{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Modeling a Magneto Rheological Damper Device" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: The example shown in this notebook is taken from the companion book [Nonlinear System Identification and Forecasting: Theory and Practice with SysIdentPy](https://sysidentpy.org/book/0-Preface/)." ] }, { "cell_type": "markdown", "metadata": { "vscode": { "languageId": "plaintext" } }, "source": [ "The memory effects between quasi-static input and output make the modeling of hysteretic systems very difficult. Physics-based models are often used to describe the hysteresis loops, but these models usually lack the simplicity and efficiency required in practical applications involving system characterization, identification, and control. As detailed in [Martins, S. A. M. and Aguirre, L. A. - Sufficient conditions for rate-independent hysteresis in autoregressive identified models](https://www.sciencedirect.com/science/article/abs/pii/S0888327015005968), NARX models have proven to be a feasible choice to describe the hysteresis loops. See Chapter 8 for a detailed background. However, even considering the sufficient conditions for rate independent hysteresis representation, classical structure selection algorithms fails to return a model with decent performance and the user needs to set a multi-valued function to ensure the occurrence of the bounding structure $\\mathcal{H}$ ([Martins, S. A. M. and Aguirre, L. A. - Sufficient conditions for rate-independent hysteresis in autoregressive identified models](https://www.sciencedirect.com/science/article/abs/pii/S0888327015005968)).\n", "\n", "Even though some progress has been made, previous work has been limited to models with a single equilibrium point. The present case study aims to present new prospects in the model structure selection of hysteretic systems regarding the cases where the models have multiple inputs and it is not restricted concerning the number of equilibrium points. For that, the MetaMSS algorithm will be used to build a model for a magneto-rheological damper (MRD) considering the mentioned sufficient conditions.\n", "\n", "### A Brief description of the Bouc-Wen model of magneto-rheological damper device\n", "\n", "The data used in this study-case is the Bouc-Wen model ([Bouc, R - Forced Vibrations of a Mechanical System with Hysteresis](https://www.scirp.org/reference/referencespapers?referenceid=726819)), ([Wen, Y. X. - Method for Random Vibration of Hysteretic Systems](https://ascelibrary.org/doi/10.1061/JMCEA3.0002106)) of an MRD whose schematic diagram is shown in the figure below.\n", "\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/bouc_wen.png?raw=true)\n", "> The model for a magneto-rheological damper proposed by [Spencer, B. F. and Sain, M. K. - Controlling buildings: a new frontier in feedback](https://ieeexplore.ieee.org/document/642972).\n", "\n", "The general form of the Bouc-Wen model can be described as ([Spencer, B. F. and Sain, M. K. - Controlling buildings: a new frontier in feedback](https://ieeexplore.ieee.org/document/642972)):\n", "\n", "$$\n", "\\begin{equation}\n", "\\dfrac{dz}{dt} = g\\left[x,z,sign\\left(\\dfrac{dx}{dt}\\right)\\right]\\dfrac{dx}{dt},\n", "\\end{equation}\n", "$$\n", "\n", "where $z$ is the hysteretic model output, $x$ the input and $g[\\cdot]$ a nonlinear function of $x$, $z$ and $sign (dx/dt)$. ([Spencer, B. F. and Sain, M. K. - Controlling buildings: a new frontier in feedback](https://ieeexplore.ieee.org/document/642972)) proposed the following phenomenological model for the aforementioned device:\n", "\n", "$$\n", "\\begin{align}\n", "f&= c_1\\dot{\\rho}+k_1(x-x_0),\\nonumber\\\\\n", "\\dot{\\rho}&=\\dfrac{1}{c_0+c_1}[\\alpha z+c_0\\dot{x}+k_0(x-\\rho)],\\nonumber\\\\\n", "\\dot{z}&=-\\gamma|\\dot{x}-\\dot{\\rho}|z|z|^{n-1}-\\beta(\\dot{x}-\\dot{\\rho})|z|^n+A(\\dot{x}-\\dot{\\rho}),\\nonumber\\\\\n", "\\alpha&=\\alpha_a+\\alpha_bu_{bw},\\nonumber\\\\\n", "c_1&=c_{1a}+c_{1b}u_{bw},\\nonumber\\\\\n", "c_0&=c_{0a}+c_{0b}u_{bw},\\nonumber\\\\\n", "\\dot{u}_{bw}&=-\\eta(u_{bw}-E).\n", "\\end{align}\n", "$$\n", "\n", "where $f$ is the damping force, $c_1$ and $c_0$ represent the viscous coefficients, $E$ is the input voltage, $x$ is the displacement and $\\dot{x}$ is the velocity of the model. The parameters of the system (see table below) were taken from [Leva, A. and Piroddi, L. - NARX-based technique for the modelling of magneto-rheological damping devices](https://iopscience.iop.org/article/10.1088/0964-1726/11/1/309).\n", "\n", "| Parameter | Value | Parameter | Value |\n", "|------------|----------------|-----------|--------------|\n", "| $c_{0_a}$ | $20.2 \\, N \\, s/cm$ | $\\alpha_{a}$ | $44.9 \\, N/cm$ |\n", "| $c_{0_b}$ | $2.68 \\, N \\, s/cm \\, V$ | $\\alpha_{b}$ | $638 \\, N/cm$ |\n", "| $c_{1_a}$ | $350 \\, N \\, s/cm$ | $\\gamma$ | $39.3 \\, cm^{-2}$ |\n", "| $c_{1_b}$ | $70.7 \\, N \\, s/cm \\, V$ | $\\beta$ | $39.3 \\, cm^{-2}$ |\n", "| $k_{0}$ | $15 \\, N/cm$ | $n$ | $2$ |\n", "| $k_{1}$ | $5.37 \\, N/cm$ | $\\eta$ | $251 \\, s^{-1}$ |\n", "| $x_{0}$ | $0 \\, cm$ | $A$ | $47.2$ |\n", "\n", "For this particular study, both displacement and voltage inputs, $x$ and $E$, respectively, were generated by filtering a white Gaussian noise sequence using a Blackman-Harris FIR filter with $6$Hz cutoff frequency. The integration step-size was set to $h = 0.002$, following the procedures described in [Martins, S. A. M. and Aguirre, L. A. - Sufficient conditions for rate-independent hysteresis in autoregressive identified models](https://www.sciencedirect.com/science/article/abs/pii/S0888327015005968). These procedures are for identification purposes only since the inputs of a MRD could have several different characteristics.\n", "\n", "The data used in this example is provided by the Professor Samir Angelo Milani Martins.\n", "\n", "The challenges are:\n", "\n", "- it possesses a nonlinearity featuring memory, i.e. a dynamic nonlinearity;\n", "- the nonlinearity is governed by an internal variable z(t), which is not measurable;\n", "- the nonlinear functional form in the Bouc Wen equation is nonlinear in the parameter;\n", "- the nonlinear functional form in the Bouc Wen equation does not admit a finite Taylor series expansion because of the presence of absolute values\n", "\n", "### Required Packages and Versions\n", "\n", "To ensure that you can replicate this case study, it is essential to use specific versions of the required packages. Below is a list of the packages along with their respective versions needed for running the case studies effectively.\n", "\n", "To install all the required packages, you can create a `requirements.txt` file with the following content:\n", "\n", "```\n", "sysidentpy==0.4.0\n", "pandas==2.2.2\n", "numpy==1.26.0\n", "matplotlib==3.8.4\n", "scikit-learn==1.4.2\n", "```\n", "\n", "Then, install the packages using:\n", "```\n", "pip install -r requirements.txt\n", "```\n", "\n", "- Ensure that you use a virtual environment to avoid conflicts between package versions.\n", "- Versions specified are based on compatibility with the code examples provided. If you are using different versions, some adjustments in the code might be necessary.\n", "\n", "### SysIdentPy Configuration\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.preprocessing import MaxAbsScaler, MinMaxScaler\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.parameter_estimation import LeastSquares\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.utils.plotting import plot_results\n", "\n", "df = pd.read_csv(\n", " \"https://raw.githubusercontent.com/wilsonrljr/sysidentpy-data/refs/heads/main/datasets/bouc_wen/boucwen_histeretic_system.csv\"\n", ")\n", "scaler_x = MaxAbsScaler()\n", "scaler_y = MaxAbsScaler()\n", "\n", "init = 400\n", "x_train = df[[\"E\", \"v\"]].iloc[init : df.shape[0] // 2, :]\n", "x_train[\"sign_v\"] = np.sign(df[\"v\"])\n", "x_train = scaler_x.fit_transform(x_train)\n", "\n", "x_test = df[[\"E\", \"v\"]].iloc[df.shape[0] // 2 + 1 : df.shape[0] - init, :]\n", "x_test[\"sign_v\"] = np.sign(df[\"v\"])\n", "x_test = scaler_x.transform(x_test)\n", "\n", "y_train = df[[\"f\"]].iloc[init : df.shape[0] // 2, :].values.reshape(-1, 1)\n", "y_train = scaler_y.fit_transform(y_train)\n", "\n", "y_test = (\n", " df[[\"f\"]].iloc[df.shape[0] // 2 + 1 : df.shape[0] - init, :].values.reshape(-1, 1)\n", ")\n", "y_test = scaler_y.transform(y_test)\n", "\n", "# Plotting the data\n", "plt.figure(figsize=(10, 8))\n", "plt.suptitle(\"Identification (training) data\", fontsize=16)\n", "\n", "plt.subplot(221)\n", "plt.plot(y_train, \"k\")\n", "plt.ylabel(\"Force - Output\")\n", "plt.xlabel(\"Samples\")\n", "plt.title(\"y\")\n", "plt.grid()\n", "plt.axis([0, 1500, -1.5, 1.5])\n", "\n", "plt.subplot(222)\n", "plt.plot(x_train[:, 0], \"k\")\n", "plt.ylabel(\"Control Voltage\")\n", "plt.xlabel(\"Samples\")\n", "plt.title(\"x_1\")\n", "plt.grid()\n", "plt.axis([0, 1500, 0, 1])\n", "\n", "plt.subplot(223)\n", "plt.plot(x_train[:, 1], \"k\")\n", "plt.ylabel(\"Velocity\")\n", "plt.xlabel(\"Samples\")\n", "plt.title(\"x_2\")\n", "plt.grid()\n", "plt.axis([0, 1500, -1.5, 1.5])\n", "\n", "plt.subplot(224)\n", "plt.plot(x_train[:, 2], \"k\")\n", "plt.ylabel(\"sign(Velocity)\")\n", "plt.xlabel(\"Samples\")\n", "plt.title(\"x_3\")\n", "plt.grid()\n", "plt.axis([0, 1500, -1.5, 1.5])\n", "\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check how is the histeretic behavior considering each input:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y - Force')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(x_train[:, 0], y_train)\n", "plt.xlabel(\"x1 - Voltage\")\n", "plt.ylabel(\"y - Force\")\n", "\n", "plt.figure()\n", "plt.plot(x_train[:, 1], y_train)\n", "plt.xlabel(\"x2 - Velocity\")\n", "plt.ylabel(\"y - Force\")\n", "\n", "plt.figure()\n", "plt.plot(x_train[:, 2], y_train)\n", "plt.xlabel(\"u3 - sign(Velocity)\")\n", "plt.ylabel(\"y - Force\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can just build a NARX model:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.04510435472905795\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=3)\n", "model = FROLS(\n", " xlag=[[1], [1], [1]],\n", " ylag=1,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " info_criteria=\"aic\",\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag :, :])\n", "rrse = root_relative_squared_error(y_test[model.max_lag :], yhat[model.max_lag :])\n", "print(rrse)\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=\"FROLS: sign(v) and MaxAbsScaler\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we remove the `sign(v)` input and try to build a NARX model using the same configuration, the model diverge, as can be seen in the following figure:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\narmax_base.py:724: RuntimeWarning: overflow encountered in power\n", " regressor_value[j] = np.prod(np.power(raw_regressor, model_exponent))\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\metrics\\_regression.py:216: RuntimeWarning: overflow encountered in square\n", " numerator = np.sum(np.square((yhat - y)))\n" ] }, { "data": { "image/png": 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BwebYsWOuORgn7GdH2rRp4/TvwNSpU7M8+5JZmJswYYIV6HOjZcuW1hcmzkJLXt15551GknnppZcyrLvyrN7bb7/tdPsLFy6YUqVKGUmmT58+Tss888wzVj15DXN+fn5OP/T/+eefVsj96KOPHNbZg7MkM3fu3AzbpqWlmbZt21plchvm6tataySZjz/+OFfbZRbm8tveK8NcnTp1nP59+uqrr6wyV//+HDhwwFq3devWTNvfqVMnI8k8+OCDTtd//PHHViCNj4/PtB77lzaZBT4gO4yZAzzE6dOnM31kNW5l4sSJKl++vMqXL68yZcqoePHiuvfee3Xs2DFrfaNGjTJs99dff0mSSpYsKS+vnP+psN9W2xjjktvz165dW2vWrFGTJk0kXR6bsXjxYj333HO64447VLp0aUVGRjrcXv9qq1evljHGZberv//++xUSEqJ169bpwIEDki4PmP/ss8/k5eVl3d0zPxo3bqyyZcsqMTHRGi92talTp6pq1ao6ffq0oqKiNGLECP38888KCgrS/Pnz5ePjk2n99puc2G96YhcUFGTdXS4nN0J5+umnnY5R+9e//qXbb79d0uXxJ1fWb389nTx5Mtv67fL7OpgxY4aky2M7b7nllhzvNzt33nmnJOmnn35SWlpajrez9+3w4cMzfZ7uvfdeBQcH6+zZs5nO49inTx/dcMMNuWx1zvzyyy/WXJTPPfec078DAwcOVKVKlXJdd2hoqCTpzJkzOe63ffv2WTceevXVV116S3v785jZjY2ky38LBw0a5HTd999/b/29e+GFF5yWeeaZZ+Tv75+vdnbv3l116tTJsLxMmTK67bbbJF1+3q706aefSro8xqx3794ZtvXy8tJzzz2X5zbZn8vc/D5nxZXtjY6Odvr36Y477pCvr68kadeuXQ7rTpw4Yf2/TJkymdZt/9u5ePFinT9/PsP6uXPnSrr8exwUFJRpPaVLl86wXyA3CHOAhzCXz6Q7fdx8882ZbpeYmGiFvrNnz1qD8EuWLKkNGzYoOjq6kI4g72655RZt3rxZW7Zs0YsvvqjOnTurfPnyki7fSGTNmjW677771L9//2xvMuAKxYsXV8+ePWWMsW6E8sknnygpKUkdO3bM8YfbS5cuaerUqerYsaMqVqwoPz8/h0ne//zzT0mX75DpTEhIiObPny9vb2999913+t///idJmjJliqpVq5bpfvfv369169bJZrNlCHOSrDC6YMEChzndnGnXrl226668u2Tx4sXVvn17SVLnzp31wgsvaNOmTbp06VKW+5Hy/jo4cuSI9UHp7rvvznY/Vzt9+rTGjh2r2267TaVLl5a3t7f1HN14442SLt8o5Z9//slRfcePH9eRI0ckSY888oj1ZcvVjwoVKighIcE6BmdatGiR6+PJKfvz5u3trVatWjkt4+XlpcjIyFzX3b59e/n7+2vHjh1q1aqVPvzwwww3n7najz/+KEkqVqyY7rjjjlzv8+eff9aQIUPUoEEDBQcHy8vLy3oehwwZIinz3zVJatKkiRUArmbvq8qVK6tGjRpOy4SEhOjWW2/Ndbuv1KxZs0zXVaxYUZIyfIm2fft2SZfvxpvZzXFatGghb++8TT181113SbocVh999FF99913io+Pz1Ndkmvbm1l/eXt7W0Ht6v668uZPpUqVyrTu++67T0FBQbpw4YIWLVrksO706dP6/vvvJSnbOeTs+8jNTaeAKxHmgOvc2LFjrdCXmJiozZs36+6779Y///yjfv36ZfptoP3bwn/++Ufp6ek53t+Vd07M6o0wLxo3bqwXXnhBS5cu1cmTJ3Xo0CFNnDjROhs4a9Ysvfvuuy7dZ2bsd+6cM2eO0tPTrVCX3QTsdn/++acaN26sxx57TMuXL9fJkyfl5eWlsLAwlStXTuXKlbPOhCQmJmZaT7NmzTRs2DDr5x49ejj9NvtKM2bMkDFGLVq0cBr6/vWvf6lSpUo6f/689S15ZrIKrvZ19lBq98EHH6hhw4Y6c+aMXnrpJTVv3lxBQUFq2bKl3njjjWzP6Ob2dXDlPIzh4eFZ1n21n376SXXq1NH48eO1ceNG/f3339ad9cqVK+cwwXNWz9OVrvydO3v2bJZn3e2/e5mF6rJly+bqeHLD/ryFhYXJz88v03J5OTNYvXp1ffDBBwoMDNRPP/2kAQMGqFq1aipbtqx69OihL7/8MsMXM/bnMSwsLNdzCf7vf/9To0aNNGXKFO3atUsJCQkKCQmxfteCg4MlZf0cZtXX9r7K7ouc/J5FzeoMjz3cXH2lhj0k2MOeM35+fnmerPzpp5/Wv//9b6WkpOj999/XHXfcodDQUNWvX19PP/10lvOYOuPK9ualv668g2pWr/sSJUpYd6O0n4Wzmz9/vtLS0lS+fHl16NAhyzbazxxmdudWIDuEOaAIKVGihJo0aaLFixerffv22rdvn3r37u30bJb9jMOlS5eyvG331Xbs2CHp8mVxef2mN6ciIiIUHR2tNWvWWG+IH3zwQYHu065p06a68cYbdezYMb377rv68ccfVapUKd1zzz052v6pp57Srl27VLp0ac2YMUMnT57UhQsXdObMGWuSd/uHmazONp47d84hcG3fvt06m+NMWlqaNa/g+vXrHc4E2h/FihXT8ePHJRXMnHNVqlTR9u3b9d133+mJJ57QrbfeqvT0dG3YsEEjR45UjRo1tHLlyhzXl93rIK+36k9NTdWDDz6oc+fO6eabb9aSJUsUHx+v8+fP6/Tp0zp16pQ2btxolc/pWeErLyvcs2dPlmfd7Y/Mbu1frFixPB3btaB37946cuSIpk6dqh49eqhy5co6c+aMFi5cqHvvvVdt2rRxOMOT1+dxz549evLJJ60pQzZv3qyLFy/qn3/+sX7XJk+eLCnr59CT+1rKe/9lx8fHR5988ol27typF154Qe3atVOJEiX066+/auLEibrppps0adKkXNdbUO3Njv2LTEnZnm23n3VbvXq1NXRB+r9w16tXr2xfN/Yvr67cL5AbhLlrzNq1a3X33XerYsWKstlsWY4DcubixYvq16+f6tevL29vb917771Oy7377rvW3C21a9fWnDlzMq1zwYIFstlsmdYFz+Pl5aUpU6bI29tbq1evdhjTZGe/FE5ShktIMnPo0CErzGV1+Z2r3XjjjWrZsqUk5fpb4Pzo37+/JGnEiBGSLr9xZ/VNrl1KSoo+//xzSZfPGPTv39+6XNAuLS0t0/nhrjRw4EAdPXpUlSpVUunSpbVv374sJ21funRprsZmrFu3Tvv27ct0vT30ZbXO2RkNLy8vderUSW+99Za2bt2qv//+W/PmzVOVKlX0zz//qFevXjm69PJKmb0OruzbzC5XdOann37SkSNHVKxYMX3zzTe64447MnzTf+VZv5zKa3sKm/15O3v2bJbPRVavgeyUKlVKgwYN0oIFC3T06FHt379fzzzzjGw2m9atW+cw55q9386ePZvjs6CS9NlnnyktLU1169bVggULnF4umZfn8Ur2vsquL/LTV3llv5wwq9/75OTkHP29yUrDhg314osvasWKFTp37px++OEHtW7dWmlpaXr66af1888/X1PtzW7/UsZLMK8WGRmpypUrKz093ZpkfPfu3dalotldYnnlPrIanwdkhTB3jUlMTFTDhg3zfKlYWlqaihcvrieeeEL/+te/nJaZMmWKRo8erXHjxum3337Tiy++qMcff1xff/11hrKHDx/WiBEjMh0vAc9Vs2ZN63K85557TqmpqQ7rmzVrZt0o4t13383RG+fLL79sfbP92GOPubjFWQsMDJSU9WUxrtanTx95e3tbH3RzeonlmTNnrEtqMrsZx/r167O97Ob999+3broyd+5c6yza7NmzNX/+fKfb2Mvcd999On/+fJYP+41x7DcPcWbVqlXZrmvcuHGWxyFdvhyqV69eVvtOnz6d4cYEOeHsdVClShXr8jdnf+cyY/+mvUyZMplePvfDDz/kuo0RERF5ak9hsz9vqampWrdundMy6enpWr16tcv2Wb16dcXExKhXr16SpOXLl1vr7DfUSUtLy9Vk7fbnsWHDhpnezCkvz+OV7H117Ngx66ZIV4uPj8/0RjYFyf57vGbNmkzLbNiwIcN7QH54e3urffv2+vbbb+Xn5ydjTI772B3tvVLNmjWtq0oOHjyYZVmbzaaHHnpI0v+djbP/26BBA6cTjl/p/Pnz1ntr3bp189VuFF2EuWvMHXfcoZdfftm6m9zVkpOTNWLECFWqVEkBAQFq1qyZwxtpQECApkyZooEDB2b4pt9u7ty5GjRokHr06KFq1aqpZ8+eevTRRzVhwgSHcmlpaerdu7defPHFLG+mAM/1zDPPyMvLSwcPHrTGfF3pjTfekJeXl86ePasePXrowoULmdb14YcfWh/67WeHXWHlypVZ3q1Tuvxtt/2DgrM7cxaUcuXK6b///a+io6P14osv5vguicHBwdYlRM6+rU5NTdWzzz6bZR32S8ckadSoUWrbtq26du1q3chh8ODBGW4ocfr0aX3zzTeSLo+tCwwMzPLxwAMPSLocDjO74+DEiROdhs5Vq1Zpw4YN1r7ssjvbduWd56784J3f18Ejjzwi6fLll/azx9mx3y3RPn7tan/88YfefvvtHNV1tYEDB0q6/HuTXXtccVfYvGjQoIH1AfOVV15xOnZ2xowZWd40JDPJyclZrre/Dq58DdSoUUOtW7eWJI0ZMybHN9mwP4+7du1yehnl0qVL8x1IO3TooJIlS0qSXnrpJadlXn/99Sz/hhaU7t27S7r85ezHH3+cYb0xRq+++mqe68/qufTz87MuM8zpXZELur3ZCQwMtP5+bN68Odvy9rNvu3fv1tatW60zdDk5K7d161alp6fL29u7QG9mhOsbYc7DDB06VD/99JMWLFigX375RQ888IA6d+6c5WVQV0tOTs5we+TixYtr8+bNDh+Wxo8fr7Jly1ofgnD9qVOnju6//35Jl8+qXf1Bu3379oqJiZF0+cN0o0aN9OmnnzrcjGHHjh3q37+/9eG0cePG2Z5ZTkpK0tmzZ7N82NsycuRIVatWTc8884zWr1/v8GHo77//1gcffKCWLVtat4Z2dnfOyMhI2Ww2RURE5LKHsjd06FBNnDgx09uROxMYGGi9cQ8fPlwrV660Pij/+uuv6tKli7Zu3ZrpTR6Sk5P14IMPKikpSc2aNdP48eOtdZMmTVK9evUUHx+vXr16OXx7PWfOHKWmpqp48eLWHeiy8u9//1vS5VuOL1myxGmZkydP6s4777Qua0xNTdVnn31mfSBr1KiR9RqTLt+RsEGDBvrvf/+rPXv2WMdtjNGPP/5ondG94YYb1KBBA2u7/L4ORowYoZo1ayo5OVnt27fX+++/7xAGDhw4oPHjx2vixInWspYtWyogIEDGGP373//W3r17JV3+omvZsmXW6yovoqOjVb9+fV28eFFt27bV//73P2s6EOnyWMilS5eqb9+++b4ywj4WMrNxd1l55ZVXJF0O57169bKC28WLFzV16lQNHTrUujV9bgwdOlT//ve/tWjRIocb5CQkJGjq1KnWpf/2KQPs3nrrLfn7+2vfvn1q0aKFvvvuO+t9Ky0tTVu2bNHgwYMdzgJ17txZkvTbb7/p8ccft8JxYmKipk2bpu7du+d7vFLx4sX1/PPPS7r85ceTTz5pPZ/x8fF66aWX9Oqrr+apr/KrVatW1k04Bg4cqFmzZlkB7I8//lDv3r21bt06lShRIk/1h4eHa/To0dq4caNDsNu/f7969+6tpKQk67Lqa6G9OWG/Q+umTZuyLVunTh3rzOxjjz2mY8eOqVixYtbZ5azY62/UqJF1VQGQawU6ix3yRZL54osvrJ+PHDliihUrZo4fP+5Qrn379mb06NEZto+KijJdu3bNsHz06NGmfPnyZuvWrSY9Pd1s2bLFlCtXzmES33Xr1plKlSqZM2fOZFkXCtaVk4bnln277Cbo3r59u1X2f//7n9Mys2fPNqGhoVY5m81mSpYsaXx9fa1lkkyvXr1MQkJCtm3KycP+2m/evLnDcpvNZkJCQkyJEiUclvv6+pq33nrL6X5dPWl4TmU1afjWrVtNQECA1X4/Pz9rUmxvb28zZ86cTCfV/c9//mMkmaCgIHPgwIEMdf/666/WxN9jxoyxltepU8dIMt26dcvxMTRq1MhIMvfee6+17MrJsBcvXmx8fHyMJBMSEmL8/PysdVWqVDEHDx50qO/KbSUZHx8fU7p0aePt7e0wEfbatWsdtnPF6+DAgQPWJNiSjJeXlylVqpRDHcOGDXPYZsqUKQ71BwYGWpMzh4WFOUw+fOjQoUyP1Znjx487HJfNZjOhoaEmODjYYZ81atTIsK193apVqzJ55jKWze3r1+7ZZ591aE/JkiWt56tVq1Zm9OjRRrmcNPzKibjt/Xrl3xhJpmXLlk7/nixbtsyEhIRkeA3ZX4dXv3caY0zPnj0d6g4NDTXFihUzksytt95q3nnnnUx/VzM7hqulpaWZPn36OLy+SpYsae2nZ8+eWdaVk0nDs5rQO6u6T548af3+2/vM3t9eXl5m+vTppkqVKkaSmT9/fpbHebUr+9V+zPbfEfvr+r///W+ujik/7b1y0vCrfydzuv8dO3YY6fKE33Fxcdn2wdtvv+3QD506dcp2G2OMue2224wk8+abb+aoPOAMZ+Y8yK5du5SWlqZatWo5XAq1Zs2aTK/Rd+b555/XHXfcoebNm8vHx0ddu3a15pXy8vLS+fPn1adPH73//vt5vlUxPMctt9yiLl26SLo8Ea+zS+b69u2rgwcP6o033lDbtm1Vvnx5JSYmqkSJEqpXr56GDh2qLVu2aN68ebm+ZXh2Vq1apW+++UbDhw9Xq1atVK5cOV24cEEpKSkKCwvT7bffrmeffVZ79uzRE0884dJ9F6Rbb71Vmzdv1r///W+FhYUpPT1dQUFB+ve//60ff/zR6fxvkvTNN9/onXfekSS99957Ti+BvvLuca+99pp1yWNsbKyk/zvjlhP2st98843TSw27du2qH3/8Ud26dZO/v7+MMapataqio6O1c+dOVa1a1aF8kyZNtHDhQj322GO69dZbFRYWpvj4ePn7++vmm2/WyJEjtWfPngxno1zxOqhWrZp27Nih9957T5GRkSpZsqTOnz+v0NBQ3XbbbXrppZf01FNPOWwzePBgffvtt4qMjFRgYKBSU1NVqVIl/ec//9HPP/+cr8uJK1asqPXr12v+/Pm65557VKFCBSUlJenSpUuKiIjQ3XffrTfffFNr167N8z6uvOFG8+bN81THyy+/rG+++Ubt2rVTcHCwkpOTVbduXb322mtasWJFpnOvZeX555/X22+/rfvuu0916tSRt7e3EhISVLZsWXXo0EEzZszQ6tWrnf496dixo/bt26dnn31Wt9xyi4oXL67ExERVqlRJnTp10rRp0zLcgGnevHl688031aBBA/n5+SktLU3169dXTEyMNmzY4JKzIl5eXpozZ47mzJmj5s2bq3jx4kpNTVWjRo00depUp5cMFpby5ctry5Ytev7551W7dm15eXnJ29tbXbp00cqVKzVw4EDFxcVJUq7PHn7//fcaPXq0WrVqpcqVK1tnzWvUqKH+/ftry5Yt1iXh10J7c+Lmm29W06ZNdeHCBetmVVl58MEH5ePjY/2ck0ssDx48qJ9++knFixfPUXkgMzZjCmGGXeSJzWbTF198Yd1F8pNPPlHv3r3122+/ZbjVbWBgYIYxcv369dO5c+cyvSNmSkqKTp8+rQoVKmj69OkaNWqUzp07p19++UW33HKLwz7sl0J5eXnp999/V/Xq1V13oACAAvHRRx+pT58+qlatmmJjYx0+cAJ2+/btU61atSRJR48eVeXKld3coqwVRnvnzJmjqKgotW3bNldTpeTU+PHjNXbsWPXv3z/Lm0wB2SnYSaDgUrfccovS0tL0559/uuTukj4+PtYEpgsWLNBdd90lLy8v1alTJ8Nd5J577jmdP39eb7311jX/Rx4AcJn9Q+i4ceMIcsiUfWz0jTfe6BHv8YXR3t69e2vChAlatWqVNm/erKZNm7qs7sTERL3zzjvy8/PT2LFjXVYviiYus7zGJCQkaOfOndq5c6eky/N27dy5U0ePHlWtWrXUu3dv9e3bV59//rkOHTqkzZs3KyYmRt9++61Vx+7du7Vz5079/fffiouLc6hPkvbu3auPPvpI+/bt0+bNm9WzZ0/9+uuv1t2h/P39Va9ePYdHaGiogoKCVK9evTxdUgMAKHyrVq3STTfdZE1DgqIpNjZWAwYM0Nq1a62bBNmX9+/f37qb8TPPPOOuJjq4FtpbrFgxvf7665LkMN+hK/zvf//T2bNn9cQTTyg8PNyldaPo4TLLa8zq1avVtm3bDMujoqI0a9YspaSk6OWXX9acOXN0/PhxhYWFqXnz5nrxxRetsRsRERFOJ6K1P9V79uxRr1699Pvvv8vHx0dt27bVhAkTVLt27Uzbld0lmwAA4Nq0c+dOh6lTQkJClJKS4nBn4ieeeEJvvfWWO5qXwbXU3jfffFNxcXGKjo522R0n7XevffLJJ62pM4C8IswBAABcx86fP6/p06frhx9+0O+//64///xTqampKlu2rG677TY9+uijat++vbubafG09gLuRJgDAAAAAA/EmDkAAAAA8EDczfIakZ6erhMnTigoKEg2m83dzQEAAADgJsYYnT9/XhUrVpSXV+bn3whz14gTJ054xO2AAQAAABSOY8eOWVOJOUOYu0YEBQVJuvyEBQcHu7k1AAAAANwlPj5elStXtjJCZghz1wj7pZXBwcGEOQAAAADZDr/iBigAAAAA4IEIcwAAAADggQhzAAAAAOCBCHMAAAAA4IEIcwAAAADggQhzAAAAAOCBCHMAAAAA4IEIcwAAAADggQhzAAAAAOCBCHMAAAAA4IEIcwAAAADggQhzAAAAAOCBimSY27Jli7p06aLQ0FAFBASoefPmWrhwYa7qSE5O1vjx41WzZk35+/urYsWKevTRR/Xnn38WUKsBAAAA4P94u7sBhW3VqlXq1KmT/P391bNnTwUFBWnRokXq0aOHjh07pujo6GzrSE9PV9euXbVs2TI1b95c3bp10759+/TBBx9oxYoV2rhxo8qUKVMIR+N6l1LTNXPDQS379ZROxiUpOSVdaUYqZpN8i3npUprzn71kZLPZclSWbdmWbdmWbdmWbdmWbdn2Wtq2WLFiCvL30e3VS+u5u25Scd9i7v5YniM2Y4xxdyMKS2pqqurUqaM//vhDGzdu1M033yxJiouLU9OmTXX48GHt3btX4eHhWdYzc+ZMPfzww3rwwQc1b9482Ww2SdLUqVP12GOP6dFHH9W0adNy1bb4+HiFhIQoLi5OwcHBeTq+/IpZslvT1h7SfV7r9LLPB/JWumwyKqZ0pV3+FcnyZ0k5LlvUt02Vt55NeURfpLdywzMNAACArHS4saze79vEbfvPaTYoUpdZrly5UgcOHFCvXr2sICdJISEhGjNmjC5duqTZs2dnW8/7778vSYqJibGCnCQNGjRI1apV07x583ThwgWXt78g2YOcJA30/lYBthT52dLka0u//O2FLT3bn3NTtqhvW8J2SQO9v3Xzsw4AAABnlu/+UwPnbHF3M7JVpMLc6tWrJUkdO3bMsK5Tp06SpDVr1mRZx8WLF7Vp0ybVrl07wxk8m82mDh06KDExUVu3bnVNowvBpdR0bVn7nYZ5LdS0Ym+oju2ou5tUJNS1HdXMYjEa5rVQjfS7u5sDAACAKyzf/acuXEpzdzOyVKTC3L59+yRJNWvWzLCufPnyCgwMtMpk5sCBA0pPT3dax5V1Z1dPcnKy4uPjHR7uMvenw/rc/0U95btYnXx2yMuW/TbIP5tNauuzS0/5Ltbn/i+6uzkAAAC4yqtLdru7CVkqUmEuLi5O0uXLKp0JDg62yuSnjivLZSYmJkYhISHWo3LlylmWL0hH/k7SnNR/qeiMnry2GCPNSf2Xu5sBAACAqxz+K8ndTchSkQpz15LRo0crLi7Oehw7dsxtbQkvVUIvpD6sYSlD3NaGomxYyhC9kPqwu5sBAACAq0SULuHuJmSpSIU5+9m0zM6a2e8ak986riyXGT8/PwUHBzs83KXPbRFu2zcAAABwrRrT5UZ3NyFLRSrMZTWe7dSpU0pISMh0LJxdtWrV5OXllemYuKzG5V2rfL29NKh1VR1KL680c/myPx4F+5Au/5tubDqUXt69LwAAAABk0OHGstf8fHNFatLwNm3aKCYmRt9//7169uzpsG7ZsmVWmawUL15cTZs21caNG3XkyBGHO1oaY7R8+XIFBASocePGrj+AAjS6y42KkdRgbUVJ6ZIkHyXLR5ck2SQZlVCykuTn9GcfpUiSUuSTbdmivu3nvuNU2RavBy89o12mhhJ1bZ++BwAAKGrcPc9cThWpMNe+fXtVq1ZNH3/8sZ544gmHScNfffVV+fr6qm/fvlb5kydPKi4uThUqVHC4bPLRRx/Vxo0bNXr0aIdJw6dNm6aDBw/q0UcfVfHixQv12FxhdJcbFd2xjmZuOKhlv57SybgkJaekK81IxWxScjEvpaU5/zlVRjabLUdli/q2NvlLipe3X6D8bEEKKualS1eU9c3iZ6+r9ptVWbZlW7ZlW7ZlW7ZlW7bN2bbFihVTkL+Pbq9eWs/dddM1f0bOzmZM0bqH4apVq9SpUyf5+/urZ8+eCgoK0qJFi3TkyBFNnDhR0dHRVtl+/fpp9uzZmjlzpvr162ctT09PV5cuXbRs2TI1b95cbdq00f79+/X5558rIiJCmzZtUpkyZXLVrpzO8o7rwJsNpHNHpAErpBs86wwuAAAACl5Os0GRGjMnSW3bttX69evVokULffLJJ5oyZYrKlSunBQsWOAS5rHh5eenLL7/UuHHjdObMGf33v//Vhg0b9Mgjj+inn37KdZBDEVW0vkcBAACAixW5M3PXKs7MFSH2M3OP/CBVvvavxQYAAEDh4swccK36/2MsAQAAgPwgzAFuw0lxAAAA5B1hDgAAAAA8EGEOKHRcZgkAAID8I8wBAAAAgAcizAHuwo1kAQAAkA+EOQAAAADwQIQ5oLAxNQEAAABcgDAHAAAAAB6IMAe4DWPmAAAAkHeEOQAAAADwQIQ5oNAxZg4AAAD5R5gDAAAAAA9EmAPchXnmAAAAkA+EOQAAAADwQIQ5oLAxzxwAAABcgDAHuA2XWQIAACDvCHMAAAAA4IEIc0Ch4zJLAAAA5B9hDgAAAAA8EGEOcBemJgAAAEA+EOYAAAAAwAMR5oDCxtQEAAAAcAHCHAAAAAB4IMIc4DaMmQMAAEDeEeYAAAAAwAMR5oBCx5g5AAAA5B9hDnAXpiYAAABAPhDmAAAAAMADEeaAwsbUBAAAAHABwhwAAAAAeCDCHOA2jJkDAABA3hHmAAAAAMADEeaAQseYOQAAAOQfYQ4AAAAAPBBhDnAX5pkDAABAPhDmAAAAAMADEeaAwsY8cwAAAHABwhwAAAAAeCDCHOA2jJkDAABA3hHmAAAAAMADEeaAQseYOQAAAOQfYQ5wF6YmAAAAQD4Q5gAAAADAAxHmgMLG1AQAAABwAcIcAAAAAHggwhzgNoyZAwAAQN4R5gAAAADAAxW5MBcfH6/hw4crPDxcfn5+ioiI0NNPP62EhIRc1WOz2TJ99OvXr2Aaj+sEY+YAAACQf97ubkBhSkxMVJs2bbRz50517NhRDz74oHbs2KGJEydqzZo1Wrt2rfz9/XNcX3h4uNPgdvPNN7uu0QAAAADgRJEKc6+//rp27typUaNG6bXXXrOWP/PMM5owYYL++9//avTo0TmuLyIiQuPGjSuAlqJIYJ45AAAA5EORuczSGKMPPvhAgYGBev755x3WPf/88woMDNQHH3zgptYBAAAAQO4UmTNz+/bt04kTJ9SpUycFBAQ4rAsICFCLFi20bNkyHTt2TJUrV85RnefOndP06dN19uxZlSpVSi1atFD9+vVztG1ycrKSk5Otn+Pj43N+MPBsDJkDAACACxSpMCdJNWvWdLq+Zs2aWrZsmfbt25fjMPfzzz9r0KBBDss6d+6s2bNnq2zZslluGxMToxdffDFH+wEAAACAqxWZyyzj4uIkSSEhIU7XBwcHO5TLTnR0tH788UedPXtW8fHx+vHHH3XHHXfou+++01133aW0tLQstx89erTi4uKsx7Fjx3JxNLg+MGYOAAAAeedxZ+aio6MdLk/MzrBhwzI9G5cfEydOdPj5tttu0zfffKN27dppzZo1+vLLL3X//fdnur2fn5/8/Pxc3i54Aq6zBAAAQP55XJibNm2aEhMTc1y+e/fuqlmzpnVGLrMzb/Yxa5mducsJLy8vDRw4UGvWrNGGDRuyDHMAAAAAkB8eF+ZyO7m3nf3snH3s3NWyG1OXU2FhYZKUq8CJIoqrLAEAAJAPRWbMXM2aNVWxYkVt2LAhQ9BKTEzUhg0bVLVq1Rzf/CQzmzZtknR5DjoAAAAAKChFJszZbDYNGDBACQkJeumllxzWvfTSS0pISNDAgQMdliclJSk2NlZHjx51WL5r1y6lpKRk2MePP/6oCRMmyMfHRw888IDrDwLXBxtj5gAAAJB/HneZZX6MHDlSX375pSZMmKAdO3aoUaNG2r59u77//ns1adJETz75pEP5zZs3q23btmrTpo1Wr15tLZ80aZK+/fZbtWzZUpUrV5aPj49+++03ff/997LZbHr33XdVvXr1wj04AAAAAEVKkQpzAQEBWrNmjcaNG6dFixZp1apVqlChgqKjozV27FgVL148R/V07dpV586d088//6zly5fr0qVLKl++vHr27Kknn3xSTZs2LeAjwfWBQXMAAADIO5sxhk+U14D4+HiFhIQoLi7OmvMO16lpraWTP0u9P5NqdnB3awAAAHCNyWk2KDJj5oBrB2PmAAAAkH+EOQAAAADwQIQ5wF24whkAAAD5QJgDAAAAAA9EmAMKG/PMAQAAwAUIc4DbcJklAAAA8o4wBwAAAAAeiDAHFDouswQAAED+EeYAAAAAwAMR5gB3YWoCAAAA5ANhDgAAAAA8EGEOKGxMTQAAAAAXIMwBAAAAgAcizAFuw5g5AAAA5B1hDgAAAAA8EGEOKHSMmQMAAED+EeYAAAAAwAMR5gB3YZ45AAAA5ANhDihsTE0AAAAAFyDMAQAAAIAHIswBbsNllgAAAMg7whwAAAAAeCDCHFDoGDMHAACA/CPMAQAAAIAHIswB7sLUBAAAAMgHwhwAAAAAeCDCHFDYmGcOAAAALkCYAwAAAAAPRJgD3IYxcwAAAMg7whwAAAAAeCDCHFDoGDMHAACA/CPMAQAAAIAHIswB7sI8cwAAAMgHwhxQ2JiaAAAAAC5AmAMAAAAAD0SYA9yGyywBAACQd4Q5AAAAAPBAhDmg0DFmDgAAAPlHmAMAAAAAD0SYA9yFqQkAAACQD4Q5AAAAAPBAhDmgsDHPHAAAAFyAMAcAAAAAHogwB7gNY+YAAACQd4Q5oNBxmSUAAADyjzAHAAAAAB6IMAe4C1MTAAAAIB+KVJjbuXOnxowZo06dOqlMmTKy2WyKjIzMc31btmxRly5dFBoaqoCAADVv3lwLFy50XYMBAAAAIBPe7m5AYVq8eLFiYmLk6+urWrVq6ezZs3mua9WqVerUqZP8/f3Vs2dPBQUFadGiRerRo4eOHTum6OhoF7Yc1xWmJgAAAIALFKkzcw888IC2bdumhIQELV++PM/1pKamauDAgfLy8tLatWs1ffp0TZo0ST///LNq1aqlMWPG6MiRIy5sOQAAAAA4KlJh7qabblKjRo3k4+OTr3pWrlypAwcOqFevXrr55put5SEhIRozZowuXbqk2bNn57O1uP4xZg4AAAB5V6TCnKusXr1aktSxY8cM6zp16iRJWrNmTWE2CQAAAEARU6TGzLnKvn37JEk1a9bMsK58+fIKDAy0ymQmOTlZycnJ1s/x8fGubSQAAACA6xpn5vIgLi5O0uXLKp0JDg62ymQmJiZGISEh1qNy5coubycAAACA65fHnZmLjo52OKOVnWHDhjk9g+Zuo0eP1vDhw62f4+PjCXRFDfPMAQAAIB88LsxNmzZNiYmJOS7fvXt3l4c5+xm5zM6+xcfHq2TJklnW4efnJz8/P5e2CwAAAEDR4XFhLiEhwd1NsMLhvn37dOuttzqsO3XqlBISEtS0aVN3NA2egHnmAAAA4AKMmcuDNm3aSJK+//77DOuWLVvmUAYAAAAACgJhLgspKSmKjY3VgQMHHJa3b99e1apV08cff6ydO3day+Pi4vTqq6/K19dXffv2LeTWAgAAAChKPO4yy/yIjY3Va6+9Jkm6cOGCtaxfv35WmVmzZln/P378uOrWravw8HAdPnzYWu7t7a0PPvhAnTp1UuvWrdWzZ08FBQVp0aJFOnLkiCZOnKiIiIhCOCJ4Ji6zBAAAQP4VqTB36tQpzZ4922HZ6dOnHZZdGeay0rZtW61fv15jx47VJ598opSUFNWvX18TJkxQjx49XNlsAAAAAMigSIW5yMhImVzcDj4iIiLL8k2bNtXSpUtd0TQURUxNAAAAgHxgzBwAAAAAeCDCHFDYmJoAAAAALkCYAwAAAAAPRJgD3IYxcwAAAMg7whwAAAAAeCDCHFDoGDMHAACA/CPMAQAAAIAHIswB7sI8cwAAAMgHwhwAAAAAeCDCHFDYmGcOAAAALkCYAwAAAAAPRJgD3IYxcwAAAMg7whxQ6LjMEgAAAPlHmAMAAAAAD0SYA9yFqQkAAACQD4Q5AAAAAPBAhDmgsDE1AQAAAFyAMAcAAAAAHogwB7gNY+YAAACQd4Q5AAAAAPBAhDmg0DFmDgAAAPlHmAMAAAAAD0SYA9yFeeYAAACQD4Q5oLAxNQEAAABcgDAHAAAAAB6IMAe4DZdZAgAAIO8IcwAAAADggQhzQKFjzBwAAADyjzAHAAAAAB6IMAe4C1MTAAAAIB8IcwAAAADggQhzQGFjnjkAAAC4AGEOAAAAADwQYQ5wG8bMAQAAIO8IcwAAAADggQhzQKFjzBwAAADyjzAHAAAAAB6IMAe4C/PMAQAAIB8Ic0BhY2oCAAAAuABhDgAAAAA8EGEOcBsuswQAAEDeEeYAAAAAwAMR5oBCx5g5AAAA5B9hDgAAAAA8EGEOcBemJgAAAEA+EOYAAAAAwAMR5oDCxjxzAAAAcAHCHAAAAAB4oCIV5nbu3KkxY8aoU6dOKlOmjGw2myIjI/NUV0REhGw2m9NHXutEUcOYOQAAAOSdt7sbUJgWL16smJgY+fr6qlatWjp79my+6gsJCdGTTz6ZYXlERES+6gUAAACA7BSpMPfAAw/onnvuUf369fXXX3+pQoUK+aovNDRU48aNc03jAAAAACAXilSYu+mmm9zdBAAAAABwiSIV5lwtOTlZs2bN0okTJxQcHKwmTZqoWbNm7m4WPAXzzAEAACAfCHP5cOrUKfXv399hWZMmTTR//nxVr149y22Tk5OVnJxs/RwfH18gbcQ1iKkJAAAA4AJF6m6WrtS/f3+tWLFCp0+fVmJionbs2KE+ffpoy5Ytat++vc6fP5/l9jExMQoJCbEelStXLqSWAwAAALgeeNyZuejoaIczWtkZNmyYatas6fJ2jB071uHnm2++WXPmzJEkzZ07V++//76GDx+e6fajR492WB8fH0+gK3K4zBIAAAB553Fhbtq0aUpMTMxx+e7duxdImMvMoEGDNHfuXG3YsCHLMOfn5yc/P79CaxcAAACA64vHhbmEhAR3NyFLYWFhkpSrwImihjFzAAAAyD/GzLnYpk2bJDFxOAAAAICCRZjLQkpKimJjY3XgwAGH5bGxsUpKSspQPjY2VqNGjZIk9erVq1DaCA/G1AQAAADIB5dcZjlhwgQNHz5cPj4+rqiuwMTGxuq1116TJF24cMFa1q9fP6vMrFmzrP8fP35cdevWVXh4uA4fPmwtX7BggSZPnqzWrVsrPDxcAQEB2rt3r5YsWaKUlBSNHj1arVu3LoxDAgAAAFBE5SnMpaeny8vr/07qjR49WjNmzNDkyZN15513uqxxrnbq1CnNnj3bYdnp06cdll0Z5jLTtm1b7dmzRzt27NC6deuUlJSksLAwdenSRUOGDFHHjh1d3XRcT5hnDgAAAC6Q68ssf/vtNzVr1sxh2cyZM3X+/Hndc8896tKli/bu3euyBrpSZGSkjDFZPq4UEREhY4zDWTlJatOmjT755BPt3btXcXFxSklJ0cmTJ7V48WKCHAAAAIBCkeMwl56erpdeekmNGzdWhw4dHNZFRUVp7969euqpp7RixQrVr19fI0aMUHx8vMsbDAAAAADIRZibMGGCJk2apM8//1yvvvpqhvWBgYGaOHGifvnlF7Vr106TJ09WrVq1NGPGDJc2GPB8XGYJAACA/MtxmKtYsaISEhK0fv16paenZ1qudu3aWrp0qRYvXqzAwEANGDBATZo00U8//eSSBgMAAAAAchHmoqKi9MMPP+iTTz5R27Ztsy1/zz33aPfu3XrllVe0Z88etWzZUn369NGJEyfy1WDgusHUBAAAAMiHXN0AJTIyUj///LMaNmyYaZnU1FRt27ZN7733nh599FHNmTNHFy5ckDFG8+bNU+3atTVp0qQMNxsBAAAAAORcrqcmCAgI0Ntvv+2wbP78+dq8ebM2bdqknTt3Kjk52Qpr5cqVU9euXXX77beratWqmjx5sp5++ml9/fXXWrx4sUJDQ11yIIDHYGoCAAAAuIBLJg3v3bu3JKlYsWKqX7++br/9dt1+++267bbbVLVqVYey3bp103vvvacnn3xSTz75ZI7mdQMAAAAAOHJJmHv55Zd12223qWnTpgoICMi2/JAhQ7R161Z9/fXXrtg94KG41BgAAAB555IwN2bMmFxvU6tWLf3999+u2D0AAAAAFDkuCXN50adPH5UrV85duwfciDFzAAAAyL9c3c3SlSpVqqT+/fu7a/cAAAAA4NHcFuaAIo/pOQAAAJAPhDmgsDE1AQAAAFyAMAcAAAAAHogwBwAAAAAeiDAHuA1j5gAAAJB3hRLm1q5dqx9//FHp6emFsTvgGseYOQAAAORfoYS5yMhItWrVSjVr1tS0adN06dKlwtgtAAAAAFy3CiXMtW7dWi1btlRcXJwee+wxRUREFMZugWsbUxMAAAAgH7wLYyerV6+2/v/rr79q/fr1hbFbAAAAALhuFUqYu1K9evVUr169wt4tcO1gnjkAAAC4gEsus7zjjjv0xRdfKC0tzRXVAQAAAACy4ZIwt2zZMnXv3l033HCDRo8erf3797uiWuA6x5g5AAAA5J1Lwtz+/fs1cuRIeXl5acKECapdu7bat2+vBQsWcOdKAAAAACgALglz1apVU0xMjI4ePaovvvhCXbp00dq1a9W7d29VrFhRw4cP1+7du12xK+A6wJg5AAAA5J9LpyYoVqyYunbtqq+//lpHjx7V+PHjFRoaqrfeekv169dXy5YtNXv2bF28eNGVuwUAAACAIqfA5pmrUKGCRo0apZiYGFWoUEHGGP344496+OGHdcMNN+iNN95Qenp6Qe0euPYxzxwAAADyoUDC3N69ezVy5EjdcMMN6tmzp/7++2/16dNHP/zwgyZMmKDAwEA988wzGjVqVEHsHri2MTUBAAAAXMBlYe7ixYuaO3eu2rRpo7p162rixIkqVaqUJk2apOPHj2v27Nlq166dRowYod9//10tWrTQnDlzXLV7AAAAAChSXDJp+NChQ/Xxxx8rLi5OPj4+6tGjhwYNGqQ2bdo4Le/n56dOnTppw4YNrtg9AAAAABQ5Lglz7733nqpXr67Ro0erf//+CgsLy3abyMhIvfDCC67YPeChGDMHAACAvHNJmFu+fLnat2+fq21atGihFi1auGL3gIdhzBwAAADyzyVj5nIb5AAAAAAA+VNgUxMAyAZTEwAAACAfCHMAAAAA4IEIc0BhY545AAAAuABhDgAAAAA8EGEOcBvGzAEAACDvCHNAoeMySwAAAOQfYQ4AAAAAPBBhDgAAAAA8EGEOcBfmmQMAAEA+EOaAwsbUBAAAAHABwhwAAAAAeCDCHOA2XGYJAACAvCPMAQAAAIAHIswBhY4xcwAAAMg/whwAAAAAeKAiE+ZSUlK0aNEiRUVFqW7dugoMDFRQUJCaNWumKVOmKC0tLdd1btmyRV26dFFoaKgCAgLUvHlzLVy4sABaj+sSUxMAAAAgH7zd3YDCcuDAAXXv3l2BgYFq37697rnnHsXFxenrr7/WkCFDtGTJEn311Vey5fC28atWrVKnTp3k7++vnj17KigoSIsWLVKPHj107NgxRUdHF/ARAQAAACjKbMYUjdMDx48f15dffqmoqCgFBARYyxMTExUZGamtW7dq4cKFeuCBB7KtKzU1VXXq1NEff/yhjRs36uabb5YkxcXFqWnTpjp8+LD27t2r8PDwHLcvPj5eISEhiouLU3BwcK6PDx7ky8elHR9J7cdKrYa7uzUAAAC4xuQ0GxSZyywrVaqkIUOGOAQ5SQoICNDw4Zc/UK9ZsyZHda1cuVIHDhxQr169rCAnSSEhIRozZowuXbqk2bNnu6ztAAAAAHC1IhPmsuLj4yNJ8vbO2VWnq1evliR17Ngxw7pOnTpJynkwRFFWJE6KAwAAoIAUmTFzWZkxY4Yk5+HMmX379kmSatasmWFd+fLlFRgYaJXJTHJyspKTk62f4+Pjc9pceDymJgAAAED+Ffkzc9OnT9fSpUvVrl07denSJUfbxMXFSbp8WaUzwcHBVpnMxMTEKCQkxHpUrlw5dw0HAAAAUKR53Jm56OhohzNa2Rk2bJjTM2iS9M0332jo0KEKDw/XRx995Kom5sjo0aOtsXrS5TNzBDoAAAAAOeVxYW7atGlKTEzMcfnu3bs7DXNLlixR9+7dVa5cOa1cuVIVKlTIcZ32M3KZnX2Lj49XyZIls6zDz89Pfn5+Od4nrkNF40ayAAAAKCAeF+YSEhLyXce3336rbt26KSwsTKtWrVK1atVytb09HO7bt0+33nqrw7pTp04pISFBTZs2zXc7cZ3K4VyGAAAAQFaK3Jg5e5ArVaqUVq1apRo1auS6jjZt2kiSvv/++wzrli1b5lAGAAAAAApCkQpzS5cuVbdu3VSyZEmtWrUq07F0dikpKYqNjdWBAwcclrdv317VqlXTxx9/rJ07d1rL4+Li9Oqrr8rX11d9+/YtiEPAdYXLLAEAAJB3HneZZV7FxsbqvvvuU3JysiIjIzV//vwMZSIiItSvXz/r5+PHj6tu3boKDw/X4cOHreXe3t764IMP1KlTJ7Vu3Vo9e/ZUUFCQFi1apCNHjmjixImKiIgo+IMCAAAAUGQVmTB36tQp6y6YCxYscFqmTZs2DmEuK23bttX69es1duxYffLJJ0pJSVH9+vU1YcIE9ejRw1XNxnWJMXMAAADIvyIT5iIjI2VyeffAiIiILLdp2rSpli5dmt+mAQAAAECuFakxc8A1hSFzAAAAyAfCHFDYmJoAAAAALkCYAwAAAAAPRJgDAAAAAA9EmAPchkFzAAAAyDvCHFDoGDMHAACA/CPMAQAAAIAHIswB7pLLeQ8BAACAKxHmAAAAAMADEeaAwsY8cwAAAHABwhwAAAAAeCDCHOA2jJkDAABA3hHmAAAAAMADEeaAQseYOQAAAOQfYQ4AAAAAPBBhDnAX5pkDAABAPhDmgMLG1AQAAABwAcIcAAAAAHggwhwAAAAAeCDCHOA2jJkDAABA3hHmgELHmDkAAADkH2EOAAAAADwQYQ5wF6YmAAAAQD4Q5gAAAADAAxHmgMLGPHMAAABwAcIcAAAAAHggwhzgNoyZAwAAQN4R5oBCx2WWAAAAyD/CHAAAAAB4IMIcAAAAAHggwhzgLswzBwAAgHwgzAGFjakJAAAA4AKEOQAAAADwQIQ5AAAAAPBAhDnAbRgzBwAAgLwjzAGFjjFzAAAAyD/CHAAAAAB4IMIc4C5MTQAAAIB8IMwBAAAAgAcizAGFjXnmAAAA4AKEOQAAAADwQIQ5wG0YMwcAAIC8I8wBhY7LLAEAAJB/hDkAAAAA8ECEOQAAAADwQIQ5wF2YZw4AAAD5QJgDChtTEwAAAMAFikyYS0lJ0aJFixQVFaW6desqMDBQQUFBatasmaZMmaK0tLRc1RcRESGbzeb0ERkZWTAHAQAAAAD/n7e7G1BYDhw4oO7duyswMFDt27fXPffco7i4OH399dcaMmSIlixZoq+++kq2XJw1CQkJ0ZNPPplheUREhOsajusYl1kCAAAg74pMmAsKCtK7776rqKgoBQQEWMsnTZqkyMhIffPNN/rss8/0wAMP5LjO0NBQjRs3rgBaCwAAAABZKzKXWVaqVElDhgxxCHKSFBAQoOHDh0uS1qxZ446mAQAAAECuFZkzc1nx8fGRJHl75647kpOTNWvWLJ04cULBwcFq0qSJmjVrVhBNBAAAAAAHhDlJM2bMkCR17NgxV9udOnVK/fv3d1jWpEkTzZ8/X9WrV89y2+TkZCUnJ1s/x8fH52rfuA4wNQEAAADyochcZpmZ6dOna+nSpWrXrp26dOmS4+369++vFStW6PTp00pMTNSOHTvUp08fbdmyRe3bt9f58+ez3D4mJkYhISHWo3Llyvk9FHgKpiYAAACAC9iM8azTA9HR0Q5ntLIzbNgw1axZ0+m6b775Rvfff78qVqyon376SRUqVMh3+/r27au5c+dq0qRJ1lg8Z5ydmatcubLi4uIUHByc73bgGvb9c9KP70i3PyF1fMndrQEAAMA1Jj4+XiEhIdlmA4+7zHLatGlKTEzMcfnu3bs7DXNLlixR9+7dVa5cOa1cudIlQU6SBg0apLlz52rDhg1Zhjk/Pz/5+fm5ZJ8AAAAAih6PC3MJCQn5ruPbb79Vt27dFBYWplWrVqlatWouaNllYWFhkpSrwImiyqNOigMAAOAaU+TGzNmDXKlSpbRq1SrVqFHDpfVv2rRJEhOHIyuMmQMAAED+Fakwt3TpUnXr1k0lS5bUqlWrMh1LZ5eSkqLY2FgdOHDAYXlsbKySkpIylI+NjdWoUaMkSb169XJdwwEAAADgKh53mWVexcbG6r777lNycrIiIyM1f/78DGUiIiLUr18/6+fjx4+rbt26Cg8P1+HDh63lCxYs0OTJk9W6dWuFh4crICBAe/fu1ZIlS5SSkqLRo0erdevWhXBUAAAAAIqqIhPmTp06Zd09csGCBU7LtGnTxiHMZaZt27bas2ePduzYoXXr1ikpKUlhYWHq0qWLhgwZkuv56lBEedaNZAEAAHCNKTJhLjIyUrmdhSEiIsLpNm3atFGbNm1c1TQUNcwzBwAAABcoUmPmAAAAAOB6QZgDAAAAAA9EmAMAAAAAD0SYAwodY+YAAACQf4Q5AAAAAPBAhDnAXZiaAAAAAPlAmAMKG1MTAAAAwAUIcwAAAADggQhzAAAAAOCBCHOA2zBmDgAAAHlHmAMKHWPmAAAAkH+EOQAAAADwQIQ5AAAAAPBAhDnAXZhnDgAAAPlAmAMKG/PMAQAAwAUIcwAAAADggQhzgNtwmSUAAADyjjAHFDouswQAAED+EeYAAAAAwAMR5gAAAADAAxHmAHdhagIAAADkA2EOKGxMTQAAAAAXIMwBAAAAgAcizAEAAACAByLMAW7DmDkAAADkHWEOKHSMmQMAAED+EeYAAAAAwAMR5gB3YWoCAAAA5ANhDgAAAAA8EGEOKGzMMwcAAAAXIMwBAAAAgAcizAFuw5g5AAAA5B1hDih0XGYJAACA/CPMAQAAAIAHIswBAAAAgAcizAHuwjxzAAAAyAfCHFDYmJoAAAAALkCYAwAAAAAPRJgDAAAAAA9EmAPchjFzAAAAyDvCHFDoGDMHAACA/CPMAQAAAIAHIswB7sLUBAAAAMgHwhwAAAAAeCDCHFDYmGcOAAAALkCYAwAAAAAPRJgD3IYxcwAAAMg7whxQ6LjMEgAAAPlXpMLcvHnzdN9996l69eoKCgpSYGCgbrrpJj311FM6fvx4ruvbsmWLunTpotDQUAUEBKh58+ZauHBhAbQcAAAAABx5u7sBhWnBggXat2+fmjdvrgoVKsgYo507d+qtt97SrFmztH79et100005qmvVqlXq1KmT/P391bNnTwUFBWnRokXq0aOHjh07pujo6AI+GgAAAABFmc2YojPZ1cWLF+Xv759h+YcffqgBAwaoe/fu+vTTT7OtJzU1VXXq1NEff/yhjRs36uabb5YkxcXFqWnTpjp8+LD27t2r8PDwHLctPj5eISEhiouLU3BwcI63gwda84a06mWpUZR0z9vubg0AAACuMTnNBkXqMktnQU6SHnjgAUnS/v37c1TPypUrdeDAAfXq1csKcpIUEhKiMWPG6NKlS5o9e3a+24vrFEPmAAAA4AJFKsxl5ttvv5Uk1atXL0flV69eLUnq2LFjhnWdOnWSJK1Zs8Y1jQMAAAAAJ4rUmDm7hQsXavfu3UpKStJvv/2mZcuWqWrVqho/fnyOtt+3b58kqWbNmhnWlS9fXoGBgVaZzCQnJys5Odn6OT4+PhdHAAAAAKCoK7JhbtGiRdbPjRs31oIFC1S1atUcbR8XFyfp8mWVzgQHB1tlMhMTE6MXX3wxhy3G9anIDFcFAABAAfC4MBcdHe1wRis7w4YNy3AG7bPPPpMknTt3Tjt27NCzzz6rW2+9VZ9//rnatWvn0vZmZvTo0Ro+fLj1c3x8vCpXrlwo+4a7MWgOAAAA+edxYW7atGlKTEzMcfnu3bs7vRxSkkJDQ9W2bVt99913ql27tvr27atDhw7Jx8cnyzrtZ+QyO/sWHx+vkiVLZlmHn5+f/Pz8cnAEAAAAAJCRx90AJSEhQcaYHD8iIyOzrTM4OFjNmzfX8ePHc3RHS3s4dDYu7tSpU0pISMg0QAKWojMrCAAAAAqAx4W5gnLixAlJyvasnCS1adNGkvT9999nWLds2TKHMkAGNi6zBAAAQP4VmTB3/vx5/f77707XzZgxQ5s3b1bNmjVVo0YNa3lKSopiY2N14MABh/Lt27dXtWrV9PHHH2vnzp3W8ri4OL366qvy9fVV3759C+Q4AAAAAEDywDFzefXXX3+pbt26aty4serUqaNKlSrpn3/+0ZYtW7R9+3YFBwdnmOj7+PHjqlu3rsLDw3X48GFrube3tz744AN16tRJrVu3Vs+ePRUUFKRFixbpyJEjmjhxoiIiIgr3AAEAAAAUKUUmzJUpU0bPP/+8Vq9ereXLl+uvv/6Sr6+vIiIi9NRTT2n48OG64YYbclxf27ZttX79eo0dO1affPKJUlJSVL9+fU2YMEE9evQowCPB9YMxcwAAAMi7IhPmAgICcj2vW0REhEwWN6lo2rSpli5dmt+mochhzBwAAADyr8iMmQMAAACA6wlhDgAAAAA8UJG5zPJ6kJ6erkuXLrm7Gdc1X19feXkV0nccDJkDAABAPhDmPMSlS5d06NAhpaenu7sp1zUvLy9VrVpVvr6+BbcT5pkDAACACxDmPIAxRidPnlSxYsVUuXLlwjtzVMSkp6frxIkTOnnypKpUqSIboQsAAADXMMKcB0hNTVVSUpIqVqyoEiVKuLs517UyZcroxIkTSk1NlY+PTwHvjessAQAAkHec4vEAaWlpklSwl/5B0v/1sb3PAQAAgGsVYc6DcNlfwSucPuZ5BAAAQP4R5gAAAADAAzFmrghJSzfafOhv/Xn+osoG+atp1VIq5sVZIrcxjJkDAABA3nFmroj47teTajlhpR58f6OGLdipB9/fqJYTVuq7X08W2D779esnm80mm80mHx8flStXTh06dNCMGTNyNcXCrFmzFBoaWmDtLHRcLgsAAAAXIMwVAd/9elKPfbRdJ+MuOiw/FXdRj320vUADXefOnXXy5EkdPnxYS5cuVdu2bTVs2DDdddddSk1NLbD9AgAAANc7wpwHMsYo6VJqjh7nL6Zo7Fe/Ob0Jvn3ZuK926/zFlBzVZ3J5aaCfn5/Kly+vSpUqqVGjRhozZoy+/PJLLV26VLNmzZIkTZ48WfXr11dAQIAqV66sIUOGKCEhQZK0evVq9e/fX3FxcdZZvnHjxkmS5s6dq8aNGysoKEjly5dXr1699Oeff+atUwEAAAAPw5g5D3QhJU03vrDMJXUZSafiL6r+uO9zVH73+E4q4Zu/l027du3UsGFDff755xowYIC8vLz09ttvq2rVqjp48KCGDBmikSNH6r333tPtt9+uN998Uy+88IJ+//13SVJgYKAkKSUlRS+99JJq166tP//8U8OHD1e/fv20ZMmSfLWv8DBmDgAAAHlHmINb1KlTR7/88osk6cknn7SWR0RE6OWXX9bgwYP13nvvydfXVyEhIbLZbCpfvrxDHQ8//LD1/2rVquntt99WkyZNlJCQYAW+axNj5gAAAJB/hDkPVNynmHaP75SjspsP/a1+M7dkW25W/yZqWrVUjvbtCsYYa063H374QTExMYqNjVV8fLxSU1N18eJFJSUlqUSJEpnWsW3bNo0bN04///yz/vnnH+umKkePHtWNN97oknYCAAAA1yrGzHkgm82mEr7eOXq0qllGFUL8Mz0XZJNUIcRfrWqWyVF9rppUe8+ePapataoOHz6su+66Sw0aNNCiRYu0bds2vfvuu5KkS5cuZbp9YmKiOnXqpODgYM2bN09btmzRF198ke12AAAAwPWCMHedK+Zl09i7L5+lujqG2X8ee/eNhTrf3MqVK7Vr1y5169ZN27ZtU3p6uiZNmqTmzZurVq1aOnHihEN5X19fpaWlOSyLjY3VX3/9pddee02tWrVSnTp1PO/mJ8wzBwAAgHwgzBUBnetV0JSHGql8iL/D8vIh/pryUCN1rlehwPadnJysU6dO6fjx49q+fbteffVVde3aVXfddZf69u2rGjVqKCUlRe+8844OHjyouXPnaurUqQ51REREKCEhQStWrNDZs2eVlJSkKlWqyNfX19ruq6++0ksvvVRgx+FSzDMHAAAAF2DMXBHRuV4FdbixvDYf+lt/nr+oskH+alq1VIGfkfvuu+9UoUIFeXt7q2TJkmrYsKHefvttRUVFycvLSw0bNtTkyZM1YcIEjR49Wq1bt1ZMTIz69u1r1XH77bdr8ODB6tGjh/766y+NHTtW48aN06xZszRmzBi9/fbbatSokSZOnKh77rmnQI8HAAAAuFbYTG4nDkOBiI+PV0hIiOLi4hQcHOyw7uLFizp06JCqVq0qf3//TGqAKxRKX//4jvT9c1KDHtL90wtmHwAAAPBYWWWDK3GZJVDouMwSAAAA+UeYAwAAAAAPRJgDAAAAAA9EmAPcheGqAAAAyAfCHFDYmJoAAAAALkCYAwAAAAAPRJgDAAAAAA9EmAPchjFzAAAAyDvCHFDoGDMHAACA/CPMwWOtXr1aNptN586dy/E2ERERevPNNwusTQAAAEBhIcwVNce3S7PuuvxvAevXr59sNpsGDx6cYd3jjz8um82mfv36FXg7rlkHVxfK8wAAAIDrE2GuqPl5gXR4nfTLJ4Wyu8qVK2vBggW6cOGCtezixYv6+OOPVaVKlUJpwzUr8UyhPQ8AAAC4/hDmPJEx0qXEnD/O/C4d+Uk6+pP066LLdez67PLPR366vD6ndeVyoutGjRqpcuXK+vzzz61ln3/+uapUqaJbbrnFWpacnKwnnnhCZcuWlb+/v1q2bKktW7Y41LVkyRLVqlVLxYsXV9u2bXX48OEM+1u/fr1atWql4sWLq3LlynriiSeUmJiYqzYXmHNHpRM7pPgT/7fs10XSiZ2Xl5876ramAQAAwPN4u7sByIOUJOnVivmrI+msNKNz7rcbc0LyDcjVJg8//LBmzpyp3r17S5JmzJih/v37a/Xq1VaZkSNHatGiRZo9e7bCw8P1+uuvq1OnTtq/f79KlSqlY8eO6f7779fjjz+uRx99VFu3blV0dLTDfg4cOKDOnTvr5Zdf1owZM3TmzBkNHTpUQ4cO1cyZM3N/rK72Zv2MyxLPStPb/N/P4+IKrz0AAADwaJyZQ4F76KGHtH79eh05ckRHjhzRhg0b9NBDD1nrExMTNWXKFL3xxhu64447dOONN+r9999X8eLF9eGHH0qSpkyZourVq2vSpEmqXbu2evfunWG8XUxMjHr37q0nn3xSNWvW1O233663335bc+bM0cWLFwvzkJ27/33J6+rvT/7/mU4v78vrAQAAgBzizJwn8ilx+QxZbpz6xfmZuIe/k8o3yN2+c6lMmTK68847NWvWLBljdOeddyosLMxaf+DAAaWkpKhFixb/txsfHzVt2lR79uyRJO3Zs0fNmjVzqPe2225z+Pnnn3/WL7/8onnz5lnLjDFKT0/XoUOHVLdu3Vy33aUa/FsKq+V4Js5uwAqp4s2F3iQAAAB4LsKcJ7LZcn2po7yL////eElK/79/vYvnvq48ePjhhzV06FBJ0rvvvlsg+0hISNCgQYP0xBNPZFh37d1s5arnAQAAAMglwlxREVBGCiwrBVeSGvWVts+R4o9fXl4IOnfurEuXLslms6lTp04O66pXry5fX19t2LBB4eHhkqSUlBRt2bJFTz75pCSpbt26+uqrrxy227hxo8PPjRo10u7du1WjRo2CO5D8cvPzAAAAgOsHYa6oCKkkPfmrVMz38pm9W/tLaZckb79C2X2xYsWsSyaLFSvmsC4gIECPPfaYnn76aZUqVUpVqlTR66+/rqSkJD3yyCOSpMGDB2vSpEl6+umnNWDAAG3btk2zZs1yqGfUqFFq3ry5hg4dqgEDBiggIEC7d+/W8uXL9b///a9QjjNbbn4eAAAAcP3gBihFibff5QAhXf63kANEcHCwgoODna577bXX1K1bN/Xp00eNGjXS/v37tWzZMpUsWVLS5cskFy1apMWLF6thw4aaOnWqXn31VYc6GjRooDVr1mjv3r1q1aqVbrnlFr3wwguqWDGfd/50NTc/DwAAALg+2IzJ5cRhKBDx8fEKCQlRXFxchsBz8eJFHTp0SFWrVpW/v7+bWlg00NcAAABwt6yywZU4MwcAAAAAHogwBwAAAAAeiDAHAAAAAB6IMAcAAAAAHogw50G4V03Bo48BAADgKQhzHsA+L9ulS5fc3JLrn72Pr54LDwAAALjWFKlJw+fNm6fPPvtMv/zyi/78808ZYxQeHq6OHTtqxIgRqlSpUo7rioiI0JEjR5yua9OmjVavXu2iVkve3t4qUaKEzpw5Ix8fH3l5kcELQnp6us6cOaMSJUrI27tI/WoAAADAAxWpT6wLFizQvn371Lx5c1WoUEHGGO3cuVNvvfWWZs2apfXr1+umm27KcX0hISF68sknMyyPiIhwXaMl2Ww2VahQQYcOHco0QMI1vLy8VKVKFdnsk3oDAAAA16giNWn4xYsXnU4E/eGHH2rAgAHq3r27Pv300xzVZQ9shw8fdknbcjIxYHp6OpdaFjBfX1/OfAIAAMCtcjppeJE6M+csyEnSAw88oAEDBmj//v2F3KLc8fLyyvQYAAAAABQtRSrMZebbb7+VJNWrVy9X2yUnJ2vWrFk6ceKEgoOD1aRJEzVr1qwgmggAAAAADopkmFu4cKF2796tpKQk/fbbb1q2bJmqVq2q8ePH56qeU6dOqX///g7LmjRpovnz56t69epZbpucnKzk5GTr5/j4+FztGwAAAEDRVmTD3KJFi6yfGzdurAULFqhq1ao5rqN///5q1aqV6tWrp8DAQO3du1eTJ0/W3Llz1b59e+3atUtBQUGZbh8TE6MXX3wxX8cBAAAAoOjyuBugREdHO5zRys6wYcNUs2ZNp+vOnTunHTt26Nlnn9Xu3bv1+eefq127dvlqX9++fTV37lxNmjRJw4cPz7Tc1Wfm4uLiVKVKFR07dizLQY4AAAAArm/x8fGqXLmyzp07p5CQkEzLeVyYCwwMVGJiYo7Lr1q1SpGRkVmWiY+PV+3atVWsWDEdOnRIPj4+eW7fhg0b1LJlS91///0OZ/+y88cff6hy5cp53i8AAACA68uxY8d0ww03ZLre4y6zTEhIcHmdwcHBat68uRYvXqz9+/erbt26ea4rLCxMknIVOCWpYsWKOnbsmIKCgtw+x5n9mwDOEhYM+rdg0b8Fjz4uWPRvwaJ/Cxb9W/Do44J1rfSvMUbnz59XxYoVsyzncWGuoJw4cUKS8nVWTpI2bdokKfcTh3t5eWWZut0hODiYPxIFiP4tWPRvwaOPCxb9W7Do34JF/xY8+rhgXQv9m9XllXZFZnbk8+fP6/fff3e6bsaMGdq8ebNq1qypGjVqWMtTUlIUGxurAwcOOJSPjY1VUlJShnpiY2M1atQoSVKvXr1c2HoAAAAAcFRkzsz99ddfqlu3rho3bqw6deqoUqVK+ueff7RlyxZt375dwcHBmj17tsM2x48fV926dRUeHq7Dhw9byxcsWKDJkyerdevWCg8PV0BAgPbu3aslS5YoJSVFo0ePVuvWrQv5CAEAAAAUJUUmzJUpU0bPP/+8Vq9ereXLl+uvv/6Sr6+vIiIi9NRTT2n48OE5vsyxbdu22rNnj3bs2KF169YpKSlJYWFh6tKli4YMGaKOHTsW8NEULD8/P40dO1Z+fn7ubsp1if4tWPRvwaOPCxb9W7Do34JF/xY8+rhgeVr/etzdLAEAAAAARWjMHAAAAABcTwhzAAAAAOCBCHMAAAAA4IEIcwAAAADggQhzsGzZskVdunRRaGioAgIC1Lx5cy1cuNDdzbrmHD9+XG+++aY6duyoKlWqyNfXV+XLl1e3bt2sSeOvFh8fr+HDhys8PFx+fn6KiIjQ008/rYSEBKfl09PT9c4776h+/foqXry4ypQpowcffFAHDx4syEO7pk2YMEE2m002m00bN27MsJ4+zpsvvvhCHTp0UOnSpeXv76+qVavqwQcf1LFjxxzK0b+5Y4zR559/rrZt26pChQoqUaKEateurUGDBjntA/rXuY8++kiDBg1S48aN5efnJ5vNplmzZmVavjD6cdmyZWrTpo2CgoIUHBystm3basWKFfk9VLfIaf+mpKRo0aJFioqKUt26dRUYGKigoCA1a9ZMU6ZMUVpaWqb7mDdvnpo2baqAgACVLFlSd911l7Zv355p+evps0huX79XOnjwoAIDA2Wz2TR48OBMy9G/uevfQ4cOaeDAgdbfiHLlyqlt27b69NNPnZb3iP41gDFm5cqVxsfHxwQFBZmBAwea4cOHm/DwcCPJTJw40d3Nu6aMGjXKSDLVq1c3jzzyiHnmmWdMt27dTLFixYyXl5dZsGCBQ/mEhARz8803G0mmY8eOZtSoUaZjx45GkmnSpIm5cOFChn0MGDDASDI33XSTGTlypHnooYeMr6+vKVWqlNm7d29hHeo1Y9euXcbPz88EBAQYSeann35yWE8f5156erp59NFHrdfykCFDzKhRo0yfPn1MlSpVzLp166yy9G/uDR8+3EgyFSpUMIMHDzYjR440nTp1MjabzQQFBZldu3ZZZenfzNnfh8LCwqz/z5w502nZwujHuXPnGkmmTJkyZujQoWbo0KGmTJkyxmazmU8//dTVh1/gctq/e/bsMZJMYGCg6dq1qxk5cqQZNGiQqVixopFk7rrrLpOenp5hu5dfftlIMuHh4Wb48OFm4MCBJigoyPj5+Zn169dnKH+9fRbJzev3SmlpaaZVq1bWe96gQYOclqN/c9e/33//vSlRooQpUaKE6dGjhxk9erQZPHiwuf32282jjz6aobyn9C9hDiYlJcVUr17d+Pn5mR07dljLz507Z2rVqmV8fX3N4cOH3dfAa8yiRYvM6tWrMyxfu3at8fHxMSVLljQXL160lr/wwgtGkhk1apRDeXsofPXVVx2Wr1y50kgyrVu3NsnJydbyJUuWWB9SipJLly6ZRo0amWbNmpmHHnrIaZijj3PvzTffNJLMkCFDTGpqaob1KSkp1v/p39w5efKk8fLyMuHh4ebcuXMO6yZPnmwkmf79+1vL6N/MLV++3Hr/iYmJyfLDWkH3499//21CQ0NNWFiYOXbsmLX82LFjJiwszISFhZn4+Pj8HG6hy2n//vHHH+bdd981CQkJDssTEhJM48aNjSSzcOFCh3V79+413t7eplatWg6/Bzt27DB+fn6mbt26Ji0tzVp+PX4Wyc3r90oTJ0403t7e5r///W+mYY7+zV3/HjlyxAQHB5uaNWuaI0eOZFh/5XueMZ7Vv4Q5mGXLlmX4cGE3a9YsI8m8+OKLbmiZ57F/C7xlyxZjzOWzHxUrVjSBgYFO3wQDAwNNtWrVHJY/+OCDRpJZs2ZNhvojIyONJKd/iK5XY8eONX5+fua3334zUVFRGcIcfZx7SUlJpmTJkqZatWoZ3sCuRv/m3k8//WQkmV69emVYt3fvXutMhjH0b25k9WGtMPpx2rRpmb4fjhs3zkgys2fPzuPRuV9uwsaVPv74YyPJPP744w7LR48enWmf9OvXL0PfX++fRXLav3v27DH+/v7m+eefN6tWrco0zNG/jrLr30GDBhlJZsWKFTmqz5P6lzFz0OrVqyVJHTt2zLCuU6dOkqQ1a9YUZpM8lo+PjyTJ29tbkrRv3z6dOHFCLVq0UEBAgEPZgIAAtWjRQgcPHnQYn7R69Wpr3dWK2vOxfft2vfLKKxo7dqxuvPFGp2Xo49z7/vvv9c8//+jee+9VWlqaPv/8c7322muaOnWq9u/f71CW/s29mjVrytfXVxs2bFB8fLzDum+++UaS1L59e0n0r6sURj/yXunc1e97drntL/pXSktLU1RUlGrWrKnnnnsuy7L0b84ZY/Tpp5+qdOnSateunbZt26bJkydr4sSJ+uGHH5Senp5hG0/qX8IctG/fPkmXP4BcrXz58goMDLTKIHNHjx7VDz/8oAoVKqh+/fqSsu7bK5fbyyUmJurkyZOqWrWqihUrlm3561lycrL69u2rm2++WSNHjsy0HH2ce9u2bZMkFStWTA0aNFC3bt00evRoPfbYY6pdu7ZGjBhhlaV/c6906dJ67bXXdPToUdWpU0ePPfaYRo0apc6dO2vUqFEaMmSIhg4dKon+dZXC6Mes9lFU+12SZsyYISnjh9h9+/YpMDBQ5cuXz7BNbvu3qHwWiYmJ0fbt2zVz5kz5+vpmWZb+zblDhw7p77//VtWqVa0bpkRHR+vpp59Whw4d1LhxY/3xxx8O23hS/xLmoLi4OElSSEiI0/XBwcFWGTiXkpKiPn36KDk5WRMmTLA+HOSkb68sl9vy17MXXnhB+/bt08yZM51+2LKjj3Pvzz//lCRNnjxZISEh2rx5s86fP6+1a9eqVq1amjRpkqZMmSKJ/s2rp556SgsWLFBCQoKmTp2q119/XcuWLVOzZs3Uq1cv6ywG/esahdGPWW1TVPt9+vTpWrp0qdq1a6cuXbo4rIuLi3NZ/9q3uZ779+eff9b48eP19NNP69Zbb822PP2bc/b3vB07dujjjz/WzJkz9ffff1t3ttyxY4e6d+/usI0n9S9hDsin9PR09evXT2vXrtXAgQPVp08fdzfJ4/3000+aOHGinnvuOdWrV8/dzbnu2C8p8fX11eLFi9WkSRMFBgaqVatW+vTTT+Xl5aVJkya5uZWebfz48XrooYc0ZswYHTt2TOfPn9e6det08eJFRUZG6quvvnJ3E4F8+eabbzR06FCFh4fro48+cndzPNqlS5cUFRWlGjVqaOzYse5uznXH/p6Xlpaml156Sf369VPJkiUVERGh6dOnq1mzZtq0aZPWr1/v5pbmDWEO1rcImX1jEB8fn+k3DUVdenq6Hn74YX388cd66KGHNHXqVIf1OenbK8vltvz1KDU1VVFRUWrQoIGeeeaZbMvTx7lnP7bGjRurYsWKDuvq1aunatWq6cCBAzp37hz9mwc//PCDxo4dq6FDh+qZZ57RDTfcoMDAQLVs2VJff/21fHx8FB0dLYnXr6sURj9mtU1R6/clS5aoe/fuKleunFauXKkKFSpkKBMSEuKy/rVvc732b0xMjHbt2qWZM2fKz88vR9vQvzl35XHdc889GdbffffdkqStW7c6bOMp/UuYQ5bX+p86dUoJCQmZjkMoytLT09W/f3/Nnj1bDz74oGbNmiUvL8dfqezGUVx9jXVAQIAqVKigQ4cOOZ2ENbtxIdeDhIQE7du3Tzt37pSvr681UbjNZtPs2bMlSbfddptsNpsWL15MH+dB7dq1JUmhoaFO19uXX7hwgf7Ng6VLl0qS2rZtm2Fd+fLlVadOHe3fv9/hbyv9mz+F0Y9Z7aMo9fu3336r+++/X2FhYVq1apWqVavmtFzNmjWVkJCgU6dOZViX2/693j+L7NixQ+np6WrevLnDe579b8i0adNks9l07733WtvQvzlXvXp1a7iGs/e9K9/z7DypfwlzUJs2bSRdvsPd1ZYtW+ZQBpfZg9ycOXPUo0cPzZ07N9NB9BUrVtSGDRuUmJjosC4xMVEbNmxQ1apVVblyZWt5mzZtrHVXsz8frVu3dvERXTv8/Pz0yCOPOH3Y/xDec889euSRRxQREUEf54H9A8KePXsyrEtJSdH+/fsVEBCgMmXK0L95cOnSJUnSmTNnnK4/c+aMvLy85OPjQ/+6SGH0I++Vl4Nct27dVKpUKa1atUo1atTItGxu+6so92+HDh2cvufZxyHWqVNHjzzyiDp06GBtQ//mnL+/v26//XZJ0u7duzOsty+LiIiwlnlU/xbIhAfwKCkpKaZatWpZTnR46NAht7XvWpOWlmbNd/bAAw9kO08XEwK7jrN55oyhj/PCPifi+++/77B8/PjxRpJ56KGHrGX0b+7Mnz/fSDI33XRThknDp0yZYiSZFi1aWMvo35y5FiYNDwkJua4mDb9Sdv27ZMkS4+fnZ8qXL29iY2Ozre/333/P9aTL1/NnkbzM45fVPHP0r6Ps+tc+H2L79u3NxYsXreV79uwxJUqUMEFBQebvv/+2lntS/xLmYIy5/Kbm4+NjgoKCzMCBA83w4cNNeHi4kWQmTpzo7uZdU8aOHWskmcDAQPPss8+asWPHZnhc+YuckJBgGjZsaH04eOaZZ6wP0k2aNDFJSUkZ9jFgwADrw+DIkSNNnz59jK+vrylVqpT5/fffC/Fory2ZhTn6OPf2799vypYtaySZO++800RHR5t27doZSSY8PNycPHnSKkv/5k5qaqpp3bq1kWTKli1rBgwYYEaMGGH1b/Hixc2mTZus8vRv5t5//30TFRVloqKiTKNGjawgbF925ZcRhdGPc+fONZJMmTJlzNChQ83QoUNNmTJljM1mMwsXLizQvigIOe3fPXv2GD8/PyPJ9OzZ0+n7nrMP0S+//LL1N2X48OFm4MCBJigoyPj5+Zn169dnKH+9fRbJzevXmazCnDH0b276Nz093XTv3t1IMrVr1zZPPPGEiYqKMoGBgcbLy8t89NFHGer3lP4lzMGyadMm07lzZxMcHGyKFy9umjZtahYsWODuZl1z7IEiq8fVb2rnzp0zTz75pKlcubLx8fExVapUMdHR0Zl+i5uWlmbeeustc9NNNxk/Pz9TunRp06NHD7N///5COMJrV2Zhzhj6OC+OHj1q+vXrZ8qXL298fHxM5cqVzeOPP25Onz6doSz9mzsXL140MTEx5pZbbjElSpQw3t7eplKlSuahhx4yu3fvzlCe/nUuu7+3UVFRDuULox+XLl1qWrVqZQICAkxgYKBp06aNWb58uSsPu9DktH/toSKrR5s2bZzu46OPPjKNGzc2xYsXNyEhIaZLly5m27ZtmbbpevosktvX79WyC3PG0L+56d+UlBQzefJk6/c9ODjYdOzY0axevTrTfXhC/9qMMebqSy8BAAAAANc2boACAAAAAB6IMAcAAAAAHogwBwAAAAAeiDAHAAAAAB6IMAcAAAAAHogwBwAAAAAeiDAHAAAAAB6IMAcAAAAAHogwBwAAAAAeiDAHAMB1ol+/frLZbDp8+LC7mwIAKASEOQBAkZOYmKhXX31VjRo1UmBgoPz8/HTDDTeoVatWGj16tA4cOODuJgIAkC1vdzcAAIDCdP78ebVs2VK//PKLatSooYceekilS5fW2bNntXnzZr322muqXr26qlev7u6mAgCQJcIcAKBIefPNN/XLL79owIABmj59umw2m8P6Q4cOKTk52U2tAwAg57jMEgBQpPz000+SpMcffzxDkJOkqlWrqk6dOtbPq1at0sMPP6zatWsrMDBQgYGBaty4saZPn+60fpvNpsjISB0/fly9evVSWFiYgoKCdOedd+rgwYOSpD179ujee+9VqVKlFBQUpO7du+v06dMO9Rw+fFg2m039+vXTb7/9pjvvvFOhoaEKDAxUx44dtW3btlwd99q1a3X33XcrLCxMfn5+qlmzpp577jklJSVlKLto0SK1adNGZcuWlb+/vypWrKh//etfWrRoUa72CQAoWIQ5AECRUrp0aUnS3r17c1R+woQJWrt2rZo0aaKhQ4fqoYce0tmzZzVo0CBFR0c73eaff/5Ry5YtdejQIUVFRSkyMlJLlixRhw4d9Ouvv+r2229XQkKCHn74YTVu3FiLFi3Sgw8+6LSugwcPqkWLFrpw4YIee+wx3XPPPVq1apVat26tTZs25egYpkyZosjISG3YsEF33nmnnnjiCd1www165ZVX1KFDB126dMmhbPfu3bVv3z7dd999Gj58uDp37qxTp07piy++yNH+AACFxAAAUIR8+eWXRpIJCgoy0dHRZtmyZebs2bOZlj948GCGZSkpKaZDhw6mWLFi5siRIw7rJBlJ5qmnnnJY/thjjxlJJjQ01Lz55pvW8vT0dNOlSxcjyWzbts1afujQIauuZ555xqGu7777zkgy9evXd1geFRVlJJlDhw5Zy3777Tfj7e1tGjZsmOE4Y2JijCQzceJEa1mjRo2Mr6+vOX36dIbjzqqfAACFjzNzAIAi5Z577tGkSZNkjNGkSZPUqVMnhYWFqUaNGho6dKj27dvnUL5q1aoZ6vD29tbgwYOVlpamVatWZVgfGBiol19+2WGZ/cxb6dKl9cQTT1jLbTabevbsKUn6+eefM9QVGhqqZ5991mFZp06d1L59e+3atSvbyy2nTZum1NRUvfPOO9ZZSbuRI0eqTJkymj9/vsNyHx8f+fj4ZKjr6u0BAO7FDVAAAEXO8OHDNXDgQH333Xf68ccftXXrVm3atEnvvvuuPvzwQ33yySe65557JF2+++XEiRO1ePFiHThwQImJiQ51nThxIkP9NWvWVIkSJRyWVahQQZLUoEGDDGP17Ouc1XXLLbcoMDAww/JWrVppxYoV2rFjh2699dZMj3Xjxo2SpGXLlmnFihUZ1vv4+Cg2Ntb6uWfPnho5cqTq1aunXr16qW3btmrZsqWCg4Mz3QcAwD0IcwCAIikoKEgPPPCAHnjgAUlSXFycxowZo/fee0+PPPKIjh8/LkmKjIzU9u3bdcstt6hPnz4qXbq0vL29dfjwYc2ePdvpnS+dBR9vb+9s16WkpGRYV65cOaftty+Pi4vL8jj//vtvSdIrr7ySZTm7ESNGqHTp0poyZYomTZqkiRMnytvbW3feeaf++9//Oj1TCQBwD8IcAACSQkJC9L///U/ffvutjhw5ol27dungwYPavn27HnnkEX3wwQcO5RcsWKDZs2cXeLuuvsvl1ctDQkKy3N4eHuPj4xUUFJTt/mw2mx5++GE9/PDD+uuvv7Ru3TrNnz9fCxcu1L59+/TLL7+oWLFiuTwKAEBBYMwcAAD/n81mU0BAgPXzgQMHJEldu3bNUHbdunWF0qYdO3YoISEh0/3fcsstWW7frFkzSf93uWVulC5dWvfee68++eQTtWvXTrt379b+/ftzXQ8AoGAQ5gAARcq0adO0ZcsWp+sWL16sPXv2KDQ0VPXq1VN4eLgkaf369Q7l1qxZo/fff7/A2ypJ586dy3CJpH38W7169bIcLydJQ4YMkbe3t/7zn//o6NGjTuvfsWOH9fPq1atljHEok5KSYl2u6e/vn9dDAQC4GJdZAgCKlKVLl2rw4MGqUaOGWrRooYoVKyoxMVE7duzQunXr5OXlpffee09+fn66++67FRERoddff12//vqr6tWrp99//13ffPON7rvvPn322WcF3t5WrVppypQp2rRpk5o3b67Dhw/r008/VfHixTNc+ulMvXr19N577+mxxx5T7dq11aVLF1WvXl3nz5/XwYMHtWbNGvXr109Tp06VJN17770KDg5W8+bNFR4erpSUFC1fvly7d+9W9+7drYALAHA/whwAoEiZMGGCWrRooeXLl2vt2rU6efKkJKlSpUqKiorSf/7zH+tsV2BgoFauXKmnn35aa9eu1erVq3XTTTdp3rx5KleuXKGEuWrVqmnKlCkaOXKk3n33XaWlpSkyMlKvvfZatmfl7AYOHKibb75ZkydP1tq1a/X1118rJCREVapU0VNPPaWoqCirbExMjL777jtt3rxZX3/9tQICAlS9enVNmTJFjzzySEEdJgAgD2zm6mspAACA2x0+fFhVq1ZVVFSUZs2a5e7mAACuQYyZAwAAAAAPRJgDAAAAAA9EmAMAAAAAD8SYOQAAAADwQJyZAwAAAAAPRJgDAAAAAA9EmAMAAAAAD0SYAwAAAAAPRJgDAAAAAA9EmAMAAAAAD0SYAwAAAAAPRJgDAAAAAA/0/wCvCb4ecUJ7tQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=3)\n", "model = FROLS(\n", " xlag=[[1], [1]],\n", " ylag=1,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " info_criteria=\"aic\",\n", ")\n", "\n", "model.fit(X=x_train[:, :2], y=y_train)\n", "yhat = model.predict(X=x_test[:, :2], y=y_test[: model.max_lag :, :])\n", "rrse = root_relative_squared_error(y_test[model.max_lag :], yhat[model.max_lag :])\n", "print(rrse)\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=\"FROLS: MaxAbsScaler, discarding sign(v)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we use the `MetaMSS` algorithm instead, the results are better." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\narmax_base.py:724: RuntimeWarning: overflow encountered in power\n", " regressor_value[j] = np.prod(np.power(raw_regressor, model_exponent))\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\model_structure_selection\\meta_model_structure_selection.py:453: RuntimeWarning: overflow encountered in square\n", " sum_of_squared_residues = np.sum(residues**2)\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\metrics\\_regression.py:216: RuntimeWarning: overflow encountered in square\n", " numerator = np.sum(np.square((yhat - y)))\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\numpy\\linalg\\linalg.py:2590: RuntimeWarning: divide by zero encountered in power\n", " absx **= ord\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\numpy\\core\\fromnumeric.py:88: RuntimeWarning: invalid value encountered in reduce\n", " return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.24685651932553157\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sysidentpy.model_structure_selection import MetaMSS\n", "\n", "basis_function = Polynomial(degree=3)\n", "model = MetaMSS(\n", " xlag=[[1], [1]],\n", " ylag=1,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " random_state=42,\n", ")\n", "\n", "model.fit(X=x_train[:, :2], y=y_train)\n", "yhat = model.predict(X=x_test[:, :2], y=y_test[: model.max_lag :, :])\n", "rrse = root_relative_squared_error(y_test[model.max_lag :], yhat[model.max_lag :])\n", "print(rrse)\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=\"MetaMSS: MaxAbsScaler, discarding sign(v)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, when the output of the system reach its minimum value, the model oscillate" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_results(\n", " y=y_test[1100:1200], yhat=yhat[1100:1200], n=10000, title=\"Unstable region\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we add the `sign(v)` input again and use `MetaMSS`, the results are very close to the `FROLS` algorithm with all inputs" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\parameter_estimation\\estimators.py:75: UserWarning: Psi matrix might have linearly dependent rows.Be careful and check your data\n", " self._check_linear_dependence_rows(psi)\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\narmax_base.py:724: RuntimeWarning: overflow encountered in power\n", " regressor_value[j] = np.prod(np.power(raw_regressor, model_exponent))\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\model_structure_selection\\meta_model_structure_selection.py:453: RuntimeWarning: overflow encountered in square\n", " sum_of_squared_residues = np.sum(residues**2)\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\numpy\\linalg\\linalg.py:2590: RuntimeWarning: divide by zero encountered in power\n", " absx **= ord\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.055422497807759194\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=3)\n", "model = MetaMSS(\n", " xlag=[[1], [1], [1]],\n", " ylag=1,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " random_state=42,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag :, :])\n", "rrse = root_relative_squared_error(y_test[model.max_lag :], yhat[model.max_lag :])\n", "print(rrse)\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=\"MetaMSS: sign(v) and MaxAbsScaler\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This case will also highlight the significance of data scaling. Previously, we used the `MaxAbsScaler` method, which resulted in great models when using the `sign(v)` inputs, but also resulted in unstable models when removing that input feature. When scaling is applied using `MinMaxScaler`, however, the overall stability of the results improves, and the model does not diverge, even when the `sign(v)` input is removed, using the `FROLS` algorithm.