVxjT/zX0Bj1f/zrb/EHe2d2OkKad+aT5ZsDIufgTfPDdeAAcXbV413flvWe/wqAa0GgUpn72FACKRsWviQcP+j3OgD5DQTWy9cA683HrNXSjVZM2zA7+BlSVjOw0pi16DgB3b0eadvLh1bpvk5ObBSgsWf0RXDaVX3D7utwTMID6Qf5ERUWRkXe5MN66kKK/SPfWA3Fxceb227vy/mcTURQNXvVcaR0WgPdBF+pk1+Gll17i9OnTxMbG4uDgQF5eHs2bN+eFF17AaDQSEBCAh4cHjo6ONGzYsNT3j9DQUIKDg3n33XdZs2aNRXOorl274uzsjKIodO3aFY1GY9521apVRERE0LhxY0JDQ8nPz7d4XXD+Gx3faDTy3nvv0aBBA4t9aqvyvH6bJh6XL1/GYDDg52f5LZOfnx8nTpwoYS9LEydOpH79+vTu3bvY9TNnzmT69OlFlp85c6bU7QwLpKel42000jHHjj9c9MyJnMOEZhNQHRygbl24coXYTT+h3H4bOIFLMGjs7DDq9TS8XYeLd11U1YOcNAOZSfkknc0l/ngOB9afw6l+DnaORedzfPzxx82/nz592mLd6NGjue2224iJiSEjI4PMzExuueUWDhw4wEsvvcS2bdssvn0pKekoqZlXcTUk9vb26PV6VFUlICDAotryWjqdjo8//piPP/4Yd3d3Ro0axbhx46p9AmI0GklOTjZ3wKyNansZ1Pbrh+In2qtKSrrvAyREZ/HdW/tNL9qZPtR2O1+4/jIGLlNyv7ySaBQtJy4eBMDL1QcU0GhA0Zja2dvbFyYaiWkXsNc6mmoPHOxJzy5sKpuQep6ouCOoqhGjqmI0XtOcKDeNozG/o6Li7OyMr68PqrbwPl2nkR0Odjns2bOH0DtC8VadzOsupZzhbOpBunfvji5Ph5OzE1o7BXSQm5/FtiMrrn64MPXti087h1ajRaPRcihmOxmaOAYNHGi6nvOeePx6tWNvXhy//vvN1fu7BhQI3FcfbaKKq4sbrfp4oShc7a8A0dpATlxugUaj0Pr/fGnXrs7V9QopqSrtj3REURQ6dGjBrUPq8ufBP1mwYAHBwY3IykvBxcENFZj1o+nD9cBBA3nsscdQDrUh1eleNBqF/xvUio4dfM3n1evzGZo6HI1GQ6NGwXR/yPSZQ1HAqKrEevWgU2ILtBotdz7eCHd3N1M/EwWCozvj2volNBoNqqrywty76dmzJ2PHjqV58+Y8mvMwu3fv5tSpU7z30xiLFgI+Pj488sgjtG/fnrCwVnh6eprXtU/xpGHoAjQaDUFBQYSEeAKF6706zCY/Px97e3va3uoGFH5e6TDQj9GXh5j3dXV1pR2dANMXll0HbUKj0eDq6oq3tz3BYbea9+0xrI35c0GdOo40JYTuhLBlyxbef/9983afrHiXBg0acPfdd/Pll1+S757Esq+W0bx5c06dOsWMz5/l94N7mTt3LnfffbfF/4WUlBS8vLwYN26cedmQIUPMv1//WeZGxo8fz0svvUTfvn3NZX7q1Ck+//xzcnNzUVVTq5GxY8fyzDPPMHHiRAIDA7ly5Qrvv/8+q1ev5vPPP2fnzp3MnTuXs2fPlvr4O3fuZMaMGZw7d67W3usLlOc936ajWl26dInAwED27dtHt27dzMtfe+01fvvtN/bv33/D/d977z0++OADdu7cyS233FLsNsV98xUUFERycrLVPfP/WP8ZXQ+/znrnNkz2z0RFZUGvBXQP7E7izJmkfvMtHoMH4x/xrnmfpePDSU2IY+iUd2nQqmg7wi9f24suS8/wyZ3xru9aZH1ZHDx4kB49epCbm4uDgwPvvvsuqqqyb98+fv3112JrKkqiKEqJHcwLvtkoLQcHByZOnMibb75ZbRMQg8FAVFQUISEh1fYablZtL4Pafv1g+mDh4+NTZUe1Kum+/879d+Pi3BynOkNwcXdAc/EM9jkpeHW/nWwPlTNZpzmZeZxsJZN8jQ69Ng97ezua1GlMi3rNaeXbkoaeDbBz0KK106Cx06C1U9DaaejeI5TDh/8C4N577mXdT+ssYnrvvff4999/OXPmDAcOHACgX79+vPjii/Tv35/GjRszYcIEVq5cya5duwDTKFQFI1KVxN7eHo1Gg06no2/fvsTGxhIfH8/kyZPZvHkzmzZt4osvvsDJyYlHH32Ue+65h5EjR9K3b1/++usv5syZwy+//MLy5cupW7cu8fHx+Pv7W9RU//jjjwwfPpx7772XiRMn0rZtW44ePcr777/Pxo0bWbFiBffff3+5/f2u9+OPP/Lqq68SHR1tXubv78+8efN44IEHburY1v5/Li6Wxo0b88EHHzBo0CB2795dbBlWB3l5eSxfvhytVkv9+vXN8d/omivy717gRucHiqy7ftTO/4q1pOO/9957tG3btlbf6wuU5z3fpolHXl4eLi4urFq1ivvuu8+8/LHHHiM1NZV169aVuO+sWbN455132Lp1a5Gh+27kZobT3b9uMV3+msjf9u3ZeFc/vj/5PR4OHizpu4SgM+nEPDoKjacnzffsRrE3jcSx4u03uPDvEfo/9zKtw4oO9bfsjb1kJusYOrEzfo3L5wEeFxfHAw88QGRkJGPHjuXTTz81D0FoMBjYvXs3sbGxJCQkkJSUxPnz51FVFY1GQ3Z2Nlu2bCkxOfHz8yMhIaHI8oIkJCQkhKioqBvG5+DgwKBBgwgPD692ndFlKFUpg9p+/VC9h9Nt2fkO7n99ChqNwtlBg9GdOkXQ55/jFmZqspOrz2XfpX38GvMru2N3k6ZLsziWp6Mnbeu15ZZ6t9C2Xlva1WtH/Ll4WrduDcCdd97Jtm3bLPbZtm0bLi4utG/fnokTJ7JgwQLANEpj48aN6d27N927d2f79u00bdrUPCphnTp1yMvLs7gfK4qCs7Nzsc1pr2dnZ8eLL77IgAEDiIuL4/Tp0/zvf//j/PnCKp7g4GBmz55t8Y10cdasWcPLL79c5MPZrFmz/nPf8lDw7CpoelxeH+rL8v+5omKxtRuVha2v+Ubnv35daGgo+/btsyrW4o4P1Pp7fYEaM5yug4MDnTp1Ytu2bebEw2g0sm3bNp577rkS9/vggw9499132bx5s1VJR3ka33E8/yb/y5GkIzy55Unm/t8c3OvWxXDlCln7D+DW3dQ+1K2Oqe9JVmrxo04plH7ujtIKCAhgx44dzJs3j5deeslifhCNRvOfY4kbDAZ27tzJokWL2Lx5s8VDr7ikA0wJyYULF0rsiN6/f39++eUXwJRwrlq1ilWrVuHs7Mzw4cPp06cPgYGBNeYGLoSompzdXdBoTPdEjYdpPgnjNfc4Jzsn7mx4J3c2vBOjauRE8gl+j/ud3y/9zqHEQ6Tp0tgbu5e9sXvN+ziecaROwzqknE8hqEMQ59LO0dC9IdqrHXgnTJjAkSNHcHR05J133jHvt2bNGvM39nv27KFHjx4WQ6FfO1qhq6sr2dnZqKpaYtJR0FfvmWeeoU2bNixZsoTZs2cze/Zs8zbX319VVeXo0aPodDrzh7bdu3ezc+dOAHr27EnPnj0ZMmQIgwcPttmHT61WW2XmwahKsVQWW1/zjc5f3DprYy3uGLW9X0dFsfmoVhMmTOCxxx6jc+fO3H777cydO5esrCzzKFejRo0iMDCQmTNnAvD+++/z1ltv8d133xEcHGwe5szNzc3qPhs3w0HrwCe9PyH813D+ufwPT2wdy+yOzan/6xUyNm82Jx4uXqbRJkpKPCqKo6Mjr732WpHly5Yt4+uvv2batGnmjP56Wq2Wu+66i7vuusv8LcDatWv59NNPyc3NLXafgodlQeJxfROtgqTjejk5OSxbtoxly0zj1Ds7O5snt7rzzjurXY2IEKJq016tjQbQODkDYMzNKXZbjaKhdd3WtK7bmsfbPk6+IZ+TKSf55/I/HL18lCNJR4hOj0bXVEfg24H4pvqyX7OfQWsH4ah1pKlXUxo5N+Lov6YOu41DGhP+bDgTJ07EaDTyyy+/8PffphGpfH19OXLkSIlxZ2Vl4e/vT3x8PO7u7rRq1crcZMvNzY3MzEx+/vlnFi5cyC+//EKvXr04dOgQfn5+pjkl3n+fxx57jHr16pGQkMBXX31FbGwsb7/9NlOnFnauvn6gkXfeeQc3NzdCQ0NxdnbGw8ODRx99VL4kEkKUic0TjxEjRpCUlMRbb71FfHw8HTp0YNOmTeYO5+fPn7fo1PPJJ5+Ql5fH0KFDLY4zdepUpk2bVpmh4+HgwRd3f8GM32ew4ewG/lf3X6YAyb9uwm/qW2js7HC9mnhkV3LiURy9Xs8777zDmTNn2L59O2fOnKFJkyY33KfgW4CePXsye/Zspk+fzocfflgkAbm2RgMKRw7x9vYmOTm5xDlEnJycLI6Vk5PD7t272b17NxERETg7O3PbbbfRvXt3SUSEEDfN7ppJzjTOps7Xak7xicf17LX2tK3Xlrb1Cvvrpeelc/zKcU6nnOZUyilOp5zmTNoZcvQ5HLtyjKO6o/g97EfOuRyS6yVzx8o76PRJJxJPJJKfmM+VLab5MQqGIgVT7Yajo6P5i5yCNuvLli2jb9++ZGRk8OSTT5oTj8xM05xRycnJ5onSnn/+eQYMGMDEiRPp3r07r732GgMGDGDlypX079+fV155haSkJO69915SU1M5efIkSUlJ5qRj+PDh7Nq1i/j4eDIzM9myZYs5vq+//tr85VaPHj1ITEysUU2OhBAVx+aJB8Bzzz1XYtOqgureAte2L60KXOxdiOgeQWj9UObYf0iGUxLuqRlMXng//Ya8Ql0P0ygVWWmptg0UiImJMTe7uuuuu4okHQUjUVzbNOtaWq2WqVOnMmLECFauXMkHH3xgnjm0pBqNgsQjPz+/2I7q1ycw9vb2aLVa8/KcnBx27drFrl27zInI0KFDCQoKMjcbk2RECFFa2mtGl6Icmrp6OHjQJaALXQK6mJcZjAZiM2M5lXKKM6lniG4VTXRaNNHp0WTmZ5LjmIN7e1Mzr9yEXDgG+jQ9zT5sRn5CPro4Hd1bd+eneT+RfS7b3FF2xowZ+Pj4kJSUxJo1a3B0dLToRB8QEGAx6dkbb7xBmzZtLF7b2dnxxBNP8MgjjxAaGsq6devYt28fYWFhODo60qdPH+Li4lixYsUNv5jS6XTMmDGDGTNmmJdd31+ktO3yCyYLLk0CY+u+BkKIm1MlEo/qTlEUBjYdSI+gHkTufAT3XafxOXCG57yeo31WELeiISPl8g2PoVLxffybNm3K8ePH+e677wgKCiqy/r777iM+Pp5HHnmEyZMnlzh8nFarZcqUKUyZMoUZM2Ywc+bMEke3urajeUHSce2EhdfXhOTn599wdvWcnBy+/vpr8+t33nkHR0dH7rnnHrp160ZycjLnz59HURQaNWoktSRCCAv219R4qFfvW4qDY7meQ6vR0tCjIQ09GtK7UeFQ76qqciX3CufSznEu7Rxb/tjCbx1/o26futjXtUdjp8GusR3OjZ05ylHcO7uTE5uDmqcSFB7EBdcL3NLvFv7a9he/Rf1WJOkICwsz14IA/Pzzz2zfvt38uiApKagh6du3LxqNxnw/1ul0vP766wwbNgwwfdGn0Who1qwZJ0+eBMDd3R1FUYoMrzlz5kz27dtnMRLX9Z3RCxKT4tZdq6QO78V1cL9R5/jSJikF/RrLs+bmZhKk0iRllZGASZInKoIkHuXIw8GD0AfHc3HXM/SMdmGVnT0xhnhupT5xiTG8sP0FBjQZQI+gHjhqrz7oyr9v+Q3Z2dkVO8P7+fPnzUM4rl69milTpvznsbRaLdOmTTMnIHPnziUtLe0/96tTp475oVXSXCE3Sj6up9Pp+PHHH/nxxx+LrCuoJencuTMNGjQwj3teUBNz7Yhe1y9XFKXIMqPRSGZmJm3atKFu3bokJydz8eJFGjZsKEmOENXAtTUexjzTB3fFwaGkzcuVoijUc65HPed63OZ/G8NbDDd/uLtw6QIabw2J+kR2/bOLo3FHcW3hSovZLTDqjNh52KFx0JBAAvUfq0/msUyiP4gGwLObJ77dfVlxcgVLFy/Fv4E/8RfjmTFjBoqimEcjPHr0KLfddpu5JYGfnx96vZ4//vjDHGN6erp5fqaCZlepqanm9S+++CLvvPMOTZo0Mc+J4OjoyGeffcbJkyd54IEHGDduHElJSQwYMIDvv//ePPxuREQEDzzwAIqiMGDAAJ5++mneeOMN7rjD1Cdyz549RRKYgoRizZo1DB06tNhjXr9twfalSVJ+/PFHXnrpJWJjY2+4nTWsTZD+a99rBQcHM2zYMFauXFmm45fWzVzDjVTlZKa40bFKWldRcduifCr7nJJ4lDPXO0JRXFxwvpLFxjZfs5WTnN/zPU55WnbG7GDHhR242bvRu1Fv+gf3h0qo6SiNlJQUevbsyc6dOxk0aFCR9aNGjcJoNNK7d29uv/12i3XXJiCl6YgeExNzw1hKSjquH5u7pGUAdevW5coVU9vpgn4j5WnDhg1Fll3bFCwwMLDE5KWkRMfa5Tc6ttT2CFE8u2s6lxszTaNZaVycbRVOsaPpjB8w3vxh4NKlSxyJOsK3q74lyyELxwBHHAIccPR3pMW8FuQn5qN112LwNxDxRwTcCfV61iPhqQRUvQoOMG/+PF6f+DoRERGsXLmSHTtMs5mHh4dTt25dNm/ebD73nj17isR47WiGrq6m+abuv/9+c+2FTqfj3Llz7N27l9dee42wsDBCQ0NZu3atuea8a9eurF69Gk9P08SDK1asoFWrVgwYMIC1a9cCplr3axOYV155hcGDBwOmGpKCba895tq1a7nvvvvM22q12lInKWvWrGH48OH07NmT5cuX0759+xsmM6VhbYJU0r4lJWWrV6/mww8/pHPnzlYfv7QK5m0pyzX8V9mUlMxU1ohpJX3ILim28ePHc/To0SLzfDRq1IjHH3+cZs2alVu8FZXsVbVzotYyaWlpKqCmpaVZve/vaz9R1ake6t/vdFf1en2J21148SX1WIuWasLsOarRYFBnPzhQnTX8XnXOjvfU3it7q22XtjX/vPfiKnXB09vUrQf2qPmG/Ju5tHJx/vx59dKlSxbLMjMzVUdHRxVQg4OD1WPHjllcf3JycpHy0Ov16tSpU1UXFxcVU3Zl/tFqtaqrq2uR5XZ2dkWWlebn2v0URVEdHBys2t/e3r5Ctq0KP87OzmpYWJj60EMPqQ8//LD6xhtvqFu3br3h+/e/6PV69fjx4zd1jOqstl+/qpr+z5f1PmoLBff9d+6/W/3r1dtVdUl/VV0+Sj11e3v1WIuWavay11X1wOeqeugbVT2yUlWPrVfV07+q6rndqnrhD1WNO6KqSadVNSVGVdMuqWpGoqpmXVHVnDRV1WWpar5OVQ2GCr0GvV6v7tixQ/3mm2/Ujz76SH3xxRdV/0B/1THAUfXo7KH6PuCrBr8crLac31Jts6SNGvJOiBr0bJAa9EyQGvp1qPrCVy+oiqKofn5+FveIO++8UwVUHx8f1cnJSQ0KCirxftKoUSO1efPmKqB26NChyPqXX35ZfeSRR1RAHThwoLpjxw7z/5NLly6pkyZNMm/70UcfqYAaGRmpqqqq7t27V120aJEKqDt27FD37dtn/n3NmjUqoP7www/qpk2b1O+++8587Ly8PHX9+vUqoP7888+qXq9Xg4OD1YEDB6oGg0HNyclRc3JyVJ1OpxoMBnXgwIFq48aNVZ1OpwYHB6sDBgxQ//33X4v/zwXbBQcHq1u3brU433/9ja4997WuPXdxx7l237y8PIvjXBtPcHCw6ufnpwYHBxcbc0nHL+69dP116fV69ejRo2W+hhtZvXq1qiiKOnDgQDUyMlLNyMhQIyMj1YEDB6qA6uvra/FeCg4OVlevXm3VOUoTQ3BwcJHzvPrqq8XGNmDAAPPnimvXzZw5U3V2di7XeG9UPoqilHtZWHvO8rznS42HFfT2puF6Q/SnUSI/hgadwashuPmDXWFVvXvv3mRs2kTG1q34ThiPq6cXmSnJjGz4AC/2eJVDCYf45dwvbD2/FaNqqsqO2D+Tt89m0KdRH/oG96Wjb0fzGPCVqbi+H//++y8ODg7odDruuuuuIp3PH374YXbt2kXz5s3Zv3+/uYP4tGnTeOihh1i3bh2bNm1iz5495OfnYzAYip2gsLiaC/jvplfX7qeqqrm/SXG1Idd3cFcUBYPBYLH8Rr9fu+2160qqebHmeqxdXpySRgm7lowWJmozbV4KxJxAVUGfHgAo2P2zGM4a/3Pf/6aAxu6aH+2NXysaUJSr/5b0Y1qvVTT0LFjmowFfDR/d3pPLycnk5OrI1eXh4OhITnoemXoHTvto+NMnk71KBumGdLaznade9KNDVBrHEu05m2IkPlNlsNN+It7uTUZmFn8ePMSfl+IomEnknmZ2dAnUmj5ZqdCzV0vunG6qHUk6+w+TwxxxdXMjPSMDVYVDW5fz698XAah3YRPr39jMnjp1GDjoPpJ0jsycOR+AzgEa6l/cyLjO9nTQH4Q//mXIwAkkJKfj5gDOx1fSvn17xnSwx+nEalauMtXCPPjgg9zdVIuPiwajqrLGx4fb/+9uHp1uGo790/cm0TDjEB3/v73zDq+i6Br4b2+/6QkhhYSEFhKkRIpUFRAEEZEmAorSLC9FRUR99RXB9qEiFhQ7gtgA6aD0JiKEDgIhhJoACek9uXW/Pza5ySUJNQXI/J7nPsnd2Zk9M7v37JyZM2eM5/i/UeNQxfxBm4fHc+REHK4uBnL2LeGD0fcx6eXV/PnZBPTZcaxZE8/6dWuZ/+kb9OtxN0gqVEj0vMOLNX+coVeP7vgYJcJqqQgICGDc+Ofo0rkLjz33Jjv3H0aSJI5smI/BoOfA/n34WeLp0qI3zSIaIUkSb018hkceuh8V8O7YRxgxchVNGzfA1dWV1i2a8O30NwGJ/Xv24JEfR4BbJK2aNyHp3BkmfPAqquRoQOLt8UPpP3gVSbky9evXJ+3CGfau+ZW2bZWgBipJIi8jiYvnTjOoTw+W/PSt05P53U8L+HP9FpKSkzFnXCQlWdmKQJahVm1/3GoHExgQiJ+PO7a0s0x98TNU2RcAiVfefJfk1DTc3dx488VnePjhh4nasJyOHTuyavV6Vq3dgCRJjH92FE2bNCn8KUikpKTyzgcfI8t2li9bytC+Pfnp5zmoJAkkC7u2b0GyW9CpQTJls2PLOpo1a8bR6Ghee/1/DBk0kD59+vC/116lVcs7KfJNLzCZeOe9aYBEWFgjRgwvch9X0n9bsICYmOOAxKSXJuLm7s6SpUsZNOhROne+lx7334+/vz8hoaEsX77cMYO0bNkyZsyYwZYtWwgICOD333/H29sblUrF4sWL2bRpE+PGjWPevHn06NGDvLw84uPj+eWXX5g6dSoDBw5k5MiRjB492jFTVcSPP/5ITk4Orq6ujBgxwintn3/+4ZlnnqF58+Z8+eWXBAcHA8qM3pw5c+jWrRvPPvsstWrVonPnzk55V61aRVpaGiqVimHDhjmlHTt2jH379iFJEp06dSIkJMSRlpeXx3/+8x9atWrFyy+/TPv27R3XXLZsGffccw9jxoxBluUyvWBuhGrdubw6uJGdy5fsOkmzVX1orDp/SYoELj6g9wCDBzbZleMzz4JdpsHLnVi4N4Ok1AL6925Gg4Z1QGMArQGrWs+cnzww5+hZH/kVJ12OOUr01Xtxf2AnetbtSku/lqg0BtDoQa1TXkRVjNlsZseOHXh4eGA0Gp128qxTpw4JCQn4+vqSnJzslO+tt95yhDlevXo1O3fuZPr06Ve16+6tRnnGx6XGS9H3Sw2gqz1enmGkUqmoVatWqXtw6Xll4erqyujRo+nfv/8Vp4xr+s7dNb3+cGvvXD5gxGCa1PfAmhhP7HNK5yzinXuRbDlgNYG1oMTfgku+m8BuVT43OdmSRJTRwDpXF1a7Ke5RQzOzeT0t/bL5tpyxMveAhYQcOxPa6egVVuyaZrHJ6N7NBuCeEDV/jXR1yjt0cR7zDyttc/J5Nxp4FwcoWXPCSq9fFL0/tbOeKV2cF/TXnp5NSp5MQ2+JE8+7O6W9uKaAT6OUAaV/RrnQoW7xmOm+BButv1UGssa20TKrt7PbXNMvcziabMddB1mvOT+r07aZeH2Tss5n+RAjD4cX1zU+007Ip8oi/Efu0PD7IBenvF3m5rL1rLLBXMH/3NFrit/L3+8z8/RKZQDo24cMPN26eGDSZJUxvKe04b2haraOcG7DQb/nseio0oZxE9yo61nchitiLPSdr0SSfO8+Pa/f49yGHtOyyDZDE18VR8c572s27o98vtyjDGDtedqV1nWKddeOeCsdf1DuzYR2Oj55wOCUt+HMbE6ly9QySqS84nxvpm4p4K2tyr1Z/bgLDzQqvjcn0uyEfa604ePNtfw8wPnetP8+l6jzShvKU5zvzaxdZsavVtpwXj8DT0QWt2FmgYzXB0ob9mioZu0w5zZ8+Lc8Vh5X2vDiJDf8XIvbcOERC4MXKW04o4eeiR2K21BGwvBuJmYbtAxQs+dZd+x2G7IMao2Gp5bnMWe/8rz8O96LO2qrMZvNaHV6/jpr5b4fMgB49V5X3u/hDkiO/lrwB4mcz7IT5KHm3H+VAQ9Q/rz8ZxofbVOe4c1P+9OlocGRfuSihWafKH3OEa1cmTMkAEdGoNVn8ew/b0KnljC9H1aifyjx8dY0XlqphOle+GQwgyI9HOnxKXmE/N9pAPo0dWfFU/UKsynp9886wYZY5ZnI/KA5MhJerx669Xcuv9Wwq/X0N7/NSz7/MDI4ASnpCGRdALsF8lKVD6AGXP19yE0wkL12Na5uoYAPufuWwKliX1kNYMj/CjMBfBF/hrOeSax1dWGji5EUUwa/nfmD3878gZ/VSo/cPHrm5tHCZEal1ikGiFpXbIwU/a2kYzq1js4RvtgkDacupIA1BNQumEwmOnTowIEDBxzRN0qSklIczcvT09OxFmTLli3Mnz+f77///ortLkkSGo3mmhacVwflzXiU7PBfalhcz/FLyyvCbreTnJxcpgF0pfGF3NxcZs6cycyZM/Hw8ODFF19k8uTJNbZjLbh90QREQPOOmC37gW/RBAYiDfrm2gqRZZDtxUaI3Qp22yXfyzpW4rvNAhSWU1ReuR+ZX375mXVrVgMyKglUEqglCUmSaXpncxp3a0uyu5296Wc5kH2eVKOsnFRIK70fzzR9BLukJS01BR9vL1QSRB89ysoVyzAa9NzTqSPt+4VjrbWNo0ePcCJd5otdZmXSRak4n/TUY7Ur3+cekrFaLUgSGHR6IusY8XMpQKPVEm3yp37zroDM1q1bOZ+fysyRzdh34AA6jQpbeB/WrV2Dp6cnHTq0Z/yD/3L8VBx6yYw9rCd79uwmJzubLp0742pcR7cGdnQ6Pb4RHcDfFZCR7XbOx+2hU0gBkqSiWZMwMjw9+PfQISIjI/Fwd6Nt2GH8fPIxatUQ1IKc7Gyio6MJCalLvvUUkUFGZBk8AhqAvyeybOd4TAxpBRrqekioNRr8a3lBrbrIskzChQuYzSa83F2p7absJC95h4JaIr+ggMSEBDB44q43IwM691rg6QWyjMlsIu58Ilq1css1Wj24BwJgMhWQmpqKTdIBiv626DzBVTECLBYz6QXFg0p5FhmLxh2tVqMUBshkAzKSpAK9p/J8FT6vdpUVKHyHao2g1TrS7WoToHQyZUlFgVVGp9MpMxOAcrdlJAnskhq7zYpapUaSlM46Jc4qjxsZLy2ZV5ZlbCVeZ5cWa7LKFFjlMtPNNpkcc9lpdlkmyyRjdmxWLqPCjqrwN5SZbyUlt3gnc5Xdgspux6CRyDOZSMwofudKNgtY8hzyns+WOZ9lL7ymHUzFEeGScu3EpRVHp8OcDYXbFOSYZWIvFJerspsht/gZiEmxcTSxKK8MOYmOtPNZdg7FlSg3LxUKg/rkmmWOxpXYld2SDxnFa28PJtrYE19icDj9TIXGQRKGxzWSi5E/jQ8xfHBnpVNmtys3NDdZeZgKssCUhbvLNnJ/WEd2Zn1cGjeE2FTyA9pDYyNY88FSoPxNN4ANNN716WSw08liZnKamR1qE2v1KjYbdSRpNPzs6cHPnh4EFBohD+bk0TQ/p8rrrwbCAJYBGiN6gyeLu/nAgFbIHkGwezY0vA986gNKuEZ3d3dyc3MdblxFO6P7+fmxY8cOTCYTHTt2JDg4mDNnzhAfH8/evXsdsyKyLF+V0VHkAlZWJ/taI2XdypRnABWFYLwUFxcXpxmorKws3nrrLd5//33++9//CgNEcFuhKYxqZT5dGJGpfv1rL0SSQFIrrlPcQCheWVaMEScjw+ZkcGC3MWLEk6xbuxa1iwptoB61vx51gB6Vv/L5p5YZzH9DamG5rgAS2nQbg5rdz4N+bYn0qIfNZuXAgf2cPGWiUUNXmjVrxtv//YL0dCsfz/iA+vUbkJWby5y/59OowZ1o1BLHY2LIycmmQYMGHDl+GqvNjk4N7noJiXxUhYO6ybkWtAYXunbtRZc7GzJr1hecNB2g94MPklu3Cz+tmEPt2nFoLHbiM+Hb9dE0aNSFn5avYMbfucjIWLJzeeGJh5izOZbooxcYPvxJvtgZz5aT+YQ1aoRvwWl2Hk9CH9gZf38/Nu36ly92FmC1wdDukYx5sh92u42D206ReCyLDefMqD0C6NrIgzcfvwdZtrN+2TLSMl3ZlxzKujOn8TRqmfV8b+5oGAySxPlz55izdy9bzmvx89DxwuBuPNFVcR+SkFG5JjJkynxcvf3p1TaIHyf0KLqZ6GWZaUvnsPt8Nm0aB/LJ6HuIrFer8FbLLFj8J/+3xkSbRv48fFc9/jugpSOvVpYZ8tKPJORC20a1eaWdnbN5Buo36AKyzORvVvHzLgt+ripGtDLSKtSAunF3xaUpK5+2r/8BkkSnUC0r3+wHrjpH2UNn/s2KA0ondOebd9M8LAjUyizA7zvPMvpnJQTzo001jLy/GdvPn8bDw53WrVrhO2Yl6bl2Qmq5sO6VjuxPiCUnJ4d7772Hp2bvZ/bWDAAWP3cXHZr6glELssy6w0n0/DwKgF5NvenVMJ8s72Z4uLuDLFPnpS0kZCrvo9Xjwok6d44mTSLwcHfjxQUn+HSTMsr/fFstd0WEgL8vyHb2x+XQ+sPDAIT7GZg2oD7UMhYaXzIt/y+a6ItKuWueDcXTz5VcUx6pqSn8FGPgjdXKTMkz7Tzp28obs9ZOenoaF7LttPpWeQ9q1TDjIV8sGjW5OTlIQJ/5BWw7q7xbf37Eg2BvPXaVjNls4ud/bTy7UjEWutVXM7hZiRkuG9T9pLiv9mlP59mkcX8WOGa43u6iJ7xW8ezMxlNW+i9Qym3gLTH8Tq1T3jbf5WIqfKXPvGSW6r1tJn48qPR5Rtyp5c6A4nIPXrTxwC/F7/xRLZ3LHbAwj4xCj+0PuuvRq3FcpyIQhseNolKBW23lUwL3gM4k/rCOgrOp6AYMhti15Ad3gQGjnPPH/gOmAhj4HTTwBEAL3Fv4MdvM/HPub9aeWcPmc1tJJI95nh7M8/SghVcYw0N6cZ9PczSyVXEDsFnAZgKrufCvCWxm5VMBx2RrAZJJ+eFizYecfMXKTjrqPO5x3xtw7yQeeughHnrooTKbrnnz5hw+fLjMNJvNxsaNG5k1axZr1qwpd5+QklxuVN9iseDr60tqamqp81QqVbkzDldyUYKyjRo3NzdHrPybhbKMDqBctzeTycRbb73F//3f/9GhQwfHepB77rmnMsUUCCoVtUYDOUmYDu8BQOctwf5figeELPkl/s8rdreyWYpnKkrOYpT53abMhDt9t5Y2LMrABlzQaDit1XBGq+WMVoOqu5aIXuEka5RXtinJhCnFgi3PhpuLGjXgY7Nxh8mM9+kc/v4zA3WBjaFNNDyTMReYq9Qd+M93OZxKl/ExShx/zo3fegO4wv43mTyjgHe3Kbp2XeNs7m+ogUYALhxPPU/4n4qeezJSy4/9nN1m2n2fw65T2fx5dAXyFA/m9DUCx+HIcVbvMituSWcT+bm/kcdbaIETYD1Bu24GvD9QPAF6NlTT3bYJgoFgAyQs5H8b8tgeb2N7fAxJk9yo7XoGTpyBE5B9xMK6aKVjNjjhX/jrOCpgfAuAeB7/LguLHVoGqHiz/n4koL8/4A+jlm8iKs4CmFAdW4EqVRlcCQZ6NtTywXZFLx7duQHciiN9BQDxWTIXzicQ7JEIe4tdr1WAj9bMgfNmOJ9H+v4VkK7cMwlo5W4jJsUKKRe5wyUNGkY75c0usHAi2Y4uLZmBj3sAyfDv7wDUlkycz1J0eBt/OwMaWuDoUgDsuXZOJynvm1oGO95xa5zuTdrFXPIKh/KbmA+iO3HIkVYQZyY7X+n43huiIVJ1HOoCpCGfWE96rnLP6xhNhOftAk+Uz8lNFKTlO8qJJBqPhOLOrT2heACsrW8uj7UwQPphKPT0K3pnNvSWeMA3AVBDdixkA7nF6xSHNNMSrkuEi4Wj+enF77FuITZaupwvNrihcCYR3HXQMyAdctPRAa6equK+C9C7vpkG+jSwgL+bqsRMB/QN19A1qACs4GVQejYSxb/XR8Jl9BoT2MGgkVCVSBvazLmTX5LOoWoG3qEtMw1gZEstge5l532qpY57Q8vust9RW8WzbcoPCf5cWx1htcoePHyxvY5+EWXLVNtF4pVOysCKyXb5ftC1IAyPSkJTuzb6Jk0wRUejSk0DoOA6OqI6tY4uoffRJfQ+TDYT289vZ83pNWyI28ChjFheyoglyC2IZ1s8y8MNH670Bel2m43YmGOEhQaiNmdDQaYy25N5DtLPQHwUnN0Om96ByKHgGXRd11Gr1fTo0YMePXo4NnfasmULdrud+Ph4Fi9efM3rRHJycso0ItRqdbmzIZeeX5aRYbFYSs0mlFyAX9aC9rLKLouyDJ+rWQhfkistfNfpdKUMu169ejl2o7dYLE67xxsMBnr27ElERATx8fHVFjK4bt26+Pr6EhAQQFBQ0E0VD15w86L5bSDoUjD/5QMY0CX+Act/r3I5MlVSoWGhGBenC//GabWYrDLJq5KxpOaidlUTODTQkc/PauPCiiRi/1b2TPruP1509bLjYQNPL282JBYw7Ygyul3fXWJoe18kScW5Cwm4uLqTaiogNd+MLKk4nqkjLz8fWYaw8HA0nqmA4nJh8myALbAWUbt2I8vgFhgGHATgQpadv89LmM0WxUsMyCmhQv44Xuh+ZXQhOLguyVIKoCw6jzpvLRoUR6fXY/CohdLbhFyVBxf9OlHbz78wZK6EeekKQOl02ps9gt3ThcSLF8nLyyfDOx3YAUC6RwTc1b3QL0fixKlTyCwG4GKuzEf/mPDw9KRzl66ENw5HiloBHADg52gtrseUTrQsw+n04o6kXLcd3Nuz2Df+3DmyTV8paTp36PK6k1+9FLsatm9W7s1eM+tOWpEBH28fwu7sACjGglynJXQf6pRXu3AGmiRlaf/EtUrnu0ijH0iwoVOBpJLYZ4/gaFQCqWlpyMjkW2RcdCoMej2eDSLhwcIBzsKy/XbNJjDjCNnZ2ZyJ+A8tmhYvAHdz20uD3QuwWK0sPJpFywdH0L5De/bvP8D8BQvw0GWDBAnZdib97cqQoUNp07oNSBJBZ3/ljtz9SBJoe78Ggb4UOTB5HDxO5J7vAPC/pwdRId58/PEntGrVin79+9O86U8kpWaQkZLIwIV5THrpJTp0UPbNqGdeSbv8v7hw4QIfH3Rh/kvfoy58HtzOnKfTnk8BaNitEzw20NF+AG0PfYTf+Yu4Gg3w+Hsggc1uZ+TIUeQQQLeObkgS+A4YAa2bY7fLjBs/nn+PHqNBoDd1AgNpevddHLmrPT///Av/7NihPIcugdx7lzexscd5fl8DvDw82L5jB++++y6hYUb6mhZz5MgR5sRIjPh8JWq10r1WW2w8cuB/ADRt3ACe/o/Tvblb9Rva/f+SePEiD/56kK6dOzNq1GgaNWpE/pr1hO/8gosXLxLv350/63Whtm9tWrVujVqt5omzb1NQYCaojj+Me8HRBkgSnQJWYG2yG0mSqDVmDNQNcqQFnIljjPw9cfHx/LJjG9lB9zJm7FgaNw4n5vhxPH9/CbfcU9zX4wF4UVkHZ8vIhPebURGIxeXXwKK955j0+0HaBBlZMLbzFTs5F6dPJ232DyR1u5c9KedpdFd7+k56w+mcn974h6yUAga+0pqAwhmPqyElP4X5x+azIGYBGaYMABp7N+b1dq/T2r/1NdXrWriqhbUzW0HaSXhiGTTsWmlybNmyhU2bNhEXF0dwcLBT5/RSd62bifLcvq4lMlZlyXArU7RRZKdOna7JeLlWAyg1NZUjR47g5uaGWq2+7F4qRRFItm7dypkzZ5zKKdqUzcfHBz8/P5KTk0lOTr5h+TIyMlCpVHTp0qXSopXdyovLn278L36GPGJX+GPNUxHyaC1cw/wK/d5dQGsAjVH5q3VRgoFoDKDWKpGoiv4WfS7z3SJJnCtI5UzeRc7kJXAm5zxncs9zJuc8aYV625RoQmVQoTaqUemV0U6dSsfBZw5iK7ChclXh3sIdc6KZP376g66duvLSSy/x8ccfl6rn5s2b8fHxITIy0nFsw4YNPPXUUzRv3pxly5Zx//33c+LECfz8/Pjggw/o1q0barWaXr16MWTIED7//HOioqKYPXs24eHh3H333QQEBHDw4EEmT57MwYMHiYqKomPHjsyYMYNmzZoxc+ZM/vc/pXPVs2dPFi5cyNGjR/m///s/Vq1aRVBQEOfOnaN58+b873//o3fv3nzxxRe8/fbb5OcXj5r7+/vz5ZdfOu0fEBUVxcMPP0z9+vXZvHkzRmPxTEtSUhIDBgzg1KlTREVFlYrKeOjQIfbu3UtmZiZ33nmn0+DExYsXyc7Oxm63k5eXR2pqKklJSfj5+TF69GjCwsL44Ycf8PT0dDzjdrudfv36cfDgQXbv3o1Wq8Xb29vpmmazGYvFgt1uZ9euXU47jqtUKux2uyNoyKURIouojJ3LbTYbjRo1cjwHRXuhlKzX4cOHWblyJREREVd1jWuVoaw9I4p030MPPcRrr73m2DNk2rRprFq1qkL2JSm6dtEeKWVdZ9KkSaU2Zaxfvz4TJkygTp06pfbxMBqNPP7443To0IH8/HzWrFnDH3/8cUPyltc+oNz/Iipyn42yrlm/fn0++ugjp/IrUucLw+MaKDI8WtcxsnDclQ2P3H/+IW7UaJJC6rDH20hQRFOGvPWB0znXa3gUUWAtYEHMAr459A3Z5mwkJEY0HcFzLZ9Dqy5/Su96uSrD45t7IeEgPL4Iwu6vcBmulpLGyZkzZypktP3Snct37NjBn3/+iclkurJAtwBFdb1RI6gyQwbfjkZTZaHX63nwwQfp0KFDhRokt7LhEdWgF1ZjXWb8/gYyEvP+9wMGT3dc9Wrc9FrcDBoMGhU6jQp94V+dWq381ajQqZ3TNCoJlQRJ+QmczDzOicwYYtNjOZN1mnPZ57DK5f+OfCQfdk/YTZ2wOpzcdZKnXn6KqW9OJdA1kLZ3tWXv3r1O52dnZ+Pm5saHH37Iq6++Wmq28tdff+WRRx5h1apVDBgwAE9PT1566SXefPNNduzYQfv27R06PDc3F5vNRu/evR1BQPr06cMrr7zC0KFDCQgI4MyZM6SkpLBw4UIGDRqExWLBw8MDSZKIi4vDzc0NrVZLo0aNqFWrFnv37sVoNLJ27VruvPNODh06xMCBA7l48SKtW7dm165dqFQqRyewd+/eZGRkOEKSfvDBB2V2Nkue/8ADD6DValm7di179+7l7NmzzJ8/n8GDB1/Xs1HynQawbds2li9fzqeffspDDz3E66+/Xmmd4auVr6I21rtS53vhwoU0a9bsqiL2Xe/Gc2XVZ/ny5VfV+b1RrtTJLmvn8lOnTjk9GwkJCSxfvpzFixc7vSM1Gg0vvvgiH3744Q3JWFKG2NhYpk6dWuo5LDLoK+o5vJpnTBgeN8CNGB5bjycz/IddGDQSo+9uQKtQb+r5uuLnrsdNryk1emE3mTjeth3JWhW7GtahVnAII2Z86XTOjRoeRWQUZDBj7wyWnVgGQIfADnzS9RNcta6Xz3iNXJPh8djv0LhH2efcopRV/0tdwby8vCp0tF2WZdLS0mjQoIESv73E8ZUrV2IwGAgLC6N+/frIssy5c+euarbn0j0/ABo1asSJEyfKzVPeAvWqChksSRIqlQpXV1eysoojg1xOtrKoTAOorHYF8PX1dYryVtnyXQ69Xk/v3r0ZO3bsdRkht7LhMb/+SMLTzvHOjtnEu9Xmme6vXmNpMpI2HbXxLGrjOVT6C6gNCUjq0vccQLZrwVIbLH5IVj/UVj/UNj80Nn8ki8zudwZgtyrGQ0T/52jQZRBqlUTmueMU5Bewa+Y4ADQ+QXR79Xu8vbxISrrI4X8PYT+6npTDyj493j3Gcnf3B9FptcTEHCPu0A6y/pkPgDGsPSPfnIleq0VGJic7m99eHkhuRgou3rUx3DUId3d3bFYLuTk55MXuwBT3LwBN+41l0IhnSE1JYdPGjZw9dpCc/X8C0KH3YNr1G8WcOXN45pmnOX3qNEumT8SenwUqNR539cPFaCQvL4/+/fuTd+4YK2Z/gtlioXHnfrw89X3izp7lk08+ZtSTw5j7znPk5eWj9wngy4XrUKlVSEhIErw2aiDxJ6KRAWOjdkgqlWNBsS0rGX1+Ct7e3jz69AQ6dn8QKNx7yWLh1RH9kCSJRk2aM37y+4VeLkq5P30xnd1/b8ZkNmFzDyI1PZ2iGFGY8zCnKC5iajcfgho24dlnn+Hee+4BCd58/ikKCvLxDwzi1Xc+ckT/kiRYNv8ndmzdiCRJPP/fqYTUq18oE8SfPs2XH09T9lfo0o0+Awc70gA+nfYWaSnJpKWnczoxnQvni9eReLkbiWgQSt26dRk28hkahUc48qWnpfHlJ9ORJGgW2ZJ+jxSVq5ww7/uv2f73NqJ2RpFrVfaiQpYJrluXIYMGkpWWQmZmJkOfGE5ky1aOvCaTic9nKIOm9Rs0xM3Lh2efeYbu3bvz3HPPcyLmKLujdrIzKopTceeY/f1sevfuDUBszDH+WLkcCbi3S1faFO47UtRb+uKzj7HZ7PjW9qV+wzAuJibiHxBAxw4d2LJlE0cPH0YCHhv2BL61azvynj93juXLlgDQunUbOnTs5BT96ud588jNzcHF1ZXhw0c42tdms/H9d9+xd+9evLw8eeGFCYQUzpRJkqLbFi9erDwvjRoREBDg9L5/7bXXeP/997nzzjt5+umnMRqN5Ofns3r1alatWsXzzz/PXXfdxT333ENoaKhDnoKCApYuVdzsgoKCuPfee530xLZt20hMTESSJB5++GHUarVjhurzzz9n3759AERGRlKvXj3HDFVsbCx//qn8Hr29vbn77rudyj148CDnz59HkiTuvfdeXF2L+4QpKSmOchs2bEjDhg1LyWSxWDAajURERFSYzhdrPK6Bjg1r0SrEi31xGczactIpzahV4+Oqw02vwc2gwVWvwV2voX9wY9zPxwCQkprO5xtj0WuVUTO9Vk1uYaiAXafTcDeb0Kgl1CoJjUqFWiWhLfFdo5bQqMr+blC782b7t+gc3JnX/36dHQk7GLNhDN/1+A69+gairlwXRb/+mmHTFkXp6tatW5Ved/Pmzfz222/k5OTQt29fp9DENpuNhg0bcvbsWTQaDYMGDSplkJTVOb6c0VFUbllUVchgWZax2WxllmOz2Zxmaq52I8gibmQzySJUKhV+fn4kJSU5ta8kSaSnp2M0GnFzc3MYIJeWLUmSIwjCtcgnSRLu7u5OxtjlZq1MJhNLlixhyZIl+Pn58dVXX1XZCG51s3xCZ3J+/g12gEuzZrz6QAS5Jis5JivZBVZyTBYKLHbMVjsWmx2TzUauHEee6jgm9SmsutOgzixVrmxXYzf7Yyuog70gELvJD7u5NrLVA2XpcKkcAPg/MYPsvSsxXzxJqsqb/AtF99AfWVd8/9QunhxLs0FaKqDBWL8VKYc3OdKN9VpyKBXAAp4NMQRlUFSSzq8BfxwudtUAyDcpxo5Z1lC7pdJRVwMegDXzosPwSHWrz5wdSuebkE646wMchse/F7K5cMKC1z3DWBidDwSgdvHCnp+FpNHh3WUkoMT92pIBmYfPYSpQ9E+aVzjv/KEsrva5/z8sikkhM1UJFap182fyiqNO8iZmm7CblL0OfB8Yj1Ri097sg+tIWzOTzOQEvt9wiAUpdYpb2Woh7sgBAM5mWjjyyz6ncpM37yIvZj8AQWMm4edRHBY+LzaK5CXvAODRtj9yh0f5Oga+jlGiNcVtWIdszkfjE8ze4B1O5aauW0/O/j8AOFz7PvQBFxxppvPRJC5T1hX9FW/imwvOayHP/zwfa0YCKqMHdZ//lTol0jL+/oVtG38DYENuXYwNiu+rJT2BC9/OAsDljs7MPBtQslgSfvoO8wWlPxLyysri9YbAt3+vIm391wCsSfbArVnxM2435RH/6fsAGOq1xH/wOwSN/ZFoYOzadJIWf0f+CSUyVvD4n5l6QM/UAxsAyD32NynLlbxfbovDo63zgNHZjyaDzYrWrwF1Rs4EPOBIHmzcSOrqmeQcWgfAF7Fu6GqX6MjHHeLib68r96bdI3h3yXYq99yXr2DLTkHtVov3Yv2d0tK3biZr5yIAfkusjSGkhSPNnHyWhB8UY9+1+f34PvgCcNJh1Fz4YSEAB/49zIxz9Ry9HanFGLxz/Zg5U9kkM6D/f3G/415Hui0vk5OfPAaAW1g76g6ZquQrTI/79Q1yTioznE1eWYys1WPr+z4n3Ny5+8VZnFs6HYA6D46jdruHsUb+B0u9DCKnruHIu8oGfy7BEUQ8M7OEASZxetH7pB3cCEDzF+diqBXkSM+M3UPM3NcACLrvCUK6D1dyFZ6w692BWHMzMPgEEvn8NYYcvwzC8LgGtGoVv4xuy+wNB4jNUnMsMYfzGfnkmKzkW2ycz8gvlcdLE8BAm6JA7fm5zFgX4xSU+ulcPV6omLY6mgRNxXTUNcbRGOp+z/6k/bT5agyatCFo1CqHkaJVqwqNl0IjxilNQq0qch8oPEctoS78XyVBTnYWPkfNaNUqVI5yVKhVoFapeDzbjD/w578JnE88VXiNEuWV+GhK5NOopBLllTynMK+6xP8qFWq1hLZQfq1aqVdR3WoC2dnZtG/fnv3799O4cWOnNLVajd2uLJD09fXl119/BYpnZ8aPH8+xY8dKlVkeN5t7U3Z2dpnHL93Fvrz/K8IAKqsMu91OXFxcmWXbbDby8/MZO3YsM2bMKPM6sizTuXNnFi1adE3ylZVmtVrLvG86nY5GjRoRHR2NLMskJSXxyCOPVKn7SHUSVMuTpPOnyAGadGnL3V0aljon25zNjgs72HZ+G3+f/5uUfOeZKo2koUmtJkTWjiTCJ4Iwr3BC3OuhkjTY7LLTx1ryuyyXkd4Rm/2xS86xI8tgs8usrv0NX3/1Fe4eniQvm0bRbuaSpMKWn4VXWGvy8/O52yuToGAv3Dw82LBhI3HnjzNozCvYrDa27z9KYOI/jBw5Cpssk5KczLa+g8nPy+VU3Dmkw38wbvxzxMfHk5WdQ3yzMJIMPZFlmaaNfNC4mXB1ccUmy/z+1z8EN70LnVZLo9aRBNbVsHLlSvr27YcM/Koz4FuvCS7uHjzSOpjo6GNERUXRrl07zOEhRB0LIS83lw6N6xDSog4pKSls2LCBdq1akFkrANlux2bKo6mnhaCgYOyyzIYNG9BJdsxaPchQcHofDcMaExQczJ49e7CkxoFaAzKE+XvQsFEtZdG7DFZLAXGFI/seBi131fN2LIiXZZkoo4aiueEmgR4YvT0L02USUw0U7ZpQ211PgwB3R5oswzlJwgboNGoa+Lo6ypQBs15NUTgZP3c9bl7K2hRZlsnO1FO044KrXkOAhwG5aJ5FhkSpaCcPGV83HUX7aACYtGqKTAJ3gwZ3F23hmWDKV1Nk3ujUKjwMmuLhPxmSSvQ93A3aYv0BFKiLjWOtWsKgVRVtD4LVVpwmSSDbLGg0WkcHteQbVxkMsaOSVNc09Fjeepery3z9Wa8Wh3otIafNfmkNi9OsNhmztThIga3k/7LsiDJWfH5xeo7ZikrSozK4kWeVybcUpxVYbGTkKTpd7eJJjqVkGTKpuc6BYkyW4uuk5prR6ordwvNLnJtjsnIh03kwsqgPYbXLXMgoe0b3ehCGxzWi06jo3tCdMSWm3vLMVpKyTGTkW8gtHDUrGkHT1c1F94Vi+aux81irAAokDSarHZPFjmFfNphkGvu742uQCl9Sdqy24heW9ZLvFpvd8UIrC2t+MPnnhmEMmY3kvpus9ObYshuXee71U3bHD6CbrgB/FSzaG88me3S551UWkqQYiVqVhFajQqMqNkw0askx26TXqDBo1Rg0yndD0XetCqNOg4dBg4dBi7tBg4dRi7eLDn93bZkdzurg4Ycf5uGHH8Zms5VpFAwbNozExETc3Ip3sC2anXniiSf47LPPyM3N5cEHH2TlypVlzoAUcTMZHbc6DRo0uGz62bNnL5teHmUZY2XdN7PZzNixYxk/fjygGCIajYZJkybRt2/f2z4ymEanpeCIMhhkbNrUcdxqt7Ljwg6Wn1zO5rjNmO3FL2WjxshdAXfR0q8lLf1a0rRWUwwaQ6myK4MeTZ/hnka+vPTSSySX8E0vQuXiwpQ33mD8+Gcc/vo7L/H/LvLtr532L6+88grGBka6jnuSDz/8kISD21g0+QUGPNAEKIx2RNkGqM1mY+P0MU4LlG02G40++g/JfyrPbZDBQmzsUcfgR9++b5CxdjXQkxWLFvHPo53p3r07r/VtSdu2kfTt2xfXf/9l3pxX0U/qx6FDh+jYsSMvd/CiS5c2rFq1itk/v87w4cP58ccjaDQa4n+bjE6nIy8vj7VBGQz48RXHwu0BTT155an2AMTGxmK325l+6hT16tVzqsu5c+dIS0vjH9VgxoxR1gJ26dIFSZLIysoiOjoaS8t7iev6C48//jhfPP8IPXoo7jE7d+7EZDLxwqIFtGvXDrVajY+PDwDHjx/n9OnTZIQ8xh13vIuXlxf+/v7odDqys7P566+/yA8LRN1jCc2bN8fT05PahS5EmzdvJiMjg3VD+vH1V1/x8+xveHRwd2RZJub4cQ4dOkiCaxtMDzTj9df/x/SBzen1YDcKCgpYvmwZBYF2kt77PyXARi1fGoUp7/1NGzeQkHCBQ/170LPXp6g1Gu6+W6nLyZOxbP/7by609sWz+8e4uXvSuUsXAusEIcsy8+bMxmKxcPypZ3ngwYc4cOgQH340mpiY4+zZtZOTJ45zqF04nf87DjcPD1q2asOdrVoxZfJkbJYCEkMK0L74Mi1bt6VReDgh9RogA/O+/4aCgnx2dbufgUOH4ebuQbtO9yIj889fW/h3/14OB+tpPWAatQMC6XBPV9w8PEhKTGTJb/NI06WQM2AIHbt0o17DxoTd0QxZhoU/fkdaajL/hAYxeMTb6PQGOvdsh4zMvp3b2b19CzHqFBo9PZ669RvRplNXfHz9yc7K5LdvPyM7MwPfNh2476GB1Amph0+gPwGBgfy58Ef27NxOXOo5Rk2aitHowv0D7gQg+sAetq1ZxsnUw2R5+tOlx0P0faw3AcH1sFotzPloKuaCfAoCg3lwyGhq16lLq3uaIyOzadmvnI7+l9T0Mzw8fBwu7p506xvJ6bNxfPr+O4QHuKNJScS3ZXuatetMk9YdCQ1vwukzZ5g+6SnCG4chSRJ9Rr+IZy1/2j8QjixD1LqlxOzbwcUze2j/wCN4+9fh7p534uLhSdK5M6z7eRYpF85SKzCEll0fomGLtjS8syGyDCu+mUZOeipn87Po/OjTuLh50qpDCO99em26qzzEGo9r5KrWOJQ8PzubmLbtWNusHnaViqc+n42nX/G0342s8ZBlGbuMkyFiLfH/rEMfseL0QsI87+Ddtt+Wca5i1Fz63WorPTJntcvY7TIWm42LSSl4+/hglxVL2CbL2AoNI7ss8/Sxp6ibH83skPc57NrBkbfoWqVGAUuMBFptShmXpit5lbB4DlkK61uO/VVp6DUSEQEedGjoy5MdQqnjZbxyppscm83GO++8w/Tp08tcGxIcHMzFixedOrJFvq1Qdsjgq90XpWiNR9HoypXyXM3eKjczL730UqkZj5IULSCsTGbPns3o0aNLHd+8eTNdunS5Yv5bdo3HgJ688u0vnOik+EE33rMHs0HF7zG/8+PRH0nKKxE5xqMe9wbfyz3B99DKrxU6tQ5ZljHbCgeCbDJmq5X4+Hhy8wtQa7QEBoc4dJTVJrMnagfnz8WRn1/AfQ/2Q6M3OvTf2ZPH+Wv9H1itNlq07UR4ZBtsdmUHZVmW+fHjtykoyMPTpzb9n3oRi9XGiZOnyMjIZN+mFSSeOorZZEYV1Ixci1y4qaGEi1pGPncIg8FA83seoN1Dj2GX4XhsLNu2/c2FbQuxF+QgaQ0EdR9B27btCAkNxS7L7F31E/tX/4Ysy9w/9h3qRLRSRq1lyLgYz6LJT2C32dAENias12jCGjfG3d2dU6fPsOPrV7GmKi5Zj33zN9nZ2Zw6fZrklBQMqbHEbZgHQIshL5NpDESvN6LWaEi5eIHk36cA4BfRllr3P0tefj7NW7QAJLZ/MZH047uV9CHv4V+3AXXq1EGW4cK+jRz++W0AfO95DF34vej0ekJDQ5GBba/1QLZZca3TiMjnvnHMRsgynFw8nZR9awHwf+x9AsNbOnRL9ukDnJyrrP3x7fQoxjYDMLq4otUqswsxnzyONTsVjYcvjZ7/CaWJFJ2UtPEH0ncoM5ZBj3+AMVQJQSrLihtP/PdjAXBr0QPfB593pAFcmPM8lqRToNYSOmmp8zO8awnpm39QZOr7X1wjin35bbkZnPtiGKCsf/EbONkp78UFkyk4o7iT1Z2wEJXexZGWc3gTqX8oEdJ87h+De6vejjRZlon7sA8AujrhBD7hrLdSVn5E7tEtANR55ju03sVhn/NP7SWp8L56dhqK192PO+WNn/kY9vwsNF6BBD37nVNa2sbvyN6zHICAYdPRBzVxpJkST5D44wSlDVv2plaPMU55L3w/BktqPJLOSMiLzmGyM3csJOMv5TmsPWAyLmHtHGnWrGTOf6W4BrqEd6J2v9ec8ib++l9M8YpeDnlpKZKmOHhP9sG1pK35HACfB57HPbJ4batsNRM3QzHk9XWbEfDY+07lJi+bRl7MdgCCxsxF4+HrSMuL3UnykncB8Oo8HM/2g5zyxn0yCNmcj7ZWCHWecl4/nLruS4dLZOCIz9D5F8/sms5Hk/jzywC4t+mLT7ennfKe/+YprBmJqFw8qfvcL0CRu92jYo3HrYDa3R1Do4ZobRZMKhUFOdlOhseNIEkSaoly9+548a4xrDm7jNjMo9i0cTSv3fyGr6kYXjbCwhqVb3hdNEI+jO5UH8LvvOFrXlGmwlkgq13GYrVjKTSeLDY7lsK/VltRh8GO2abMNhVYbY6/BRY7BRZb4UyUjVyzMnOVlW9R/hZYSMkxk5ZrxmSVOXguk4PnMpm/O441L9xLgGfVjH5WFmq1mqlTpzJ58mS2bNnC119/zZ9//ukwQs6dO1cqT8kwmJcaAhqNptyQwZcel2UZjUZTruFxadlqtbrMtQuXuhVdbn1GWYvc4eo3kyxvLxaVSuUw0kpGOitaFK/T6Zg3b165ZUuSVO6MR1nXvF4jrOS9K0lCQsI1l3UrodHoOLp1Nzogzz+IMetnsy97ISZZcV5Ry264We/CUNCe3JRAlh+X+ebQWi7uHIslJxOPex7HpVFxZ8VuLiD+k0cAMIRG4j/kPafrJS15l/zYnQDMjfNE416iU3F8B8lLlQW7q4+m4NneOQph3JJfHZ2K/bVLBukwknoulZwjij944N1P4XVpp2KrsgYg1RjMIc/TRbWHxl2QN/+MLScNlYsnNOjIrhTYVbiAOuNkAtkpyjOw/dgFjObijqQlPRlznjKrpnfxIsujPnsTLZCYBngUdmaVZ/Hvk2nK8+pWF6NbXbLTihdHn8+24RbamKJfhyGouBOTVWDB6OIPLvDveWUtQIG92H1F5xtKlsqdrMTCfT+yin9jNo0Rba1gZOBMqqK3in4ZZqu9lCt0SfcVlcGd9Lxi3VFQYptms9WOq8ENkx1MpkIHqMKCZbtMvsXZZabkPmtWuw1LiQOXeimU/9O9kYGVisvrtB8VOBbP2212kJy8jtCqJXRqCYvFgizLaEu4bmlUKoxatSN/ybJVkuIyVnwNiVyN2uFT4W7Q4Fa4C7sE5Bm1Djc1o1ZFbXe9k3xJahUWQCVJBHoanK4nG7VkFH6v5abD18eIVHiGSW2k6Cl10amp7+uKLMtYLBZ0Oi2ZWrXjmdWZ0qkbUL943Ye7nrSiyuZnEObnVnhNsFlMxDnK1RAR4O7UxgWGYle/MH83DF4eDplPx9kdrn7eBhXhAW4U5OeTmJhIRmYGKknZcFSvVdEi2LPY0UuSOOSmc7j6NfZ3x6uul0PeNKu7ow39PQy0CPV2tCFAikaFFdCqJO6q542EhDlfRzwVgzA8qgBD8xboDu/CpNWQn1O+i1JF42v05b6Q+1hzZg0b4zZWiOFxM6KsBSk0gip5HX1ugZl/Dh4jW+PNZ5tOcDY1j6X7zzOmDD/xW5GSC+WL1oN8+eWX/PHHH9cUMrg816xrPV4W5S2YvtRwudz6jPIMo6vdTFKW5TLXT9jtdpKSkkq1lSzLeHl5kZqaWmanv+Rajezs7DLLLuualzM6ylpcrtfrCQwMZPXq1bi4uODp6elkbAQGBl5azG1Fjg1++XkdI4G9npnsyFJGWu1mH7L2NyI3Bjzu6ll4ttIdyE5LJeeUMlpsy0lzKq/kqKdkt+Ju0DjWvGlUErlGI0V3u4GPETdfD0cAkaRsT0enItRbT/MwX1SSso5OJUn8otViMufjooXezQORCo+rJNiy371wKz/o0cSPwEYhjnwXYjP5oTCtWR13+tzbQDF8C9M/mu9Gap4eN1cXJvVoXJimpG/IDmX9sdpIKhVPdGrIHa3vcHQW05K8+WhNAySVijtbhjOk7x2cPHGCzMxMvDw92dI6kjhPPSaTiUeC8/Dx8SY8PBy1WkVU7QRWprQDCdo188U/NI/EhAQ2b95MSmKCYgQBeksOo8IsdOzQoWgCh5/yurDg5zMgQ/KKDzEYXVi2bClajYZ/90m8uf93cnNyMR3bQmLsTvr27cukSS+hkuDt04Ox2WzUCQpm7LhOJTrPEisD49m/uw6yLLP97+8Ia96CmTNnolariDsdxDyXs0hIHDp6jIw/32b9+vWo1WokYJZ6PDk52bh7eDB+QlenDvi2tjK7d4YhqSQGDe1HaGg9R3pqSgo/BSYpUaeat6DHA92K93xD4rfQV0lOSkKtVjP35/9yR5Mm/PTTPFSSigP7fdi+LRwkWL9+I3FLV7B/317UajX5+fnMrafMRtSv34DeD/V0lClJ8Ec7C+fOnUOSJEaOegi9rrCzLsHx4w3566EwJCTat2+PTq+jcaFHhyRJ/NB4NpIk4efn54hUVeS616FDB7pNnkzdunWpXz+UmTNnOsK8dugwmq19GynPYbNmNGvmvPncijbzMJvNuLm58cADPZ3SDg+sw8mTTyJJEnfffbfDjQ0gM7Mtfz+kLDIPDQ0tVe72zr+Qm5uLRqPhvvvuc0o7M6QBp049hiRJNG/eHF/f4oEAk8nErgf+ApR1kU2aNHHycIl+4Geys7PZunUrr702iiZ9+jhCEm9rksf7iVFs27aNj4Z3YeTIzo5y7XY7B+9XAhq4ubk5QvM6ZOo3l8xMZeCjSZMm6HTFQROysiL5oW1tpk+fzum1czi9dk7hPa7PrI8+4o7/7kOWZXQ6XamIVIkDG5KZ+b6jnQyG4sHR/PxWnP+PEgynpKtfEfEP7cRqtTr2o4LCWe6JVAjC1eoauVZXK4C0H39k2cJ5pLsZ6TPxNRq36+RIq6hwuuXxx6k/+O+2/9LEpwkL+yy84fKuqv7fdoUL+2DoAgh/4IaveTNRsv4frY/lqy0nGdGxHlMfbnrlzLcwJUMGW61WrFYrarW6Wncuz8vLY926deTm5lZ389xShIeHExOjRLZp3bo1R48eRZIk/P39iY2NvSq9dqu6Wv33kf5EZNtpeyaGn7qq+LO9kZZuQzn9ywG2Lv0ZlUrFj2ujCAkJRV+49mvnlvWMefJRdDodU997n3Hjx6MrDGKhliSGDh2CTqcjIiLCsYleEatXryY2Nha9Xs/QoUOd2urixYvs2rULjUZD48aNS3UcDh06BCgujZd2VrKysjCZTKhUKjw9PdFoiscQ7Xa7o9NQ9CnJ9bzDKour3aNiyZIlDBw40PG9Vq1ajB49mv3797N+/Xrc3NzIyVHGd/Py8pw2GbwaGWbNmsWECRMqfRO7a+FKe25UhkzX8mxc7cZztzLltUdV170i93K5XipS54sZjypAHx6OpnA01lzFO2m38FXCxJ3IOIHFbkGrqvhNBWsqusKpZGs5LkK3E5fOhNxMHZeSm0SWZajUpJ3Lz58/z+LFiy+7h0tMTAxubm4EBgY6NqiTJImPPvqo2u9nZVPLU0/9c0qH3twoiJUDZlPXvS7jNo1jK0qn/diWZQx7911HnohBfRj6cIZj47xLWbBgQbnX69WrF7169Sozzd/fnz59+pSbt0WLFuWmXe7FX+TSdyugVquvak3RgAEDWLx4McOGDSM/P5/U1FSnjdqKjI6+fftek9FRRI8ePVi4cCEvv/wyHTt2dByvX79+tUV7GzBgAIsWLeKll166aWQqyYABA+jbt2+1d4irg6qu+9X+Tm4VhOFRBegbN0ZTGCqtICO9Sq8d5B6Ei8aFPGse8VnxNPC6fEQdgeBWojr2ULkew6tHj6rbSHPOnDkOY2z//v0kJydz9uxZcnJyHG5eOTk5xMbGAtSofTwyzGnUTld08RtPzsbLXdk4bPr06URFRfHkk0/y7LPPOuUxGAxObgqC6mHAgAFkZ2fTuXNntm/fXiq9b9++LFu27LrL79+/P/3797+pOtI3e+f+dusQXws1ue43ijA8qgCNj49jBCqvxA6kVYFKUhHoGsjJzJNczLsoDA+B4DanpDHWo0cP9uzZA8A///xDXl4emzZtIi4ujpCQEO677z66XMfO5bcqdosSIldVJwCv2nUdx11cXIiKiqox7XCrolar+fvvv8nPz+fll192DABMnz79umY6yir/ZutM3owyCQQ3gjA8qgi9uyfYCyhISb7yyRWMr4svJzNPltoESyAQ3N4MGjSI9evXo1KpOHLkCE899VSVzg7dbOgKIwypwpuUShNGx62D0Wjkiy++qG4xBALBdaC68imCikDv5QVUvasVgI9BiQiRXlD11xYIBNVHnz59WLRoESkpKTz11FPVLU61YywMCPbizh08+OCDREdX/QanAoFAUJMRMx5VhLFWLUhLxJSVVeXXdtEomwXlW8uO3S8QCG5PAgICnKIB1XRcrSrizGb+PB6DfOAAhw8f5tSpU05RoQQCgUBQeYgZjyrCUNsPAFNe1Yf+NGoU39cCW0GVX/t2powANwKB4CZGX2Dl34IC3F1dARg7dqwwOgQCgaAKERq3ijAGKBtzma9hE7aKwqBRIrIUWIXhIRAIai5qq43e3t6MPx7DX//8Q+vWratbJIFAIKhR3BQzHrNmzaJevXoYDAbatWvHrl27Lnv+77//TkREBAaDgebNm/Pnn39WkaTXj7FwR2CL3YZss1XptQ1qxfAQrlYCQc3DYrGwadMmPvzwQ7755pvqFqdaUcl2dMHBGNzc6NGjB7Vq1apukQQCgaBGUe2Gx4IFC5g4cSJTpkxh3759REZG0rNnT5KSkso8/59//mHo0KGOXUv79etHv379OHz4cBVLfm0Y/f0BsKokbGlpVXpttUqJ1mKTq9bgEQgE1Y/ZbKZbt268+uqr/Pjjj9UtTrWitsvo6tevbjEEAoGgxlLthsfHH3/M008/zciRI7njjjv4+uuvcXFx4Ycffijz/M8++4wHHniAl19+mSZNmvDOO+/QqlWrmz60nt7NHQCrSoU1uWpD6qolxfCwy7f/DtvVgSxXtwQCQfm4urpSt66yZ0VMTEw1S1O9qGQZXWhodYshEAgENZZqNTzMZjN79+6le/fujmMqlYru3buzY8eOMvPs2LHD6XyAnj17lnv+zYLeqESWsqpVWMqZzaksVJJym8WMR8UiIVaXC24Npk6dyrx581i9ejVyDbaUPzlynLe2bmHFihXVLYpAIBDUSKp1cXlKSgo2mw3/QjekIvz9/Tl27FiZeRITE8s8PzExsczzTSYTphILurMKw9nabDZs17HWwmazYbfbrzmvSqtV/pEk8hMScCnMX9QHuJ4yr5aiDvL11rkkV1N/FSABNrsdqng9S2VTsv5y4QySLMuVdu9uRq73N3C7cCvWf/jw4Y7/7fYbn/m82etent7PsVpZuns3R2bMoHfv3tUlXrVyKz6/lYloj2JEWzgj2qOYimyD2z6q1bRp03jrrbdKHT958iRubm7XXJ7dbictLY0TJ06gUl39hJHdZkMjqdBYLCReuEBabKySoLGhNao4dz6eLKvumuW5GrJTs/HQeGDJsxBbdN3r5GrqH2zXYtB7cyExiTzpxq53s1Gy/jmZWXgaVJhys264XW8lrvc3cLtQ0+sPxR35m5Xy9P67LZrS9LXJ2EJDa9RvtiTi+XVGtEcxoi2cEe1RTEXqfEmuxnl3s9mMi4sLixYtol+/fo7jw4cPJyMjg+XLl5fKExISwsSJE5kwYYLj2JQpU1i2bBkHDx4sdX5ZI19169YlLS0NDw+Pa5bZZrNx4sQJGjVqhFqtvqa8siwj3eKbP9xI/W8Hanr9QbRBTa8/QHp6OrVr1yYzM/O69GhlU57eT0pKwtvb+5bXwzeCeH6dEe1RjGgLZ0R7FFOROr9aZzx0Oh2tW7dm48aNDsPDbrezceNGxo8fX2aeDh06sHHjRifDY/369XTo0KHM8/V6PXq9vtRxtVp93Q+SSqW6ofy3OqL+Nbv+INqgptf/Zq93eXpfo9GIDQMRz++liPYoRrSFM6I9FCqy/tWugSdOnMjw4cNp06YNbdu25dNPPyU3N5eRI0cC8OSTTxIUFMS0adMAeOGFF+jcuTMzCn1058+fz549e/j222+rsxoCgUAgEAgEAoHgMlS74TF48GCSk5N58803SUxM5M4772TNmjWOBeRxcXFOvnUdO3bk119/5Y033uD1118nLCyMZcuW0axZs+qqgkAgEAgEAoFAILgC1W54AIwfP75c16otW7aUOjZo0CAGDRpUyVIJBAKBQCAQCASCiqJmL9MXCAQCgUAgEAgEVYIwPAQCgUAgEAgEAkGlIwwPgUAgEAgEAoFAUOkIw0MgEAgEAoFAIBBUOsLwEAgEAoFAIBAIBJWOMDwEAoFAIBAIBAJBpSMMD4FAIBAIBAKBQFDpCMNDIBAIBAKBQCAQVDo3xQaCVYksywBkZWVdV36bzUZOTg5ZWVmo1eqKFO2WQNS/ZtcfRBvU9PpDsf4s0qc3OyX1fk29Z0WI59cZ0R7FiLZwRrRHMRWp82uc4ZGdnQ1A3bp1q1kSgUAguLVJTU3F09OzusW4IqmpqQDUq1evegURCASCW5iK0Pk1zvCoU6cO8fHxuLu7I0nSNefPysqibt26xMfH4+HhUQkS3tyI+tfs+oNog5pef4DMzExCQkLw8fGpblGuiiI54+LibglDqTIRz68zoj2KEW3hjGiPYipS59c4w0OlUhEcHHzD5Xh4eNToB1HUv2bXH0Qb1PT6g6JPbwWK5PT09Kzx96wI8fw6I9qjGNEWzoj2KKYidP6t8dYQCAQCgUAgEAgEtzTC8BAIBAKBQCAQCASVjjA8rhG9Xs+UKVPQ6/XVLUq1IOpfs+sPog1qev3h1muDW03eykS0hTOiPYoRbeGMaI9iKrItJPlWiYcoEAgEAoFAIBAIblnEjIdAIBAIBAKBQCCodIThIRAIBAKBQCAQCCodYXgIBAKBQCAQCASCSkcYHtfArFmzqFevHgaDgXbt2rFr167qFqnK+Ouvv+jTpw916tRBkiSWLVtW3SJVKdOmTeOuu+7C3d0dPz8/+vXrR0xMTHWLVaV89dVXtGjRwhHTvEOHDqxevbq6xao23n//fSRJYsKECdUtSpUwdepUJEly+kRERFS3WFekpurtK+lsWZZ58803CQwMxGg00r17d2JjY6tH2ErmavR3QUEB48aNo1atWri5uTFw4EAuXrxYTRJXHlfS4zWlHcqiLJ1ek9rjSjq+otpCGB5XyYIFC5g4cSJTpkxh3759REZG0rNnT5KSkqpbtCohNzeXyMhIZs2aVd2iVAtbt25l3Lhx7Ny5k/Xr12OxWOjRowe5ubnVLVqVERwczPvvv8/evXvZs2cP9913H3379uXIkSPVLVqVs3v3br755htatGhR3aJUKU2bNiUhIcHx+fvvv6tbpMtSk/X2lXT2hx9+yMyZM/n666+JiorC1dWVnj17UlBQUMWSVj5Xo79ffPFFVq5cye+//87WrVu5cOECAwYMqEapK4cr6fGa0g6XUp5Or2ntcTkdX2FtIQuuirZt28rjxo1zfLfZbHKdOnXkadOmVaNU1QMgL126tLrFqFaSkpJkQN66dWt1i1KteHt7y99//311i1GlZGdny2FhYfL69evlzp07yy+88EJ1i1QlTJkyRY6MjKxuMa4JobcVLtXZdrtdDggIkKdPn+44lpGRIev1evm3336rBgmrlkv1d0ZGhqzVauXff//dcU50dLQMyDt27KguMauMIj1eU9uhPJ1e09rjcjq+IttCzHhcBWazmb1799K9e3fHMZVKRffu3dmxY0c1SiaoLjIzMwHw8fGpZkmqB5vNxvz588nNzaVDhw7VLU6VMm7cOHr37u2kD2oKsbGx1KlThwYNGvD4448TFxdX3SKVi9Db5XP69GkSExOd2sbT05N27drViLa5VH/v3bsXi8Xi1B4RERGEhITc1u1xqR6vqe1Qnk6vie1Rno6vyLbQVKjEtykpKSnYbDb8/f2djvv7+3Ps2LFqkkpQXdjtdiZMmECnTp1o1qxZdYtTpfz777906NCBgoIC3NzcWLp0KXfccUd1i1VlzJ8/n3379rF79+7qFqXKadeuHXPnziU8PJyEhATeeust7rnnHg4fPoy7u3t1i1cKobfLJzExEaDMtilKu10pS38nJiai0+nw8vJyOvd2bY/y9PiBAwdqVDvA5XV6TXsuLqfjK7IthOEhEFwj48aN4/Dhwze9f3tlEB4ezoEDB8jMzGTRokUMHz6crVu31gjjIz4+nhdeeIH169djMBiqW5wqp1evXo7/W7RoQbt27QgNDWXhwoWMHj26GiUTCK6emqy/iyhPj9c0arpOv5TL6Xij0Vhh1xGuVleBr68varW61Or9ixcvEhAQUE1SCaqD8ePHs2rVKjZv3kxwcHB1i1Pl6HQ6GjVqROvWrZk2bRqRkZF89tln1S1WlbB3716SkpJo1aoVGo0GjUbD1q1bmTlzJhqNBpvNVt0iVileXl40btyYEydOVLcoZSL0dvkU1b+mtU15+jsgIACz2UxGRobT+bdre5Snx2taO1xJp/v7+9eo9riUkjq+Ip8NYXhcBTqdjtatW7Nx40bHMbvdzsaNG2ucf3tNRZZlxo8fz9KlS9m0aRP169evbpFuCux2OyaTqbrFqBK6devGv//+y4EDBxyfNm3a8Pjjj3PgwAHUanV1i1il5OTkcPLkSQIDA6tblDIRert86tevT0BAgFPbZGVlERUVdVu2zZX0d+vWrdFqtU7tERMTQ1xc3G3ZHpdSpMdrWjtcSae3adOmRrXHpZTU8RX5bAhXq6tk4sSJDB8+nDZt2tC2bVs+/fRTcnNzGTlyZHWLViXk5OQ4jWyePn2aAwcO4OPjQ0hISDVKVjWMGzeOX3/9leXLl+Pu7u7wafT09KzQKcibmddee41evXoREhJCdnY2v/76K1u2bGHt2rXVLVqV4O7uXmpNj6urK7Vq1aoRa30mTZpEnz59CA0N5cKFC0yZMgW1Ws3QoUOrW7Ryqcl6+0o6e8KECbz77ruEhYVRv359Jk+eTJ06dejXr1/1CV1JXEl/e3p6Mnr0aCZOnIiPjw8eHh4899xzdOjQgfbt21ez9BXL5fR4TWoHuDqdXpPa43I6vkKfjesPvFXz+Pzzz+WQkBBZp9PJbdu2lXfu3FndIlUZmzdvloFSn+HDh1e3aFVCWXUH5Dlz5lS3aFXGqFGj5NDQUFmn08m1a9eWu3XrJq9bt666xapWalI43cGDB8uBgYGyTqeTg4KC5MGDB8snTpyobrGuSE3V21fS2Xa7XZ48ebLs7+8v6/V6uVu3bnJMTEz1Cl1JXI3+zs/Pl8eOHSt7e3vLLi4ucv/+/eWEhITqE7qSuJIeryntUB6X6vSa1B5X0vEV1RaSLMvyjVpJAoFAIBAIBAKBQHA5xBoPgUAgEAgEAoFAUOkIw0MgEAgEAoFAIBBUOsLwEAgEAoFAIBAIBJWOMDwEAoFAIBAIBAJBpSMMD4FAIBAIBAKBQFDpCMNDIBAIBAKBQCAQVDrC8BAIBAKBQCAQCASVjjA8BAKBQCAQCAQCQaUjDA+BoJrZsmULkiSRkZFRKeVKkkS/fv1uqKwzZ84gSRIHDhyokusJBAJBRdGlSxcmTJhQaeXPnTsXLy+vCimrSIdWRHn16tXj008/veFyyiu7SNaKfncJbm+E4SG4bUlMTOS5556jQYMG6PV66tatS58+fdi4cWN1i+ZEx44dSUhIwNPTE6jYlxhATEwMc+fOLXV8x44dqNVqevfuXSHXKarHo48+WiHlCQQCQWVx5MgRHn30UWrXro1er6dx48a8+eab5OXllXl+/fr12bBhw1WVPXXqVO68885Sx69mAAdgzpw5HD9+vNTx/Px8fHx88PX1xWQyXZUsV0N+fj6urq588MEHeHt7U1BQUOqcvLw8PDw8mDlzJgC7d+9m8eLFFSaDoOYgDA/BbcmZM2do3bo1mzZtYvr06fz777+sWbOGrl27Mm7cuOoWzwmdTkdAQACSJFVK+X5+fmUaMrNnz+a5557jr7/+4sKFCzd8naJ6GI3GGy5LIBAIKoudO3fSrl07zGYzf/zxB8ePH+e9995j7ty53H///ZjNZqfzDx06RHp6Op07d64S+by8vPDz8yt1fPHixTRt2pSIiAiWLVtWYddbv349oaGhjBw5ktzcXJYsWVLqnEWLFmE2mxk2bBgAtWvXxsfHp8JkENQchOEhuC0ZO3YskiSxa9cuBg4cSOPGjWnatCkTJ05k586djvM+/vhjmjdvjqurK3Xr1mXs2LHk5OQ40otmH5YtW0ZYWBgGg4GePXsSHx/vOOfkyZP07dsXf39/3NzcuOuuu0qNjJlMJl599VXq1q2LXq+nUaNGzJ49G3B2tdqyZQsjR44kMzPTMY09depU3n77bZo1a1aqnnfeeSeTJ0++5vbJyclhwYIFjBkzht69e5c5I1IWp06domvXrri4uBAZGcmOHTuu+doCgUBQWeTm5vLkk0/i5uZGYGAgM2bMcEqXZZnRo0fTpEkTlixZQtu2bQkNDWXQoEGsXLmSHTt28MknnzjlWb58OQ888ABarRZQ3gshISG4uLjQv39/UlNTq6Rus2fPZtiwYQwbNszx/rgSeXl5jBo1Cnd3d0JCQvj2229LnbN8+XIefvhh/Pz86NOnDz/88EOpc3744Qf69esnjA3BDSMMD8FtR1paGmvWrGHcuHG4urqWSi85+q9SqZg5cyZHjhzhxx9/ZNOmTbzyyitO5+fl5fHee+8xb948tm/fTkZGBkOGDHGk5+Tk8OCDD7Jx40b279/PAw88QJ8+fYiLi3Oc8+STT/Lbb78xc+ZMoqOj+eabb3BzcyslW8eOHfn000/x8PAgISGBhIQEJk2axKhRo4iOjmb37t2Oc/fv38+hQ4cYOXLkNbfRwoULiYiIIDw8nGHDhvHDDz8gy/IV8/3vf/9j0qRJHDhwgMaNGzN06FCsVus1X18gEAgqg5dffpmtW7eyfPly1q1bx5YtW9i3b58j/cCBAxw9epSJEyeiUjl3gSIjI+nevTu//fab0/EVK1bQt29fAKKiohg9ejTjx4/nwIEDdO3alXfffbfS63Xy5El27NjBo48+yqOPPsq2bds4e/bsFfPNmDGDNm3asH//fsaOHcuYMWOIiYlxpNvtdlatWuWo3+jRo9m0aZNT2adOneKvv/5i9OjRFV8xQc1DFghuM6KiomRAXrJkyTXn/f333+VatWo5vs+ZM0cG5J07dzqORUdHy4AcFRVVbjlNmzaVP//8c1mWZTkmJkYG5PXr15d57ubNm2VATk9Pd1zT09Oz1Hm9evWSx4wZ4/j+3HPPyV26dClXhkvLLUnHjh3lTz/9VJZlWbZYLLKvr6+8efPmcss6ffq0DMjff/+949iRI0dkQI6OjnY6d/jw4XLfvn3LLUsgEAgqg+zsbFmn08kLFy50HEtNTZWNRqP8wgsvyLIsy/Pnz5cBef/+/WWW8fzzz8tGo9Hx/dy5c7JOp3Po0aFDh8oPPvigU57Bgwc76ewpU6bIkZGRpcou0qPlXVuWZRmQly5dWur466+/Lvfr18/xvW/fvvKUKVPKLUeWZTk0NFQeNmyY47vdbpf9/Pzkr776ynFs+/btsp+fn2yz2WRZlmWr1SoHBQU5lT158mQ5JCTEcU4Rl3vHCATlIWY8BLcd8lWM3BexYcMGunXrRlBQEO7u7jzxxBOkpqY6LTDUaDTcddddju8RERF4eXkRHR0NKDMekyZNokmTJnh5eeHm5kZ0dLRjxuPAgQOo1eob9g9++umn+e233ygoKMBsNvPrr78yatSoay4nJiaGXbt2MXToUEf9Bg8efFVT9y1atHD8HxgYCEBSUtI1yyAQCAQVzcmTJzGbzbRr185xzMfHh/Dw8FLnXu49odPpHP+vWLGCu+++2zFTHh0d7VQ+QIcOHW5Q8stjs9n48ccfHesrAIYNG8bcuXOx2+2XzVtSZ0uSREBAgJPOXr58OQ899JBj9ketVjN8+HDmzp2LLMvY7XZ+/PFHRo4cWWqGSCC4HjTVLYBAUNGEhYUhSRLHjh277HlnzpzhoYceYsyYMbz33nv4+Pjw999/M3r0aMxmMy4uLld1vUmTJrF+/Xo++ugjGjVqhNFo5JFHHnEsUKyoxdZ9+vRBr9ezdOlSdDodFouFRx555JrLmT17NlarlTp16jiOybKMXq/niy++cETXKosiH2fAsRj+Si8+gUAguFkICwsDFAOiZcuWpdKjo6Np3Lix4/uKFSt4+OGHr+kaHh4eZGZmljpeFHb2cjq2LNauXcv58+cZPHiw03GbzcbGjRu5//77y81bUmeDordL6uwVK1bw/vvvO50zatQopk2bxqZNm7Db7cTHx1+XS69AUBbCfBXcdvj4+NCzZ09mzZpFbm5uqfQi5b93717sdjszZsygffv2NG7cuMzoTlarlT179ji+x8TEkJGRQZMmTQDYvn07I0aMoH///jRv3pyAgADOnDnjOL958+bY7Xa2bt16VfLrdDpsNlup4xqNhuHDhzNnzhzmzJnDkCFDrtmosVqtzJs3jxkzZnDgwAHH5+DBg9SpU6eUb7NAIBDcKjRs2BCtVktUVJTjWHp6ulNo2pYtWxIREcEnn3xSatDk4MGDbNiwgREjRgDKbPbmzZsd6x8AmjRp4lQ+4BSwBCA8PJxz585x8eJFp+P79u3DYDAQEhJyTfWaPXs2Q4YMcdLZBw4cYMiQIVe9yLwsYmNjOXv2bCnDpWHDhnTu3JkffviBOXPm0L17d0JDQ6/7OgJBSYThIbgtmTVrFjabjbZt27J48WJiY2OJjo5m5syZjmnxRo0aYbFY+Pzzzzl16hQ//fQTX3/9damytFotzz33HFFRUezdu5cRI0bQvn172rZtCygjaEuWLHF04B977DGnF1q9evUYPnw4o0aNYtmyZZw+fZotW7awcOHCMmWvV68eOTk5bNy4kZSUFCe3r6eeeopNmzaxZs2a63KzWrVqFenp6YwePZpmzZo5fQYOHOh4ie3atYuIiAjOnz9/zdcQCASC6sDNzY3Ro0fz8ssvs2nTJg4fPsyIESOcXIQkSeL777/n6NGjDBw4kF27dhEXF8fvv/9Onz596NmzJ88++ywAa9asoXHjxtSrV8+R//nnn2fNmjV89NFHxMbG8sUXX7BmzRonOXr27El4eDhDhw7ln3/+4dSpUyxatIg33niDF154AbVafdV1Sk5OZuXKlQwfPryUzn7yySdZtmwZaWlpgOIGvHTp0qsue/ny5XTv3r3M2f3Ro0ezZMkSli5dKhaVCyoUYXgIbksaNGjAvn376Nq1Ky+99BLNmjXj/vvvZ+PGjXz11VeAEsHk448/5oMPPqBZs2b88ssvTJs2rVRZLi4uvPrqqzz22GN06tQJNzc3FixY4Ej/+OOP8fb2pmPHjo4XV6tWrZzK+Oqrr3jkkUcYO3YsERERPP3002XOxoAS2eo///kPgwcPpnbt2nz44YeOtLCwMDp27EhEREQpP+OrYfbs2XTv3r3Mqf6BAweyZ88eDh06RF5eHjExMVgslmu+hkAgEFQX06dP55577qFPnz50796du+++m9atWzud06lTJ3bu3IlaraZXr16Ehoby6KOP0rdvX1auXOkwDIrCzJakffv2fPfdd3z22WdERkaybt063njjDadzNBoN69atIyQkhKFDh9KsWTOmTJnCCy+8wDvvvHNN9Zk3bx6urq5069atVFq3bt0wGo38/PPPgDIbX5aLV3mUVb8iBg4ciF6vx8XFhX79+l2TzALB5ZDka1mJKxDUMObOncuECRMc7lnVjSzLhIWFMXbsWCZOnHjZc7ds2ULXrl1JT0+v0J3Qr8SIESPIyMio0A2uBAKBoLKw2+2MHj2atWvXsnXrVsLCwrBarfj7+7N69WrH7HZVIEkSS5curfTOfkpKCoGBgZw7dw5/f//rKqO63jGCWxsx4yEQ3CIkJyfzxRdfkJiYeE0L/YKDgx0RrCqTbdu24ebmxi+//FLp1xIIBIKKQqVSMXv2bF599VW2bdsGKPtBvfjii04RDauKoUOHEhwcXKnXSEtL4+OPP75uo6Np06b06tWrgqUS1ATEjIdAcBluphkPSZLw9fXls88+47HHHrvi+fn5+Y41Gm5ubgQEBFSqfFV9PYFAILjdOHHiBKCEta1fv341S1M+Z8+edbjiNmjQQITaFVw1wvAQCAQCgUAgEAgElY4wUQUCgUAgEAgEAkGlIwwPgUAgEAgEAoFAUOkIw0MgEAgEAoFAIBBUOsLwEAgEAoFAIBAIBJWOMDwEAoFAIBAIBAJBpSMMD4FAIBAIBAKBQFDpCMNDIBAIBAKBQCAQVDrC8BAIBAKBQCAQCASVjjA8BAKBQCAQCAQCQaXz/9nUSyKXl3U3AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = iwp.objectives.plot_each_species_msmr(\n", " ocp_data, msmr_param_init, \"positive\", voltage_limits=(0, 1.5)\n", ")\n", "ax[1].set_xlim(0, 50)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now we can set up the objective and parameters to fit, run the data fit and plot the results." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.425062Z", "start_time": "2024-03-28T15:29:08.668822Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/pybamm/expression_tree/functions.py:152: RuntimeWarning: overflow encountered in exp\n", " return self.function(*evaluated_children)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pass in the lithiation function, and fit the electrode capacity and lower excess\n", "# capacity by making them Parameter objects\n", "n_species = msmr_param_init[\"Number of reactions in positive electrode\"]\n", "theta_half_cell = iwp.objectives.get_theta_half_cell_msmr(n_species, \"positive\")\n", "msmr_params = {\n", " \"Positive electrode lithiation\": theta_half_cell,\n", " \"Ambient temperature [K]\": 298.15,\n", " \"Positive electrode capacity [A.h]\": iwp.Parameter(\n", " \"Q\", initial_value=Q_max_data, bounds=(0.9 * Q_max_data, 1.2 * Q_max_data)\n", " ),\n", " \"Positive electrode lower excess capacity [A.h]\": (\n", " iwp.Parameter(\n", " \"Q_lowex\", initial_value=0.01 * Q_max_data, bounds=(0, 0.01 * Q_max_data)\n", " )\n", " ),\n", "}\n", "# Add Parameter objects for the MSMR parameters X_j, U0_j, and w_j\n", "for k, v in msmr_param_init.items():\n", " if \"X\" in k:\n", " bounds = (0, 1)\n", " elif \"U0_\" in k:\n", " # allow a 500 mV variation either way\n", " bounds = (max(0, v - 0.5), v + 0.5)\n", " elif \"w_\" in k:\n", " bounds = (1e-2, 100)\n", " else:\n", " continue\n", " msmr_params[k] = iwp.Parameter(k, initial_value=v, bounds=bounds)\n", "\n", "# Calculate dUdQ cutoff to prevent overfitting to extreme dUdQ values\n", "dUdq_cutoff = iwp.data_fits.util.calculate_dUdQ_cutoff(ocp_data)\n", "\n", "# Set up objective and fit\n", "objective = iwp.objectives.MSMRHalfCell(\n", " \"positive\", ocp_data, options={\"dUdQ cutoff\": dUdq_cutoff, \"species format\": \"Xj\"}\n", ")\n", "ocp_msmr = iwp.DataFit(objective, parameters=msmr_params)\n", "\n", "# Run the fit\n", "params_fit_msmr = ocp_msmr.run({})\n", "\n", "# Plot results\n", "fig_ax = ocp_msmr.plot_fit_results()\n", "axes = fig_ax[\"MSMRHalfCell\"][0][1]\n", "_ = axes[2].set_xlim(0, 100)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, we can look at the fitted parameters." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.429934Z", "start_time": "2024-03-28T15:29:13.426404Z" } }, "outputs": [ { "data": { "text/plain": [ "{'Positive electrode lithiation': functools.partial(, 6, 'positive', 'Xj', None),\n", " 'Ambient temperature [K]': 298.15,\n", " 'Positive electrode capacity [A.h]': 4.718939185172978,\n", " 'Positive electrode lower excess capacity [A.h]': 0.045799225594345044,\n", " 'U0_p_0': 0.09137801339857089,\n", " 'X_p_0': 0.383109163462868,\n", " 'w_p_0': 0.12041694972615345,\n", " 'U0_p_1': 0.13375446898263466,\n", " 'X_p_1': 0.1936341776961565,\n", " 'w_p_1': 0.058202771937910396,\n", " 'U0_p_2': 0.21896691047540803,\n", " 'X_p_2': 0.04590304235055621,\n", " 'w_p_2': 0.12125734099436841,\n", " 'U0_p_3': 0.13858935134497624,\n", " 'X_p_3': 0.15382780598127788,\n", " 'w_p_3': 0.5197264636868925,\n", " 'U0_p_4': 0.19954339585034767,\n", " 'X_p_4': 0.10514285707950048,\n", " 'w_p_4': 1.0672816967608787,\n", " 'U0_p_5': 0.3613334951674475,\n", " 'X_p_5': 0.13905920957280327,\n", " 'w_p_5': 2.7531117539920658}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params_fit_msmr" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This MSMR fit can then be used to generate an interpolant for the OCP either manually or using the `OCPMSMRInterpolant` pipeline element," ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.440405Z", "start_time": "2024-03-28T15:29:13.431503Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/miniconda3/envs/iwp/lib/python3.11/site-packages/pybamm/expression_tree/functions.py:152: RuntimeWarning: overflow encountered in exp\n", " return self.function(*evaluated_children)\n" ] } ], "source": [ "voltage_limits = (0, 1.5)\n", "ocp_msmr_interpolant = iwp.calculations.OCPMSMRInterpolant(\"positive\", voltage_limits)\n", "params_fit_msmr_interpolant = ocp_msmr_interpolant.run(params_fit_msmr)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can see in the returned parameter values that we have a \"Positive electrode OCP [V]\" function as well as the original data. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.444093Z", "start_time": "2024-03-28T15:29:13.441020Z" } }, "outputs": [ { "data": { "text/plain": [ "{'Positive electrode OCP [V]': .U(sto)>,\n", " 'Positive electrode OCP data [V]': array([[1.01976310e+00, 1.01976088e+00, 1.01975866e+00, ...,\n", " 1.42521593e-08, 1.42219651e-08, 1.41918349e-08],\n", " [0.00000000e+00, 1.50015002e-04, 3.00030003e-04, ...,\n", " 1.49969997e+00, 1.49984998e+00, 1.50000000e+00]])}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params_fit_msmr_interpolant" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can access the \"data\" generated from the MSMR function as follows:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.447756Z", "start_time": "2024-03-28T15:29:13.445439Z" } }, "outputs": [], "source": [ "theta_U = ocp_msmr_interpolant.fit_results_[\"interpolant\"]\n", "theta = theta_U[0] # stoichiometry\n", "U = theta_U[1] # potential" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Fit OCP as a function of stoichiometry\n", "\n", "Now, we directly fit a function $U(x)$ to the pseudo-OCP data.\n", "\n", "First, we define the function and initial guesses for the parameters." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.452540Z", "start_time": "2024-03-28T15:29:13.448607Z" } }, "outputs": [], "source": [ "def U_half_cell(theta):\n", " u00 = pybamm.Parameter(\"u00_pos\")\n", " u10 = pybamm.Parameter(\"u10_pos\")\n", " u11 = pybamm.Parameter(\"u11_pos\")\n", " u20 = pybamm.Parameter(\"u20_pos\")\n", " u21 = pybamm.Parameter(\"u21_pos\")\n", " u22 = pybamm.Parameter(\"u22_pos\")\n", " u30 = pybamm.Parameter(\"u30_pos\")\n", " u31 = pybamm.Parameter(\"u31_pos\")\n", " u32 = pybamm.Parameter(\"u32_pos\")\n", " u40 = pybamm.Parameter(\"u40_pos\")\n", " u41 = pybamm.Parameter(\"u41_pos\")\n", " u42 = pybamm.Parameter(\"u42_pos\")\n", "\n", " u_eq = (\n", " u00\n", " + u10 * pybamm.exp(-u11 * theta)\n", " + u20 * pybamm.tanh(u21 * (theta - u22))\n", " + u30 * pybamm.tanh(u31 * (theta - u32))\n", " + u40 * pybamm.tanh(u41 * (theta - u42))\n", " )\n", "\n", " return u_eq\n", "\n", "\n", "ocp_param_init = {\n", " \"u00_pos\": 0.2,\n", " \"u10_pos\": 2,\n", " \"u11_pos\": 30,\n", " \"u20_pos\": -0.1,\n", " \"u21_pos\": 30,\n", " \"u22_pos\": 0.1,\n", " \"u30_pos\": -0.1,\n", " \"u31_pos\": 30,\n", " \"u32_pos\": 0.3,\n", " \"u40_pos\": -0.1,\n", " \"u41_pos\": 30,\n", " \"u42_pos\": 0.6,\n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Then we set up our `DataFit` object and fit the data." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.772717Z", "start_time": "2024-03-28T15:29:13.453503Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up Parameter objects to fit\n", "ocp_params = {k: iwp.Parameter(k, initial_value=v) for k, v in ocp_param_init.items()}\n", "# Add the functional form of the OCP\n", "ocp_params = {\"Positive electrode OCP [V]\": U_half_cell, **ocp_params}\n", "\n", "# Use the experimental capacity to map between capacity in the experiment and the\n", "# stoichiometry. In practice we would calculate the capacity from other means,\n", "# (e.g. electrode loading) or use the MSMR model to fit the electrode capacity.\n", "known_parameter_values = {\"Positive electrode capacity [A.h]\": Q_max_data}\n", "\n", "# Set up objective and fit\n", "objective = iwp.objectives.OCPHalfCell(\n", " \"positive\",\n", " ocp_data,\n", ")\n", "ocp = iwp.DataFit(objective, parameters=ocp_params)\n", "\n", "# Fit\n", "params_fit_ocp = ocp.run(known_parameter_values)\n", "\n", "# Plot\n", "_ = ocp.plot_fit_results()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Then, we look at the fitted parameters." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.786916Z", "start_time": "2024-03-28T15:29:13.780978Z" } }, "outputs": [ { "data": { "text/plain": [ "{'Positive electrode OCP [V]': ,\n", " 'u00_pos': 0.2676350184798697,\n", " 'u10_pos': 0.14829823808278422,\n", " 'u11_pos': 21.937276050808386,\n", " 'u20_pos': -0.1158950902703077,\n", " 'u21_pos': 17.920416621522982,\n", " 'u22_pos': 0.0648104761265959,\n", " 'u30_pos': -0.03814563186723685,\n", " 'u31_pos': 17.431754268265163,\n", " 'u32_pos': 0.24670734497361757,\n", " 'u40_pos': -0.019480183906667208,\n", " 'u41_pos': 32.156070095251714,\n", " 'u42_pos': 0.5938344821926308}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params_fit_ocp" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:29:13.789603Z", "start_time": "2024-03-28T15:29:13.788496Z" } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "bppenv", "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": "3.11.6" }, "vscode": { "interpreter": { "hash": "938a56cf8cc78a970178b6cd91dbc2084cfe03b4ddf365fda3eb6d44738b4092" } } }, "nbformat": 4, "nbformat_minor": 2 }