\n", "\n", "The user can get the results bellow by just changing the data scaling method using" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "scaler_x = MinMaxScaler()\n", "scaler_y = MinMaxScaler()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and running the each model again. That is the only change to improve the results.\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/bw_r4.png?raw=true)\n", "> FROLS: with `sign(v)` and `MinMaxScaler`. RMSE: 0.1159\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/bw_r5.png?raw=true)\n", "FROLS: discarding `sign(v)` and using `MinMaxScaler`. RMSE: 0.1639\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/bw_r6.png?raw=true)\n", "> MetaMSS: discarding `sign(v)` and using `MinMaxScaler`. RMSE: 0.1762\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/bw_r7.png?raw=true)\n", "> MetaMSS: including `sign(v)` and using `MinMaxScaler`. RMSE: 0.0694\n", "\n", "In contrast, the MetaMSS method returned the best model overall, but not better than the best `FROLS` method using `MaxAbsScaler`.\n", "\n", "Here is the predicted histeretic loop:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eHhoqmrspa+o6rPf/Zlc1y/bU4OupxVcvf/l5agnz82RiYhBTk4NJCfM9LkJie1kzL/xUwIr9dYAcInr11ARuOi3luDv9Hixf7azi1g+2I7mZlD8vJ3rYl/QOl2H9SdDpdIwbN44VK1awaNEiAGw2GytWrODmm28e9LUff/wxRqORK664Ysj3qaiooLGxkcjIyKNx2gKBQHBCUNrYySdbK/hsWyWVfXJ9/L08OGNUBAuzo5iUGDSs3jSSJFHfbqSsSTazq2rtpqa1h+rWHuW2sdPo9uI3FAMliR8snh5qjBYbkgQWm0RLl9mpogWwdLe8jBLiq2dcfAABXjoCvD0YGxfAhISgYav6bChq5IWfClhTIHvDqFVwwbgYbpszgqhf0XKU2Wrjie/3I0kQ5qcn0b7sFxvkTWKID6dnhA99kOPEsEv922+/nauuuorx48czceJEnnnmGTo7O5WpqiuvvJLo6GgeffRRp9e9/vrrLFq0yKVxuKOjgwcffJDzzz+fiIgICgsLufPOO0lJSWHevHnD/XEEAoFgWOk2WfluTzUfbSlnQ1GTst1bp2FuRjhnjY5iRmroUW3ktNokKpu7KWzooLi+k5LGTsrsSxEVzd0YLQNHNDjQqFUE++gI8dUT7CvfhvjKJncVzd0U1HVQWNcx5FTTpMQg/nhKEpOSgvE9iCZom02iy2ylo8dCh1GuEHUYLXT0WChq6GR9YSNbSpto6DDyfW6ty+uTQ32YmBjMpMQgZqSGHJHgMVttfLenhjfXFrPd7gmjUas4d2w0f5qZTFKo72Ef+3jxxfZKypu6CfbRsfKOmb+qYNRhP9OLL76Y+vp67r//fmpqahgzZgzLli1TGo/LyspQq51/UPPy8lizZg0//PCDy/E0Gg27du1iyZIltLS0EBUVxdy5c3n44YfFMpRAIPjVsqeylXc3lvHNzipFBKhUMD0lhAvHx3L6yPAj9qYxWWwUNXSQV9POgdp2Cus6KWrooKSxS/F/cYdaBZH+XsQGyWZ2kf6eRPh7EWnwJMLfk0h/TwK9dajVKho6jGwpaWZbWTPbSpvZXdnqIpDUKhgR7kdOfCA5cYHkxAWQGOJzWEtIarVKWZYCT5fnbzotBaPFyo6yFvZWt9FlslLV0s2WkmbyatsprO+ksL6T9zeVoVGrmJwUxIKsSOZlRhDqd3DXlOZOE+9tKuOd9aXUtMnBozqNmgvHx3DDqclKuvavjdYuMy/+XADAH09J+lWJGwCVJB1OYfHXTVtbG/7+/rS2tmIw/Ho8BwQCwcmFyWLjuz3VLFlXwjb7X/wge4lcOC6W88fFHNZ0TWu3WWkGLajrIK+2nbyadoobOgeMHNBp1SQG+5AY4kNiqH0ZItBbETUeAyyDVbV0s6m4iY3FTWwqblSmg/oS4O3B2NgAWczEBzI6NuCgqjPDTXOniS2lzWwqbmRtQSN7q3tH69UqmJAQxJnZkVwwLsbtxT2vpp031xbz+fZKRcSF+Oq4fFI8l0+OI8zPVXCdiLT3mNlW1kJhXQeF9R1yta2+U1lCDPLRsfrO004IW4FDuX4LgSMEjkAgOMbUtffw/sZy3t1YSp29YdhDo2JBViSXTIxlcmLwoI2bJouNqha5KbesqYvy5i67oJG3tXabB3ytn6eW9Ag/UsP9SFECM32JCvBCM0SzqCRJFDd0sqm4Sf4qaXIZTQcYEe7LuPggcuICyIkPJOkwqzPHmrLGLr7bU823e2rYWd6ibE8O9eHJC0czNi4Qm03ip/11vLmumLUFjco+WdEGrpmayMLRkei1J8ZY+sFQ3drNOS+sVf4f9ifS35O/z09n0djoY3xm7hECZwiEwBEIBMeDovoOFq8q5PPtlZit8q/eUD89l0+K47KJcYQZBv+L32ixsnhlEYtXFdJtHjy5OsRXJzeCBvuQFuHHiAg/0iP8iDB4HrTYsNkk8mrbFUGzsbjJpTFYo1aRFWVgYmIQExLkr1+jG3J/Kpq7WLanhldXF7mNtQC5yjMvM4JrpycyPj7wVyHi+mK1SVz26gY2FjcR6qcnJy6AlDBfkkN9SQnzJSnU94SotPXlUK7fJ9aZCwQCwUnI3qo2XlxZwLe7q5Vpo5y4AK6amsCCrMiDahheV9jAvV/soci+BOTloSE2yIu4IG9iAr2VyRb5sddhLSeYrTb2VLYqgmZzSRNt/cIfdVo1Y2IDmGQXNDnxgSfcRfBoEBPozR9mJDEuPpBzX1rn8vylE+O46bRkYgJ/nf01AC/+XMDG4iZ8dBo+un4KiSdAQObR5OT7XykQCAQnCFtLm3nx5wJ+snugAMwZGcaNM1MGDSSUJInKlm52lreyq6KF7WUtbCpxGMTpuf+sDM7KjjziioHVJrGnspV1hY2sK2xgS0mzS2XIR6chJz6QSYlBTEwMJjvG/4RxBh4uLFYbG4ubeHNtseJf05/dlS346X8dPjZ9sdokdpS38MPeGl79pQiAhxdlnXTiBoTAEQgEgqNOXk07T3y/n+X75IujWgVnZkfxp5nJbsMUe8xWtpY2s7mkiV0Vrewsb6Gx0+S0j0oFV0yK52/z0g7bIE6SJA7UdrCusIG1BY1sLG6kvV+FJsDbgwkJQXZBE0RGpGFYfXZOBBo7jGwva5Env8qa2VXRSpepV+jNTAvlmmmJzEgJYX9NO797fSN7Ktv4+6e7ePmKnBN+aarbZGV1fj3L99Xy0/46Gjp6/2+dlxPNeTkxx/Hshg8hcAQCgeAoUdnSzdM/HuCzbRXYJLk/5fycaG6cmeL0F7LNJrG3uo21BQ2sKWhgU3GTyyi1Vq0iPdKP7JgARsf4MzEx+LD+yi5v6mJNQQNrCxrYUNTodHEDMHhqmZwUzNTkYCYnBzMizO+EdaY9mlhtEk//eIBvdlVR0ujqoOznqeXcsdFcNTWB5D7+NRlRBt66ZiLnvbyWZbk1vLepjLNGR2GzSVhtEjZJXsbz9FCj06iPm/hp7jTxfW4Ny/fVsjq/wen/l59ey8z0ME7PCOfMUSevQa5oMhZNxgKB4Ahp7Zb9Qt5aV6L4ySzIiuBv89KUi2OP2cqXOypZnd/AusJGmvpVaML89ExNDmZMbADZsQFkRBoOaymovcfMhqImVufXszq/geIG57FtLw8NE+zxBVOTg8mM8h9yeupkQ5Ik/vHFHt7bWObyXFyQN2kRfkT6e9JlstJptNDpuDVa6DRZ6DJaXSps7lCpwNtDQ4ifnnA/T8IMepJCfcmKMjAqxp9I/6PvaLyjvIV31pfy9a4qJ2+j6AAvTs+QIz0mJASdMInfh4poMhYIBIJjgCRJfLmjikeW7lOmiyYlBnHXgnTGxjn32GjUKh7+Zh8ddhM/H52GyUnBTE8NYXpKyCFnJa06UM/uihZOSw/DbJVYfUAWNNvKmp28bjRqFWNjA5ieGsLU5BDGxAYc8sXNapPoMlnoMlnpMMoX+Jq2Ht7fVMaO8hY0ahU6jRoPjQoPjVr+0qrR2R8nhPiwMDvymCVOt/eY6TJZUQGoQIUKtQpUKhUq4Ikf8hRxE+jtQXuPRfmeOUbvjwaShCyOGrsodVMlGhlp4KzRkVwyIY6gI5g86zFb+XpnFe9sKGVXRauyPSPSwIKsCOZkhJMe4XfCL6UdbUQFR1RwBALBYVBQ18F9X+xhfZHshZIU6sN9Z2YwMy10wAvJY8v246FRMyNVFhoDmecNhCRJLN1dzV2f7laEkjsSgr2ZkRrKjNQQpiQH4+d5eD07HUYLz6/IZ8n6EnrMQ8c1DMVdC9K54dTkIz7OQJQ1dvHsinw+3y4vER4Kkf6e5MQF4q3T4KPX4qO33+q09lvX7Te9t41dFa08siiLSybEKpUws1Wix2Klx2Sl02Slvt1IbZuc3ZVX205uVRsHatuVRPQAbw/uPTODC8YdWi9MQV0HH20p56Mt5UoGl06jZmF2JL+bEs+Y2ICTTtSICo5AIBAMEx1GCy+vLOC/vxRhtkrotWpumZ3KH2YkDmnw9vf56Qf9PpIkUd3aw57KVnKr2vglv17JN+qPj04jC5oRIcxICSUu+OBHlyVJYmdFK8UNHdS0Gqlp7aa6tYfath6KGjqdmpDVKvpc9DVMSwnh/JwYPDRqzFYbZqsNk9WG2SphtsiPeyxW/vtLMfuq23hrbckRCRybTRYO3SYr3WYrPWYr3SYbnSYLX+6o4uMt5QM6NQ/EpMQgrp6awOkZ4YfcTJ0e4ceuilaaO01Or9VpVei0agx2Yemud8rRI/PWuhL217Tzt4934qFRcc6YwQ31uk1Wvt1dzYeby5XJOpCXoC6fHMfF42OHLUD014YQOAKBQHAQtPWYeXtdCa+tKVb+Wp6VHsaDZ2cecdaQzSZR2tRFblUreyrbyK2SRU3/Ph13eHlo2PnA3MOadOo2Wfn7p7v4amfVgPskBHtz38IMpqWEoNceetPsz3l11LfL+UzpkX5D7i9JEvUdRg7UyBETB2ra5cyogwjqPFj+NDOZ2+aMQKXikKtofXFUtfQeh36MQB8dl0yM44JxMfzr2328ubaE+7/MZWF2lNueqD2VrXywuYwvt/dmlalVcFpaGJdMjGNWethvrpdqKITAEQgEgkFo7TLz5rpi3lhTrJjeJYb4cNeCdOZmhB/REkBBXQcPfbOXbaXNbpecNGoVkiQ5Lbfcc0Y6L68spLnLTFKIDx/dMOWQxI0kSZQ1dbGjvIXFq4rYV92GVq1iQkIQkQGeRBjk8MxwgyeR/l6kR/odlggob+ri0e/28e3uGkDuN3nywtFO+7R2m8mvbVeyshwhoM1dA0dNONBr1UOmnEcHeDk58yaH+pAa7ndE/S59qbMLt/AhHKgHQ6tRc++ZGXy4uZzWbjPFDR2khPkpx/9qRxWfbqtkX5+crNggLy6ZEMf5OTFE+P868q6OB0LgCAQCgRuaO028vqaYJetKlL+YU8J8+fOslAH/yj4Ulu6q5s5PdtJp91vRadWMjPAjM9qfzCgDWVH+BPnouOS/G6hs6WZMbABTkoN5bFkeVpvE6Bh/3rh6wpDLEQ0dRnaWt8hfFa3srGhRKlAgRzq8eFkOk5KCj+jzOChv6uKllQV8srUCs1VCrYJzx8Zw6cRYVuXVK2LmQG071a09bo+hVkFCsA8jwnsjJlLDfAny0eGl0+Cp1dDUZeLyVzeSV9tOoLcHU5NDSA71IdkuaJJDfY84fX0oHPlNB5s6PhA9Zqsy8aRSqfh6ZxWfbavgl/wGpU9Hp1EzLyuCSyfEMjlp8KwygYwQOAKBQNCPfdVtXPTKeqX/JC3cj1tmp7IgK+KILyxmq43/+24/r68pBuQekPvPymBEuHOlpMtk4eJXZHHj6SH3uLy8shCA88ZG869zRw15AX93Yyn3f5mrXCQd6DRqMqIM5MQFct0piUc0rixJEs1dZj7fXsm/lu51ae61SfDptgo+3Vbh9vVR/p5KVlZauB8jwv1ICfMddES+ocOoiJswPz3v/3Gyk1fNsaDLZKHGLtCONDX83Y2lSu/QohfXOvU9jY0L4PycGBZmRxLg/evP+DqWCIEjEAgEfbDZJO75fDftPRZGhPty++lpzM0IPyp/Mde19XDTe9vYXNIMwPWnJHHHvDS3S0z/+HwPuyvlkd8es43cqjY8PeTljMsnxQ25NLaxqFERN8mhPoyJDWRMrD+jYwNIjzActg9KQV07720sp7Sxk/y6joMeqQ7x1ZMa5iuLmXA/0iJ8SQ33UxpxDwabTaK4sZM//W/bcRU3AItXFdFlshIb5EXCITR1O5AkidyqNp5Zns/yfbXK9vYeC9EBXpyXE825Y6NJOg6f7WRBCByBQCDow0dbytle1oKvXss7v590RP0VIF+Ud1W2smxPDZ9sLaehw4SvXsuTF2YzP8u9i2yXycLn2yudto2JDeCpi0Yf1AWvplUWUlabxDljonjm4jFHPC7c0mXimeX5vLOh1KUi1JcR4b7MHhlOdIAXMYFexAR6Ex3gdcjLRY0dRvJq2tlvX87aX9NOfm27sqQXbtDz/nWTj4sAKG/q4r+/yNW0f5wx8pB6oIrqO/hqZxVf7axSglMdnJ8TwwXjYpiUGCSWoI4CQuAIBAKBnaZOE/+3bD8Afzl9xGGLG4vVxuaSZr7PreH73BqnXpO0cD9eviJnwAtzZUs3N/5vq/JYq1Zx25xUbjg1ecgLaY/ZyufbK1m8qpCGDhPpEX48et6oIxI3ZquNdzeU8s+v9w64z19PH8HvpsQf1hJKt8nKAUeTsf12f027YpzYH51GzehYfx47P/u4iBurTeKvH+2kx2xjclIQ8zIjhnxNeVMX3+6u5ptd1UpVrj/r7ppFVMDRdzb+LSMEjkAgEAAVzV3c8fEuWrrMjIw0cNWU+EN6vdFiZV1BI8v21PDjvlqnEW8fnYbT0sOYlxnB6RnhLv0lNpvE6oIG3llfyk/7a536WL64aRpZ0f6Dvnddew/vrC/l3Y1lyvuG+Op45Xfj8Na5/zUvSRJt3Rbq2nuoazfKt21G+33ZmK66tZvypm6X12rVKk5LD+Oi8bFHNJ78/Ip8nl2RP6B3jSM2IT3Cj7QIPyIMnnho1LR0m9le1sLyfbV0max4aNTEBnlzWlroYZsaHiz/21DKppImfHQanrhg9IDi0SFqvt1dzc4+7sIatYqkEB/y6zoAedLrw+snC3EzDAiBIxAIftNYrDbeWlfCf344QLfZik6r5t/nZh3UskN5UxfrixpZnd/Az/vrnEa9A7w9OH1kOPOzIpiWEjJg02x5UxfXvLWZAvsFry+PX5A9qLjJrWrl9TXFfL2zCrNVFgnRAV5cMy2BiybEKv0tZquNDzaXs66gwUnMDDVm3Z/0CD8uGh/L2WOiCDlCM7nnVuTz1I8HAAj20ZFmFzHpEX4EeOuw2iSqWroprO9gY1ET720sGzL/Kcrfk29umXHUxsDd8dGWcgD+OjfNxf/IIWqW7q52ikxQq2BSYjCzR4bR2Gnig01yTERskBfvXzeZmMAj81ESuEcIHIFA8Jtld0Urd3++iz2VssfIxIQg/n1eluJD0p+qlm7WFzayvqiRDUWNVDQ7VzfCDXrmZUYwPzOCiYlBQ4okk8XGze9to6CuAz9PLefnxHDW6CguXLwOmwSnpIa6fV1lSzd3fLyTdYWNyrZx8YH8fnoic/s58q7Jb+DBr3OVikF/DJ5awgyeNHWaBjQWvHJKPJdMiCMj6uhE27y0skARN1dPTWBKcjC5la3srmzlm13V1Le7X54CuTIV4qsn1E9PsI8OH72W0kY5Mb2qtYd91W1MSxmezKvypi5yq9pQq2DR2GgkSaKgrsO+FFnrtPzkEDVnZEcyPzOC/TVt3PHxLmra5OXKtHA/3rp2wrAEbgpkhMARCAS/OTqMFp764QBvrSvGJoG/lwf3nJHOheNinZo7a9t6WF8oi5n1RY0ugYlatYrsGH+mJAcze2Q4Y2ICDqk59LFl+9lZ0Yq/lwdLb5lOTKA3S3dVY5PkbKuBTNwe+DKXdYWNaNQqzhgVye+nJzImNsBpn/KmLv61dB/LcmWjvUBvD/4wI4nEEB/CDXrC/DzpMFr4IbeWr3dVOYkbb52G0zPCOSs7ilPTQo/I7Rfk73dJQyeljV3c+8VuJyO/t9aV8Na6Eqf91SpICvVlRHivp01yqC9JoT746HsvW1abxHd7qvne/hljg7zI6RdyerQob+rixnfl3ii9VsOrq4v4fk8NRX3S2tUqmJwUzBmjIpmXGaH447T1mLn1gx00dZqI8vfktjkjOC8n+rDcpwUHjxA4AoHgN4UkSVzx2kZ2lLcAcM6YKO49M4NQPz317UZFzGwobHS6eIF8ARsVE8CUpGAmJwUxISHI6YJ7sBTWd/DwN3tZmVcPwJMXjiYm0Jsuk4XH7E3Op48Md/va8qYuVuyXx4q/unkamVH+SJJERbNcXcitamNvVSur8xswWmxo1Cp+Nzmev8wZgb+3h7KM8vWuKqVyBbLR4GlpoZw1OopZ6WED9u4cClUt3Tz4dS7f59YOuI9WrSI13I+sKANZ0f5kRfszMtJvyPfPq2nn+ne2UGIXnekRfrx21fhhMfdbtqeGG/o0fnebrYonkU6jZlpKMPMy5dRud0t3i1cW0tRpIinUh29vmTGox4/g6CEEjkAg+E2xoaiJHeUteOs0vHzFOE4dEcpHW8r57y9FLn0wKhVkRhmYkhTMlORgJiQEHVETa1uPmeeW5/PWuhIsNgkPjYq/zU3j9AxZzDzxfR5lTV1E+Xty86wUt8dYsq4Eyd6T++WOKv61dB97q9uc3IkdTEsJ5v6FmXjrNHywucxtw+v0lBDOHh3F6Znhh+RJ0xejxUpdm5HqVrkxuaa1h73VbXy5Y+CMq+cuHUtisA+p4YOb+rmjpKGTm97bRkljF/5eHlw1NYE/zUw+qsKhx2xldX4D1729xeU5H52Gmfam8YEamy1WGzvKW1iZV6+YOt69YKQQN8cQIXAEAsFvivfsDZ7njInm1BGhvLexjHs+3608PzKyV9BMTAzC3+vIp3KsNomPt5TzxPd5SqPs7PQw/nHmSGXUeVNxk7JU8+j52cpF02SxsbuyhQ1FTazMq1NMAgH++0uRct9RCcmMMhBnb36VJLjzk51OokatgomJQZw1OooFWZGH3ZBb197Do9/uZ3V+PQ0dQ4eCguyRc/GEOK6dlnDIo+u1bXIu09e7qpQG3lA/PctunXHU0rPbesz8vL+O73Nr+Hl/Pd1mq9Pz542NZuHoSKYmu28ab+0y88PeGlYeqGdNfgOt3b2ic0ZqCHNGhh2V8xQcHELgCASC3wyNHUa+3yP3a1w+KY7Pt1fwjy9kcXPttET+PCuFwKM8gbO5pIkHv85VloOSQ324b2EGM9N6L3bdJit3frITSYJzx0bj5aHh+RX5bCxuYktpk5Ja3ZcxsQFkx/iTFuGHVq2i02glt6qNbWXNfLLVORahf8PrkWQntXaZ+XZPNfd+sWdQwz8Hl02KY1pyCJOSgg5r8qqgrp1XVhXxxY5KZVJMo1YxNTmYv89PJ9hXT0uXifYeC1abhMUmYe3zZbHZnLbLtzYsVolOk4X91e1sK2t2Eo79Uavg9asmoNeq0ahV5Fa14aFRoVGr8NDI29q6zZz70jqn1/l7eTAjNYSZaWEszI48YrNFwaEhBI5AIPjN8Om2CkxWG9kx/lQ0d/O3j3chSfC7yfHct3DkUb0AlTZ28p8fDvDVTnmZxs9Ty21zRnDllHilaVeSJKpae7js1Q1KA/Pn2ytdXIyDfHRMTAhSGobvWpCOr17Llzsq+WhLuVsBFB/szdjYACYkBjE34/BETWuXmS2lTeypbCO3qpXcqjYqW1x9cRwkhvgw2V79mpwYRNgQRokWq432HgttPWbauuXb1m4zPWYr28ta+HBLuRJCCRAT6MXlk+JZmB1JcUMnX+6o5K8f7SSvtv2QP9uhYJPgmrc2H/LrpiYHkx3jT0ygF/XtRjRqFQYvD3wPo29LcOioJEkaWoKfZLS1teHv709raysGw9EZexQIBCc2q/PrufF/2+gwWjhjVAQ/7q3FbJU4PyeGJy7IPirW+D1mK9/n1vDh5nJlhFulgksmxPGXOak0d5nZW91KbmUbe6vbBuydCfHVMSkxmElJQUxOCiY51JeHvs5lyfpSQF7uWJ3foOxv8NQyOjaAsbEBjI0LZHRswGEtPfWYrWwra2ZtQQNrChrZXdHiEp7Zn5QwX7Jj/BkV7Y+vXkun0UKnySrf9r3fZ1tbt5m2HouTb9CR4uWhQatWodGo0KpVqFSqQcfN3eHpoXYRizlxAVhtEmarXA2y2CQsVgmL1X7fJg04Xj8Qfp5aogO8iPT3JCrAi8QQH6alhJAe4SeqPENwKNdvIXCEwBEITno+2VrBXZ/uUhxz1Sr5r/IzRkXw3CVjj3hcN6+mnfc3lfH59kqnvguA7BjZqG9/TbtTNcIdDy/KYkpSEMmhvsqFzmy18bePd7o07GrVKm6fO4K5GREkhfgclkCz2ST2VrfZBU0Dm0tcl8OSQn0YExNARpSBr3dVs9M+fXYsCfXT022y0mWyKIIr0t+TU1JDmTEihGnJIU5Li51GC3/5cAc/7O2d3vL0UDPCnlbucEZOC/cj1E+PSqViY1EjN7+/nfp2o90Fejzj4t2PnJutNnZVtLKxuJGNRU1sKGrEaLFx25xUbpszgtYuM3uqWtlZ0cKuctnfp6nThMVmU5bZBvqcZ2RFcMXkeFLD3Xsx/dYRAmcIhMARCH4bSJLECz8V8B+7qVxfTksL5ZXfjT/sVG2ApbuqeXV1kTJyPhQ+Og0ZUQYyIg1kRvnz9a4qVuc3EG7Q88Ntp+Lv7dzQ3G2ysuDZX5RRaAchvnpeviKHCQlBh3zOlS3d/GJvgv12TzXurgB+ei058YGMiw/E38uDxg4j720qc2om1qpVBHh74K3T4qPX4qvX4K3T4qvX4q3T2Ldp8dZr7NvkfXz0WgyeHpisNjYVN7GusIF1hY3KecQHe3PVlAQuGB/jMtUlSRJGiw2j2YbBS+u22lHe1MV1b29hf007Oo2au89IZ2ZaGHFB3m4jJWw2iVd+KeLJH/Kw2iTSwuVx8/4uxTvLW1hT0MCGoka2ljbTZXJuQJ6SFMzbv584pGdQp9FCdWs3lS09VLd0U9XSza7KVjYWNTk1NZ87Npp/nZt1VMb1TyaEwBkCIXAEgpOfypZupv3fTy7bfXQazhkbzf0LM45oZPe73dXc+O62AZ8P89OTEWUgM8pARqS/Mt3Ut9Iy4V/LqW838vLlOSwYJSeLmyzyhf/z7ZV8uq3C5bgTE4N47pKxTiaAPWYrHUaLIhK6TBaqW3vYVtbM97m1R73q8p8LRzM/K+KQPYAkSeL9TeV8tq2CrWXNTuJqRmoI10xLYOaIsMNeLlxf2Mif3t1Kc5eZUD89r/xu3KDGf82dJv768U5+2l8HyKLikUVZLp/rxZ8LeOL7PKdtAd4eTEoMYlJiMJOTgkmP8DuiZU6jxcr6wkbe31TGj3vlPLLx8YF8fMMUsWzVh0O5fgtpKBAIThraesws21PDF9srnWIMQB7LPmdsNKePDD9iM7jypi7u/HSXy/bUMF/uOWMkWdH+Qzb1tveYlR6RCYlB/Li3lu/2VPPZtkq3+3t6qMmJkysqt3ywnX3VbbT3HL0eloPlmz9PHzL80x2SJPHvb/fx6upiZdvoGH/mZkawICvikJLBLVYb1a09lDV1UdbURXlTF6WNXXyfW4PFJjEq2p//Xjlu0BiEn/PquPOTXdS3G9Fp1Tx0diYXT4h1ERPL99by5A+yuJkzMpwZqfJE2IiwIxM0/dFrNcxMC2NmWhgbixq55NUNbCltJreq7bC+3wIhcAQCwa8co8XKyrx6vtxRyfJ9dS59LqeMCOWZi8cctQBGs9XGLR9sdxEXZ46K5PELsg+6qrG3qtdF+NTHf6az35JHf3rMNhfRdrhEB3gR5KPDS6ehsUM26Ou/5DIQh1NMMFqsPLciXxE3t81J5aLxsQMmaEuSRGu3WREwsojpptx+v7Kle8AR9XPGRPHY+dkDVuc6jRb+9e0+3tso+yElh/rw3KVjyYxyFRGF9R385cMdyqTdw4uyDv3DHwZj4gLw9/Kgpcvs4sUjOHiEwBEIBL86bDaJzSVNfLGjkm931zg19qaE+VLR3EWP2cbcjHD+e+X4o/Kejgmpe7/Y4yRu1CrZofYPMxKHXEpwiLE31xazoahJ2T6UuDlUgn10TEkOZlS0P5OT5NvBqg2SJNFutFDT2kNVi+xE7HAl/miL8zLZmc+tYXJSEPeemeG2siBJEqWNXewob2FHeQvby5rZW92mNNf+86wMrp6W6PZ1r68p5vPtlZQ1dQ1ZndJp1cQGehEb5E2c/Ss9wsC0lOAB/x02FDXy9093KSP5105L5M75aU5iSJIk9lW3syy3ho+3lNNutDAhIZD7FmYMej5Hk3s+20NLlxl/Lw9GierNYXNMBM6LL77IE088QU1NDaNHj+b5559n4sSJbvd96623uOaaa5y26fV6enp6lMeSJPHAAw/w6quv0tLSwrRp03j55ZdJTU0d1s8hEAiOPyaLjUtf3cDW0l5jtnCDnrNHR3HOmGgyowxcsHg9W0ubncz0Doe2HjMvryxUcof6E+Sj44VLxzJ1gPRqm03iQF07j323n5/tuVOHgloFcUHepIT5khzmS2KwD1/trHKq5CSG+JAV7c+oaDnLKTPK/5Ddl1UqFQZPDwyeHoywT+90m6y88HM+KpXsiPyH6YlUt/XwQ24NG4qaOPuFNTx4dia/m5JAt8nKVzsreXlloUtDdF+unBLP9NRQiuo7UKtkozy9vcn7/i9zFZ8fB2F+ekW8xNq/HI/D/PQHvUTU2mXm39/u48Mt5QBE+Xvy5IWjlX83m01ie3kL3+fWsGxPDWVNvZ8hOsCLly4fd0TN6IdCcUMnn22XReWLl+WIaIcjYNgFzocffsjtt9/O4sWLmTRpEs888wzz5s0jLy+PsDD3v3wMBgN5eb0NXf3V+OOPP85zzz3HkiVLSExM5L777mPevHns3bsXT8/BjaUEAsGvm/c3lbG1tBkvDw0LsyNZNDaayUnByoRMS5eJ7WWy+JmZFnpIx65p7WFLaRPvrC9lY3HTgPvFBXlz8YRYLhgXQ7jBky6ThYrmbvZWtfHJ1grWFDQM+NqD4d/njiInPoCEYB88PTRYrDa2lbXw4s8Firi5dGIsdy0YeURREpIk0WG00NLVa7AnIfedvNInBgJkR2atRk24wZOK5m5sEtz3ZS73fZl70O/39vpS3rZ7+QxFpL8nqeF+xAV54av3oNNooaa1G5PFRnOXiWAfHUE+OoJ99Rg83U9USZLEN7uqefDrvTR0yP1Ol0+K4+8L0vHy0LAmv4FludX8kFtLXR/PHL1WzSkjQpmfGcHczPAjyh87GLpMFt5ZX8ryfbVsLZWbr6cmBzM91b1wFhwcwy5wnnrqKa677jqlKrN48WKWLl3KG2+8wV133eX2NSqVioiICLfPSZLEM888w7333ss555wDwNtvv014eDhffPEFl1xyyfB8EIFAcNzpNFp4/qd8AP5x5kiumBzvss+aggZskpx7NFCPB8i/S/LrOthc0sSWkmY2lzRR0TywS++iMVHcMDNZaS41WWy88FM+z/1UcEifIS3cj1NGhCj9KPcvzOCqqQnc9O42luXWcNeCdC6bFEdDh5Glu6r5Ka+O1QfqabMv2ei1av517iguGBcz6Pt0m6xK8GVVaw81rd32ZSf5q66th5Zu80HFLQBOeVZD4eepRa/V4CiwSMjfb5sENknCZpOQJGgfxOjPcZ4Hg4dGRVSAF2NiA0iPMJAS5ovBU8sLPxcohogpYb7886xMus1WHvxqL8v31TotbfrptcwaGcb8zAhOTQs9ZuPZVpvE9e9sdTJuHBlp4IGzMo/J+5/MDOu/oMlkYuvWrdx9993KNrVazZw5c1i/fv2Ar+vo6CA+Ph6bzUZOTg7//ve/ycyU/7GLi4upqalhzpw5yv7+/v5MmjSJ9evXC4EjEJzEvLm2mIYOE/HBcgWlP5Ik8bG9Z2Sg5SlJkvhpfx1PLz+g5EMNxEPnyJM1eq28TGC0WNlR0cJrq4v4dnfNoK91cOf8NK6YHO/k6SJJEu9tLKPTZOXUtFDUKthqrzqtL2zku36p3wCB3h6cOiKUG2Ymkx5hwGqTqG83Ut7cRXFDJyUNnZQ2yverWrvdOiQPhEatcit0EoK9mZzUGzpqtkp0mSxsLW3m651ViugCmDMyjJcuH4fJakOjUuHpoXZbVbHaJIrqO1hX2Mij3+2jx2wjPtibFy/LIcygx2i20WO20tBhoqxJ/kw9ZhseGhXNXSaaOk00dMi3TZ0mOowWzFa576e0sYsvcU0wTwr1ISHYhz++s8WpmTrIR8fcjHDmZUUwNTlY+Xc+FkiSbLL41toSVuc34OWh4a4F6cweGUZMoPfQBxAMybAKnIaGBqxWK+Hh4U7bw8PD2b9/v9vXpKWl8cYbb5CdnU1raytPPvkkU6dOJTc3l5iYGGpqapRj9D+m47n+GI1GjMbe8mNb2+C/1AQCwYlHc6eJV1bJyyZ/nZvm1lBt8aoiVh2oR6dRc36Oc4VDkiRWHajn6R8PKOJBr1UzLj6Q8fGBSiXm7NFRPLwoC4Onlormbr7PrWV7WTPby1oOytBvfHwgF4yL4YzsSBejOgd17UY6TVY0ahVmq00ZVwZYdaC3Vycj0oCHRkWMveekrt3IPZ/tpqa1h9p245DVFx+dhkh7JECEwbP3vv1xoLeOfdVtPLJ0L4X1nQBMSgzikUVZpIb70WO28t2eav797f4hYw+sNonTnlypZFXptGoMnlqaOk1Dxj34eWr519J9ThNavWGZriGZjm0+eg0qBq8EARTVd1Jk/3xR/p7My4pgXmYEExKC3Jr/DReD9fo8siiL84eoygkOjRNuimrKlClMmTJFeTx16lRGjhzJK6+8wsMPP3xYx3z00Ud58MEHj9YpCgSC48DLqwppN1rIiDSw0G6K15d1BQ088b38h9M/z84kLUJulpUkibUFjTz1Yx7byloAObfoqqkJ/PGUJIJ8dPzQp7k1yEfHXz/ayY7yZifn3sGI9Pfk/JwYzh8XQ2KIz5D7r7I3HFttEvOfWe303CkjQlmQFYG3TsNrq4vZWdE64PKQRq0iwuBJYogPCSHeJAT7kBjiQ0ygN5EBnvjp3femGC1Wlu+t428fr3MaQ/by0BDko+OBr3Jp6jSxv+bgQyz7N1GbLLaD/v4NVUk7UhKCvTljVCTzsyIYFe1/zIzz2nvMbC5pYkdZC9vLW9hZ3uJU9fL0UHPqiFAuGBfL6RnhgxxJcDgMq8AJCQlBo9FQW1vrtL22tnbAHpv+eHh4MHbsWAoK5L+uHK+rra0lMrL3l1xtbS1jxoxxe4y7776b22+/XXnc1tZGbKxreVsgEJyYVLd289a6EgDumJ/mMj1T3drNn9/fjk2CC8bFcOlE+ed7fWEjT/94gE0lcsOwXqvmyinxXH9qMiG+shGf1Sbxx3e2KsdyvM9QhPnpmZ4awrljo5maHDJkJaC1y8w3u6v4fFslW/pMgPUnv7adX/pUcbw8NMxKDyMqwJMIfy+i7BWYqAAvQnz1h1yBKGnoZOaTK90+12228t0e95VwH52GcQlBjIkNICbQi5V5dQe9TAdyzlJ2tD9Z0f4khfqgVqnoW9jpb6qvUcuhmRq12n6rQqtRoVWrlefy6zp44vv91LYZlXO8ZXYq01JCuOL1jbR0mZmeEsLrV48/pstPANvKmvn9W5tp7rdU6KvXMis9jAVZx7bX57fIsH5ndTod48aNY8WKFSxatAgAm83GihUruPnmmw/qGFarld27d3PGGWcAkJiYSEREBCtWrFAETVtbGxs3buTGG290ewy9Xo9eP7irqEAgOHF5bkU+JouNiYlBzBzhPBllstj407vbaOw0MTLSwCOLsthc0szTPx5gfZE8caTTqrl8Uhw3nppMmKF30tJstXHq4z8f0rn8fX46c0aGkRLmO2QlwGSx8XNeHS/+XMCug2zS7d9Y2222srmkiXCDJ8mhPpgsBjx1GqIDvA5Z3CxZV8IDXzlPPYX66ZmREoK/twcBXjoCvD34bk+14tPz+AXZXDTe+Q/CypZu7vzE1cnZy0NDZpTBPrbuz6gYf5JDfY/6MlBpYyfPrsjn8+2VSJLcZPy7yQlcMTmOksZOrn1rMy1dZsbGBfDK78Ydc3Gz6kA9N7yzlW6zlegALyYlBTE2NoAxsYGkR/oNmVclODoMu3S8/fbbueqqqxg/fjwTJ07kmWeeobOzU5mquvLKK4mOjubRRx8F4KGHHmLy5MmkpKTQ0tLCE088QWlpKX/4wx8AecLqtttu45FHHiE1NVUZE4+KilJElEAgOHkorO9QzOb+Pj/NRVT8+9t9bC9rwc9Ty0uX53DnJ7v4aqfcaKrTqLlkYix/mpmiZDdZbRIr9tXy2bZKF98Vd0xOCuKm01KYnBR80BemlXl1/PHtrZisg6eHD4XDg6au3Uhdu5Hdla3Qp4k2JcyXU0eEMntkGKNjAgZ0Ua5vNzLj8Z+cksJvmZXCrXNGOImPLpOFr3ZUsblErjDdOjvVRdwYLVanjK8of0/+Ojdt2MRMX8qbunjhpwI+2Vbh1H+UEWlg+b5a3ljbGwORFu7Hm1dPOOS8rEPFZpMorO9ge1kL28vlXq282nYkSc7XeuV340SV5jgx7N/1iy++mPr6eu6//35qamoYM2YMy5YtU5qEy8rKUKt7f2k0Nzdz3XXXUVNTQ2BgIOPGjWPdunVkZPS6SN555510dnbyxz/+kZaWFqZPn86yZcuEB45AcBLyH3vK85yRYYyLd07Pbu0ys2R9CQBPXzSGDzaV8dXOKrRqFRdNiOXm01KUUXFJklh5oJ7Hvts/aG/JtJRgrpmayJTk4IO+OEqSxIaiJv7y4Q5q2g5utBlgXHwgp44I5akfDxAT6MWav89yet5itdHYaaKuzUh1azf5dR3sr2lnf3UbhfUdFNTJX6+vKUatghHhfpyeEc7skeGMjPSjsrmbv3y4w6WHZ9UdM4kPlnuFuk1WVubV8c3uan7aV6f05JyXE81tc5zNUyVJIu3eZcrjW2alcPvctIP+vIdLVUs3f/1op1KR60/fz5cU4sP4hED+Ni+NAO+jE8/hwGqTqGjuoqCug50VrWwva2ZHeYtb1+Xzxkbzf+dnHzODQIErIk1cpIkLBCcsr6wq5NHv9qNSwXe3ziA9wvnndV1BA5e9tpHYIC9umz2Cv368E4AXLhvLwuwoZb8d5S3833f7nOIR+pMU4sMnN049pMyqmtYe/v7pLqfJJ3dMTgoiJy6QjCgDHT0W7vpsN946DZv+MYfXVxfz9PIDnDMmimcvGXvQ793aZWZdYQM/7K1lY1EjVQfhGTMlKZi3fz8Rq01iZV49S3dXs2JfrdPodGyQF+eOjeHm01KcLs4Wq40xD/1Ih31i6fSMcF49SjEY7rBYbaw6UM/7m8pZvq/W7T6hfnrGxAYwOsaf0bEBZEcH4O999Ez51hU0sL6okcL6DgrrOilu6HRblfP0UJMdE8DYuADGxgaSExfgtBQqOHqINHGBQPCr56Mt5Tz6nTwVddf8dBdxA7CnSv7L3WyRuPuz3QD8eVaKIm4K6zu47NUNShPqQIT66Vly7cSDEjflTV089eMBPt/uPvUb5KWJ62YkMTLS4JIqfusH2wE5FNJXr1X8b8bFBw753n3x9/ZgwahIFoyKRJIklu+r4y8f7lAESH9GRhqIDvTi1g+2syqv3in/KjrAi4XZkZyZHel2yqi1y8xZL6xRjh3soxs2cVPR3MVHm8v5aEuFSzVMpYLrT0lmTKwsaCIMnsMyEdVjtvLQN3uVQM6+6LRqkkJ8GBlpICcugLFxgaRFiL6aExEhcAQCwQnHD7k13PWp3MR6/SlJXH9qstv9HOPFjgvh6Rnh/HlWKl9sr+S2D3cMePyUMF+CfXRsLG7CV6/lrWsmEBvk3lzNZLGxpaSJn/bX8dqaYrf7ONBp1Tx78RgWuBljB2jqNPGdffLosonxsi+KXeDkxB2awHHwy4F6/v3tPqdlt9ggL6YkBbN8Xx1NnfKo9r7qNvZVO49jXzcjkTOzoxgdM/Do9L7qNq56Y5NTlMHGe2Yf1rkOxUsrC3ji+zzcrSvcMS+Nm05LGZb37UthfQc3vbuN/TXtqFSwyJ5vlhzmS0qo7I59LL1zBIePEDgCgeCEYkNRIzfbR74vGh/DXQvSB9x3a79x671VbYy497sB9z91RCi+nlpW7KuloK4DD42KV343jswo18Tm/Np2nl2Rz0/765yWcNyh06qZlRbGn2enuD2Wg0+3VmCy2siKNjAqxp/PtlXQ3mPBT68l3e7bcyh0mSz86d1tdBgt6LRqFmRFcPGEWCYnBqNWq7j+nS18n1vL3IxwftjrvMyjUkFpYxftPe4djyVJ4u31pfzr232YLL3LMpvumY12GKoV728q4/FlcgZhgLcHXh4aZaLs7/PTuXGme5F7uHSbrBTUdXCgtp38ug7ya9s5UNdORXM3kgQhvjqevngMM1IPLc9McOIgBI5AIDhh2FPZyh+WbMFksTE3I5x/nztqwMrC3qo2xTXXQf/HDhZmR+Kt0/Dd7hrF9TYnLoB7zhjJ+ATnxuX6diNPLz/gdnmiL2oVTEsJ4ezRUczLihjQtdiBJEm8v0k+5mUT42nvMfPvb+UluD+dlnJYouGbndV0GC3EBXnz9c3TnfpPTBYba+z5Ro7Mpbggb/46dwQfbCpnfVEjP+yt5Ye9tWREGrjptBTmZ0WgUauobu3m7s92s7Kfed/7100+qr0lkiRR3tTNkz/kKZNvAC1dZlqQz/muBencMEAF72Dfo7Sxix3l8nRTfm07B2o7KG/uclspAnmJ8T8XjhZ9NL9yhMARCAQnBMUNnVz95iY6jBYmJQbx3KVjXS76kiSxuaSZB7/OJbdqcPdbtQrOGh1FoLeOr3dW0WhfqkmP8OOOeWnMSg9zEk/dJiuvryniyR8ODHrcKH9PLp8cz4XjYwjzO/gL4PqiRooaOvHRaTh7TBTP/HiAhg4jiSE+XDs94aCP05f3N8uC6ZKJsS7NtVtKm5Q+G4ex4EPnZDIzLYxzxkSTX9vO/zaU8vHWCvZWt3HTe9tICvEh2FenjIk7UKngvjMzmJIcfFjn6aCp08TOCtnR98e9tQP+G/p5ahkTG8C5Y6M5L+fQ4gtMFhu5Va1sLW1mS0kzW0qbBnRUDvLRkRrmy4hwP0aE+5Ia7seIcL9DajQXnLiIKSoxRSUQHHdq23o4/+V1VDR3kxll4P0/TnaqiJitNpasK+GRpfuGPJZGreKMUZFEB3jx5Y5KZZkjIdib2+emsXBUpJMTss0m8fn2Sh5btt+pz6Q/U5KCuWpqAnNGhh1WteWm97axdFc1M1JDGBXtz0srC5Xn0iP8lHwls9WGJIFaDWqVyh5cqcHgpcXg6YGfpwc9FitrCxqcAjW1ahWWIUKfPD3UeGjU6LUaQnx1jIr250+npfDF9kqeXZHv9jULsyO5bc4IUsJ8D/kzO+g0Wjj/5XVDRj88fkE24+IDSQz2cXGr7o/VJlHV0k1pYxcljZ2UNnayq6KVnRUtTn4/IPshZUUbyIgyMCLcjxS7qHG4WQt+PYgpKoFA8KuhtcvMla9voqK5m4Rgb966ZqIibsqburj6zU1KEORQxAZ5kRFpYE1+vWKRH+nvya2zUzl/XIzLpIvRYuWaNzezrtC9v0pCsDdnZkdyzphoRoQP3CNjtFipbumhsqVb/mqWb6vsXyWNvaGKq/MbWG1fOnJwKJlPAzGUuAHoMdvoMdtox0JDh5H9Ne2MjDQw2CvPy4kmOXTofC13lDd18eh3+waNdPjd5HhOGRHKaWmhAwpHh4fRLwfqFUFT3tSF2er+zAO8PRgfH8i4+CAmJASSFe2Pp8exdTMWHH9EBUdUcASC40aXycLvXt/E1tJmwvz0fHrjVEL99LyxtlhpOO3PzaelsOpAvd3Vd2Ci/D25dnoiV0yOd3txkySJK9/Y5CI2AG6cmczC7EgyIg0uPUAWq413N5axqbiJCruAGSppeyDuPXMkyaG+SsaSh0bOXFKrVFglCZtNHv9eW9Aw5Oc9WoT56ZmeEsLPeXWKSJyeEsJTF48+pCW58qYuznh2tUvS9/WnJDEpKYjxCUFD9i05jvPPr3JZsb/O5TmdRk1skBcJwT7EB/swItyX8QmBJIX4DlkBEvw6ERUcgUBwwmO2yhlSW0ubMXhqefv3E9lf084MN9lQCcHevHrleFLD/dhe1swLPxcMeNxTR4RyxeT4ISsCi15c6+LwOys9jNevGj9gY3NeTTt3fLLTba6Up4ea6AAvogO9iQ7wtN/3IsLgxaWvbgDgnjPSeWttCVWtPdwyO5U/zEga8HNIksTD3+xzih/oT6S/J2v+PgujxconWyvYUd7CZ9sG9uc5GE7PCGdORjj3nDmSV38p4s21JawpaOC8l9Zxw6nJLBobje8QDs9VLd2c+ZyzuPnwj5OZlHTwPTwmi41XVxfx/E/59JhteGhUXDg+lswog13QeBPpL0a2BQMjKjiigiMQHHNsNom/fLSDL3fIsQqXTIxle1mLS9PpvWeO5PfTExXBIUkSiXd/6/aY5+VEc+vsVCWCYCBaukzMeOxnl8qCj07DL3eeRnCfvoxuk5VNJU2sya9ndX6DspRk8NRy/anJJIf6KkIm0NvDrTBak9/AFa9vxE+v5aIJsby+ppjoAC+W334qXjr3yyZGi5WXVxbyzHK5L+aCcTFkx/iTEupLaVOXYmoIMDYugMK6DtrcxAWAXPFKCvUhJtCbYF8dn2+rdCsQPTQqpyUfP08tZ46KZGJiEP/54YAyoear13LL7BT+eIrzZJMkyZlMb6wtcZlA+/aWGWRE9f6utdokGjqM1LT2UNPWQ21bDzWtPdS2GeX7bT1Ut3QrTdKTk4J4ZFEWKWGHPkovOLk4lOu3EDhC4AgExxRJknjw6728ta5kwH1OHRHKkmsnKo9bu828vrqI535yX7n5w/RE7l2Y4fa5vuRWtXLmc2tctgf76Hjld+NIjzSwrbSZzSVNbCxuYkd5i5MHjEoFp48M5+FFWYQf5Ajxn97dyre7azhlRCgbChsxWW0svmIc87MiXPYta+zi3U2lfLylQjHoOz8nhtPSQ8mraedjN+6+g/HZn6aSExdIh9HCW2uL+e8vRYoQyowy8Le5acxMC0WlUtFptLChqJGf8+r4PrfWadktJcyXMD891a09FDfI/VBnjopkakowm4ub+GJHldv3B1h6y3Q2FDWxsahRES/17UYOomWIEF8d/zhzJIvGRA+LY7Hg14cQOEMgBI5AcPx4bkU+T/0oj2JPTAxiU3ETgd4e/H56IotXFdFhtPDG1eOZlS4H8u6vaWP+M6tdjuPnqZVN8jy1rLlz1oAZREaLlR9ya/lgcxlrC9w3Ey/IiqCqpZs9VW1OKdUgLwPNSA1hRmoo01JCDmmEuK69h6mP/oTFJhEd4EVlSzczUkN4+9qJThfsn/PqWLyykI3FA2dlueO8nGinJakZqSGcMSqSuz/bTaifno13z+ajLeU8/n2eIphGhPty++kjmJcZMaBosNokNhU38dGWcpburlZE3sFMajl47PxRpIT5cd8Xe9hb7ToOrlZBmJ8n4QY94QZPIvw9CTfIXxEGTyL89cQGeaPXiuZgQS+iB0cgEJyQvLOhVBE3/zwrg33V7WwqbuKySXEszI7iyR8O4KFRMSkxGEmS+HZ3DTe9t83tsRwJznfOT3crbgrqOvhgUxmfbqtQmmUH4rs9vVM+0QFeTEoMYkJiEBMTg0gK8Tns6sHHWyoUQVDZ0o1WreKBszKx2iT2Vreys7yFh7/Z5zbA0YHBU0tKmC8hvnrFjTjK35NJScFKHlagtwf3Lczg3LHR/PtbeZT+1BGh5Nd1cJd9OSsh2Ju/nD6ChdlRQ/ataNQqpiQHMyU5mHvOGMns/6ykrccypLhZcu1EpiUHY5UkXvipgH98vgeLTSLA24MbTk0mKcRHETMhvnrRPyMYVoTAEQgEx4RvdlVx/5d7ALhlVgpXT0tkwbNyZWZUdACrC+RpprFxgRyobeeRpfucohimJgc7jXPHBnnx2HnZTE0JUbZ1m6x8u7uaDzaXOZnV+Xt5KG6+/fHy0LBobBSTEoOZkBhEdIDXUfm8NpvEB5ude1EsNon7v9zDjvKWAeMfZqeHMSrGn+wYf7Ki/An102O02Pjd6xuVz9LcZVbEzXljo7l3YYZSWXK4D89MC+WbXfLS0SkjQnnjqvGH5d+zrax5wP6exVeM48GvcxWvoave2ARAfLA3pfbR+DNGRfDg2VkuoaMCwXAjBI5AIBh21hY08JcPdyBJcMXkOP5y+gh6zFYO1MpNu6Nj/fnnV7kAbCpu4tyX1rkcY1tZr2C5YFwMD56diU+faZ591W1c8dpGxbFYo1YxPSUElQqXyAEHZ4+O4u4z0on0PzqipqHDSF5NOwdq23l9TTEVza7REQ6RZvDUOgmHn/56KoluqkVWm8StH2xnc0kzfp5arpmWwDPL8wny0fHsJc5ZSRXNXeTXdaBRq5iREspTdlfm83OiD0vc7Kls5fp3tiqPL50YS3lTN2vsYvTx7/e7reo4xM3Ll+cMGDwqEAw3QuAIBIJh55nlBzBbJc7MjuTBs7NQqVTsrZb7XUJ89fh5evB9bm8YpEoFF+TEUNnSrQiCvu60T1yQ7SQErDaJuz7dRWOniegALy4aH4tOq+b9TWWUNfWa7DnIijbwwFmZTOiXQ3W4dBgtPPz1Xj7cUj7ofueOjWZ8QiDj44NICfNl4fNr2Ffdxl/mjCAp1NUpWJIk/vlVLt/n1qLTqPnv78bzob0qdH5OtEsQpEPI5cQFUNnSTVFDJ3qtmtkjww/5Mx2obWfh884N2X2X3ACK+hgwuquS5Va1MWtkmOijERwXhMARCATDjsOJ+E8zk5W+i13lLQBkx/gryy8AkxKDuP+sDIobOrn5ve3K9okJQWwqaSIm0MulyvHexlJ2VrTiq9dyw8xk/re+lLxa9+7AExODeO8Pk45KIrbFamNdYSP3frFHEVKJIT6khvk6pXePjg3giz9NVc67x2zlbx/vZF91Gz46DVdNjXd7/JdWFvLOhlJUKnj64jGMiw/kj+9sAWBepusU1so82QxvZloYS3fLy1OnpYUN6VsDspjaW93Gyrx6vt1d7TYnymKT8NFplPFtgHd+P5G0cD9C/fSoVCqaOk088FUuX++s4oWfC1i+r5YnLxxNVvTAKesCwXAgBI5AIBhWWrvNygRPX4+aXXZn3lHR/k45SO9fN1nxyHHw0fVTaOo0samkyaWXo669R3E97jBauO+LPQOei7+XB89cPOaIxE19u5FVB+pZmVfH6vwGpWoRHeDFUxeNVszspj66gip7b8qVk+MVcVPT2sP172xhZ0UrGrWKf56dSYC362TWJ1sreOJ7+XPdvzCDM7MjWXWgnvYeC6F+enLiAp32r2zpVqbEZqaFctO7cnP2GdkDLxG1dptZk9/Ayrw6Vh2oHzCL6455aYyMlIMoowO82F/TzoJnV+Or17pUkYJ8dDx/6VjOyIrg3i/2sL+mnUUvruXPs1K5eVaKaCwWHDOEwBEIBMNKaaNcvQn10ztVEnbb3YD7ZjzdMjuV9UWNTuLmzGzZbO5/G0rl4/QLSPzX0n1Opn16rRqjxf1U0mPnjyLqEJqIJUmivKmbbWXNbCuT06n7jzz7e3lw1uhI7pyfrkQP2GySk1hICPEG5D6iG97ZSl27kQBvD166LMepSdrByrw6/v7pLkCONrhmWiIA3+fK016nZ4Q7RRFYrDZueX873WYrY+MCkCQoaeySl6fSw5yO3WO28s76Un7cW8vWsmaXsfi+LBoTxTOXjHXZvs/+PRgZObDx3gK7SeB9X+7h2901PL38AGsLG3j2kjFHredJIBgMIXAEAsGw4giaTAj2VrZ1Gi0U1HcAYLH1ipHzc6JdghkXjYkGUIznQvpUcH7cW+skhgACvXUuZniTEoP486xUpqe6iom+9Jit7KpoZVtZM1tLm9le1kxDh8llv6xoA6elhTEzLZTRMQEuFaHmLpNTr0p8sA+fbK3gns92Y7LaSAv349UrxxPX53viYFdFC396dxtWm8SiMVH8fX46IPcZ/WDvU+q/PPXM8ny2ljbjp9fy3CVjeW+T3KczKz3MqRFbkiTu/my3MoE1GAuyItyKG/kcW+3fh8GXnYJ99bx0+Ti+2F7JPz7fzabiJhY8u5onLxjNnIxD7wsSCA4FIXAEAsGwUmJ3vu27PLWnshVJkk30vuojUOKDfcit6s158tNrmWEXJfUdssAJ9dVT2dLNY9/t56ud8mv7Vm36ipv5mRFcf2oSY/st5/Sntq2H11YX8d7GMqf+EpAjDDKj/MmJCyQnPoCJiUFDhk72rd746DS8tbZEiUeYmxHOUxePcdsXU9rYybVvbabLZGVGagiPXzBaqdTIYsuIn6eWKX0yndYWNPDiSvnYj54/iphAL5buqgbk6ldfPtpSflDi5neT43nonEy3z606UK9EMfRfJhuIRWOjGRMbwJ/f387uylb+8PYWrp2WyN1npLskvAsERwshcAQCwbBSYl+iSgzpFTi7+/Tf9G3GBZyaW+dkhCtJ4A120fDOhlIWryrEaLEp01ZrCxqUfhcHBzOiXNrYyeJVRXy6tUIx2wv10zPOLmbGxQeSGeXvNo18MGr7iCydVq2Im1tmp3Lb7FS3SdcNHUaufGMTDR0mMqMMvHzFOHTa3ou/Y3lqdnqYsr2hw8ht9vH7SyfGsjA7it0VrZQ1deHpoWaWfXmq22Tl6eUH+O8vRU7vGeKrIyvany6jlR0VcizFmdmR/PPsTLfmhjabpFShFmRFsMBN3MRAJIT48OmNU3l82X5eW1PMG2uL2V/TxkuX57jtQRIIjhQhcAQCwbDi8ESJ77Mc41jiGB0boAichdmRtPeYlawjgDPsAsVmk5T9HA3LkxKDuG9hBltLm/l4a4XTe2ZFGwYVN6WNnfznhwN8s6tKyUQaHx/ITaelKNlMR0LfCo7DRXlsXAC3nz7C7f6SJHH9O1spbewiJtCLN6+Z4FThkSSJZXaB41iestkk/vrRTurbjaSG+XL/Qrni8o19emp2ejhqlYoHv85lyboSp+ynU0aEEuanp6yxy8kjaHZ6GE9dNNptI3BRfQd3f7abypZu/Dy1PH0Yzdo6rZp7F2YwMTGIv3y4g3WFjSx6cS1vXTORhJDBQ1IFgkNFCByBQDCsOJaoEoJdKzh9c52um5HEvure0W7H8tSm4ibu/myXst1Do+L5S8cyMy2MB7/O5f1Nrt4zl010P3YNUNzQyYWL1ym9NTPTQvnTzBQmJh4dTxyAOjeBmDPcNBM7KG/qZmtpMx4aFUuuneiyBLavup3ypm70WjWnpslTS6+tKWLVgXr0WjUvXJaDl06DJElOy1MvrSzkzbUlTse6YFwMm4qb+OWALGw0ahXzMyO4ZloC4+ID3Yq75k4T57+8juYuM54eah4+J+uQq1p9mZsZwad/msoflmyhpLGLm9/fxpJrJjoluQsER4oQOAKBYNho6zErzsKOCk5rd2+VZlufKIZR0f4sWV+iPE6L8OP2j3a4NB3veXAeNa09nP/yOrdeLdefmsQlE2Ldnk9VSzdXvLaRhg4TIyMNPHFB9rD4s7gbt57eb5y6L/tq5M+RGuZHshvDP0f15pQRoXjrtOwob1FG4x84K5O0CHmaaVdFKxXN3Xh5aPD0UPNcn/F7B5/Yq13+Xh5cMjGWK6ckDBpPsauihceW7ae5y0xKmC9vXj2B2CDX5uhDJT3CwCc3TGXu06vYU9nGrP+s4skLR3O6aD4WHCWEwBEIBMNGmX15KsRXh599hHqPvXoTF+TttLSkVqt4fU2x8niLXfyoVSjLK2ePjmJlXj1/+3inErbZl4fPyeR3UxLcnktxQye/X7KZypZukkJ8eOf3EwkZpopBXZuzwPHWaRgTGzDg/vvtlauRka7pyPuq23httdw7syArgrYeM39+fxsWm8SZoyK5dGKvmHNkT3WbrVz71ha375Ua5svV0xI4d2w03rqBLwE9Ziu3vL9dWRrUqFU8eHbmURE3DiL8PXnvusnc8cku2dH5wx288/uJQzaFCwQHgxA4AoFg2Ch2M0Hl6L8ZFe2vuP9mRBqoaul2yW6anBTEP8/O5F9L97E6v4Ef9tYok1P9uWZagou4qWnt4ZtdVXy9q5qddufk6AAv/veHScMmbgCqWvt/jmCnhuH+DOQr09Bh5A9LttBlsjI1OZizRkdx24c7KG/qJibQi3+fNwqVSoXFamPp7mpeXV3s7vCAPDJ+zbQEez7X4D1GkiTx9PID/LC3Fo1axTljorjx1GRSwwf2vTlcsqL9+fKmaZz/8jp2V7Zy/svreOCsTK6amnDU30vw20IIHIFAMGw4TP6cG4xbAJwu+BeNj+Hatza7vP6JC0YT6e/JFnsyeN88Kuf9srlwvFzJaOo08d2ear7aUcWmkiYke/VHrZKXiR46O/OQzP4OB4eIczB9kP4bgP32Jar0iN4KjtFi5fp3tlLZ0k1CsDcvXZ7Dp1srWLqrGq1axXOXjsVDo+LNtcUDBnsCXDklnqunJrjNuupPl8nCZ9sqWbKuhPw62afo+UvHKs3ew4VOq+btayfyz69z+XJHFQ98lUuIr95lzF0gOBSEwBEIBMOGw+Qv0U0Fp7pPleOz7ZXsr3HOjgrx1RMT6EVuVRvdZmdvmr6cNTqKC8bFsHRXNR9vLWdNfoOTyd74+EDOHhPFgqxIl5iH4UCSXJ2Bp6WE0GO2YpMkrDYJmw2skoRNkugyWpXvU2q4r3KMuz/bLZv3eWp57aoJ1LUb+efXcuL63+alsaOshWve3OwScNmXZy8Zwzl2o8TBsNkkPtpSzuPf5ylTaj46DX88JfmQRsGPhEAfHc9cPIYALw+WrC/lLx/tICXMV+kvEggOFSFwBALBsKGY/NlHgBs7jFS2yMJmQ1GTsl//igfIidgqlYotJU0uz3l5aBTRszA7krfXl/LAV7nK81nRBs7KjmLh6KhBG2iPFu09Zn450MCO8mZq2lwbjM96fo3iszMYk/69Ao1a5RSfYPD04Of9dbzySxE9ZhszUkOYkBDE+S+vA+TqWGqYL8v31Tkda3RsAGePjhryPTcVN/HI0r3Kv0FckDdXT03ggvExSvTEsUKlUnH/WZmUNHax6kA9t3+0gy9umibMAAWHhRA4AoFg2Ogf0+AYDz8YcuLlRtPNfSatQG6S/evcEdzwv23oNGrigry57YMdgOzAe/W0BLeTSEdCj9lKYX0HJQ1dlDR2UtLQSVVrN/XtRurbjYrXzUAcjLhx0D8bqrKlm399uw8Ag6eWpy4aw/1fyoGiZ4+O4g8zErnolfUux7n99BGD9toU1LXzf9/lsXyf3ETsp9dy2+kjuHJK/HEVFBq1iicuzOb0p34ht6qNFftqmZ8llqoEh44QOAKBYFjoMFposMcrOJqM3VVqAM4cFUlFcxc7+zw/NjYASZJcKjif3DiVD+xZS5OSgnjw61y6zVYmJwXx4NmZbl2CD4XGDiMHajs4UNvOnspW9lS1kV/b7rTs5Y6kEB+mp4bw9vpSp+3PXjKG0TEBBPvq0KhVqFUqNGoVGpUKtVrFfV/s4Z0NpVwxOY6F2VFc8t8NymsNnlra+kyLPX5BNp1GizI2fm5ONL9fssWlN2lcfCCnDJC7VdvWwzPLD/Dh5nJskiwoLp4Qy21zUoeMoDhWhPl5csmEWF75pYgXfi4QAkdwWAiBIxAIhgVHg3GQjw5/L3mpY6AJqEfPH8WER5Yrj7VqFdkxAVQ0d1PbZ8knOsCLtm4zL60sBORx7Lzadrw8NDx+/uhDFjfVrd2s2FfHgdp2DtS2k1/bofj29Mffy4OkUB8Sg31ICPEhJtCLMD9PQv30hPrpCfLR0d5jdhI4S66dyKkjBva/Aciz9x7FB/nw1492Oj3XV9zMTg9jflYk936xG0mSRcy/l+5TQkj74q56U9fWw2trinlnfamyvDcvM5w75qWTEnZ0K15Hg2unJ/LKL0XsqWyjx2w9ImNBwW8TIXAEAsGwUNLgHNFgtUkU2Cdz+vLMxWOobulRwjJB9oPx0mnYbh/tdjAhIZAb/rdVaawtapCP9/f5aW6Tud0hSRLrCht5Z30pP+6rdVkSAogN8mJEmB+ZUQYyo/0ZFe1PpL/nkOPVffuAAOKH8IyRJEkx+XMsQznw1mnosgd/jo0LYPHvxtHYYeTjLbJ30PayZtwVlR5ZlMW0PlNbFc1dvLKqiA+3lGOyf4/HxQdy94J0xiccPffmo40jz8tDo3IbHSEQDMUxETgvvvgiTzzxBDU1NYwePZrnn3+eiRMnut331Vdf5e2332bPHnmNedy4cfz73/922v/qq69myZIlTq+bN28ey5YtG74PIRAIDgklZNO+PPXYsv1u95uXGcF3e6qdtuXEBQDQ1OFcnfhih3MFyGyVmJoczJUDmPv1Z9meGh7/fj9F9b15V+PjAxmXEEhqmB8jwn1JCfMd1ABvIL7aWcVn25yTuqMDB29wLqzvcGtYOCM1BA+Nmp/21+HnqeW5S8bioVHz9vpSRQi6EzdLb5lOZpTszFxU38FLKwv5Ynulsrw2Lj6Qm49S3tZwYbRY+XBzOc8sl12Y52VGiCZjwWEx7ALnww8/5Pbbb2fx4sVMmjSJZ555hnnz5pGXl0dYWJjL/itXruTSSy9l6tSpeHp68thjjzF37lxyc3OJju4dd5w/fz5vvvmm8livFxkmAsGJRK8Hjg+F9R0uSdYgNwx76TR8u7ufwLE3GHcYXS/+DoJ9dNx0WgqXTYo7qKWpj7eUc+enu5Ak8NVrOS8nmismxzPiKJjXVTR38Y/Pd7tsH+zCvLaggctf2+i07byx0TxwViY7K1q48o1NADx2fjaxQd50m6y83SfKoj9PXjhaETdf7azilve3K8+lhPly02nJTEgIQpKgorkbmyQhSWCTJGySnDhe1y5XTTw9NOi1auVWr9Wg0Tj6hkBj7yNS23uJHL1FapXc0+NOPFltEiaLDZPFhtFqpb3HQn27kTp7o3ZVSzcHatvZUd6iiL7MKAMPnp054GcWCAZj2AXOU089xXXXXcc111wDwOLFi1m6dClvvPEGd911l8v+7777rtPj1157jU8//ZQVK1Zw5ZVXKtv1ej0REcfGn0EgEBw6jiWq2CAvbv1gu9t9MqMMbChqdBlxHhsrC5w2N9UNkHtMrp2e6JS4PRCVLd18sqWCp5cfAODSiXH848yRB/Xag8Fmk7j9Izk6YmxcANvLWgbdv8ds5cGv9/K+vVHawf0LM7h2eiJ17T3c/tEOAC6fFKeY7H2ytXzQaa0tJXKAprs+p4K6Dv7y4U43rxoeVCqUJmq1Sq60uVsKHIhAbw9umZ3KZZPi0GtF743g8BhWgWMymdi6dSt33323sk2tVjNnzhzWr3cda3RHV1cXZrOZoCDnteKVK1cSFhZGYGAgs2bN4pFHHiE4ONjtMYxGI0Zjb6m7rc01oE8gEBxdHEtUK/bXsaey92cu0t+TlDBfVuc3kBFl4N/23pOMSAN7q9sI8dURG+TFnspWt1Wfbfed7pRC7o6Cug6+z63h+9wap8mtq6cm8MBZGUd1eWZvdRubipvw9FDzzMVjOPWJlQBkx7iGeFa2dHPDO1vdjstfMy0Bm03irx/tpKHDRFq4H/ctzMBstfHGmmIe/c79Ep+DDza7pqqDvaICqFUqUMmOzmpV7zaVSvaf0WvVhBn0qFUqjGYbRouVHvut0WLDYpOw2SSs9srPYEgSWOTy0ID7+Oq1hPnpCfHTE+anJ8zPkxHhvqRHGkiP8BNNxYIjZlgFTkNDA1arlfBw53TY8PBw9u8f/IfVwd///neioqKYM2eOsm3+/Pmcd955JCYmUlhYyD333MOCBQtYv349Go3rD8Wjjz7Kgw8+eGQfRiAQHDRdJouSqL10l/Py0zu/n8TVb8rLLyWNXeyqaMVHp2HGiBD2VrcxNi6QwvpOzrMb2fVl1z/nDmg+Z7RYeWVVEV/trHJqZlapYEJ8EOflRHPxhNij3nvimIIaExtAgFev8Pr99ESn/TaXNHHDO1tp7DThp9fS3mf57fWrxqNSqVi8qpDV+Q14eqiZNTKMBc+uVvK8DoX0CD8+vH6KMr12tJHsjsxWqdeV2dpHADlurTZZDHlo1Oi09i+NGg+N+2UsgeBockJPUf3f//0fH3zwAStXrsTTs9ef4ZJLLlHujxo1iuzsbJKTk1m5ciWzZ892Oc7dd9/N7bffrjxua2sjNjbWZT+BQHB0cCxP9WfxFeMoqu+gorkbtQql9+aGU5PZaw+czIkL5PvcGmXix0GIr25QZ93Hl+UpaeQeGhVTk0OYlxnB6RnhwxrRcKBWFjhp4X68ta5E2T4vs3cJ3WixcuP/ZHGTEWlgQVYE//nxgPL8qGh/cqtaefKHPPv5q3nZPgrfnyAfHXctSOfOT3Yp2yIMnszNDGduRgQTE4MGDfY8GqhUKrQa1Yl9ARH85hnW/58hISFoNBpqa2udttfW1g7ZP/Pkk0/yf//3fyxfvpzs7OxB901KSiIkJISCggK3Akev14smZIHgGOJoMO7L5KQg5owMY+4zvwDyRbyly0y4Qc/V0xKY/Z9VgDxB9cLPBS6vP39czIDvt7mkiTfWyuLmgbMyOC8nZtiqF/3Jswuc1HA/7v1ij7K97xLLt7uraegwEWHw5JMbp3DeS73VqSAfHX6eHlzy6galT8XdZBXAJzdMobXbzO+XbFG2TUsJ5n+/nyQqIgJBP4ZV5ut0OsaNG8eKFSuUbTabjRUrVjBlypQBX/f444/z8MMPs2zZMsaPHz/k+1RUVNDY2EhkpHC7FAhOBH7cV+uy7b0/TOaDzeUU1XeiVauU0eXbTx/BR1sqqGs34u/lQUaUgdX5DS6vHyiRu9tk5c5P5OmoC8fFcM20xGMmbgAO2Jeo+oqSif38ZZask83/rpgcx5aSZqdg0aZOEzkP/+g0uu6OnLgArnlrs5O4AYS4EQgGYNjNBW6//XZeffVVlixZwr59+7jxxhvp7OxUpqquvPJKpybkxx57jPvuu4833niDhIQEampqqKmpoaNDXlPv6OjgjjvuYMOGDZSUlLBixQrOOeccUlJSmDdv3nB/HIFAMAQWq83FD+abP0+ny2zlGfskk1YjB0qmhfsxPTWUp+xLM3ctSHdJFXeQ1C9fymaT+HpnFWc8J/ephBv03LswYxg+0cC09ZipapVHq/tGSpwztjfk8ofcGnaUt6DTqLlkYpzbxunB0tIdbCtrcRJRp2eEU/zoGULcCAQDMOxLqBdffDH19fXcf//91NTUMGbMGJYtW6Y0HpeVlaFW9+qsl19+GZPJxAUXXOB0nAceeIB//vOfaDQadu3axZIlS2hpaSEqKoq5c+fy8MMPi2UogeAE4L+rXS/gWdH+PPXjARo6THhoVIpZ3V1npPOvpXvpNFnJiQvg4vGxnPLEz26PG2mQ+/AkSWJlXj1PfJ+n9O0E+eh45uKxx7RyA73VG08PNSv29466z06Xf799sKmMf9iXrc4fF0NNaw9rCpyrU2F+eq6YHM9TfXpy+qPTqJ0COx89bxSXTow7ap9DIDgZOSY9YjfffDM333yz2+dWrlzp9LikpGTQY3l5efH9998fpTMTCARHk7yadp75Md9p22WT4qht6+FVe+VCrVIhSbIDMcC3u2vQqFU8smgUHSYLFc3dLsf19/JArVaxqbiJJ77fz+YSOWHcT6/lulOSDtoT52jj6L/pG3aZEWkg3KDnPz/k8fxPci/ReTnRPHh2Jnd+4upF8951k5jz1C+Dvo9D3GjVKp6+eAxnjY4adH+BQHCCT1EJBIJfDxarjTs+2elUaQA5FfzpHw/Qbbai06qV6s1f545QzOeumZpARpSBh77e6/bY2TH+/O3jnXyyVc5h0mvVXDU1gRtPTSZwCE+c4eSAm+W0U0aE8tePdvLZdnmZ7pZZKfzl9BFUtfa4RE3kxAW4uBkPhF6r5uUrcpiVHj70zgKBQAgcgUBwdHjllyInUz0HkgQfbXE2oTt3bDQr8+opa+oi0t+T204fQWljpzIJBbKbrcO5V6tW8cnWCtQquHhCHLfOTiXC35PjjaOC05f3NpbS1mNBo1bxr0VZXDIxDkmSmP+Ma5Vm2yCux1OTg1lX2AjIpnivXTWeyUnuzUwFAoErIsFMIBAcMftr2pQG4v58srUCmyRXIEwWGzqtmnPHRrN4lezz8sBZGfjqtTz6rbP55+/6BGiWNcm+OrPSw3n0vFEnhLiRJEkx+etLW48FLw8Nr101nksmxlFQ18GCZ1cPOPrtji9vmkZjhwmQhd57100S4kYgOEREBUcgEBwRZquNv328E7PVvS3/Jvt0kc3u73/11AReXlmI2SoxKz2MeZkRbChqZFlujdPr4oO8lfsljbLAmT3SNaD3eNHQYRowG+qcMVFMSQrm6R8P8PLKQpdlu8H4+ubp3Pz+Nkobuwjz0/PuHyaRehQCQQWC3xpC4AgEgiNi8cpCp6wpd+js1ZsAbw+iA7z47y9FeHqoefDsTFQqFe9udA6efOqi0bzUx8nXYYB3WtqJI3BWHagf8LlTRoRy9Zub2FDUNOA+7njtyvFc9/YWatp6iAvy5n+/n0RcsPfQLxQIBC6IJSqBQHDY7Ktu47mf8gfdR63qFShXTkngefv+f56VSqy9SlPSL2/p3LHRTnlSAFnRhhNiaQrkz/PCAJ9bo1Zh8PRgQ1ETeq2amWmhB33cOz7ZSU1bDyPCffn4hilC3AgER4AQOAKB4LAwW2389aOBl6YcaDVqrDaJ2CAvalq7aegwkRLmy3UzkpR9+qZrzxkZpoyB9+VEmh76ZleVsmzWnzGxASy3OzmfnhFOpZux94Fo7jKTHePPh3+cQrjhxBBzAsGvFSFwBALBYfG/DaXsrW7DQzO4k67F3n8yLyOCj+1j3o8sylICIVu7nftYnrlkLP/9xTVocnb6ibE8ZbNJir+NO6YlB/P1TnkcPMhHR36/StRgTEoM4t0/TDquo+8CwcmCEDgCgeCw+HGvXKVQDxIVoFWrsEny8tLawkYkSTa96zsR9Oxy56We2rYelu+rc9oW6qdnVLT/UTz7w+e7PTUuy2d9UatVNHaaCPbRsa/atTfJV69lRqprrlaon54l107Eb5DEdIFAcPAIgSMQCA4Zo8XK1tJm+325QhPq5xqVkhYhT/9Iktyv4+/lwT1njFSe7+99c2Z2JK+vKXY5zh3z0lCrj3/mkly9GbjnaF5mOIX20Mz4YG+3S23n5US7DRNddcdMpwRygUBwZAiBIxAIDpntZS2KsAHZkbfb5BoY6ciKyq2Sb/8+P50QX1kIma02bvtwh9P+Xh4aPrUvYzm4fFIcF42PPZqnf9j8sLd24DDQEB+umZbID/Zx9y4334+/zBnB+j7mfQ4yowx468RQq0BwNBECRyAQHDIOh12Qp6TGJwTRYXQ2sgvw9kDq0388Ni6ASyb0CpXnV+SzvZ+T78q8OifhBPDAWZlH78SPAEmSeG5Fb/XGq1+15bbTR3DD/7ZitNiYkhRMUb3zZJhOo+aiCTFKT07f79eEhKBhPHOB4LeJEDgCgeCQWV/Yu8Ry8YRYdruJaGjpZ4L3z7MylWWmzSVNvPCza6Nug92918Htp49QmpGPNyv21SkVKYBuc2+F5s+zUvjnV7m0dJnJjDKQGWVwMff78PrJyrJeeoSzcd+Y2IDhO3GB4DfKifGbQyAQ/GroNlmdeksuGh/L+qLGQV4hJ2yPtl/EW7vN3PbBDmwSnDc2moRBvF5OlHgCSZIG9ft5f1M5TZ2yOGvpMvNavz6iGakhjI0LZIP9+xQT6OX0/GghcASCo44QOAKB4JBYnd/r4Pv3+emszOt9rBmgEfi8nGjl/v1f7qGypZu4IG8eODtzQD8ZgMgTxNhv1YF6t0GiDho6jMr9yhZX35u/z08HUJyN91X39vH46DSDijyBQHB4CIEjEAgOiT++s1W5f820BKekcHdeNWoVnD06CoDPt1fw5Y4qNGoVT188hk6jawBl3+WaE2GqSJIknl0xuFtzX87MjuSUEc7uxekRftS191BQ14FK5SyCcuIDUQ0yai8QCA4PIXAEAsFBU9fWo9yflR7GttJmqlvlbV4eGuZmRri8ZkZqKGEGT8qburjvi1wAbpmVyrj4QCUlvC+Lrxin3Pf0OP6/otYWNLK9rAW9Vs2sQcwGg310LL5iHC9elsMvfXKqJicFodWo2Wiv3qSFi/4bgeBYcPx/ewgEgl8N3+6uVu4/eHamU0jm3+alUdtHADk4Lycai9XGrR9sp8NoYXx8IDedlgzgVuD0FTUnQgXnQ3uF6tKJccqId3989Vr+94dJzM+KcMnVGhcfCKD0KfUdDwcYHRNwlM9YIBCAEDgCgeAQWLK+VLnv7+3B0j6C54rJcRT2c/j10KiYmxHBp9sq2FbWgp9ey9MXj0GrkX/1VPQTOHFB3sqYuEatwkNz/H9FbbNPPs3NCHeanHKgVat4+YocRkYaAFxiHBwCx9Fg3D+6QTQYCwTDw/H/7SEQCH41FNurEzqtmqW7esXN7PQw9FqNy8X7nDHReOk0bLFPXV01NUFJEAco7SdwMiIN9NhFhP4EGA+vbu2msqUbjVo1YJL5o+eNYkaq3HNT3tTFp9ucjQrHxgZS29ZDUX0nKpVz9lZ0gJdbB2iBQHDkHP/fIAKB4FeBzdbr2nfdjEQ+7tNcnBXtj80mUVjvLHDOGytPT+XVylNDmVEG5blOo4Wf9jtnTkUHetFjlis4J8Ly1LbSFgBGRvrx2bZKl+dvnZ3KhX1clhevcg4JTQr1IdBHp1RvEoN9nJ4X/TcCwfAhBI5AIDgodlX2jklPTgpmWx8X4qxof6rbelziCSYnBWO1SRywC5y0PgZ3H28pp73HeYoqOsALo0U+hucJUMFxGPONiwt0a0x46+xU5X5Tp4mPtzhXb8bFOS9P9R+WGh17YgSICgQnI8f/N4hAIPhV8GafUMy1Bc7NtqOi/V0Stq8/JQm1WkVZUxc9ZhueHmri7RUMq03ijbUlLu/Rt4KjPwEqOFvLZIGTGeUqRK6aEu8UALq/ps3FvThH6b+RJ6hK+3n+iAZjgWD4EAJHIBAcFF/uqFLuf9anzyTEV0+4QU9+rXMI5QXjYgDIq5HjDVLD/BQjwB/31rqdoIoO8DphenB6zFZy7VWrlm6Ty/Nn2b19HFQ0uRr8jYsPpKa1h+KGTtQqsPRZ5lOrYFSMqOAIBMOFEDgCgeCQqWvvde7NijagUqlc+m9S7X4vjvTtvstTr60ucnvcvgLnePfg7KpoxWKTCPPTs3R3jcvzOfblJwcVza6CLSXUV1mecqSoOxgR7icSxAWCYUT8dAkEgiFx5CyBHC3Q2afXZlS0P2arjW/7iIArp8Qr9/PsAscRMLm9rJktpb1ZVg68dRoCvD2UMfHjbfLn6L9p6TI7CToH6n6xFOXNzhWcGakhqNUqReBY+1RvQDQYCwTDjajgCASCIfl8e+8EUWe/RuKsaH+W7alxGn/+86ze5tu8fhWc1/sFUTqIDvBCpVLRbToxKjgOgdO/rwZgYXaky7byfktu4+ODgF6Dv8ZO52Uu4X8jEAwvQuAIBIIheb3fklJyqI/ST5MV7e/UgAwo3i7dJivFjbJ3TlqEHxXNXXy3x3W5B+QGY+jtdwnw8jh6H+AQkSSJbWWuVSYHp6W5RjZU9KvgjIsPpLSxk9LGLpfpKRANxgLBcCMEjkAgGJKqVucIhuyYAKw2iSAfHQ3tRqeR8Tkjw5X7+XXtSBIE+egI9dWzZF2Jy1KNg9hA2QCwuUuuBAV4647ypzh4Shq7nJbl+tPfnM9osVLb7vw9Gh3rz8srZV+cYB/nz+LloWFEuO9ROluBQOAOIXAEAsGg1PW7cHtoVCSFyOPe7qo3D5yVodxXGozD/egwWvhgUzkDMT01BICWLllYBB5HgbN8b+2gz4cZnAVOVUsPUj/d1thh4uOt8rSZI67BwahofyWuQiAQDA/iJ0wgEAyKw8PFwZyR4VS2yMsx8oRRtdPzfaMY+vbffLSlgnajs7GfA08PNafY4w5a7BWcQJ/js0RV3tTFv77dN+g+YX7OsQ39+28eOieTZ1fkY7VJzEwL5cd+gkkY/AkEw48QOAKBYFC+3eUsYC4cH8Nuuz/MzvIWzNbe0kVGpMFpX4fASQ335Y0BmosBZqSG4qWTm4qb7RWc47VE1X+EPcTX+Tw8NCoCvZ3FV//+m8lJwXyxQ27MnpocTP9VOdFgLBAMP0LgCASCQVmW29sUHOanZ0pSiBK90D9c8y+nj3B67FiiKmnoVKo+7pib0du346jgHI8mY4vV5pSYDnDjzBSnx6G+elT9uoa39ht7f3Z5PpIE8zLDXZ4DMSIuEBwLjonAefHFF0lISMDT05NJkyaxadOmQff/+OOPSU9Px9PTk1GjRvHtt986PS9JEvfffz+RkZF4eXkxZ84c8vPzh/MjCAS/SapbnUXJuTnRFNR1OFVt+pITF6Dcb+ww0tAh+8f8cqDBZV+HL45aBbP7NCY3H8cenLWFzhEU542NdqnWuEv/7psgPjo2gKW7q1Gp4OIJsXyf2295KsafmEDv/ocQCARHmWEXOB9++CG33347DzzwANu2bWP06NHMmzePuro6t/uvW7eOSy+9lN///vds376dRYsWsWjRIvbs2aPs8/jjj/Pcc8+xePFiNm7ciI+PD/PmzaOnp8ftMQUCweGxvt8F/8Jxseypah1gbwju49brWJ5SqXrTxB1o1CrGJ8iNt+MTggiyTxlJktRniurYV3C+3OGcGH7fwgwlY8tRtAnt13/TvzLVbJ++WpgdxeYS1+rN+fYIC4FAMLwMu8B56qmnuO6667jmmmvIyMhg8eLFeHt788Ybb7jd/9lnn2X+/PnccccdjBw5kocffpicnBxeeOEFQP4F+Mwzz3DvvfdyzjnnkJ2dzdtvv01VVRVffPHFcH8cgeA3RX+BkxLmq/TfgLPbcH+vF8fylI+bOILLJsZRWCf74/Rdnuo2WzHZnYwDfY5tBafHbOWzbb0CJz3Cj0AfnSJw/O1LZv0nqP7vu/3K/SAfHWVNXahVcOOpyXywqcxpXw+NirOynTOsBALB8DCsAsdkMrF161bmzJnT+4ZqNXPmzGH9+vVuX7N+/Xqn/QHmzZun7F9cXExNTY3TPv7+/kyaNGnAYxqNRtra2py+BALB0Czf17u88ld7f82ePgJn0Zho5b5jCgrkP0Qc1ZCwfks6HhoVV01NYFOJPJ01NyNCec7Rf+OhUeGjO7ZOxp9srXB6/PIV4wBcBU6fz1PW2MXXO3tDSEPtFazzcmLIrWpVqlEOZqeHH3PhJhD8VhlWgdPQ0IDVaiU8PNxpe3h4ODU17t1Ma2pqBt3fcXsox3z00Ufx9/dXvmJjYw/r8wgEvyXKm7qcLtBnZEdittrYVdErcPomak9LCVbur8yrZ2dFK54eamb2c/39y+kj2FnegtUmkR7hR1xwbz+Ko//G30vn0sg7XNhsEk/9eIB7v9jjtD0h2BujxUqpfQTc4CkLnL49ONcu2ez0mrzadrRqFbfOTmXJ+hKX9xLLUwLBseM3MUV1991309raqnyVlw9sNiYQCGT6L08lBPso01Mgjz/76nuXn9Ii5BFxSZJ4ZvkBAK6ckoC5X5bTtdMS+WGv/MfI3MwIp+cUD5xj1H/T1mPmure38NwK5yGFpBAfVCoVJQ1dWG0SfnqtsgTn8MA5UNuuVHf6ctGEWOrajeypdK4UB/nomJkW6rK/QCAYHoZV4ISEhKDRaKitdZ4iqK2tJSIiwu1rIiIiBt3fcXsox9Tr9RgMBqcvgUAwOI6QSAcatYrNxb2mf9dOS1SqGwCpYXL0QN/qzR9PSXJqMHYIF8dUVd/+Gzi2E1T5te0semEtK/bXoe2XDH5aulx12lEuNwmnhvtSb08UdyxRzX36F5dj6rRq/jwrhSXrSlyeO2dMFB7CvVggOGYM60+bTqdj3LhxrFixQtlms9lYsWIFU6ZMcfuaKVOmOO0P8OOPPyr7JyYmEhER4bRPW1sbGzduHPCYAoHg0JAkyamCE2LvLXl4aa/D76z0MDb0EUGR/p5y9cZeDblySgIhvno29RFF10xLZE1+A91mK1H+nmRGOf+xcawmqJbtqWHRi2spaugkyt+Tq6YmOD3vMCx0BIOeOiKsV+AY9C7OxA4unxSHRqXi237uzgDn54jlKYHgWDLsf07cfvvtvPrqqyxZsoR9+/Zx44030tnZyTXXXAPAlVdeyd13363sf+utt7Js2TL+85//sH//fv75z3+yZcsWbr75ZgBUKhW33XYbjzzyCF999RW7d+/myiuvJCoqikWLFg33xxEIfhOUNHZR09Zru3Dh+BgkSVKCMsfEBqBWq/jlQL2yj0qlYuWBenaWtyjVm/6E+ekVUXRaephLn03rMajgvPhzATf8byudJiuTk4L48ubpvN7PZTkjykBrt5m1BXKlaUpyMBb7Zw/20XPd21uUfXXa3l+jN85M5r1NZVhsEmnhfsp2g6fWRcwJBILhxXV+8yhz8cUXU19fz/33309NTQ1jxoxh2bJlSpNwWVkZanXvL4ipU6fy3nvvce+993LPPfeQmprKF198QVZWlrLPnXfeSWdnJ3/84x9paWlh+vTpLFu2DE9PT5f3FwgEh866QmdjvtnpYazM6xUzD52TCThHFMi9N87VG8fIt4MQX70yrZQT5xxACX0qOMOUQ/XSygKe+D4PkJfY7jkj3cWIT6dRkxzqyze7qjBbJVLDfDF4yb8qg3x0PPF971j44ivGccP/tgKQHOpDgJeOdzfKo+EjI/2U5bk/z0o9Zk3TAoFAZtgFDsDNN9+sVGD6s3LlSpdtF154IRdeeOGAx1OpVDz00EM89NBDR+sUBQJBH/o3GKdHGpjXp+ckK8o5LHJ0jL/b6k1/U8AAbw/FR2dMH9djB0oOldfRr+C8saaYx5fJ4ubO+Wn8yR7B8N9+2VMpYb7otGq+3S0vTy0YFUldm7w8pdOoeXV1b7XH1idC/OFFWSzLraG+3UiYn56GDpPy3DljhfeNQHCsER1vAoHAhe1lLU6P69uNimNvuEGPul9T7ikjQl2qNwCfb3N2Bm7oMGG02PD38iAx2MflfYdriuq9jWU89M1eAG6ZnaqImy6ThZ3lLU77ZkQZ6DBa+CVfrlidMSqCOnv/Td9lu+9uncEj9mMCjIr2V5qLL5sUx5qC3ipY//RxgUAw/AiBIxAInGjuNLnED/SdClpod+I1WqzKNpskue29+Xy7s8CpaJanrkbbe3hc3nsYksQ/317BP77YDcD1pyTxlzmpynO7K1xjJyYmBvHT/jpMFhuJIT6khftR1+4cA5MU4kNeTTtVrfJ2jVpFaWMXW0ub8dComNMnW+vhRVkIBIJjjxA4AoHAib3Vzv4tc0aG8fGWXu+orGi5WXZbaYuyzdGf87vJ8Ur1BqDDaFHu+3lq2VslH3ugNO2OHnl/g+fRWT2va+vhrk93I0lw1ZR47lqQ7tQLs7mkyWn/sXEBnJ8Tw3f2KagFWRGoVCpKG7qc9nvsgmweX9bbi5MRaVBE4IKsSP63oTeR/EJh7icQHBeEwBEIBE7k9uub6TBa6DT1VmtGRcv9N6vz6/u8ps1evUlWtlX1qwKF+urZYV8OGuum/wZQJpU8tEfnV9MrvxRhtNjIiQvggbMyXRp9+05PeWhUPHnhaIwWKz/nyWHAZ4yKRJIkPuwj8B5ZlMXfPt6pVG8AfPVavrRHNlw1NYEPNvfu7+lxbCMnBAKBjBA4AoHAidwq5wrOlj6J2N46DYkhsqHfL30EDsjVm74xBv0blT00aooa5IDNMTEBbt/bYpOnrjRulq8Olfp2I+9ulCspt84Z4bIk1je5HODv89NJDvVlVV49PWYbMYFeZEYZ+OM7W51e99rqIkobu4gN8mK+3Yl5fVEjJouNrGgDaRG94+G3zE5FIBAcH4TAEQgETvQXOI6qCshLMQ7x0TeKoH/1BlydkB0VnYRg7wEDJ61WewVHfeS/ml5dXUSP2caY2ABOSQ1xeb7viDvIJoQA39rN/c4YFcnra4pdTP1KGruICfTi/esmY+0zRQVw1ZQE/vtL71TW9W68gAQCwbHhmIyJCwSCXwfdJitF9a75Sg6yB6i89K/e9HdCBmi39+OMdeN/48Ahpg63glPfbuSbXVV8saNKmY66dbZ7D5o7Ptmp3L90YhwatYoes5Wf7AnqJouNR/o4NzuICfTigz9OJibQ20kkBXp7cNboKNLvW6Zs89GLX7ECwfFC/PQJBAKFfTVt2KSBn5+SLCeGS/0qF/2rN+VN3S6TWA4GajAGFKdkrebgBU6H0cIPuTV8saOKtQUNyjHUKrh4QpzbgMuyxi42FPU2GM+wV3hW5zco/UZvucmTCvLR8f51sriRJImKPllcl0yMU+IcQDQXCwTHGyFwBAKBQv/lqb6oVfIINeBkYqdRq5yqNwDri5ydkPsymMBxJI8PVcGRJIkd5S28v6mMr3dW023ubYIeHRvAojFRLMyOcjkvAJtNcqreAMQGegMo01MD8eVN04gNkvdt6TIrVSmQc6g+3do7Fn/h+NhBjyUQCIYXIXAEAoHC3ipXXxgHo2IC8PeSDfgK6nqXsdxlTm0sbnLZBnJu08jIgTOZlArOAAJHkiQ+21bJq6uL2F/Tm1KeGOLDOWOiOGdMNIkhrgaCfXl7fYnL+cUGeWGy2Pisn29PXzw0KkXcgNzj42BBVgTRAV48vfyAsm0wIScQCIYfIXAEAoGCuwqOTqvGZLExzb48BfD1rirl/mUT41xes7bAfQUnJy7AKZyyPxZliap3H4vVxg97a6lq6ebx7/OUfCu9Vs3C7CgunRjLuPjAg8p6qmvrURyNHfjqtfh7efD+pvIBXiUzNra3d6i508RLKwuVxw+dk8XW0t5ps4kJQYN+ToFAMPwIgSMQCAB5eWhXP2dfjVqFVq3CBExN7p1Ees8eKAk4VTUA6tp7qG0z4o4rJscP+P6SJGG0i5dvdlZhttooaujks22uVZVzxkTx0NlZ+B9ipMPq/AaXHqO4IG9au83c8/lut6+5emoCb60rIdQgL3f1mK2MffhH5fnvbzuFUD89T/2Yp2ybkxF2SOclEAiOPkLgCAQCAArdTE8F+eiobzei06gZnyBXMAaqzjjY2sc3py9R/p6KbwzIE1urDtTx0/468us6KKrvVJ579Lv97g7hdK7e+kM30Pvrx729N/Myw/k+t5YQPz1XvbHJ7f7njOkNyYzy98Rqk7jl/e3Ktjkjw0iL8KPHbOWL7b1Vrb5iUCAQHB+EwBEITkAkSaK2zUhtWw9dJis9ZitVrd1UtXRjsUnYbBIWm4TVJqEC1GoVGpUKjVql3FerVahVKPe1ahU6rRq9VmO/lb8c277a6VopcUwFaTUqDtS2Y5Pg8tc2Ks/ffFoKeypbkSQw22xYrBLP/VTg9jNVtfZw5nNr7M7IFtp7LErPzVD8bnI815+ahFqlYsGzq9lT2cbKvHpOzwgf+sV2PurjLjwzLVRpLP7lQP1AL2FBViTvbCgBIDXcj3u/2M0PfXxx/n3eKAB+2FurNDr7e3mQMUifkUAgODYIgSMQHGdau82syW/gp/117KpoobXbTFuPmR6z7XifmkKXycrZL6x12f7CzwW88LN7QeOOvNp2p8fRAV4syIpgbFwgMYFenPNi73uoVHIswgXjYtBre6s1p2eE88nWCvZUth60wFmT38Cdn+5SHv/r3FE8+FWu232DfXQ0dspTYlnRBg7UypWtr3dWsTq/t3p18fhYJSX8060VyvZpKcFug0QFAsGxRQgcgeAYI0kSm0ua+XBzOdvLmpX4gv5o1CrC/fR467V4eWgI8tGREOyNh0aNRiNXZDQqFRLy9JFVkis7Vpuc7m2T5AqP49ZikzBZbJgsNowWG0aLVblvstjIrxvY4A/ksMz2HovTtgiDp3Jfq1FhtUlUt/b0fyl6rZpnLxmLr16Lj16Dr16Ln6cH4Qa90hzcaXQ+9pyR4Vw+ybVnx1F5qe9w3+fTnwO17dz4v964hVA/PVH+npQ3u/fp+efZmfz5/e0EeHvgo9MqVay+4gbgDzNk5+Path6nXC6xPCUQnBgIgSMQHCMkSeKbXdW8tLKQff0Su5NCfZiVFsa01BBCffX4e3kQ6qc/ZkGNkiSRePe3TtvGxweypbQZH52GHQ/M5ZnlB3jx597JoacuGs15Oc5mdusLG7n01Q0ux196y3RSwvxctvdlS6lz784Npya73U/vIU8n9fQJAB2IuvYernlzs5NfTY496LP/vwHA8ttPYbO9hygryn9A0TczLZTUcPnzfLG90qlxeVqKEDgCwYmAEDgCwTGgqqWbv328k3X2+AJPDzXnjo1mbmYE2dH+BPu6GtIdS8qbXKsZDiExKSmY2rYeXl1d7PT8ojHRLq/Z0C9/ysFQ4uaNNcVO49sf/HEy4+LdRzq0dssBmQavwSeojBYr1729lcqWbhJDfAg36NlQ1MTYuEDlGH0ZFx9ISpif4mCcGW3gzbW9n/ns0VH8aO+1uW6G7P0jSRKfbutdnory9yQh2HmqTCAQHB+EwBEIhpndFa1c/eYmGjtNeHlouOHUZK6aGk+At/vAyeOBO+dhRwPw1ORgHl/W6z/jwF2fyetril223XSa+0qMg+rWbh5e6uxNM5hJXoN9ycidS3FfHv5mLzvLWwjw9uDNqydwyX/lylJOXKBbQecIxnSEiEoSfGcP3gRIDfPlq51VZEQamGr3BNpY3KT06ACcPy7moPx4BALB8CMEjkAwjPSYrdz03jYaO01kRBp46fIcEoZw2j0evLKqyGWbwxPHW6flq51VTs89sijLZX+bTaKjXx8NwM2npQ763l/vrEKSIDPKoBgNDjZd5ei9CR2k6vX/7d13XNPX+gfwT3YIZBD23lMQB4Jbq9Y6uoe1Uzu0Q7uX7e2yttcOf733tre309Ghta3VWlu11dYtoqKoDJG9wwpkELLP74/AF0ICAoICnvfrxUvyzUny/RIxj+c853m2nqrAd8fKwGIB/75zFPhcNhRqPThsFhIDpNiYXurwmBhfMcwWK7N01bEr+Js3xOOT1sJ+S6aGgcViobShGY9vPMWMSQiQ4IkZ3V8rRVGXDy21SVEDRG+yYPH64yhT6uAu4uH7JeMHZXADwCHReWSgFDqjBe4iHn486Vjh93YnjSTPVDQ5fW4Xfvd5RG31Y27rkM9jJV0HOPWtAY6n2PkM2HmFmina9+SMKEyP8Wbye+L8xHDhc5x2CfeVClFY18wUG+yooE6LOo0BvhIhrh/pD2WzEYvXn4Cyub0n17/vHE2rF1PUIEJ/GylqgHx5sAjHipRwE3Dxyd1jel1193Lp3BkcAGJ9bTkzjToTMsubIOoUpHROfiaE4KGvTzo8z/0Tuq5cDNhmWnKq1eCyWbg+yY85bu1mh3zbriYvN6HDfWq9CY99dwp6kxVTo73w5MwonK1owhvbswAAqWEeKG1w3LXmLRZAwOXgaGH7Up20Q47P/jzbLqnFk0JhthA89PUJFHcICt+5JQGR3m7dXitFUZcXDXAoagA0G8xMM8Z3bknAxEG8s6bz9mcAKGnQ2d2eEtV+/ivmxjqM/zOnxm42o/1xXk5f02olWPNHHp790VZZ+M5xQfByE6AtrUdvdr5DqrKpBbWtAY6fzD7AIYTghZ/OoLi+GQEyF/z7zlE4UaLE3V+mo1FnQlKgFE/MiMQ7TmZvAtxdoDdZsHJHey7Qa9fHM99XNLbAlc/BnclBeHLzaZwua2LumxXn47QfF0VRVxbNwaGoAfBHtgJqvRkhHiLcMNL/4g+4gv6337FQ3+my9i3bflIh/shur97buZ+UwWzBP3c6Bg0AnO6EajFa8NxPmdh5zpbA++i0CLx4XQxYLBbcBFyo9WZoDWY4K+G3NaMChAATwj3g2SkH58eT5fgjuwY8Dguf3DMGp8sa8fjGUzCYrZgQ7oEvFyWjVq23q0TcxlcixBMdWjA8PDkMepN9kLVgXBA+3HMBezo83ksswHu3JdLEYooahGiAQ1EDYF/rksZNSf6DvqrtsSKl3W25K99uNibIXcQU77srJRhuAvt/NjYcKUFppxmfjs/VUbPBjLu+PIazFSrwOCz885ZE3JEcxNwvFvJsAY7eMVkZAI4V27ah35BkHzRarITp7v3c7BiU1DfjuZ/OwGIlmBXng//ePRpCHgevddFGouNuKQC4IzkImzokIrNZtmak3x0rsxu35o6kK77Fn6Io5+gSFUUNgOwq2w6ksaHyK3wm3dPoHevBBHfoDi7gsnG8pD0A6rw8Vacx4OMOQUPHpawX58Q4PPeWjAqcrVDBXcTDxofH2wU3AJjgydluLEIICmtteS8xvvb5Ln9mK1DaoINMxAMLwDM/ZsJiJbh1dAA+u3cMhDwOCmo12Hbavt+WzElelIDLRoSXq932byuBQ3Dz4KQwTIt2vgRHUdSVRwMciupnLUYLk4A62JsuthUe7CizvIn5vuOOollx3naJtwDw4Z48u2CkSdceMD04KczhuX8/Vw0AWHZNJFLCHIO/tp1RFY2OM0K7sxRQqPXgc9lMFWHAFvh81rqlW91iwupd50EIsGhCCNbckQQux/bP3H/+sp+98RYL4N2hlk5KazAa5ycBl8NGWhdFCwFbErazAI6iqMGDBjgU1c80BhMIsTWLvFgxuivt97PVPR57y2j7reHZVSps7tChm8dh4VylirndeadVrVqPE62zQXMT/eDMCH8pgPZie22MZiveac3zeXRaBCTC9kDreLESZ1qDsrbyOU/OiMSbN45glgd3nKnCjk61fG5M8rebpUkKkraeg8RpwnQbAZeNj+4afdnaaFAU1Tc0wKGofta265o9yBNPCSEOBfy4XeQLBctFuG5Ee9ovIQSrfstBxx3mEV7ty0bRPo5bpv/IVoAQW5XiAJmL09cZ4W+b8eoYKAHAttMVqGhsgZdYgMdae1Rp9CZ8dagIT23OtBv71MwoPDs7BhYrwa5z1bjz8zS7BOI2szp0Ir8hyR+51bZO5wkBUiZgatNxKeuVeXGI9um+9QRFUVceTTKmqAFCCAEhZNDusClw0kjS3EUF4aVTw5mlHgD4I7sGx4qU4HPZEHDZ0OjNdp3GZ8Ta74GqamrBuiMlAID5XczeAO0BTn6Nxu5n90PrTNGSKWFo1Bnxr70l+D69zK6JJmALRO5IDsQn+wrw3bFSp53NASDUQ2QXtCxIDmSCoAR/KR7+5gRzX6C7CyxWgiaYcE2M10Vr+1AUNTjQAIei+pl7a48pKwGUzcZBu8vmwIU6u9tjgmU41aG+SxsvscCucrHVSrB6l225aFacN3aeU4DFAhp17cs64R0qNmdVqvDghhOo1RjgLRbg5tGOTTrbBLrbEpybjRbUaQ3wFgtxokSJM61tI/bk1OD93XlMIBbh5YolU8Kx+UQ5Msub0KQzYcaaAzBauqkUCODWMYHYntk+e/VXbi2adCbwuWwEy0WoURuY+xL8pdidrYCHKx/v3540aANWiqLs0SUqiupnfC4bnm62IEehdj6DMBi0Vedt07mPklho+//PQ5PD7PJNSpU6lDboIOCymX5QhAA6Y3vdmDAvW4DzV24NFnyehlqNAdE+bti2bFK3eUlCHoepovyvPfn4/Ww17vgsjelNdaKkEWYrwfhwOdYtTsafz0xDcX2zXWJ0d8HN/EQ/fLggCY9Nj8DaDt3R2zqIvzI3Fsnv7GGOB8ldsDvbtoX8gztGDvqcKoqi2tEZHIoaAAEyF9RrjSiub2YSZwcTndGMwwX2FYz/0dq/CQDuTg3GpvQyiIVc3JNqX6U3p7UhZqS3m0P9mDZhnq74+mgJVu7IhpXYto9/cs8Yu+Tgrrxxwwjc9eUxfH+8DN8ft9+afWOSP5ZMCUdioBRWK8FjGzPsihB2xdNNgKMrZjC9oqxWYhcIcdgsfHD7SOTVaGCytC/TtXUdv39CiMOyG0VRgxudwaGoAZAYaAtqMp0s+QwGaZ22h//x9FRUdchXaevqff+EEIg7BSU51bblonqtgWmb0JFYyMVvZ6rwxq+24GbhuCCsWzyuR8ENAEyI8MAj08LtjgXLRfhl2SR8dNdoJAZKkV7UgPBXdjoENxw2C+PD5fjHvDjsemoKkzS98eFUu0aYnZfnvrx/LDR6s9Ou6lHebnhlXlyPzp2iqMFjQAMcpVKJe+65BxKJBDKZDA899BC0WsfExo7jn3jiCcTExMDFxQXBwcF48sknoVLZ76hgsVgOX5s3bx7IS6GoXhkTbGtRcKpDy4PBpGNjTH+pENf9+yBzWyzk4kx5EwRcNh5wUsumbbdRxzyVjhIDpPjqsG3554kZkVh9ayJ4nJ79U6MzmrH+SDF2dMiPuTM5CLuemoJRQTKcrWhC6IrfcecXx+weJ+TZtm6fevVabF46AUumhoMQW9K0WMi129WlUOnxwIb2JOLFE0NhNBO8uSPb4Xz4HDb+s5BuCaeooWhAl6juueceVFdXY8+ePTCZTHjggQewdOlSbNq0yen4qqoqVFVVYc2aNYiPj0dpaSkeffRRVFVVYcuWLXZj169fjzlz5jC3ZTLZQF4KRfVKcoitaNzZChWadEbIRPyLPOLyyey0BfqrReMw76NDzO223VB3jgty6PcEtC9RdSXCyw1HCxsg4nPw+PTIHiXlNumM+CatFOuPFKOxtVigl1iAd25OwOwRvjhb0YQb/3vE4XGebnykvTzTaQCVV2M7z1hfMXMOhXVa3L/2uN24QHcXPLX5NJw0VceLc2IQ7z+4izVSFOXcgAU4ubm52L17N06cOIHk5GQAwMcff4x58+ZhzZo18Pd3bECYkJCAn3/+mbkdERGBd955B/feey/MZjO43PbTlclk8PX1HajTp6hLEuwhQqyvGOcVGuzJqXFoSXClmC1W3PxJe6Dw3LXRuPl/joEDh83CkinhDscbtAa7xGmpCw+qlvbqxW4CLrPDaVacD1z43c98KFR6rD1chE3pZWhuTVIOlovwyLRw3DYmECwWMGPNfhS1Vobu6P3bRmLBuK5/rucVtpmmmNak5bMVTVi8/oRDEb+3W7uLuwm4Di0inFVjpihqaBiwJaq0tDTIZDImuAGAWbNmgc1mIz09vcfPo1KpIJFI7IIbAFi2bBk8PT2RkpKCdevWgTj771crg8EAtVpt90VRA21ugq3ey85zPa8WPNBm/N8Bu9uTojxhNDvuOropyR9BHXpStWlbnmozIdzD7va8RF/sO18LALh+ZNf1borqtHhpy1lMef9vfHmoGM1GC+L8JPjortH4+7lpuHlUAFbvzEXMq7sdght3EQ8fLkjqNrgBgDwmwJHgcH497vriWJcVipMCpXh6lv0uspfmxA76RqkURXVtwGZwFAoFvL297V+My4VcLodC4XznRWf19fVYtWoVli5danf8rbfewowZMyASifDnn3/i8ccfh1arxZNPPun0eVavXo2VK1f27UIoqo/mj/TFv/ZewKH8eihUevhKhVf0fP7MVqBM2d7j6bN7x+Dln885Hfvo9Ainx9sSjAFb3ktSkIzZRg3YZl8Uaj3EAi6mxTg2ojxd1ogvDxVhV5aCWRJKCZXjsWsiMD3aC6UNOrzxazY2ppc5PDbaxw2PT4/E3ERfCLgXz4lpC3AKa7V4a0c2TBaCSZEeyK/R2iVHh3iIsHbxOIelq8mRnqAoaujqdYCzYsUKvPfee92Oyc3N7fMJtVGr1Zg/fz7i4+Px5ptv2t332muvMd+PHj0azc3N+OCDD7oMcF5++WU8++yzds8dFDQ4lgyo4SvSW4yUMDmOFyuxMb0Uz82+cs0Zmw1mLP02w+5YSYMOeTUah7Gz4ny6bEXQMf9mXoIfmjoU93MX8fD9cVvF4XmJfkwQYjBbsPNcNTYcKWEK9tlexxuPTotAYqAURwsbMO6dv1CvdUxcHh0sw8obR2BkoKzH16vSmZgqxm01buYl+uKxaZG44b+H7cauWzwOHBYLOdXt18Zi2bbBUxQ1dPU6wHnuueewePHibseEh4fD19cXtbW1dsfNZjOUSuVFc2c0Gg3mzJkDsViMbdu2gcfrfntpamoqVq1aBYPBAIHAMSlSIBA4PU5RA23xxFAcL1ZiU3oZll0TecV24ySt/NPu9ocLkvDKNuezN8uucT57Y7JY8UuH3U0LU4Kx/kh7sbxGnQmNOhNCPUR4eV4sKpta8MOJcmxKL3MIXKZEecJKgEXrjjO5N515iwXY+dQUp4nOF9M5cLsnNRhv3ZSAj//Odxgb7umKxzeesjsW5C66aP4QRVGDW68DHC8vL3h5OU49dzZhwgQ0NTUhIyMDY8eOBQD8/fffsFqtSE1N7fJxarUa1113HQQCAX799VcIhRef1s/MzIS7uzsNYqhBZ3a8D/ylQlSp9NifV4s5CV3npQyUDUeK7XpMhXiIsD2zCnqTY+7NkzMiMbp1i3tn7+8+z3w/K84bKWFy3L/OPp+Ow2YhMVCGUW/t6fxwO4fy67u9/6ZR/vjPwtHdjunOsk3tAcvyayIxMcIDK3dk45fTlXbjguUi/Hyq0qFgYRSdvaGoIW/Akozj4uIwZ84cLFmyBMePH8eRI0ewfPlyLFy4kNlBVVlZidjYWBw/blv7VqvVmD17Npqbm7F27Vqo1WooFAooFApYLLb/5e3YsQNfffUVsrKyUFBQgE8//RT//Oc/8cQTTwzUpVBUn3E5bKZr9d/nay8yuv/VqPV4c0eO3bGZsT4Ohe7aPNvFMlpmeRO+7NDa4MM7R0FvsjgESRYrwY5OHcovxlcixI1J/pibYJvZdRNw8Y9LKKxXrWpBXYccm03Hy3D3V+n4Jq0Uar39LqmHJodhw9Hizk+BKNotnKKGvAGtg7Nx40YsX74cM2fOBJvNxm233YaPPvqIud9kMiEvLw86nS3x8dSpU8wOq8jISLvnKi4uRmhoKHg8Hj755BM888wzIIQgMjISH374IZYsWTKQl0JRfTY73hffpJXix5MVmBbtjfnd7C7qT4QQpP7zL7tjiQFS7DhrC0CEPLZdgDIv0fnSsc5otttaHuohwoLP0pht2H3hyudA6sKDTMRHRaMOv3YIip65Nhrekt4nZLcYLThwoRaPfme/3KRsNsJdxMO18T6Ym+CHpd+eZNoxTIzwwBu/Ohb461gYkKKooWlAAxy5XN5lUT8ACA0NtdvePX369G63ewPAnDlz7Ar8UdRgNznKEw9NDsPaw8V4ccsZTIvxgptg4NvArfrNebJ/ncYAAZftMPuSFChDY7MR+bVa5NVocEGhwYUaDdKLlXbjShp06Ck+h40oHzfE+krAZbNQ0aRDVZMeJQ3NaDZamPYQclc+pkd74boEX8yO73nPJ43ehL/P12LXOQX2X6h1uKaUUDmenhWFlDA5uBw2mnRGJriZFOmBrCqVs6ftMsmaoqihgzbbpKjL4OW5sdiTU4MypQ57c2pw8+iAAX298wo11h2xX3qRu/JxrtL2gW5wUvtm9a7zWL3rvMPxnvIWCxDnJ2n9EiPOT4IwT1ccLWzAZ/sLkVZk3/8qzk+CGbFemBHrg1FBMnB6WHOmsdmIPTk12JVVjSMFDV12D+dxWPiuUw+qhR1aPHx1/zi8vPWsw+NYLFs1ZoqihjYa4FDUZcDlsHFDkh8+2VeIf2w7hyC5C8a2tnPobxq9CXP+fcjheFdF7jqTCLkOuSoXc3TFDPjLXJjbZosVv5+rxlObM5Hbuv2ay2ZharQXZsZ545oYb7vxPUEIwcb0MvxzZy50HXZeRXi5Ym6CHyK93fD0D5nM8ZfmxNoFN4V1WmZZLUjuAgGX7TTZOcZHTHdQUdQwQAMcirpMll8ThVOlTUgrasCidSew7/np8BL3z84/q5XgWHEDtpyswNZOO4UuJsrbDQ9MCsPqnbnQGMzdBjdzRvgiV6FGaYdlqidnRjHBiqrFhB9PlGPD0RJUNrUAAER8DhaOC8ZDU8IQ0Mugpk1Fow4rfj6HwwW2gCTGR4zrR/phToIvonzE0JssiH1tNzN+9a2JuCsl2O45Xt2WxXz/f3eMQk61Gg3NRrjyOeBy2EzLiYUXqZBMUdTQQAMcirpMXPgcrFs8Drf87wjOKzT4/ngZnpwZ1e1jCCFoMVmgbDaisdmERp0RjTpj620jlDrb8TMVTahobOn1OSUFyXCmvKnLmjhtct66DiI+FxvTS+0qFwPAqCApCmo12HC0BD9nVKLFZJtd8XDlY/HEUNw3IaTPzUYJIfjhRDne/j0XWoMZQh4bL82JxaIJoUwbBbXehGnv72Me8+SMSIfgZt/5WrslsuQQd3x6oBAAkBgoxbGi9jyjW8cG9ulcKYoaXGiAQ1GXkQufg4cmh+GFLWfx4Z4LsBKCJ2dE2fU80pss+CNbgR9OlCOjtNFpvkx/OdOps7iAy8aqmxPQoDXivda6N7eMDoCIz8Xf52vw2i9ZDs+x7nAJM7MC2GZXHpgUiptHB1xSYcNqVQte+vkcDrZuaR8b4o41dyQhzNOVGVOj1tvtFJO78h22uhvNVqz6vX2r/KPTIsBms5it8kHuIhyDLcC5KyUYEmH3hUUpihoaaIBDUZcRIQSz433xW3Q1Dlyow7/35uPfe/Px7LXRUDYbUac14HB+vV2HbsC2G8ndlQd3ER9yVz7cXfmQi2x/uot48Je5YO3hYhzvtOOpp64f6Yc1dyQxAcnjG9vbOkyO9MTZiiYs23gaViebHA8X1IPFAq6N88HiSaGYEO4BFqtvTSotVoKsShUOXKjDl4eKoNGbweey8cLsGDw4OQwcNgt6kwVHC+ux4WgpE/y02bx0vMNzfpNWgqK69oadN4/2h0ZvwqnSRgCAgNeep3Pv+GCHx1MUNTTRAIeiBhghBGmFDfjyUBGOFjY4nZH5cM8Fu9v+UiHuSA7CDUl+8JO6QMTnOA0aWowWZFWpcLxY2avgRizg4q7UYCQGSDE1ygtSUfusBSEEe3JqmNuhniLc+1U6s/TUkYcrH3ckB+Ge1GCn3cd7orShGYcL6nE4vx5HCxvsgrukIBn+744keLkJ8OuZSvyZXYMDF+rskozbxr0yN9Zhe3e91oD//NXeniHWV4xYXwn+yFbAbCUI83TFd8faG3uO8Jf26Rooihp8aIBDUf2EEIKGZiMqGltQrtTZ/mzU4XRZE7OTqI0rnwMPN4Fdd2/Atp083l+CiRGeDtumCSGobGpBRmkjTpU2Ir1Y2etie0/OiOyyWnGbMqWOqRUDALd9muZ03PUj/fCvO0eBx+ldQfTGZiOOFjbgcEEdDhfUo1xpnzskFnAxIcIDsX4SSIRcvL49C+nFSlg6TB+5CbjQGmzJ0JuXjsf4cA+nr/V/f16ApkPS9I2jbFXU22Z+JkV6oLjeNruTECDp1XVQFDW40QCHovpAb7Igu0qN02WNOF3ehAsKDSoaW5zOcgCAC4+DO5IDcU9qCILl9o0cf86owIs/n4XFSnCiRIlFE0PBYbNgMFuQVWl7jYzSRvyVW9tlzZeeGBvijmeujb7ouPVHSi46JsrbDR8tHG2XO9QVg9mCkyWNzCxNVpUKHet5ctksjAl2x+QoT0yO8kRBjRYbjpbgzw6zSIAtt2f2CB9cG++Dc5Uq/GNbFiK93ZAa5ny7fXaVCptPlNkduzHJH4QQJv/GZG4/kWXT7aunUxQ1tNEAh6J6QKM34WRpI44VNSC9SInsKpXdLEcbFgvwEQsRJHdBoLsIQe4uCJKLMCvOB+6uzncS3TY2EFIXHh7+5iT25tYi9rXdCJaLHGZ3LtVPj0zoMjfGbLHicEE9lm081WV3746enBnVbXCjM5qxP68Ou7IU2He+lpltaRPt44bJkV6YHOWB1DAPuAq4IITgX3vz8VHrkhKbBSSHyJmgJsSjPbn4te229gp3Jgc5vSZCCFbuyLELpFJC5Qh0F6GoTouKxhbwOWxcqG2fAYv1ozM4FDWc0ACHopywWgmyq9TYl1eLfXm1OFPe5JBg6+nGx6ggd4wOliEhQIpguQj+MiEE3IvvHDJbrDiv0NiWm8oasa9TI86ugptAdxdMivDE2FB3jA1xx48nyvH5wSLm/ilRnk6L1y27JsJpQJJTpcbWUxX4JbMS9VrHQoBTo71wqrTRLkCJ9HbDvETHflpqvQl/59ZiV5Ytgbpj2wQvsQBTIm0zNJMjPR16TVmtBCt3ZOPrtFIAwOPTI/DQ5DB4uDnWCcpTaHCmvAlcNgu3jLGvCK03WZBerMQLP51BbYeGmwCYsW3LU55ufJwua2LuD3LvW40eiqIGJxrgUFQrQggyy5vw65kq7DxXjRq1/QdkiIcIqWFyjA/3wLhQOQLdXXq8W6jFaMGpskakFzXgQH69w/bs7jw+PQLJoe4YE+xuV09Gb7Jgw9ESu7FjQ9ydBji3dGgNUaPWY3tmJbaequw2h+frB1Owckc2tAYzEgIkKKprhs5owRMzIpn8oO7aJgTJXTA3wVaMb1SgrMsZH5PFiud/OoPtmVVgsYCVN47A/RNCnY6tVrXgte22reqz4nzg6SZAZVML9p2vxf68WhwpaHBYJpwU6YFr43xwe2t9m4OtP5+2PlgAEO7lCm4vc4koihrcaIBDXfWaDWb8fKoCG47abyd25XMwOcoT18R4Y2q0V69aC7Qtaf10shw7zyku/gDYarhMiPBAvJ8EP5+qYM6lQWvENTHeDsHU8WKl3Y4sdxEP/96bj84SAiTwdBPg++Nl2HGmCseKGpjZKD6H7TSvZ//z0/HR3/koqmuGn1SIp2ZGY8k3J+HpxkdCgBRfHSrCnpwanCxttEv+jfR2w9wEX8xJ8EW8n6TbJbELNVqcrWjC9swqpBU1gMtm4f8WJOGmUY59uggh+PlUJVbuyGaShpU6I2b/6wAu1Gi7/Jme+Mcsu2rRBrMFaYUNDuPCPWnvKYoabmiAQ121zBYrvj9ehg/3XECjzrY1WcTn4Np4H9yY5I/JUZ49Wm4CgCadESdKbDM0e3Jr7FoZdGVWnDdGBcmQGCjDyACpXY7O49MjsDG9DK9vz8IPJ8tRUKfFbWMCMT/Rj9nS3bkGTKS3G06UNDq8TlalGslv74W5QyAyNsQdt44JwNgQd4e+VX8+MxW+UiF2nqsGAHy4YBR+PlUBAKjXGjHz/w7YjY/3k2Bugi/mJvoi0tuxCzchBOXKFmRWNOFMeRPOVjThXKXKbglLwGXjs3vH4ppYb4fH12r0WPJNhsOsV9u2eDbLdj3TY2w9rjaml2Jjehkemhzm0ArjZEmj00TwCC9Xh2MURQ1tNMChrkoNWgMe+TYDJ1uLvYV6iLB4YihuTw6Cm+DivxYtRgu2nKrA5wcKe9QiYUK4B6bHeCHS2w0JAVL4dMpB6YzFYuHe8SHgc9h4eds5ZJTadlK9+Ws2bkjyxyPTwh2WopwFN23MVoI4PwluSPLDDSP9ESQXQW+y4MUt9t20v18yHtE+YmzPrGQCkMc2ZqBJ116bhstmYXy4B2bFeWNmnI9D/Zs6jQFnW4OZMxUqnK1oYgLIjtwEXIwMlGJkoAw3j/ZHrK99kq/ZYsVNnxxBdpXa4bFyVz6mR3theqw3pkZ52i3dnWz9OYwLdXd4XOegsE04DXAoatihAQ511TFZrLhv7XHkVKshFnLxwnUxuDsluMscDIuVoKBWi++PlznkvHRn/kg/PD0zClE+jrMaPbVgXBCmRHvi18wqbDtty5n5+VQFM6NyMWGerrghyR83jPRjzkNrMOOLg4X44mAx6rXteUbzR/ohs7wJ/957AekdigZ2DG6mRnvhv3ePtmtnoGw24mihbQv4kULHujaAbSkszl+CpEApkgJlSAqSItzTrcu8HLXehJFv/mn/HFw2Hp0WgRmx3kgMkDrUCQIAlc6EvBpbXlFyqOP28QMdAhw+lw0+hw2twYwwukRFUcMODXCoq86OM1XIqVbDXcTDT49OsFtWMVusKKjT4my5CltOVfSoOrCbgIt7xgcjOUSOILkLgtxFcO3BLFBP+Uld8Mi0CCydGo7PDhQxPaIu5qU5sbh1TAAatEZUNLVgb24tDuXX4WRJo9O8m9/PVuP3s9V2x2J9xXjzxhF4fOMpKJuNePbaaPA5bBzOr8ehgjocKahHdpXabjs2iwVEerlhZKAMo4JsMzSxfuIeL/eVK3WY0qF5pqebADuemAQ/6cVzoE6W2t6vcE9XeHbagVWj1tslVV8b78Msw9EZHIoafmiAQ111CmptSakj/KXQm6zYfLwMWVUqZFWqkdmD3U0jA6V4ZGoEZo/w6XUV374qrNPi0W8zkF/bdUJtZ+/tPt/jYAgAhDw2JkZ4QibiYeupSrgJuNi+fBIatLbu5QCwckc2sqvUMHZqNxHrK8akSNsW8ORQd4j72LDyVFkjln5zkrkdLBfh4IvX9Pjxbct0yR2WpwghyK/V4qtDRXZj+Rw2CAEkQi48uqhRRFHU0EUDHOqqUavWI6O0EX+31pw5XFCP6z8+fNHH3TzKH/dNCEFSoOyybyW2WAn+yFbg8Y2nev1YPpftEIh05duHUjAuVA6D2Yp7vjoGwLaUdefnx+yCvra6Mb4SISZFemJKlCcmRnrAW9x9TlFP7DhThed+OmN3zp/eO6ZXz3GixDaDkxwqR1alCruyqrErS2G3O67NttOVAIAHJ4f1uTkoRVGDFw1wqGGprZDeqdY2BxmljT1KBgaAhyeH4cZR/oj3k1yR2ihtLRt2nqvGL6crodabL/oYVz7HrgLx07OisD+vDmcqmuyWj5wJ8bBVTV71W47DluvOM1orbxyBSZGeiPByveSgwGolKGloxrlKFY4VNeD74+V298+M9e5V88sWowUZrUnjnZOn+Rw2JkV6YF+efZLx0qnheGpmVB+vgKKowYwGONSwoNKZcKrc1oQyo7QRmeVNDh2ne2JBciBenhfnNIF1ILUFNb+frcbubAXqOlXhBQAOm2VXc6ajpVMj8K+97R3JO9bDifZxg6rF5FC4sE1pgw7/2JblcPzu1GAEy0V4d5dtmeuNG+KxaGJoby6LYbUSFDc0I6tShXMVKpyrVCG7Su3QwqENiwUsn3Hx3lBtP7fdWQqHBHAhj43p0d6Ym+iLGbHeOFnaaBfgLJ0ajpfnxtLZG4oapmiAQw1ZLUYLjpco8d+/851ukRYLuIjzk6BWo0dJp7o0fA4bIwIkiPOTILtKzdRY+fFkBf7IrkGMrxixvmLE+IoR7ydBQoC03/NttAYzDufX4bez1fitU3KvM10FNwDsghvAlkAb5C5Cs8GMH06Wd/EoRyI+B388PRVBchEIIVjSmg+TGCDFfeNDevQcvQlmBFy2XbFCwLZl/9X58Rgd7LjNG7DtgjtW1ICd5xTYk6Nw2mLi03vGYFqMF0T89n/iHlh/gvmeBjcUNfzRAIcacqxWgs8OFuJ/+wrtPjTDPF0xJtjWo8nTjY9D+fX45XQlNK1jWCxgSpQXFiQHYlacD4S89l09zQYzvk4rwRcHi9CkM+F4sdJuB5WbgIvUMDkmRnpibIg7YnzEdh3Be6Nea8Cr27KwO7tnFY57K9ZXjAMX6nqcfwPYAo03bhiBu1Lam1duz6zC3txa8DgsrLkjyelyHSEEpQ06nKlowtnWYCanm2Am3l+CxAApEgOk4HPZ2HC0hMnrkbvy8fSsKNyVEuwQTBrMFhzOr8euLAX25NRA1dK+dV0i5OLaeF9m6/wbN8RjbqdeWat35TLfXxvvQ4MbiroK0ACHGnK+P1GG93fnAQD8pEJMifLE8muiEOwhQp5Cg//8dQG7shRM7kmQ3AULxgbhtrGBXbZbcBVw8fj0SDw0OQwFtVqcr9Ygr0aD8woNzlY0oUlnwl/na/FXa4Iym2VLtA1wd0GAzKX1TxEC3F3g6caHK58LkYADNwEXLjwOWCwWtAYz/sqtwVObMwf05+Osv9STM6MwO94HMhEPN3x8GI06E9gswEoAH4kAGx5IQVyHbtq1Gj3e+NXWsfvJGVGI8W3fSl+r1uNoYQOOFNTjSEG9XU+nNkIeG/F+tmAmIUCKxEApIr3cmCBJrTdh5v8dQJ3GACGPjYcnh+ORaeEOu68IIfj1TBXe/DXbrlighysfs0f4YG6CHyZEeMBsIfgzWwGNwYxxnerffJtWgs8PtO+g+uK+sTS4oairAA1wqCGnocOSBL91ieObtBKsP1pit4wzPcYLD08Ox8QIjy4LynUm4HIwwl9ql9xqtRLkVKtxpKAeRwsbkFWpQkOzEVUqPapUepxA1xWEr4RP7xmDaF8xlnx9EkX1zXhyZhSevTYaVivBfevS0agzIdLbDXUaA1QtJjw9K9ouuCGE4B/bsqBqMWGEvwT3jA/Bn9kKJqjpvFWdx2EhIUCKkV0EM858+OcF1GkMCPN0xaYlqU5r3CibjXj1l3NMLy9vsQBzEnwxN8EP40Ldmec/UaLEi1vOQmMww13EQ2yHYOzbtBK8tj2buf3ZvTS4oairBQ1wqCHnwclhqFa14OdTlSht0HXZ9ymzvAlr/sxDsFwEo9kKPpcNmYgHmYgPqQsPKp0R1So9LISAEMBKCCzW9u9tt23LI3qTBXqTFS0mi93S1pW24YFxSAyQYuzbewEAD00Ow9xEP/xwogxF9c1wF/GwZEoYAOCLQ0U4UtAAFx4HY4Pd8cPJcgTIXHDbmEC75zxwoQ57cmoA2OrvJL+9B9ZOhfxG+EswKcITEyM9MS7U3S7X5WKyKlX4Jq0EAPD2zQlOg5u/cmvw0s/nUK81gMtm4YkZUXj8mgi7pasWowXv/3EeG46WgBDbjNqHd7YvpX2TVoLXOwQ3gK2zOEVRVwca4FBDjpuAi9W3jsSKuXFY9VsOtmTYty1w4XHQYrKgSWdCpq6pR8X7hoJX58fh7d/bc0lSw+SYHuONnA69mu5KCYJCpWd2US27JhJiIQ9nK5qY3VAtJguTeLzsmkg0G8w4cKERJ0pseUcdf15t/ajCPV0xMdIDkyI8MT7cw64xaE+1GC34/ngZPj1QCCsBbkzyx6RIT7sxGr0Jq37LwY8nbe9plLcbPlwwComB9tvFjxcr8cKWM0xwuyA5EP+YHw+pi22Jq2NwMzbEHRmljfCXCvtcgJCiqKGHBjjUkCUWcJm6J/eND8EbN8SDy2GDEAK13oyqphaU1DejorEFQp5tKatJZ0JTixGNOhPEAi6C5CLwOCywWSywWCywWQC79U/bbRYEXDZc+ByUKXVYd7gYtU62cDs9PyEXPhIhqppa+rRlve05Vt44AtOivfDadvut3G3VejcdL2WOFdQ2Y8XWs2jSmRAgc8G940NQUKvFjf894vT5vzpUhFe2nevy9T+4fSQmRXp2mbvUE80GM747VoovDxUxO55CPER49fo4u3FphQ14/qczqGxqAYtlq0f03OwYuxkzndGM93fn4es026yNn1SI1bcmYnpMexfyjsHNI9PCEeQuQkZpI6J9+94TjKKooYcGONSQpdGbUVxvq1Ab4eWKZqMFUhc2WCwWpC48SF14drklzhjNVtRpDVCo9KhV66FQ61Gt0qNGrUe91oAmnQmqlvav3p6fRt91awWJkIubRwdgfLgHEvylqFa14OWt51DUek3zR/rhjRvise98LWZ+eMCu6SUAJIfYkmm/O1bGHHv0uwwAQEKABB/fNQZpRQ1226M7a3utSG83jAt1x5hgd7zQWiRv99NTHDp894bBbMFXh4rx1aEiJkE40N0Fj02PwO1jA2E0W3GkoN5Wu6isEftba9QEyV2w5vYkpIbbLycdK2rAi1vOokxpm7VZOC4Ir8yPs2v82Tm4WTEnFm+2JkvHXELTU4qihh4a4FBDllTEw7RoLxy4UIc3d+Rg5W85CJC5wF/mAlc+BzwOu/WLBSuxLX9oDebWwMMMjd4EjcF80Uq/PeUjESDS2w0VjS0OeUEsFjA92guTo7wwNcoTkd5uTLKrzmjG6p3n8e0x20yMt1iAVTcnINTDFcs2nmJq/MT6ivH87Bg83FqbZnSwDI9+m+FwHiEeIowLlWPhF2lOi/tx2Cwk+EswLlSOcWFyJIe4w6O1MWVWpQqAbeYo2rvvAcG5ChWe+ymTqYwc4iHCnBG+CPYQ4VyFCt8cLcWFWo3Dz/6ulGD8Y34c3Do1K92TU8PU5PGXCvHubSMxNdrLbsxPJ8sdghsWi8V0F4+mAQ5FXVVogEMNaZ/fNxZrDxdjS0YFiluXo3rakqENj8OCt1gIH4kAXDYbBrMFFkKg0Zu7TGDuKNLbDU/MiMT1I/2x4WgJ/rnTlicT6iHCvEQ/TInywpgQWZfdtF/ccpYp9HdnchCenR2N9UdKsGzjKZitBCI+B89eG43FE0OZPloRXq4Y985emCyO0Vlpgw7rj5Q4HH96VhTGhcoxOljWZVLw3lxbcvGYYPce7zzryGi24r/7CvDRX/l2x+s1Bnx+sMhhfKC7C0YHu2NMsAzjwz2czriZLVbmZ3pDkj/+eUuCQy5NvdaAt3bkAAAemdoe3ABggiwa4FDU1YUGONSQJuRxsOyaSCy7JhL1WgOK65tR1dQCg8kKk9UKk9kKc+sWILGQC7GQB7GQCxGfgzqNAVVNtuWoXIUGOVVq1Gsvnl/jyucgwN0Fge4i3DomACMDZMgoU+KRbzOYAOGmUf5YfWviRXcX7cmpwW9nq8Fhs/DVomRYrQS3/u8oKptsQdp1I3zwxg0j4CsRoqhey+TLFDppHtkVf6kQB1+85qJ9tSoadfjsQCEA4JbRAT1+fquV4EKtBusPl3RZNbnZaIELj4ORgVImoBkVLOtRk8624NXDlY/VtyY6zO4AwP/9eQEagxkJARK81CG4qdcaoGw2gsWyBaIURV09aIBDDRuebgJ4ti61dKTWm5BbpUZutRqnSpuQU63GhRqNQ4uAroR6iPDEjCiMCJDARyxEZVMLTpYocaK0Eat+y7FbBuKyWXhlXhwemBR60Xorar0Jr/5iC1iuH+mHzcfL8Ee2LUBis4BbxwTC002A5348g3OVqi77NnXmLxXaFd/74ZEJPWoaunJHDvQmK1LC5LhplH+X48wWK3Kq1TherMSxIiUOXqiD0eL4swzzdMXoYBlGB7tjdJAMsb7iXjcv1Zss+E/rbNDj10Q6DW5yqtT44YQtD+n160fYzTxdaC16GCIX9bnyNEVRQ9OABjhKpRJPPPEEduzYATabjdtuuw3/+c9/4ObW9f+kpk+fjgMHDtgde+SRR/DZZ58xt8vKyvDYY49h3759cHNzw6JFi7B69WpwuTReu9o16YxMy4CzFU3IrlJ3uWTlyucg1k8CEZ+DQ/n1dveND5fjwUlhmBnngzqNAdtOV+KX33NxqrTRrms3YAtqEgKkGBfqjhuTAhy2NHfl3V3nmeBoe2aV3X1WAoft790J93LFsumRSAmTQ9lsxC3/OwIrAT66azSC5KKLPn5vTg325NSAy2bh7ZsT7IIzg9mCcxUqpLe2r8gobew22FpzRxJmxnr3aSt5Z98dK0W1Sg9/qRD3pAY73E8IwVu/ZcNKbEnZKWH2VYzb8m+i6PIURV11BjQiuOeee1BdXY09e/bAZDLhgQcewNKlS7Fp06ZuH7dkyRK89dZbzG2RqP0faIvFgvnz58PX1xdHjx5FdXU17r//fvB4PPzzn/8csGuhBh+N3oSsSjXOVTbhTIWtsWPbDpvOAmQuiPOzNc6M85Mg3l8CH4kQn+4vxP/2FzDjro33wVMzoxDtI8ZfuTV4+OsTOHChzq7QnVjAxZgQd4wLdUdyqBxJgbIezw7UqvU4W6HCV4eLcKxI2eU4DpuFGB8xkoKkMFsIfuom2JkS5Yn/3jUGUhEPRrMVS745CSuxLZPdmNT1TEwblc6Ef7TOJD00JQwyFx725dUis6wJx4uVOFXWeNHZLl+JEO/eZr9d+1KoWkz46WQ5k8vz1KwopwUWd2cpcKxICQGXjZfnxjrc35Z/Q3dQUdTVZ8ACnNzcXOzevRsnTpxAcnIyAODjjz/GvHnzsGbNGvj7d/0Pr0gkgq+vr9P7/vzzT+Tk5GDv3r3w8fHBqFGjsGrVKrz00kt48803wedf+v8aqcHFaLaiqqkFpUodCmu1zOxMUX2z0x1QYZ6uSAyQYmSgreVCvJ8EUpF9UmpZgw43/fcI8z/8adFeeH52DEQCDjall2Hb6Uoom9tbQqSEyXH9SD+MC5Uj2kcMTg8ScGvVepyrtM0mtXXV7q6GTqyvuDU/iAs+l42qphZ8f9x5TsvKG0cgzNMVYZ6uCHR3YWZcvjhYiPMKDeSufLxxw4huz89qJShpaMZ1/z7IJCtvOlZm17epjYcrHylhcsT5SXC0sB7pxUoQYmuV8ei0CDw2LaJfloDyazT4Oq0EP2dUosVkmylLDJA6VFsGbMtX77QmHy+dGo5Ad8eZqgttO6hoDRyKuuoMWICTlpYGmUzGBDcAMGvWLLDZbKSnp+OWW27p8rEbN27Ed999B19fX9xwww147bXXmFmctLQ0JCYmwsfHhxl/3XXX4bHHHkN2djZGjx7t8HwGgwEGQ/sHi1qtdhhDDR5WK8EPJ8vx29kqlDboUNXUYjeD0lGAzAUjA239j5ICZUjwlzoEM51p9Cbc9eUxVDa1wNONj9euj4cLj4P3/zhvt1TlLRbg9rGBuCM5CGGert0+Z61Gj6xKFc5V2GaUzlWqnG7R7o6zJpmd/ffu0bh+pPP/HChUenyyz5Yk/Pr18ZB3WCIihCC7Ss10+86ptuUkdS5AqDGYwWYB4V5uSPCXICXMAylhcoR6iPDzqQq8vzsPDa2B33UjfPDq/PgeLYF1x2Il2He+FhuOluBwQfvPP9ZXjEUTQ3HzqACH3B2rleC/fxegorEFPhIBHp0W4fC8hBAmByfahyYYU9TVZsACHIVCAW9v++lqLpcLuVwOhULR5ePuvvtuhISEwN/fH2fPnsVLL72EvLw8bN26lXnejsENAOZ2V8+7evVqrFy58lIuh7oMCCHIrdbg9e1ZOFlq38BSyGMjWC5CiIcrEvylGBkkRWKA1GlS8cUczq9ndinNiPXG+7vzmNssFjAz1ht3pQRjWrSX06TYOo3BFsxUqnC2QoWsShUUaseO2r3lLuIhwssN4V6uTKuCjnY+OQXx/l0X3vvgjzy0mCwYG+LOJAkTQnC4oB4f/JGHsxWqbl//nVsSEO8nQayvhJmNsVoJdmZVY+m3J1FU115U8c0bR2BKlFd3T9cjW09V4N9785mlRTbLtky4eGIYxofLHRK19SYLtp6qxFeHi5jzeWlOLFydJB8r1HpoDGZw2SyEe9IAh6KuNr0OcFasWIH33nuv2zG5ubnd3t+dpUuXMt8nJibCz88PM2fORGFhISIiHP+X1hMvv/wynn32Wea2Wq1GUFBQn8+RunQ6oxkXarTIrVbjfLUauQoNzlerodbbkldd+RwsnxGFcaHuCPYQwctN0G9doIUdllI6BxL3jw9BjK8EDVojfj5VgXqtEWfKm5BVqbLbmdQfVt2cgAhPV/hIhfCVCOEq4EKh0mP86r8cxu57fnq3s0jHihrw8ynbtbx2fTxYLBZOlTXi/d3nmVwfFx4HyaHuiPeTIMLLDa9uz4LRbMW4UHdsWjLerpElIQR/n6/Fmj8vILfaNuPpLuJh2TWRWDQx1G5sX+3JqcGzP54BAEhdeFiYEoT7xoc4XWpq0Brw7bFSfJtWyswgiQVcPDQlDDePcr6lPa919ibM0xV87qWfL0VRQ0uvA5znnnsOixcv7nZMeHg4fH19UVtba3fcbDZDqVR2mV/jTGpqKgCgoKAAERER8PX1xfHjx+3G1NTYttZ29bwCgQACQe//p0/1D0IIDubX40x5ky2gUWhQ0uA8f4bLZmFGrDfevHHEJfU/cqaiUYeP/yrA1tNdJ+x+nVba5X2XYkywDHVaA8qVtpmi7csmISlIZjfm++NleHmrfV8oEZ+Dv5+bDl9p1/ViTBYrUx9nQXIguGwWHv76JFOTh89h497xIXj8mghmxuulLWdhNFvh6cbHf+8eYxewVDW14InvTzN9vsQCLh6eEo4HJ4f2W7PKcqUOz/2YCcDWIPT160c4zeEprNPiq0PF2Hqqgkl0DpC54MHJYbhzXJDTbeNtLtAKxhR1Vet1gOPl5QUvr4tPTU+YMAFNTU3IyMjA2LFjAQB///03rFYrE7T0RGZmJgDAz8+Ped533nkHtbW1zBLYnj17IJFIEB8f38uroQaaRm/C8z+dYeq7dOTpJkCcnxhxfhLE+tr+jPBy6/f/bddpDPhkXwE2pZcx9VqivN0wKdITNWo9dmV1vWTamUzEQ7yfBCI+lwkgOvISCzAl0hOTo2xdt9uCtNKGZsz7zyEAwAvXxdgFNy1GC976LdshoTjGR4zNS8dDJuJB1WJCncaAOo0BtRo9832dxoDd2Qoml+bHkxXMrBSbBdw+NhBPzYpGQIdg8ccT5fjhZDnYLOA/C0fDR9IePJUrdXjo6xO4UKOFkMfG4olheGRqeL9s+W5jMFuwbNMpqPVmjAqSYeWNCXbvOSEE6cVKfHWoCHtz2/+TlBQoxcNTwjE3wbdH9XRoBWOKuroNWA5OXFwc5syZgyVLluCzzz6DyWTC8uXLsXDhQmYHVWVlJWbOnIlvvvkGKSkpKCwsxKZNmzBv3jx4eHjg7NmzeOaZZzB16lSMHDkSADB79mzEx8fjvvvuw/vvvw+FQoFXX30Vy5Yto7M0g4DFSnBeYSsCZysE14BGnQl8DhvXj/RDvL8txyPGVwwv8cC+X0azFV8eKsIHf+Q53Jdfq0V+rWMjzHBPVyQG2vJ7EgOkGBEgdZglKGvQMU0t2SzgwUlhmB7jjVHBMrgJuDCarSis0+JEiRLnFRrkKTQ4U96EZqMFKaFyu4TYzPImLFp33Gkjz3qtATf89zDqNIYeFyUEbK0nro33wbPXxjhU7z1V1ohXf7F1JX9mVjQmRXqiVq3HN2ml2JtbwyQ6e4sF+PmxiZecQNzZgQt1eOf3HFyo0UIm4uGTe8YwwY3ZYsXOLAW+OlTE5AvZcqJ8sGRKGFLCHHNyutM2gxPjS/NvKOpqNKB1cDZu3Ijly5dj5syZTKG/jz76iLnfZDIhLy8POp0twZDP52Pv3r3497//jebmZgQFBeG2227Dq6++yjyGw+Hgt99+w2OPPYYJEybA1dUVixYtsqubQ11+x4uV2Ha6AruyFA5drwNkLvjknjEY1WlJZiCodCZkVanwxcEiHLhQ1+3YME9XJARIMTJAioQAKUYESOw6U3emNZhxpKAeL/x0Bmq9Ge4iHl6aEwu5Kx+Z5Y3YfKIMeQoNiuubmfYQHflIBPjwziRw2CymQu+n+wu7fL2GZiPQoSODWMiFl1gAb7EAXmIhvNwE8JYI8G1aKSqbWjA2xB1f3DcW7iK+0z5SNWo9Hv02A0aLFbPjffD4NZHILG/C8k2nmGKIbBYwLlSOlTeN6NfgJr9Gg3d25jIdw2UiHj65ewwzs7TrXDXe/j2XSfYWcNm4fWwgHpochnCv3gcoVitBfusMDi3yR1FXpwENcORyebdF/UJDQ0E6JGIEBQU5VDF2JiQkBDt37uyXc6Qu3Sf7CuxmSdwEXIwNcUdKmBwpYbZCeAOR5KlqMSG7bTdTpW03U1fNMYPlItt28gDblvIR/lJIXWzBjMliRZ3GgIJaLWrVeihUeijUBtv3rV+1aoND9d5GnQkrOuXMtBELuYjxESPGt/XLR4zEQClEfC5OlzXihS1nUeBkBqnN/RNCMDHCA15iYWtAI3Ba6A4AzlerUZnZgmvjfZiu4J2ZLFY8+l0GU4eHz2Uj9Z97Ua+1JeyGeIjw9KwoTI/unwrEgG3H0+myJvx2tgqbT5TDYiXgcVhYNCEUT8yIYrbzbztdgWd/PANCbPV27p8QinvHB3d5LT2RV6NBi8kCPpeNkH6ehaIoamigvQ2oPssoVeJfe/KZ2iW3jA7A7WMDkRom73XPoYtpq1qc1SGYKa6/eMPJT+8Zg4kRng61cdR6E978NRu/n6tGvdbgNOG5J/gcNiK93ewCmRhfMbzFAqhaTGjUGaFstv3508kKvPFr9kWfc16iL966KaHH58BuXbbp7hp+PFmO02VNzO227uWufA6mRnvhH/PjnO5e6g2twYyM0kYcL25AepESZyqa7LqdXzfCByvmxtntBusY3NyVEoQ3bhjRZSDXE1YrwfcnyrB653kAwKhAWb//XaQoamigAQ7VJ9WqFtz1ZTqMZis4bBaWXROJZ6+N7pfnbjaYmTozbVWAi7oIZgLdbYX+/KQuWHu4GIBt9uSD25MwJ8FxVx0hBDvPKfDmjmzUOakq7MrnQOJi6zguEfKY73kcNnaeq7YrjHfzKH+4u/KhbjGjUWfEH9kKbD5ehkadyWlOTU8tvyaqV+PblpJ+OV2Jh6eEOd3C3bbVu+O5L0gOQnKovM+zayaLFafLmnDgQi0O59fjXKXKoSCjt1iA1HAP3J0SjAkRHnb3bTtdgeeY4CYY79yc4HRpradK6puxYutZZlv8mGAZPrhjZJ+fj6KooY0GOFSfnKtQwdia+Lp92SQkBPSswWRnhBBUNrUgo7QRp0obkVHWiNxqDSxOclgCZC7MElNbErC7Kx9mixW3/O8oAFsn7U1LxiPEQwSN3hZoNOlMULfYvv/hZDmTB+JMs9GCZqMF1d3XxAMA/NKpQaYzfC6b+Tl1Fu8nQZ3WYBdozYrz7raYnzOLJ4bim7QS5NVo8HNGBRamODalfOG6WER4uYHDZmF0kHuPG4I6c6yoAeuPFONoQQM0nZbtguQuSAn1QGqYHKnhcgTLRU4Tg385XYnnfjwDa+vMzaUENxYrwdrDRfi/Py/AYLbChcfBC9fFYNHE0B611KAoanhiEdLXyfmhS61WQyqVQqVSQSLp3YcJZVOvNWD6B/uhNZgh4nMwI9Yb48M9Wrd6u0Imas/jMFusUDYbUasxMB/otWo9cqrVyChtdNrSwE8q7JAzI0NigJRpPWC1EujNFuTXaPHffQXYk+O4XbsvXHgciPgcuPDb/uRCxOPAYLbgVIflHQAYF+qOEA9XyF35cBfx4S7iwb31e7krD+4iPi7UaPHy1rMoac0Lun1sIKZFe+GJ709DyGNjcqSXw1bzX5ZN6lMy9qf7C/He7vNgsYBbRwfipbkx8BZ3XTunt3RGM2rUBqw7XIxvj7XXCnIX8TAlygtTo70wMcKjR7WLfjldiWd/zOwQ3CT2ObjJU2jw4pYzONO662pypCdW35rY77u/KIoaHHrz+U0DHBrg9FlmeRNe2nKWaVh5qVJC5bhhlD98JUKcq1QhvagBWoMZLSYLWowW5s/ebJnuSpyfBA9MCsXkSE9YrAQGsxVagxnqFhPUehPULWao9SYoVHpsyahgEozHhbrjhetikRIm7/K5dUYz3t+dh6/TSkCIrdP26tsSMSbYHUkr/+zycbeOCcCHC0b16Xr0Jgue/+kMk1sjd+XjxiR/jA6WYUywu11Dzu5YrAR/5dZgd7YC1U161Gj0qFMbHGZq7koJwsJxwUgIkPZoloQQgqOFDdiYXordWYpLDm6MZis+2VeA/+0vgMlCIBZy8dr8eNyRHNhvFa8pihp8aIBzETTA6T+EEGSUNuJwQT0yShtRUKtFdT+3NOgNH4kAIXJXeIkFEAu52JdX63SGyEssgEZvgt7Us2BphL8EL1wXg2nRXt1+gB4trMeKn88xvZWifdwwJcoLu85Vd9nqoe15R/hLLvnD+XRZI17cctahxo+HKx++UiHkrnx4ugnA47BQ0qCDRm+GxWqF2UpgsRKoW0xo1DnPH3LhcRDh7YqX58ZhUqRnj86nSWfElowKbEovs8ujund8MN66sW/LUpnlTXhxyxmmkN/seB+sujnBrmAhRVHDEw1wLoIGOH1jsRJUNOqY2Y3Osx3qFhNKlTq7HJdFE0LgLRGCz2FDb7JAZ7LvXq1uMWFjelmvz0XE5+CtmxJw25gAvLItC98fL8OEcA9893AqOGwWMkob8fbvOXY7h7rTMalYIuS2/mlLMB4fLsfseN9uP4xVLSa8uyvXoRpxd+4YG4hnro3u95YULUYL9uTW4FRpI06VNSKnSu20Lk9XZCIeFiQHYYS/BF5iAXwktq3qbgJujwIwQghOlzdh47Ey/Ha2iplxcxNwccvoANwzPhixvn37vfviYCHe3XUeVgJ4uvGx8sYEzEv0pbM2FHWVoAHORdAAp/eOFyvx4pYzTD5Jd9gsYOnUCDxzbRQE3K63/B64UIfXfsliZjucEbXmw4j4XOb7sSHuWD4jiqljU1inxXX/Ouj0Q9yFx8HClCAEyFyYoEXiYgtmpK233YTcS0pG/SNbgdd+yWJqzFzM2kXJmBHrfdk+lFuMFhTUalGvNaCh2YgGrQF6kxWhniK4i/jgslngsFngcljgcdiI9hH3aat2s8GM7ZlV+O5YKXI67NqK95Pg3vEhuHGUf7e9oy4mT6HB3P8chJXYShK8fn18v7aQoChq8OvN5zfdRUV1qdlgRnF9M34+VYENR235JHwuG3IRnwkSOs94SFy4trozLjzsO1+L8woNNHpbHo2+9avFaEGjzoTM8iYAtoTiFXNjEeUttgUxAg5c+Vy48DhdzpoYzBYU1zejolGHisYWiIVcp0srdyTbEnuD5SIEuLt0G3B1x2i24mSJEnVag20mymhBubIF644Ud/u4lDA57kwOwnfppThd1oTbxwZiZpxPn86hr1z4nEvaNXUxF2o0+DatFNtOVzK5SgIuG9eP9Me944MxKkh2ycEcIQSrfsuBlQBzRvjiX3eO6oczpyhqOKMBDoUmnREnSxpRVK9FcX0ziuqaUVzf7DAjsSA5EK9eH8+0M7BYCWo1elQ16VHRqENOtRoHL9Tjf/sLHdo1OMNmAYsnhuHZ2dEO/7M3mq0obw1eKhp1KFe2MMFMRWMLajT6HhXn+yatFN+0dghnsWwJv0FyEYLcRfCRCKBQ61HR2AIOiwU3IRduAi5cBRy4Crhw43PhKuAit1qNP7IVUOvNF3m1dlOiPPHl/ckQ8jjIqVLjdFkTWCzg8ekRF3/wEHGhRoN/772Anefam5WGebrintRg3D420G4n3aXam1uLwwX14HPYeGVeXL89L0VRwxcNcK5CWoMZBbVaHLxQh/15tcgsb3Io0NbGw5UPf5kL/GVCuLvy8eq2LFQ1taBaZWth4KxeDWBr+BjjK0a8nwRyVwFceBwIeWy48DkQ8mxf8a1bysuUOhy6UIfsKjVyqtXIU2hQrWrp8pzauPA4CHR3QaC7C4LkIgS6uyAhQIoJ4R5oMVnw29lq7M2pQZlShzKlDjqjBdUqPapVehwvVl7iT9HRbWMCMTJQivHhHojxFSNPocEvmZXYdqoSAHD9SP8+9VUabArrtPjP3nzsOFsFQmyB43Xxvrivtb1Efy+9GcwWvPN7DgDg4SlhCPagW8Apiro4GuBcBaxWgnVHirE9swoVjTqnSzlt7QYiPF0R7uWGUE9XhHm44niJEm9sz8K5SueV77hsFnwkQgTIXBDt64YEf1vjymgfsUOFXJPFigs1GmRXqXGqtBHfpZUit1rtsAW5jYDLbg1gRAiS2/5kbru7QO7K7/LDVMTnYkFyEBYkBwGwLXE0NBtR3hrslCt1qNUY4NM6o0MIgdZgRrPBDK3BgubW71UtJpwsbXRa9bjNqptG4L4JoQCAikYdfj1Thac2n2Y6cwO2hNhnZvWuQvFgU1LfjI/+zscvpyuZ4HNugi+enhWNGN+Ba2j59dESlDTo4CUW4PFrIgfsdSiKGl5ogDNM1Wr0yKlSI7dag7/P1+BESaPTcSI+B8FyEQxmK3ZnKZiGiFw2G1wOC5rWZZlAdxfMivNBgMwFfjKhbVZH6gIvsaDLBF2twYzMsiYcL1HiZIkSp8ua0NJpFxVg6+fUNtszIkCCOD8JQj1c4enWdQDTWywWC55uAni6CTA62P2i4+u1Bmw+XoYDF+qY4IbDZmFihAcKa7WoUunBZgHv356EGbHe+PZYKX7NrLT7OfM4LEyP8cbNowIwM877knosXUnlSh0+/jsfP5+qZGbsro33wdOzojDCf+ByewDbbNHHfxUAAF68LuaSkpQpirq60F1Uw2gXlc5oxg8nyrH1VKXTGZfJkZ5wFXDwR3bPK/9y2SwsmRqOJ2dEwYXf9Qe02WJFndaA02VNOFGixMmSRuRUqx2WsMRCLkb4SzDCX8oENBFebk77J10JZosV7+0+jy8PdZ88DNiaR5osBAcv1DE7uFgsIDVMjptHBWBugp9Dk8+hpLi+GZ8fKMSWjArm+q6J8cIz10ZjZKBswF7XZLFib04NNh0vw6F8WyPXkYFS/PL4pEvqVUVR1NBHd1FdpRatO97lTA0Apus3AATLRYjydkOYpyvCvFwR5umKUA9X8LlsmCxWmC0ERou1tfUAH2fKm7ArS4EmnZHp76Rqaf/SdrHMFOjugnGhciSHumNcqByRXm6D5kPqZIkSGaWNTI5OmVKH0h5sg2/TMVAc4S/BTaP8cUOSP/yk/VvX5nLLqlTh0/2F2JlVzSRyT4nyxNOzojE25OKzX31V1qDD9yfK8NPJCtRrbbNmLJYtMF9106U14qQo6upDA5xhghDidPkn3NMVsX5i6E1WNDQbwWYBS6aEY25Cz4qjqfUmvPZLFr5LL73oriUWC4j1lWBcazCTHOo+KD/sW4wWvP17zkULDE6P8UKIXIQguQjBrb2Nln9/mmmeGSwX4aZR/rhplD8ivQcuB+VyIITgWJES/9tfwMyaAMCMWG88Pj0CyaFdt6a4FM5mawBbpekFyYFYOC6Y9pWiKKpPaIAzTLBYLPz82ETk12jB5bAg4nEhc+UxW7r7YneWAm/8msW0Opif6IdYXzGkIluRvLYvmYjfWjSPC+4gWWrqynmFGk9sOs20MrhuhA+ifcQIkovwy+lKHC1sgNSFh73PToOXWMA8Tmsw49b/HYHRbEVigBRv3TSiX+q7XGlWK8He3Br8b38hU5eIw2bhhpF+eGRaBOL8BmYJt6xBh80nyvBjh9kawDZTdE9qMGbG+QyaZUuKooYmGuAMIwIuBwkBvU/6JISgSmVLSs6uUtm2a1epUdnUAgAI9RDhnVsSe9x/aLAxmq1o1Bmx61w1/rnrPIxmK7zEAny4IAlTorwAADlVaryy9RwA4K2bRtgFN1YrwdObM3GhRgtvsQBfLUoeFn2PMkqVWPHzOSbYE3DZWJAchKVTwwds1oQQgnd3n8fnB4qYY55uttmau1LobA1FUf2HBjhXGYuVoLhei+wqdeuXCjlVaqdbx3kcFh6ZGoHlMyIH3Q6galULFCo9GnVGNGiNUDYbodQZoez4fbPtdudt6DNivfH+7SPh6SaAqsWErw4VYe3hYpitBLPjfXBjkr/d+A/3XMDe3BrwuWx8ft/YYRHcZFWqsGjdCWgNZoiFXNw/IQSLJ4bZBXYD4dMDhUxwMyXKE3enBGNWPJ2toSiq/9EAZ5hRNhvx3bFSKNR6aPVmaA1maPVmaAxmaA0m1GkMTjtoc9gsRHm7Ib7TDqdLWeIaCA1aA/6xLQu7sxUXH9wBmwV4i4V4ZFo4Fk8MRYvJgv/tL8DnB4qgarEFd0lBMrxzSyJYLBYIIShXtmB3djX+u8+2TfndWxN7tMV8sCuub8bi9cehNZiRGibHl4uSL8v7/NPJcry/Ow8A8MYN8XhgUtiAvyZFUVcvGuAMI+cqVHj0uwxmaakrLjwO4vzEGOEvZbZsR/m4DbpZms7+yFbgla3nmGRpP6kL3F15kLsK4OHKh7uIDw83266vjt/LW3OE2GwWDGYLvkkrxcd/FzC5H1HebnhsegR8pUL8lFGOU6VNyCxvRL3WyLz20qnhuHVM4JW69H5To9bjvrXpqNcaEe8nuWzBzb68WqxoXQJ8ZFo4DW4oihpwNMAZJn46WY5//JIFo9mKUA8RbhkdCDchF2IBl+mx5CbkQi7iI0guuqTu2ZcDIQQagxkqnW1L+vojxdh62tbyINZXjDV3JPU63+hoQT3+8UsWiuubmWNuAlsn8Re2nHWo2cPjsBDvL8WsWO9hUUFXpTPh/rXHUdHYglAPEb5+MGXAgxu9yYL9eXV45odMWKwEt44OwEvXxQ7oa1IURQE0wBlSVC0mlNQ3o6TB1gyzpL4ZxQ06lDY0M80tZ8Z648M7R0HqMriWljpra9twtkKFsxUqVKtamNo6TToj1HqzQ8DBZgGPTovAU7OietUVvEFrwDu/5zIBUkdag5lpqeArEWJMiAyjg9wxJkSGEf7SQT+rdTGEEGRXqfFnTg22Z1aitEEHb7EA3z6UOmD5NpVNLdifV4t952txpKCBKV8wJcoT790+ktazoSjqsqABziBmMFvwZ3YNfj5VgTPlTU4TgdvwOCwsvyYKT8yIHHQfIFYrQVG9lglmzlQ0IadKDYPZMReoMyGPDZkLH8FyEV6aG9urQnOEEPx0sgL/3JXr0N2cz2FjRIAEY4LdMSbYHaODZfCXDb6aPX1hslhxoliJP3NqsCenxm7J0l3EwzcPpfTrbiWTxYpTpY3Yl1eHfedrkVejsbvfRyLAnBG+eGFOLE0mpijqsqEBziCUU6XGjyfL8UtmpcMHs5dYgDAPV4R6ipiGmKGtVYi7a6Vwuaj1Jpyv1uC8wtYH67zC1h1cZ3QsQigWcjEyUIrEABnCPV0hE9lq6sg61Nnp6wxKQa0Gr2zLcto1fEFyIFbdnNCrWaDBrtlgxsELddiTU4O/ztcyidOALedqarQnZsf7YlacT7+0j6jTGHDggi2gOZhfx/QsA2wzbWOC3XFNrDemx3gh3k8y5OsFURQ19NAA5wpqNpjxn7/ykV+jsWt70DG51U8qxO1jAzE73hdhXq6Dptmgbbt5M84r1HYBTVcJzi48DhICJBgZKMPIQClGBsoQIhf1+2yT3mTB//YV4NMDhTBZCFx4HMxJ8MXuLAVaTBZcG++Df96SOOgLEvZEvdaAv3Jr8Gd2DQ4V1DMVlgFA7srHrDhvzI73xeQoz35ZamsxWvBnjgI/n6rE4fw6dFxBlLvyMS3aC9NjvDAt2gsyEf+SX4+iKOpSDI5Py6uQwWzB0m9P4khBg8N9PA4L18b7YEFyEKZEeV3RhGBCCOq1RuTXaphA5rxCgzyFpsslpgCZC2J9xYjzkyDWT4xYXwlCPUQDHlQcKajHq52SiKN83PBXbg1aTBakhMnx8V2jh3RwQwjB/rw6fHW4CEcLG+zaZwTLRbhuhA9mj/DFmGD3fvl7Y7USHC9RYuupCuw8p7DrOZYQIMGMGG9cE+uNkYGyQZ+4TlHU1YUGOJeB1UqgUOuhUOtRo7L9+XdrAqYrn4MVc2PhJRYyyzIB7i6XPUmYENs55tdokV+rRUGtBvk1WhTUaR2Wydq48DiIaQ1k4loDmRhf8WU7d0IIypQ6HMyvx2u/ZDkdc7bC1lV9hL8EX96fPGSTho1mK7ZnVuLLQ0W4UKNljicGSDE73hbURPu49dtSUFGdFttOV2LrqUq7WbkguQtuHR2IW8cEIMTDtV9ei6IoaiDQAGeANTYbsWj9ceaDtiM+h40v7k++rC0QrFaCyqYW5LcGMPm1tq/CWm2XHcHZLCBILkKMjxixfhLEtwYzwQOwxNRTf5+vweMbTzktWggAkd5urTV+bHV+xoXKwecOvZkbtd6ETellWH+kmOkJ5srn4K6UYCyaGNqvycL5NRrsPKfArqxqZmcZAIgFXMwf6YdbxwRiXKg7zaehKGpIoAHOAFHpTDhaWI9PDxTibIUKXDYLPhIhfCQC+EqF8BYLceMof4wZgMq4hBDUqA22reStW8rbtpWXKnV2uRodcdkshHq6IsrbDVHeboj0ESPSyw3hXq6Daubj54wKPPfTGYfjt48NxN2pwYjzlQyKhOtLUa1qwbrDxfj+eDkTeHqLBXhgUhjuTg3ul1kyQghyqtXY1RrUFNa1L+1x2CxMifLEbWMCcW28z6B6/ymKonqCBjj9TNViwjM/ZGJ/Xi2ThCl14WHLoxMQ5SPut9cxW6yoVulR2dSCMqXOVhOn9au0QcfUHnGGz2Ej3MsVUT5iWyDTGtCEeLgO2lkOi5Vgf14tVu7IQZlSxxwPdHfBI1PDcVdK8JDOrWmTW63GlweL8OuZKphb/wJFebthydRw3DTK/5J3fpksVmSUNuLv87XYnaWw+1nyOWxMjvLE3ARfXBvvQxOFKYoa0miA04+sVoLHN2YwicOR3m6YHOmJe8eHINLbrVfPpTdZUNXUgsqmFlQ22v6saGz/XqHWOxTC64jDZiHQ3QVhrVvIwzxdmW3l/jLhkAkGVDoTfjxZjq/TSlDRaL9D67N7x2J2vM+gq/vTW4QQHC1swOcHi3DwQh1zPDVMjkemhWN6tPclXWOD1oD9eXX4O68WBy/Yb+kWcNmYHuOFeYl+uCbWe9D1HqMoiuorGuD0o79aE4cB4NX5cQj1cEVJQzOOFTVAIuTCWyJESX0zTpQomSaYWmNrM0y9GfVaA2o1BtSq9VDrnefDdMTjsOAvc0GQuwihniKEebohzFOEUA9XBMlFQ76o2uqdufj8YJHT+078Y9aAd74eaGaLFb+fq8aXh4qQVakGYMt3mpvgh6VTw5EUJOvT81qtturF+/Jq8ff5WpypaLLbbeUu4mF6jDdmxflgeowXXAdJ6QGKoqj+RP9l60feYgG4bBbMVoK3f8+1u++17VmI95Mgt1qNbiZe7Ij4HATIXBDg7sL8GeguQoDMBYHuLvByEwz52YvOtAYzNh8vc/j5AbZZqZmx3nhlXtyQDm6aDWb8cKIcaw8XMzuUhDw2FiQH4eHJ4Qj26H3icLlSh8MF9TicX4+jhfUOVa9H+EswI9a2pTuJbummKOoqMKABjlKpxBNPPIEdO3aAzWbjtttuw3/+8x+4uTlfrikpKUFYmPMuwz/++CPuuOMOAHC6i+P777/HwoUL++/k+yApSIZflk3C27/n4LxCgwCZC0I8RKhq0iOzvAnZVbb/paeEyuEtEUAs5MKV394M08OND2+xLRHZSyyERMi9anasKFR6rD9ajE3pZXZLKADw5MwoTInyxKgg2ZCelapR67HhaAk2pZcxlYY9XPm4f0Io7psQArlrz3NemnRGHC1sYIKajrk0gK2J6MQIDyao8ZEI+/VaKIqiBjsWIaSH8wm9N3fuXFRXV+Pzzz+HyWTCAw88gHHjxmHTpk1Ox1ssFtTV1dkd++KLL/DBBx+gurqaCYxYLBbWr1+POXPmMONkMhmEwp79I65WqyGVSqFSqSCRSPp4db1TrtQhragB8X6SXnfBHs5yq9X48lARfs1sT6ptw2IB6a/MhLd4aH8451Sp8dXhIuw4UwWTxXaNoR4iPDwlHLePDezRDqUGrQHHi5VIL1biWFED8mo0dstOXDYLo4NlmBzphclRHkgKlA2ZPCuKoqie6s3n94DN4OTm5mL37t04ceIEkpOTAQAff/wx5s2bhzVr1sDf39/hMRwOB76+vnbHtm3bhgULFjjM+shkMoexg1mQXNSvNUuGMkIIDhfU44uDRTiUX88cTwmTY84IX7y7+zyMZiveu3XkkA1urFaCAxdsFYc7VqtOCZXj4SlhmBnn0+0yUa1GbwtoipRIL26wK+7XJsrbDZOjPDElyhMpYR6Dpo0HRVHUYDBg/yKmpaVBJpMxwQ0AzJo1C2w2G+np6bjlllsu+hwZGRnIzMzEJ5984nDfsmXL8PDDDyM8PByPPvooHnjggS6XcwwGAwwGA3NbrVb34YqoS2WyWLHjTBW+OFjEFJJjs4C5iX5YkByE02WN+M9f+TCarZgQ7oE7kgOv8Bn3nt5kwbbTlVh7uBgFtbaghMNmYW6CL5ZMcZ44bLUS5NdqcbJUiYySRpwsbXRYcgKAGB8xUsPlSA3zQEqYfEjnIVEURQ20AQtwFAoFvL297V+My4VcLodCoejRc6xduxZxcXGYOHGi3fG33noLM2bMgEgkwp9//onHH38cWq0WTz75pNPnWb16NVauXNm3C6Eumd5kwU8ZFfhsfyGTVCvic3DnuCDckOSPP7IUePy7DDS3dhyP8HLF+7ePHFL5R/VaA747Vopv00rR0Gxrluom4GLhuCAsnhSKQPf22Tu13oRzFSqcLrMFM6dKGx12zbFYtoBmfLgHxofLkRLm0ascHYqiqKtdrwOcFStW4L333ut2TG6u4w6Y3mppacGmTZvw2muvOdzX8djo0aPR3NyMDz74oMsA5+WXX8azzz7L3Far1QgKCrrkc6S612K0YGN6Kb44WIRajW0GzdNNgAcmhWJugi82HC3Bwi+OMZWV4/wkWHZNBOYm+A2ZXT4FtRqsPVyMn09VMtcRIHPBA5NCcee4IPC5bORWa/D3+VpkljfhTHmTXcXgNi48DkYHyzA2xB1jQ9wxOtj9svcjoyiKGk56HeA899xzWLx4cbdjwsPD4evri9raWrvjZrMZSqWyR7kzW7ZsgU6nw/3333/RsampqVi1ahUMBgMEAsdpe4FA4PQ4NTAMZgu+Ty/Df/cVol5rC2z8pUI8Mi0Cd44Lwh/ZCtz26VFmK/OYYBmWz4jENTHeQ2LWhhCCtMIGfHmoCPvy2pPiEwOkmBnnDX+pC7KqVLj3q3TkVKuZxOKOAt1dkBQkQ3KIO5JD5IjzE9OkYIqiqH7U6wDHy8sLXl5eFx03YcIENDU1ISMjA2PHjgUA/P3337BarUhNTb3o49euXYsbb7yxR6+VmZkJd3d3GsRcYRYrwc8ZFfj33guoUukB2LpPL78mEreMDkSTzognvj+NPTk1AIBYXzFevyEeE8I9hkRgYzRb8dvZKnx1qBg51fZ5XHwOGyX1zfj33nyHx7mLeEgKkiEpUIZRQTKMDJTCw43+XaUoihpIA5aDExcXhzlz5mDJkiX47LPPYDKZsHz5cixcuJDZQVVZWYmZM2fim2++QUpKCvPYgoICHDx4EDt37nR43h07dqCmpgbjx4+HUCjEnj178M9//hPPP//8QF0K1QPHihrw1o4c5oPfVyLEEzMjccfYIPA4LGzJqMCq33Kg1pvB47DwxIwoPDotYtD2vuqoVqPHyh05+P1sdZdjjBYrjBYrXHgcJARIkBQoQ1KQLaAJdHcZEgEcRVHUcDKg+0o3btyI5cuXY+bMmUyhv48++oi532QyIS8vDzqd/Y6RdevWITAwELNnz3Z4Th6Ph08++QTPPPMMCCGIjIzEhx9+iCVLlgzkpVBdqNMYsHJHNn5r/fAXC7l4ckYU7psQAiGPg8qmFryy9RwOtPZYGhkoxfu3j0Ss7+WpP9QTBbVanFeo0aA1okFrQEOzEQ1aI06VNTK5Q85w2SxE+YgxKkjKBDRR3m50qYmiKGoQGNBCf4PVlSj0Nxxtz6zEG79mo0lnApsF3J0ajGdmRcPDTQBCCDYdL8PqneehNZjB57Lx7LXReHhy2KAJAKpVLXh/dx62na7s8WPuGx+CpCAZ4vzEiPR2u+Tu3hRFUVTPDYpCf9TwZbJYseq3HHyTVgrAtvvpg9tHMhWayxp0WLH1LI4W2grcjQmW4f3bk3rdUb2/afQm1Kj1UKgMOFbUgK8OF0Fvsu18SgqS4Ux5k8NjhDw23roxAXckB9JlJoqiqCGEBjhUr5gtVjz2XQb25tp2yD05MwpPzIgEj8OG1UrwTVoJ3tudhxaTBUIeGy9cF4vFE0MHfNu32WJFRWMLiuubUdHUAoWqBQqVATVqPapVLahRG6A1OHZoj/eTINrHDSdLG5ljfC4bt4wKwENTwhDtIx7Q86YoiqIGBg1wqF7599587M2thYDLxn/vHoNr430AAEV1Wry45SwTKKSGyfH+7SMR4uHab69tsRJUq1pQptShXKlDUX0ziuqaUVSnRZlS53Q7dmdiIRd+UiHYLBZ0RgvKlTomMVruyse940Nw3/gQWiWYoihqiKMBDtVjVivBd+m2ZakVc2NxbbwPLFaCrw4V4cM9F2AwW+HK52DFvDjckxIMdh9mbVQ6E8qUOlsQ06hjgpkypQ6VjS0ODTk7EnDZCPN0RZBcBD+pED4SIfykQvhKhPBp/bOorhlfHS7C72ermecK93LFw5PDceuYgB41vqQoiqIGPxrgUL0iF/HRpDNhw9ESHC9WYldWe9uNSZEeeO+2kXZtCcwWK5qNFuiMZqhaTKhVG1CrMaBWo0et2oA6je2rVqNHrcYAXWu7hq7wOWwEursgSC5CqIcI4V5uCPN0RbiXK/ylLk6DKquV4K/ztXhl6zmkFyuZ4xPCPbBkahimR3v3KRijKIqiBi+6i4ruouqV3Go1FnyWBo2TfBYhj40gdxH0Zgt0Bgu0BjMMre0LesPTTYBguQuC5SIEt3Zhb/vTRyLscT5Pi9GCLacqsO5wMYrrbe0RuGwWbkjyx0OTw5ikaIqiKGpooLuoqAHDZbPgJuTaBTgSIRdGixV6kxX5rR20nT1O4sKDt1gAr9Yvb7EQ3mIBvCUCeLkJ4C0RwkcigIh/aX8tazV6fJtWiu+OlTLtICRCLu5ODcGiiSHwk7pc0vNTFEVRgx8NcKgeacu1+b89F2A0WyERcvHmjSNwy+gAsFgsWKwEJQ3NUKj0cOFz4MrnQsTnwE3AhUjAuSz1YvIUGnx1qAjbM6tgtNhmjoLkLnhoUhjuSA6Cq4D+dacoirpa0H/xqYsqqtPi+Z/O4FRZEwBgeowX3r11JHylQmYMh81ChJcbIrwub60bQggO5dfjy0NFOJRfzxwfEyzDkinhmD3Cd8h0JqcoiqL6Dw1wqC5ZrQQbjpbg/T/OQ2+ywk3AxevXxw+KoncGswXbM6uw9lAx8mo0AAA2C5iT4IuHJodjbIj7FT0/iqIo6sqiAQ7lVFmDDs9vOYPjrbuOJkd64r3bRyJAdmXzVxqbjfjuWCm+TitFvdbWJ8qVz8GCcUF4cFIYguSiizwDRVEUdTWgAQ5lhxCC79LLsHpnLnRGC0R8Dl6ZF4d7UoOv6KxNUZ0W644UY0tGBdNewU8qxOKJoViYEgypC++KnRtFURQ1+NAAh2JUNrXgpS1ncbjAlsuSGibHB7cnIdjjysyKEEKQXqzEV4eK8df5GrQVNEgIkGDJlHDMS/QDb5A07qQoiqIGFxrgUCCE4MeT5Vj1Wy60BjOEPDZemhOLRRNCr0gBPJPFip3nqvHVoWKcq1Qxx2fFeePhKeFIDZNf8RwgiqIoanCjAc5Vrkatx4qfz2JfXh0A2+6jNXckIfwy74YCALXehM3Hy7DhSAmqVHoAtvYLt48NxIOTwy77Di2Koihq6KIBzlWKEILtmVV4fXsW1Hoz+Fw2np8djYcmh1/2bdXlSh3WHynBDyfK0NzaqsHTjY/7J4Ti3vEhkLvyL+v5UBRFUUMfDXCuQk06I/7xSxZ+P1sNAEgKlGLNHUmI8hFf1vM4XdaIrw4VY1dWNdp6aEb7uOHhyeG4cZQ/bXxJURRF9RkNcK4yBy7U4cUtZ1CjNoDDZuGpmVF4fHoEuJcpWddiJdiTo8BXh4pxsrSROT4lyhMPTwnH1ChPml9DURRFXTIa4FwlKpta8N+/8/H98XIAQLiXK/595yiMDJRdltdvNpixJaMC644Uo7RBBwDgcVi4aVQAHp4Shlhf2vSUoiiK6j80wBnmiuq0+OxAIbaeqoS5dR1o8cRQvDQnFi78gV8CUqj0+DqtBJvSy6BqsTW+lIl4uDc1BPdPCIG3RHiRZ6AoiqKo3qMBzjCVW63GJ/sKsPNce37LxAgPPDUzCqnhHgP++mcrmrDucDF+O1vNBFZhnq54cHIYbhsTcMkdwymKoiiqO/RTZpgxW6x47qcz2J5ZxRybGeuNZTMiMSZ4YPszteXXrD1cjBMl7fk1KWFyPDw5DLPifK5IXR2Koijq6kMDnGHmp4wKbM+sAosFzE/0w+PTIxHvP7D5LRq9CT+cKMeGoyWoaGwBYMuvuWGkPx6cHIaEAOmAvj5FURRFdUYDnGFEb7LgP3vzAQCvzo/HQ5PDBvT1yhp0WH+0GD+drIDWYAYAuIt4uCc1BPdNCIEPza+hKIqirhAa4Awj36SVQKHWI0DmgnvHBw/IaxBCcLxYiXVHirEnp4bJ74nydsODk8Nwy+gAWr+GoiiKuuJogDPEWa0Ehwvq8U1aCf46XwsAeGpWFATc/g0yjGYrfj9XhbWHi5FVqWaOT4v2woOTw2j9GoqiKGpQoQHOEHayRIkXt5xFUX0zc+yGJH/cOjqg315D2WzEpvRSfJNWilqNAYCtP9StYwLx4KTQy179mKIoiqJ6ggY4Q9S+87V49LsMGMxWiAVc3DY2EPdNCOm3hpT5NRqsO1KCracqYDBbAQDeYgEWTQzFXSnBtD8URVEUNajRAGcI+vVMFZ79IRNmK8GMWG98dNdouAku/a0khOBgfj3WHi7GwQt1zPGEAAkemhyG+Yn+4HMvT0sHiqIoiroUNMAZQqxWgi8PFeHd3edBCHDTKH+suSMJvEvsI6U3WbD1VCXWHSlGQa0WAMBiAbPjffDQ5HCMC3Wn+TUURVHUkEIDnCGiXKnD8z+dQXqxEgBw7/hgvHVjwiUVzqtR6/FNaxuFRp2tjYKbgIsFyUFYPDEUwR6ifjl3iqIoirrcaIAzBOw6V43nfzqDZqMFIj4Hr86Px10pQX2eVTlXocK6I8X47WwVTBbbPu8guQsWTwzDguRAiIW8/jx9iqIoirrsaIAziBFC8PnBIry76zwAIDnEHf+3IAkhHq69fi6j2Yrd2Qp8l1aK4yVK5vi4UHc8NDkM18b7gkPbKFAURVHDxIBljL7zzjuYOHEiRCIRZDJZjx5DCMHrr78OPz8/uLi4YNasWcjPz7cbo1Qqcc8990AikUAmk+Ghhx6CVqsdgCu4skwWK17eeo4JbhZPDMXmpeN7HdyUK3V4f/d5THz3Lzz5/WkcL1GCy2bh5lH++HX5JPz06ETMSfCjwQ1FURQ1rAzYDI7RaMQdd9yBCRMmYO3atT16zPvvv4+PPvoIX3/9NcLCwvDaa6/huuuuQ05ODoRCW9n/e+65B9XV1dizZw9MJhMeeOABLF26FJs2bRqoS7ns1HoTHv/uFA4X1IPNAl67Ph4PTOp52wVCCNKKGrDucDH+Ol8L0lpt2FsswMKUYNydEgxfKW2jQFEURQ1fLELaPv4GxoYNG/D000+jqamp23GEEPj7++O5557D888/DwBQqVTw8fHBhg0bsHDhQuTm5iI+Ph4nTpxAcnIyAGD37t2YN28eKioq4O/v36NzUqvVkEqlUKlUkEgGthFlb2VVqvDU5tMorGuGiM/Bx3eNxsw4nx491mi2YscZW7XhnOr2asOTIj1w3/gQzIzzueQdVxRFURR1pfTm83vQ5OAUFxdDoVBg1qxZzDGpVIrU1FSkpaVh4cKFSEtLg0wmY4IbAJg1axbYbDbS09Nxyy23OH1ug8EAg8HA3Far1U7HXUlmixWf7CvEx3/nw2wl8JEIsHbRuIt24jZbrDhWpMTv56rwR3YNlM1GAICQx8ZtYwLxwKQwRHr3T/E/iqIoihoqBk2Ao1AoAAA+PvazFT4+Psx9CoUC3t7edvdzuVzI5XJmjDOrV6/GypUr+/mM+9fnB4vwr70XAABzE3zx9s0J8HATdDle2WzE5wcK8VNGBRPUAO3Vhu9OCYY7rTZMURRFXaV6FeCsWLEC7733XrdjcnNzERsbe0kn1d9efvllPPvss8xttVqNoKCgK3hG9gxmC344UQ4AeGVeLJZMCe9yC7iqxYS1h4qw9nAxmo0WAIC7iIc5Cb6Yn+iP8eFycOkyFEVRFHWV61WA89xzz2Hx4sXdjgkPD+/Tifj6+gIAampq4OfnxxyvqanBqFGjmDG1tbV2jzObzVAqlczjnREIBBAIup4NuZIsVoJ7v0pHmVIHNwEX944PsQtuNHoTXt+ejTPlTWhoNkLVYmLuG+EvwdOzojE9xovm1lAURVFUB70KcLy8vODl5TUgJxIWFgZfX1/89ddfTECjVquRnp6Oxx57DAAwYcIENDU1ISMjA2PHjgUA/P3337BarUhNTR2Q8xpoRwvrcaKkEa58Dj69dwxEfC5MFisqGltQ2tCM//5dgJOljXaPifZxwzOzonHdCN9LqmRMURRFUcPVgOXglJWVQalUoqysDBaLBZmZmQCAyMhIuLnZkl5jY2OxevVq3HLLLWCxWHj66afx9ttvIyoqitkm7u/vj5tvvhkAEBcXhzlz5mDJkiX47LPPYDKZsHz5cixcuLDHO6gGmz05NQCAZqMFP2dUYNVvOSisa4bF2r65TSzk4v/uSEKYpyvcXfnwcOXT3lAURVEU1Y0BC3Bef/11fP3118zt0aNHAwD27duH6dOnAwDy8vKgUqmYMS+++CKam5uxdOlSNDU1YfLkydi9ezdTAwcANm7ciOXLl2PmzJlgs9m47bbb8NFHHw3UZQy4QHcX5vtfMquY74U8NkLkrgj3csWyayIvupuKoiiKoqh2A14HZzAaTHVwTBZb7ZqSBh2EPDaivMVICJDAVyKkszQURVEU1cGQrINzteJx2Lh1TOCVPg2KoiiKGlbo1huKoiiKooYdGuBQFEVRFDXs0ACHoiiKoqhhhwY4FEVRFEUNOzTAoSiKoihq2KEBDkVRFEVRww4NcCiKoiiKGnZogENRFEVR1LBDAxyKoiiKooYdGuBQFEVRFDXs0ACHoiiKoqhhhwY4FEVRFEUNOzTAoSiKoihq2Lkqu4kTQgDY2q5TFEVRFDU0tH1ut32Od+eqDHA0Gg0AICgo6AqfCUVRFEVRvaXRaCCVSrsdwyI9CYOGGavViqqqKojFYrBYLKjVagQFBaG8vBwSieRKn96AupquFaDXO5xdTdcK0Osdzq6mawUu7XoJIdBoNPD39web3X2WzVU5g8NmsxEYGOhwXCKRXBV/uYCr61oBer3D2dV0rQC93uHsarpWoO/Xe7GZmzY0yZiiKIqiqGGHBjgURVEURQ07NMABIBAI8MYbb0AgEFzpUxlwV9O1AvR6h7Or6VoBer3D2dV0rcDlu96rMsmYoiiKoqjhjc7gUBRFURQ17NAAh6IoiqKoYYcGOBRFURRFDTs0wKEoiqIoati5KgKcd955BxMnToRIJIJMJuvRYwgheP311+Hn5wcXFxfMmjUL+fn5dmOUSiXuueceSCQSyGQyPPTQQ9BqtQNwBb3T2/MqKSkBi8Vy+vXTTz8x45zdv3nz5stxSV3qy3swffp0h+t49NFH7caUlZVh/vz5EIlE8Pb2xgsvvACz2TyQl9Ijvb1epVKJJ554AjExMXBxcUFwcDCefPJJqFQqu3GD5b395JNPEBoaCqFQiNTUVBw/frzb8T/99BNiY2MhFAqRmJiInTt32t3fk9/jK6U31/rll19iypQpcHd3h7u7O2bNmuUwfvHixQ7v4Zw5cwb6MnqsN9e7YcMGh2sRCoV2Ywbzewv07nqd/ZvEYrEwf/58ZsxgfX8PHjyIG264Af7+/mCxWPjll18u+pj9+/djzJgxEAgEiIyMxIYNGxzG9PbfAqfIVeD1118nH374IXn22WeJVCrt0WPeffddIpVKyS+//ELOnDlDbrzxRhIWFkZaWlqYMXPmzCFJSUnk2LFj5NChQyQyMpLcddddA3QVPdfb8zKbzaS6utrua+XKlcTNzY1oNBpmHACyfv16u3Edfx5XQl/eg2nTppElS5bYXYdKpWLuN5vNJCEhgcyaNYucPn2a7Ny5k3h6epKXX355oC/nonp7vefOnSO33nor+fXXX0lBQQH566+/SFRUFLntttvsxg2G93bz5s2Ez+eTdevWkezsbLJkyRIik8lITU2N0/FHjhwhHA6HvP/++yQnJ4e8+uqrhMfjkXPnzjFjevJ7fCX09lrvvvtu8sknn5DTp0+T3NxcsnjxYiKVSklFRQUzZtGiRWTOnDl276FSqbxcl9St3l7v+vXriUQisbsWhUJhN2awvreE9P56Gxoa7K41KyuLcDgcsn79embMYH1/d+7cSf7xj3+QrVu3EgBk27Zt3Y4vKioiIpGIPPvssyQnJ4d8/PHHhMPhkN27dzNjevvz68pVEeC0Wb9+fY8CHKvVSnx9fckHH3zAHGtqaiICgYB8//33hBBCcnJyCABy4sQJZsyuXbsIi8UilZWV/X7uPdVf5zVq1Cjy4IMP2h3ryV/ey6mv1zpt2jTy1FNPdXn/zp07CZvNtvsH9dNPPyUSiYQYDIZ+Ofe+6K/39scffyR8Pp+YTCbm2GB4b1NSUsiyZcuY2xaLhfj7+5PVq1c7Hb9gwQIyf/58u2OpqankkUceIYT07Pf4SunttXZmNpuJWCwmX3/9NXNs0aJF5KabburvU+0Xvb3ei/1bPZjfW0Iu/f3917/+RcRiMdFqtcyxwfz+tunJvyMvvvgiGTFihN2xO++8k1x33XXM7Uv9+bW5Kpaoequ4uBgKhQKzZs1ijkmlUqSmpiItLQ0AkJaWBplMhuTkZGbMrFmzwGazkZ6eftnPuU1/nFdGRgYyMzPx0EMPOdy3bNkyeHp6IiUlBevWretRy/qBcinXunHjRnh6eiIhIQEvv/wydDqd3fMmJibCx8eHOXbddddBrVYjOzu7/y+kh/rr75xKpYJEIgGXa9+K7kq+t0ajERkZGXa/c2w2G7NmzWJ+5zpLS0uzGw/Y3qe28T35Pb4S+nKtnel0OphMJsjlcrvj+/fvh7e3N2JiYvDYY4+hoaGhX8+9L/p6vVqtFiEhyvz7nwAAB69JREFUIQgKCsJNN91k97s3WN9boH/e37Vr12LhwoVwdXW1Oz4Y39/eutjvbX/8/Npclc02L0ahUACA3Qdc2+22+xQKBby9ve3u53K5kMvlzJgroT/Oa+3atYiLi8PEiRPtjr/11luYMWMGRCIR/vzzTzz++OPQarV48skn++38e6Ov13r33XcjJCQE/v7+OHv2LF566SXk5eVh69atzPM6e+/b7rtS+uO9ra+vx6pVq7B06VK741f6va2vr4fFYnH6cz9//rzTx3T1PnX8HW071tWYK6Ev19rZSy+9BH9/f7sPgTlz5uDWW29FWFgYCgsL8corr2Du3LlIS0sDh8Pp12vojb5cb0xMDNatW4eRI0dCpVJhzZo1mDhxIrKzsxEYGDho31vg0t/f48ePIysrC2vXrrU7Pljf397q6vdWrVajpaUFjY2Nl/z70WbIBjgrVqzAe++91+2Y3NxcxMbGXqYzGlg9vd5L1dLSgk2bNuG1115zuK/jsdGjR6O5uRkffPBBv38IDvS1dvxwT0xMhJ+fH2bOnInCwkJERET0+Xn76nK9t2q1GvPnz0d8fDzefPNNu/su13tLXbp3330Xmzdvxv79++0SbxcuXMh8n5iYiJEjRyIiIgL79+/HzJkzr8Sp9tmECRMwYcIE5vbEiRMRFxeHzz//HKtWrbqCZzbw1q5di8TERKSkpNgdH07v7+UyZAOc5557DosXL+52THh4eJ+e29fXFwBQU1MDPz8/5nhNTQ1GjRrFjKmtrbV7nNlshlKpZB7fn3p6vZd6Xlu2bIFOp8P9999/0bGpqalYtWoVDAZDv/YUuVzX2iY1NRUAUFBQgIiICPj6+jpk7NfU1ADAkH1vNRoN5syZA7FYjG3btoHH43U7fqDe2654enqCw+EwP+c2NTU1XV6br69vt+N78nt8JfTlWtusWbMG7777Lvbu3YuRI0d2OzY8PByenp4oKCi4oh+Al3K9bXg8HkaPHo2CggIAg/e9BS7tepubm7F582a89dZbF32dwfL+9lZXv7cSiQQuLi7gcDiX/PeF0auMnSGut0nGa9asYY6pVCqnScYnT55kxvzxxx+DJsm4r+c1bdo0hx02XXn77beJu7t7n8/1UvXXe3D48GECgJw5c4YQ0p5k3DFj//PPPycSiYTo9fr+u4Be6uv1qlQqMn78eDJt2jTS3Nzco9e6Eu9tSkoKWb58OXPbYrGQgICAbpOMr7/+ertjEyZMcEgy7u73+Erp7bUSQsh7771HJBIJSUtL69FrlJeXExaLRbZv337J53up+nK9HZnNZhITE0OeeeYZQsjgfm8J6fv1rl+/nggEAlJfX3/R1xhM728b9DDJOCEhwe7YXXfd5ZBkfCl/X5jz6dXoIaq0tJScPn2a2fp8+vRpcvr0abst0DExMWTr1q3M7XfffZfIZDKyfft2cvbsWXLTTTc53SY+evRokp6eTg4fPkyioqIGzTbx7s6roqKCxMTEkPT0dLvH5efnExaLRXbt2uXwnL/++iv58ssvyblz50h+fj753//+R0QiEXn99dcH/Hq609trLSgoIG+99RY5efIkKS4uJtu3byfh4eFk6tSpzGPatonPnj2bZGZmkt27dxMvL69Bs028N9erUqlIamoqSUxMJAUFBXZbTM1mMyFk8Ly3mzdvJgKBgGzYsIHk5OSQpUuXEplMxuxmu++++8iKFSuY8UeOHCFcLpesWbOG5ObmkjfeeMPpNvGL/R5fCb291nfffZfw+XyyZcsWu/ew7d8wjUZDnn/+eZKWlkaKi4vJ3r17yZgxY0hUVNQVDcrb9PZ6V65cSf744w9SWFhIMjIyyMKFC4lQKCTZ2dnMmMH63hLS++ttM3nyZHLnnXc6HB/M769Go2E+UwGQDz/8kJw+fZqUlpYSQghZsWIFue+++5jxbdvEX3jhBZKbm0s++eQTp9vEu/v59dRVEeAsWrSIAHD42rdvHzMGrXVA2litVvLaa68RHx8fIhAIyMyZM0leXp7d8zY0NJC77rqLuLm5EYlEQh544AG7oOlKudh5FRcXO1w/IYS8/PLLJCgoiFgsFofn3LVrFxk1ahRxc3Mjrq6uJCkpiXz22WdOx15Ovb3WsrIyMnXqVCKXy4lAICCRkZHkhRdesKuDQwghJSUlZO7cucTFxYV4enqS5557zm5b9ZXS2+vdt2+f07/7AEhxcTEhZHC9tx9//DEJDg4mfD6fpKSkkGPHjjH3TZs2jSxatMhu/I8//kiio6MJn88nI0aMIL///rvd/T35Pb5SenOtISEhTt/DN954gxBCiE6nI7NnzyZeXl6Ex+ORkJAQsmTJkl5/IAyk3lzv008/zYz18fEh8+bNI6dOnbJ7vsH83hLS+7/L58+fJwDIn3/+6fBcg/n97erfmLbrW7RoEZk2bZrDY0aNGkX4fD4JDw+3++xt093Pr6dYhFzBfb4URVEURVEDgNbBoSiKoihq2KEBDkVRFEVRww4NcCiKoiiKGnZogENRFEVR1LBDAxyKoiiKooYdGuBQFEVRFDXs0ACHoiiKoqhhhwY4FEVRFEUNOzTAoSiKoihq2KEBDkVRFEVRww4NcCiKoiiKGnZogENRFEVR1LDz/89fjD1uFuCvAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x_test[:, 1], yhat)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "sysidentpyv04", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }