{ "cells": [ { "cell_type": "markdown", "id": "65259734-f383-4e24-93d5-a896e0efcf7e", "metadata": {}, "source": [ "# Time Series Normalization\n", "\n", "Normalizing a time series in relation to a set of other time series involves constructing a statistical model that connects the inputs and outputs, incorporating an additional numeric feature to represent time. This time feature accounts for the variations in the analyzed time series that cannot be explained by the input features, thus isolating the behavior of the analyzed time series from the influence of those input features." ] }, { "cell_type": "markdown", "id": "350738fc-a72a-4a12-890b-ca86c0dd7051", "metadata": {}, "source": [ "## 1. How is time processed as a feature?\n", "\n", "The time index is converted into a numeric feature in a straightforward manner: assigning 0 to the first timestamp and incrementing by 1 at a frequency defined by the user." ] }, { "cell_type": "code", "execution_count": 1, "id": "2a7ebbb8-9e45-4d57-86ca-ca912b3ec73f", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "f0313385-5621-431e-b002-7eb75dde8541", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2024-01-01 00:00:00', '2024-01-01 01:00:00',\n", " '2024-01-01 02:00:00', '2024-01-01 03:00:00',\n", " '2024-01-01 04:00:00', '2024-01-01 05:00:00',\n", " '2024-01-01 06:00:00', '2024-01-01 07:00:00',\n", " '2024-01-01 08:00:00', '2024-01-01 09:00:00',\n", " ...\n", " '2024-01-30 14:00:00', '2024-01-30 15:00:00',\n", " '2024-01-30 16:00:00', '2024-01-30 17:00:00',\n", " '2024-01-30 18:00:00', '2024-01-30 19:00:00',\n", " '2024-01-30 20:00:00', '2024-01-30 21:00:00',\n", " '2024-01-30 22:00:00', '2024-01-30 23:00:00'],\n", " dtype='datetime64[ns]', length=720, freq='h')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_freq = 'h'\n", "time_index = pd.date_range(start='2024-01-01', freq=original_freq, periods=30*24)\n", "time_index" ] }, { "cell_type": "markdown", "id": "8f53cd01-b0ac-459c-835b-e6aa19df03b4", "metadata": {}, "source": [ "An hourly time index processed to a daily `freq_trend`:" ] }, { "cell_type": "code", "execution_count": 3, "id": "e70178a8-ac1c-474c-afa6-195685afeb53", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "freq_trend = 'd'\n", "\n", "freq_trend = pd.tseries.frequencies.to_offset(freq_trend)\n", "time_numeric = (time_index - time_index.min()).floor(freq_trend) / freq_trend\n", "time_numeric = pd.Series(time_numeric, index=time_index, name='time_numeric')\n", "\n", "time_numeric.plot(figsize=(8, 3), title=f'freq_trend = {freq_trend}')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c558e726-3c4f-468a-a0e0-3f6d11a1a41a", "metadata": {}, "source": [ "An hourly time index processed to a more customed `freq_trend`:" ] }, { "cell_type": "code", "execution_count": 4, "id": "97698f8f-bd4c-48b4-8a23-a8274229f4f2", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "freq_trend = '50h'\n", "\n", "freq_trend = pd.tseries.frequencies.to_offset(freq_trend)\n", "time_numeric = (time_index - time_index.min()).floor(freq_trend) / freq_trend\n", "time_numeric = pd.Series(time_numeric, index=time_index, name='time_numeric')\n", "\n", "time_numeric.plot(figsize=(8, 3), title=f'freq_trend = {freq_trend}')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "264fc575-4a8a-4350-b7d0-e252b62a31e6", "metadata": {}, "source": [ "What does this entail? By adding the numeric time feature to the dataset, gradient boosting methods (or any tree-based methods) can partition the time dimension at any given node. For instance, if `time_numeric` is less than *x*, the model proceeds to the left child; otherwise, it goes to the right child. This allows the model to make different decisions based on time. Consequently, the statistical model can compute time-localized shifts to better capture variations in the output that cannot be explained by the other features.\n", "\n", "To prevent overfitting, it is recommended to set the `freq_trend` to a value higher than the frequency of the original dataset." ] }, { "cell_type": "markdown", "id": "b8d5e64b-1a63-4bbe-b53d-374094910562", "metadata": {}, "source": [ "## 2. Toy Dataset" ] }, { "cell_type": "markdown", "id": "24cdf67e-1c3e-40c7-ac90-2891fe717d0c", "metadata": {}, "source": [ "Let’s generate a toy dataset:\n", "- `a`: a time series\n", "- `b`: a time series that is a function of `a`, with added noise, and then shifted by +0.4 during a specific time span\n", "- `dummy`: a noise-only variable\n", "\n", "When plotted, the shift is barely noticeable to the naked eye." ] }, { "cell_type": "code", "execution_count": 5, "id": "16c00246-a58a-49f0-bc97-0d5d9bc72873", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from apyxl import XGBRegressorWrapper\n", "\n", "n = 8760\n", "time = pd.date_range(start='2024-01-01', freq='h', periods=n)\n", "\n", "\n", "def f(x):\n", " return np.where(x >= 0, 0.5*x, 2*x)\n", "\n", "\n", "a = np.random.randn(n)\n", "b = 7 + f(a) + 0.3*np.random.randn(n)\n", "\n", "df = np.c_[a, b]\n", "\n", "# Shift time serie `b` on a continuous subset of the period\n", "df[6000:7000, 1] += 0.4\n", "\n", "df = pd.DataFrame(df, columns=['a', 'b'], index=time)\n", "df['dummy'] = np.random.randn(n) - 7\n", "\n", "df.plot(lw=0.7)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "590ab856-9978-4f2c-b055-5710c44fd5cb", "metadata": {}, "source": [ "Let's construct `time_numeric` according to the process described earlier, with `freq_trend` set to one day:" ] }, { "cell_type": "code", "execution_count": 6, "id": "9ed7dc6d-b47b-483c-930f-8d8fdbb76dcd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jolyc\\miniforge3\\Lib\\site-packages\\numpy\\lib\\_function_base_impl.py:2922: RuntimeWarning: invalid value encountered in divide\n", " c /= stddev[:, None]\n", "C:\\Users\\jolyc\\miniforge3\\Lib\\site-packages\\numpy\\lib\\_function_base_impl.py:2923: RuntimeWarning: invalid value encountered in divide\n", " c /= stddev[None, :]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAAHICAYAAAC/Gru4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABHCElEQVR4nO3deXxTdb7/8fc3aUPZqaBAxQVlkWG8zpVFwUERUdSCjog6d3BFEccFx93RmRHUqyMoKuIGOjiyjPtPWVTcYK6CqCiMIirIJptiZWtT2rQ5398fSdMd2jTJaZLXcx7Y5uTk5JMpDe98V2OttQIAAEgyHrcLAAAAiAYhBgAAJCVCDAAASEqEGAAAkJQIMQAAICkRYgAAQFIixAAAgKREiAEAAEmJEAMAAJJShtsFNDbvvfee3nrrLX377bfavXu3OnXqpBEjRmj48OHyeMh8AAA0FoSYKmbOnKmOHTtq7Nixatu2rZYtW6aJEydqy5Ytuv76690uDwAAhBn2Tqps586dys7OrnRs0qRJevXVV7Vw4UL5fL46XcdaK7/fr+bNm8sYE49SAQBIa/SPVFE1wEhS9+7dVVxcrD179tT5On6/XwMHDpTf749leQAAIIzupDpYsWKFWrduXWPAKRMIBBQIBCK3CS8AAMQXIWY/Vq1apTlz5mj06NHyer21njd9+nRNmzYtgZUBAJDeGBOzD3l5ebr00kt10EEHaerUqcrIqD3z1dQSk5ubq0WLFqlFixaJKBcAgLRCS0wtCgoKNHbsWGVlZWnSpEn7DDCS5PP56jzoFwAANBwhpgbFxcW68cYbtWPHDk2fPl1t2rRxuyQAAFAFIaaK0tJS3X777Vq9erWmTZumjh07ul0SAACoASGmigceeEAffvihxo4dq6KiIn311VeR+zp37sz4FgAAGglCTBVLly6VJE2ePLnafU899ZR69+6d6JIAAEANCDFVzJ071+0SAABAHbBiLwAASEqEGAAAkJQIMQAAICkRYgAAQFJiYC8AAGUef1Ma96K0K7yJb6kT+mok/ddh0kGtpYUrQ8ebZkrNsySPkawj/VIgOeFzM7xS0JEyM6SjD5FG9Jf+72tp7U+ha7RpLjXJKH98ICiVBqXVW6X8vaFjPQ+VHrpU6txeytsjTf9AWrpaatlUGtpLOvgAae4yqbhEWrBC2lMojTpFGvf7fb/GLzdILy2RsptLl5wsOY70/CLpy41SplfqdaTky5TWbJV+20Ma2lsypvp1SkqllxaHHtf/KOmsPjWfF0fsnRQnBQUFGjhwIHsnAUCyuPQx6Z8L3a6isgyv9OH/SiMmSFt21O0xJ/1KWnRvzffN+VQaPiEUsCSpQxvJsdL23bVfb2yu9Ojl1Y8Pu0+at6z89tWnS49fWbcaY4QQEyeEGABohD7+VvrLv6TF30jFpW5XUzfdc6TvttbvMTuel7Jr+Lfn2Juk5evrdy2vR9ryjNS+TfmxT9dIx91W+TyPR9o0Vco5oH7XbwDGxAAA0sPUd6T+d0gffJU8AUaSdhTE7jE/7qr/tYKO9HOVlpofd1Y/z3H23aITB4QYAEDqs1a6bYbbVUTnDwPqd35Tn3Rkh5rvG358/Z+/W05ofE5FJx8dGtdT0ZEdQuOGEoiBvQCA1PLVBqn3LaHBso1F8yZSYSAUpsp4jGTDX40JDeytyOuRLh4oPXJ5KEiMfyk0wNdK+u/O0oGtpEVfS7LlLUstsqQPaxkPI0kPXCQVBaR/fRQa2Pvnc0MtLfe9Gr62DQ0YzsyQfsiTBvSQnhxTfcBuy6bS/Dulsc9K/9kgnXBU6DxPYttGGBMTJ4yJAYAEmfaOdOVT8bn2FxOl/z4yPtdGg9ESAwBIXuc8IL3+SXyufe0ZBJhGjhADAEgeJSVSz+ulNT/G5nr/vFY6r7+0YbvUIVsqLQl1nbTLjs31EVeEGABA43TWfaHF3OKlW4408iTJ65V6HLr/89HoMDsJAND4nPNAfAPMhSdJyyaGAgySFi0xAIDGJ5bjXBb/r9S/R+yuh0aDEAMAcMdna6S+t+3/vPp6+FLJa6R+PaTeXWJ/fTQahBgAQGI0OV8KxHml3HG/l/50VnyfA40GIQYAEH+jn4hPgHnkUul6Qku6IsQAAOLnl3zpxL9Kq35o+LUOai39NL3h10HKIMQAAOKj+cjQUvsykrySGrgNwOWDYlAUUglTrAEAsTftPamwRKEAo/DXBvyT09wn3XdRDApDKqElBgAQe+NequGgR5JT8/nNvdJB2VKGR9rtl/YGpOZNpS4dpRk3SIcfFM9qkaQIMQCA2DrwitCOyJJCLTBl+wxbhbqVrCJhxr6W6OqQQggxAICoOe+tlE6doLKgYuRIKpWJdCOFjoZYVQowfTonrE6kJkIMACAqjrlEZcGkPLIYhf5psVX+RB4V+vLAhdKtwxNUKVIVIQYAUCeBjVukN1fK5LSRmfpvmXB4MZXOCh2xCoZbY4zKZyV5pNIXJS9zShAbhBgAwD4Fnl8sXfKcKra4WFlJmTIK1PKoimNhwt8ffTABBjHF3yYAwL5d8s9Im0r5n9B/nVo/C9vK30/4g/TlpDgXinRDiAEA1Mpu/EWVA0lVnhrurRJguudIt5wd69IAupMAAJK1Vns916vydOigPLIy8sjK1hhXJMlRhoxC+yIZOeGxMuFzZ18j/c9v414/0hMhBgAQDjCSqswzMhWG7trwzKKK42IiYUVemWY+efxTE1EuIInuJABIe8HC4hraWKpvE2CVEVnlxcoJrwkTbnk5OocAg4SjJQYA0sSuw++TNu6qcCQY7iKyMvLKyKm1y6hcRmhmUrtWyvyZgbpwFy0xAJAGiuevCgeYivOLTKUuIyuvnGqr61Zmy6ZZf3hTQuoG9oUQAwBpYO+FL6r6snQ1hZSyozbyv2or7w7qJt9RB8e1XqAu6E4CgBS3o8v90q6iGlbXrYmRLft8e0U/ZU0bGd/igAYgxABAEtq7dbd+PvgxlbWQlI9tcSLfe8JxJHSsOic8ebo82FRucWlOgEEjR4gBgCSzdeSrKp39TYXpz1ZGQXlkJHlVtlO0JzJ7qFxZV1Go08hUuF3+1Xw8Vs2PPzJRLweIGiGmBps2bdKMGTO0cuVKrV27Vocddpheeuklt8sCAEmqEGDKlHUBOZHbkkeOgvLWeAUTiS1t7MR4lgrEFSGmBmvXrtXixYvVs2dPOY4jx3H2/yAAcJGtNtqlbN6RlSq02JSfX5fxMUDjRoipwYknnqiBAwdKksaNG6dVq1a5WxCAtLXpinkqfnaVyrqAQuNbTLUWluozjWwktoS+esLTo8s/lGXbB+JaOxBvTLGugcfD/y0AGodQgFF4kG7ZvCETXjW3TOVwUrbvkSpMkC7/r0caeJgOIMAgBdASEyOBQECBQCBy2+/3u1gNgFSwod/zKh+4W6Z8CG7FNVwqDtg1krx/PUkH3T040SUDCUWIiZHp06dr2rRpbpcBIIV4s7PCe0PXpizaeCR5dLC9M+41AY0JISZGLrvsMo0cWb6mgt/vV25urosVAUgmK80j4e9seK6RU6n7qFRG3nB7S01DeFvPGJqoUoFGgxATIz6fTz6fz+0yACShsgBT1hUUWqBO4XVfyngUlJEnvGljWaeSJJlurdX6wmMSWTLQKBBiACDOlpipKlt0zhsZt1K2ym4w3BkUmgZdtgVj9enPoSOOMmRbZ6rLrj8lrH6gsSLEAECcLGk6VSoqazXxKDQA15FXZTtHh75WbHGpviVjDVrT6gtIhJgaFRUV6aOPPpIkbdu2TX6/X++9954kqVevXsrOznazPABJwhaVL+1ftvRcqM2lfDp01QUdQiNhgpKqtsaUx5suG6+OS71AsiHE1GDHjh26/fbbKx0ru/3UU0+pd+/ebpQFIAns+M9WffmbN2Vk5ZUJBxcbiSAVdzIyqr7ObmgQr0cZkoKRzRzLA03Lf5wS1/qBZEKIqUFOTo6WLVvmdhkAkswi8w+VrZEbGvtSFj3KhuHaSCgJ3a554X9HRqWSMnplq9uyy+NaM5DMCDEAEKVt8zfoq6GLJIVaVTLC39UeT6TKK+uGblXuUgqFnF/bG2NaK5CKCDEAUE9LRr6jXS/+KBMMBZfQ4NzKWyrWvMFiaLSLp8IMpbLtA8qCTIubf60jJ9JlBNQFIQYA6ihYEtSC5rMlY6UMI1kr41TeHTqkbFxL+QgYG+5e6m8ZlAvECjsdAkAdLWgZDjAmFGA8FXqGqra6WHkUlOSE/8gjnWCvTFitQDqgJQYA6sOE13dxyka/hLqTbLVxMFZOeGjvifaKhJcJpANCDABU8VK3F6Q9oe+NlbwljjyOlcnySI5kHCuPkTyl5d1IwfC4GFNhSnSf9cPV4vADXHgFQHogxABIa/k/+vX/+r4ZCR+SlFFqyhpc5HEceaxkyg54JeuRrDEqbSJlFjuyCs1HcmQ0xF6S+BcBpCnGxABIa68d96ZkQqHEGiMZo9IMIxvewCgjWMN0aROKPE6GUdCEx7wYEWCABKMlBkDaemHgG6EAo/K9jKwNDdy1xsrYfe9lZCUFm3o11H9hIsoFUAUtMQDSVvGGEimyNUBYeOaRCaeX0gxTPcg44dYZW9NaMAAShRADIC29f8PHldbOrcSYSEiRMSr1SI61kmOloCM5Vtax8kjKpRUGcA3dSQDSzjNdXpPCM4xq6i8yQSsbbmWxxmjEL39IdIkA6oAQAyCtTOvyWiideI1sOKxIqrCyrtRvSh91/V1nlyoEUFeEGABpY2q3/yfjKR/F4mR4paAjT7C8OcZIBBggSRBiAKSFNy5cVOOujNaY8tGB1u5zNhKAxoWBvQDSwk/Ldu17KlG4X+m8T85ISD0AGo6WGADppWJrjLWy1sqxoZlGl60f4WJhAOqLEAMg5c2/4WM5xkgZ4fTiWBnHhtaH8RhdtuZseTw0TAPJhhADIOVtWrBdqjCgV14jGUfWSmO+/Z1rdQFoGD56AEhpuzcV1Hjchjd03L0lP5HlAIghQgyAlJaV7dvnjKNmB2QlrBYAsUV3EoCU9fzZ76hgfUAKrwcT6VCyoTExkpTZNNO1+gA0DC0xAFJWwfpAaENHY2S9Hjme8GaOJvSV8TBAcqMlBkBK+unrnZXXtisLM7Iy1kpePsMByY7fYgAp6Yvn14aCSxWGNXmBlEGIAZCS1r39U2gXalshtNjQho/WWl26dIhrtQGIDbqTAKScx3otkLze0I2gE/60ZiXHSrIa9elpymrexL0CAcQEIQZASnms1wJJtnxxO+OV4zjyWCN5jU6+r4eymjOtGkgFdCcBSBm7NvlD31QcC2MkhWclWUm/yu3sQmUA4oGWGAApYVK/9yXHUYb2sVl1DQN9ASQvQgyApDep3/syTngxu6o5pawJRpJhXTsgpdCdBCCpPXXWIllr5Xg8cjweBcu6jqwiM5HkWGV2kK757Ay3ywUQQ7TEAEhq/p+DkZlIVqGNHa3jyGttaLE7x5E8RmPeZko1kGpoiQGQtAp3FVcf52JMKMiU3bbS4ScekOjSACQAIQZA0tqxobDmwbplIcZxJElnTeqT0LoAJAbdSQCSVqffZIcGvlQMMuHBMJ6go75jDle/0d3dKxBAXBFiACSlwt0BPX7mYsmY8glJ1spIOrhvc/3+0eNdrA5AIhBiACSlx3OXSJ7IhgLlLTLWasuyva7WBiAxGBMDIOn4dwVkaxjQCyC90BJTg40bN+rBBx/U8uXL1bRpUw0ZMkTXXnutsrLYbwVoDB47e6mk8nXtqn4aO3Jwm0SWA8AlhJgq8vPz9cc//lEdOnTQhAkTtGPHDj388MPavXu37rnnHrfLA9Le/Sd/JCPJeEyk+8ixVsZKxoYmVv9u/H+7WySAhCDEVPHqq69qz549mj17ttq0aSNJysjI0F/+8heNGjVKnTuzeRzglr8P+igyeDfSfRT+am1oOvU18/q7UxyAhGNMTBVLlixR3759IwFGkgYNGiSfz6fFixe7VxiA0NhdqcYF7uTxaOyCE9Qsu4kbpQFwASGmivXr11drbfH5fOrUqZPWr19f6+MCgYAKCgoif/x+f7xLBdKSrfFg6GhWC19CawHgLkJMFXv27FHLli2rHW/ZsqX27NlT6+OmT5+ugQMHRv7k5uZKknbt2hU5Z/Pmzfrhhx8qPdfKlSsrXWfJkiX7vL106VIFg8HI7VWrVmnnzp08B8+R0s9RUlyiu09bqpKqWwpU0Kxd438dPAfPwXPU/zn2xVhra/xgk66OO+44/fGPf9Sll15a6fioUaPUtm1bTZw4scbHBQIBBQKByG2/36/c3FwtWrRILVq0iGfJQEq7+7SlUnjQrrFWxhgpGAx9r1D3UtcBzXTuPb3cLhVAgjGwt4pWrVopPz+/2vGCgoJ9Dur1+Xzy+WjKBmJpy+pQ66dRhQAjSV6vrLWy4SBDgAHSE91JVXTu3Lna2JdAIKDNmzczMwlIsH/9bbWsJMcYOV5P5W4kY1jgDkhzhJgq+vfvr88++6zSWJaFCxcqEAjohBNOcK8wIA35dwYjM4+sx6Og1yOnLLeEN3r00lsLpC1CTBXnnnuuWrZsqZtuukkff/yx5s+fr4kTJ+qMM86gJQZIoIcvXyarKq0txsgaT6Xbt83hwwWQrhgTU0XLli315JNPauLEibrllluUlZWlIUOG6LrrrnO7NCBtPHb1Cu3c4shTQ2+RVflYmDvfZ2E7IJ0RYmpw2GGHacqUKW6XAaStn9eXSCrfG6kSY/QXwgsA0Z0EoJFiyC6A/SHEAGiUrKqvzmslZTQn3gAIoTsJQKPjGI8kK1mn0ictK+nO1/q6VBWAxoYQA6BR+cuZn4d2qjZG1ngVlCJ7I93zVm9XawPQuNCdBKDRMTXtUg0AVRBiAABAUiLEAGh0qu1Lyz61AGpAiAHQqNz7Zq/QzKTwBo+MhwFQGwb2Amg0ft66V4+M/kbyhD5flU2zHvtkd1frAtA40RIDoNF4ePQ3skayRnIUCjBG0mN//M7lygA0RoQYAI3CbcOWS0YyZf8zRjI1L3oHABLdSQBcdOPwryTHymNt+BNV5anURkY2tJc1AFRDSwwAV9w4/CvJKhJgqq0NU8E1k7smrjAASaPeIWbv3r3q27evnnnmmXjUAyCNGGslY0ItLcbIVskxNnw858iWiS8OQKNX7+6kpk2bqmXLlsrOzo5HPQDSmGOMJCtjy8fC/H3ef7tcFYDGKqrupF69emn58uWxrgVAmrHGSNaWD9w1Ro7Ho1KPkWOku1872s3yADRyUYWY66+/XsuXL9e0adPk9/tjXROAFFZcXKJrz/tGAeNRiZFKjFGpyqdUO9aqSRurB+b+t3w+5h4AqJ2x1db33r+zzz5bhYWF2r17tyQpOztbWVlZ1c574403Gl5hkiooKNDAgQO1aNEitWjRwu1ygEZhwu3f6Ye1wfINHcMDe72OI0m69n8P1ZE9WrlYIYBkEtXHnPbt2+9zJgEA1OSHtU7lHamN5MjIY4w81uqxO3/QI6/92r0CASSVqELM1KlTY10HgDRQtgJvTcdVy30AUBvWiQGQEG+99lOtKaXsMCvzAqiPBo2a++mnn/R///d/2rJliySpU6dOGjBggNq3bx+T4gCkjnkv7Ah9U7E5xobWijHhGUpX3J7jUnUAklHUIea5557T008/rWAwqIpjgx966CGNGTNGl156aSzqA5BqQkvBVBAKMIyFAVBfUYWYBQsW6PHHH1fXrl114YUXqkuXLrLWau3atZo5c6aeeOIJ5eTk6LTTTot1vQCSVKsDPNqzIzQLSeWTk+TL8mjSjB6u1QUgeUUVYmbPnq1u3brpH//4h5o0aRI53r17dw0ePFiXXnqpZs+eTYgBEFGwVwoqNBCv4tAYAgyAaEU1sHfdunU644wzKgWYMj6fT2eeeabWrl3b4OIApIarLvhOJUVWxnhkjUeOMXKMUYaP+UgAohdVS4zH41FpaWmt95eWlrKODAC99eYmvft2sRxJHpkKQ2GMjKxKStyrDUDyiyrEdO3aVXPnztX555+vZs2aVbrP7/dr7ty56t69e0wKBJB8Xnpxm96c65cJzz7KlCovcheejcRHHQANEVWIufjii3XTTTfpD3/4gy644AJ17txZUqib6aWXXtLWrVv1pz/9KZZ1Akgi8+b6Vdbakmlt9ZbZqhs/AkAUogoxJ554ov785z/rkUce0aRJkyJvUNZaNW3aVLfffrsGDBgQ00IBJIeLL1ormdBwO89+tma7+OqDElESgBQV9Toxw4cP12mnnaalS5dqy5YtstaqU6dOOv7449nwEEhnFfqJrCQZI8faSrMIrLW67LqDdPxvD0h8fQBSRp1CzMiRI3XNNdeof//+kqR58+bp2GOPVU5OjgYPHhzXAgEkLyccYGTC2SaySZIhwABosDpNsV6zZo327NkTuX333Xfryy+/jFtRAJJX5yM8Ulk3kjEq9XhUaowcSUEjHd07Q1Nf6OZqjQBSQ51aYtq1a6fNmzdHbtv99HMDSF/j7+6ssWPXadeO8veJs0c01znD2RcJQGzVKcQcd9xxmj59ur777rvIeJfXXntNn3zySa2PMcbob3/7W2yqBJAUbv3LBv2w0ZFXikypNpJOP6Odm2UBSFHG1qFZZc+ePXr44Ye1dOlS/fLLL5L23xpjjNGnn34amyqTUEFBgQYOHKhFixYx0Blp4eLRGxQotvKq8vovobEwVjNnHOFSZQBSVZ1aYlq1aqW77rorcrtPnz665557dPrpp8etMADJJRCwMqq+gB0L2gGIl6j2Tho9erS6dOkS61oAAADqLKp1Yq688spY1wEgBVip2nYC1lq1bO5SQQBSWtSL3aWqpUuXau7cuVq5cqW2bNmi8847T7fddpvbZQGN1sef7dD9TxZIMmpirIwtb+K1Cq0R89RTjIcBEHuEmCqWLFmi1atX69hjj620Ng6A6s4atUkehQfzejxyjBSwVp6gI0l6+XnCC4D4iWpMTCr705/+pJdffll33XUXs4qAfRh71+bIQF6PKmxSbYys1yNjjK6+YaN7BQJIebTEVOHxkOuAuvh+s5XHSI4kj1WlqdVWoWUWftnJwpgA4ocQEyOBQECBQCBy2+/3u1gNEF/nXrs5vB9SqC0maKSgtfJZy5RqAAnToBCzd+9effnll9qxY4f69u2rtm3bxqqupDN9+nRNmzbN7TKAhNhbJBmZyoHFGAUlZTiOvDY0K+mJh9hqAED8RB1iXnnlFU2ZMkV+v1/GGD3++ONq27atdu7cqdzcXN18880aPnx4LGuNSkFBgfLy8vZ7Xk5Ojnw+X9TPc9lll2nkyJGR236/X7m5uVFfD0hG1loZx8oaacbTnZSVRWMvgPiJ6h3m/fff1wMPPKCTTjpJAwYM0L333hu5Lzs7W/369dO///3vRhFiFi5cqPHjx+/3vFmzZql79+5RP4/P52tQCAJSgWOMXvnn4W6XASBNRBViZsyYoT59+ujBBx/Url27KoUYSerRo4def/31WNTXYMOGDdOwYcPcLgNIKSVG8lobmpUUPmatdHIfRsQASJyoQsz333+vsWPH1np/u3bttHPnzqiLAtA4zV20W4/OKpCRUdDjUdA68ljJyGrOUznyZXrdLhFAGokqxHi9XjmOU+v9eXl5ysrKirooN23btk1ff/21JKmoqEhbtmzRe++9J0kaPHiwm6UBrnjl3zv04AsBeZzQonYej5GslCnJGI8cWWVIOm/sNr3xZCeXqwWQTqIKMV27dtXHH3+s3//+99XuCwaDevfdd9WzZ88GF+eGZcuWVRpDs2TJEi1ZsiRyH5BOgkEnFGBsKKiEVlEykpFKrA0HGSNrrYpLXS0VQBqKKsScf/75uvPOO/XEE0/ozDPPlBQKL2vXrtXjjz+u9evX77O7qTFjDA1Q7vand4RW5LWqtv5LWXgpW7XXyzqRABIsqhBz2mmn6fvvv9f06dP13HPPSVIktFhrNWbMGJ1wwgkxKxJAI1VhcbvZDx7kaikA0k/UizhcffXVOvnkk/X2229rw4YNstbqsMMO0xlnnKFf/epXsawRgEveWRmU9RgZY9Q86KjiIgKhVpjQDKW3pjEWBkDiNWglqh49eqhHjx6xqgVAI3LMNdvleELtLNZI+caj5kFHTaxkFepf8mZ49PYTrMoLwB0spwmgRk5oG8fyA8ao0OtRwEoTL2+hU3o1d602AJCiDDF1WQHXGKO//e1v0VweQCO3fSdTkQC4L6oQM2/evP2eQ4gBkpuRka14wEomPEvpfwa3dqkqACgXVYj57LPPqh0LBoPasmWLZsyYobVr12ry5MkNLg6Ae0rDWwuU8djQOjHX5Ga6VxQAVBCzlR28Xq8OPfRQ3XnnnWrdurUee+yxWF0aQAJNeecXdbp2u/ZKKjJG1hjJGAU9Rh0ONBqVe4DbJQKApBiGmIr69++vDz74IB6XBhBHOWPz9MBcR02MkTccYIplVKpQN9LmX9yuEADKxSXE7N69W4WFhfG4NIA4WbMtICm8J1KF49ZIQany+BgAaARiOsU6Pz9fn3zyiWbPns36MUCSeXJhUWQLgeqMHFlddjK7VANoPKIKMX369JExNb/VWWvVqlUr3XDDDQ0qDEBijT01S/9aGpAjqXpUsQpKuuXctgmvCwBqE1WIyc3NrTHEtG7dWoceeqiGDBmi5s1ZCAtIJr+5Z4+MpIAxamVtJMgYK1kZ/XEwOzwCaFyiCjHjxo2LcRkA3LQ5vHhd0IQG8f4ihfZJslatJX3/WLtaW18BwC1sOwBAw5/arRJJpVJ4UIyRo9AbRItWIsAAaJTqFGJ+/PHHqC7eoUOHqB4HILH+86NUaVSvkUpsaKbSI39o6l5hALAPdQoxw4YNi+qT2KefflrvxwBILHPDDhkjZVadl2SkoJVO7sn4NgCNU51CzBVXXEFzMpCCzA07JIXWgKmyZ7VkrS46nsG8ABqvOoWYMWPGxLsOAAm2eUd4J2orSUZBhWYkGZUFGqPH/8AWAwAaLwb2AmnGWquWd+yWP1B5DV4nvKBdJMTQ+AqgkWtwiCksLFR+fr6srb4oOQN7gcbHc8ue8v4jT7i7KOiE7zXh7QWsehxEigHQuEUdYhYsWKBnn31WGzZsqPUcBvYCjcvUj4tV4y5IHiM5ZcdDrTFf30FXEoDGLapRe4sWLdJf/vIXBYNBDR8+XNZaDRkyRKeccooyMjJ01FFH6Yorroh1rQAaaNG6kvIbFfuLjJG8HslIvgwj5xG2FwDQ+EUVYmbMmKHOnTtr9uzZuuqqqyRJZ511lu6//349//zz2rhxo7p16xbTQgE03N/PyCq/UbUL2FrJGD05wpfYogAgSlF1J33//fcaNWqUmjRpoqKiIklSMBiUJHXp0kXDhw/Xc889p4EDB0ZV1KpVq7Ry5Urt2bOn2lgbYwytPECUjvi7P9Tq4pEUVCS4lAUar6RRx7dws0QAqLOoQkwwGFTr1q0lSU2aNJEkFRQURO4/7LDD9Morr9T7ukVFRbr11lu1dOlSWWtljImEmLLvCTFAdJ5avFvBiovBeI1kjRR0NKKb9K8rWiojgwmLAJJHVO9YBx10kLZv3y5JysrK0gEHHKBvvvlGgwcPliRt3LhRTZvWf6nyZ555RkuXLtWoUaPUp08fXXXVVRo3bpwOOOAATZ8+XcXFxRo/fnw0JQNpKX9vUK3GFUqyFVazK0sxNvSt16P/6pxJgAGQdKIaE3PMMcfok08+idw+8cQT9cILL2jatGl6+umn9dJLL6lXr171vu7777+vU045RVdddZWOPPJISaHA1K9fPz3xxBMqKSnRvHnzoikZSEutxheGvgkvaCdjKuyRVD6w99TuBBgAySeqEDNixAgde+yxkfEwV199tQ499FBNnTpVzzzzjDp16qTrr7++3tf96aefIuHH6/VKkkpKQrMpMjIyNGTIEL3zzjvRlAygpmVfwkPOjj+cwbwAkk9UH7969uypnj17Rm5nZ2dr9uzZ+v777+XxeNS5c2d5PPXPR82aNYsMEG7WrJk8Ho9+/vnnyP0tWrTQL7/8Ek3JQHrbx7p1dmLrxNUBADEUVUtMaWlptWPGGHXt2lVHHnlkVAFGkjp16qTNmzdLCrXEHHHEEXr//fclhZZKX7hwodq3bx/VtYF01L5lhRvV1riz+se53gRWAwCxFVXaOP300zVx4kStWrUqpsX07dtX7733nhwntAT68OHD9fHHH+vss8/WOeeco08//VRnnXVWTJ8TSGU/3tlSR7aRQuNhFN5uwErWyk5orcuYTg0giRlb06ZH+3HFFVfoyy+/lCQdfvjhGjp0qM444wwdeOCBDSqmsLBQ27dvV6dOnSIzJWbOnKm33npLXq9XgwYN0iWXXCKTBDvTFRQUaODAgVq0aJFatOAfCgAAYi2qECNJW7du1bx58/T2229r06ZN8ng86tu3r3Jzc3XyySdH1o9JV4QYAADiK+oQU9GKFSs0f/58vf/++8rPz1ezZs00ePBg/fWvf41FjUmJEAMAQHzFJMSUKSkp0VtvvaVJkyapsLAwrXexJsQAABBfMVnhylqrTz75RPPnz9eiRYtUVFQU2ZYAAAAgHhoUYr7//nvNnz9fCxYsUF5enrxer/r376+hQ4dqwIABsaoRQD05jiPvXwrD06rLG1u33upTx+z0Hq8GIHVEFWJmz56t+fPna82aNbLWqnv37rr44ot1+umnq02bNjEuMXGCwaBmzpypxYsXa926dQoGg+rSpYtGjx6tvn37ul0eUCfW2lCAkSpvL2CtciYEtOxqo16HsEIvgOQX1ZiYPn36qF27djr99NM1dOjQyD5Hya6wsFBnnnmmhg4dquOOO04ZGRmaO3eu3n33XU2aNKlerUuMiYFbOk/0a8POGn6tw7/qXiOV3tey+v0AkGSiaol59NFHdfzxx0e9Mm9j1aRJE82ZM0etWrWKHDv++OP1ww8/aObMmXSRodF58MO9uuU9hRewU3nPkTGR0FJVMGZD+QHAXVGlkP79+6dcgJFCWx1UDDBSaDuFbt26VdrDCWgMFqwJhAJMNWW7Vde8KGQHGgYBpIjUSyIx5jiOvvzyS3Xu3NntUoBKcmeHNksNtbiY6nsj1RJktt5BigGQGggx+/Hiiy9q48aNGjly5D7PCwQCKigoiPzx+/0JqhDpKujU7/w3Rkr2/pZJsW0HANRFTNaJacwKCgqUl5e33/NycnLk81WesfH5559r8uTJuvDCC3Xsscfu8/HTp0/XtGnTGlQrUB8X9JRe/FqK7OxYtsFjVeHQctavaYEBkFpiumJvYzR37lyNHz9+v+fNmjVL3bt3j9xes2aNRo8erX79+um+++7b76fXQCCgQCAQue33+5Wbm8vsJMRV5l17VSpVH9grG/n+qAOkb25q7kp9ABBPKR9iorF582Zdfvnl6ty5sx577DFlZmbW+xpMsQYAIL7q1Z20e/duzZkzR5s3b1abNm106qmnqkuXLvGqzRV5eXm65ppr1LZtWz344INRBRgAABB/dQ4xP/30ky677DLl5eWprPHmn//8pyZOnJgy66cUFRVp7Nix2rlzp2644QatX7++0v1HH320S5UBAICq6hxipk2bpry8PJ133nnq16+fNm7cqGeeeUYPPfRQyoSYHTt2aPXq1ZKkm2++udr9y5YtS3RJAACgFnUOMZ9++qkGDx6sW265RZL029/+Vi1bttS9996rzZs3q1OnTnErMlFycnIIKmj09gZK1ez+UkVG7lYY1WbHNXWlJgBwQ53Xifn555/Vq1evSsd69+4ta22dpjADiI1QgJFCc6orr85rxu11rS4ASLQ6h5jS0lI1b155mmazZs0kSSUlJbGtCkCNtu4prf1OFrEDkGZistgdK4AC8ZdxT7GCNa5mBwDpqc7rxPTp00cHHnhgpdaYYDCozZs3q3379srKyqp8YWP00ksvxbbaJMI6MYiljHuLy3eftrbmlXnDv8qMiwGQLurcEtOhQwcZY1RcXFztuKRqxwHETrBiaDHh/QUqHgsHmMI7WNcIQPqoc4iZO3duPOsAUB/GVNgryapnO6OV12Tt50EAkFritov13r3MkgBiZX/Dzj64JOX3cgWAamIeYv7zn//o7rvv1umnnx7rSwNpq/jPFUKKteV/ZHV7P+mgFoQYAOknJu98O3bs0Lx58zRnzhz98MMPstaqa9eusbg0AEmZXq/sX71ulwEAjUrUIcZxHC1evFhvvPGGFi9erGAwqCOPPFLXXHONTjnllJRYwRcAADRe9Q4xP/zwg+bMmaP58+crLy9P7dq105AhQ/Tmm29q9OjRGjRoUDzqBNJOh4cD+mmvQoN3K6yE0Mwr5d/uk4f1mQCkuTqHmLLuouXLl8vn8+nEE0/U0KFD1a9fP23dulXz58+PZ51AWjH3B0LhJbyzgBxFplQXBiXv/wZU/GeffF6CDID0VecQM378eB1yyCG6/fbbNWTIEBZwA+Jkxn9KygNMmRoWtzv5+YAWX9YkUWUBQKNT59lJPp9Pmzdv1rvvvqt///vfKioqimddQNqa+p8qB2pZVHvFT/GvBQAaszqHmAULFujWW29VYWGhxo0bpyFDhmj8+PH64osvVMedCwDUwYu/q3KglrEvt/WPeykA0KjVuTupRYsWGjFihEaMGKE1a9bo9ddf19tvv6358+crOztbxhjt2bMnnrUCaSGnVabaZAa0q2xz+LJxMRU+K3gl/e1EupIApLc6bwBZk5KSEn3wwQd64403tGzZMklS586dNXjwYA0aNEhHHnlkzApNNmwAiYYqLC5R96esNvsVmaF0UJa05BLpyAMJMADQoBBT0bZt2zRnzhzNmzdPP/74ozwejz755JNYXDopEWIAAIivmK1V3rFjR40ZM0ZXXnmlli5dqjlz5sTq0kDKCjqOmk9yVOyEP0tYlXcbhb82z5D23JzBujAAUEXMWmJQGS0xqIuMiaUK2goBpqIKYcZjpODtmYksDQAavTq3xHzxxRf1vvixxx5b78cAqeyDDaU65ZUqB8saWKqGmLLBvEZyrLSryKpNFq0xAFCmziFmzJgxMnVszrbWyhijTz/9NOrCgFRTGAjWEmBqSzGVFQQIMQBQUZ1DzNixYyuFmL1792rq1Kk655xzdOihh8alOCCVnP7qfnpuq0yjjggf69Sqzss6AUBaqHOIueiiiyrd3rVrl6ZOnapTTz1Vffr0iXlhQKrZVbyfEyo2yFQZ3Lv8svjUBADJLGazkwDs2/87W+ry7D5OMEYyUvAmLzORAKAOaJ8GEuTI7AxdffS+z3n0JBFgAKCOaIkBEujxIRl6fIjbVQBAaqAlBgAAJKUGh5i6TrsGAACIpTp3J51wwgk1Hq869bqMMUYfffRR9JUBAADsQ51DTM+ePWl1AQAAjUadQ8zUqVPjWQcAAEC9MDsJSIAPN5bqxJcrH2vplXb/yUsLJwBEKSYhJj8/X4sXL9b27dt1xBFH6Le//W0sLgukhF8KnWoBRpLyg5JvUlAlN/FZAgCiUed3z4ULF2rOnDm64447dOCBB0aOf/vtt7rhhhv0yy+/RDZ+7N27tyZPnqyMDN6cgUEvObXeV2ql3UWOWmex2gEA1Fed3znfffdd/fDDD5UCjCSNHz9eeXl5Ou2003TzzTerT58+WrZsmV5+uYaPnkAa+mXvvu/3lySmDgBINXUOMd9++221bqJvv/1W33//vU466STde++9uuCCCzRlyhQdddRRevfdd2NeLJCMXsjd9/05LWmFAYBo1Pndc8eOHTrkkEMqHVu+fLmMMRo6dGjkmDFGgwYN0oYNG2JWJJDMfntohk7Mqfm+L0YmthYASCV1HrRira12bNWqVZKko4+uvKtd27ZttXfvftrQgRR38weleuiL6scnnijd3JfxYgDQUHV+J+3QoYNWr15d6djy5ct14IEHqm3btpWOFxQUqFWrVrGpMMFmzpypN998U1u3blVpaakOPvhgDR8+XOeffz5TYVFnxz5fquXba77vlv+TPtlWqpfPJsgAQEPU+V20f//+evXVV3XiiSeqd+/eeu211/TTTz/pvPPOq3buN998ow4dOsS00EQpKCjQ6aefriOOOEKZmZn67LPP9OCDD8rv92vUqFFul4ckEAjaWgNMmVfWJKYWAEhldQ4xF198sd58803deOONkWMtWrTQxRdfXOm84uJiffTRRzr77LNjV2UCXXXVVZVuH3fccfrxxx81b948QgzqpCDgdgUAkB7qHGKys7P1/PPP6/nnn9emTZt08MEH68ILL6zW4vLVV1/pmGOO0SmnnBLzYt3SunVrlZaWul0GksQBTY08kmpfHUZqwoQkAGiwenXKt2/fXrfccss+z+ndu7d69+7doKIag9LSUgUCAX3xxReaP3++Ro8e7XZJSCIfXCANfLH2+/9zCeOrAKChGFlYg02bNumcc86J3L788ss1cuS+58IGAgEFAuX9CH6/P271ofE76ZAM2Zuln/JL9XOBtK1Qau2TuraVspvxawcAsZDy76YFBQXKy8vb73k5OTny+XySQi1Ozz//vAoLC7V8+XI999xz8ng8GjNmTK2Pnz59uqZNmxazupEa2rfMUPuW0q/dLgQAUpCxNS0Ak0Lmzp2r8ePH7/e8WbNmqXv37jXeN3PmTD322GOaP3++2rVrV+M5NbXE5ObmatGiRWrRokV0xSPp3L6oVA8sq3ysYzPp21FGrbK87hQFACkq5Vtihg0bpmHDhjXoGkcddZSCwaC2bdtWa4jx+XyRlhykpzNfKdVbG6of31YotZ5iVXKjVYaHsTAAECvMkaiDFStWyBijnJxa1o4HpBoDTEV/+TCYkDoAIF2kfEtMfRQUFGjs2LE688wz1alTJ5WWlmrZsmV64YUXNHz48GorEwP1sXL/Q7MAAPVAiKnA5/PpsMMO06xZs7R9+3ZlZWWpU6dOuuOOO5Sbu5+tiJH2mnil4n00ttx7Al1JABBLhJgKfD6f7rrrLrfLQJL6fpR0SC0T1M7vKv2mAwN7ASCWCDFAA3z7i9WQV4L6Ib/6fd9dJnVry68YAMQLA3uBKK3fZfVf/6w5wEhS9+nSnuKUXsEAAFxFiAGi9OxKRyX72iBJ0sPLmJEEAPFCiAGitLdk/+fsZkdrAIgbQgwQpYt6erS/+Ua39mUwLwDECyEGiNJvDjJ661yPMmtJMrPPlDo0Z1o1AMQLUyeABhjS2aPATXwWAAA38O4LAACSEi0xwH4cN7NUn/6473O8kl7/nTS0C79SAJAotMQA+9B+yv4DjCQFJQ17XZr5dWm8SwIAhBFigFoUljjaXlS/x1z3QXxqAQBUR4gBarG7uP6P8ddh7RgAQGwQYoBadGxR/1+PoUfEoRAAQI0IMcA+LL+47uu8HNpSemEYi9sBQKIwlQLYh98c5JW92e0qAAA1oSUGAAAkJUIMAABISnQnARU8sbxU17xf832nHiK9cwG/MgDQWNASA4RduaD2ACNJ726S2j3GYnYA0FgQYoCwaV/t/5xfiqWdRTb+xQAA9osQA9TTT35CDAA0BoQYIKyNr27nHdWWXxsAaAx4NwbCVlzi0f6Wqnt5aEJKAQDUAVMtgLDDWntUerNHpY6jwhJHQUdqnikVBqQmGVJTH78uANCY8K4MVJHh8ahVk/JGSrILADROdCcBAICkRIgBAABJiYZypJWt+Y5+Nd3R7sD+z/3TsdLDg/gVAYDGipYYpJXjZtctwEjSI19I3+YF41sQACBqhBikjUDQanN+/R7z18UsbAcAjRUhBmkjwyOZej6mW3ZcSgEAxAAhBmnDY4wu+3Xdz/ca6W/997f8HQDALYQYpJVnT8/QwwOlpvvJJr/Oln6+2qhJRn3bbgAAicLUC6SdP/XO0J96u10FAKChaIkBAABJiRADAACSEiEGAAAkJUIMAABISoQYAACQlAgx+/DNN9+ob9++GjBggNulAACAKggxtbDWasKECcrOZslWAAAaI0JMLebMmaNdu3bprLPOcrsUAABQA0JMDfLz8zVlyhTdeOONyshgPUAAABojQkwNnnjiCfXo0YOxMAAANGI0M1Tx3Xffac6cOZo1a1a9HhcIBBQIBCK3/X5/rEsDAAAVpHyIKSgoUF5e3n7Py8nJUWZmpiZMmKARI0bo8MMPr9fzTJ8+XdOmTYuySgAAUF8pH2IWLlyo8ePH7/e8WbNmacOGDVq/fr3uvfde5efnS1KkdSU/P18+n09NmjSp8fGXXXaZRo4cGbnt9/uVm5sbg1eA/Vmw3tENHzhas1uSlVr7JGOknUVSMHyOR5JT5XFdWkvvnOdR5zb0qgJAMjLWWut2EY3F008/vc/WlEsuuUTXXXddna5VUFCggQMHatGiRWrRokWsSkQV//omqD/Mj/6vsEdS3rUeZWcRZAAg2aR8S0x9DBs2TL169ap0bN68eXr33Xf16KOPqkOHDi5Vhtrc+VHDMrgj6W+LrR47JTb1AAAShxBTQU5OjnJyciod+/zzz+XxeNS7d2+XqsK+5Af2f87+/FzY8GsAABKPNnQktZE9Gn6NW/qYhl8EAJBwhJj9GDNmjD788EO3y0AtJp7k1YU9pGhjyEMnGfXqwK8BACQjupOQ1DK9RjNyMzSDiWAAkHb4CAoAAJISIQYAACQlQgwAAEhKhBgAAJCUCDEAACApEWIAAEBSIsQAAICkRIgBAABJiRADAACSEiEGAAAkJUIMAABISoQYAACQlAgxAAAgKRFiAABAUiLEAACApESIAQAASYkQAwAAklKG2wUgPRWXOvJ6jDI8RoUljhzHqkUTrySp1LFyHKsdex0d0NSjgCO18Hm0o7BU/hIpO8vI65FKg1bGGHmMlZVRs0yPjDEuvzIAQKIQYpBQs1YF9cf3rPIDodtGkg3f5/OUqnd7acm2io9wqnxVhUdU/N7Ka4K6b4DRrX29sS8cANDo0J2EhFmVZ3XRm+UBRqocRwJO1QBTP0Er3fZ/Vu9tdPZ/MgAg6RFikDBvrreVQku8zF2biGcBALiNEIOEOaRlop6HcTEAkA4IMUiYc7oaHXNgfJ+jfTPp8qMJMQCQDhjYi4TxeY0+GenVP1Y6mrdW6tzaqnUT6fmvQ/ff3tdo8OEePbosqFfWSHsCks8TCiZNvdLXOyXHSj4jNQn/zc30hAYHt86Sft9duv14r1r6CDEAkA6MtZYBBHFQUFCggQMHatGiRWrRooXb5QAAkHLoTgIAAEmJEAMAAJISIQYAACQlQgwAAEhKhBgAAJCUCDEAACApEWIAAEBSIsQAAICkRIgBAABJiRADAACSEiEGAAAkJUIMAABISoQYAACQlDLcLqCxGTdunObNm1ft+OTJk9W/f38XKgJQX1u3bo3JdXJycmJyHQDxQYipwcEHH6x777230rHOnTu7VA0At9Q1DBF2AHcQYmrQpEkTHX300W6XAaSVWLWeuKEutRN0gNhjTAwAAEhKtMTUYMuWLRo4cKCKiorUpUsXXXHFFRo4cOA+HxMIBBQIBCK3/X5/TGv6cLPV/HWODmtldNGvjFr4TOS+1TusZn/jqEmG0cW/Mlr1i9V7G626HWA0sofRtgJp5jdWO/ZaSdJBzUPnHdzSVHueT7dZvf69o47NjS7uafTpNqsFG6x2FkktMq2MMfplr9XKX6QfC6TioORYqW2WZCUFHKmpRyqx0mGtpEyv9NmPkr9EslYykto1k27va3TVbzzKyqheA1JPMreyxAqtNUDsGWutdbuIxuRf//qXvF6vjjjiCBUUFOiVV17R0qVL9fe//12DBw+u9XFPP/20pk2bVu34okWL1KJFiwbVNPkLR9d/4ERuH91O+mSkV00zjT7abDX45aCKg6H7sjKkolJVOnfd7lCIqCg7S1r6B6+6HVAeIp5b6WjU247K/kIckCXtKGpQ6fvUL0f66H+88hiCTKojxMQWYQcISfkQU1BQoLy8vP2el5OTI5/PV+244zgaNWqU/H6/Xn755VofX1NLTG5uboNDTNCxav9kUL/srXz8+TM8uqinR2e8EtTbG6L7EV51jNGTp3ojtw97ulQ/5EddalQWjPDotMPp1Ux1hJjYIsQAISnfnbRw4UKNHz9+v+fNmjVL3bt3r3bc4/Fo0KBBmjx5soqKipSVlVXj430+X40hqKECQWnH3urHt4V7q34sjD6DbqvS4/VjYdSXir6GgsQ/J2KLgJJ4dE0BISkfYoYNG6Zhw4Y16BpuNlY1zTQacrip1NriNdLZXUJdMOd08WjFdqe2h8trpGAt5Z/btXI3zjldjF78LnGvtYlXOqMzXUmNFeEEQGOX8iGmoRzH0fvvv68jjjii1laYePvnGR5d9Z6j+eusDmsl3T/Ao+7hsSx/Ps5oZ7HRP76yauKVLv210co86d2NVt2zpQknGX20RXpyhdXe8FiZVj7p+l6h7qiKnjzVI49x9Noaq5wW0tj/Nnp3o7Rgg1WmJ9Qq1DRD8pdWrbD+srOkF4d6dFBzQgwQD7TWIB2k/JiY+ti2bZvGjRunIUOGqFOnTtqzZ49effVVLVu2TBMmTNDJJ59c52sVFBRo4MCBMRnYC7iBlpjUR4hBsqMlpoJmzZqpefPmeuaZZ7Rz505lZmaqR48emjx5svr16+d2eUDMEFAg0VqD5EeIqaB169aaNGmS22UADUJAAZAumNsKAACSEi0xAIBasQkmGjNCDJAk6CYCgMoIMQCABmOQMNxAiAEaAVpZAKD+CDEAgISgtQaxRogB4oxWFgCID0IMAKDRYDYU6oMQA9SA1hOgcaNrChKL3QEAgCRFSwzSDq0sQHqI5e86rTqNEyEmTso2B/f7/S5XEh/btm1zuwQASJg1a9Yk7Lk6duyYsOdq7Jo3by5jTK33E2LipLCwUJKUm5vrciUAACSnRYsWqUWLFrXeb2xZkwFiynEc/fzzz2rWrJkKCwuVm5ur+fPnq3nz5m6XFjd+v5/XmUJ4namF15la0uV10hLjEo/Ho/bt20tS5AfQvHnzfSbKVMHrTC28ztTC60wt6fI6a8PsJAAAkJQIMQAAICkRYhLA5/Np9OjR8vl8bpcSV7zO1MLrTC28ztSSLq9zfxjYCwAAkhItMQAAICkRYgAAQFIixAAAgKTEOjEu+uabb3TJJZeoSZMm+vDDD90uJ6ZmzpypN998U1u3blVpaakOPvhgDR8+XOeff/4+Fy5KJsFgUDNnztTixYu1bt06BYNBdenSRaNHj1bfvn3dLi+mli5dqrlz52rlypXasmWLzjvvPN12221ul9UgGzdu1IMPPqjly5eradOmGjJkiK699lplZWW5XVpMbdq0STNmzNDKlSu1du1aHXbYYXrppZfcLium3nvvPb311lv69ttvtXv3bnXq1EkjRozQ8OHD5fGkzmf1jz/+WNOnT9e6devk9/t10EEH6aSTTtKVV16ZtmvFEGJcYq3VhAkTlJ2dHdmiIJUUFBTo9NNP1xFHHKHMzEx99tlnevDBB+X3+zVq1Ci3y4uJ4uJiTZ8+XUOHDtVFF12kjIwMzZ07V9dcc40mTZqkAQMGuF1izCxZskSrV6/Wscceqz179rhdToPl5+frj3/8ozp06KAJEyZox44devjhh7V7927dc889bpcXU2vXrtXixYvVs2dPOY4jx3HcLinmZs6cqY4dO2rs2LFq27atli1bpokTJ2rLli26/vrr3S4vZnbv3q3/+q//0v/8z/+oZcuWWrt2raZOnaq1a9fq8ccfd7s8d1i44vXXX7e/+93v7JQpU+xvf/tbt8tJiDvvvNOec845bpcRM6WlpXb37t2VjjmOY0eOHGmvvPJKl6qKj2AwGPl+6NCh9u9//7uL1TTc9OnT7QknnGB37twZOfbWW2/ZXr162XXr1rlXWBxU/Nnddddd9rzzznOxmvjYsWNHtWMPPfSQ7d+/vy0uLnahosR57bXXbK9evez27dvdLsUVqdPOlkTy8/M1ZcoU3XjjjcrISJ/GsNatW6u0tNTtMmLG6/WqVatWlY4ZY9StWzf9/PPPLlUVH6nUJC+FWpb69u2rNm3aRI4NGjRIPp9Pixcvdq+wOEi1n11NsrOzqx3r3r27iouLU6LlcF9at24tSSn13lofqf+3uxF64okn1KNHj5TqbqhNaWmpCgsL9dFHH2n+/Pm64IIL3C4prhzH0ZdffqnOnTu7XQr2Yf369dV+Rj6fT506ddL69etdqgqxtGLFCrVu3brGgJPsgsGgiouL9e233+qZZ57RgAED1LFjR7fLckX6NAM0Et99953mzJmjWbNmuV1K3G3atEnnnHNO5Pbll1+ukSNHulhR/L344ovauHGj7rjjDrdLwT7s2bNHLVu2rHa8ZcuWKf/JPR2sWrVKc+bM0ejRo+X1et0uJ+aGDRum7du3S5L69++v++67z+WK3EOIaaCCggLl5eXt97ycnBxlZmZqwoQJGjFihA4//PD4FxdD9XmdZctgt2/fXs8//7wKCwu1fPlyPffcc/J4PBozZky8y41aNK+zzOeff67Jkyfrwgsv1LHHHhuvEmOiIa8zlVkWME96eXl5uvXWW9WzZ09deumlbpcTF48++qgKCwu1bt06PfPMM7rhhhv0+OOPp2Rg2x9CTAMtXLhQ48eP3+95s2bN0oYNG7R+/Xrde++9ys/PlyQFAgFJoXEyPp9PTZo0iWu90arP6+zevbukUPP8r371K0lS79691bRpUz322GM699xz1a5du7jWG61oXqckrVmzRjfddJMGDhyosWPHxrPEmIj2daaKVq1aRX4HKyooKKArMIkVFBRo7NixysrK0qRJk1J2zGHXrl0lScccc4yOOuooXXTRRVq4cKEGDx7scmWJl5o/4QQaNmyYhg0bVqdzFy1apD179tR4/sknn6xLLrlE1113XaxLjIn6vM7aHHXUUQoGg9q2bVujDTHRvM7Nmzfr2muv1VFHHaW77747KdbBicXPM5l17ty52tiXQCCgzZs366yzznKpKjREcXGxbrzxRu3YsUPTp0+vNGg7lXXr1k1er1ebN292uxRXEGISaNiwYerVq1elY/PmzdO7776rRx99VB06dHCpssRYsWKFjDHKyclxu5SYycvL0zXXXKO2bdvqwQcfVGZmptsloQ769++vZ599Vrt27Yr8Y7dw4UIFAgGdcMIJ7haHeistLdXtt9+u1atXa9q0aWk1yPWrr75SMBjUwQcf7HYpriDEJFBOTk61f8A///xzeTwe9e7d26WqYq+sSffMM89Up06dVFpaqmXLlumFF17Q8OHD1bZtW7dLjImioiKNHTtWO3fu1A033FDtk/3RRx/tUmWxt23bNn399deSQq97y5Yteu+99yQpKZuwzz33XL300ku66aabdMUVV0QWuzvjjDNSrjupqKhIH330kaTQz9Hv90d+dr169UqJ2TsPPPCAPvzwQ40dO1ZFRUX66quvIvd17tw5ZVazveWWW9SjRw917dpVTZo00erVqzVjxgx17dpVAwcOdLs8VxjLSDZXPf3005o5c2ZKbTsQCAR0//33a8WKFdq+fbuysrLUqVMnnXvuucrNzU2ZwWdbt27dZ9fDsmXLElhNfM2dO7fWMTTJ+jo3btyoiRMnasWKFcrKytKQIUN03XXXpdy2A/v6e/rUU0+lxAeoYcOGadu2bTXelyqvUZKee+45vfPOO9qyZYscx1HHjh01aNAgXXjhhSkT1OqLEAMAAJISi90BAICkRIgBAABJiRADAACSEiEGAAAkJUIMAABISoQYAACQlAgxAAAgKRFiAABAUiLEAACApESIAQAASYkQAwAAkhIhBgAAJKUMtwsAgETw+/365z//qU8++USbN29WYWGh2rdvr1NOOUWjR49Oud2rgXTALtYA0sKGDRs0ZswYDR48WIcccog8Ho+++OILvf/++zruuOM0ZcoUt0sEUE+EGABpoaSkRMYYZWRUboB+8skn9eyzz+q5557Tr3/9a5eqAxANxsQASAuZmZmRAFNaWqo9e/Zo165d6tu3ryRp5cqVbpYHIAqMiQGQNl5++WW9+uqrWrdunRzHqXRffn6+S1UBiBYhBkBamDlzph555BEdf/zx+v3vf6927dopMzNTP//8s8aNG1ct1ABo/AgxANLCm2++qZycHE2ePFkeT3lP+pIlS1ysCkBDMCYGQFrwer0yxqjiXIbS0lI999xz7hUFoEFoiQGQFk455RRNmTJFY8eO1cknnyy/368FCxZUm60EIHnw2wsgLVx00UWy1uqNN97QQw89pLZt2+rUU0/VWWedpfPOO8/t8gBEgXViAABAUmJMDAAASEqEGAAAkJQIMQAAICkRYgAAQFIixAAAgKREiAEAAEmJEAMAAJISIQYAACQlQgwAAEhKhBgAAJCUCDEAACApEWIAAEBS+v9c9dnLBQ3L2wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jolyc\\miniforge3\\Lib\\site-packages\\numpy\\lib\\_function_base_impl.py:2922: RuntimeWarning: invalid value encountered in divide\n", " c /= stddev[:, None]\n", "C:\\Users\\jolyc\\miniforge3\\Lib\\site-packages\\numpy\\lib\\_function_base_impl.py:2923: RuntimeWarning: invalid value encountered in divide\n", " c /= stddev[None, :]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkoAAAHFCAYAAAANLdYJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABga0lEQVR4nO3deXyM1/4H8M8zSUYii8QaRBmVouryI1JiaShCETt16UKtFbSWtlotQW8voa4qUdzGRWlT1JZq7NVwKbeq1dqNEIpGmmUSMZmZ5/dHMpPZnmRmMpP1876vXHnOc855zjEqX+ec5xxBFEURRERERGRBVtYNICIiIiqvGCgRERERSWCgRERERCSBgRIRERGRBAZKRERERBIYKBERERFJYKBEREREJIGBUgUliiJUKhW4DRYREZHrMFCqoLKzsxEeHo7s7OyybgoREVGlxUCJiIiISAIDJSIiIiIJDJSIiIiIJDBQIiIiIpLAQImIiIhIAgMlIiIiIgkMlIiIiIgkMFAiIiIiksBAiYiIiEgCAyUiIiIiCQyUiIiIiCQwUCIiIiKSwECJiIiISAIDJSIiIiIJ7mXdACIiIilXhWUF34lGqSIAseBf+iIEAILRfaHgvmB0X5+uz2f6a2Eey/rEgnLW6wbMnw0EiEsc7C2VRxxRIiKiculqvU8l7ujDFhEChILApvALRqGOYJYKizwyo6vCVP33soIcprXoy5g/PT90+kt4uyTdpnKGgRIREZVPD3ILvhEtbhUGKYWjROY5CkMjPdEiBVZyWctjzrQmwexXqkwYKBERUQXHAIVch4ESERGVS8Iz/vrvLO6JBf+DxHiSfh2TWY1W85qnWa5YsixhWpNo9itVJgyUiIioXGr263hAbu2OPiARDOGSDsahUeGCa9EsFRZ5dChcom39y1rdgHGwVpjGxdyVD996IyKiciv48eyybgJVcRxRIiIiIpLAQImIiIhIAgMlIiIiIgkMlIiIiIgkMFAiIiIiksC33qxITk7GsmXLcO7cOXh5eSEiIgJRUVHw9PQsstwnn3yCpKQk3Lt3D4IgoHHjxhg9ejQiIiJM8mk0GqxduxZ79+6FSqXCM888g9mzZyM4ONiV3SIiIiI7MVAyk5WVhSlTpiAwMBBLly5FWloaVqxYgYyMDCxatKjIso8ePcKQIUPQpEkTiKKIw4cP47333oMoiujTp48h3/Lly/Htt9/ijTfeQP369bFp0yZMmTIFX375JWrXru3qLhIREZGNGCiZ2bFjBzIzM7F161b4+/sDANzd3TFv3jyMGzcOCoVCsuzbb5sehNipUyfcuHEDe/fuNQRKDx48wM6dOzF79mwMHjwYANC6dWtERkZi27ZtmDZtmms6RkRERHbjGiUzJ0+eRGhoqCFIAoAePXpALpfjxIkTdtdXo0YNaDQaw/WpU6eg1WrRu3dvQ5q3tze6deuGpKSkErWdiIiInIuBkhmlUmkxaiSXyxEUFASlUllseVEUodFokJWVhYSEBJw+fRrDhw83qb9WrVqoUaOGSTmFQoHk5GTodDqr9arVaqhUKsNXdna2A70jIiIie3DqzUxmZiZ8fX0t0n19fZGZmVls+R9//BFTp04FALi5ueGtt95Cz549DfezsrLg4+NjUc7Pzw8ajQY5OTlW78fFxWH9+vX2dIWIiIhKiIGSjUTRtlOhn3nmGWzatAkqlQonT57E0qVL4ebmhkGDBhnyCIKVk7AL6rd2DwDGjh2L0aNHG66zs7PRr18/O3pARERE9mKgZMbPzw9ZWVkW6SqVqsiF3Hre3t54+umnAQChoaFQq9VYsWIFBgwYADc3N/j6+lqtPysrC+7u7vDy8rJar1wuh1xu9RhtIiIichGuUTKjUCgs1iKp1WqkpKTYFCiZa9myJbKzs/HXX38Z6k9LS0NGRoZJPqVSicaNG0Mm40dCRERUXvCnspmwsDCcOXMG6enphrSjR49CrVajc+fOdtf3888/w9vb2/AWXceOHSGTyXDw4EFDnpycHBw/fhxdunQpafOJiIjIiTj1Zmbo0KGIj4/HrFmzMH78eMOGk3379jUZUVq4cKHhrTYAuHr1KlatWoXnn38eDRo0QE5ODn744Qfs3r0bUVFRcHfP/62uW7cuhgwZglWrVsHd3R2BgYHYsmULAGDUqFGl32EiIiKSxEDJjK+vL2JjYxETE4M5c+bA09MTERERFhtB6nQ6aLVaw3XNmjXh4+ODDRs24OHDh/Dx8UGTJk2wbNkyhIeHm5SdOXMmqlevjtjYWKhUKrRq1QqxsbHclZuIiKicEURbX+eickWlUiE8PBzHjh2zup0AERERlRzXKBERERFJYKBEREREJIGBEhEREZEEBkpEREREEhgoEREREUlgoEREREQkgYESERERkQQGSkREREQSGCgRERERSWCgRERERCSBgRIRERGRBAZKRERERBIYKBERERFJYKBEREREJIGBEhEREZEEBkpEREREEhgoEREREUlgoEREREQkgYESERERkQQGSkREREQSGCgRERERSWCgRERERCTBvawbQEREVNGl+8wDsvMM1/7ikjJsDTkTR5SIiIhKIF3+jkmQBADpwttl1BpyNgZKREREJZEnlnULyIU49UZEROXGlWc3QfdjquFaQH4Q4vt+ezRYGF5GraKqjCNKRERULlwSPjYLkgr/P2vR/3BFWF4m7aKqjYESERGVubSfb5tcC0VclTdWF27/s1fpN4RcglNvRERU5h4M/q6sm1AifMut8uKIEhERlbnGJ0eWdROIrOKIkhXJyclYtmwZzp07By8vL0RERCAqKgqenp6SZVQqFb744gucPHkSycnJcHd3R8uWLTF16lS0aNHCJG9ISIhF+Vq1aiExMdHpfSEiqgi86vuZXIswnnAreKvMoxQbRFSAgZKZrKwsTJkyBYGBgVi6dCnS0tKwYsUKZGRkYNGiRZLl7t27h507dyIyMhKTJ0+GRqPBtm3bMG7cOHz++ecWwdLIkSPRp08fw7WHB/8GIKKqrYU4E3f+8QOy3jsDQB8siRAABNwYjTqKwDJtH1VNDJTM7NixA5mZmdi6dSv8/f0BAO7u7pg3bx7GjRsHhUJhtVzDhg2xe/duk1Gn0NBQDBw4EF999RXmz59vkj8wMBCtW7d2WT+IiCqihu92Bd7tWtbNIDLgGiUzJ0+eRGhoqCFIAoAePXpALpfjxIkTkuW8vLwspuaqVasGhUKBP//801XNJSIiIhdioGRGqVRajBrJ5XIEBQVBqVTaVdejR49w+fJlq6NQGzduxLPPPovw8HDMnTsX9+7dK7IutVoNlUpl+MrOzrarLURERGQ/Tr2ZyczMhK+vr0W6r68vMjMz7aprzZo1yM3NxYgRI0zS+/Xrh65du6JmzZq4fv06NmzYgNdeew3btm2Dn5+f1bri4uKwfv16u55PREREJcNAyUaiaN9ZPt999x22bduGt99+G40aNTK5Fx0dbfi+Xbt2aNu2LcaMGYNvvvkGr7zyitX6xo4di9GjRxuus7Oz0a9fP7vaRERERPZhoGTGz88PWVlZFukqlUpyIbe5U6dOITo6Gi+99BKGDx9ebP7g4GA0btwYly5dkswjl8shl8ttej4RERE5B9comVEoFBZrkdRqNVJSUmwKlC5cuIC33noLPXv2xPTp021+rr0jVkREROR6DJTMhIWF4cyZM0hPTzekHT16FGq1Gp07dy6yrFKpxIwZM9CmTRvMnz8fgmDb+USXL1/GrVu38PTTT5ek6URERORknHozM3ToUMTHx2PWrFkYP368YcPJvn37mowoLVy4EAkJCTh9+jQAIC0tDVFRUXB3d8dLL72EixcvGvJ6eHgYNpzcvHkz7ty5g3bt2qFmzZq4du0a4uLiUK9ePQwaNKhU+0pERERFY6BkxtfXF7GxsYiJicGcOXPg6emJiIgITJs2zSSfTqeDVqs1XN+4cQP3798HALz++usmeevXr4+9e/cCABo3bowjR47gwIEDyM7ORkBAADp37ozXX3/d6tt2REREVHYEkYtjKiSVSoXw8HAcO3YMPj4+Zd0cIiKiSolrlIiIiIgkMFAiIiIiksBAiYiIiEgCAyUiIiIiCQyUiIiIiCQwUCIiIiKSwECJiIiISAIDJSIiIiIJDJSIiIiIJDBQIiIiIpLAQImIiIhIAgMlIiIiIgkMlIiIiIgkMFAiIiIiksBAiYiIiEgCAyUiIiIiCQyUiIiIiCQwUCIiIiKSwECJiIiISAIDJSIiIiIJDJSIiIiIJDBQIiIiIpLAQImIiIhIAgMlIiIiIgkMlIiIiIgkMFAiIiIiksBAiYiIiEgCAyUiIiIiCQyUiIiIiCQwUCIiIiKS4F7WDSiPkpOTsWzZMpw7dw5eXl6IiIhAVFQUPD09JcuoVCp88cUXOHnyJJKTk+Hu7o6WLVti6tSpaNGihUlejUaDtWvXYu/evVCpVHjmmWcwe/ZsBAcHu7prREREZAeOKJnJysrClClTkJ2djaVLl2LGjBnYv38/PvzwwyLL3bt3Dzt37kRoaCg++ugjzJ8/H1qtFuPGjcOlS5dM8i5fvhxff/01Jk+ejOXLl8PNzQ1TpkxBamqqK7tGREREduKIkpkdO3YgMzMTW7duhb+/PwDA3d0d8+bNw7hx46BQKKyWa9iwIXbv3m0y6hQaGoqBAwfiq6++wvz58wEADx48wM6dOzF79mwMHjwYANC6dWtERkZi27ZtmDZtmms7SERERDbjiJKZkydPIjQ01BAkAUCPHj0gl8tx4sQJyXJeXl4WU3PVqlWDQqHAn3/+aUg7deoUtFotevfubUjz9vZGt27dkJSU5LyOEBERUYkxUDKjVCotRo3kcjmCgoKgVCrtquvRo0e4fPmySX1KpRK1atVCjRo1TPIqFAokJydDp9NZrUutVkOlUhm+srOz7WoLERER2Y9Tb2YyMzPh6+trke7r64vMzEy76lqzZg1yc3MxYsQIQ1pWVhZ8fHws8vr5+UGj0SAnJ8fq/bi4OKxfv96u5xMREVHJMFCykSiKduX/7rvvsG3bNrz99tto1KiRyT1BECTrt3YPAMaOHYvRo0cbrrOzs9GvXz+72kRERET2YaBkxs/PD1lZWRbpKpVKciG3uVOnTiE6OhovvfQShg8fbnLP19fXav1ZWVlwd3eHl5eX1TrlcjnkcrlNzyciIiLn4BolMwqFwmItklqtRkpKik2B0oULF/DWW2+hZ8+emD59utX609LSkJGRYZKuVCrRuHFjyGT8SIiIiMoL/lQ2ExYWhjNnziA9Pd2QdvToUajVanTu3LnIskqlEjNmzECbNm0wf/58q9NoHTt2hEwmw8GDBw1pOTk5OH78OLp06eK0fhAREVHJcerNzNChQxEfH49Zs2Zh/PjxSEtLw4oVK9C3b1+TEaWFCxciISEBp0+fBgCkpaUhKioK7u7ueOmll3Dx4kVDXg8PD8Pu3HXr1sWQIUOwatUquLu7IzAwEFu2bAEAjBo1qhR7SkRERMVhoGTG19cXsbGxiImJwZw5c+Dp6YmIiAiLjSB1Oh20Wq3h+saNG7h//z4A4PXXXzfJW79+fezdu9dwPXPmTFSvXh2xsbFQqVRo1aoVYmNjUbt2bRf2jIiIiOwliPa+zkXlgkqlQnh4OI4dO2Z1OwEiIiIqOa5RIiIiIpLAQImIiIhIgt2B0qNHjxAaGooNGza4oj1ERERE5YbdgZKXlxd8fX0REBDgivYQERERlRsOTb21b98e586dc3ZbiIiIiMoVhwKlGTNm4Ny5c1i/fj1PsSciIqJKy6HtAQYOHIicnBzDMRwBAQHw9PS0yLd79+6St5Cs4vYARERErufQhpP16tWTPOWeiIiIqLJwKFBat26ds9sBADhw4ACSkpKwcOFCq/fnz5+Prl27omfPni55PhEREZGxcrWPUnx8PGQy6SbJZDLEx8eXYouIiIioKivRWW/379/H8ePHcefOHQBAUFAQunbtinr16jlUn1KpxPPPPy95v3nz5vjhhx8cqpuIiIjIXg4HShs3bsRnn30GrVYL4/Xgy5cvx6RJk/Dqq6/aXWdubm6RI0qCICAnJ8eR5hIRERHZzaFAKTExEatXr0ZwcDDGjBmDZs2aQRRFXL9+HVu2bMGaNWvQoEED9O7d2656GzRogF9++QUjR460ev/nn39GYGCgI00mIiIisptDa5S2bt2Kp556CnFxcXjhhRfw1FNPoXnz5njhhRewceNGNGvWDFu3brW73vDwcBw8eBB79uyxuLdr1y4cPnwY3bt3d6TJRERERHZzaETpxo0bmDRpEqpVq2ZxTy6X44UXXsBnn31md72vvvoqvv/+eyxevBhbtmxBs2bNAABXr15FcnIyGjdujLFjxzrSZCIiIiK7ORQoyWQyaDQayfsajcahfZa8vb3x+eef49NPP8XBgwehVCoBAH5+fhg6dChef/11bq5IREREpcahQCk4OBh79+7FiBEjUL16dZN72dnZ2Lt3L5o3b+5Qg3x8fPDOO+/g7bffRnp6OkRRREBAADe4JCIiolLnUKD08ssvY9asWfj73/+OkSNHQqFQAMifkouPj8fdu3fxxhtvlKhhgiAgICCgRHUQERERlYRDZ70BwM6dO/Gvf/0Ljx49Moz2iKIILy8vvPHGGxgyZEixddy7dw8ADG+y6a+LwzffeNYbERFRaXA4UALyf1ifOnUKd+7cgSiKCAoKQseOHW3+wd2hQwfIZDIkJSXBw8MDHTp0sGmK7ccff3S0yZUGAyUiIiLXs2nqbfTo0Zg6dSrCwsIAAPv27UO7du3QoEGDEp27Nn78eAiCADc3N5NrIiIiovLApkDp6tWryMzMNFwvXLgQCxcuRIMGDUr08EmTJhV5TURERFSWbNpwsnbt2khJSTFcl2C2TlJubi6io6Nx6NAhp9dNRERE5AibRpSeffZZxMXF4fLly4b1MDt37sTp06clywiCgA8++MDmhnh6euLAgQNo06aNzWWIiIiIXMmmQOnNN98EAJw6dQoPHz6EIAg4d+4czp07J1nG3kAJAJo2bWrzm29ERERErmZToOTn54f58+cbrjt06IBFixahT58+Tm3Myy+/jCVLlqBfv35o1KiRU+smIiIispdDG05OmDDBcA6bM928eRN169bFyJEj0aVLFzRq1Aienp4meQRBwPjx453+bCIiIiJzJdpHydk6dOhQbB5BELiPEriPEhERUWlwaETJVfbs2VPWTSAiIiIyKFeBUv369cu6CUREREQG5SpQMnb79m08fPgQzZo1K/WppeTkZCxbtgznzp2Dl5cXIiIiEBUVZbFeytyBAwdw8OBBXLhwAX/++SdmzJiBl156ySJfSEiIRVqtWrWQmJjotD4QERFRyZW7QOmHH37AsmXL8McffwAAVq9ejQ4dOiAtLQ3jxo1DVFRUiY5NKU5WVhamTJmCwMBALF26FGlpaVixYgUyMjKwaNGiIssePnwYd+7cQdeuXbFz584i844cOdLkrUEPDw+ntJ+IiIicp1wFSmfPnsXs2bPRvHlz9O/fH+vWrTPcq1mzJoKCgnDgwAGXBko7duxAZmYmtm7dCn9/fwCAu7s75s2bh3HjxkGhUEiW/eijjyCT5W92XlygFBgYiNatWzut3UREROR8Nh1hIuXRo0c4ffo09u/fj4cPH5a4MRs2bMBTTz2FjRs3Yvjw4Rb3W7dujcuXL5f4OUU5efIkQkNDDUESAPTo0QNyuRwnTpwosqw+SCIiIqLKweGf7Nu3b0ffvn0RFRWF+fPn48aNGwCAv/76C2FhYcWOqFhz8eJF9OnTRzLgqFevHlJTUx1tsk2USqXFqJFcLkdQUBCUSqXTnrNx40Y8++yzCA8Px9y5c7kjORERUTnkUKB0+PBhLFmyBCEhIZg3b57JIbkBAQHo1KkTvv/+e7vr1Wq1kMvlkvfT09NdvpYnMzMTvr6+Fum+vr7IzMx0yjP69euHuXPnIjY2FlOnTsVPP/2E1157rcj61Wo1VCqV4Ss7O9spbSEiIiJpDq1R2rx5Mzp06IBly5YhPT0dixcvNrnfsmVL7Nq1y+56FQoFzp07Z3XaDQCOHz+Op556ypEml5gz9+WMjo42fN+uXTu0bdsWY8aMwTfffINXXnnFapm4uDisX7/eaW0gIiKi4jk0onTt2jWEh4dL3q9duzb++usvu+sdOHAgDh8+jF27dkGn0wHI34k7OzsbS5YswYULFzB48GBHmmwzPz8/ZGVlWaSrVCr4+fm55JnBwcFo3LgxLl26JJln7NixOHbsmOErISHBJW0hIiKiQg6NKLm5uRkCGWtSU1OL3XPImmHDhuH8+fP48MMPsWLFCgiCgHfeeQdZWVnQ6XQYMGAA+vbt60iTbaZQKCzWIqnVaqSkpCAyMtJlzy1uxEoulxc5LUlERETO59CIUnBwMP773/9avafVanHw4EG0atXKoQYtWrQIS5YsQWhoKJo0aYKAgAB06dIF//znP/HBBx84VKc9wsLCcObMGaSnpxvSjh49CrVajc6dO7vkmZcvX8atW7fw9NNPu6R+IiIicoxDI0ojRozAe++9hzVr1uCFF14AkB8gXb9+HatXr4ZSqcT06dMdblSPHj3Qo0cPh8uXxNChQxEfH49Zs2Zh/Pjxhg0n+/bta/I23MKFC5GQkIDTp08b0m7cuGF4+w/In6I8dOgQvLy8DEHW5s2bcefOHbRr1w41a9bEtWvXEBcXh3r16mHQoEGl1k8iIiIqnkOBUu/evQ0/4Ddu3AgAhsBIFEVMmjTJZaMvrubr64vY2FjExMRgzpw58PT0REREBKZNm2aST6fTQavVmqQdPHjQZMF1QkICEhISUL9+fezduxcA0LhxYxw5cgQHDhxAdnY2AgIC0LlzZ7z++utW37YjIiKisiOIJXid6+LFi/juu+9w8+ZNiKKIxo0bo2/fviWaQsrJycF3332H27dvIyMjw2LtjiAIpTIFV96pVCqEh4fj2LFjpX4WHhERUVVRokDJ2X7++WfMmjWryP2EBEHAjz/+WIqtKp8YKBEREbleuTrrLSYmBjKZDMuXL8f//d//cSqKiIiIypRDgZLxholSHJkiUyqVmDx5Mrp16+ZIs4iIiIicyqFAad++fcXmcSRQqlOnDtzdy9UgFxEREVVhDkUlZ86csUjTarW4c+cONm/ejOvXr+OTTz6xu96BAwciMTERL774ouTBuERERESlxSWLud98803UrVsXc+fOtaucKIpYunQpLl68iKFDh6J+/fpWA6Z27do5q6kVFhdzExERuZ5L5rnCwsKwbt06uwOlx48fIz09Hb///jt+//13i/uiKPKtNyIiIio1LgmUMjIykJOTY3e5JUuW4PDhw+jevTvatGnjskNoiYiIiGzh1EApKysLp0+fxtatW9GyZUu7y3///fcYOHAg3nvvPWc2i4iIiMghDgVKHTp0gCAIVu+Jogg/Pz+8+eabdtcriqJDARYRERGRKzgUKPXr189qoFSjRg088cQTiIiIgLe3t931tm/fHr/99huGDBniSLOIiIiInKpcHWHyxx9/YPLkyXjxxRcxfPhw7qlUBL71RkRE5HrlKlAaOHAgHj16hPT0dMhkMtSuXRtubm4W+Xbv3l0GrStfGCgRERG5nk1DNvfu3XOo8sDAQLvy16tXT3LtExEREVFpsylQGjBggEMBjL37Ha1bt87uZxARERG5ik2B0vjx4znSQ0RERFWOTYHSpEmTXN0OIiIionKnXL1WVtT+THqCIOD06dOl1CIiIiKqykocKOXk5CArKwvWXp6zdzG3tf2ZNBoN7ty5gwsXLqBZs2Zo3rx5idpLREREZCuHA6XExET8+9//xs2bNyXz2LuYe8GCBZL3zp8/j5kzZ9p90C4RERGRo2SOFDp27BjmzZsHrVaLIUOGQBRFRERE4Pnnn4e7uztatGiB8ePHO7Whbdq0QWRkJD755BOn1ktEREQkxaFAafPmzVAoFNi6dSsmT54MAIiMjMRHH32ETZs2ITk5GU899ZRTGwoAjRo1wqVLl5xeLxEREZE1DgVK165dQ79+/VCtWjXDmiKtVgsAaNasGYYMGYKNGzc6rZF6//vf/1CtWjWn10tERERkjUNrlLRaLWrUqAEAhsBFpVIZ7jdu3Bjbt2+3u959+/ZZTc/MzMSPP/6IkydPYuDAgQ60mIiIiMh+DgVKdevWxYMHDwAAnp6eqFmzJi5evIiePXsCAJKTk+Hl5WV3vdHR0RAEweobdG5ubhg4cCBmzpzpSJOJiIiI7OZQoNSmTRucPn0aEydOBAB069YNX375JTw9PaHT6RAfH49u3brZXe/atWst0gRBgJ+fHxo2bOhQ8EVERETkKIcCpWHDhuHYsWPIzc2Fp6cnXn/9dVy4cMFwVlvTpk0xY8YMu+tt3769I80hIiIicglBtDbP5QBRFHHt2jXIZDIoFArIZA6tEycbqVQqhIeH49ixY/Dx8Snr5hAREVVKDo0oaTQauLubFhUEAcHBwSVu0L1797Bjxw7cvn0bGRkZFuuVBEFAbGxsiZ9DREREVByHAqU+ffogIiIC/fr1w9NPP+20xpw4cQJz5sxBXl4eqlevbnizjoiIiKgsOBQoNWnSBF9//TW+/vprNGnSBP3790ffvn1Rp06dEjVm9erV8Pf3x7Jly5wagBERERE5wqGFRBs2bMCuXbswfvx4aDQarFq1Cv3798e0adPw3Xff4fHjxw415ubNmxg1alSZB0nJycmYNm0aunTpgl69emHZsmXIzc0tttyBAwcwZ84c9O3bFyEhIdi8ebPVfBqNBp9++ikiIiLQuXNnTJo0CVevXnV2N4iIiKiEHF5x3aBBA0ycOBE7d+7E+vXrERkZid9++w3vv/8+evfujUWLFtldp7+/Pzw8PBxtklNkZWVhypQpyM7OxtKlSzFjxgzs378fH374YbFlDx8+jDt37qBr165F5lu+fDm+/vprTJ48GcuXL4ebmxumTJmC1NRUZ3WDiIiInMApr6a1bdsW7733HhITE/H+++9DEATs3bvX7noiIiJw5MgRZzTJYTt27EBmZiY+/vhjhIWFoX///pgzZw72798PpVJZZNmPPvoIW7duxbvvviuZ58GDB9i5cyeioqIwePBgdOzYETExMRBFEdu2bXN2d4iIiKgEnBIoiaKIU6dOYeHChYiJiUF2djb8/PzsrmfgwIFQq9WYOXMmzpw5gzt37uDevXsWX6508uRJhIaGwt/f35DWo0cPyOVynDhxosiytmyJcOrUKWi1WvTu3duQ5u3tjW7duiEpKcnhdhMREZHzObSYW+/atWtISEhAYmIiUlNT4ebmZhiFKW76yZrhw4cbjjApKmj48ccfS9LsIimVSkRGRpqkyeVyBAUFFTuiZGv9tWrVsnijT6FQYP/+/dDpdFYDLrVaDbVabbjOzs4ucVuIiIioaA4FSlu3bkVCQgKuXr0KURTRvHlzvPzyy+jTp4/JSIy9xo8fD0EQHC7vDJmZmfD19bVI9/X1RWZmZonrz8rKsrpBpJ+fHzQaDXJycqzej4uLw/r160v8fCIiIrKdQ4HSihUrULt2bYwePRr9+/fHk08+6ZTGTJo0ySn1uIKTNjAHAKvBoL5+qUBx7NixGD16tOE6Ozsb/fr1c1qbiIiIyJJDgdLKlSvRsWPHMj+m5OHDh+jbty9Wr16NDh06OKVOPz8/ZGVlWaSrVCooFIoS1+/r62u1/qysLLi7u0se/CuXyyGXy0v8fCIiIrKdQ5FOWFhYmQdJes4c6QHy1wqZr0VSq9VISUlxSqCkUCiQlpaGjIwMk3SlUonGjRuXm99XIiIictJbb5VJWFgYzpw5g/T0dEPa0aNHoVar0blz5xLXrx+JO3jwoCEtJycHx48fR5cuXUpcPxERETlPid56q4yGDh2K+Ph4zJo1C+PHj0daWhpWrFiBvn37mowoLVy4EAkJCTh9+rQh7caNG7hx44bh+tq1azh06BC8vLwMQVbdunUxZMgQrFq1Cu7u7ggMDMSWLVsAAKNGjSqlXhIREZEtGCiZ8fX1RWxsLGJiYjBnzhx4enoiIiIC06ZNM8mn0+mg1WpN0g4ePGjyZlpCQgISEhJQv359kw04Z86cierVqyM2NhYqlQqtWrVCbGwsateu7drOERERkV0E0dmLfErRw4cP0adPH6xZs8Zpi7krCpVKhfDwcBw7dszqdgJERERUclyjRERERCTBrqm3jIwM7NmzBykpKfD390evXr3QrFkzV7WNiIiIqEzZHCjdv38fY8eORWpqquGV/P/85z+IiYlx6LgSIiIiovLO5qm39evXIzU1FcOHD8eKFSvwxhtvwMvLC8uXL3dl+4rk4+OD+fPno2nTpmXWBiIiIqq8bB5R+vHHH9GzZ0/MmTMHANClSxf4+vpi8eLFSElJQVBQkFMapNVqsX//fpw+fRoPHz7E9OnT0aJFC2RmZuL48eMIDQ1F3bp1AQDVqlVD//79nfJcIiIiInM2B0p//vkn2rdvb5IWEhICURSRmprqlEApNzcXU6dOxS+//AIvLy/k5uYajvvw9vbGp59+isjISLz++uslfhYRERFRcWyeetNoNPD29jZJq169OgAgLy/PKY357LPPcPHiRcTExGD37t0mx5O4ubmhe/fuOHXqlFOeRURERFQcp2wPIHXivb0OHz6MIUOGIDw83GqdjRo1wt27d53yLCIiIqLi2LU9wCeffIJ///vfhmutVgtBEBAdHQ1PT0+TvIIgID4+3q7G/Pnnn0VuN+Dp6YmcnBy76iQiIiJylM2BUmBgIARBwOPHjy3SAVikO6JGjRr4888/Je/fuHEDderUKfFziIio/Lj31S94uP485O6eEPK0CNzdnycOULlhc6BkfFaZq3To0AF79+7FSy+9ZHEvJSUFe/bswQsvvODydhARUen4TfhXwXci8gAIAG75rocAoKX4Zpm1i0jPZUeYPHr0yO4yEydORGZmJl566SXEx8dDEAQkJSVh5cqVGD16NDw8PPDqq686v7FERFTqjIMkAflBEgp+FQFcG7qjLJpFZMLpgdL58+excOFC9OnTx+6yjRo1QmxsLNzd3bF+/XqIooitW7diy5YtaNCgAWJjYw1TfUREVDkYB0nGaXk7b5VBa4hM2bWYW0paWhr27duHPXv24NatWxBFEcHBwQ7V1bJlS2zbtg3Xrl3DzZs3IYoinnjiCTRv3twZTSUionJIhGmwJAJw0gvVRCXicKCk0+lw4sQJ7N69GydOnIBWq8WTTz6JqVOn4vnnny/xBpTNmjXjgbtERJWY27N1oD39J0QIECCa3BMAtNRxjRKVPbsDpVu3bmHPnj1ISEhAamoqateujYiICHz77beYMGECevTo4ZSGPXr0CBkZGVbvcfqNiKjia3FqNJSvJCBn01WIKBxVEgA0yppQto0jKmBzoKSfWjt37hzkcjm6deuG/v37o1OnTrh79y4SEhJK3BiNRoONGzdi+/btSEtLk8z3448/lvhZRERU9hT/6Qf8p6xbQSTN5kApOjoajRo1wjvvvIOIiAiX7HHx8ccf4+uvv0aLFi3Qq1cv+Pr6Ov0ZRERERLayOVCSy+VISUnBwYMH4enpieeff95iN+6SSkxMRPfu3bF06VKn1ktERETkCJu3B0hMTMRbb72FnJwcLFiwABEREYiOjsZPP/1kcnhtSWg0GnTs2NEpdRERERGVlM0jSj4+Phg2bBiGDRuGq1evYteuXfjuu++QkJCAgIAACIKAzMzMEjWmTZs2UCqVJaqDiIiIyFkEsQTDQXl5eThy5Ah2796Ns2fPAgAUCgV69uyJHj164Mknn7SrvmvXruH111/H+++/j65duzrarCpBpVIhPDwcx44d45lIRERELlKiQMnYH3/8gT179mDfvn24d+8eZDIZTp8+bXc9x44dw9tvv406deqgQYMGkMlMZwcFQUBsbKwzmlyhMVAiIiJyPafszA0A9evXx6RJkzBx4kScOnUKe/bssbuOpKQkzJ07FzqdDiqVCvfu3XNW84iIiIjs5rRASU8QBHTq1AmdOnWyu+ynn36KwMBALFu2zO5pOyIiIiJnszlQ+umnn+yuvF27dnblv337NqZNm8YgiYiIiMoFmwOlSZMmQbDxhEJRFCEIgt07aAcGBuLx48d2lSEiIiJyFZsDpenTp5sESo8ePcK6deswePBgPPHEE05pzMiRI/HVV19hxIgR8PLyckqdRERERI6yOVB66aWXTK7T09Oxbt069OrVCx06dHBKY6pXrw5vb28MGzYMkZGRqF+/vsVbbwDQv39/pzyPiIiIqChOX8xdEtHR0YbvN2zYYDWPIAgMlIiIiKhUlKtAae3atWXdBABAcnIyli1bhnPnzsHLywsRERGIioqy6Wy7ffv2IS4uDn/88QeCgoIwceJE9OzZ0yRPSEiIRblatWohMTHRaX0gIiKikitXgVL79u3LugnIysrClClTEBgYiKVLlyItLQ0rVqxARkYGFi1aVGTZQ4cOYcGCBXj11VfRsWNHHDt2DHPnzoWPj4/FGXYjR45Enz59DNceHh4u6Q8RERE5rlwFSuXBjh07kJmZia1bt8Lf3x8A4O7ujnnz5mHcuHFQKBSSZdeuXYuePXsiKioKQP7I0c2bN7F27VqLQCkwMBCtW7d2WT+IiIio5EocKNm6ZYA1+/btAwD069cPgiAYrovjyjVKJ0+eRGhoqCFIAoAePXpALpfjxIkTkoHSnTt3cPPmTUydOtUkvU+fPoiOjkZ6erpJnURERFT+2Rwode7c2Wq6+bYBeoIgICkpqcg6o6OjIQgCIiIi4OHhYbgu6vg5Vy/mViqViIyMNEmTy+UICgqCUqksshwAi0BKoVBAFEXcvHkTbdu2NaRv3LgRn376Kby8vNCpUyfMmDEDgYGBkvWr1Wqo1WrDdXZ2tj3dIiIiIgfYHCi1atWqRKNH1ugXb+vX55SHxdyZmZnw9fW1SPf19UVmZqZkuaysLACwOKDWz88PAJCRkWFI69evH7p27YqaNWvi+vXr2LBhA1577TVs27bNkN9cXFwc1q9fb3d/iIiIyHE2B0rr1q1z+sPNF2/v27cPQ4cOxTPPPGM1/4ULF7Bjx44yWfRd1CiXMfNgUl/OON14G4R27dqhbdu2GDNmDL755hu88sorVusdO3YsRo8ebbjOzs5Gv379bG4/ERER2c9yN8cytG/fPqSkpEjev3v3LhISElzaBj8/P8PokDGVSiU52gPAMAplXlZ/XVTZ4OBgNG7cGJcuXZLMI5fL4ePjY/jy9vYush9ERERUck4JlLKysvDdd99h06ZNxa5LKons7GyXv0avUCgs1iKp1WqkpKQU+cab/p55WaVSCUEQ0KRJkyKfa+uIFREREZUem6fejh49ij179uDdd99FnTp1DOmXLl3Cm2++iYcPHxoOww0JCcEnn3wCd/fiq7969SouX75suD537hw0Go1FvqysLHz99ddo3LixrU12SFhYGP7973+bvKV29OhRqNVqyQXtANCwYUM0adIEBw4cQPfu3Q3piYmJaNWqVZFvvF2+fBm3bt2yWEROREREZcvmQOngwYO4deuWSZAE5K+3SU1NRUREBFq3bo3jx4/jzJkz+PrrrzFq1Khi6z169KhhkbIgCNi5cyd27txpNW/16tXx4Ycf2tpkhwwdOhTx8fGYNWsWxo8fb9hwsm/fviYjSgsXLkRCQgJOnz5tSJs8eTLmzp2LoKAgPPvss/j+++9x6tQprFq1ypBn8+bNuHPnDtq1a4eaNWvi2rVriIuLQ7169TBo0CCX9o2IiIjsY3OgdOnSJXTt2tUi7dq1a3juueewePFiAMCIESPwyiuv4ODBgzYFSgMGDED79u0hiiKmTJmCcePGITQ01CSPIAioXr06FAoFqlWrZmuTHeLr64vY2FjExMRgzpw58PT0REREBKZNm2aST6fTQavVmqT17NkTubm5+Pzzz7FlyxY0atQIH330kclmk40bN8aRI0dw4MABZGdnIyAgAJ07d8brr79u9W07IiIiKjuCaOPimPDwcERFRWHYsGGGtG3btmHFihVYunQpwsPDDekbN27Epk2bcOTIEbsas27dOvTo0QPNmjWzq1xVpFKpEB4ejmPHjllsSUBERETOYfOIkrV46vfffwcAi6M4atWqhUePHtndmIkTJ9pdhoiIiMhVbH7rLTAwEFeuXDFJO3fuHOrUqYNatWqZpBf3Kj0RERFRRWBzoBQWFobvvvsOSUlJyM3NxdatW3H//n0899xzFnkvXrxY5HEcRERERBWBzVNvL7/8Mr799lvMnDnTkObj44OXX37ZJN/jx4+RlJSEgQMHOq+VRERERGXA5kApICAAmzZtwqZNm3D79m00bNgQY8aMsRg5+vXXX9GmTRs8//zzTm8sERERUWmy+a03Kl/41hsREZHrlauz3oiIiIjKEwZKRERERBIYKBERERFJYKBEREREJIGBEhEREZEEBkpEREREEhgoEREREUlgoEREREQkgYESERERkQQGSkREREQSGCgRERERSbD5UFwiIqKiZGZm4lqNLQVXYsFX/vcCUPCVn1b4K+A75Wk0WdOrdBtLZCOOKBERkVMUBklAfgiU//8yCBAKrkXoA6bCtKzY3/HbMxtLs6lENmOgREREJfaTsMYiTT+KZJwis5IGAOJvGa5qGlGJMFAiIqJSIpoFSZVP+r7zSO+2HOndLQNHqpi4RomIiEquXjXg/mOTJP00WyEBYiUOltKFt6xe+4tLy6I55CQcUSIiohJrd+81sxTR8P+iYWG3CB2Ml3jnpwkAmj96vZRa6hrmQZLJva2nS7El5GwMlIiIyCnaia+jQWJvoEE1oL4cqC1AbOAOBHoA9d0gBMog1PMAGnpBrAsIgTL4TXkaz4gz4OHpUdbNd53RO8q6BVQCnHojIiKnCezdDIF3mpV1M8qXwOpl3QIqAY4oERERldTsMMlb/n8sKL12kNNxRImIqIq5MPu/uL/5EgQd4FHNE5rcXMANEAQBggAI0ELQAm7yatBq1BBELQSZLH+TSFGEIIqQeVSDmKeGTNRCEARAJoMgE+Hu7YW2V14q6y6WOv+YQUgP8ALeO2yazoXcFZ4giqJYfDYqb1QqFcLDw3Hs2DH4+PiUdXOIqII4LGxE4ftohbtk508vGL+RJkIGsWBTyMJF10LBrzJD3sIdtvUEAIKXgPY5k13aF6LSwBElIqIqIj9IAgrDmsJgKf+qMNwpDJIK81sGSaZl8hXU94j/BqfKgWuUiIiqONFw8ppxirnCPLbug/THhl+Lvr/xHC4IK3FBWIm7K8/YWCtR6WKgZEVycjKmTZuGLl26oFevXli2bBlyc3NtKrtv3z4MHToUYWFhGDFiBA4dOmSRR6PR4NNPP0VERAQ6d+6MSZMm4erVq87uBhGRTczDJABWUgoDJFvHimoMVUjeu1ArFg/HHjdcp71xEhe8V9lYM1HpYaBkJisrC1OmTEF2djaWLl2KGTNmYP/+/fjwww+LLXvo0CEsWLAA3bt3xyeffILQ0FDMnTsXp06dMsm3fPlyfP3115g8eTKWL18ONzc3TJkyBampqa7qFhER/F4IhGmYYzztZko6dBLMVjJJl6oeUMT6yTS1ZVqOTjo/URnhGiUzO3bsQGZmJrZu3Qp/f38AgLu7O+bNm4dx48ZBoZD+F9LatWvRs2dPREVFAQBCQkJw8+ZNrF27Fh07dgQAPHjwADt37sTs2bMxePBgAEDr1q0RGRmJbdu2Ydq0aa7tIBFVWR0S+uDKh2dxe17hlJj+4Fr9DtrGYZB+b20Bosm1fp/t/PVK+nJG9XkA7dVTXN0dolLBQMnMyZMnERoaagiSAKBHjx6Qy+U4ceKEZKB0584d3Lx5E1OnTjVJ79OnD6Kjo5Geng5/f3+cOnUKWq0WvXv3NuTx9vZGt27dkJSUxECJiFzqqfdC8NR7IWXdDDKT4zcbyFLD+E3EfKLJ98b3LNK3jYXHi51Kp8FVCKfezCiVSotgSC6XIygoCEqlsshyACzKKhQKiKKImzdvGvLVqlULNWrUsMiXnJwMnY5Dz0RU+XkOaGSR5tGlbhm0pGzlXL6NHGF6QZAE6CdBzac3CzdhEGG52L6gzKg45AkTXdziUhKxABCGmH6dvVAmTeGIkpnMzEz4+vpapPv6+iIzM1OyXFZWFgBY7Gnk5+cHAMjIyDDks7bvkZ+fHzQaDXJycqzeV6vVUKsL5/Szs7Nt6A0RUfnUbM8QAMCFaisBEXhGPaOMW1RGWsRYScwPiPI3aBAAaE2nNs22bTDfFysvNxcenp6ua7OrCUOsp3f4AAioDqRtKdXmcETJRrbuyykIpnG+vpxxunkeqXzG4uLiEB4ebvjq168fACA9Pd2QJyUlBbdu3TJcZ2Zm4sIF0wj85MmTRV7rpwb1fv/9d/z11198Bp/BZ/AZLnnGM49n4Bn1jArfj5I8wzrzLTzt0P3jivt7tf3bIrsm/pXj9H4Uhztzm+nVqxciIyMt1gqNGDECrVu3xvvvv2+1XFJSEt544w1s374dTZo0MaT/9ttveOWVV7Bhwwa0bdsWK1euxLfffovExEST8ps2bcKaNWtw8uRJyGSW8au1EaV+/fpxZ24iKlKiz2YgO39K3/jHreIfrRA8l2uVylqOMF3ijvGO58YjSjorYZPxeiYAv78Lj5ZNnNjKUtRtLvDD5aLziDtLpy0FOKJkRqFQWKxFUqvVSElJKfKNN/0987JKpRKCIBiCJ4VCgbS0NMNUnHG+xo0bWw2SgPx1Uj4+PoYvb29ve7tGRFVMotsmyVfule/+hkNe/ynlFpGFJS9YSTQOkiw3YBCtbvFQmFZhgyQA2P12WbfAAgMlM2FhYThz5ozJlNbRo0ehVqvRuXNnyXINGzZEkyZNcODAAZP0xMREtGrVyvAWXceOHSGTyXDw4EFDnpycHBw/fhxdunRxal+IqOpKCtsDiCIg6I8fscK2fXTJhaq/1QfVxU+MUozfaNMVfBnf05+4V7jE21CmVSA8xHWubrJrBfgXff+J2qXSDGNczG1m6NChiI+Px6xZszB+/HikpaVhxYoV6Nu3r8mI0sKFC5GQkIDTp08b0iZPnoy5c+ciKCgIzz77LL7//nucOnUKq1YV7jZbt25dDBkyBKtWrYK7uzsCAwOxZUv+wrRRo0aVXkeJqFLLPp1uCJKo/DMNlqo4cSfwYTww70vTdO12QGLWxZUYKJnx9fVFbGwsYmJiMGfOHHh6eiIiIsJizZJOpzNZUAYAPXv2RG5uLj7//HNs2bIFjRo1wkcffWTYbFJv5syZqF69OmJjY6FSqdCqVSvExsaidu3Sj5SJqHIKjHoS91ZdY7BEFdN7I/K/ygEu5q6gVCoVwsPDuZibiCQlum3Kn34r+FvePGTy/psvOp+XeBWbiABwjRIRUaUVoX0ZQe+2sEiXeQC9xVcYJBHZgFNvRESVWKvFz6LV4mfLuhlVUsb4LwG3PAhwB2Q6QAAEUQQ0MggaDVDdA4KoAXQC0KoBvKf1KOsmkxUMlIjKUKu3U/HXo8JrQRThJQLu+v1QREAuipABcEP+ELAgihBEEe4iICvIJwAQRMCtIK8gioZ3YwQxv5xMFPP/gy/IoxdYG/g0pnGp9JeoKsgQ5sD44JH8d9UKjxQWDG+tme5vlT19NxAdAe8PrG0ZQGWFU29EZeT4BdMgCQCqifn/ehH04Y8gQIf8NHcUBEpCfnr+ye1CYV5RLAymCvKIRnndkR9AyVB4YrwA4H4qkJv7uHQ6TVTJZVy9a/heMPqfPhwyPX7E/L9GAPNNNyOmsscRJSrXusWp8cMfMNouxOjdg4Jvn/QDrs2oVtpNK7EXrWx3IoflgludIEBm/s6FIEAn5I8g6ckEIX9Y3wr9CBOs1A8AL025h6/jOKpEVGItVkjesvxvr/B8Niq/OKJE5Zbwj4IgCQAgmgZJRq5nAsIijogQUTnQshZsD34YJFUEDJSoXBq6TW2aYO3vE7N/ntVeWrGCpZ1RlmlqWHZVEEVYHEIhihajTDpRlPxrVxQEKwcdFNocG1hcc4nIBjUuvIPCw0csjx+BWYpQxF0qHxgoUbm0U1l8HnMPK1achI5P1Uad6qZpjwUgD/q/YEXDuiNNwZcOgCjmp+cvBRUL8woCtGZ5BF1hXg3yp/F0KFxmKgJo1ADw9Kx4U5dE5VUNMQbGR40YHzdS+L2uYOLN6CiSGtXgLa4siyZTEbhGicql7g2Ao3eLz2fM18M1bXGl8//kbuxElVF+sESVAQMlKpKwTONwWXG243+8jrwqh/APo+k3a2seza4z3+GoCBERORen3khSSYIkAPAsYXnxXTme8Da0RjKfnxwQ32eQREREzscRJXIZZywZSp4hd0ItREREjuGIEhEREZEEBkokqaVfycqv7OKcdhAREZUVBkok6feJ7ngmwLGyfw8GpnfkzC4REVVs/ElGRfr1Nf4RISKiqosjSkREREQSOFxAAADP5Ro8lthBvyT7IREREVVkHFEizDsqHSQBgP8nJdsPiYiIqKJioET48H9F389QF32fiIiosuKcClVojT5+jBSV/ko0+QWi2bXJ92LhqbDGGYzLmoyyGec3urZ4pvE983aIpuUByMX8/wgV/sCF6FrSHSUiojLBESXC2ueKvt/As3TaYS9hkXmQJMBw1IkoAkLB90bJRqWNypkni2bfG12bFBPNyhWkFTGNaVzASwS8AHgAuJ0O+M94aEtBIiIqRQyUCJM6uKOWxFFpbgDuRJW/gccDV8wPSDGKhATBKEgSTLMYB0zG+WCeLvFgARKBV1Hp+uCtMMlNFGF8OIu+2P+u/SXxYCIiKgvl7ycglYnUaRXrj8LEBDsyC0Lh9Jet94osU/B/Uvdt4CaRPn27DifecbhaIiJyMo4oUYX0vwl2ZC4qoJG6V2SZYu7bQOo9woPTvUpULxERORcDJaqQavmYzxUaL8gWTRdQ62+LsFxkLerXNhnds1jIbXzPSj0wu2eRbrzmKZ9OEPDIrFoAqF69upUKiIiorDBQogpLfL8a9g7XX5ktzi5q6sw8n3EVonFd+u+Fwnv6Kg3rm8zXHwnSa5XMqAUgt+D73ROB9JV8642IqLypWAtTiMz0b1kN4gdl3QoiIqqsOKJEREREJIGBEhEREZEETr1ZkZSUhDVr1uDmzZuoW7cuRo8ejeHDhxdbTqPRYO3atdi7dy9UKhWeeeYZzJ49G8HBwYY8Z8+exeTJky3K9urVCx999JFT+0FEREQlw0DJzC+//IJZs2ahX79+mDlzJn7++WfExMTAw8MDgwYNKrLs8uXL8e233+KNN95A/fr1sWnTJkyZMgVffvklateubZJ3/vz5aNKkieHa39/f+Z0poXX/0yA1CwjyA15uxz8qVDIfTv4Nf93TGta5CzodBFEsXPeuE+FWsADfkAfAom/b21T/xR/+wK4PrueX09cjioBOzH9OwbP0dYdNfQKd/v5kCXtFRJUdf/qZ2bBhA1q0aIEPPshfIRwSEoL79+9j7dq1iIyMhExmfbbywYMH2LlzJ2bPno3BgwcDAFq3bo3IyEhs27YN06ZNM8n/5JNP4umnn3ZtZxw04CsN9t02TXvliAbz2gOLuvOPDDnmr/u6wkBFp8uf9zd669ANIgTjtxBFESKA91/4X7HB0ke9TgCawmNrROQHYgAgyIT8k2VEQBABsSCIOrn6Fk6uvoVZJ7o7q4tEVAlxjZIRtVqNM2fOoHfv3ibpffr0QWpqKi5fvixZ9tSpU9BqtSZlvb290a1bNyQlJbmsza5gHiTpLf5f6baDKo8PJ/9qcm3D7gnWj5eRorXMb7JLQ8F2Djp76yWiKo+BkpGUlBTk5eVBoVCYpDdt2hQAoFQqJcsqlUrUqlULNWrUMElXKBRITk6GruBft3ozZsxAaGgoXnjhBaxcuRK5ubkgqqzqBpX+ycqW5yAzQCIi+3EexUhmZiYAwNfX1yRdf62/b01WVhZ8fHws0v38/KDRaJCTkwMfHx/4+Pjg5ZdfRrt27VCtWjWcOXMGW7ZsgVKpxL/+9S/J+tVqNdRqteE6Ozvbnq4RlakJ84Ixe/Cv0O+Dbti3U5+hYJrNJJQp4TExzq6PqLzKu3sXaDgf+v+yBLOjBArX/JkdH9ChMWQ/Liy9hkppPxP46ab1e/fXAnXrlmpzzFX6QEmlUiE1NbXYfA0aNDB8Lzj4L09r5fTrIfT3WrRogRYtWhjud+jQAbVr18bSpUtx4cIFPPPMM1brjouLw/r16x1qF1F58O76RvjHhNvQiflrkURRhEy/mFtE/tSY0aJrwPbF3DJ3QJcnmowamQRjBcfVyPTfE1UmDeebJRj/LBKlp7rPJEPnPR6y7A2uaZctvEYCuXnS9+tNBsSdpdceKyp9oHT06FFER0cXm++LL76An58fAMuRo6ysLAAw3LfG19fXkM+8rLu7O7y8pA877dWrF5YuXYpLly5JBkpjx47F6NGjDdfZ2dno16+fdIdKQJztjmrLNFAbpXm7A6o3Kv0fF3KhmrX9sewbf5fU/faBzrj1+z18EXUdKAi29MfYiEZvvQGFP0J6L2iG1r0auaQ9RKUlTzA9Idx8pZ7ptZV/JOQUEaSUhqKCJD1hSJkGS5X+J9+AAQMwYMAAm/Kq1Wp4eHhAqVQiLCzMkH7jxg0AsFi7ZEyhUCAtLQ0ZGRkm65SUSiUaN24s+bacreRyOeRyeYnqsMfj2ZX+jwZVMk88HYi5RwJLXM+qjolAHkwOVta/qSeIRtMaGm3BtVEeUcxP05ldG2+DUDCyJdMZpevzGP0cEwC8eHdkse1NbP0N1MqCqXgRELRGbTCqz7uND7r9b4gjvyVUgVlMQZPduJjbiFwuR4cOHXDo0CGT9MTERNSuXRvNmzeXLNuxY0fIZDIcPHjQkJaTk4Pjx4+jS5cuRT43MTERAMrtdgGlTfhIDeEfpl91PlYXX5CohH7bp8wPkgoIKJg2FwRAJtMnAIIAQRAgA0z2ZxIEAZDlfxnSjOvQl9Xl/+VrmGI0OktZ/yUCSOj7bbFtVt/MKaxbJkB0L6jMTYBoVG/OeZVTfo+onGkdCKsjRZVJe+lBitLAYQMz48ePx4QJE7B48WL06dMH58+fx65du/Duu++ajAoNGjQI9evXR2xsLACgbt26GDJkCFatWgV3d3cEBgZiy5YtAIBRo0YZyr3//vsICgpCixYtDIu5t27diueee46BEgDZR2rLfwKJQGouoNVq4ebmVlZNoyrgyPwr0jcFAaIgmG5mqb9lllUUCv8YW/vXvGD+vSha/KwTAGSdt5zON7Y34Aur7czfMAr50Zi28NZ3/lvQJ31MkXVSxeLxy6KC6bf8P0AixIIJN9EoTf9nzvhVigJXF5RSSyX88k/gb+8Unefs8tJpiwQGSmb+9re/Yfny5VizZg0SEhJQt25dzJ4922JXbq1WC61Wa5I2c+ZMVK9eHbGxsVCpVGjVqhViY2NNduVu2rQp9u/fjy+++AJqtRoNGjTA2LFjMXbs2NLoXrknApLjxJ5LtMh7l4ESVXxOmwrxEPI32rSRux//yq+MPMT1yHvwABiyAfm7qz4GBHegmgxCLgBRDcg88jNrHwPyakDPpyF7f2hZNjtf66fy1x9FfwkcOgdodYCbLP9fGzveBOrVK+sWQhBFvgJSEalUKoSHh+PYsWNWtyWoqISPrEyxFfwJrSkHHs4uvXVaVPVkPMjCpr4n8y9Es7eFRDH/2BX9tUYLN51oWMtkMkqkEyEruGdYx6S/J4oQtCLcAJMF5uZrikQATcY1RqfFHYts815fs1ElUYRMU7B4XWu6vqKP5uUi6yIiS1yjROVKI29ITrczSCJXq1HXFzWbVzdciyjY4kMnAjqdYZsB6HSAAOgAiELh7jSiKAJaHUSdWJimT9fXUzAlpkXhH3X9zJvOqIyHv3uxQRIANHrjyYJ6C8610xRUpoXJBEzTmP9zzm8SURXDEaUKqrKOKAGAz1I1sjWmaV8OAEa2ZqBEROQMYp3JQGoOjMJ1AJabVZr+y1W0yA+L/A6q4ws8+I/j5V2IE9ZU7qjeYkBEROQK4rI9wJzt+ivkjzvmj2UKFq8Z2BL4OGms5c+s/P2S1k4EJvVxTp1Owqk3IiKiqsIQJAHGq+cKgyTjDSrMgyDj9zil3ucs4asKk9eVrLwLMFAiIiKqsoo44sQqs71bqgAGSkRERFWY4+FO1djzm2uUiKqwxf+8hdzHOsjd89/SchMArVaEh0yWv2ehTgtRyH+VXRRFaNQivDzcIQLIU2tQrVr+m1aiB6B9JMJTLgd0IrQ6df6ht+6ADCKgFuEhd4eY54ax7wahevXqxbSMiFxCUQtQPjRKyJ9mE03WKBlvl2oeRpkv4jZXwlGm5mW/b5I5BkpEVdDIV5PzXycXBMPfazKjc8zcdFrT4zkMewoJkOk0kOn/Ui0oKxScXyZAnb+Pj864XMFeQoIGEDV4f/R1CACWfdO6lHtNRMKNFRA3HQNe+bwgpXDfbtEwDWct2JF6q01qPZMDtk0HXgwveT1OxkCJqIrJyyvYe0EQCn8VkX/sRcFfkzoBcCsIjmTGeZG/Ya5hY0RBAHQ6k3PLIAjQyQA3rS5/NMm4eMHfqSKAuI+uYezcZi7pIxFJE14OB14OL+tmVBgMlMiplp/UYPZJKzfyd92zTDP+1ez774cB3YI9nNtAwoSoO5aJggDRaCdqsSCgsboCwWw0XgbBaO+Vwvok340pKP/bj4/sbjsRUWljoEROIyzTWL9hLUgCCn/gSozcPrcdqOaWh9y3GCw5U4cO7jieZPlZWRzUCsvzia3RwcpbIUXtY2sYjSqm4irqQfIDHOt4NP+i4AgU6AqPQpHB6FpXGNw2nNAE7Zd1LpM2E1VmfOuNXKu4aWvzrTvMPNZaplHJTB3f0DLROLARRQhmR3BY3jNKFSzGkwxnmBW1qmHZTq5RMhff8Kv8IKngyBMBMERH+iDJcHC0WTB6Z/1N7Klhdu4bEZUYAyUqPzjCUGq+2tg4/xtRBMT8XXnFgpELfWSj/4GsA6ATRegKzjoThfydV3SiCLGgrA6Gn+2G0Q6dIEAHAToAWv29glGR+ZualG6HKwpd4bcm/zkIAkRZYbp+SZm1/2R+/uBHlzWPqCri1BuVH1Vj77JywxAsUYUgGkVFgiBAFMTCRfVGbq28irYLQ0uvYUSVHEeUyGkkF/4WpZjzFH0ZyhMBgEVQZC1IAoCA7nVc3xiiKoQ/hshpdLPdsfeyBpF7zW7oF1oU99abYHp9dyJQvxYXcldF0QPPQqsG8vcSKNyTCQW/CgUvCJju8ZT/R8ivoQeiNnUoi2Y7lclCelGEoDNKL5gCtRYsdd3Vu3QaSFRFCKJY1OspVF6pVCqEh4fj2LFj8PHxKevmEDnNBy+cNRpdFCETzc6iKlgM5aazTNdf13/GC2NX/l8ptNb5jr58BH8e/LPwHxb6t9v0b70VrCMTgPz1YChI95Oh/+1RZdZuosqKI0pEVL4YBUmC1W0l8je5tDarqx+F+eNCxd2jqfumHmXdBCIywjVKRFSuWV/7ZiXVWhoRUQkxUCKicku0skeTKBYcxGuRmasIiMj5GCgRUbmycH9IwXcF586h8KVIUcyfjhMKAijj9MISwLuHw0qzyURUiXGNEhGVO4XBEhFR2eKIEhEREZEEjigRUZXycdgRy7PtCs6wE8y2Img+MBAR77cp9TYSUfnBESUiqjK2jD2VHyQJgsmXIAiAzDQNAK7svlfGLSaissZAiYiqjAeXc6xuI5B/ALBgdS+CXW+cdnm7iKj8YqBERFQEuS+P0SGqyhgoEVGVoehe0+p+SwJQcDSKZZkXFrVzebuIqPxioEREVcbgD9vC3UswnBcHnQ4QRcMmlob0gkXdvZe3KusmE1EZ41tvRFSlTD/Cs9SIyHYcUSIiIiKSwBElK5KSkrBmzRrcvHkTdevWxejRozF8+PBiy23YsAE//fQTfvvtN2RnZ2PTpk14+umnLfKlpqZi+fLlOHnyJARBQLdu3TBr1izUqFHDFd0hIiIiB3FEycwvv/yCWbNmoUWLFvjkk0/Qv39/xMTEYNeuXcWW3blzJzQaDZ599lnJPBqNBtOnT8e1a9cQHR2NefPm4fz585g1a5bhvCoiIiIqHziiZGbDhg1o0aIFPvjgAwBASEgI7t+/j7Vr1yIyMhIymXRsuW/fPshkMpw9exZHjhyxmufIkSO4cuUKvvrqKzz55JMAgDp16uC1117Df//7X4SF8TBPIiKi8oIjSkbUajXOnDmD3r17m6T36dMHqampuHz5cpHliwqi9E6cOIHg4GBDkAQAbdq0QYMGDZCUlORYw4mIiMglOKJkJCUlBXl5eVAoFCbpTZs2BQAolUq0bNmyRM9QKpVo0qSJRbpCocDNmzcly6nVaqjVasN1dnZ2idrhiLt375b6M4mIqGpo0KBBWTfBKgZKRjIzMwEAvr6+Jun6a/39ksjKyrKoHwD8/Pxw48YNyXJxcXFYv359iZ9PREREtqv0gZJKpUJqamqx+YwjWcHKWVDOZK1+URSLfO7YsWMxevRow3V2djb69evntDZxtIiIiMqSrT+HSnvkqdIHSkePHkV0dHSx+b744gv4+fkBsBw5ysrKAgDD/ZLw9fW1OjKVlZVVZP1yuRxyubzEzyciIiLbVfpAacCAARgwYIBNedVqNTw8PKBUKk3ePtNPiZmvXXKEQqHAlStXLNKVSiW6dOlS4vqJiIjIefjWmxG5XI4OHTrg0KFDJumJiYmoXbs2mjdvXuJndO7cGdeuXYNSqTSk/frrr7h79y4DJSIionKm0o8o2Wv8+PGYMGECFi9ejD59+uD8+fPYtWsX3n33XZPX/wcNGoT69esjNjbWkPa///0Pf/31l2EE6syZM7h79y4aNGhg2KG7R48eCA4Oxttvv42pU6dCq9Vi5cqVaNu2LTp16lS6nSUiIqIiCSK3g7agP8JEqVQajjAZMWKESZ4BAwagfv36WLdunSFt4sSJ+Omnnyzq69+/PxYsWGC4Tk1NxbJly/Df//4XAAxHmPj7+9vcxqysLHTv3h0JCQnw9va2r4NW/PHHHyWug4iIyNXq16/vtLq8vb2LfYGLgVIFdf/+fae+9UZERFTVHDt2DD4+PkXmYaBUQel0Ovz555+oXr2607Yz0G854KxRqvKqqvQTqDp9ZT8rF/azcinP/bRlRIlrlCoomUyGevXquaRub2/vYiPsyqCq9BOoOn1lPysX9rNyqaj95FtvRERERBIYKBERERFJYKBEBnK5HBMmTKj0O4BXlX4CVaev7Gflwn5WLhW9n1zMTURERCSBI0pEREREEhgoEREREUlgoEREREQkgYESERERkQRuOEkAgOTkZCxbtgznzp2Dl5cXIiIiEBUVBU9Pz7JumkP27t2L6Ohoi/RXXnkF06ZNM1zrz/W7efOm4Vy/4cOHl2ZT7XL79m1s3rwZFy5cwPXr19G4cWPEx8db5LO1X5s3b0Z8fDwePnyIZs2aYfr06QgJCSmNrhTJln4uWLAA+/btsyj7ySefICwszCStPPbz0KFD2L9/Py5duoSMjAwEBQVh2LBhGDJkiMkB3BX9s7SlnxX9swSA//73v4iLi8ONGzeQnZ2NunXr4rnnnsPEiRNNNlms6J+nLf2sDJ+nMQZKhKysLEyZMgWBgYFYunQp0tLSsGLFCmRkZGDRokVl3bwSWbVqlclfUnXq1DF8/8svv2DWrFno168fZs6ciZ9//hkxMTHw8PDAoEGDyqC1xbt+/TpOnDiBVq1aQafTQafTWeSxtV+bN2/G6tWrMXXqVLRo0QLffPMNZsyYgf/85z9o1qxZKfbKki39BICGDRti8eLFJmkKhcLkurz2c8uWLahfvz6mT5+OWrVq4ezZs4iJicGdO3cwY8YMAJXjs7Sln0DF/iwBICMjA3/7298watQo+Pr64vr161i3bh2uX7+O1atXA6gcn6ct/QQq/udpQqQqLy4uTuzcubP4119/GdL2798vtm/fXrxx40bZNawE9uzZI7Zv396kT+amTZsmvvzyyyZpixcvFiMiIkStVuviFjrGuF3z588Xhw8fbpHHln49fvxYfO6558R//etfhjwajUYcNmyY+M4777io9bazpZ9S6cbKcz/T0tIs0pYvXy6GhYWJjx8/FkWxcnyWtvSzon+WUnbu3Cm2b99efPDggSiKlePztMa8n5Xt8+QaJcLJkycRGhoKf39/Q1qPHj0gl8tx4sSJsmuYC6nVapw5cwa9e/c2Se/Tpw9SU1Nx+fLlMmpZ0YynZKyxtV+//PILVCoVIiIiDHnc3NzQq1cvnDx5EmIZb69WXD9tVZ77GRAQYJHWvHlzPH78GJmZmZXmsyyun7Yq7/20pkaNGgAAjUZTaT5Pa4z7aauK1E8GSgSlUmkxJCqXyxEUFASlUllGrXKOESNGIDQ0FAMHDkRcXBy0Wi0AICUlBXl5eRb9btq0KQBU2H7b2i/9r02aNLHIl52djQcPHri+sU5w584dhIeHo2PHjhgzZgyOHTtmcr+i9fPnn39GjRo1EBAQUKk/S+N+6lWWz1Kr1eLx48e4dOkSNmzYgK5du6J+/fqV7vOU6qdeZfk8Aa5RIgCZmZnw9fW1SPf19bXrX3zlSe3atTFp0iQ888wzEAQB33//PWJjY/HgwQO8/fbbhn6Z91t/XVH7bWu/MjMzIZfLLRbrG+erV6+eq5tbIs2bN8fTTz+Npk2bQqVSYfv27Zg9ezb++c9/omfPngAqVj9///137NmzBxMmTICbm1ul/SzN+wlUrs9ywIABhh/yYWFh+Mc//gGg8v23KdVPoHJ9ngADJSpCeRr6tFenTp3QqVMnw3XHjh3h6emJrVu34rXXXjOkC4JQFs1zOVv6ZS2P/jOvCL8vo0aNMrnu1q0bxo0bh88++8zwlzFQMfqZmpqKt956C61atcKrr75qcq8yfZZS/axMn+XKlSuRk5ODGzduYMOGDXjzzTdNFjlXls9Tqp9ubm6V6vMEOPVGAPz8/JCVlWWRrlKp4OfnVwYtco2ePXtCq9Xi8uXLhn6Zjxzpfx8qar9t7Zefnx8eP36Mx48fm+RTqVQALP/VWxHIZDL06NEDSqUSubm5ACpGP1UqFaZPnw5PT098/PHHcHfP//drZfsspfppTUX9LAEgODgYbdq0weDBg7Fs2TKcPXsWR48erXSfp1Q/ranInyfAQImQ/8qm+ZoctVqNlJQUi/n0isx4hCwoKAgeHh4W/b5x4wYAy9dYKwpb+6X/1Vo+b29v1K1btxRa63zmo6DlvZ+PHz/GzJkzkZaWhlWrVpm8UFGZPsui+imlon2W1jz11FNwc3NDSkpKpfo8zRn3U0pF/jwZKBHCwsJw5swZpKenG9KOHj0KtVqNzp07l13DnOzgwYNwc3ND8+bNIZfL0aFDBxw6dMgkT2JiImrXro3mzZuXUStLxtZ+/e1vf4OPjw8OHjxoyKPVanHo0CGEhYWVq2FvW+l0Ohw+fBhNmzY1rHsoz/3UaDR45513cOXKFaxatcpkISxQeT7L4vppTUX7LKX8+uuv0Gq1aNiwYaX5PK0x7qc1Ff3z5BolwtChQxEfH49Zs2Zh/Pjxhg0n+/btW2FHVqKiotChQwc8+eSTAIDjx4/jm2++wYsvvojatWsDAMaPH48JEyZg8eLF6NOnD86fP49du3bh3Xffddrr6c6Wm5uLpKQkAMAff/yB7Oxsw1+87du3R0BAgE39ksvleO2117B69WoEBASgRYsW2LVrF+7cuWOyKLOsFNfP3NxcLFiwABEREQgKCkJmZiZ27NiBixcvYunSpYZ6ynM/lyxZgh9++AHTp09Hbm4ufv31V8M9hUIBHx+fSvFZFtfPrKysCv9ZAsCcOXPQsmVLBAcHo1q1arhy5Qo2b96M4OBghIeHA7Dt75yK3s8//vijUnyexgSxIq/YJadJTk5GTEwMfv75Z3h6eiIiIgLTpk2rsEeYLFu2DCdPnsT9+/chiiKeeOIJDBo0CCNHjjT5l4r+OAGlUmk4TmDEiBFl2PKi3b17F5GRkVbvrV271rD1vy39EkXRcHxAWlpauTo+oLh+BgcHIzo6GpcuXcJff/0FDw8PtGzZEq+++qrJIn6g/PZzwIAB+OOPP6zeq0yfZXH9rAyfJQBs3LgRBw4cwJ07d6DT6VC/fn306NEDY8aMsXqESUX9PIvrZ0ZGRqX4PI0xUCIiIiKSUD7nF4iIiIjKAQZKRERERBIYKBERERFJYKBEREREJIGBEhEREZEEBkpEREREEhgoEREREUlgoEREREQkgYESEZWps2fPIiQkBHv37i3rppCRzz77DCEhIbh7925ZN4WoTDFQIqJScffuXXz22We4fPlyWTeFiMhmPMKEiErF2bNnMXnyZMyfPx8DBgwwpOt0OuTl5cHd3R1ubm5l2EIyptFooNVqIZfLy9VJ7kSljSNKRFSmZDIZqlWrxiCpnHj06BEAwN3dHdWqVWOQRFUeAyUicrnPPvsMkydPBgBER0cjJCQEISEhWLBggdU1SsZp8fHxGDJkCMLCwjBy5Ej88MMPAIBr165h2rRpeO6559CjRw8sWbIEeXl5Fs++desW3n//fURERKBjx44YMGAAVq5caQgI7O1HSEgIbt68iZUrV6Jv377o1KkTRo0ahaSkJJO8Ra29WrBggcUJ6RMnTsSAAQNw9+5dzJ49G+Hh4ejevTsWLFiAnJwc6HQ6fP7554iMjESnTp3w97//HefOnbOoWxRFbN++HWPGjEHnzp3RrVs3TJo0CWfPnjXJd/fuXYSEhOCzzz7DgQMHDPmXLFli0lfzNUoqlQqrV6/GsGHDEBYWhueffx6vvfYaEhMT7f79JKoI3Mu6AURU+fXo0QMajQZxcXEYPHgw/u///g8AEBQUBLVaLVkuPj4e2dnZiIyMhFwux1dffYXZs2djyZIl+PDDDxEREYHnnnsOp0+fxtdff42aNWtiwoQJhvIXL17E5MmT4evriyFDhqBu3bq4evUqvvzyS5w/fx7r1q2Du7v9fw3Onz8fcrkcL730EvLy8rBt2zbMnj0bO3fuRIMGDez/DSrw6NEjTJ48Ge3bt0dUVBQuXbqEXbt24fHjx/D398dvv/2GESNGQKPRYMuWLZg5cyb27t0LHx8fQx0ffPABEhMT8fzzz2PAgAHIy8vD/v37MXXqVCxduhTPPfecyTO///57xMfHY+jQoRg6dCi8vb0l25eVlYXXXnsNN27cQK9evTBs2DBotVpcvnwZSUlJiIiIcLjvROUVAyUicrng4GBkZGQgLi4Of/vb3/DCCy8Y7pmPdBh7+PAh4uPjDYFAaGgoXnzxRcyZMwcxMTEIDw8HAAwbNgxjxozB9u3bTQKlhQsXolatWti8ebNJANChQwfMmTMH+/fvN1kvZauAgACsWLHCMC0VEhKCV155BTt37kRUVJTd9emlp6fj1VdfxZgxYwxpmZmZOHToEFq2bInPP//cENgpFArMmjUL3333HYYNGwYAOHLkCPbv34+5c+di6NChhjpefPFFjB07FsuXL0e3bt1MptNu3LiBL7/8Ek2aNCm2fatXr8aNGzcwb948DBo0yOSeTqdzuN9E5Rmn3oio3Orfv7/JaEmzZs3g7e2NunXrGoIkvbZt2+Lhw4fIzs4GkD81d/XqVURERCAvLw/p6emGr7Zt28LLywunTp1yqF0vvviiSbDRqlUreHt749atWw7Vp+fm5oYRI0aYpLVp0waiKGLIkCEmo1/6UbmUlBRD2v79++Hl5YXw8HCT/qpUKnTt2hV37961aGOXLl1sCpJ0Oh0OHDiAJk2aYODAgRb3ZTL+OKHKiSNKRFRuWZvG8vPzQ7169SzSfX19AeSPwHh7e0OpVAIA1q9fj/Xr11utPy0tzaF2BQUFWW1XRkaGQ/Xp1a5dG3K53KJewPL3Qp9u/MybN2/i0aNHRU6BpaWloXHjxobrRo0a2dS29PR0ZGZm4tlnn+UCb6pSGCgRUbkl9SZcUaMX+h1P9L+OGjUKXbp0sZpXH2zYS+r5xrutFBVMaLVau+q19ZmiKKJGjRr4xz/+IVnPk08+aXLt6ekpmVfqOURVCQMlIioVpT0K8cQTTwDIDzCeffbZUn02ANSoUQMArI4y3blzxyXPfOKJJ5CcnIxWrVqZTFk6Q0BAAPz8/HDlyhWIoshRJaoyOKlMRKWievXqAPKnxkpD8+bN0axZM3zzzTe4ffu2xX2NRlPiqbKiNGjQAG5ubvjxxx9N0s+fP49ff/3VJc984YUXIIoiPv30U6sjQA8fPnS4bplMhoiICCQnJ2P37t0W9zniRJUVR5SIqFQoFApUr14d27dvh5eXF7y9vdGwYUOXPU8QBERHR2PKlCn4+9//jsjISDRt2hS5ublISUnBkSNHEBUV5dBbb7aoXr06BgwYgF27duHdd99F+/btcfv2bezduxfBwcG4cuWK05/Zs2dPDBgwANu3b8eVK1fQtWtX+Pv748GDB/jll1+QkpJiNcix1ZQpU3DmzBksXrwYp0+fRps2bQAAly9fhkajwaJFi5zVFaJyg4ESEZUKT09PLF68GLGxsYiJiUFeXh769++P/v37u+yZzZs3xxdffIG4uDgcP34cO3bsgLe3N+rXr48BAwagQ4cOLns2AMycORMAcPToUXz//fdo0aIFPv74Y3zzzTcuCZSA/D2eQkJC8M0332Djxo3Iy8tDrVq10KJFC0ydOrVEdfv5+SEuLg6ff/45jh49iqNHj8Lb2xsKhQIjR450Ug+Iyhee9UZEREQkgWuUiIiIiCRw6o2IqrTc3FyoVKpi89WuXbsUWkNE5Q0DJSKq0g4ePIjo6Ohi8xV11AoRVV5co0REVVpqaiquX79ebL6y2IuJiMoeAyUiIiIiCVzMTURERCSBgRIRERGRBAZKRERERBIYKBERERFJYKBEREREJIGBEhEREZEEBkpEREREEv4fXjCpwFN65vYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['time_numeric'] = ((df.index - df.index.min())/pd.Timedelta(days=1)).astype(int)\n", "\n", "# `apyxl` can be then used as:\n", "target = 'b'\n", "X, y = df.drop(columns=target), df[target]\n", "model = XGBRegressorWrapper(random_state=0, max_evals=35).fit(X, y)\n", "model.scatter(X, feature='a')\n", "model.scatter(X, feature='time_numeric')" ] }, { "cell_type": "markdown", "id": "9806a2ff-16cc-43e9-b01a-260262bc1e54", "metadata": {}, "source": [ "The fitted XGBoost regressor manages to capture the non-linear relationship between a and b (with the exception of extreme values) as well as the temporary, time-localized shift between the two time series. This trend, in other words the behavior of `b` that can't be explained by `a`, can be isolated:" ] }, { "cell_type": "code", "execution_count": 7, "id": "c85e87b4-7523-4c09-a5a7-73835c79da84", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAHCCAYAAADilLMUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABen0lEQVR4nO3deVxUVf8H8M+wzQDKJKIsikjuuCMqYG6loIlpZWIa6uNSpmlmPSVZibaQLT4uuWSppLlQuWZuaLn9wI3ANrJNwxTcBUVlPb8/aK4M62yX2T7v12teOnfOPfd771xmvnPOuecqhBACRERERDbEwdwBEBEREZkaExwiIiKyOUxwiIiIyOYwwSEiIiKbwwSHiIiIbA4THCIiIrI5THCIiIjI5jDBISIiIpvDBIeIiIhsDhMcItLL8ePH4e7ujrVr11pUXWSbhBCIjo5G+/btcfv2baPq+uuvv+Dt7Y0333zTRNGRJWOCQ1YjOTkZcXFxuHHjRoXX+vTpgz59+tR6TOaWkJAAhUKBs2fP1to2u3Xrho0bN2LKlCn46aefKrx+9uxZKBQKfPDBB0bXZW8UCgXi4uKk5wcOHIBCocCBAwdqNY64uDgoFIoay/Xp0wft2rWTNRaFQoE1a9agXr16ePbZZ42q6/7778eOHTvw/vvvY9++fSaKkCwVExyyGsnJyZgzZ06lCc7SpUuxdOnS2g/KzAYNGoSUlBT4+vrW6nYHDx6MefPmYdiwYbh586bF1GVrgoODkZKSguDgYHOHYlZKpRLbtm3D8ePH8cknnxhVV9euXbF+/XqMHj0a58+fN1GEZImczB0AkSkEBQWZO4RadefOHahUKjRo0AANGjQwSwzPPvus0b+o5ajLVAoLC6FQKODkZL6PSQ8PD4SGhppt+5akXr16yMjIMEldUVFRuHDhgknqIsvFFhyyCnFxcfjvf/8LAAgMDIRCodBqui/fRaXpJnn//fcxb948NG3aFK6urujTpw9+++03FBYWYubMmfDz84Narcajjz6KS5cuVdhuYmIiwsLC4O7ujjp16iAyMhJpaWk1xnv79m289NJLCAwMhEqlgqenJ0JCQrBhwwatcidPnsQjjzwCT09PqFQqdO7cGV988YVWGU031N69ezFu3Dg0aNAAbm5uyM/Pr7KLat++fXjooYfg4eEBNzc39OjRA/v379cqc/nyZTz99NPw9/eHUqlEgwYN0KNHD5M13ZeUlODtt99GkyZNoFKpEBISUiEGQzVt2hRRUVHYvXs3goOD4erqitatW2PVqlUVyv70008YMmQI6tWrB5VKhU6dOuGzzz7TKqPpClq7di1efPFFNGrUCEqlEn/88QfGjh2LOnXq4Ndff0VkZCTc3d3h6+uLd999FwBw9OhRPPDAA3B3d0fLli0r1H358mVMnjwZQUFBqFOnDho2bIgHH3wQhw8frnE/y3dRac7rqh5l6XIOAMA333yDTp06QalUIjAwUKeuxfIOHz6M0NBQuLq6olGjRnj99ddRXFwMoHQMTYsWLRAZGVlhvVu3bkGtVmPKlCl6b7OskydPYsSIEdLfedOmTfHkk0/i77//NqpesnKCyAqcO3dOTJ06VQAQmzdvFikpKSIlJUXk5OQIIYTo3bu36N27t1T+zJkzAoAICAgQgwcPFjt27BCff/658Pb2Fi1bthQxMTFi3LhxYteuXWL58uWiTp06YvDgwVrbfPvtt4VCoRDjxo0TO3bsEJs3bxZhYWHC3d1d/Pzzz9XG+8wzzwg3Nzcxf/588d1334kdO3aId999VyxevFgq8+233woXFxfRs2dPkZiYKHbv3i3Gjh0rAIjVq1dL5VavXi0AiEaNGomnn35a7Nq1S3z11VeiqKhIeu3MmTNS+bVr1wqFQiGGDh0qNm/eLL7++msRFRUlHB0dxb59+6RykZGRokGDBmLFihXiwIEDYuvWreKNN94QGzduNOAdukdz7P39/cUDDzwgNm3aJL788kvRtWtX4ezsLJKTk42qXwghAgICROPGjUVQUJBYs2aN2LNnj3jiiScEAHHw4EGp3K+//irq1q0rmjVrJtasWSO++eYb8eSTTwoAYt68eVK57777TjrGw4YNE9u3bxc7duwQV69eFWPGjBEuLi6iTZs2YuHChSIpKUn85z//EQBEbGysaNmypVi5cqXYs2ePiIqKEgDEyZMntWJ49tlnxcaNG8WBAwfEjh07xPjx44WDg4P47rvvtPYLgJg9e3aFuDTl7t69K537msf27duFh4eHaNOmjbSerufAvn37hKOjo3jggQfE5s2bpfepSZMmQpevh969e4v69esLPz8/sWjRIrFnzx4xbdo0AUBMmTJFKrdw4UKhUCjEb7/9prX+kiVLBIAa/55q8uWXX4o33nhDbNmyRRw8eFBs3LhR9O7dWzRo0EBcvnzZqLrJejHBIavx/vvvV/gy16gqwenYsaMoLi6Wli9YsEAAEI888ojW+tOnTxcApIQpMzNTODk5ialTp2qVu3nzpvDx8RHDhw+vNtZ27dqJoUOHVlumdevWonPnzqKwsFBreVRUlPD19ZXi1iQxo0ePrlBH+QQnLy9PeHp6VkjWiouLRceOHUW3bt2kZXXq1BHTp0+vNkZDaI69n5+fuHPnjrQ8NzdXeHp6in79+hm9jYCAAKFSqcTff/8tLbtz547w9PQUzzzzjLRsxIgRQqlUiszMTK31Bw4cKNzc3MSNGzeEEPcSiV69elXY1pgxYwQAsWnTJmlZYWGhaNCggQAgvv/+e2n51atXhaOjo5gxY0aVsRcVFYnCwkLx0EMPiUcffVTrtZoSnPLy8vJEt27dhK+vrzh79qy0TNdzoHv37lW+T7omOADEtm3btJZPnDhRODg4SO9Pbm6uqFu3rnj++ee1ygUFBYm+ffvWuB19FRUViVu3bgl3d3excOFCk9dP1oFdVGTTHn74YTg43DvN27RpA6B0cG5ZmuWZmZkAgD179qCoqAijR49GUVGR9FCpVOjdu3eNV7V069YNu3btwsyZM3HgwAHcuXNH6/U//vgDv/76K0aNGgUAWtt4+OGHkZWVhdOnT2ut8/jjj9e4v8nJybh27RrGjBmjVWdJSQkGDBiAEydOIC8vT4oxISEBb731Fo4ePYrCwsIa69fHY489BpVKJT2vW7cuBg8ejEOHDkndF8bo1KkTmjRpIj1XqVRo2bKlVrfEt99+i4ceegj+/v5a644dOxa3b99GSkqK1vKqjrFCocDDDz8sPXdyckLz5s3h6+uLzp07S8s9PT3RsGHDCl0jy5cvR3BwMFQqFZycnODs7Iz9+/cbNaakuLgY0dHRyMjIwM6dOxEQEABA93MgLy8PJ06cqPJ90lXdunXxyCOPaC0bOXIkSkpKcOjQIanMf/7zHyQkJEjn37fffotffvkFzz33nMHHQOPWrVt45ZVX0Lx5czg5OcHJyQl16tRBXl6eycbtkPVhgkM2zdPTU+u5i4tLtcvv3r0LALh48SKA0isunJ2dtR6JiYm4cuVKtdtdtGgRXnnlFWzduhV9+/aFp6cnhg4dit9//12r/pdeeqlC/ZMnTwaACtvQ5UopTb3Dhg2rUO+8efMghMC1a9cAlI4vGjNmDD799FOEhYXB09MTo0ePRnZ2do3b0YWPj0+lywoKCnDr1i2j669fv36FZUqlUiuZvHr1aqXHzc/PT3q9rKqOsZubm1YSAJSeM+XPI81yzXkEAPPnz8ezzz6L7t27Y9OmTTh69ChOnDiBAQMGVEh89TFp0iTs3r0bX331FTp16iQt1/UcuH79OkpKSqp8n3Tl7e1d5fplj+/UqVNx8+ZNrFu3DgDw0UcfoXHjxhgyZIjO26rKyJEj8dFHH2HChAnYs2cPjh8/jhMnTqBBgwZGHWOybryKiqgSXl5eAICvvvpK+mWsD3d3d8yZMwdz5szBxYsXpdacwYMH49dff5Xqj42NxWOPPVZpHa1atdJ6rsu8JJp6Fy9eXOXVN5ovJC8vLyxYsAALFixAZmYmtm/fjpkzZ+LSpUvYvXu3zvtalcoSpezsbLi4uKBOnTpG16+L+vXrIysrq8JyzRU0muOlocsx1tfnn3+OPn36YNmyZVrLjbkkPi4uDp9++ilWr16NiIgIrdd0PQc0V4lV9T7pSpNQVbZ+2SS0efPmGDhwIJYsWYKBAwdi+/btmDNnDhwdHXXeVmVycnKwY8cOzJ49GzNnzpSW5+fnS8k82ScmOGQ1lEolANTKL7LIyEg4OTnhzz//1KlrqDre3t4YO3YsTp06hQULFuD27dto1aoVWrRogVOnTuGdd94xUdRAjx49cN999+nd9N+kSRM899xz2L9/P/7v//7PJLFs3rwZ77//vtTycfPmTXz99dfo2bOn0V9qunrooYewZcsWXLhwQWq1AYA1a9bAzc2tVi7BVigU0rmr8cMPPyAlJaVC15kuVq5ciTlz5mDu3LkYO3Zshdd1PQdcXFzQrVu3Kt8nXd28eRPbt2/X6qZav349HBwc0KtXL62yzz//PCIiIjBmzBg4Ojpi4sSJOm+nKgqFAkKICsf4008/NUlXKFkvJjhkNdq3bw8AWLhwIcaMGQNnZ2e0atUKdevWNfm2mjZtirlz52LWrFn466+/MGDAANSrVw8XL16Ubi8wZ86cKtfv3r07oqKi0KFDB2n+jrVr1yIsLAxubm4AgI8//hgDBw5EZGQkxo4di0aNGuHatWvIyMjA999/jy+//FLvuOvUqYPFixdjzJgxuHbtGoYNG4aGDRvi8uXLOHXqFC5fvoxly5YhJycHffv2xciRI9G6dWvUrVsXJ06cwO7du6tsUdKXo6Mj+vfvjxkzZqCkpATz5s1Dbm5utcfN1GbPno0dO3agb9++eOONN+Dp6Yl169bhm2++wXvvvQe1Wi17DFFRUXjzzTcxe/Zs9O7dG6dPn8bcuXMRGBiIoqIivepKSUnBpEmT0KNHD/Tv3x9Hjx7Vej00NFTncwAA3nzzTQwYMAD9+/fHiy++iOLiYsybNw/u7u46t37Ur18fzz77LDIzM9GyZUvs3LkTn3zyCZ599lmtMVIA0L9/fwQFBeG7777DU089hYYNG+q1/5Xx8PBAr1698P7778PLywtNmzbFwYMHsXLlStx3331G109WzMyDnIn0EhsbK/z8/ISDg4PW1SVVXUX1/vvva62vuSrlyy+/1FquuRrpxIkTWsu3bt0q+vbtKzw8PIRSqRQBAQFi2LBhWpfaVmbmzJkiJCRE1KtXTyiVSnH//feLF154QVy5ckWr3KlTp8Tw4cNFw4YNhbOzs/Dx8REPPvigWL58eY2xlX2t/JVlBw8eFIMGDRKenp7C2dlZNGrUSAwaNEja77t374pJkyaJDh06CA8PD+Hq6ipatWolZs+eLfLy8qrdt5pojv28efPEnDlzROPGjYWLi4vo3Lmz2LNnj1F1awQEBIhBgwZVWF7+PBBCiB9//FEMHjxYqNVq4eLiIjp27Kh1Gb4QVZ8XQpReReXu7l7pttq2bVtjbPn5+eKll14SjRo1EiqVSgQHB4utW7eKMWPGiICAAK11UcNVVJr3u6pHWTWdAxrbt28XHTp0EC4uLqJJkybi3XffFbNnz9b5Kqq2bduKAwcOiJCQEKFUKoWvr6949dVXK1wdqBEXFycAiKNHj9ZYv67++ecf8fjjj4t69eqJunXrigEDBoiffvpJBAQEiDFjxphsO2RdFEIIUcs5FRER2amQkBAoFAqcOHHC3KGQjWMXFRERySo3Nxc//fQTduzYgdTUVGzZssXcIZEdYIJDRESy+v7779G3b1/Ur18fs2fPxtChQ80dEtkBdlERERGRzeFEf0RERGRzmOAQERGRzbHLMTglJSW4cOEC6tatK8vMpURERGR6QgjcvHkTfn5+WvcZrIxdJjgXLlwwaAZRIiIiMr9z586hcePG1ZaxywRHM/PtuXPn4OHhYeZoiIiISBe5ubnw9/fXaQZ7u0xwNN1SHh4eTHCIiIisjC7DSzjImIiIiGwOExwiIiKyOUxwiIiIyOYwwSEiIiKbwwSHiIiIbA4THCIiIrI5THCIiIjI5jDBISIiIpvDBIeIiIhsDhMcIiIisjlMcIiIiMjmMMEhIiIim8MEh4iIiGyOXd5NnIiI5JOVcwevb/0ZN24XmDsUo6hdnTFnSFs0rudm7lDIAExwiIjIpPb8lI19GRfNHYZJhDWrjwk97zd3GGQAJjhERGRSRSUCANCtqSfGPdDUvMEYKCH5LI7+dQ2FxcLcoZCBmOAQEZEs/O5TYUA7X3OHYZB9GZcAXDN3GGQEDjImIiKTEjbQ6KH4918BG9gZO8UEh4iIZKFQKGouZOFsIVmzV0xwiIjIpDStHtac3thAbmb3mOAQERGRzWGCQ0REJiV161hxK4jCmoMnAExwiIjIxGxh2Iqmi0pwEI7VYoJDRESysIVWEOY31qtWEpylS5ciMDAQKpUKXbp0weHDh6sse+TIEfTo0QP169eHq6srWrdujf/9738Vym3atAlBQUFQKpUICgrCli1b5NwFIiLSkSYpsOaButYcO5WSPcFJTEzE9OnTMWvWLKSlpaFnz54YOHAgMjMzKy3v7u6O5557DocOHUJGRgZee+01vPbaa1ixYoVUJiUlBdHR0YiJicGpU6cQExOD4cOH49ixY3LvDhER2YXSDIcNONZLIWTuYOzevTuCg4OxbNkyaVmbNm0wdOhQxMfH61THY489Bnd3d6xduxYAEB0djdzcXOzatUsqM2DAANSrVw8bNmyosb7c3Fyo1Wrk5OTAw8NDzz0iIqLqLD3wB97bfRpPdGmM95/oaO5wDBK7+UdsOJ6JF/q1xPP9Wpg7HPqXPt/fsrbgFBQUIDU1FREREVrLIyIikJycrFMdaWlpSE5ORu/evaVlKSkpFeqMjIysss78/Hzk5uZqPYiISB62MG6FXVTWT9YE58qVKyguLoa3t7fWcm9vb2RnZ1e7buPGjaFUKhESEoIpU6ZgwoQJ0mvZ2dl61RkfHw+1Wi09/P39DdwjIiLSlTUnCbxVg/WrlUHG5afrFkLUOIX34cOHcfLkSSxfvhwLFiyo0PWkT52xsbHIycmRHufOnTNgL4iISB+8iorMSda7iXt5ecHR0bFCy8qlS5cqtMCUFxgYCABo3749Ll68iLi4ODz55JMAAB8fH73qVCqVUCqVhu4GERHZGWtufaJSsrbguLi4oEuXLkhKStJanpSUhPDwcJ3rEUIgPz9feh4WFlahzr179+pVJxERyUNz7YotJAlswLFesrbgAMCMGTMQExODkJAQhIWFYcWKFcjMzMSkSZMAlHYfnT9/HmvWrAEALFmyBE2aNEHr1q0BlM6L88EHH2Dq1KlSnc8//zx69eqFefPmYciQIdi2bRv27duHI0eOyL07RERUA1vo1rGF7jV7J3uCEx0djatXr2Lu3LnIyspCu3btsHPnTgQEBAAAsrKytObEKSkpQWxsLM6cOQMnJyc0a9YM7777Lp555hmpTHh4ODZu3IjXXnsNr7/+Opo1a4bExER0795d7t0hIiIdWXMLjhS7LWRrdkr2eXAsEefBISKSz6L9v2N+0m94slsTxD/W3tzhGOSNbT9hTcrfmPpgc7wY0crc4dC/LGYeHCIiImtkxY1P9C8mOEREZFK2cS+qf2/VYHd9HLaDCQ4REZmULU2OZ0v7Ym+Y4BARkSysuAGHbAATHCIiMilb6taxpX2xN0xwiIhIFtY9Bqf0X+Y31osJDhERmZQmKbDmyfKsOXYqxQSHiIioCuyisl5McIiIyLRs4F5U97qomOFYKyY4RERkUraQElhxbkb/YoJDRESysIkkwRayNTvFBIeIiEzq3kzG1pviWHHo9C8mOEREROVIt2owcxxkOCY4RERkUrY0MFfwMiqrxQSHiIhMyhZyAvZQWT8mOEREJAtbGMdiC8mavWKCQ0REJmULMxmDt2qwekxwiIiIyrHq5IwAMMEhIiITu3eZuHnjMAV2UVkvJjhERGRStnAVFW/VYP2Y4BARkSysuQHHmmOnUkxwiIjItNhFRRaACQ4REVE5tpCc2TsmOEREZFLSZeI2kCWsO/Y3zt+4Y+4wyABMcIiIiMpROTkCAAqLBV764pSZoyFDMMEhIiKT0ty/yZrbb4aFNEbjeq4AgOu3C8wcDRnCydwBEBGR9bp5txBpmTe0LqY+d836u3R81a5497EOeGrlMXOHQgZigkNERAYb/9lJHD9zrdLXHB2suQ2HrB0THCIiMtj566WtNfd7ucPVxVFa7q50wiOd/MwVFhETHCIiMt7/ojuho/995g6DSMJBxkRERGRzaiXBWbp0KQIDA6FSqdClSxccPny4yrKbN29G//790aBBA3h4eCAsLAx79uzRKpOQkACFQlHhcffuXbl3hYiI7AxnM7ZOsic4iYmJmD59OmbNmoW0tDT07NkTAwcORGZmZqXlDx06hP79+2Pnzp1ITU1F3759MXjwYKSlpWmV8/DwQFZWltZDpVLJvTtERGQnbGCeQrsm+xic+fPnY/z48ZgwYQIAYMGCBdizZw+WLVuG+Pj4CuUXLFig9fydd97Btm3b8PXXX6Nz587ScoVCAR8fH51iyM/PR35+vvQ8NzfXgD0hIiIiayFrC05BQQFSU1MRERGhtTwiIgLJyck61VFSUoKbN2/C09NTa/mtW7cQEBCAxo0bIyoqqkILT1nx8fFQq9XSw9/fX/+dISKiKrG1gyyNrAnOlStXUFxcDG9vb63l3t7eyM7O1qmODz/8EHl5eRg+fLi0rHXr1khISMD27duxYcMGqFQq9OjRA7///nuldcTGxiInJ0d6nDt3zvCdIiIiIotXK5eJl7/hmhBCp5uwbdiwAXFxcdi2bRsaNmwoLQ8NDUVoaKj0vEePHggODsbixYuxaNGiCvUolUoolUoj9oCIiIisiawJjpeXFxwdHSu01ly6dKlCq055iYmJGD9+PL788kv069ev2rIODg7o2rVrlS04REREZF9k7aJycXFBly5dkJSUpLU8KSkJ4eHhVa63YcMGjB07FuvXr8egQYNq3I4QAunp6fD19TU6ZiIi0p3gNdRkoWTvopoxYwZiYmIQEhKCsLAwrFixApmZmZg0aRKA0vEx58+fx5o1awCUJjejR4/GwoULERoaKrX+uLq6Qq1WAwDmzJmD0NBQtGjRArm5uVi0aBHS09OxZMkSuXeHiIjshGYghQCTOGske4ITHR2Nq1evYu7cucjKykK7du2wc+dOBAQEAACysrK05sT5+OOPUVRUhClTpmDKlCnS8jFjxiAhIQEAcOPGDTz99NPIzs6GWq1G586dcejQIXTr1k3u3SEiokoowMuoyLIohB22L+bm5kKtViMnJwceHh7mDoeIyGqFx+/HhZy7+Pq5B9C+sdrc4ZhU8h9XMPLTY2jpXQd7X+ht7nAI+n1/815UREREZHOY4BARkcHsrguArAYTHCIiIrI5THCIiMhovFUDWRomOERERJX5N2mzv0txbAMTHCIiIrI5THCIiMhgbN0gS8UEh4iIiGwOExwiIiKyOUxwiIiIyOYwwSEiIiKbwwSHiIgMZg932rb9PbRNTHCIiIgqwTukWzcmOEREZDTOZEyWhgkOERER2RwmOERERGRzmOAQEZHBOJMxWSomOERERGRzmOAQEZHReMURWRomOERERJXQXBkm2A9nlZjgEBERkc1hgkNERAZj2wZZKiY4REREZHOY4BARkdE4kzFZGiY4REREZHOY4BAREZHNYYJDRERUCU2vGwdSWycmOEREZDBOEUOWigkOERER2RwmOEREZDReRUWWplYSnKVLlyIwMBAqlQpdunTB4cOHqyy7efNm9O/fHw0aNICHhwfCwsKwZ8+eCuU2bdqEoKAgKJVKBAUFYcuWLXLuAhEREVkR2ROcxMRETJ8+HbNmzUJaWhp69uyJgQMHIjMzs9Lyhw4dQv/+/bFz506kpqaib9++GDx4MNLS0qQyKSkpiI6ORkxMDE6dOoWYmBgMHz4cx44dk3t3iIiIyAoohMx3EevevTuCg4OxbNkyaVmbNm0wdOhQxMfH61RH27ZtER0djTfeeAMAEB0djdzcXOzatUsqM2DAANSrVw8bNmyosb7c3Fyo1Wrk5OTAw8NDzz0iIiKNkLeScOVWAXZP74nWPrb1eXrsr6uIXnEU9zdwx7cv9jF3OAT9vr9lbcEpKChAamoqIiIitJZHREQgOTlZpzpKSkpw8+ZNeHp6SstSUlIq1BkZGVllnfn5+cjNzdV6EBERVUch3U7cvHGQYWRNcK5cuYLi4mJ4e3trLff29kZ2drZOdXz44YfIy8vD8OHDpWXZ2dl61RkfHw+1Wi09/P399dwTIiKqjgIcZUyWpVYGGSvKDa8XQlRYVpkNGzYgLi4OiYmJaNiwocF1xsbGIicnR3qcO3dOzz0gIiIia+IkZ+VeXl5wdHSs0LJy6dKlCi0w5SUmJmL8+PH48ssv0a9fP63XfHx89KpTqVRCqVQasAdERERkjWRtwXFxcUGXLl2QlJSktTwpKQnh4eFVrrdhwwaMHTsW69evx6BBgyq8HhYWVqHOvXv3VlsnERGZHmcyJkslawsOAMyYMQMxMTEICQlBWFgYVqxYgczMTEyaNAlAaffR+fPnsWbNGgClyc3o0aOxcOFChIaGSi01rq6uUKvVAIDnn38evXr1wrx58zBkyBBs27YN+/btw5EjR+TeHSIiIrICso/BiY6OxoIFCzB37lx06tQJhw4dws6dOxEQEAAAyMrK0poT5+OPP0ZRURGmTJkCX19f6fH8889LZcLDw7Fx40asXr0aHTp0QEJCAhITE9G9e3e5d4eIiCrBmYzJ0sg+D44l4jw4RESm0eXNJFzNK8DeF3qhpXddc4djUifOXsMTy1Nwv5c7vn2pj7nDIVjQPDhERETWzu5aAWwEExwiIjIYv/zJUjHBISIiIpvDBIeIiIzGMcZkaZjgEBERkc1hgkNEREQ2hwkOEREZzJZnGmG3m3VjgkNERFQNW07ibBkTHCIiMhpnMiZLwwSHiIiIbA4THCIiIrI5THCIiMhgHJ1ClooJDhEREdkcJjhERESV4MBp68YEh4iITMB2swF2w1knJjhERERkc5jgEBERkc1hgkNERAbjJL9kqZjgEBERkc1hgkNEREbjFUdkaZjgEBERVYpZmzVjgkNEREQ2hwkOEREZTNjBKGM72EWbxASHiIiIbA4THCIiMhpHq5ClYYJDRERENocJDhEREdkcJjhERGQwWx5/y7l9rBsTHCIiIrI5THCIiMhoChtu7hA23U5lu5jgEBERkc2plQRn6dKlCAwMhEqlQpcuXXD48OEqy2ZlZWHkyJFo1aoVHBwcMH369AplEhISoFAoKjzu3r0r414QERGRtZA9wUlMTMT06dMxa9YspKWloWfPnhg4cCAyMzMrLZ+fn48GDRpg1qxZ6NixY5X1enh4ICsrS+uhUqnk2g0iIqoMe2/IQsme4MyfPx/jx4/HhAkT0KZNGyxYsAD+/v5YtmxZpeWbNm2KhQsXYvTo0VCr1VXWq1Ao4OPjo/WoSn5+PnJzc7UeREREZLtkTXAKCgqQmpqKiIgIreURERFITk42qu5bt24hICAAjRs3RlRUFNLS0qosGx8fD7VaLT38/f2N2jYREWmzxSHGtrhP9kTWBOfKlSsoLi6Gt7e31nJvb29kZ2cbXG/r1q2RkJCA7du3Y8OGDVCpVOjRowd+//33SsvHxsYiJydHepw7d87gbRMREZHlc6qNjZS/fFAIYdQlhaGhoQgNDZWe9+jRA8HBwVi8eDEWLVpUobxSqYRSqTR4e0REZL94N3HrJGsLjpeXFxwdHSu01ly6dKlCq44xHBwc0LVr1ypbcIiISB787idLJWuC4+Ligi5duiApKUlreVJSEsLDw022HSEE0tPT4evra7I6iYiIyHrJ3kU1Y8YMxMTEICQkBGFhYVixYgUyMzMxadIkAKXjY86fP481a9ZI66SnpwMoHUh8+fJlpKenw8XFBUFBQQCAOXPmIDQ0FC1atEBubi4WLVqE9PR0LFmyRO7dISKiStjwRMZkpWRPcKKjo3H16lXMnTsXWVlZaNeuHXbu3ImAgAAApRP7lZ8Tp3PnztL/U1NTsX79egQEBODs2bMAgBs3buDpp59GdnY21Go1OnfujEOHDqFbt25y7w4RERFZAYUQ9jd8Kjc3F2q1Gjk5OfDw8DB3OEREVqvd7D24lV+Eg//tg4D67uYOx6TSMq/j0aXJaFzPFUdeedDc4RD0+/7mvaiIiMhgtvwb2ZZvIGoPmOAQERGRzWGCQ0REVA0bbqSyaUxwiIjIaAre2IAsDBMcIiIisjlMcIiIiMjmMMEhIiKDcXgKWSomOERERJXgqCLrxgSHiIiMxiljyNIwwSEiIiKbwwSHiIiIbA4THCIiMhgnwSNLxQSHiIiIbA4THCIiIrI5THCIiIgqwSvDrBsTHCIiIrI5THCIiMhgwg7mMhYcSW2VmOAQERGRzWGCQ0RERuN4FbI0THCIiIjI5jDBISIiIpvDBIeIiAxmy+NvFbyfuFVjgkNEREQ2hwkOEREZTcFRxmRhmOAQERFVw4Z74WwaExwiIiKyOUxwiIjIYGzdIEvFBIeIiIhsDhMcIiIymi0OMea4aevGBIeIiIhsTq0kOEuXLkVgYCBUKhW6dOmCw4cPV1k2KysLI0eORKtWreDg4IDp06dXWm7Tpk0ICgqCUqlEUFAQtmzZIlP0REREZG1kT3ASExMxffp0zJo1C2lpaejZsycGDhyIzMzMSsvn5+ejQYMGmDVrFjp27FhpmZSUFERHRyMmJganTp1CTEwMhg8fjmPHjsm5K0REZIdsebZmWyZ7gjN//nyMHz8eEyZMQJs2bbBgwQL4+/tj2bJllZZv2rQpFi5ciNGjR0OtVldaZsGCBejfvz9iY2PRunVrxMbG4qGHHsKCBQtk3BMiIqqAX/5koWRNcAoKCpCamoqIiAit5REREUhOTja43pSUlAp1RkZGVllnfn4+cnNztR5ERERku2RNcK5cuYLi4mJ4e3trLff29kZ2drbB9WZnZ+tVZ3x8PNRqtfTw9/c3eNtERFQRrzgiS1Mrg4zL36NECGH0fUv0qTM2NhY5OTnS49y5c0Ztm4iIiCybk5yVe3l5wdHRsULLyqVLlyq0wOjDx8dHrzqVSiWUSqXB2yMiIiLrImsLjouLC7p06YKkpCSt5UlJSQgPDze43rCwsAp17t2716g6iYhIf4KjjMlCydqCAwAzZsxATEwMQkJCEBYWhhUrViAzMxOTJk0CUNp9dP78eaxZs0ZaJz09HQBw69YtXL58Genp6XBxcUFQUBAA4Pnnn0evXr0wb948DBkyBNu2bcO+fftw5MgRuXeHiIjsDJM46yR7ghMdHY2rV69i7ty5yMrKQrt27bBz504EBAQAKJ3Yr/ycOJ07d5b+n5qaivXr1yMgIABnz54FAISHh2Pjxo147bXX8Prrr6NZs2ZITExE9+7d5d4dIiKqhMImb9ZA1kz2BAcAJk+ejMmTJ1f6WkJCQoVlQodZlYYNG4Zhw4YZGxoRERHZIN6LioiIiGwOExwiIjKYLd/GgHP7WDcmOERERGRzmOAQEZHR2NpBloYJDhERUTVsuRvOljHBISIiIpvDBIeIiAzGxg2yVExwiIiIyOYwwSEiIqPZ4hhjzs5s3ZjgEBERkc1hgkNEREQ2p1buRUVERLbhUu5dfJ95XXpewmuoyUIxwSEiIp2N+OQo/rqcV2G5o4PtjldhCmedmOAQEZHOsnPuAgA6NFZD6VQ6yiE4oB7q11GaMyyiCpjgEBGRzjQ9UktGBsPf0828wRBVg4OMiYiIKsH7a1k3JjhERKQzwREpZCWY4BAREZHNYYJDREQ604zBYfcNWTomOERERNXgVD/WiQkOERHpTcEmHLJwTHCIiEhnbMwga8EEh4iI9GYP7TdspLJuTHCIiEh3bMIhK8EEh4iI9MbWDbJ0THCIiEhnnOiPrAUTHCIiomoxqbNGTHCIiEhn0kR/djHMmKwZExwiIiKyOUxwiIhIZ5rOGg4yJkvHBIeIiKgS7IazbrWS4CxduhSBgYFQqVTo0qULDh8+XG35gwcPokuXLlCpVLj//vuxfPlyrdcTEhKgUCgqPO7evSvnbhAR2T3x7yAcfvWTpZM9wUlMTMT06dMxa9YspKWloWfPnhg4cCAyMzMrLX/mzBk8/PDD6NmzJ9LS0vDqq69i2rRp2LRpk1Y5Dw8PZGVlaT1UKpXcu0NERERWwEnuDcyfPx/jx4/HhAkTAAALFizAnj17sGzZMsTHx1cov3z5cjRp0gQLFiwAALRp0wYnT57EBx98gMcff1wqp1Ao4OPjo1MM+fn5yM/Pl57n5uYasUdERPZLumCaTThk4WRtwSkoKEBqaioiIiK0lkdERCA5ObnSdVJSUiqUj4yMxMmTJ1FYWCgtu3XrFgICAtC4cWNERUUhLS2tyjji4+OhVqulh7+/vxF7RURE9kRwGhyrJGuCc+XKFRQXF8Pb21trube3N7KzsytdJzs7u9LyRUVFuHLlCgCgdevWSEhIwPbt27FhwwaoVCr06NEDv//+e6V1xsbGIicnR3qcO3fOBHtHRGR/OA8OWQvZu6iA0u6ksoQQFZbVVL7s8tDQUISGhkqv9+jRA8HBwVi8eDEWLVpUoT6lUgmlUmlw/ERERGRdZG3B8fLygqOjY4XWmkuXLlVopdHw8fGptLyTkxPq169f6ToODg7o2rVrlS04RERkWvYwD4497KMtkzXBcXFxQZcuXZCUlKS1PCkpCeHh4ZWuExYWVqH83r17ERISAmdn50rXEUIgPT0dvr6+pgmciIiIrJrsl4nPmDEDn376KVatWoWMjAy88MILyMzMxKRJkwCUjo8ZPXq0VH7SpEn4+++/MWPGDGRkZGDVqlVYuXIlXnrpJanMnDlzsGfPHvz1119IT0/H+PHjkZ6eLtVJRESmJ8qMtmXjBlk62cfgREdH4+rVq5g7dy6ysrLQrl077Ny5EwEBAQCArKwsrTlxAgMDsXPnTrzwwgtYsmQJ/Pz8sGjRIq1LxG/cuIGnn34a2dnZUKvV6Ny5Mw4dOoRu3brJvTtERERkBRRC2N8FcLm5uVCr1cjJyYGHh4e5wyEisgolJQL3v7oTAPD96/3h6e5i5ojk9dvFm4j43yF4urvg+9f7mzscgn7f37wXFREREdkcJjhERKSTss39HINDlo4JDhERUSWYxFk3JjhERKQTrauo+O1PFo4JDhEREdkcJjhERKQ33ouKLB0THCIi0ondzSnyLzucTcUmMMEhIiL9sQGHLBwTHCIi0gkbMsiaMMEhIiK92cNVVPawj7aMCQ4REelE2O0oHLJGTHCIiEhvbNwgS8cEh4iIdMIxOGRNmOAQEZHeFBygQhaOCQ4REVE12HBlnZjgEBGR3th+Q5aOCQ4REenE/sbgMI2zZkxwiIhIbxyCQ5bOydwBEBFR7foq9R9sSftH7/WKS+yuCYesGBMcIiI78+He08jKuWtUHbybOFk6JjhERHYmv6gEADBzYGv4qlU6rXP49yv4KlX/Vh8ic2GCQ0RkZzRdTf3aeKN5wzo6rXPzbpFWgmNPY3DuFBRj8f7f4a50wuNdGkPt6mzukEgHTHCIiOxMyb8JjqOD7lmKPmVthauLI4DSFq8Pk34DANwpLMaUvs3NGRbpiFdRERHZmSJNgqNHM4wd5jdodJ8r3hzSFk92a4LWPnUBALl3Cs0cFemKLThERHam+N8JbRwd9Ulw7DDDARAT1hQA8M7ODPyafZOzGlsRtuAQEdmZEoNacLTL2lu+o9nfEl4qbzWY4BAR2RlNC46DHt8A9jgGpyzNZfFMb6wHu6iIiCzAB3tO48TZa7WyLc0tF5z0yHDKt9jY2zw4mv23v9tVWC8mOEREZnY9rwAfffdHrW6zrtIJ7kpHncuzBaeUYBuO1WCCQ0RkZoXFpRPvKRTAR08G18o2g/w8oHTSI8Gx8zE4mjFIbMGxHrWS4CxduhTvv/8+srKy0LZtWyxYsAA9e/assvzBgwcxY8YM/Pzzz/Dz88PLL7+MSZMmaZXZtGkTXn/9dfz5559o1qwZ3n77bTz66KNy7woRkclJVzUpFBjUwdfM0VROYW8ZTTn3uqiY4VgL2QcZJyYmYvr06Zg1axbS0tLQs2dPDBw4EJmZmZWWP3PmDB5++GH07NkTaWlpePXVVzFt2jRs2rRJKpOSkoLo6GjExMTg1KlTiImJwfDhw3Hs2DG5d4eIyOQ0Mws7WHA3UHCT+xBQ3w0uTg4Y2M4Hzo72dY3KvS4qshYKIXM62r17dwQHB2PZsmXSsjZt2mDo0KGIj4+vUP6VV17B9u3bkZGRIS2bNGkSTp06hZSUFABAdHQ0cnNzsWvXLqnMgAEDUK9ePWzYsKHGmHJzc6FWq5GTkwMPDw9jdo+IyGiZV2+j1/vfwdXZERlvDjB3OFSJ+Um/YdH+3/FUaBO8NbS9ucOxW/p8f8vaRVVQUIDU1FTMnDlTa3lERASSk5MrXSclJQURERFayyIjI7Fy5UoUFhbC2dkZKSkpeOGFFyqUWbBgQaV15ufnIz8/X3qem5trwN4QEclD6qKy4BYce+dg4FVUJSUCmddum6zlx9tDCTcXDp/VhaxH6cqVKyguLoa3t7fWcm9vb2RnZ1e6TnZ2dqXli4qKcOXKFfj6+lZZpqo64+PjMWfOHCP2hIhIPiWaeWmY31gsQ+fBmbYxDTt+yDJZHJ7uLjj8cl+4K+0jySkqLkHq39dR8O9A/LxbN3Vet1aOUPnBaUKIagesVVa+/HJ96oyNjcWMGTOk57m5ufD399cteCIimZVYwRgce2foPDg/XyjtMXBzcTS6he7m3SJcyytAdu5dNGug213grd37e0/j44N/Sc9L8m/rvK6sCY6XlxccHR0rtKxcunSpQguMho+PT6XlnZycUL9+/WrLVFWnUqmEUqk0dDeIiGRV9ioqskwOBl5FpRlAvnZ8d3QJqGdUDJ3m7sWN24V2dan6P9fuACjtmqvn5oKiuw44p+O6siY4Li4u6NKlC5KSkrQu4U5KSsKQIUMqXScsLAxff/211rK9e/ciJCQEzs7OUpmkpCStcTh79+5FeHi4DHtBRGQ6twuKsONUFm7mF0nLLubeBcAWHEumMHAeHOkKOZO+tfaT4WgmVpzStzlGhzUtHWQcq9u6sndRzZgxAzExMQgJCUFYWBhWrFiBzMxMaV6b2NhYnD9/HmvWrAFQesXURx99hBkzZmDixIlISUnBypUrta6Oev7559GrVy/MmzcPQ4YMwbZt27Bv3z4cOXJE7t0hIjLK+mOZeOubjEpfc3XWfeI9Mg99ZzIuMeEAcntMf41prZI9wYmOjsbVq1cxd+5cZGVloV27dti5cycCAgIAAFlZWVpz4gQGBmLnzp144YUXsGTJEvj5+WHRokV4/PHHpTLh4eHYuHEjXnvtNbz++uto1qwZEhMT0b17d7l3h4jIKNdvFwAA7vdyR/vGamm5AsAjnfzMFBXVxNAxOPcGkJsgwbHj2ZQNOXq1Msh48uTJmDx5cqWvJSQkVFjWu3dvfP/999XWOWzYMAwbNswU4RER1RrNl1OfVg3xxuAg8wZDOtMkKCV6d1Fpr28K9pTfSMmcAcfPvqaiJCIyM3v6crIlht5sk11UxjHm5qZMcIiIapHmFykvmLIuinsZjl7uJTimi4FdVLphgkNEZAbMb6yLZqK/EgMvEzflzUqNadWwNsb8ILCPqRDJZpy7dhu3C4rNHQaA0ibnZg3c7f4uy6Qfe/pysiWaP/M/L+dh9f+d0Xm9/KLSQTimmePI/j5rjPlrYYJDVuOLE+fw8qYfzB2GltFhAZg7pJ25wyBrwi4qq6T69xL+H8/n4MfzOXqv7+pi/BQA9t1Fpf8fDBMcshoZ2aVTnqucHeBu5pvN5ReV4FZ+EU5n635fFKKy2PJnXQa198Xp7JvSZf766NBYDW8PlclisacEh11UNkwIgbe/ycAvWTXfAd3bQ4W5Q9qirsq5FiKrfZoTffwDgfhvZGuzxrLzxyxMXvc9OxtIb9JVr2aNgvRVz90Fbw41b2utoVdyWTfD95UJjoU7d+0OPj2ie39vZFtvDGjnK2NE5iNMOGGWydjT5wyZhL73MiLSsKSPvtoiteAYsC4THAunuUW8q7Mj5g3rUGW5j779Hb9dvIWCYtv98CyRmirN/1du/gjIWgk24ZCR7DFHZheVTSo9k12cHPBIx6qncf/ixDn8dvGWTf861DTLWtL3gn01FZMpGTJokuybPZ4zvIrKhA79dhmbvv9H7+m4nR0UGNujKTo0vs+k8eg6wErzur5zNFgTzXtiCV1UFhACWSnb/Qsludnj547mRzuvojKBd3Zm4FcDr4y5mV+ET0aHmDQeXVuzNd02JSUm3bxFsawZYO33pndkHMs6j8ka2eXnDruojKeZlGlseFM08XTTaZ0f/rmBrekXcLdQvgnoahp3ornNiS2f9/cGGZs5kDJs+XiTvCzoNCYrYY9XURkzZI0JTjmaLp7BHX3RJcBTp3U2f/8PtqZfkCUeXUeQ37vTre2e+Jp9s4hBxuYPgayUPX05kWlZwmdfbTPmK433oirn3sHU/USS85yTBtbWsA2pBceGExxLatqXfknZ8PEmeVjSeUzWyR4/dgxJ7pjglKNrQlHpujKcdLomXNIYHBs+8S1pkLGGDR9ukpk9XhFDpmFPnzvGdFExwSnHkEmF5Pyg0jVp0rTg2HIX1b3R9OZnj03FRGRe9vixY0wrOROccoQBrQTSDdBkyKt176Ky/RYcza5ZVAuODR9vkoeUqFvOaUxWxh67xjnRn55GfJwCZ1d3AKX3GZn3eAejPnzk7KLSdZCxLZ/4JRb0xXDvagYi/XAiYzLUvR/T9ocJjp5+upALB2WR9HxfxsUyHz6W9fGj80R/NtyEc29wpvnfGwsIgYjsjMIO598yZl/tOsFZMqoz3OvUxbIDf+LE2esoLhEGtRIoFPKddPdacGqaB8f2u6g0740lzYNjV580ZBL37kVlSScykWXjTMZ66t2yITw8PLD5+/MASls/DLmEszYmX9K1Befw75dxR8YJB83p94u3AFjGGBx7biom41jiPdXIOtz76LOfTx5jrmy26wRHo2zrh6V1Uen6YejmUvpWfnf6Mr47fVnmqMzL1cXR3CFYzPlB1ofz4JCh7s2/ZdYwahW7qIxU9hJrg1pwpEn2TBtX2TprGnfydK/74eyoQH6hDd+MCqWDwQe08zF3GBJ7+qAhIrImTHBQ9gqksvc70uMycc3AL9OHpnOdgV7umDuknQwRUKVknBqAbJultRKT9ZDGe5o5jtpkzMUlnAcHZWcBvvd1ZSnNx5wzg8i2sIuKDGWXXVRGpHNMcFC2i8qw2XIV90YZm5ylJVxUyh4/aIiIzIW3ajBQ2TtxlxjQHCbnVVT8ArVMljAXD1krXkVFBrKDmyqXZ0yLJxMcAA7/HoXSy8QNmQen9F95zjnNhyE/Di2RHX3OkImwi4oMZY8zqBuzr0xwoH0nbkudRp0fhpbFHj9oyDSYFBPpQcfJbivDBAfl7sRt0IhtGa+iMuDu5iQ/JpxkLHZzkr7knDXf0lncRH/Xr1/HtGnTsH37dgDAI488gsWLF+O+++6rch0hBObMmYMVK1bg+vXr6N69O5YsWYK2bdtKZfr06YODBw9qrRcdHY2NGzcaFGfZG1UacjsAhYz9ovcGGfPD0BJZQl/47p+yce7abb3WCWtWH+0aqWWKiKrDqQXIULUxa76lMWbmb1kTnJEjR+Kff/7B7t27AQBPP/00YmJi8PXXX1e5znvvvYf58+cjISEBLVu2xFtvvYX+/fvj9OnTqFu3rlRu4sSJmDt3rvTc1dXV4Dg1Cc7eXy7iblHpRHmWMuaFLTiWyVLOj9PZNzHp81S91/PxUOHoqw/pvd6rW35Eyp9X9VonyM8Di0d0hoNF3UTMfCwgJyZrZ0fnkEXOZJyRkYHdu3fj6NGj6N69OwDgk08+QVhYGE6fPo1WrVpVWEcIgQULFmDWrFl47LHHAACfffYZvL29sX79ejzzzDNSWTc3N/j46DajbX5+PvLz86Xnubm5Wq/f5+YMAPg1+yYAwNFBgToq3Q+NnOMxBDMcqsa1vAIAQF2lE/oHeddYPq+gCHt+vojrtwv03lbu3UKsP5ap93pnruTh5chWCKjvrve6toyNsqQvez5nLKqLKiUlBWq1WkpuACA0NBRqtRrJycmVJjhnzpxBdnY2IiIipGVKpRK9e/dGcnKyVoKzbt06fP755/D29sbAgQMxe/ZsrRaesuLj4zFnzpwqY/1Pj0DUd3dBXkHpTSqDfD3g6e6i877KejdxzTZMXzUZQd4r53SnSYB971NhfnSnGsv/c/029vx80aBkvKTMreo3Ph0KJx1aZEavOo7bBcU2fZd7fXEmYzKUnLPmW6p7+2pBdxPPzs5Gw4YNKyxv2LAhsrOzq1wHALy9tX+Jent74++//5aejxo1CoGBgfDx8cFPP/2E2NhYnDp1CklJSZXWGxsbixkzZkjPc3Nz4e/vLz1XuzojJqypzvtWm4yZpprkYyl94fp+WUrnkQFhl03mujb1hKMOCY6mjCWMVbIUPBRkrL+u5EHt6qxzeUcHBVp517X4buLcu4XIvKo9njAvv8jg+vROcOLi4qptDQGAEydOAKj8S1kIUeOXdfnXy68zceJE6f/t2rVDixYtEBISgu+//x7BwcEV6lMqlVAqldVu0xiydlFxUjCqRome8zYZk5iVCP1/S/Fy+oqkv2n+UZOeNOfM61t/0nvdUd2b4O1H25s4ItPJLyrGgx8cwJVblXefG5Kb6Z3gPPfccxgxYkS1ZZo2bYoffvgBFy9erPDa5cuXK7TQaGjG1GRnZ8PX11dafunSpSrXAYDg4GA4Ozvj999/rzTBkdu9WzXI9zHOD0MLYzFdVKX/6npzWGO61squonNCZceXtdaEf9KkrxFd/fHJ4TNaPzZqcqewGDduF+L3S7dkjMx41/MKpeTGV63Ses1HrULXpp5616l3guPl5QUvL68ay4WFhSEnJwfHjx9Ht27dAADHjh1DTk4OwsPDK11H0+2UlJSEzp07AwAKCgpw8OBBzJs3r8pt/fzzzygsLNRKimqTrMkHvxgskqX0hevfgnPvtiT6KruKrl2m94pVvb27hcWYt/tXXMy9q3dMcmpQR4lXBraGm4t+H5M/nc/Bp4f/QkFxSaWvnzqXA4A/Wkh/Y3sEYmyPQL3W2f1TFiZ9/r3WGDpLVPzvB4yLkwNSYvW/wrMyso3BadOmDQYMGICJEyfi448/BlB6mXhUVJTWAOPWrVsjPj4ejz76KBQKBaZPn4533nkHLVq0QIsWLfDOO+/Azc0NI0eOBAD8+eefWLduHR5++GF4eXnhl19+wYsvvojOnTujR48ecu2OTkx5+mz+/h8knjiHnDuFADggkSqnbwuOppnXkHPVkG4tXaJK/vMKVv/fWb3rrg1hzepjQDv9fjitOPQXtp+6UGO5em66X8hAZCjNZ0OxhTejFheXxudowsxf1nlw1q1bh2nTpklXRT3yyCP46KOPtMqcPn0aOTk50vOXX34Zd+7cweTJk6WJ/vbu3StdIeXi4oL9+/dj4cKFuHXrFvz9/TFo0CDMnj0bjo6Ocu5OlaRf8yY8fxbt/x1nywy28i7XZEfmJefkjvrQJB06908b07VmwD2UdOmiyi8sbekIqO+GCQ/o9+tULgnJZ/Hn5TzcLay8FaY6dwtLr8Z8pKMfujatV2kZtZsLItvWfFk/kbE0A/2LraQFR5erM3Ula4Lj6emJzz//vNoy5b8gFAoF4uLiEBcXV2l5f3//CrMYm50MjSuF/2azrwxojUAvN4TeX9/0GyGjmfsjo0Tz/atrl5ERJ6sxUxZUd5w0r3nXVVnM1YxJGZfw5+U8g7ryNN8j4c3qY0S3JiaOjEg/VpPg/BufKa/0kjXBsTemvGRY88Has4UXp9S3QJbSYag543T9TCibB+lyRaPWtgyYskCX8ffCmMxJJppQDPlOEHqOiyKSk7UkOJrvPF2mn9AVb7ZpAnJcRKU5GfkhaZmMmU/GlO7dO03XFpx79D1f9e4OQ5muvGoOlCVOhaB1A1493Rv4bUl7RPZKM6bFkHO5NhUVmz7BYQuOCchxKawm2db1i4vsk9RaoGP5sl+6+p6u9+4aos85WfPfRonUMqRnQDJyMCKBvdeqZkE7RHZL0+Vz624R/u+PK2aOpmpnruQBsKJBxvZCjo8xoecvc6pdFtKAo/88OFrrCuhz9kr7akgLTrVdVJZ3riuM+NV778eJKSMiMoyzY2lHzYWcuxj16TEzR1MzJ0cmOBbJlF929/ojTVgpmcy9bknzpjhSt7ohY3D03VaJ/l1J+sycbEH5TZkuKv3XtcSEjexX+0ZqRLb1xt/lboFgqUZ2N93AfCY4JiDHJcP3mu35IUlV03dcTNnuJUP75PW7TLzmMoZ1fcnLwagWHI6fI8vh4uSAj2NCzB2GWbB9wATk+GDWd/Ao1S5L6aLSd6yWosxfvN6DjA1IRHSZI8oS783k8O9xMuRHi+bSff7tEpkXW3AslKY7gP34lu3W3SJs/v4fs23/+8zrAPS/2aYh5EpELPHijntjcPRflz9OiCwDExwTMOYGhlXhVVSWTTNw72peAWZ8ccrM0dyLpyZaV1EZ2IKjzzmp2yDjirGZmzFdVPeOkykjIiJ9McExATk+x9iPb9na+qkxOixAurTRnJwdHTCx5/06ldW6ikrPDjZD5uPTZZCxBc7zZ9QgY86DQ2QZmOCYwr+fY/9cv40Jn50wSZWaOxGbctIjMh1HBwXmDmln7jD0pj2TsX7rinuDcPTYng5jcCwwmXeQ4jZ8kDH/dInMiwmOCTSoowQA5BUUY1/GJZPV6+LkgLoqZ5PVR1R2gLDeE/1JdehPl3tRWVI+oEm2vkr9B2mZN/Ra969/W/XYvUxkXkxwTKCFd12sn9Ad566bdp6BNr4eqKPkW0SmU/5eVPow6F5UukyhYIFjcLz+/dHya/ZN/Jp906A6POu4mDIkItITvz1NJLy5l7lDINKLAcNnAcgwD44F3otqSt/maNbAHXcLS2ouXAlftQqd/e8zbVBEpBcmOER2RKsFR8/v7hL9h+DcmwdHl3otKMNRuzojuqvpZlQlotrHBIfIjpQdF5KaeQ11lLqP8Tp37XaFOnRlbZeJE5H1Y4JDZEfKJifjEk4aVocelwfd21x1l4lbXhcVEVk/JjhEdsTRQYGJPQOx34ir/Z4I8de57L2bklZdRlhgFxURWT8mOER2ZtagIMwaFFQr25LmwammzL3LxJnhEJHp8GabRCQbXVpwYIET/RGR9WOCQ0Ty0WEeHKkFhwkOEZkQExwiko0uOcu9O0AwwyEi02GCQ0Sy0WkMjgH3uCIiqgkHGROR7GZv+xl1VZV/3Fy8eRcA8xsiMi0mOEQkG1+1Cn9cuoXTF2u+n5OvWlULERGRvWCCQ0Sy+ejJYBw9c7XGG3sqnRwR1qx+LUVFRPaACQ4RyUbt5ozItj7mDoOI7BAHGRMREZHNYYJDRERENocJDhEREdkcWROc69evIyYmBmq1Gmq1GjExMbhx40a162zevBmRkZHw8vKCQqFAenp6hTL5+fmYOnUqvLy84O7ujkceeQT//POPPDtBREREVkfWBGfkyJFIT0/H7t27sXv3bqSnpyMmJqbadfLy8tCjRw+8++67VZaZPn06tmzZgo0bN+LIkSO4desWoqKiUFxcbOpdICIiIiukEDVdv2mgjIwMBAUF4ejRo+jevTsA4OjRowgLC8Ovv/6KVq1aVbv+2bNnERgYiLS0NHTq1ElanpOTgwYNGmDt2rWIjo4GAFy4cAH+/v7YuXMnIiMja4wtNzcXarUaOTk58PDwMHwniYiIqNbo8/0tWwtOSkoK1Gq1lNwAQGhoKNRqNZKTkw2uNzU1FYWFhYiIiJCW+fn5oV27dlXWm5+fj9zcXK0HERER2S7ZEpzs7Gw0bNiwwvKGDRsiOzvbqHpdXFxQr149reXe3t5V1hsfHy+NA1Kr1fD39zd4+0RERGT59E5w4uLioFAoqn2cPHkSwL0b7ZUlhKh0ubGqqzc2NhY5OTnS49y5cybfPhEREVkOvWcyfu655zBixIhqyzRt2hQ//PADLl68WOG1y5cvw9vbW9/NSnx8fFBQUIDr169rteJcunQJ4eHhla6jVCqhVCoN3iYRERFZF70THC8vL3h5edVYLiwsDDk5OTh+/Di6desGADh27BhycnKqTER00aVLFzg7OyMpKQnDhw8HAGRlZeGnn37Ce++9Z3C9REREZDtkG4PTpk0bDBgwABMnTsTRo0dx9OhRTJw4EVFRUVpXULVu3RpbtmyRnl+7dg3p6en45ZdfAACnT59Genq6NL5GrVZj/PjxePHFF7F//36kpaXhqaeeQvv27dGvXz+5doeIiIisiKzz4Kxbtw7t27dHREQEIiIi0KFDB6xdu1arzOnTp5GTkyM93759Ozp37oxBgwYBAEaMGIHOnTtj+fLlUpn//e9/GDp0KIYPH44ePXrAzc0NX3/9NRwdHeXcHSIiIrISss2DY8lycnJw33334dy5c5wHh4iIyErk5ubC398fN27cgFqtrras3mNwbMHVq1cBgJeLExERWaGrV68ywamMp6cnACAzM7PGA9S1a1ecOHHC6DKG1KXJVCtraTJnXBqVxVfbcelSrrrjaMg25TiuNcVoCe83UPFYWkpc1cVoKXGVL1dVnOaOqzxNnM2bN0dqaqrFxFW2zP79+2t8zy3hXLWEz0xdPy8t9f0ODg7Gn3/+KX2PV8cuExwHh9KhR2q1usYvPEdHR5OUMaYuDw+PCsssIa7K4qvtuPQpV9lxNKQuOY9rVTGaO67yNHFaWlyVxWhJceny920pcVljXdW955a0j+b8zDTH568p63JyKk1bNN/j1ZF1kLEtmDJliknKsC556tKnnKnqstRjwbr0Y+37WNt1TZw40WR1Weo+sq57LPX91jUuwE4HGVvLzTYtPU5Lj0/DGuK0hhgB64jTGmIEGKcpWUOMgHXEaekxWsTNNi2ZUqnE7NmzLX52Y0uP09Lj07CGOK0hRsA64rSGGAHGaUrWECNgHXFaeoz6xGeXLThERERk2+yyBYeIiIhsGxMcIiIisjlMcIiIiMjmMMEhIiIim8MExwopFAps3brV3GEQWRX+3RDZF5tMcMaOHYuhQ4eaO4xqjR07FgqFosLjjz/+sIi4Jk2aVOG1yZMnQ6FQYOzYsbUfWDWSk5Ph6OiIAQMGmDsUiTUeR2v4uynLUuO1xPOxMpcuXcIzzzyDJk2aQKlUwsfHB5GRkUhJSTF3aFrOnTuH8ePHw8/PDy4uLggICMDzzz8v3VOwJgcOHIBCocCNGzdkiU/zt/7uu+9qLd+6dSsUCoUs29RX2e8bZ2dneHt7o3///li1ahVKSkrMHZ5sbDLBsRYDBgxAVlaW1iMwMNDcYcHf3x8bN27EnTt3pGV3797Fhg0b0KRJE6PqLiwsNDa8ClatWoWpU6fiyJEjyMzMNKqu4uJik/3By3kcyXKZ8nyU0+OPP45Tp07hs88+w2+//Ybt27ejT58+uHbtmrlDk/z1118ICQnBb7/9hg0bNuCPP/7A8uXLsX//foSFhVlMrCqVCvPmzcP169fNHUqVNN83Z8+exa5du9C3b188//zziIqKQlFRkbnDk4XNJzi7d+/GAw88gPvuuw/169dHVFQU/vzzT+n1s2fPQqFQYPPmzejbty/c3NzQsWPHWvkVo/nVVPbh6OiIr7/+Gl26dIFKpcL999+POXPmVDgBs7KyMHDgQLi6uiIwMBBffvmlyeIKDg5GkyZNsHnzZmnZ5s2b4e/vj86dO0vLdD22X3zxBfr06QOVSoXPP//cZHECQF5eHr744gs8++yziIqKQkJCgvSa5pfbN998g44dO0KlUqF79+748ccfpTIJCQm47777sGPHDgQFBUGpVOLvv/82SWymOo4PPvggnnvuOa26r169CqVSiW+//dYksZbXtGlTLFiwQGtZp06dEBcXJz1XKBT49NNP8eijj8LNzQ0tWrTA9u3bZYmnJrrEWxuqOx8151pZlf3Kf+utt9CwYUPUrVsXEyZMwMyZM9GpUyeTxnnjxg0cOXIE8+bNQ9++fREQEIBu3bohNjYWgwYNAgDk5OTg6aefRsOGDeHh4YEHH3wQp06dkuqIi4tDp06d8PHHH8Pf3x9ubm544oknTNpSMmXKFLi4uGDv3r3o3bs3mjRpgoEDB2Lfvn04f/48Zs2aBQDIz8/Hyy+/DH9/fyiVSrRo0QIrV67E2bNn0bdvXwBAvXr1ZGs57devH3x8fBAfH19lmU2bNqFt27ZQKpVo2rQpPvzwQ+m12NhYhIaGVlinQ4cOmD17tkli1HzfNGrUCMHBwXj11Vexbds27Nq1SzpPa3rPAWD79u0ICQmBSqWCl5cXHnvsMZPEJwebT3Dy8vIwY8YMnDhxAvv374eDgwMeffTRCr/SZ82ahZdeegnp6elo2bIlnnzySbNktXv27MFTTz2FadOm4ZdffsHHH3+MhIQEvP3221rlXn/9dekX2FNPPYUnn3wSGRkZJovjP//5D1avXi09X7VqFcaNG6dVRtdj+8orr2DatGnIyMhAZGSkyWIEgMTERLRq1QqtWrXCU089hdWrV6P83JX//e9/8cEHH+DEiRNo2LAhHnnkEa2WpNu3byM+Ph6ffvopfv75ZzRs2NBk8ZniOE6YMAHr169Hfn6+tM66devg5+cnfXiby5w5czB8+HD88MMPePjhhzFq1CiL+VVtDrqcj9VZt24d3n77bcybNw+pqalo0qQJli1bZvI469Spgzp16mDr1q1a55WGEAKDBg1CdnY2du7cidTUVAQHB+Ohhx7Sen//+OMPfPHFF/j666+xe/dupKenm+x+YdeuXcOePXswefJkuLq6ar3m4+ODUaNGITExEUIIjB49Ghs3bsSiRYuQkZGB5cuXo06dOvD398emTZsAAKdPn0ZWVhYWLlxokvjKcnR0xDvvvIPFixfjn3/+qfB6amoqhg8fjhEjRuDHH39EXFwcXn/9dSmxGDVqFI4dO6b1w+bnn3/Gjz/+iFGjRpk8Xo0HH3wQHTt2xObNm3V6z7/55hs89thjGDRoENLS0rB//36EhITIFp/RhA0aM2aMGDJkSKWvXbp0SQAQP/74oxBCiDNnzggA4tNPP5XK/PzzzwKAyMjIkDVGR0dH4e7uLj2GDRsmevbsKd555x2tsmvXrhW+vr7ScwBi0qRJWmW6d+8unn32WZPENWTIEHH58mWhVCrFmTNnxNmzZ4VKpRKXL18WQ4YMEWPGjKl03aqO7YIFC4yOqyrh4eFS/YWFhcLLy0skJSUJIYT47rvvBACxceNGqfzVq1eFq6urSExMFEIIsXr1agFApKenmzQuUx7Hu3fvCk9PTylmIYTo1KmTiIuLkyVmIYQICAgQ//vf/7Re79ixo5g9e7b0HIB47bXXpOe3bt0SCoVC7Nq1y6RxVcWQeLds2SJrTNWdj6tXrxZqtVqr/JYtW0TZj+Hu3buLKVOmaJXp0aOH6Nixo8lj/eqrr0S9evWESqUS4eHhIjY2Vpw6dUoIIcT+/fuFh4eHuHv3rtY6zZo1Ex9//LEQQojZs2cLR0dHce7cOen1Xbt2CQcHB5GVlWV0fEePHq32PZs/f74AII4dOyYASMe5PM3nwPXr142OqTJlz8PQ0FAxbtw4IYT2ezty5EjRv39/rfX++9//iqCgIOl5hw4dxNy5c6XnsbGxomvXriaPsbzo6GjRpk0bnd7zsLAwMWrUKJPEVBtsvgXnzz//xMiRI3H//ffDw8NDGuNSvm+8Q4cO0v99fX0BlA7Ck1Pfvn2Rnp4uPRYtWoTU1FTMnTtX+oVVp04dTJw4EVlZWbh9+7a0blhYmFZdYWFhJm3B8fLywqBBg/DZZ59h9erVGDRoELy8vLTK6Hps5crwT58+jePHj2PEiBEAACcnJ0RHR2PVqlVa5coeK09PT7Rq1UrrWLm4uGi9/6ZkiuOoVCrx1FNPSfuVnp6OU6dOWcQg5bLHzd3dHXXr1pX978ZS6Xo+1lRHt27dtJaVf24qjz/+OC5cuIDt27cjMjISBw4cQHBwMBISEpCamopbt26hfv36Wp9FZ86c0WplaNKkCRo3biw9DwsLQ0lJCU6fPi1LzGWJf1vGzpw5A0dHR/Tu3Vv2bdZk3rx5+Oyzz/DLL79oLc/IyECPHj20lvXo0QO///47iouLAZS24qxbtw5A6b5t2LBB1tYbDSEEFAqFTu95eno6HnroIdljMhUncwcgt8GDB8Pf3x+ffPIJ/Pz8UFJSgnbt2qGgoECrnLOzs/R/TZ+43KPL3d3d0bx5c61lJSUlmDNnTqX9miqVqtr6TD1if9y4cdLYjyVLllR4Xddj6+7ubtK4NFauXImioiI0atRIWiaEgLOzc42D/coeK1dXV1mvdjDFcZwwYQI6deqEf/75B6tWrcJDDz2EgIAA2WJ2cHCo0LVS2QDxsn83QOlxNcdVGbrGK6eazkddYyx/LpZfx5RUKhX69++P/v3744033sCECRMwe/ZsTJ48Gb6+vjhw4ECFdcqPIypLE7sp/p6aN28OhUKBX375pdKr5X799VfUq1cPbm5uRm/LVHr16oXIyEi8+uqrWj9ANElEWeXf15EjR2LmzJn4/vvvcefOHZw7d05KluWUkZGBwMBAlJSU1Piel+8qtHQ2neBcvXoVGRkZ+Pjjj9GzZ08AwJEjR8wcVfWCg4Nx+vTpColPeUePHsXo0aO1npcduGoKAwYMkL5ky4+dMfexLSoqwpo1a/Dhhx8iIiJC67XHH38c69atQ7t27QCUHhvNVUvXr1/Hb7/9htatW9darKY4ju3bt0dISAg++eQTrF+/HosXL5Y15gYNGiArK0t6npubizNnzsi6TWOYO15dzsdmzZrh5s2byMvLk5L+9PR0rbKtWrXC8ePHERMTIy07efKk7PFrBAUFYevWrQgODkZ2djacnJzQtGnTKstnZmbiwoUL8PPzAwCkpKTAwcEBLVu2NDqW+vXro3///li6dCleeOEFrS/X7OxsrFu3DqNHj0b79u1RUlKCgwcPol+/fhXqcXFxAQCppURu7777Ljp16qR1DIKCgir8XScnJ6Nly5ZwdHQEADRu3Bi9evXCunXrcOfOHfTr1w/e3t6yxvrtt9/ixx9/xAsvvIDGjRvX+J536NAB+/fvx3/+8x9Z4zIVm05w6tWrh/r162PFihXw9fVFZmYmZs6cae6wqvXGG28gKioK/v7+eOKJJ+Dg4IAffvgBP/74I9566y2p3JdffomQkBA88MADWLduHY4fP46VK1eaNBZHR0epK0fzR6hh7mO7Y8cOXL9+HePHj4dardZ6bdiwYVi5ciX+97//AQDmzp2L+vXrw9vbG7NmzYKXl1etzp9iquM4YcIEPPfcc3Bzc8Ojjz4qa8wPPvggEhISMHjwYNSrVw+vv/56hdgtibnj1eV83L9/P9zc3PDqq69i6tSpOH78uNZVVgAwdepUTJw4ESEhIQgPD0diYiJ++OEH3H///SaN9+rVq3jiiScwbtw4dOjQAXXr1sXJkyfx3nvvYciQIejXrx/CwsIwdOhQzJs3D61atcKFCxewc+dODB06VOp2VqlUGDNmDD744APk5uZi2rRpGD58OHx8fEwS50cffYTw8HBERkbirbfeQmBgIH7++Wf897//RaNGjfD222/D09MTY8aMwbhx47Bo0SJ07NgRf//9Ny5duoThw4cjICAACoUCO3bswMMPPwxXV1fUqVPHJPFVpn379hg1apTWj5AXX3wRXbt2xZtvvono6GikpKTgo48+wtKlS7XWHTVqFOLi4lBQUCB9fplKfn4+srOzUVxcjIsXL2L37t2Ij49HVFQURo8eDQcHhxrf89mzZ+Ohhx5Cs2bNMGLECBQVFWHXrl14+eWXTRqryZhp7I+sYmJixOOPPy6EECIpKUm0adNGKJVK0aFDB3HgwAGtgWuagbBpaWnS+tevXxcAxHfffSdbjNUN+tq9e7cIDw8Xrq6uwsPDQ3Tr1k2sWLFCeh2AWLJkiejfv79QKpUiICBAbNiwQfa4hBBag2MNObamEhUVJR5++OFKX0tNTRUAxIcffigAiK+//lq0bdtWuLi4iK5du2oNKK5s4KcpmPI4aty8eVO4ubmJyZMnmzxeIbT/bnJycsTw4cOFh4eH8Pf3FwkJCToN2lWr1WL16tWyxCdHvKaiy/mYmpoqtmzZIpo3by5UKpWIiooSK1asEOU/hufOnSu8vLxEnTp1xLhx48S0adNEaGioSeO9e/eumDlzpggODhZqtVq4ubmJVq1aiddee03cvn1bCCFEbm6umDp1qvDz8xPOzs7C399fjBo1SmRmZgohSgcZd+zYUSxdulT4+fkJlUolHnvsMXHt2jWTxnr27FkxduxY4ePjI8UxdepUceXKFanMnTt3xAsvvCB8fX2Fi4uLaN68uVi1apX0+ty5c4WPj49QKBRVDu43VGV/62fPnhVKpVLrvf3qq69EUFCQcHZ2Fk2aNBHvv/9+hbquX78ulEqlcHNzEzdv3jRpjAAEAOHk5CQaNGgg+vXrJ1atWiWKi4ulcjW950IIsWnTJtGpUyfh4uIivLy8xGOPPWayOE1NIYSMHbxmMmDAADRv3hwfffSRuUMhMzpw4AD69u2L69evVztuwFqcO3cOTZs2xYkTJxAcHGzy+q3t78ba4jVU//794ePjg7Vr15o7FC1xcXHYunVrhW42IkthU11U169fR3JyMg4cOFDpFPlE1qiwsBBZWVmYOXMmQkNDTZ7cWNvfjbXFq4/bt29j+fLliIyMhKOjIzZs2IB9+/YhKSnJ3KERWR2bSnDGjRuHEydO4MUXX8SQIUPMHQ6RSfzf//0f+vbti5YtW+Krr74yef3W9ndjbfHqQ6FQYOfOnXjrrbeQn5+PVq1aYdOmTZUOniWi6tlkFxURERHZN5uf6I+IiIjsDxMcIiIisjlWm+DEx8eja9euqFu3Lho2bIihQ4dWmB5cCIG4uDj4+fnB1dUVffr0wc8//yy9fu3aNUydOhWtWrWCm5sbmjRpgmnTpiEnJ6fSbebn56NTp05QKBS8coCIiMiCWW2Cc/DgQUyZMgVHjx5FUlISioqKEBERgby8PKnMe++9h/nz5+Ojjz7CiRMn4OPjg/79++PmzZsAgAsXLuDChQv44IMP8OOPPyIhIQG7d+/G+PHjK93myy+/LM3YSURERJbLZgYZX758GQ0bNsTBgwfRq1cvCCHg5+eH6dOn45VXXgFQ2gLj7e2NefPm4Zlnnqm0ni+//BJPPfUU8vLy4OR07yKzXbt2YcaMGdi0aRPatm2LtLQ0dOrUqTZ2jYiIiPRktS045Wm6lTw9PQGU3mE2Oztb674wSqUSvXv3RnJycrX1eHh4aCU3Fy9exMSJE7F27VqLurEbERERVc4mEhwhBGbMmIEHHnhAusFidnY2AFS4WZm3t7f0WnlXr17Fm2++qdW6I4TA2LFjMWnSJOn+K0RERGTZbGKiv+eeew4//PBDpXdhruwW9eWXAaV3Hx40aBCCgoIwe/ZsafnixYuRm5uL2NhY0wdOREREsrD6FpypU6di+/bt+O6779C4cWNpueZutuVbay5dulShVefmzZsYMGAA6tSpgy1btsDZ2Vl67dtvv8XRo0ehVCrh5OSE5s2bAwBCQkIwZswYuXaLiIiIjGC1CY4QAs899xw2b96Mb7/9FoGBgVqvBwYGwsfHR+seLgUFBTh48CDCw8OlZbm5uYiIiICLiwu2b98OlUqlVc+iRYtw6tQppKenIz09HTt37gQAJCYm4u2335ZxD4mIiMhQVttFNWXKFKxfvx7btm1D3bp1pZYatVoNV1dXKBQKTJ8+He+88w5atGiBFi1a4J133oGbmxtGjhwJoLTlJiIiArdv38bnn3+O3Nxc5ObmAgAaNGgAR0dHNGnSRGu7derUAQA0a9ZMq8WIiIiILIfVJjjLli0DAPTp00dr+erVqzF27FgApfPW3LlzB5MnT8b169fRvXt37N27F3Xr1gUApKam4tixYwAgdT1pnDlzBk2bNpV1H4iIiEgeNjMPDhEREZGG1Y7BISIiIqoKExwiIiKyOUxwiIiIyOYwwSEiIiKbwwSHiIiIbA4THCIiIrI5THCIiIjI5jDBISIiIpvDBIeIiIhsDhMcIiIisjlMcIiIiMjm/D/jGzY/92KapgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_values = model.compute_shap_values(X)\n", "pd.Series(shap_values[:, 'time_numeric'].values, index=X.index).plot(title='time series `b` normalized by `a`')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "25e4d778-e74d-4006-a9cb-aadf88db2b79", "metadata": {}, "source": [ "The limited-time offset is clearly visible and has been discovered in an unsupervised manner. However, the trend is not noise-free, and some minor shifts may appear outside the actual one due to unavoidable overfitting." ] }, { "cell_type": "markdown", "id": "eb1695f4-a416-4d5b-a139-9c0c838e0b4d", "metadata": {}, "source": [ "### **3. Real-World Dataset** \n", "\n", "Let's explore what the methodology can produce as a normalized trend for a real-world dataset: French hourly electricity consumption from 2015 to mid-2020. We'll build the dataset in several steps: \n", "\n", "- **Downloading the time series to be normalized** via Kaggle: the data is sourced from [ENTSO-E Transparency Platform](https://transparency.entsoe.eu/). \n", "- **Downloading weather data across France** for the same period, using NOAA's ISD (Integrated Surface Database) via the package [isd-fetch](https://github.com/CyrilJl/isd-fetch). \n", "- **Reducing the weather dataset to quantiles**: For each considered field, such as temperature, the more than 300 time series won't be directly used as features. Instead, quantiles of the available values across France will be computed for each timestamp. \n", "- **Adding time-related features**, such as the month, weekday, and hour. \n", "\n", "Finally, we will demonstrate the use of `apyxl.TimeSeriesNormalizer` on this dataset." ] }, { "cell_type": "code", "execution_count": 8, "id": "793afadf-1275-401e-b994-3390e708e4a1", "metadata": {}, "outputs": [], "source": [ "from os.path import join\n", "\n", "import kagglehub\n", "from apyxl import TimeSeriesNormalizer\n", "from pyisd import IsdLite" ] }, { "cell_type": "markdown", "id": "61ecffd3-5056-45e6-af4c-3e04f2f2b1b5", "metadata": {}, "source": [ "## 3.1. France's electricity consumption\n", "\n", "Data provided by https://transparency.entsoe.eu/, downloaded via kaggle." ] }, { "cell_type": "code", "execution_count": 9, "id": "33442511-ba3a-459b-8989-22582263254b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
load
start
2016-08-23 23:00:0041666.0
2020-07-18 09:00:0044462.0
2017-07-26 12:00:0051996.0
\n", "
" ], "text/plain": [ " load\n", "start \n", "2016-08-23 23:00:00 41666.0\n", "2020-07-18 09:00:00 44462.0\n", "2017-07-26 12:00:00 51996.0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = kagglehub.dataset_download(\"francoisraucent/western-europe-power-consumption\")\n", "load = pd.read_csv(join(path, 'fr.csv'), parse_dates=['start', 'end'], index_col='start').drop(columns='end')\n", "load.index = load.index.tz_localize(None)\n", "load.sample(3)" ] }, { "cell_type": "code", "execution_count": 10, "id": "911f5fd1-f042-4236-9101-cca15385187a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "load.plot(figsize=(10, 4), lw=0.8)" ] }, { "cell_type": "markdown", "id": "5ccc5839-4854-418d-b184-7b431838e3c5", "metadata": {}, "source": [ "## 3.2. Weather observations data" ] }, { "cell_type": "code", "execution_count": 11, "id": "660bc832-616c-46b6-96a0-b6101aeb4bbd", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "24bc26bcbba544c9b7856a98300fff0b", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/353 [00:00" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data['temp'].plot(legend=False, c='grey', lw=0.1, figsize=(10, 4))" ] }, { "cell_type": "code", "execution_count": 13, "id": "73fbf6ed-7985-4b18-bf29-ee519b0383bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['temp', 'dewtemp', 'pressure', 'winddirection', 'windspeed', 'skycoverage', 'precipitation-1h', 'precipitation-6h'])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.keys()" ] }, { "cell_type": "markdown", "id": "d97ecc8e-5c58-4145-a7cd-9a5bde462a04", "metadata": {}, "source": [ "## 3.3. Processing data for the normalization task" ] }, { "cell_type": "code", "execution_count": 14, "id": "58f844f4-e04f-4ef4-8895-45b747e53893", "metadata": {}, "outputs": [], "source": [ "def quantiles(df, q, suffix=''):\n", " dfq = df.quantile(q=q, axis=1).T\n", " dfq.columns = [f'{suffix}_q{q_}' for q_ in q]\n", " return dfq" ] }, { "cell_type": "code", "execution_count": 15, "id": "c0378a5c-d067-4547-85e7-f3bbd73d0a0c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
loadtemp_q0.01temp_q0.1temp_q0.25temp_q0.5temp_q0.75temp_q0.9temp_q0.99windspeed_q0.01windspeed_q0.1...precipitation-1h_q0.01precipitation-1h_q0.1precipitation-1h_q0.25precipitation-1h_q0.5precipitation-1h_q0.75precipitation-1h_q0.9precipitation-1h_q0.99monthweekdayhour
2019-10-24 05:00:0052113.08.56810.4711.20012.213.10014.7319.2630.01.0...-1.00.00.00.00.03.239.21035
2018-03-16 00:00:0056588.01.6705.606.3007.78.85010.2013.6800.01.0...NaNNaNNaNNaNNaNNaNNaN340
2018-11-03 19:00:0057805.01.1684.175.4757.410.42514.5319.4980.00.0...0.00.00.00.00.00.00.011519
\n", "

3 rows Ă— 32 columns

\n", "
" ], "text/plain": [ " load temp_q0.01 temp_q0.1 temp_q0.25 temp_q0.5 \\\n", "2019-10-24 05:00:00 52113.0 8.568 10.47 11.200 12.2 \n", "2018-03-16 00:00:00 56588.0 1.670 5.60 6.300 7.7 \n", "2018-11-03 19:00:00 57805.0 1.168 4.17 5.475 7.4 \n", "\n", " temp_q0.75 temp_q0.9 temp_q0.99 windspeed_q0.01 \\\n", "2019-10-24 05:00:00 13.100 14.73 19.263 0.0 \n", "2018-03-16 00:00:00 8.850 10.20 13.680 0.0 \n", "2018-11-03 19:00:00 10.425 14.53 19.498 0.0 \n", "\n", " windspeed_q0.1 ... precipitation-1h_q0.01 \\\n", "2019-10-24 05:00:00 1.0 ... -1.0 \n", "2018-03-16 00:00:00 1.0 ... NaN \n", "2018-11-03 19:00:00 0.0 ... 0.0 \n", "\n", " precipitation-1h_q0.1 precipitation-1h_q0.25 \\\n", "2019-10-24 05:00:00 0.0 0.0 \n", "2018-03-16 00:00:00 NaN NaN \n", "2018-11-03 19:00:00 0.0 0.0 \n", "\n", " precipitation-1h_q0.5 precipitation-1h_q0.75 \\\n", "2019-10-24 05:00:00 0.0 0.0 \n", "2018-03-16 00:00:00 NaN NaN \n", "2018-11-03 19:00:00 0.0 0.0 \n", "\n", " precipitation-1h_q0.9 precipitation-1h_q0.99 month \\\n", "2019-10-24 05:00:00 3.2 39.2 10 \n", "2018-03-16 00:00:00 NaN NaN 3 \n", "2018-11-03 19:00:00 0.0 0.0 11 \n", "\n", " weekday hour \n", "2019-10-24 05:00:00 3 5 \n", "2018-03-16 00:00:00 4 0 \n", "2018-11-03 19:00:00 5 19 \n", "\n", "[3 rows x 32 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = (0.01, 0.1, 0.25, 0.50, 0.75, 0.90, 0.99)\n", "X = [load.copy()]\n", "for field in ('temp', 'windspeed', 'skycoverage', 'precipitation-1h'):\n", " X.append(quantiles(df=data[field], q=q, suffix=field))\n", "X = pd.concat(X, axis=1)\n", "X['month'] = X.index.month\n", "X['weekday'] = X.index.weekday\n", "X['hour'] = X.index.hour\n", "X.sample(3)" ] }, { "cell_type": "markdown", "id": "9df8dd20-01ca-4b27-9aea-246433c92296", "metadata": {}, "source": [ "## 3.4. Application of ``TimeSeriesNormalizer``" ] }, { "cell_type": "code", "execution_count": 16, "id": "8ba63658-aee2-468e-94cf-95552a84dd39", "metadata": {}, "outputs": [], "source": [ "tsn = TimeSeriesNormalizer(freq_trend='7d')\n", "trend, shap_values = tsn.normalize(X=X, target='load', return_shap_values=True, shift='auto')" ] }, { "cell_type": "code", "execution_count": 17, "id": "ca0df204-fc76-4058-9c4f-15012828b6e7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trend.plot(figsize=(10, 4))" ] }, { "cell_type": "code", "execution_count": 18, "id": "3b8541d0-b1be-4110-9e08-3675523c5785", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsn.xgb.beeswarm(shap_values=shap_values, max_display=15)" ] }, { "cell_type": "code", "execution_count": 19, "id": "af9e6ffb-e569-4797-b2e9-0e2183ead91b", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArQAAAHKCAYAAADy/tj2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5wU5f3A8c/M7M62671xd8DB0XuTJjZQ7DUa/Rl7jMYWo8aYmGiMGo010cSoMWo0ig1FUBFQ6Ujv/TiOO663ve075ffHHnu37GGBs6DP+/Xal+zMMzPPjuzw3We+830k0zRNBEEQBEEQBOEoJX/XHRAEQRAEQRCEIyECWkEQBEEQBOGoJgJaQRAEQRAE4agmAlpBEARBEAThqCYCWkEQBEEQBOGoJgJaQRAEQRAE4agmAlpBEARBEAThqCYCWkEQBEEQBOGoJgJaQRAEQRAE4ahm+a478H01c+ZMXn/9dfbu3YvL5WLQoEE89thj0fWLFy/m6aefpry8nKysLC6++GLOP//8uP28/PLLzJgxg8bGRkpKSrjxxhsZNWpUTBuv18vjjz/OggULCIVCjBo1ittvv53c3Nxv/HMKgiAIgiAc7cQIbReeeeYZHnvsMU4++WT+9re/8dvf/paMjIzo+g0bNnDrrbfSr18/nnzySU477TQefvhhZs6cGbOfl19+maeeeooLLriAJ554goKCAm666SZ27doV0+6uu+5i0aJF3HbbbTzwwAPU19dz3XXXEQgEvo2PKwiCIAiCcFSTTNM0v+tOfJ/s2bOHCy+8kCeeeIJx48Z12ebGG2+ktbWVF198Mbrsz3/+M4sWLWLOnDnIskwoFGLq1KmcffbZ3HTTTQDous6FF15ISUkJDzzwAACbNm3isssu4/HHH2fixIkA1NTUcOaZZ3Lbbbdx3nnnfcOfWBAEQRAE4egmRmgPMmvWLPLz8w8ZzIZCIVauXMnUqVNjlp988sk0NDSwfft2IDKK6/F4mDZtWrSNoiicdNJJLF26lAO/I5YsWUJiYiITJkyItsvJyWHYsGEsWbKkuz+eIAiCIAjCD44IaA+yadMmevfuzXPPPcdJJ53EuHHjuOaaa6KBamVlJeFwmJ49e8Zs16tXLyAywtv5v8XFxXHtvF4vdXV10XZFRUVIkhTX7sA+virTNPF4PIhBd0EQBEEQfkzEQ2EHaWhoYNu2bZSVlXHnnXditVp59tlnuf7663nnnXdwu90AJCYmxmx34P2B9W63G1VVsdvth2yXnZ2N2+2O29eBdgf2dSihUIhQKBR97/V6OfXUU/n0009JSEj4mp9cEARBEIRvnXRO/DLz7W+/H0c5EdAexDRNfD4fDz30EL179wagf//+nHHGGbz99tsMHToUIG5EtStdtTkwetp53aHafdkxXnjhBZ599tkv7YcgCIIgCN9XXx5PCF9OBLQHSUpKIj09PRrMAmRkZFBcXExZWRmTJk0CiBs9bWtri25/4L/BYJBgMIjNZou283g8QMdIbVJSEjU1NXH98Hg8XY7cdnb55Zdz8cUXR98fGKEVBEEQBEH4MRE5tAc5ODf2ANM0kWWZgoICrFZrXH5rWVlZzPYH/ttVO5fLRVZWVrTd3r174/Jey8rKDtmXA1RVJSEhIfpyuVxf8VMKgiAIgvD9IHXxEr4uEdAeZOLEiTQ2NsbUiq2rq6O8vJw+ffqgqiqjR49m3rx5Mdt99NFHZGRkUFpaCsCQIUNISEjg448/jrbRdZ158+Yxfvz4aDrBhAkTaGtrY9myZdF2NTU1rFu3LqbygSAIgiAIP0QioO0OIuXgIMcddxz9+vXj9ttv5xe/+EX0obDU1FTOPvtsAK666iquvvpq7rvvPk4++WTWr1/PzJkz+e1vf4ssR34jqKrKlVdeyVNPPUVqair9+vVj5syZVFVVcf/990ePN2jQICZOnMif/vQnbr75ZlwuF8888wx5eXmcdtpp38k5EARBEARBOJqIiRW60NTUxKOPPsrixYvRNI0RI0bwq1/9KqYE14Gpb/fs2ROd+vaCCy6I2Y9pmtGpb5uamg459a3H4+GJJ55g/vz5hMPhw5761uPxMGXKFFHlQBAEQRCOFtIF8cvMGd9+P45yIqD9AREBrSAIgiAcZURA2y1EDq0gCIIgCIJwVBM5tIIgCIIgCN8Z8RBYdxABrSAIgiAIwndGBLTdQaQcCIIgCIIgCEc1MUIrCIIgCILwnREjtN1BBLSCIAiCIAjfGRHQdgcR0ArdzzDgnRWwYieM7AXnHQOK8l33ShAEQRCEHygR0ArdZ+46WLoNFm2BBZs6ll8wHl7/9XfWLUEQBEH4/hIjtN1BBLTCEVlVY3LzJzoX/eMFrl/0QdeNZiyFuytgYOG327lvyLZGk3d3mWS74IJSCadVXIwEQRCEwyX+DekOIqAVDps/bHLKWzpqTRPXLv7wixtXNx8yoDVq2gi+uh5TN7FdOBilR0p8ozeWwswVkJcGN0yHwswj/wCH4Z2dBue/Z6C3z6/315Ww9KcKSTZxQRIEQRCE74oIaIXD9uk+kwY/jHI3oXzRDMpZyTCxf5ertO31tI5/BrPJD4D/3gUkL7yaV6w5vLXTJNsJf14yk6w/vdKx0cufwYZHISulGz/NV/PbRR3BLMDmRnhps8kvR4iAVhAEQfj6zC5GaMW/KF+fqEMrHLYsZ+QrtzavJ/uS02NXKnLkNbYPzL4L7GqX+/A/vCgazAKYnhBrbv2Uyz40mLXb5LmNJsqj78VuVNsC/10Yt6/3dhmc967OZR/orKn9ggD7COx1d7XsmzmWIAiCIAhfjQhohcM2MkfitF4SuqJw5mW3saqgV2TFwB4w/x7Q3oTlf4GiTHhsFvz5TdhVHd0+9PhnhF9dC4BHtTJz0AA+7NeXpoOiRmcwEH9wb+yylzYbnDnT4K2dJi9uNhn/qs76uu4PNE/rFf+7+fTe4mskCIIgCN8lkXIgfCWL9xnc8rHO5nqT0nSJY3vKnFsq8/aZMv/bZrKqpjd/OfZBymvC5KZb+F2JwhiAvXUw9jeRUVWAP70Bc+8mXBkgdMtMZCxszczj7Ct/Rn1CAgBpfh+YJkiR4PGlkcfy8xXzOjqjWuAnE2P69/DnRsz7oA7/2mDw1IlfUi6szQ/zN0B2ChxTGrc6qJlsrDPpmSKR7pR4OrOCwA6V2WSRape4e7zM5B7i5pAgCIJwuMS/Id1BBLTCl2oJmEx/TaMtFHm/rtZkXZ3OE2tN7hkvc/d4maV7Nd7cYgAKNJksKNfY8nMrhU/O7ghmAYJhuPcNNFcPABQ0/nLCsdFgFqDJ4QTdBEvkS377OZdx3pgE0j/6PPJQ2O/Ph755HftsbKN2vwE2V0y/a3Y2wYnxD4+FNJNVlTq9d+wk+yf3Q4s3smLaMHjvTlCtACwoN7jwHY16H9gUuNfYyu133cN7QK0rif9efgl7Bh7HvL0GJxaJUVpBEATh6xM5tN1DBLTCl5pbZkSD2SgTMEwe+Nzgl8PhxY2xI6TeMCx4bw+XrdgZv8OqRqRxkdFQCdiRFR90DkyTcDphsLuR60p10m+/FLg0fl8LN2NO/zO/GXkCt57+s5hVq/ZpGGW1yMEwbz+8nNfUQsLJCWwwUyg3nSx75TmyDwSzAB+tY+45/2HRDf/H1WNVfvZeJJiFyIjvHfTntMx8iloamPKLP7ItuwBWmzy+2uTRKXDLKBHUCoIgCMJ3QQS0wpfKch3it6IEAQ0a/GCVIZrVapq88PY/uGxt/INbAJw1FutFx6K9sQ68ISaX7WZ7VnZMk2sGmVz9l5fQ34tM0OAb1QP7rKuQc5KibYy2IFzxD2RvgFsWzkbVNF4eOZnK5DT2J6dTkZbJnLdXUj5/F7dPOJuzN33Ob2a+yojaCqoSUsj0tcV1ramyhWVvbeFfq/tQZ9ri1i8t7MuKoj6RYLaT+5Yb3DhCQpHF72pBEATh6xD/bnQHMaQkfKljCyUmFwK6AZoRSQdQAEliQDr0TZO5cpgc/U4eX7YpPpiVJbBZ4ZqT4A8XoAzJw7n217T+5mTWDSkF48ADXCbnl8KQZxdEg1kAY9U+QnfNib7XNtfS3PsR2F0DRA79y6UfseJvd3H7px1VEZZ5nfxu1Gn4sfK7+W8zorYCgHxPCxZDj/usrw2bwPy+Q2iUrDi7+Lk3rHovJ+7YELe8JQhhI769IAiCIHwxqYuX8HWJEVrhCy1e3MbbbzVT2KQx0WFnRXoyYUUGSeKYQpl/T1N46HODv28EVBkwqehZSE1iMjltrR07MkyoehbSO0ZY5T6Z3Df+OFau1GOiwfKNAUKflsX1RV+6J/pn393zMeu9hHFiwxPT7rQtq8lvbeKeE89hTkERrT4Hxc319G/YH9NOBp4cfwqPT56OT7Uxafc23h04OnIsq4WeSQa7mkyCeuTicsOyDxi1P9Kv+2e/QqMrifLUHN4dOJxT+1mxW+IvQi0Bkz8sNfhsn8nADIk/jpfpkyouVoIgCILQnURAKxzS7t0Bnv1XfaTgANCzvVTW4qxUrLrJrLMU9nvhjoWdhyYldjlSufq8nzPrhYeiS6vy88nvFMwesGhv/LDmHr/MnowsxpfH5t8252fz5n8aKCxUGbqlDgAvOYStlSSEA+iShGKa9G6qoyIxg/1yMk0tNjB16iUXPX7+JKkBL79eNZtLNy/mrUFjuensy6P7f3PYuJjjndRb4ZM3HmJJlUlpw37613cExCfu3s1/xp6HkwSuWLuL5PweQHLcZznvPYP5FZHR5/X1Jp/u09l1pYJDTJcrCIIg0PVDYcLXJwJa4ZDWrPZx8ARghb5IUBs2oNFnsqSq621n9x9JUFawGTqVianccO7PeaeLdkOyZTbXxd76T9B03h80ktF7d9O3vobd6en8+dRTWFTch4kf7+MnKzdS7VbIRKLN5mTUnU+R3dbChkd/DYCBxBWnX02TMxEAeyCMJWzQZnPQZnNw4wk/o7i1nleHHB/XH3sojMXQ+cuc97nkgY1Ymuo5k4aYy43XaueZCT8lZIlMFuFXnfjm1vP5lATG9OgoE7a31YwGswfs90RmFuuZYjI2VyJZTJkrCILwIyf+HegOIqAVDik5Ob6Gq1+JLBuYJdE3Q6Y+2PXkBaYJBTf/nQJ3Exuze3DaACvm5krwhWBUTwjr4AlyfT+FmiWt+EKwO8FBbqGNnv4wHtXGbWddQkldNa+NG4jbYmXKtjL++r+Z0Wl2Q7Kd2YP60+RKxG9V0RQLFi1MbUIytQkp/HL5YoZW72dDRg7/GzicsNLxeR4beTrp3mBcv0tra7h5wSf0bWpkTn4u5zdvQzroI+7OKIoGswdIyHz8uZcxf58J8zdCaR72W89HIoeDz9Av5hmYgMsKr5wqc2aJSGUXBEEQhCMhAlrhkCZMTGDu3Faq6nUMScJqGGxITeC4njI35gf4yy2VeNt0jhuSxychR8eGpklfQuxwJdHgSqK3Pch/n30KPo085GXmpqB5JfZYU3l+2iUUyJFAs9Tj49b/yyElM40X3m1jb7WGf0w/3C2RurDXfLYiGswCYICuyxA08Csqz405nl8u/Ygsbyvvv/wcY6oqAbgQOLV8N/dMO5s6RaHBomBKCueuXs+bI4bS6oz03aLr3Pvh2ywvLuKKSy5mz4M3xB4PCOEgx12PZBqYkty5Kwx9Zw68MjOyYPVusudv5JLHn+TlSnvMPg7s0RuGn881mN5TwqqIX+iCIAg/RmLy9O4hhoaEQ7I7ZBL7JFDnsNFgV/FmOphzUyLPj9f57F+VVFcEcTdr9F6yn5F7m8hv8VHU6GFMRRND6tv49DIrcy5R2SovxvVpR8UCqboFxe1mXr9RaHLHqKlpwtwPWynMsfKHn6fx7z9mcdpEZ3R9QvDgYrjgCIUjf9BNbjrtMq4/6wo+zx8QDWYPmFC+k14tTRRpGsVeD167jedGjmLBY0/z648/5fpPlzDvyac4bccyXho9CatpUNTSELMPAxkv2cjeDH438zV61VZ3WtnCqa/MiO1cbQvPh9fw0GSZU3tJTCvuWCUZBnmtTTS2aVTGVw8TBEEQfjSOrMrBG2+8wVlnnUWPHj1wuVwMGTKEf/zjHxhG7DMqc+bMYfjw4djtdkpKSnj66ae/0v7D4TB33nknubm5OJ1OjjvuODZsiK/2810TI7TCIS1aE2Dh2mh1Wdxekyf/18rxWVpMbm3AopAc0kiu76g20BSKTI6QkaJgrtwdt28Jg+BBt+0B/P7YL+DpvSUKE8G618OWHoUM31cds748L5/SJg/bU104gjprCkaR5XYxuPI9DuYIRwLinn4fHxX1xm9VuHzDPP449w1kNGy0Ykom1UmpGLLM5wW9GVPZ0XcPuehERnNTvX6u+3gO64uKMeVWpu5ZGpmq96ARXatN4bYxMreNgQ31Jh+V60ws28qLrz9Fr6Y66pKSSe91NZw/Pq6/giAIgvBlHnnkEYqKinj44YfJzs7mk08+4cYbb6SsrIyHH34YgGXLlnHmmWdy6aWX8uijj7JkyRJuuOEGVFXlqquu+sL933LLLbz00ks88sgjFBcX89BDD3HCCSewceNGcnJyvo2P+JWIgFY4pO1740dEd+wNc1qv2L82zrAGQFCS2K9a0CSJgS6D9OT2GwAje8Lbq2K2MZEZu2cL63r0iVlem2xnS63OgOzIyK3DKvFksY+3Fjfx2thhlCU7uPjz9dgNk2WlpVTm5DKmrgXFNNFkibxWH+6kdFocLlL8HbOA7U3NoCw9C4CWhGSOaW4jIEm83X8C08vWIKMf6BjTt63l/QEjWVrUNxrQmkiESIzpqwwM31uOQoBmh4vUYQWwbHtHg/w0+GAN/O5VyExiyO/P595RA7j63kejJc2y3K1w8WNw3KBIrd5XF0GbPxLgluR+2f8iQRAE4Sh3pFUOZs2aRWZmx4ybxx13HB6Ph7///e/cd9992Gw27r33XkaMGMHzzz8fbVNRUcHdd9/NFVdcgSx3fcO+qqqKf/7znzz55JNcffXVAIwbN46ePXvy+OOP8+CDDx5R37uTSDkQDqlfcfwIar+eVo45MZWETg+MOXSdMQOsfJ7kZI/Dxj67ylzDzszNkUCXG06CiX2j7U05Uq92TMUmLl3+IeltzbgVmVVJLp7ab2XEk16WlmvR9kvnNgOwN9nFv0aP5LYLzuXvp05ndUnvaJv+jW0MrWki1+NHlxX+M/EUtuQW0eRMYHGvUu495dzoCOqBv/R206Q6s5B6qTcN9gTcaiTX9TcL3qF/zT4+KRlIKPogmYmEQZvNxpJexdQkdQS3GipvDBsPf7kEfjIBxpfCjdMh0QH/+QR2VsPS7XDKffz+P/+Krc8LkQfkrvg7DLkFbngOfvsKDLoZFmz8ev/DBEEQhKPQkaUcdA5mDxg+fDiBQICmpiaCwSALFizgwgsvjGlz8cUXU11dzdq1aw+577lz56Lresy2iYmJnH766cyePftr9fObJkZohUOaNNzOSeMcfLzcD0BassyNF6WQnGbl1w/3ZtnHzXjbNIaNT+bf+xTC+ztGdA0T/rwgyNmDrEiJDlj0e8znP4Wfv4CkG0iATIhjd63m36UDeDe7Y6Q2qMHDC0O8U2xhxYJm6qtDoCioug5YMA/6rkuGSa7PiwLR60BDYgqvHnMSAD6LgqmoZPgDaDIsKcyisMVHYlAjpKo0J9jJC+kkhQI8PPksfnPqhRiyzNacHoz75Z9Z8tTvcWhhPh7Yg6suvAyv3YZF1/n1x59y6/yFmHKIS0P7MY+9G+lAykGvHNhWhSFJVCVnk+JzkxjyYb74KUZ7vdwYH62DUEcQTzAM97wOxw8+0v+NgiAIwlEmGAwSDMZW4rHZbNhs8VOyd2XRokWkpaWRlZXF9u3bCYVC9O/fP6bNgAEDANi6dSsjR47scj9bt24lOzubtLS0uG1feeUVDMM45Ojut+370Qvhe0k3YalkY1mik9UJDuY5HNS1z5qVkm7llAuzOO/qPEoGuqj3xD+n2eA7aNln2yLT53Yio9HgcMVv641s+/knLdg1DUyToXVukGBnohOtU1Br0zXiCox1Chidmk6e10+u10+PNj8WI8TqglQCskSdasFlVpMU9POnEy7n7pN/gtHpy7m2oBfXnHE1V5x1DRdfejVee+RioikKf5l6HHsyXTiNBmyrN3cEs4D5388oT83j12feyV2n/Zqbzr2bt4dMRQIqk1LjT7YWPw0vWyrhthdh9qr4dYIgCMIPgokU93rggQdITk6OeT3wwANfaX+rVq3ihRde4JZbbkFRFJqbI3c5U1JSYtqlpkb+LWpqajrkvpqbm+O2O7BtOBzG4/HEb/QdEQGtcEgzNmjM2qrhV2RaLQotAYkb3wt02faCIda4ZecPPmiZHj8rGMB529cfcn8Wq4SqGyQGQ/Ro9XJcdSM+i8JHuRmUuew0WS2ktsaXCbCGNUZ+vjNuOcBT7zzPSbtq8cgS/Zvd5Hkb2ZDTm096jyRgif9KvDJyEi9MODEm0IVI6sSKHn3x0YNG+hKm45fzf0edyVOT/o+GhMivWk2xMHPIVHalFJPaao/PmepqJLbBDX99F067H25/qcvPIgiCIBzt4lMO7rzzTlpbW2Ned95555fuqaamhnPPPZcxY8Zwxx13xB5F6jqV4VDLv2i92T6A82XbfptEQCsc0obq+FHD9dVdB6Un9bXw7Ll2StJlMlwSN01QuW/aQbdGrjw2ksfaiTm4iMuVGh6wltEjWSI/SeKek2z8cnwkoD321HQkCayGQUIozODGVk7a30jfNh8WE/xWCyeu3oR8UHmSovIGcqtbcPl9Mct71+/hzC3LUAM+ptQ0kusPMnPQSbww5hySQmEG1LljRloBTDnSZ8mIH4UeuW8fMiag0EoxBgq1CWk4QgFqkw7KazJNbL5EQiTTSiEhXGio7MvNgxd+CeP6Rh4M68oT70Pz9+eXsCAIgvDNsdlsJCUlxby+LN2gtbWVU045BafTyXvvvYfVGvl39MBI7IGR2gMOvD+wviupqalx2wG0tLRgtVpxueLvsH5XRA6tcEjji+JnCptQHL/sgKvGqFw1Jv5BsgOk4wdivv8reGIuBEJw5RQsl04E4Dftr4MNGJnIdX8sZvn8ZrbuDLLJq+C3WnC2j/bWWi30bdlJwdLdzC89hjabkz5VVbSSyOxTh9OzeR95+2upSsmlZ2MFJ25fhImNni1NSNZEPKqVd4dGcm2TNJ2RNa3ktwX4uCQbi26gGZDm8XP33BWs6ZnHayP6ELIoYJr0qm1gT2oqfeoP1KuVWZk7ikEN6zl3w0cs6TWaxoSU6GfJbWnG0Z4nq+HETSEAmbX74awHYXXZIc8dIQ2aPJCacOg2giAIwlHnSKscAAQCAc444wxqa2tZtmwZ6enp0XW9e/dGVVW2bt3KySefHF2+ZcsWgLjc2s769+9PXV0dTU1NMXm0W7ZsobS09HuTPwsioBW+wEklCif1lpm3OzJVa+90iX+cZf/S7Q4IeHU2L24i5NcZMCGN5EwVafowmD7sa/WjzyAXfQa52Pn6Ht6/bysfjhlE2KKwx64SDPvI1/ah1Jn0qysHIheHO6ZezS8WziAhFCLHV46MTqS+gQpYKG5pYE9mYqcqBh1yvEEm7qpjTVYymlXhmpXb2FOYjxOFs7dU0eiykRTU8CoSN511Kk/OfJ+TduwCILetjgdOvJY/fvQ3Ll75Af+YdB5hS+RXcs/6aiJzwsRevBQjiNkezB7ysja0GHp/f+r9CYIgCN8PmqZxwQUXsH79ehYuXEhRUVHMepvNxvHHH8+MGTO45ZZbosv/97//kZuby/Dhww+576lTpyLLMjNmzODaa68FwOPxMGvWrC+tX/ttEwGt0CVv0GTq424279dJACQFHjrRRf/sQ4/QdtbWFObZW7bQWhepfDD/P1Vcen9fCgckfsmWsfSQTtXKRtQEK3te38PW9GRWuOy02lVkEybX1sVVDJAwGbl/B4t6D+TkrWvQSAJZw9opLeGC9Qt48MQr4lIgDtinWvAFdRzeAFuy0in2B/GpVlQTcj2RJ09dYZjzv2fRjRASBhI6PTzl/OrTf2MgMbxqPX96w0+bmoBi6mQFGgEtpp6tFQ9Wus5LjhpfCv+9+WudN0EQBOHH4frrr2fWrFk89NBD+Hw+li9fHl03YMAAkpKSuPvuu5k8eTJXX301F198MUuWLOHZZ5/lmWeeiRllLSkpoaioiPnz5wOQn5/Ptddeyx133IHFYqGoqIi//vWvANx8883f6uf8MiKgFbo0Y1WQzfsjObQygA5/mu3nnBFfbYT2vf9WR4NZgHDQ4JP/7udn95fGtDM0g+otbdiTLKQXx+biNO/xMOvq5XjrIgFfdWYSz40ZiNkehBoSrMnpgceqkhDuOJbfovLekImkBnU2FA2lT91eLln1HsmBjokW8tz1/Gbev7n/pMtoc8Texg9LUG1T2/dlZU5uBleU748et7O6hFSmb11KGAsKXiRM0vxuABopxtDtuPyRNAMvLrLZTJgENBwoBLHhxgR0bJhYUQgg01G+SxtUgjTjNyj5yV/pvAuCIAhHlyNNOfjoo48AuP322+PWffLJJ0yZMoVjjjmGd999l9/+9re89NJLFBQU8OSTT8aNsmqahq7HPj/z6KOPkpCQwO9+9ztaW1sZO3Ys8+fP/17NEgYioBUOYV9T/MNfXS07lM9W+zh4nqvqfbEjkU0VPt68dQPu6sjykkkZnP6nASjtlQaWPbo1GswCrE5OjQsq3TYHl02/lGc++h/pAS+tNid3HX8RmQEteonYlVXEayOm8/Olb8Rsm+eu55olb/PXE/6PsCKjGiZBWWJhaiKhTr9YNVmm2m4jTTcwlNh8oUHVkZnErISQ0IiMFSvoqPiJTbTXsREkCTtubHQ84BXGSZDM9v20oNKKBBjImJv2Ife4GmPaMOT/XAfZKV2cbUEQBOHodWQBbXl5+VdqN336dKZPn/6196WqKg8++OD3alawroiAVujS1IFWHp3nj1k2bWB8aa6ueIIm62U7ucSW09ILYkdCP3lyVzSYBdi1qIEtH9Yy+LRIKNy4PXZGrZRAbJHpA94uHc7s3oPo3VIPlgTSQzoj3LEVAbZn90KXZBQzEpS32BO449RzeWPIWMZUtaIhg2kSkmVq1djPmRbSSDRNDEXGNE0kScIZ9HPe+vkUttRGAk8kFCTAClgxsdDVRWp5wWBGV1ZgpwELfjTUaDArE8RGx2eWMYAgsgl8uAqO/R1s+3uX50AQBEEQfsy+P4+nCd8r43pZefg8F+kuCUmCk/pbeeyCr/aEvUuFUM8kVqalEJIkDGBHgotRP8mLaVez1R23bfWWjmU5w2JnJhldXUeJvdNsWp1yZ4MWK1vSc9lvs+Pt4kEvWQ9H6+Z5JBdr5GG8OWgcLU4HASkSzCJJqKZJUTAcc4zjm1pRpMhXRWr/PFctmcEJO1YSwolbTidAOl4K0HAAYEHDhjemDy0OB6+PnATImO1TQRidatcqxAfsMnD2pbdSmZwG2/fDC/Pj2giCIAhHr64mVhC+PjFCKxzS1ZPsXDnBRlADh/rVv2CSJPHIBQn83/Mmy9NTkU2Tc0bbmTo0Nv82u18S5StiZyjJ6d/xwNQxv+pP0+42mnZGRnr7H5/N6tuTueOvNWwpC5IYDjO7R3tig2mSENIwJYlyp53+Hi8Z4UjwawK6N8QC13GoZgiP5AJJ4vr3V/HYicNZlOQiLxSmrz+EBPQKhOjt8aGEQuQEgph2R0wfZeAXZ/6coRVb2JWfz2d9+lDU1MSf33+fszauQ6EZCUhjP24y2JuQz+6sbN4eNQKPXcZGHRYio98WAoTaKx8YxI+A70tO592Bo2l1uFjwzL3wq//ApVOgi6BdEARBOBqJALY7iIBW+EKyLOE4dGnZQzq+n8rme1JZulujR5rM4Pz4v2rH3dCbN8u9tNVGRiZ7T0xn4MkdSeYJOQ4ueHMyjTvaUF0KSQUuQpqJXJTA5gYV2TTp3+xmT4ITTZJQ2gdsdUnig6x0inwBUkMhjtlfS3KNm5CkEpIiH+ajAUW8MqYUrymBBFU2laAkkR8MUxAIEpRMxjU0YwAVqj06ucIBe11OKoaPoC45KfI+LY3LLr6YtX+ppH9zKxIGMgaK2sZvLziHoEUF02TKnk3cP+06ZNNkYtkKpuxagpVmwqSgY0fDjqW96kFQsXDjmZdjyjKflAzCa7XhavFCeb0o4SUIgiAInYiAVvjGpDhlpg8+dDScXuzi6tfHUrXJjT3JQmav+JQGSZLIKE2Kvn/kYz+vrNWg/aGt/Q4HYxqayQqG+DgnK9pOlyR2prhwWlyUpydgLQnz6+bPyXb7qE108MrYfgQ7TXObEwzT3x9EAvxWK7nuyKiwDKT5fDQmdFRgMIAGh4qZFPvZNEXhvcFDKF5ShksHr9XK7H4jKK3bS0LIT++metYVjoi2f3fIyThCYUbsW8X27J6U1u+mxe7g057DeWvIaBaUDKIuMQWATE8r+xPSWNJvNAPfKWP0GQb0jU3hEARBEI4+IsWge4iAVvhOyRaZHsNSvnL72RtDccvWp6aQ4/OjGAa6HJmI1pfhRHNY8QB1pgl+nauvmMZJm8sZvrsGU5JQOk1l2ysQirmkuO12DNzIQFIggD0cZndyIgHVSopm0NvtY69TIWyJvfW/I7uIqtQU5pQew/sDJ0WXl9RXsqagNxVpqSQFQrQ4VPYlufio9+Xc9aGL0zeV8/yEi1ld3Jexe1ZTlp4dDWYBpm3bwu9OuYEmZwLGTpkzL1/EjWfZ4LazvvK5EwRBEIQfKhHQCkeV/GSZTVV63PIaZyTPVTJNDKcFzdEpH1WSwKGAZvLxoJ4kypFKB0lhjT4eL+vSklEPmpyhTbXyVq8Cjq2uJzGksS01kY8KcxnU4iHF7WNso5tUzcfK4o5R0vxWL2GLA0fIz+wBE2L2N2tgf6qTHaT7guxPdNDkjDwMts2ezs8vvALltXdodalcv+hlhlVu4eplM3h92HjK07KYvnUNveq8WMMO6l2JPDnlFGYNmMCFf76HrCtOgPSvN1mFIAiCIPzQiIBWOKrcOtXBvG1h9EOUxDUlCYddPqhgGJGgVpFANynLTmWELUheVTO9vT6OrW1kZ3oKfpstZpNtqclsTU/BahiMbHJzelUDkgk+WeaTtCSaVAs0B8gyNIY1uenT0IZDC/De4BMxpY50hqAi0+S0cv7GveR5IvmxlUkOZpXmE7Io+FQbK4ry+Oucf2AxOoL1/1uzKPrnEEmEcJDpbeO2ee9xxcW/oF5NJWt3jQhoBUEQjmIi5aB7iLJdwlFlTE8rz1+a8IVf/6LMLn6nmSa0pxjszkzmEymBQl+k0oDVNNhtU6mxKuhAQJLYa7WQ6A+CaXJMfSt92vw4dQOHYbA6yRkJZgE0g0kVDfRvaMMChC12tuUMxB7uKMGlyRJjq5qiwSxAgdvPyP0dFR4uWz07JpiN6Tqg4Yy+TwoGGL5vD31DdTCkqMttBEEQhKOF1MVL+LrECK1w1DlruA3VIvG3T/yU1evUumPTBf58nIWL5xnUhzr9XgsZYEKmJUx9e3nYFquVzFCIOfnZbEvpNMppmjhDOiFJgmCYVYkONNOktz8SpNZ3mnjBoekUHDThg8U0KXL7yGwq5/htWyhsauKP55wf9zly2yIBbmldFYNq9rbXH5SRiQS2uiRRkZxBdosZU69WlyQuXLUEy+s3gf0wSlAIgiAIwg+MGKEVjkrTB6t8cGMyW+9J5Z4znJRmKwzvofDX813UByXeO1PmN4N1hjrCXJ4X4pVTZbb02kSwyRfdx4KcdDRJYlvSQdUVJImAVUFTZJAkfIrC0pQEKuwq9TaVhE75DmFZIizF/5rObqzm0qWLWJKby5NjRlO6f39cmwxPPfd89DpLnvo9upmElx74KMBHDgYWbp7+M3r9+m88OX5azHaq2Ub/5p0EZ2w9wrMoCIIgfNfExArdQzLNg56GEY5aHo+HKVOm8Omnn5KQ8NVm9foheXtTmIte9RNqv3N/wRALr/3UgXQg4BxwI9MHnM8HvYdGt0nzB/FaLQQPqlZwYOawznr6g/QMhvHKEmsTHITaS4edWNvIwLaOQLnRrrLNZdKEQllqZFpbV1jjuh17CNkik0vkttRy/eJ/kxDyoWEnQHbMsbZmpTPmxtuj70ftq2D2i4+QHmhCITKTmYYded/TyAUph3fCBEEQhO9cm/SruGWJ5qPfQU+ObiLlQPhB0A2TG98NRINZgBkbNK4crTO1b/tf83o3T85/hUnZRdQkpIBp0mxTI5MmdA5gDRNJiuSuAuQEgkxqaCErGMZnUdif4OQYtw97MEhiWCMvECIsy2iyhCHJSJJMRlhiVVZGtC9eq4U3ctP56d5dXLhmNcWN+3AQmclMJ3YGNYDSukauXLmEl4eNIWS1khbSqEtJ4dXS02ixJzBm7xqmb1uEPnst/Py4b+CMCoIgCMLRQwS0wg9Ci9+kyh1/s2FzrU6mHV79PIjtJz/n0ldfJt3nx2N1IZmR1PugRSaoyEiGiVU3MCUi6QamiWqanLm/Hnv7A2VJYQ2r28uu1CQK/UGcmo4JeGwqZqcR3UwNsoJh6mwd+bbVSUk8OWksP1uxCAkrIVLQ5QC6pKIc9DyYQoibln9MgpxJSJEpaKnjuWMujgbdcwdMZWlxKX/csgcQAa0gCILw4yYCWuEHId0lMyhHZlNNbD0vl2xy4mOtkTJfSl/+fckfsIRC0WlyAeyagWRGqhGouoHHZgFJYkp1PUm6EQ1mD3DoOvZQGIcWiUINSYoJZg9I1rSYgFZzWAk6HEy77jpmvPQ3PI5sRu3bRFKoDj/ZGNGRWhMFg9LaBq777HWaHcmErCpLeg+lJrlj1HdHVillcoC+R3bqBEEQhO+QyJntHuKhMOEH46ULHPRKi1wYHFZ48BQbH6wPxdSs9UkW8opi67ZKEoQUGU2R8aqW6Cjokux0ZCO+4K0BbLbb2OFy4FFkalUrufvrmfD5JqYsXU+/XfuQdZ0bl8+hqLURmxamr7seXFZUTccR1nEYOs5wgMSQDwlwUIudWlSaseJHxgAkipvqGFW1lnHlq/nlpzPIcjd29EOSWJ8jynYJgiAIghihFX4wCqwGK6+2s6kZNldq9EyX+NAfH5D2ypQ5dbDKzHVBMhNkzhhh4/rZkSl1Tbnjl3JYlpnZI4dz9tfTw99Rmmu7y0mLamWZmgxAn/pmztxZgdeuUp+cQFZ9E7VWhdqETN56/zW2ZPemIiVI1ucKm4qGcPmKd9ie1YdR+9ZE9ykBFgIY6ISwo6FiIiNhYKJhoxlF9zJ16xL+O/YMADZlJ3P7M3N4fY9BwbE5jElyg11FSnViGZH/TZxiQRAEoduJEdruIAJa4ajndus8+UQtO3YEkCSoUq2sdjowJYnC1PibED8ZZePMYTZ+f1rHZAWLKg3eWhsiLxCiJsFO0ARMkEx4rziHUreXTG+QOtXKPqs15tbGqH21rO+Vz5o+RZiyhGwYDNuxl78NGYc3IY/i1mpSggobi/vhDAUYVL0Tj83O5pw+FDXHlvNqsiVhD9o4cPPERCFMIirNyBgMqllPedIFbMlO5prPPqPXnmoyXprLR+uH0WPDClJ9begoMLaEpDmXIqc5EQRBEL6/RMpB9xApB8JRb8brTezYEZmkwDQhLximKBgZca1oNjhtiJXidJm+2QqPnO/izGEdkxQYhsnCnWEuGaxwfaHO5BYPp1fWk6vpYFVIMwyS2gJsTXCxJsFFlaoiSxK6BIpukNfqoaDNy5q+RdHRXUOWWd+nEBmYn53B/YNH8W7JKGRA1cLIpsnYvZvZnNOXlT0GYyChSTILe47iH+OmE/+1lAgTKcNm10PUuQJUJTo4d+0mAJL9bVyyfB5pvrb2kV4dc0UZ/gc++wbPuiAIgiB8f4gRWuGot22bP25ZuqZT3v7n3pkK/70yKa5Ni8/grKfdrNsXebgr0yUxWJZJDYe5YM9+9jjtrE9OwJAkfGEt5je0bEKe4ec3Cz7nwyG9Yx4KS/O2EbBaOXlPA0nBIB8P7cXynEz6bvAyuHIPGjasRpBfffI/NuX2ZknxWLKbvDx57IUYWnOXn1HqNHtYZXI6PpuN7dmZjKqoREGL+32voBFesvernkJBEAThOyJGaLuHCGiFo56aYoU6LWaZW+kY5Ty+tOvpYZ9ZGIgGswD1XpO6AhcJFW3sSHTyQVZazOQKkmygtlc8kICLN6zgnjPHU52SxOjaNtL8Hn477w0G1VQQlhW2pBezKrs/g2sbePr4kXzcK5ugWczzo29kSPU+frXwI/pX7yOMAwWNkXv3cPfUibTa7CQHA9HjGhhYiQTt/xs2iX2pGThDIfrW1bf3Jb5cmYSJZdl2/FP/ge2/lyBnJca1EQRBEL4PREDbHUTKgXDU+9zlxN/pYa4mi8JWlx2XCr+d7uDYUmuX222p1uOWBZwWfv/7PLxD0+NmCgt1CpIl02RsZQW7CrMIWhT2WS1cs/RDBtVUAGA1dIbW76bYXY1swtlrdrIvxcVzx4zmowEDePiEaZxw7W34pSQkQMbgmiWzuGP+at4ZcizlKVl4VDt7UtNRCBIkBT9ZPD7xDKyazi/nLiUl0IaKDxst2GjAgocD00Ec6Ln+8Q5CN71z+CdXEARBEI4CYoRWOOpVGgqfZaWRFwyhSRLVNivnDLby0k8cONVD//Id29PCu+tCMcvG9bTSp6+dzBUG1MSO+hqSRFiWkEwwFJldmVlIYQNHk58mWWLMvl1xx8j1NlKenEfYouBXY79uW3JzWVjSi6k7NwKwoGQEKf4Qpizx4YBxIEmke1vp2dxIGAfNqouTVu3l2ro15HiaaVAT6BnajpXIaK4VL2ECBMmIOY724bavfjIFQRCEb1X8PTbhcIiAVjjqnTvIwv31BhWOjoe9Lh5u/cJgFuDKiXaWl2m8tz4S1I4ssnB3e+WDXxyj8vYmLeZCY9N0NFkiZFEAeKv3cFRPMPIglkWmxZ6IMxyMOUazI3Krvz41Oe74CQE/Nt3PjqwsVhT2x626uGTdK3xeVExtQhqWUCpNjiz2pqSQ1hZAR+GKdQso9O/ARhgdGYXYsmQWvEjoBEnDJDIyLZdkxB1bEARB+H4QObTdQwS0wlHvDyfa8ITgpTUhXFaJX09WOXtQ12kGndksEi9dkUhFk44/ZFKa0/F1OKHEwtXDFf69KgyAqhtYDRMME02Wsekay7NysPrDmEBdqov3+43lstUfoRqRkd06Vyprs3tTnZmJ5nCS5QlQlxCZDcwVDLDsb/cxsC5StmtA3V6aHVaO+8VdbMotBCIPl127cDUmEol6gES9vZIDyUADJgocFNAeqGcrU4ePPLDIqH+efgRnVxAEQRC+/0RAKxz1VIvEPSeq/HmajQTb1/+lW5imdLlcD+m4wvF5tomywSWjbPx3aRDZAF2WQJF54LhJ1LuSGVO5mxa7gzcGDMZmWpFsFqpSnFy2ciUtdp3lRb345ZJ50WAWQMYEyRoNZgGaXIms6pnGnQsilQ80LPhxoZOGTiEmJj3YiEJHaoSBhIyJjIaNOhQtjPzRMpja72ufF0EQBOHbIEZou4MIaIWjkvHWGvQXltLmcHD9iFP4sNaGVYbLJth58GwnsizR2hzGqso4XV0HrF9mSl8rb64Oxy3/53kOppQovLbYjybL6CbQFmA/CveOG4FTHkHQZkH3hrC4VAy7glXXefvfM8jweQ55vGS/H8kwMOWOh8+2Zefxt8mTCVgsTF2/h6JGNwAKoKGwixH0ZDMKQQys0WoIABIaMjr8cy785VKwHN55EARBEL45IuWge4iAVjjq6K+sQL/k3wD8+djT+aAmkjsb0uFfCwOUpkBgYT07N3lRLBLjT0rl7CtykOWvd9H46Rg7b6wK8dnOjhHQkUUK5wy3UV0b4oSaej7Kz8Zvs3Rk9RsmPgOQDHDZ0BwKSBJ9a6pigtlmSwIpmifmMrY2v1dMMAtQ0NLIhoJUZgwdz19O1Hn1X68zprwSAAsGblw00RMLGja8mLRioKJhQyaIQiOSbkRmnBAEQRCEHygR0ApHHeOpT6N//rSwJG796vfqUSu9AOiayaIPmigscTB6SsrXOo4sS7z7y2RWlYeZuyXEoHwL0wepWBSJonwbkt1Cm9r1VyghrOFxWiOlvzSDzfZ0lNv+xoCGGm5athynx8lZ++fiNDoeIutbX82A2ma2ZqVgShLH7drEjJcfI8PXxulbVnPxxTfxxInjeeW5GUAkhjaQ29MMNOw0IxNEwkDHhoGLNlkl6ZL+GIrCpg0+amvDDBzoIC+v69q8giAIwrdLjNB2DxHQCkcfo2O0sWdLI7tTM2NW25sCBz0qBTs2er92QHvAqGIro4rjHzLbn5yIIXV9ISrwBdmWaAfDAHcQQwckmc2Zedxwyhm8+Ob7McEsQHLQy+Wr12ALeDl7yxwKWpui6366bgl/nHo+NckdEyQEsKFgoBIigapouoFCGJkgfnKRDSva85/xRFkRTfYMNEXhv6npXPbTFCaXglycinSIzyAIgiAIRwsR0ApHHfmaSegr9gBwx/J5rMgrps0WqR5QnC5TmGSjfIsvZpvs/CMbkWz0GDhUKVoKzBcyUcImSZqO+6DcVKeukxPSaPMEqHLZiCTZdghaLazMz+P8ffGPAiihIAW1jeS3tmBiIfKYVyQ8z/K4CRgudien4/Tr1CSnMKZ+Ew7cqMRO/xsJakMYqOzMKGb6uvX0aG4AYFtOAS95TqL/u29g65NG4oyLsAzJOaLzIwiCIAjfJRHQCkcVs64VOeiHK8Zi7GxkWIKdNdNb+CCzN05VYvpglYYKO0/fU07AFwkEcwttjJ+WdljHq3MbXPVSGwt3ajhVuG6Kg9+d6iSgQZ3NykBfgK0OGy1WCwlhnVFeL9mBMLokYWswaDQlAl3s1xk0KXcW0NNXGV02t/cA9tnSOda9AXB0fGZCVCYnYm+zIKMx5bYrAZi2p4b69S7OXzWvy75rWNCwktpsxa63RJf3q6lkXNlWfKoNy/YG2i59g9R1NxzW+REEQRCOjEg56B4ioP0SPp+P8847j7q6Ol566SUGDBgQXbd48WKefvppysvLycrK4uKLL+b888+P28fLL7/MjBkzaGxspKSkhBtvvJFRo0bFtPF6vTz++OMsWLCAUCjEqFGjuP3228nNzf3GP+PRwly/F469H1p9yICclwrL7iazMINLO7UrLHHw+6f7sHm1B4dTZsCIRBTL4V0w7njby8L2h8J8IfjrXD8jiyycMkjF2stBy54AQ3wB/BaF7ECI1OCBqggmNj0Emg6qElMudkr5LkZVV7I8bTg7kvNwp8D8PqW8OHwC97+/gKENO2I/NyrbrUO4/NONBC0Kq4tz8dlUqq0yD48Zz1v9BvG395+iV0tFzHYKQUIkYtFBIzJCbWkv8dWvuoKkQGRUV19fg9HoQ053HtY5EgRBEA6fCGi7h/zlTX7cnnvuOXQ9vhbphg0buPXWW+nXrx9PPvkkp512Gg8//DAzZ86Maffyyy/z1FNPccEFF/DEE09QUFDATTfdxK5dsdOk3nXXXSxatIjbbruNBx54gPr6eq677joCga7G936k7p0JrZ1SCfY3wyMfdNnUlWhhzJQUBo9JOuxgFmDBtviyXQu2RWYW+/gqB7WJNpbmpbIpP7lTMBshA3mhcOTpLasMDgWrDGfv2MjJNcs5Y/9nXHPx+fzk4p/zrzFTkE0JXdUjNWk7kQCkyG9Pm6ZT0NQGpsmG5GS2JTiYk5dNqxpfkkvFG/NeR8FAQpckslrd0eXNTie3/b2F3bv9B+9CEARB+J7btWsX1157LcOGDcNisTBo0KC4NpIkHfJVXV39hfvvapucnO9fmpoYof0C5eXlvPHGG9x888088MADMeuee+45+vXrx9133w3AqFGjqK2t5Z///CdnnHEGsiwTCoV4/vnnueiii/i///s/AEaMGMGFF17I888/H93npk2bWLx4MY8//jgTJ04EoKSkhDPPPJP333+f884771v81N9jZfVdLKv7Rg/ZO1NmTUXsD5peGZHg0RsAa1uQBLuON82JLoFyUHWsoCwjmSZm2AANwqrC6px8wrKMamhM37SBZyYciyusMb28nl09+hL4XMWuh6L7CEkWGtXUyP4sCi0uB/jDMaW41mXlM7xuT8yxdWIfZGtTHXzYdzzVGekYVpnBVXsZv30zjUkOxs74mCfXDeIXDwygXz8HgiAIwrflyEZoN2/ezOzZsxk7diyGYWAYBz8WDcuWLYtbdumll+Jyub7SneAbbriBn/70p9H3qvr9q5QjRmi/wMMPP8y5555LUVFRzPJQKMTKlSuZOnVqzPKTTz6ZhoYGtm/fDkRGcT0eD9OmTYu2URSFk046iaVLl2K2ByRLliwhMTGRCRMmRNvl5OQwbNgwlixZ8k19vKPPKUO6WDb0Gz3kH0534egUFw7KV7hkXOQBtLfXBgkgoQUNwrrJ1ozEmG0brBaqVQuuoIZsmCiGQaLby2Pz30UxTN7pN4S3SgaDN0RpQxt2w8Cv2nlq8gU0OZMAaFVdLM4YiSZb8DpsVOdlcM2GnchhHUyT3yxayI4nn+CE7Y0E5Y4LTFiy4CUjpj91zmS29CpiT0Eue7OzeX/EGJ4/bhp9auo5ect6fv/+a6x4ZOM3dCYFQRCErphdvL6O008/nX379vHmm28yYsSILtuMGzcu5pWTk8POnTtjgtQvUlhYGLP9oY7zXRIjtIcwb948du7cyV/+8he2bdsWs66yspJwOEzPnj1jlvfq1QuAPXv20L9/f/bsiYyYFRcXx7Xzer3U1dWRnZ3Nnj17KCoqiiuf1KtXry5/VR0QCoUIhTpG8rxe7yHb/iD8/izY1wSvLQeLDFdPgZ8f/40e8ti+Vtb+PpUPNoVIc0mcMkhFbU9hmLc1kmLgd6oQMFibnkSDTSXHE6BNkii32XAYBooJrpBGwKpQ0txAQjjEtadewAsjxkNYA8PEpnX8ot6Q34cXxkzn3HUfkOZrxeFws3j0cXgdDjBNHKEwVl3noo0bubXT3w8PxWxPd2I1NHKaPZjE/oIuaGvC64wdfd2dk0dFWhaFTbXYtSAlH6/ENEeLUl6CIAhHCVn++mOTr776KpIkcdFFF30DPfpuiIC2C4FAgMcee4zrr7+ehISEuPVudyT/MDExdkTuwPsD691uN6qqYrfbD9kuOzsbt9sdt68D7Q7sqysvvPACzz777Nf4ZEc3yaHCy9di/vMyUGQk+7dzyyMnWebyCfa45boOhgT6gbJdmsk+m0q9AbaAhi0UeQBLlyV8Lis2b5ht6Vk8OXYyL4ydCLIEFgn8YSrsKiW+SL50hqeRmxb+B6sRSXVY36NvJJgFkCT8NpU7lm9l5Ka97LblUhiqw2rqmCikthpoFpWtuSWkt7lJ97RF+6vqOq5ggBZL7N/poNWCiYIJ5DQ2YnpCSIm2bj6LgiAIQle6eigsGAwSDMbWKrfZbNhs3XNt/t///sfkyZMpKCj4Su0ffPBB7rzzTlwuF9OmTePhhx+msLCwW/rSXURA24Xnn3+e9PR0Tj/99C9s91VGsbpqcyDVoPO6Q7X7omNcfvnlXHzxxdH3Xq+XU0899Uv7dLSTXPHB5bdpb3WYPz/XTON+A8lq6chl1QHTRA20B7KKjD/Rhq5aQDfQNJOwqnD7qedGglkARQanSpUksTMYIi8Q4sTKzdFgFmBbVq+4PlhkA8lQqLOm4pNtDPaXAya7c/P4tP/Q6BS6w8p3MWnbJgBabQ6CSmxebYrHQ8+6WsDEBBwuK7IIZgVBEL41XQW0DzzwAPfcc0/Msj/84Q/88Y9/POLjbdiwgU2bNvHMM898pfaXXnopp512GtnZ2WzatIk//elPTJw4kfXr15OamnrE/ekuIqA9SHV1Nf/97395+OGHo7fw/f7I098+nw+fz0dSUiS/8eDR07a2yGjYgfVJSUnRX1mdf1V5PB6gY6Q2KSmJmpqauL54PJ4uR24PUFX1e5mY/UP3wL9b2F2pkQyUhsPs8AdpdUT+/0pmx6XJl2zHODB6q8iEE2xgkTAPLpohS8iKxNbUBFYrCln1mTFlyPJba2l2pcRsMrRpC/t75bM3JxclFGae0pdml5O+9dUUN1SxJ6sHAOuKSxhQuRdN0vl4yCgyW900Ggn47Tbs4SBTtm5kYf/B5LXUsyOngIbhvbntEJ/b9IfQXlyJsbkGZXJvlD5JSLIMQ4oP/2QKgiAIce68805+9atfxSzrrtHZV155BavV+pUfOH/xxRejf548eTITJ05kxIgRPPvss9x+++3d0qfuIALag1RVVREOh7n55pvj1l177bUMGjSIf/3rX1itVvbs2cP48eOj68vKygCiubUH/rtnzx769esX087lcpGVlRVtt2LFirgR2bKysrg8XeG71eox2FnRUZ4r0TAZ7Amw2Bm50JiyjKbISJgdwaxpgiSBJKEE9Y4UhQNME8WAVmtk9PTFIRO4acUc+jVGSqlcsG4Oe9J74LVF6sQWNe7nxJ0rmdfXwrqk3pQlJ6IpkRHZ7Tn5jKgoo19jFRXp+QDcds4Z/OP1Fzl73SKW9B1IUyCB0trdZLQ18OIxB+VPNcOc/9Uy/aLsg7po4p/2DMaiyN/x8N8XY8WNjWaY2B9m/RZSXEd4dgVBEH6M4kdouzO9oDPTNHnttdc45ZRTSEs7vAmHhgwZQmlpKatXr+7m3h0ZEdAepLS0lH/+858xy3bs2MGjjz7KnXfeycCBA1FVldGjRzNv3ryYW/4fffQRGRkZlJaWApH/6QkJCXz88cfRgFbXdebNm8f48eOjweuECRN49tlnWbZsWTRArqmpYd26ddx226HGy4TvQoJDIiVRpqWt4yEu1TQZkGKypUUC00RXJKxhA2eLD8kwsWgGuiITSLDRv9VDZaKTZkfHyHqGL0iDpSMVwG+1cczl93Dtxk8YXFvDyvz+3P/e39ie0xNnKMDAmjJk0yRkkWlwOaLB7AFrCntx0br5VKTnYwDDK/eQFAxhBHVOXbsKB3WoeFleMIzdSS40WaJ3iwcLkN9UT87tc/H9sgbFEkI9sxR98nACf5wHuxtijhMmEZVWpMVb4S/vwAOXfCPnXBAE4Yfs25xYYfHixVRUVPDQQw8d0X5M8+vWYvjmiYD2IImJiXGzeB3Qv3//aGB61VVXcfXVV3Pfffdx8skns379embOnMlvf/vb6BOHqqpy5ZVX8tRTT5Gamkq/fv2YOXMmVVVV3H///dH9Dho0iIkTJ/KnP/2Jm2++GZfLxTPPPENeXh6nnXbaN/+hha9MUSR+fm4SD7/YgtH+fR7Sz0aLoYNm4gyGsbZXLJBDHbkFim7gavWTEtBID7hpcKj4rAqOsMaO9AQ4aP6GFruTT0om83lRZB8f9hvNhes/i673W1QW9Rp2yPouiYEWMA1Ka3ZxxvrVBLFzoEqfRh7u5Fam/+wmmtsfNnOGNX62fjtXLJqNTQ9jYGIgYz67CuP5pWCkd3EUCRMZCQOW7+hivSAIgvB98uqrr5KQkPClzwh9kXXr1rFjxw6uuOKKbuzZkRMB7WEaMmQIjzzyCE8//TSzZ88mKyuLX//615x11lkx7S655JLoEH9TUxMlJSU88cQTlJSUxLS77777eOKJJ/jLX/5COBxm1KhRPPTQQ3EVEoTv3tRjnAzsrbJ6a5DcDIVHloTYsk1HsstYtPiC1p25ZZl0wyDLHwI/uC0KYZsFzEhAfECyoeMKdwTEz485mUZnEpev+gBnOMCrI06n2ZWM3TBQDAO9U9mWY/ZupMBdy+Xz5pKu1xImgc4lp00sfNRzCs0OB2n+IKNrmkkKhWl2qKiGFycNyGjoWAmSimKE22fuNel8a6w2KYVF/cZy9oYPSB4Z/+CaIAiC8OWOdKzT5/MxZ84cAPbu3Yvb7ebNN98E4NhjjyUzMxMATdN48803Oeuss3A6u57qvKSkhKKiIubPnw/AX//6V8rKyjj22GPJyspi06ZN/PnPf6ZHjx5cddVVR9jz7iWZ38dxY+GweDwepkyZwqefftpluTGh+zV5DXrf1YwGeBMcJLb5v/DmUd9giMROX7lNSQ7qMhIi8WbYBN0ARSJR1xld2RK3/c+XzaK0rpKP+k5iS4+eGLKCYZromo4mw+SytVy96m3seph5hVMYXlFGq5xBhS0bv6ySorXRK1TB0uISLr70Ei7dshe73hGE992/m0k7V1DSsgeHHsBAJkQCGqlYcKNJdgKKi/KMHN4fNp4WZyJFgTpueXEkZCR123kVBEH4saiU/hS3rMD8/Vfevry8/JDP23zyySdMmTIFgNmzZ3PaaacxZ84cTjnllC7bFxcXU1xczKeffgrArFmzuP/++9m+fTttbW1kZmZyyimncN99932lGca+TWKEVhCOgEWJzPFg6GBKELYqqJ1GVmXTJEvXaZVlrCY4TZN9qoUqmxW/LOPUDQgbYJNBlQGZNF+QE7ZVkuQLsie7Y7avPvtrWdh7PH8blcxeu4VCr5c+oRAjt+wlo/lAxQ2Zd4pP5Ce7PyDPsx9DUtjqKMKQIiO0DdZUkMKcVPkZ08qOwTQt6MCBx9R25vTC9CmsyhrG2btnkxJyo9KGTgJWfGzOL+DlMRfEnIO99iwaDTtdJSUIgiAI36zi4uKvlNN66qmnfmm78vLymPenn376EaUnfJtEQCsIR8AXhLxkmb1NBmpIw+9QMWQNi6aTEQrTI6yhAnlEgtwyVWGvsyONxGtRwDAhZDK2tonkkEaWN0jPumbOWbiS+UNK2ZuZRs+6Ro7fuJ3XjzsGl6pz1+rPsRo68woGdwpmI0JaKrdO+xmPffQiK1MG8dbo/miKzKRNFeS0eGmwZLHPnk65YuOTvHRUw2BEaxv9vH4OTLwYsDhYlzmYKVVL0FHRsOAmn/SWIJJpYEodKQyyAja7mEVbEATh8IiZGbuDCGgF4Qhc+VIbe5sMskJhMrx+KhLs7HfayQyH6R3Wou0kIAhUHVw3WJIikysAiUGNNH8IvyKzJzsdU4LTVm+KNm2z26hPNLlrxbuM2F+BMxzi2LK9LE8fGbNLi2Hy5oBjuGjzYk6+6lc0uyLpJzMmDeBPL33KgMo6fnHSVexJioyphmSZ5anJZIbC9GhxI7f/gPdYXRjItFLMgRzcBA+cuWoxM0dPjh7vmBNTSUiysHR9gOUrvdgDYY6d4GLg8EPXUBYEQRAivs0qBz9kIqAVhMPU4DFYskuj1BegNBCZorAkGKLB7WOnyxHX3gJoB9eglYj+ON+XYI9UTpAkmm0qV112Dv3L9nHD4tV4nVb+fWJ/3h46kOfGjSDZ7+P5Gf/m1M3rMTGROl0QK1MTqUxP4YlJ06PBLEBQtfDGpP7c978q1uXmx/VvWXYq6f5g9NGv1YW9mFKeTucHygAGVVXCL8PUuDLoMySB4ROSeX6mmw/ebqBXcyuaxcKOTxrpbzRx9YOlyKVZX//kCoIgCMLXIO4TCsJhcqoSiRaT3oHY+bYzwhqY8dUO6q2dJloAcFggzQ6qjCqb5HqCkRHbdklIvDmsH+dcdjaBjBZmDB+NX40U2m51OLnigivQLDLH1y+lMjUBQ4IteRk8PnUMI6rK8NjiK2S0JVjo4W0lw+OLW7c3PZHKtATCiszOnEzWFPdE6uL5W8OESb7dXHh9ASMnpRAMmXz6djV3fjCL299/k1tmv83oXdvYKqex6YSXMcoa4vYhCIIgRJhdvISvTwS0gnCYnKrENRNsXd7msOomO21WQlLk4tQky+xw2MkNhDi9voXzapuQndZoAOsM63FfRhlw6QbF7lrCFoWwJfZIboeT3027CDtextVt5e/ThvPUiSMYsb+ct159gjM3r4rrV3Gzj7L8LG5YsgrF6Ai6NZuC5rBgD4WZNWoo63v24KyNn7f3wsBCCAtBZHQWlw7iyU9SCHgjKRX+kMnlCxZQ1FAHgCMcYtqGNeQ31tNodRF+fsXhnWBBEIQfARMp7iV8fSLlQBCOwO/PSeTXK1upqwxFl2lArWpBR2KjzRad+lbVDaY0ubEADQ4VQ+64aLXZLGiyhMXo+G2uA25Fwa6HGVxdiWwYGJ3qzcqGyZqCgfxh6s944L3/8OpzQVymHxMZnTwmr2zjutTlvDxxGGFF4dRN2zlmTwNbiwsYs2UXr788k+VF+bw9ZgBrC/IZVVnHgL0V2DKzSfUFGFRVS5BEbAQ6XV51QqrM3owcPpz2Aae/MYXUbBeD91fGnZuS2mpK6vfCqnDcOkEQBEHoTmKEVhCO0F235zBypBObTaLVqvBJehLNqhW7EZt20NMXiP6CTAmEUTUDQkZkulxZZkt2EqH2IDcswRanHU2W2JjdE2fY4A8fz0Ru36dkmvSpb8NqmGzJ6UVjsophyqxPL2J2//7UuRLw4eSPcz+g7O4HqLjrPv75vzeYvGsLAPuy0nGaJmaSE6vTzhnbqnjr2adIaw0wancFvatrSfQGkWKycyMm79gAQJVmY9PNi9g8owIzPznuvPRp2EGudy+WsrLuO9mCIAg/MGKEtnuIEVpBOEKpqRZuujkHgJ21Ote+7sWoMyiVTALuEDtUKyYQ7JQfazFNRu1rZGl6CugS2BUaEmwscaaTWe8l1RvEb5FJMU2KwzpPTL6Auz7+NwNq6rj3pAtJCmjYOk2IoBphHpg+nn9NGYcpSciGycmbynj07bdI93qjl8eixjok02RTzx4sHNIPVTc4prKRFK+bXP9uZHMMNekZNKWlsL1PLzLcLVyyfC4Zno7SYPZwZDTaJ1tYujUEWzfRQ81hnNQaTf5S8DOwYRuRS3XH6LUgCIJwMBHAdgcxQisI3ahPtsL8G5OovS+F/96eRqsiY7YHsvVWC42dqhxYD0x1GzbBo4FXw/Tq2HWDioxEPC4bLXaVlRnJrEhPxBUOcfamzxm3d09MMHvM3o1Uu1J45rhjoscyZIm5A3vy0NTpMf0LWqwErRb6V+/ldzNf566Zr3H6yqXsc7r49em/RLMqNKWnRnN7G5JSeHH8yeid6s5u6NGbrOZmnF4/CYEAA/ZXkdLipbZXOi5qSKSSFMo7xhkuO+4bONOCIAiC0EGM0ArCNyRsStR0fpBLkliW6CI/FCZBN9ivdlpnArqJpEpU5CZ1VDsI6BAy+KS4D9vSc+jXWMPDs5/ltaETKU/NYUjNLk7d9DnPDTsj7viaIrM5L5e6hESyPG0ALOnTH5sWYPr6NdF2Q/eV03d/JVdcfjVhSxMHVcqlOSGJ/446iR7NdeTWNpHYEGR4aCeNzgQm7t6Jpb2ig9kETCrFtmh5ZEObFW45De485wjPpCAIwg+XqGrQPURAKwjfkF6ZCoPzFTZWRWYJC1tkgjYrzbITq6bj8IdQg2FCNmv7FiamzRJTugubHJka14RGhwuAxKCfyz+fDcDcgsmsSJxEn31uJNOMjtACqJqOKxhmvz2NkGHlg6GD8CW68CoGL48ZyWkbt5Dq90cOo2tcvmQh7w8bSVawY0IIAIum4Vft7MgupCwjj8nrNpJp+Ehq9EeDWYjcNKtwp7Ppg6c4IcVPytiesZ9FEARBiCNyZruHSDkQhG/Qf69MZNoAK6pNwu+yoVsUkCXCqgWfU8UeCFMYCDCg1csAjz8+AJQkkCWKWhoYW7UHTZJ5ecixPDv2PJYVjeW4qo0kOhoY4VvJn+e8Fi3FZdEN+te2cfbmheiyxub0QtIbAjw/eiCPHT+eX51/BuPuuIHtWZlA5EJwwrYtjCrfQqhzH0yT5DZv9K2mWFhd2oegppMc8BKWZWpSUgi2j0QHdzVz3qZMClcUsrz6Gz21giAIghAlmaYpRrt/IDweD1OmTOHTTz8lISHhyzcQvjUPLw5z+9zYkU9ME2cghJbuYERlC6pusKRnOnqn0lyYJsN2lDG+tow+zfVUJRWypqBvdHVJ/X4enf0YrlBkpLUyMZVXh5+IbMqMqdzOpD3r0LCxI3EAH/cdy878LD7pW8DWrGSQJM5bs54nX5+JZJpY2i8Fc/oPYXPvPsgmJLk9WA+q1tBiVVleUkRyKEih24spy1g0jSkbNyHrbk694WoAJuXDwovETSBBEIQvslt6KG5Zb/P276AnRzfxr40gfAvSHF3cUjJB0k1CFoUVRWmke0M4gzptdikyMmuYJDd7WNe3F+tKe5MYCDN6X3PMLvLaaqLBLEBBWzO3L3wjpo2CRp+2StrqXJQXTWNqWS3p/hCLi7NY1LsnY++4keN27OaRt2YBMGHPTprsSXiSEpAP+r1rmiYbC3NBglxvALM9+NYsFuYPHcK6TCt961s5aWcVqf4gL29J5owbi0nOPDgzVxAEQQCRctBdREArCN+CnwxSeHCRxq6mTgGirhNWJNBNTEWiISEyrS2GieQL07OigXM3ltG7toUd+enMGlcKgN8i47VZSAqEcdtcHbtDppF8ArhIoJlUapEAs/0xr6GVO5kx8iQMWWZoTQvLe2RQm5wEwGujhnH7R5/y0fAxVGRmY9E1bL4mkupasZgqCuDUAizpU4zHbsOuadER3QNMWaawVef0rWspra8gYLWxVevJm36dK//av6OdaSKJ3FpBEAShG4mAVhC+YS0+g2cWBhidqFPoVFiw1wDDBMMkpLQ/9GW0B3i6CaaJq8XPbz5cRY7bB0Bek4de1c08/JNJ7E13gSQhmSbVziGct6Y346p3s5OR+IhMcNBAAR5SyGcvOpGgN2BVMdoDSYtpYg8F8drtWHUDE4k5w8dSlZkFRHJltcQsnhg5mKsWLUNzJFOe0RvTNLAaBiFZQZdAOShhKbOlkmuXzIw+LDa+bD3/Mc/A59bg8YX4H1uCGdCwXzoc15OnIdnEJUgQhB83kffZPcS/JoLwDdJ0k+lPutlSHal0YAKKw4puAqoCigyaQczcA6ZJn9rmaDB7QGGDGzUQACmSH21KEmVZSZx1zq94bvYs8stjc3QbKCCDVixEjv1ZnxHRh8761+zg1kV72J9aglPTCWFQlZEZ1/+ctiC7C3oRsjqiyzICIaodNqpdTvI9vsjNMtOk3/6dXLHiw5jt032tjKrdAe+48P1hfnR54F8rkdKduO6f+jXOpiAIwg+RuGPVHUSVA0E4AqZp8un2EE/O97Nsd5iQZrKmSqfJF/nNvWBbOBrMQuSypYZ0cFjBbgVrpOpBDEmizWXv8ngB1Rrz3pQlcjSd6uTCLlpLQBAZP40JVqpS00jxtTK2fDUnbfuMloRinFqkbyoykmliDYexhjsC45FVZTHBLEQuGn3rGyneX0vR3kry9tdy0rrlccHsAf3yDLTZ2+KWh97d2mV7QRAEQfi6xAitIByBG1/z8vLyYPS94pBpMhVsFrj3JBt9k+O3UTAjgewBevwNp125aWzMS2fw/sbosjWFmezLTIptaJpcs2oFE6s+J0Q+RqevtAMvpmJg0T3kejxcv/gFTMBA4bM+4+JKhJmyTGZDE7JpErRasZs+Tt/4MfdNvzauf0P27SMkWbEHgsh+P4UtNbRZHYQUK2kBd8x4Q/6NY/HNq4jbh5yfFLdMEAThx0Y8FNY9REArCIdpW40WE8wCaH4DySYT1CTu+CDI59c7SXdJNHo7gtaBeQorOm+mSJE82s4BpmHyp1PHMH1jOSX1LezISmXOoKLINLlWIm1NkyF79nHNmtexmhpeaqmiD34ScOEllyrclnTcNhs5vjpayKKRYnRUdG98MCnrBlL7g162cJjR+zbTp6ma0Xs3sLJoSLTd4Io9nLNmGTvTc8luacWp+VlV1JvFBcMASAm0MbV8BTY9yH8HHcOlzmQ8Zw/H/PdarO72igx2C87fiylxBUEQhO4hAlpBOEwVjUbcMgmQTRO9PThdV20w65dJ/Gm2j201OpP6WPnDaU5GPB+mwtMewCoyhNrTEtrLdWEYBGxW3h5REt23VdfAHQS7BSwShHTO27QCqxlJEXDhpi+rMYEwGYCEGoQqWykVSX3Jdreht3/l86vbyG5spjY9NbJz0yTZ44kZJ9iXWICXnZRWVtBzfys1KakUNDUwvLwMxTRJdAfZZi/C67LQnNRRbaHFnsjHRSP4sF8ex+7ax/rfr2RuciHqqCn0278Ph8VkzHPHYx2b0x3/GwRBEI5qYoS2e4iAVhAO07jeFhJtEm3BjtFXA6LBLMDQPIUBeQr/uzp2RHT+JVYG/yNIwJCwhHWUoEbQZgGjfaTWooBpgl0GWUbSdMK+SGUE/GEAXDaF3Znph+yfgUwtOWQEq8gJ7kHGJCSpvNZ3OpWJmUxcsxkpUafVmUibaqcqNfJQmBoOU7q/ih6NjbSQix5Ool9TFeN274jZvyZFUvBDDmvcsdtsibzw/osA+C021o45h9qkTNYVtwfoG0KcPPYrnmhBEIQfMFHloHuIgFYQDlOSXebFKxL41Qwv5Y0GuSky5UEJzEhAe90xVsb0ULrctkeyxOdXWbl3boi5qwO4kxzx0946LWCNBI2mVQabBZr8YIILE6/NypsDxjK0opx6RxLHVO3ktLK1+EilmWxaSEMhRB5lAAQsVk66+i4W94rUhLWFNabs2EVIkbn7w7kkh1pIDrjJr2/FErRy4MnbgZUVeA/UyG0XVCw0KCkAWIM6JMZ2PcfbEP2zQwty4o6lvDLqzOgyb8tBs6YJgiAIwhEQAa0gHIHj+6ms/b2VVr9JilOm3mOwuFynNFNmQHZ8MBvUTH45M8BLa8IoMkzoEQlYnb4QPoeKRdPRLHKkpJfloABXlpBUBTOoE92z3+Se8eeiKTIPTTwNCwYTd1Zy60efk93mw6E2R0uC/W/YhGgwCxC0WvhoYD+O376dY6q2oNIx45ifBJrIR8LAQRCnpyPpd19qGnWhVEJSZGTW5Qnhd1kJOiKXE3s4yDE162O6nulpinnf290I9Pqqp1kQBOEHS6QcdA8R0ArCEZIkiRRn5IKUmSBz9qBDV8P7y6chnlsZSRlAh3llBnZFxqbpJLX5MSQIyjJhSQVHfEBs03QK/UEsYY1dqgVLWMcEvC4bSBI6CvP796Q6OYFHZszn4QvOZv7zmwDYnpnXZZ8m796JtVMwC+DAgxU/Bpa4S22Ou4XlpX0YWFZNuuZGR6Z4r4lpMamzplPi2UO60RqzTbOagi0UwqrrDN5TTsaHFTQaPtL/fOwXnFlBEIQfPhHQdg9Rh1YQvkWzt4Xjltkcka+hBEgm6FY5MiIaPiizyjCRQgaOsMbdn76L6osMvYatSly6wpa8TK792XQW9BvMP8adBMAJuzZ22afKlOQuL6cKXacFKIZOTVYCAwIVZGst5GlNuMJhdL+LdHeAZiOHGiUnmhfmw4XidnDpgk+46LOFDKqIlPBqeWA5LZ9Wd3kMQRAEQfg6REArCN+iopT4r9zZQ61cd4KDaUNtXD7ZgUUzkCQJAnrkpRkQMsCrIRsmPWv3cfa2tZy5bS0mIBtdPFJgmuxtr1l73blXM+DXj/L38SdjDwVR9Eh1hoJWNxPKtvL82PG02JyxmwMqPiwEOfiRheZEhfPXrIxp2xaTRCtRrfdkoWM8mxnOdobQLKWiH3S5MU3Y++fY1ARBEIQfG7OLl/D1iZQDQfgW3XW8jbk7NVoDkfcZTonagMJ/NhmAQq+UyHJFN5AMEzPUMS2uZBgouoEajiz495zXeW5IOX8dewIVdiu6pVOKgipH6tuaJkgSW7ML2JpdQHGzh5N37CVkUUgMaRy7cTmXWctolPOx0oCVIFYi09km0oKLNrxEglEZDQtebO5ssqnGgk4IBzpWjC7GeMOKjY35aST6gmS3eHHjIhEvFiIB9dqSYqxNOkO/mVMtCIJwVBApB91DBLSC8C0amqew7dcJzNgQxiJL+A2JX3/UcWu/rAVSklWMxgBObwBvYmTaWdkwcHqDSMDCHr2pd7jI9Hu5asMKUgnx00uujEzOoBN5mMwidaQhGCausMa4yiby2gJ4bTZUTSOlqYV6WxbnbVmEauiAQhgnJjI2PJHjorOhsAhXIEBmaz11wf6Ush1ne86tkxY8pOPCh5eOWrSGBM2JTgxZpjUhUsEhr8mNH4mQ3c6mXr2oTk2LfOZljfQ65tDlxwRBEAThy4iUA0H4luUkytw4wcZ1x6hsqI2/uSRbZTyqBRNwevzIpoEkd6QW+K0q5519BR/3LGV/YhI+ixVVNyKVERxKpNRX55xaCcbuqiTPEySgyOiSREZzK9mNzfRprGoPZjto2KK3vQIkMqxiL33qanFqEv3ZHA1m23eNkxYS8GCRQwStMj6bhX0ZyYQ7jRi7HSr9WU5/VjI0sJTxVYtQjEggv/z5Pd11agVBEI46JlLcS/j6xAitIHyHhufIvERsQJmXKNEUsOJDhbCG3RvCqhvIpklWWMNqmjQnZ3DxmZeRHtYIJ6hIhkmqL4DPaiFotdCjvpWr562muK6VlX3yWF9cwAe5KTTYVay6wSkBP0XVYEiH/k2ro6LTUX9W1XUMnEBsBQOfVeUfk47n8569UDWdgXv2M2RPVWSlaZIQCGHVw9jwRbfp2bqXkXvXsD57CN41PvQmP0qa48hPqCAIwlFG5Mx2DzFCKwjfoWtGKUwu6vgaJtthc4sEqiUy4uqyIVlkZMCUJOqsFsKyRJOiMNQXoDis0afZx5iKZkKGhN4UwOkL8tw/3uPUNbsYWFnPxN01bMiMBLMAYUXmvf692JOaRHlyNn6LGj1+GAs1ZLFTGkCFtSjuQqsTPyvYAydexLKSPuiKgt+msqpfMYo9xJR9mxhYWUuPBjc5zX62cAyhTgFyjrcOi6ZhhDQant/credVEARB+HERAa0gfIecqsRnV9pYepXKWz+xogV0zINKcIWcKpokEVRkQrLMnvQEcnQ95vaK1TQpbvKhWRVO+HwnGW2RtABdllgwrC8tNpWDbc1KI2Sx8mHvUWxLL2BNVg92KL1wk4LXTKY1nEEjsbmt1Ulp7EwtxmexYUgSawpKWZPfJ27fu3Oy8OLC6JgCghBOaugZfd/giOzbkGVmz6hl02vlX/f0CYIgHPWONOVg165dXHvttQwbNgyLxcKgQYPi2lx22WVIkhT3+vDDD790/+FwmDvvvJPc3FycTifHHXccGzZs+Fp9/DaIlANB+B5Ib/Xz5v+aCclpcesMScJr6/iqSoaJasbfpLJjQpqDgKsjeA3Y1Mhob3u1g856tFTTt6kCi6GR46vjyZHTuHDxtpg2TVIqaWYjMqAhs8PRgyZ7AktOuAjdqhBWrEhd3C9L83rRuri8+EkAoCIpnyW9x2AJ6tiDIYJBk0X3b8KeqlIyresJIARBEH6IjjRndvPmzcyePZuxY8diGAaGYXTZrlevXrzyyisxy/r3799l285uueUWXnrpJR555BGKi4t56KGHOOGEE9i4cSM5OTlH1PfuJAJaQfiO1VYGeea+CtyGhFqYQNhuiQk+TS02x9bUTJosFpJDsZM0NCREbucvHFzM8zVDaUpwMKpsP5mtHvLdPqqSnNH92kMh7v1sFknhyJS2uiTR5HIRx4QgdmRM6tUk3KoLi2GS2drMvuxcAJLCGs2SBUOO3PDJaGvjpK2bkFAIYI/ZXUiW2Z1UxEvjfhpZkAhJzW6cvsiI8q4PqkRAKwiC8DWcfvrpnHnmmUBkJHbVqlVdtnM4HIwbN+5r7buqqop//vOfPPnkk1x99dUAjBs3jp49e/L444/z4IMPHlnnu5EIaAXhO7ZmSSu6ZuLCZGSTm1WKTNCpYkpghjRMLX4IdE+mC7XBS04wjARUJ9qpcKgQ1gmh8PTU0QC8Nn4QE3ZUckJdI9t8fnYlucho9TD79b/HBLOnXnEDW7PzuHzBehzhjjJiLnxIyJjAvsRMTCKVDf5v5UwqM/MYWF2OVddotKURxoEpSaR6/NjDOiZme+XaSKAcUCzstxeQacaORngTndGA1pYUnxohCILwQ3akD4XJ8jeXPTp37lx0XefCCy+MLktMTOT0009n9uzZIqAVBKGDauu4GA13eyj2BWhJUlmQnIIn1QFtoZgrntUwyAuEqcpKoMIbwtBNgpIMnsiIrWlVwNHx8NaSPvkskcAe1ND8Ya5bup02Tx5uDGwEmDFgLJ/0KwXg2mtP48p5a8hvakOyWfAnZpPqbWVFjx787YRjSPNr5DW18cprizhh5xoAwthoVlXmDxlNTXIaPZrqOGn9GjK9zeSznxYpgQ2OvujtF906OXYE9kDOsMWuMPjingiCIPyYfFtlunbv3k1KSgo+n4/Bgwfz+9//nrPOOusLt9m6dSvZ2dmkpcWmww0YMIBXXnkFwzC+0YD66/jaAa3f7+fYY4/lmmuu4aqrrvom+iQIPyqjj03mk3cb8LgjqQWpmsaZJ6bxfrkLlPaasm0hMExkw0DSDeo1wO9Hkoip9wpAWI9USFDaLzLtAWPAZgXdZE9GEm6S2MwAAJZl94tuuqkwi1uuOBmAOz9Zh9UwaZPg75OHMqaiCZtuMKpyF4VtzdFtfHIC/5lwCl57pOzWjpxCmlxJ3PTxmwDsVzOjwSyAx+ZE0XWyG1sJWxXsBBnws170P6eQ1J4J3XdiBUEQjlLBYJBgMBizzGazYbPZDrHFFxs+fDijR49m4MCBtLS08I9//IOzzz6bN954g/POO++Q2zU3N5OSkhK3PDU1lXA4jMfjISkp6bD61N2+dkDrcDhITEwkNTX1m+iPIPzoJKVaueUvvVg0pwl3s8aQsYk05idi7GtP7FcVSLODYWKvbsPaabQ2LEceGoujm6DEL8aq8M6IEkrqW5m0owqLYTJoX11cs7xWL9b2iRxcJuS2+rDpkf70aaiKaVuWmR8NZgHS2twML9tNqzUBJWxQb0mJrjOBnEATAz+txBaOBPBquoWia6ciu+JLggmCIPzwxV/DH3jgAe65556YZX/4wx/44x//eFhHuOmmm2Len3HGGYwfP5677777CwNaAKmLf2PM9geTu1r3XTmsceKRI0eydu3a7u6LIPxopWepnHVZDpfeUsCw8cnkuA66SEgSclCPCWYBLAYoBz/RaprYDD1S2aALvkQH95w/iem3n8fiYZlcvvtD7pj3IVYtkjub5gtw+taKaPuwImFp35UjEMLwuaglj2B7TdnEkDvaNtXj5spPPmTs7u3YwwZWINXWSKrmpjYzgTvPn4xFD0eDWYBQo0bLsxu/xtkSBEH44eiqbNedd95Ja2trzOvOO+/stmPKssy5557L1q1b8fv9h2yXmppKc3Nz3PKWlhasViuurh4m/o4cVkB70003sXbtWp599lm8Xm9390kQfvQGZkhcUBob1Nr9obh2DsNgoNuHdCB4NU0kE4IhA3yhmKBWMgwwOsp3hawWnjh+LHN79eXNHoOx1/ooLKvmvJVbyfYGott5LDrnrV9CSpuXW99cwKjN1eyniK0Mw0MivZrLSfa2ATCybBc2reOhMgAVjYqCTBYOLWZLQQYWHRqdTjbk5rK6oIBd6em0raztlvMmCILwQ2Cz2UhKSop5HW66waGYhxj06Kx///7U1dXR1NQUs3zLli2UlpZ+b/Jn4TAfCrvuuusIhUI8++yzPPvss6SmpmK32+Pavfvuu0fcQUH4sXr1VJlz+pisrjUZlS1x+791GiVQ2q9BPdxNDHC34EvOptEXotUio0sSfrX9a62b4A2BVWZ4YyuFtXt5d8CwmGPUOxO4Yer5BCxWZMOk1erkg/xc/vnpO3xeOITN2QUcU76eWxa/w4qkEai+jguqicx+CulJGX1r9rKy9yDUg4JZAMUwqU9NZk7vQgC2ZWWgakQD6xank511UNTtZ1AQBOH777uY+tYwDN58800GDhyIw3HoacenTp2KLMvMmDGDa6+9FgCPx8OsWbO+d89RHVZAm52d/b3KmxCEHyJFlvhJP4mftD+z9VQPKxX7DOxhnd8u/4DfrPiIypRsfnn2jfQNh2nVZSpsFmJuHhkmBHUqFAslXXzdEwIBApbY3FW3zUFKWyXXLlvPxT+9l0l7NgGQ7W6jmdgRgjA2JEIcW76INT37samwmOHlu2Iywnanp1NUXknjyRMprW1ENoib5KFupwdDMzB1k7q5+8GErKl5KPauEoEFQRB+OI60yoHP52POnDkA7N27F7fbzZtvRh7KPfbYY/H5fFx22WVcdNFF9O7dm+bmZv7xj3+watUq3nrrrZh9lZSUUFRUxPz58wHIz8/n2muv5Y477sBisVBUVMRf//pXAG6++eYj6nd3O6yA9l//+ld390MQhC/x05FWFlaGyG9r4s7lHyFjkhjw4AwF8VucpBgGzkCIJao1bvpcVVZoTM9natlO5vaKTFUrGwa/Wj6Xvw07ITopAoBF1+jVUkeOr5XrF79LlqcFgCSaaCYjZr+JtGDBTUGrm18s+g8Lek5i9sDhFDbWU9DSwJLevfFJicgOeOatD3C6tS5/DFsTrHjLPXwyfR6+tjCyYZKYonLs3Kk4i0TlA0EQhEOpq6vj/PPPj1l24P0nn3zCkCFDSEpK4t5776W+vh5VVRk1ahQffPAB06ZNi9lO0zR0PXYyn0cffZSEhAR+97vf0draytixY5k/f/73apYwEHVoBeGokZcSGa0cVVPRPtUB/G/YcTQ6nSiGgSFJqCaU+gNscx58CynSXnNlMLmmgZBkYkXmjuVzCQPPDzuB4kAIh2EwoXwtOb5WDBTO3rI0unUajQTZRy15GCiEFJk22YIZlpAwqbNmoQdV/DJsz+xBWWouGe42AimRAFZXVLyJFpLcfiy6QcjacflRqzx8OnIWAbuCblPQgWavxtY/rWfkcxO+ydMqCILwnTrSlIPi4uIvzYf9qimg5eXlcctUVeXBBx/8Xk2i0JUjCmhra2tZuHAhVVWRMj4FBQVMmjSJ7OzsbumcIAgdpvS2YJcM1mcVoksSimlSlh6ZfrZzndfE9uoCYcBimAzwBUjX9OgsXxZJwQIYQR92LcR1a5fSmj2ANkdkJHRf3iD+NeYcbJ4mLt66CsWM3BDbnp7NvML+FG2XIikDkkQDiSDp9NW2sik9dk7wsMVCfkszHrudtvayXoZFJtkfJKvZQ6vTTliRSQyEsIZ1al1J2H06mkXGVCRMWaJ2beyDCIIgCD80xrc0scIP3WEHtP/5z3945pln0HU95pfBI488ws9//nMuu+yy7uifIAjtEm0ST/dv4cZAKr867lz+8tlMBtaUsz6vd0y7apeVcKIN2oL0CQTJ0GJvH3kkiUZFocGWwouDJlMQ0KLB7AGLS8ZSunsJTw+bzA1rPwNAlqzooUSQfTFtK62F9DJ2osvxl5OwxUJOaysWXcdiGDS4ErCFdWQTUjtVUjhwBZEAi2YQViKj0a5eiYdzqgRBEIQfmcMKaD/66COeeuop+vTpwyWXXEJJSQmmabJ7927++9//8vTTT5OXl8fUqVO7u7+C8KP2s52r+LU+gb+NOo5XBo6mtKmekCyR3D4JAnqIhoSkyAiqSyWtNVJWr0G1sivRgV+RcYU1pICG1TDwOZLxG5644yjAHStnIxsGBioyFpb1HEKDJZNe7I1pazE1nJqfbG8dta6sjuW6RoG7noBkp19dDQA+q5UdqTmktsUeT++UV2u0DzbLisTIh0ce4RkTBEH4fvu2pr79oTusAmKvvvoqffv25YUXXmD69On07duX0tJSpk+fzn/+8x9KSkp49dVXu7uvgvCjJxWl068pEhw2ORJYlt+T1Ukuttis9G5owoNEwBqpWpARCmNKEJAlNqa48FkUTEnCo1rxOVXyNI2d2T0YWbEdix5bbmv03vVYDB0ZE4kwrw8/ifl9x1CTl06rQ41p2zu0A4DjK1ZS3FKDTQuR6W3hhPJ1WKUgW9Pz2JeYigk4w2Gy/a0oUpjIuKyJEy+Jpp+MYBuOcIhUb4CkXAfTZp1AQrEYoRUE4YfN7OIlfH2HFdCWlZVxyimndFnkV1VVpk+fzu7du4+4c4IgHOSnx/CT5p1xiwe2uEkMhViTmgyawfj9jZyyt54CX5DGLqoe6BaFFMNkTV4xC3sN4IZP3qRP3T5Sva2csH0Jl6/oKOUiYfBB//EgSVSkJXLrz07Eq1pIDHsZ5N9FhqazJW04ZenFTNq3mQu2LuLkstVk+VpRTJ3EsI8mh5N9iSkApHm8VDrTSMJNNvUk4kMG0sI+MoJekr1B2NJK40f7v8kzKQiCIPyAHFbKgSzLaF0UUD9A07ouzSMIwpEJ2Ww8MOLEyBNfgGyajGpoZkx9E1tTktBkmUxPgN7uSDVam2GQHQiyPTl2ekKLYWDTdDxWhefGTSXN24Yr5GFoxRr+b+XsmF+6rbZEtqcm0GK3UpXswGOz4pK8jApujbYpbGpiVX781AhW3WRIU2Qa3UabCxkNAyuGJNOsukgJeTABO34COJAxoukHtXMq6XPrwO47eYIgCN9DIuWgexzWCG2fPn2YNWsWPp8vbp3X62XWrFmUlpYececEQYg1f5dGTbj9d6hpkukLssvl4pmSYspckUoCyboRs00PX5CMQOy0uYNbPOQFQ7jCkR+mTa5EFvTpg9+hIqG2zycOLbYExvziT6zITWN7aiIe2QIm7CuOnxmwV2MdV596Dlsysmi2OQigonf6zZwe9KISBNNkpHcHyXokd1cCFDlIs0vFY7fSZomkNDgKnN1xygRBEL7XItfb2Jfw9R3WCO2ll17Krbfeyk9/+lN+8pOf0LNnTyCSijBjxgz279//vZtBQhB+CFxqx4VO1Q0CSsdMWntdLly6Rq1djZbogsiv1mPqmklurWZdjxJy/UFy2gPc9JDGfoeCDZBMk1anA9CgfUawl4dNZmfGQcWzNZNtufGl+SqSUnht4FBeGziUE7aV89p7r8e10SWZSjMTi0UnEQ8uI4jPamN1Zi90OfJZrCGdRBNKfj3oMM+SIAiC8GNzWAHt5MmTufPOO3n88cd59NFHo+kFpmnicDj4zW9+w6RJk7q1o4IgwOSeCqMLZFZWGliM+EcH7JpBo9PCivQkRjS1oZomzVaFBWlJ9LGrDG+OLS9gMU0221SSDYPiqireGTia381/m8RgpKRWdVJSl/14ZeQo/vDBHGzto8FhWebeySdE16e1hfBjw0EwZrtKZxpe04YpS7TgokrNxLQb0WAWIKwqGO4g5v42GJx6eCdKEAThKCEeAuseh12H9pxzzmHq1KksX76cqqoqTNOkoKCAcePGkZAgpqoUhG+CJEl8fJWLp5aFeGWJQVVDbI1Z1QQUiZ1JLsoSnDg0DQ+ACXucdgZ6Ayid2u+zqZiSRIuicNfahYxoquThY89m2vY1lNZXM2ZfWWTjzrfAZJi0p5xUvQ4NGyDzeV4h84s76uHuS0ugikwKqMVOGB2JGiWN7Sn5uNo05PasCJ/TRlNGAqZs4mrzIbdf2cOyRNn09xjw8iTsPx3a7edREATh+0KkGHSPrxTQXnzxxVx//fWMHz8egPfff58RI0aQl5fHiSee+I12UBCEWMkOid8eb+P8gRamPdFKkzcSBSqmSUEoTAMmYVVGN8EjA8FInqzbauGTtCQGe3w4dIMKu8pWpx2LYWIisS8llas2LmFEVUed2VkDRoNFBq090pRBkkz+98qjSIC1fQT2uMrtfPLqEzw0+EysusFp68rwynbW2ntjJ0xYsqBLCpawScimYPfrNGUkUlaaE6mZC9j8QXrsqUE2TWwBnRpHCsG7VjDurP5IzthSYYIgCILQ2VcKaHfu3Inb7Y6+v/fee7n33nvJy8v7xjomCMIX65Ot8PlvU3h7TRDDBL/P4OmFErYWP+EUJ0gSlqBG53ok1XaVansXwaEi8c8JJ3Dl+qUUuiPTzWqSzLqMAlCkyKtdYVM9dt3PgTzbA4bsr+PGuvXUpTjJbfIQtiogywQ6tVODBiFb5FnUyuKMaDALEHTYaEtykr+vGadfo6JnOlvyCsibW0XRWT2P/IQJgiB8D4kR2u7xlQLajIwMKisro+87T3Xb3VpbW6mpqSEQCOByuejRo0eX9W4FQYCMBJlrJjui73851Ul1s0GvvwXRTQmLbqDJUkzgqOgGSKDLnYqc2K3UKzbGXPlbfrZ6CakBH+/1GcYuRwZyWMewticqGAa/XPwBJhoSCh2XEIOnRpzMX848njanjfRWH0/860OSfOGY/kqmSaavFZ/pIGSLv/zYggYuX5iqghRqcyP5u2V7wsQXBBMEQfhhEDm03eMrBbRjx47lhRdeYPv27dH82LfffpsVK1YcchtJkrj77ru/UieCwSCvvPIKs2bNoqqqKmadoiiMHDmSK664ghEjRnyl/QnCj5VVkSjMULhsuIXn1+hoVgWXP0zAKmNIEhbDxKIZWE0TXTYwgJBqQdcMUGTqUlP454gpyO0PnEkmjN20g3P2buLRCSdR73Jx27RLeGbkCbz52mMMqakEJNbm5HP3T6ZhtAfJjclOHj9rDHe/sjgmmNbSoHRfOVZdpqYhjYrM2GoJNl+QdWOKY5a5suJLhAmCIAhCZ5L5FYZb3W43jz32GMuXL6exsRH48lFaSZL4/PPPv7QDHo+Ha/+fvfsOk6o6Hzj+vW369k5bqjSxIEWwYQMM2FuMvSexJGrML8YkxmhioqixxhpREzW2CIpiEBEFRQHpvS4ssGyfnT63/f6Y3dkdZhFYlracz/Pso3PrucPuzHvPfc97fvpTVq1ahcPhwOVy0dDQgKZpnHDCCVRWVrJq1Sps2+ZnP/sZ11xzze5d2WEoGAwyatQovvjiCzEw7zC3fLvJte9G+X6LiRI1k9UIDFkiokj4dAsZsICAQwFFBp8TJAnJtNBCMUxNwZJlbNNCsixsX2pgefS2jcz9x71M7z6Qs276beIYO3jrubeJ6R4Uy6amIJOaokyGbVzE8JXrCTrd/O+o49iSV4ArHmP42pXkVfv536DBSGoiCM4sdnLFS8fhyRY5tIIgdEwzpFfSlp1qX3sAWnJo260e2szMTO67777k66FDh/LAAw8wduzYvW7A888/z7p163jwwQcZPXo0kiSxatUqfvvb35Kdnc0jjzxCdXU1EyZM4Nlnn6V///4MHz58r88rCB3Viu0mQ54KEWl82m+oMiWGgdO2WeV0khEzkjOqyIDLtInKQCgODhUbiPtcibxZVQJZwtatRPTbwqKS7ngfeA1dU1N6YZu4dJ1wlo+NhSUpy9cWdOP4leuQYzYXzJ1NXFFQLQu58Sb5hG9XE/S48FzZk+MeHoI7U2vX90cQBOFgIlIO2kebZgq78cYb6d27d7s0YMaMGVx44YWMGTMmWc+2b9++3HnnnUyePJm6ujry8/N56KGH6NevH//+97/b5byC0FH95fNYMpgFQJLwqwolcQOnZaf90TtMC2wbLBuieuL/ZQm0RDALNP93BzsLZrFtfjP1c/KCgbRVmeEgNjJxtMbzm8lgFkDGxhk2kV5YTu3U8rT9BUEQBGFHbQpob7rppnYLaGtqaujVq1fa8l69emFZFmVliRJCkiQxevRoli1b1i7nFYSOalWlmbZMlyRMKTEo6wfZNophIplWaqAqQ1ZcT9kOVWo9mAUcusHCLl2IYeCJRgDQYnHyK6qIxh182udoaj0+jJSquBBFI0YivcCwNdZdPh1jh4FlgiAIHYmY+rZ9tCmgbU+5ubmsX78+bfm6deuQJAmv15tc5vP5iEaj+7N5gnDIObt/+iP6Qt2gSlOJKXLa4y1dkSnAopseJ0M38YXi+OrDiaC1iSRhOWTOKKvkhK21/Hj54pRSXpnRGGpjnm6fyjru+3QuJ5TVsaGglE0ZmWx3qWTX1ie3aXB5WNqtC9ulXEK40VEI4mETzdPsWoBtyGx9dW27vTeCIAgHGxHQto82zxTWXk444QTee+89jjrqKM4880wgUff20UcfJTc3N6X3duvWreTn5x+opgrCIeH3o118sDjOgu02SNA5plMa09nmULEliaBDxWUkHvObEgxrCNItprPY48LvaiyRZ4ESiGM6VDIsk27+CE7DpNznpjAUwxuT6Lu9glVFiQD0pA0VDNxeT4PLQffKOhQrEbjKQI/aelbn5aDsMFVvTNMIejVq4yXIlo1lSchW4oPckiDgdeCN6ASX1u23904QBEE4NB3wgPanP/0p33zzDffeey9/+tOfcDgcBAIBJEniwQcfRG5RK/OLL77gyCOPPICtFYRDw9w7M5i+Umf6Sp0122xWLTM5snIb24uLqHN5CDsSf/pHBcJ0iyUe6depicf/liQR9LmwkXBFdI6taUBtjEWzMSjLdPNl6VGMXb2MCxZ/jyEryGTgxI0rGEkGsy3lh8KEfR5sSUKN6zhicSTbZpsrD1Uz6R0sJ8vajoMYSLC1IJ81+UPBNOnSN2v/vGmCIAgHQPonptAWBzygzc3N5bXXXuOf//wn8+fPJx6PM3jwYC677LK0urOvvvoqmrZvRzx/9tlnfPLJJ6xcuRK/30+XLl246KKLuOCCC1KC61mzZvHss8+yceNGCgsLufzyy7n44ovTjvf666/z9ttvU1NTQ+/evbn99tsZMmRIyjahUIi///3vfP7558TjcYYMGcKvf/1rSkpK0o4nCLtDliVe/ibGJ4vjiYdXmkpDdi53zf+Sl485Gb/DQa5hUhqNJ/fJNkz8qkrcoWI3DgIrjsSTwWyTzg0RNrs1pg48kqlHDgIgtyHCTfNX47AsLElKGeQFkBuNYTf+/RhOBxKgWgZLBvfAFY2zKZhH38o1nLp1Fg5Lp6hyGwG3jwX5R7F2bi1999UbJQiCcIDZOxl0K+yZAx7QAuTk5HDXXXftcju3273LbfbWv/71L0pKSrj99tvJy8tj3rx5PPLII2zZsoVf/OIXACxevJi77rqLcePGceedd7Jw4UIeeeQRNE3jvPPOSx7r9ddf55lnnuGWW26hX79+/Pe//+UXv/gFr776asqgunvvvZeVK1dy99134/P5eO655/j5z3/Om2++icslisoLe25+mc7UpmAWcFg23VD4fOCJ9NAt0BO56HqLm7S+kRi1qkrE1XzTuLMhZJ2rQ+i1YbZ2ysJyKNRmuPi0Zx5/nPE/6pxZ1DrzMOXEx0tGNEDAlZGyv4pFMCuDjEAIbzAMwPqcHtS4c7h0zX9RsOlVu4F5xYOJLa5qnzdFEARB6LD2KqCNRCIsXryY2tpahg0bRl5eXnu164B5/PHHycnJSb4eMmQI4XCYt99+m5/97Gc4HA5eeukl+vXrl5wJbciQIWzfvp3nnnuOc845B1mWicfjvPzyy1x22WVceeWVAAwePJgf//jHvPzyyzz00EMALF26lFmzZvH3v/+dE088EYDevXtz7rnn8tFHH3HRRRft53dA6AhmrTVSXncyDFqbQDquyNRrKhmGgcu2GdEQpMzQ+a4oF4AKt5PScDSll9ZrmJwYTgTElZEon/UtxpRl1udnM2bF5zgsk6iiMjtvFD1DG9hY2InvOx2Vct6caIBBFetYmpM6qa3flc26zB4c0bCegDMDybLIq2vY+zdEEAThIGWLDtp20eYqB++++y5nnXUWt956K/fdd1+yUkFdXR0jR47k/fffb7dG7k8tg9kmffv2JRaL0dDQQDweZ+7cuYwePTplm7Fjx1JdXc2qVauARC9uMBhkzJgxyW0UReHMM8/k66+/Ts60Nnv2bDIyMjjhhBOS2xUXF3PMMccwe/bsfXGJwmFg1BGp96qeHVIA6pwqfodKldvBl13yeLd3Jyb1KGJJpoe+4RjHV9XjMk1iisz8/Ey2eZzUujS2uR3ktSjfVRg3OKIqQEYkzLdPP4jD0gAXLlPh9Mpp9Ait5uitS3HqzakNsmVxzOY1FDfUtjqW95u84czLPpbvSo6jsLyWvGCwPd8aQRCEg4otS2k/wp5rU0A7ffp0/va3vzFkyBB+97vfpUyDm5OTw4gRI5g5c2a7NRJg48aNDBs27IDMErZw4UKysrLIycmhvLwcXdfp0aNHyjY9e/YEYMOGDSn/7d69e9p2oVCIysrK5HalpaXJSSVabtd0DEHYU0d31fjx8OY+2YYdPiCdpsX3RVksKcjE79SIKzINiozS+KfcJxjhok2VDAiGiTo1VuT5WJrloZc/mAxCt2oqMzN9VMVsnnvjVY6o3t7iDBKQyJXNi1Vz2cKPGFa2nKM2r2XMovlk+i0cIZnMYCSlXbJp4YwarPL1JWNLnB61tTj1WLu/P4IgCELH0qaA9vXXX2fo0KFMmDCBU045JW19//79Wbdu3V43riVVVSkqKqKoqKhdj7sry5cvZ/LkyVx22WUoikJDQ+LxZ0ZGak5g0+um9Q0NDTgcjrQc2Na22/FYTds1bbMz8XicYDCY/AmFQm24QqGjumyIk6LMRPhZ59PYojZPYuAxLI6sDuDRjcbJFCy6BKKEHQpNyQoScFyVn2O31HB0XYC+lQ2EpcRHRp2iMM/nwa8q6JKEIUsYkkxUaTloszmIzotv4ZjytQzYtI2scCJAVU2bbDNKXV4O1YW5GJpG17J6vAGLjHodnxEkKjuwrfSJIgRBEDoKW07/EfZcm3Jo165dy+23377T9fn5+dTVtW/tyC5duvDhhx+26zF3pbq6ml//+tcMHDiQa665JmXdjj2qrWltm6be7Jbrdrbdrs7xyiuv8OKLL+6yHcLhJ27Y3PBqgKpg4vctFIOgqhJCoqdhoAIFkTi+mM5Gj4u+wUjy7nab24Fi2bhNi80uB2uyPORqEs6oyXKPm7yGIFucWsosYR8OHME7w35EVHUwsmw5Z67+hpeHn0TA6eAnC2Zz/tL56Ci0DHLXFxXx3YB+ydfVhbl4AjqF2/xIQNTKoMjcTtTp2PdvmCAIwgFiKyLFoD20KaBVFAWrlVqTTaqrqw/50fnBYJDbb78dl8vFY489hqom3qrMzEyAtN7TQCCQsj4zM5NYLEYsFsPpdKYcF5p7ajMzM6moqGj1/K313LZ07bXXcvnllydfh0Ihxo0bt0fXKXRMy7eZyWC2iQRUujSqbI1cy8KSoEpTGRYIpzyqkSWZ9W6VDZ7E37Bs2kihGLmmSZ1DodyhorWYJCHLNKnNaS4xN7Xv0fzl9FMwlESP8HtHHc9Lb/+Ta+bOxsCBTqJaydpO6WXpagoyKdzmT762UPF3Sc9rFwRBEISW2tSx3adPH7755ptW15mmybRp0xg4cGCbGxWLxfD7/cRiByZ3LhaLceedd1JbW8tTTz1FdnZ2cl2XLl3QNC0tv7VpUFxTbm3Tf1vbzuv1UlhYmNyurKwsJQ+5absd83R35HA48Pl8yZ+W0wQLh7fSXBlXKyWbFZ+DmFNjm1Nju0PDkiScO8zgFZYlNribb8IsWaLWqeKzwW1bVGkqXWJxHI03tVk73NxuzXIng9kmT554BjIWWTSX4HIYqZUYIJFDm9IWyUNDrghoBUHouCxZSvsR9lybAtpLLrmEr7/+mmeffZb6+nogEciuW7eOu+++mw0bNnDppZfu0TGnTp3K7bffzumnn85JJ53EmWeeyUknncTpp5/O7bffztSpU9vS1D1mGAa/+c1vWL16NU899VTa5AYOh4OhQ4fy2WefpSz/9NNPyc/Pp2/fRAn4o446Cp/Px7Rp05LbmKbJZ599xsiRI5PpBCeccAKBQCDlBqGiooKFCxemVD4QhD2R45W590eelGU3nexi2z0eLjs69c++VlXSXpfEdEbUBTjOHyTDMAkpCjNK89iSn8HmbC+1qsT47ds42l+HuUO12rxQeu53XEk84dCIEsVJDI3eZRVILYNp20bGaj6abBF3yxgBPe14giAIHYXIoW0fbUo5GD16NGvXruWVV15h4sSJAMmcWtu2ufnmm3c7GItGo9x5553MnTsXp9PJEUccQVFREQ6Hg1gsRmVlJd9//z1z5sxh8uTJPPbYY/s0neFvf/sbX331FbfffjvRaJQlS5Yk1/Xo0QOfz8cNN9zAjTfeyIMPPsjYsWNZtGgRH3zwAb/97W+Ts4k5HA6uv/56nnnmGXJycujXrx8ffPABW7Zs4S9/+UvymEceeSQnnngiDzzwAL/85S/xer08//zzdOrUifHjx++z6xQ6vttOczNmoINvN+gc2Unl2G6JP/fvy5t7QZ26yRZZprMZJy7L6LKMy7IYXt9cKqt3OMaUgmyCcQMcKjFT44suRSwJe3j0sw944JQfEUbF09i7euW8WSwpuQCrxaQN1879CgAZmxLWsZWeZISiuMMRdEeiK1nTDSxVxu2O0qWuitWFnVDiFllKc8kvQRAEQWiNZO/4rHsPrFixgqlTp7Jx40Zs26a0tJSzzjqLAQMG7PYxnnrqKf71r39x2223cfHFF6fkmzaJxWK88847PPXUU1x55ZXceuutbW3yLp199tls27at1XXPPfdcctrapqlvN2zYkJz69pJLLknZ3rbt5NS3tbW1O536NhgM8sQTTzB9+nR0XW/z1LfBYJBRo0bxxRdf4PP59mhf4fAx9uUQn65OVA6QLRuPbuA1THyqxLoML2dvqSZbT00HWOpzsyDTCy4FRbdxxnQkGwpjUapyfeTVBYmpDjTb5p6vJtE9XM1jJ4/F73Jzxfdfc+vs6Sk1ZxflHsHXXY4inJGV1r5ha1bTu3IrIdlFQHFh5GQybPt1+/ItEQRBOGAm5byRtuzcup8cgJYc2vYqoG0PZ599Nqeccgq/+tWvdrntI488wpdffrnfqx0cKkRAK+yObzcZnP5imFBjx2fXLIkPr3ZzzesRFoZVzt9Uic9MLZW10uNibrYP2bLxxY2U4HRIZTVL8nOobBxE1rOuinmv/Y3sWKLGrA1pEyhs9RYwuedpWE6ZiLM5NUIxTc6ePw+XHgck/HgIdcph2JZr2/dNEARBOEh8kJse0J5Xu/sB7dq1a5kwYQJz5sxh6dKl9OvXj6VLlybXm6bJo48+ypQpU1i+fDmGYTBo0CDuu+8+Tj/99F0ev7WKS0VFRa0OaD+Q9mrq2/ZQU1NDnz59dmvbI444gg8++GDfNkgQOrjh3VRW3+3j3SU6Hk3ikqM0Ml0SxeEYoLLB52KQv7mmsQ1s8CSenHh0Iy04XZGThd5iEMP6nAIGX/0bfvvd5xxVW4s3Fmbg9tS61N926s7TI46hb1Utl65YTkVWPhmRCMds3IBL1zElGcm2cUg65siCffROCIIgHPqWLVvGlClTGD58OJZlpVWhikQi/OUvf+Hqq6/m7rvvRtM0Jk6cyJlnnsnkyZN3K73xtttu4yc/aQ6yHY6Dr5ximwLa+++/f5fbSJLEH/7wh11uV1hYyMKFCzn33HN3ue2CBQsoKBBfboKwtzplytx+Qmp6z3ldbNauCLM424dl2/QIRYnLMkt9bqo1leH1QUzbZo07NYddtm2GVNYyrVtziszG7HxuOfNC7l74PdlxidxwPSWBGgDW5hZz51kXUZaVw/KiPCwlxAvvfkCcDCwJtmZmMb9bd1TLoou/hqyKnZcIFARBONTt7VS3Z599djKGuuaaa5g3b17KerfbzYYNG8jJaa4YM3r0aFavXs2jjz66WwFtt27dOP744/eqnftamwLajz76aJfb7G5AO27cOF588UV8Ph+XX345xcXFadtUVFTw73//m48//pgbb7yxLU0WBGEXLrwgh8/v2UpeMMqCTA+Lfc2pAKXhKEeEo4RkiQ0uJ0aLR1BDK2sYvr2atXmZbMjwgQQ9ArXMfeFRwprGKVf9gsn972ZI+QYsSWJZcSmd4zKbbBtbkpjU/xj+kv8G5RlefnvWFVz/1XIADEVhY24hXcvEDHiCIHRc1l5W6ZLlHy6LoChKSjALiRjtmGOOYdasWXt38oNImwLauXPnpi0zTZMtW7bw+uuvs27dOp588sndOta1117LmjVreOutt/jPf/5DQUEBhYWFaJqGrutUVlZSVVWFbduMGjWKa68VuXSCsC/k56uMv6WE/3srhDNqElfk5GxghbFE6SyvZXNiQ5D1TidRWWKjx0mVy8mqvCw2lOQlj3XrF7PJiMeYMPJ06jKz6VEXZHGnnsn1LssiQzdpcCQ+gs6/+Beszu9Mr0B9WrvqPAc8M0oQBKFDsSyLr7/+mv79++/W9n/961+555578Hq9jBkzhkceeYRu3brt41bumXb7plAUhW7dunHvvfdyxx138NRTT3HPPffsugGqysMPP8w333zDJ598wvLly1m/fj3RaBSXy0VBQQFjx45l7NixjBw5sr2aKwjCDqbODvPhpAb6+y0qVYU1ioQuy1iSRI1Dg0hiopNM0+KYcIQqTWW9x8mSvBzyouGUY3kbJ0VZn5OPvpPeg26hCL22R9Asm9WZmWDb9NlaxZDytbgMnfLMPDbmFiJJZqv7C4IgdAStpRw0zTTaktPpbLUSVFs89dRTrFq1iueff36X21511VWMHz+eoqIili5dygMPPMCJJ57IokWL0np+D6R90vUxcuRIXnjhhd0KaJuMGDGCESNG7IvmCIKwC2s360x4vZ6mmieFhokShUW+xDS1GzxOSqMxujT21MYkiXlZXkxVoUGWaNhhgMCbxwzl6u+/xe90EVIVKp1aspcXQDMMjg1Hk6+Prg+SEwrw3H/fx6sntisJ1OMwddDExAqCIHRcdispBw899FDaeKX77ruPP/7xj3t9vpkzZ/LrX/+aX/3qV5x88sm73P7VV19N/v/JJ5/MiSeeyODBg3nxxRf59a9/vdvnjcfjzJkzh5KSkt0uBrAn9klA6/f7CYfDu95QEISDwrdLouxYwC/HMHHoJg4rMXvXl9kZZJsmLstmu0PDaOxVkIDvCgtwmAZxd2KShC/7HMFvfnQZ03r1A2BZlpfqaJzMuME5a1YQ8BUQdqYGwZcvXJQMZpv0qKvE3y1zn1yzIAjCweqee+7hzjvvTFnWHr2zixcv5txzz+W8887jb3/7W5uOcdRRR9G3b1/mz5+/R/spisLpp5/Oo48+evAHtIFAgG+//ZY33nhjt/MyWmprTbPWBpIJgrD7CnKUtGXbVAW32VxhwKubRGSJGqeazK3FtvHqJrrPSdzTHKDaqsTko45OzhZmSxIVbicVbieT+/TkxO1BdtStviZtmWaZ5LvEvOaCIHRcdit1XtszvaDJunXrGDNmDIMHD+b1119vtb7s7mrLFAaKolBcXNymfXdHmwLaoUOH7vSNsG2bzMxM7rjjjj0+7tlnn92mN/i7777b430EQWg2aoib/34eYvWm5h7SOocCLSpmSYBmWmRYNjFVxlAVFFlCtsFwpX+UVHmdOCJWYnBZC91CJoVBP9W+DGJa4gNbsUw6N1Sw4zQMW7Mz0Iu60LU9L1YQBOEgsrdVDnZHRUUFo0ePpri4mA8++GCv6sguXLiQ1atXc911ez6D48UXX8y7777L7bffvlcBdWvaFNCOGzeu1YZkZWXRrVs3xowZg9fr3ePj3nDDDcyaNYtVq1YxbNgwevToAcD69euZO3cuffv25aSTTmpLkwVB+AEOTeKJX+czc36EylqTSmQW/C+atl2xYuMKx5E0mYU5OWj1idnAZCO9Vqxh2pxUVcec/CxCqgq2DZKEYlnEVSe/nfYs33U7GkNROH79KrrVVWBhESUbCw1LtulTt4zPpT1/2iMIgnC4CIfDfPzxxwCUlZXR0NDAu+++C8App5yCz+dj7NixVFZW8thjj7F8+fKU/VvWl+3duzelpaVMnz4dgAkTJrB+/XpOOeUUCgsLWbp0KX/+85/p2rUrN9xwwx639YYbbmDGjBmMHj2aX/ziF/Tu3RuPx5O2XVsqKLQpoG2PpOTW9OjRgzfffJOJEycyYMCAlHVLly7llltuoXv37owePXqfnF8QDmcOTeLM4z1U+C0G3V+H1cpTIdkp06cmxpKMLDAsjMb7Wmcghu7RsJt6Yy0bNRBjqdeN3BTrNt4Eb3HJXLVpGeVZ3bh44SfI2Bi4UIgiAU4S6QimpWJYCv3qU2cZEwRB6Ej2dmKFyspKLr744pRlTa9nzJhB9+7dWbRoEQDnnXde+vlbpAAYhoHZYurzvn378t577/HWW28RCAQoKChg3LhxPPjgg2RnZ+9xW4888kgkScK2bT7//POdbmeae17d5qAq8Dhx4kQuvvjitGAWEm/CxRdfzMSJE0VAKwj70LwyA30nnyVbI6B4XPjiBtg2piwTVW2chkXGtkAiqJUktLCObNmEJIloi4yD4zet5dM3nyAjnihHszWjCy8OP4nbvppKXiy1R1jGwMJB/pqDa75wQRCE9tRalYM90b17913mpe5u3urGjRtTXp999tmcffbZbW1amj/84Q/tnmrQZLcC2v01WKusrIzzzz9/p+uLioooKytrU1sEQdg9/YsVJIm0qgdNqlWVU/xBVmd5CAAxVSGmyDgNE2dIR7EsTFkm7HOgux0gSci6iSMY5c8zJyWDWYBOgVpy6xrIiqWnNwB81HcIpzbU7oOrFARBEPa3ffWEH3YzoN1fg7Wys7OZPXt2Wtd5k1mzZrWpi1sQhN3Xq1DhjtPdPPZZpNX1PsvEYdmML6tkRl4WFQ4N2bJxmjYSkBmLckLlRt4YOjy5j6Up6B4nR20vTzve+Su/Ryb9XOtyi7nmqhv49/Y5nNdeFycIgnCQaa3KgbDndiugveGGG/ZZF3FLZ511Fq+++iq///3vufrqqyktLQUSXeCvvvoq33zzDVdfffU+b4cgHO7+cLaHiG7zj5npPac/P97B/BkRJMOmczhK0AalRW9uvdvD5P5Hpe1nKRJ+h5u8SChleZfQdiTSu4PfO3IEYYeLT4zOIqAVBKHD2h9VDg4WX3755W5ttzsTPuxotwLam2++eY8P3BY333wzZWVlTJ06lU8//TQZRNu2jW3bjBo1ar+1RRAOd3m+9E/ZDCfccVUuX5yQyanPh3Drid7aHemkluq6b/o73PH1x/jiMWxkJBzYjWGsTOsJu+ctm8sHRw4jq6qhXa5HEARBOLBGjRq1Wx2kh/ygME3TeOSRR5gzZw4zZ85ky5YtAHTu3JlRo0YxfPjwXRxBEIT2cskQJ3//LEKwxXTi157gAmBUL5XjiiXWlLWeaOuMxIm5NVBkfrJwFn+c8V6LtRYmGiYeDNnEY4V2qD6bEHJ6uGX2TEJFBe16XYIgCAeTwynl4JVXXklbZhgG69atY+LEiXTv3r3NHZd7HdCGw2ECgUCrI+jaOoPX8ccfn1IXbWdisRjTpk1jxIgR5OXltelcgiC0rluuwke3ZfHk9AjbGizGD3Lw01NcbKy1eGBalLVleloQCiDZifBUaYhiOlXOXjY3bZtqj4PnjjuL1Z16c8vX/8HvcXDWqoUp27x63KnIlpuj1Mp9cn2CIAgHg72tcnAo+aG00bvvvpvBgwe3+dhtDmg//fRTXn755bQSDy3t6xm8gsEgf/rTn3jmmWdEQCsI+8AxXVX+eU1G8vUWv8XQp0ME63V2NimjLUlYioTbMAnJEpt9OSnrt/qyueScW5jdJTGX95tdf0Wey+CEzav5+df/Q7Etnj/+DP53xBBOWrOJcH421+6rCxQEQRAOCjk5Odxwww08/PDDbRovJe96k3RffPEFv/vd7zBNkwsuuADbthkzZgynn346qqrSr1+/Ns0g0Rb7ak5gQRDSvTJPpzpko7SSN9tyiWTZhPM9uCT456BT2ebNSq778dk/SwazALYsU6u5mXTkMMbeeC/XXPorVhQMpN/2Wk7YuJTXs3vty0sSBEE4oCxJSvs5XOXk5LB+/fo27dumHtrXX3+dHj168PrrrxOJRHjvvfc455xzGDp0KGvXruX6669v0xy/giAc3BpiibDVlCTUH7iZlGzw1EZQTJttvlxGXH4/F636DrD5qmvftO3vmvEJz582mi5+neJAU9KuzIKu/bFbm7JMEAShgzicUg5+SDQa5fXXX29zumqbAtq1a9dy3XXX4XQ6iUYTZX2aRqT17t2bCy64gIkTJzJq1Kg2NUoQhIPTZUdrPPZVvNUPjqbPZAuIKxJOszkQrXd5eenoUxO9uLadnAa3yXFbKpj2zLPcc86VKeuqfTmckqG392UIgiAIB8DOOjtra2v55ptvqKqq4pFHHmnTsdsU0JqmSVZW4hGi05nIpAsGg8n1paWlvPvuu21qkCAIB69jOyu8crbG86+H2Kyq+CUpJQC1JAg4Eh8rTtNI218CNNNCV5XksmMqyhm9bgP1bm9aoAtwxPZKICdtuSAIQkdwOFU5mDhxYqvLc3NzOeKII3j88cf5yU9+0qZjtymgLSwspLIyMfLY5XKRm5vLihUrOOOMM4DEFLZut7tNDRIE4eC2aI3ONxkeLEnCGzNSUg9iipwMSmOKjMu0UvaVbAvkxmDWtvEZJn/5YhqaZVEQCnBUeRmLu5Qmt49LEn6ngiAIQkd1OAW0lmXteqM2alNAe/TRR/Ptt99y0003AYkZHd566y1cLheWZfH222+3aZYHQRAOfv/ZSHLQgq5IqEZzQGu3KOQVU2UsWUI1LQqjMS5c+T19g0Gm9R/G7Cwv/SNRUFQmjL2YhSsXc+uXn/J/n03iX0NP4usefdiQmUVNhpPC4p3VUxAEQRCEhDYFtBdddBFffPEF0WgUl8vFz3/+c5YuXcoLL7wAQM+ePfnFL37Rrg3dmf0xJa8gCM2qWky0EFdkJCATC6cCcd1qniVMktAVCd2h4jRNqjv1JaNmG27bpl9UB6X54+ezfkcxfONahm1ax4ULv+GFY48ipqjUujS+jbSpGIsgCMIh4XAcFBaJRJgxY0ayokGvXr0YNWrUXj3db1NAO3DgQAYOHJh8nZOTwxtvvMHatWuRZZkePXogy/vnS0iU7RKE/eu03iqfrGrMj5UkYqrCxGt95DrgrCcbiAOmRKKOlyKDIrPO56ZnKIpZ0Jk6RUGS0z/BHzvldDLDx/FR/4H0rw0TMXU2xR2otkg5EASh47Jb+TzsyN58801uu+026urqkjGcJEnk5OTw1FNPcdlll7XpuG0KaA3DQFVTd5UkiT59+uxkj7YJhUJIkoTH42l1fV5eHnPnps9CJAjCvvOP811c9K8w8zebeCyLo4plPJLN8T0dvHqtjz9OjbEgpKXsI1s2Uzvno1oWzkicI0NRvC1uRkOawrxO3YgpPejqD5Ohm/SOxojJEj0HigFhgiAIHcG0adO44oorKCoq4v7772fQoEHYts3SpUt59tlnufLKKykoKEiOydoTkt2GLs4zzjiDMWPGMG7cOAYMGLDHJ/0h1dXVPP/888ycOZP6+noAsrOzGTVqFDfddBP5+fnter6OJBgMMmrUKL744gt8Pt+Bbo7QgW2pNznxb37qws0fH09d5uXK410AjH8twv9WmeiNPbRyzMBqrGzgDsXIjuv0jutogN+pMr9LDjT1Utg2R2+pp7s/TESWOOqyYh45w7G/L1EQBGG/eL7/pLRlN6849wC0ZN877bTT2LRpE3PnziUnJ7Wzora2lmHDhlFaWsr06dP3+Nhtygvo3r0777zzDtdccw2XXHIJr732GlVVVW05VIry8nKuuOIKPvjgAzIzMznllFM4+eSTyczM5L///S9XXnkl5eXle30eQRD2zuvfxFKCWYAnpkcAqApY1Fbr5AVjgI2kJWrTAiCBrimEZZklTgerNY1l+b7mYBZAkliZ78OSJGKKzLflIq1IEISOy5altJ+Oat68eVx//fVpwSwkSnddd911bX7y3qaUg5deeomtW7fy0UcfMXXqVJ566imeeeYZhg0bxrhx4zj11FOT9Wn3xOOPP05DQwOPPPJI2qQMM2bM4N577+WJJ55oc9FdQRDaR0M0PcisCVjc8FqADxfFiRmJgQ6eiI4UiBFya+BRQJWxPAp63ECybOpkm6iWniMbUxWcpsmyrjkMCBiAqHQgCIJwqDNNE5fLtdP1brc7OVHXnmrzyK1OnTpx00038f777/Piiy9yzjnnsGzZMn7/+98zevRoHnjggT0+5rx587j44otbnWHs1FNP5cILL+S7775ra5MFQWgnFw52sGMnQiAG785PBLOQmBBMi5tItg1eDdTEx00Xf4TSuE7IqRJyamC20gNr2nzcOZ9aj5MfFaRP0CAIgtBhNE1Q0/KngxowYABvvvkmup4+A6Su67z55pttTmVtl1IExxxzDPfeey+ffvopv//975EkiQ8//HCPjyNJEl27dt3p+tLSUlGmSxAOAseVaky81sfRXRS65soM7qZg7FAvu+kvVbEBR3MvbFZUx99ipjBiJhgWWHYiCjYsMkNxIopCZkOU+rAIaAVB6LgOp5SDn//858ybN49Ro0YxadIk1qxZw5o1a/jggw849dRTmT9/Prfcckubjt2mlIMd2bbNt99+y5QpU5L1aZumxt0TgwcPZv78+Vx00UWtrp8/fz7HHXfc3jZXEIR2cM7RTs45OpEKcPe7Ib7flPqYqKlyV0yVE72wauJDOuRQcYVb3J3HzUSPhENBAgpDMTo3RFiQm0GDy8F3GyP754IEQRCEferaa69lzZo1/O1vf+OCCy5IW/+b3/yGa665pk3H3quAdu3atUyZMoVPP/2U6upqFEVh5MiRjB8/npNOOmmPj3fXXXfx05/+lMcff5yrr76a3NxcIDHybeLEiSxdupTnn39+b5osCMI+cNlQJ/+cHaXlTLe5hsE2h0ZMVSAYhywnSBKbcjwMCtXhNi0iSuIhkRzVObImQI5hogBbXQ402yYrFKfAu++mShQEQTjQDqepbwH+8pe/cO211/LBBx+wYcMGbNumV69enHfeefTu3bvNx21T2a433niDKVOmsGbNGmzbpm/fvowfP56xY8eSnZ3d5sace+65RCKRZLmujIwMAAKBAJAo39XaLBKTJqWXvDgcibJdwoH02Yo4T0yP4I/YjOmnMf0jPwu9Luq0xvtmOdELiyyBYZMdNzAsm4giMSgQIddI9PBGFJkF2T6KdZ2ccIwLZy/hhr8OoGhs5wN4dYIgCPvGM8d8krbsloVnHYCWHNra1EP7+OOPk5+fz+WXX8748ePp1atXuzSmqKhI5MgKwiHqjP4OzuifqBfbELL4fIqfTNOirmmOBcuGqIHLMDEdKkFFxpbBFdPZoChUS4ne2mq3ihaJEzJM8mMmA9dXseKPC0VAKwiC0AF88803PP3006xZs4aampq0GV8lSWLdunV7fNw2BbRPPPEExx9/fLtPb/vCCy+06/EEQTgwMr0yxwxyEVsSo8KhEmv6rLBtMnSDeOMIMkOWUC0bJImAkriZdcQtol4HVgQUfxDFtglvDB6oSxEEQdinOvIgsB299tprXHvttWiaxhFHHEG3bt3a7dhtCmhHjhzZbg0QBKFjmvDzHH490U9wQYwKWaVekdEMC53mD2/VSs94koAMPc6pq1dT6fWAbePNTAw+FU9wBEHoaA6nHNo///nP9O3bl88++4xOnTq167HbpcrBvhCJRPD7/a2uKy4u3s+tEQRhT0mSxCPXZsO1YFk276+w+N3UGFsq4ijx5ooINtDy4/xn337Hz76bh2JbqJgEFSfbNuUQfe473D8bvr8vQxAEQWgnZWVlPPzww+0ezMJBFtAahsHEiRN59913qa2t3el2YnIFQTh0rNhusqHOYnQvlXN/4eacB0J8E09NVzI0GdmwOH3DBm75dj4gYaOgo+AzY+TjJ/b2EhHQCoLQ8Rw+HbR07tyZeDy+T459UAW0jz32GO+88w79+vXjzDPPTFY5EATh0HT5v0K8tcjAkiUynPDuFR4eviqDU54IYjU+ZpNsm5yoTidsrl64LO0YEZw4LYNgWYjs/dx+QRCEfe1wSjm46aab+Pe//80dd9yBoqRPe743DqqA9tNPP+XUU0/l4YcfPtBNEQRhL+imzXn/CDBrjU4GYEgSQVvh5vfCZNTGsJq6JGwbt21jShK+uNFqjmwMB0FVJbcyfapEQRAE4eD15ZdfprwePnw4//3vfxk2bBi33HILPXr0aDWwPfnkk/f4XAdVQGsYBscff/yBbsYh7+kbl6Ap6fV6AUZcUMzIC0QOsrBvvf5NjNlrmod/qbZNSSRO5wYDp22TBWzWVPyyjGJDUJEJSRKfDezP4LJNyf1swI+XmKSguvbNYypBEIQDqSNXORg1alRaR0VTma4bbrih1XWSJGGaqTNP7o49Cmj9fj+TJ0+mvLyc7OxszjzzzL2a1WFHRx99NBs2bGi34x2uGmp1NLn1f9pYeM9/SQRhT81Zn9qbKts2feI6TffhDqCnbuCXJOoa787XODTqOnfiIkchhfHEZCoNeIjixGlFWePO5yjTQlLat1ygIAjCgdSRUw5eeeWV/Xau3Q5ot2/fzrXXXkt1dXUyun711Vd55JFH2jTNbWtuv/12fv7znzNs2LB2O+bhKDNXQ1O0Vtc5Pe2bsyIIrRnQSYX5zT2qXstmx988Cci2bUIqOC2LmCwzYl05tR4vdlxt7qWVwG1G6VxZx5Y31tLlyiP212UIgiAc9NauXcuECROYM2cOS5cupV+/fixdujRtu48//ph7772XFStW0KVLF+68805+/vOf7/L4uq7zhz/8gYkTJ+L3+xk+fDhPPPEERx111C73vfrqq9t0TW2x2wHtiy++SHV1NRdffDEjRoygrKyMl156iUcffbTdgs/evXvz29/+ll/96lcUFBTQqVOntMkbJEniH//4R7ucr6O69cVBYupb4YC6/kQXHy2OM6/MAMDtlZDqEykEO8oybSodKpg23Wv8yCaEPBpq4+QLuqqQF4Ou8VqM2z7CvuR2JOdBlS0lCILQZnvbQ7ts2TKmTJnC8OHDsSwLy7LStvnmm28499xzueqqq3jssceYPXs2t912Gw6HgxtuuOEHj3/HHXfw2muv8eijj9K9e3cefvhhTj/9dJYsWXJQlVGV7B3nHNuJc845hyOPPJK//OUvyWWTJ0/mwQcf5P3336dLly573ZhZs2Zx9913YxgGXq+XzMzMVrebPHnyXp+rIwoGg4waNYovvvhCBLTCAWfbNrPXGQSjNqP6arw2OcB//pc+41eV28E6TUWLm1yycBVnf5+edpSjN9A9VgNA7lvn47l04D5vvyAIwv7w2MjP05bd+fVpu72/ZVnJzr9rrrmGefPmpfXQnnXWWdTW1vLtt98ml91000189NFHlJeX73Tm1y1btlBaWsqTTz6Z7M0NBAL06NGDG264gb/+9a+73c59bbe7OaqqqjjuuONSlg0ZMgTbtqmurm6XgPbpp5+muLiYCRMm0KtXr70+niAIB44kSZzYuzn15aYLMxnc38FfXq7DH0zcRxtAnaagOxMB7ZT+PTlt2Wa8MSO5nw3Uq16sWDUyEutvnEHBpjhFdx+7n69IEATh4LOzYLRJLBbj888/Tws+L7/8cl588UUWLFiQFt81+d///odpmvz4xz9OLsvIyODss89mypQpB1VAu9ujK5p6TVvyeDxAIr+iPWzevJlLL71UBLOC0EENGeDizYeKufPqbIyubr7J9KDGDAynStTrAAn+Ovo4Qs5Exq1qGZTEq3HYJoYiYSGx0pfL7AkrqHhh+QG+GkEQhL1nS1LaT3tat24d8Xic/v37pywfMGAAACtWrNjpvitWrKCoqIjc3Ny0fVetWtVqesOB0i6JaO01v3pxcTGxWKxdjiUIwsHJ6ZAYN9LDuJEevt9i4g+YXPN6hE1eN/d+PItxS75FsU2WFJeyKaeAzVI2XepqMKstlhaUElU1JBVWvLCK4psGHOjLEQRB2CutBbCxWCwtHnI6nTidzj0+fl1dHQDZ2dkpy3NycgB+cGbWurq6tP2a9tV1nWAwuNP00P1tjwLaJ598kpdffjn52jRNJEni/vvvx+VypWwrSRJvv/32HjXm0ksv5T//+Q+XXHIJbnfrdVQFQeg4BndWAIUhXaL4N4Tpt34r87sfweacPNzRKKpl4Y7FKMstoMHjos6VgWTZeIMxAnVxKj4uJ1IeouDUEnx9Do4PVUEQhL310EMPcf/996csu++++/jjH//Y5mPurPNxV52Sra1vGn7VXh2a7WG3A9ri4mIkSUq7Y2ga4dYePasejwev18tFF13EOeecQ0lJSau5IePHj9/rcwmCcPDokivDSp36DC+b8vJwRmOYsoIpK8RVjR4129mUnU+nTQH8OU7iThUqwsy9dGbiABIc/fTxdLtKpCsJgnBoaa2H9p577uHOO+9MWdaW3llo7olt6qlt0vS6af3O9t1xP4D6+no0TUtLRT2Qdjug/fDDD/dlOwBS7kZeeumlVreRJEkEtILQweR6Eh/oNbkZuGKxtPJeIaeT3IYgsgXZNVECmQ6klhvZsPx339P5x91RHKLWsiAIh47WZgpra3pBa3r16oXD4WDFihWMHTs2uXz58sQ4hB1za1vq378/lZWV1NbWpuTRLl++nL59++5yQNr+tM+KOUYikT1OG3juuef2UWsEQTiYjT3SweOfRVENA1QJQ0r9kNRME09DjAheJCyK6/yEd5jeWa+L83H+W0gOGc8pxRz/wkg8ee3zhSAIgnCocjqdnHbaabz99tvccccdyeVvvvkmJSUlHHvszivGjB49GlmWefvtt/npT38KJEqEfvjhh7usX7u/tXtAu2jRIiZNmsT06dOZOXPmHu27s7IRgiB0bMN7aDx+iRf3ZyG2eQpwhyPYjUGtZFl09dcwq/dA+qzZQlYoSqYVY4tLIaY6ksdwWDpVeT5sSSL2RQWTx3zGhV+OQfOISRgEQTh47W1Vg3A4zMcffwxAWVkZDQ0NvPvuuwCccsopFBQU8Ic//IGTTz6ZG2+8kcsvv5zZs2fz4osv8vzzz6f0svbu3ZvS0lKmT58OQOfOnfnpT3/K//3f/6GqKqWlpUyYMAGAX/7yl3vV7vbWLp/0tbW1fPTRR0yePJlNmzZh2zZ9+vTZq2PG43Hq6+vJyclB01qfxlUQhI7j2hNcfBmsZG1xKapk0XV7Je54jAwjxqyBR1Hr9pIbX0uWlcjXL43Wsd3pw695kWybbIKsz84HIJjpwFcZYd20bfQ7t+uBvCxBEIQftLcBbWVlJRdffHHKsqbXM2bMYNSoUYwYMYJJkybx29/+ltdee40uXbrw5JNPpvWyGoaBaZopyx577DF8Ph+/+93vklPfTp8+/aCaJQz2YKawHVmWxezZs5k0aRKzZ8/GNE169erF2LFjOf3009s80cLKlSv5+9//zsKFC7Esi2eeeYahQ4dSW1vLvffeyzXXXMPw4cPbdOyOTswUJhzqyh1389KpF2G3kpfVZVsVJy9ambLMkCRWZxWiGuAzIgRznJTn54Btk1UTwWfZWIpMqHsWWUPzOfGW3mSLagiCIBxE/nrqrLRlv5lx4gFoyaFtj3toN23axOTJk5kyZQrV1dXk5+czZswYPv74Y2688UZOO233p2vb0apVq7jhhhvIzs5m3LhxKQPRcnNzicVifPTRRyKgFYQOqtKVT9qIsEaFVfUAhB0a27MzkGybkroGDJeMErSISRql2+rRkYjiICOQmPBFATIWV7GpweDNGRX86MFBlJ4tem0FQTg4tPdECoer3Q5om1IKFixYgMPh4OSTT2b8+PGMGDGCrVu3MmXKlL1uzHPPPUdhYSH/+te/iMfjTJ48OWX90KFDmTZt2l6fRxCEg1OMLMIODXfLR16WTfGWKuK2RL3HxcIeXbAae3DLCnJxhXQcoRiKbWGg0KUqwBZvVspxJaBrWS02Eouu/Arzz4PpeUu//XhlgiAIrRMBbfvY7YD2/vvvp2vXrvzmN79hzJgx++SR9sKFC7nmmmvweDzE4/G09cXFxVRXV7f7eQVBODhkhKN4IjG252XjjcUxZQl0ix7ROK6YwdJunZLBLICpKMRcNnGnwbYuefgbwnTfUoPDNLDYoXyXLSEBmDbLfjMfX99MCs/otF+vTxAEQdg3druAmMPhoLy8nGnTpjFz5kyi0Wi7NyYej/9goBwKhdr9nIIgHDxMReLkxSuJywqVmRnU+HygWYzeOpuBtZvRbCNtH92hUl3iA1nCMGW2+bKw7R17PNLzGCqmlO+jqxAEQdh9tiSl/Qh7brd7aD/99FOmTp3K5MmT+eMf/8jDDz/Maaedxtlnn01BQUG7NKZz586sXLlyp+u/++47evTo0S7nEgTh4LOtyEHPzZU88t6jxF0SAaePzvW1uE2dGlR61FaytLhbyj6SlQhWM+uieIM60OILwbZBkkgkHaRydfLs46sRBEHYNRHAto/dDmh9Ph8XXXQRF110EWvWrOGDDz5g6tSpTJkyhZycHCRJoqGhYa8aM3bsWF5++WVOP/10+vVL5Lc1zRP86quvMmfOHO666669OocgCAevfww/gXc2/xmHoUMQCoM12MgYeACFvlVbiKkqG3IKkW0bzTQIOd14AjHcIT39gJKEKYOuyThjVjKsdXZyU3pN7/15aYIgCMI+1OayXQC6rvP5558zadIk5s2bB0CPHj0444wzOO200+jVa8/mVdd1nVtvvZUFCxbQtWtXNm/eTI8ePaivr6euro7hw4fzxBNPHFRTrR1MRNku4VD37wGPc/mKr7CRiJKPSaIXVSZOmCx27Gn9ZOBxVGZm07m8lpyqEHE1/R7dBgLZGrIFrpBBTVEmsW6ZXPPWcLxiJjFBEA6wB0bPSVv2+/8dfwBacmjbq8hQ0zTGjBnDs88+y6RJk7j++usJh8O88MIL/OQnP2nT8Z555hluv/12PB5PMm83Ly+P22+/nccff1wEs4LQgR1XsR6AOFnJYBbAwoG5w59+jTeD7Vk52LJMebd84j41kWKwg6YlliIRytSoL/ARiVgsn7p9X12GIAjCbhM5tO2j3eaELCkp4eabb+amm25izpw5aSW3dsf999/PhRdeyBVXXMEVV1yRtn7p0qW899573Hfffe3RZEEQDjJ17mz84Xq0WHrPadDjosaZSWYkwpacfJZ17t6YH5tQm5dB7mZ/yjJIBLJNy+LO5lkHV7+wmtDaeo66vAe5vTP2zQUJgiAI+0W7d3dKksSIESN46KGH9njfjz76iPLynY88bq96t4IgHJyy4gHePPY8WqtKkBv2M6CmjC7hSrbk5hHfYUpsVTdRrfT9DEfzx1xdbiY2oBgWzpXVrHhvE+9dPouG8nA7X4kgCMLuET207WO3e2i///77PT744MGD93ifHxIKhdB2+BLrSMrKypgwYQILFizA7XYzZswYbr31Vlwu14FumiDsF3XuDE5fM5cYHhQkZCwgEd5qlpXcbtimFUwZMCI5Ra5sWhRu92PaUovKBoBtE9cS/x9zqDTk+Oi2oZJO5fXU5yR6gY2Iyac3fs2Fk09D1kRKkyAI+5clAth2sdsB7c0335ysOLArtm0jSRLffffdLrdds2YNq1atSr5esGABhpFeazIQCPDOO+9QWlq6u00+pAQCAX72s59RXFzMww8/TG1tLY8//jh+v58HHnhgj461vf8/CNiOVtf57hxOxp0i2Vw4OL1w9Bk8O/VVJJzU0gkNHRtwEcRGJoobGYvO/mrGLJrL8oJexFUZJRynMseTCGQtC0236RyoJycawYzKVGRksKEon/xKP55QDEOVqM9pvlFsWBdg46RN9Lyo+wG7dkEQBKHtdjugvf3221MC2kgkwgsvvMD5559Pt27dfmDPHzZjxgxefPFFIJGu8P777/P++++3uq3H4+HPf/5zm891MHvvvfdoaGjgjTfeIDs7GwBVVfnd737Hddddt0f1d82tQUyr9Z5sqyHWHs0VhH3ii279mNpnGBesmI2besJkE8BHlKLGLRKfQU6iOMMxepdVIhPHTyYRt0pNngtkmaJwHfmRRBqBYpp0q68n7NRga5BtpTlUF3pQjcbpdW0bLW5Su6ROBLSCIOx3dit1soU9t9sB7ZVXXpnyur6+nhdeeIEzzzyToUOHtrkBZ599Nscddxy2bfOzn/2M6667jmHDhqVsI0kSHo+HHj164HR2zDI7X3/9NcOGDUsGswCnnXYaDoeD2bNn71FAK8k2Uis5iAD2AjE7knDwKozHmXrECILeXL7t3p+jVpQzbNmGtO1iuIiR+CzwEsJPJu6IQUZDnECWk5xIJG2fgkCIOslDdnWIqEsl0x/BBhpyPUQ9TvKOyd3XlycIgpBG5My2j3arctBWJSUllJSUAHDjjTdy2mmn0bv34VfwfMOGDZxzzjkpyxwOB126dGHDhvQvdEhMFRyPx5Ovm6YGzrTq8Fqt/9Oa0c7t1GJBaH/H1pWxPqcTMd9xIEl02V73A1tLOIngJJhcktsQwW3p6IqC0zRTtg56nNT4fORUR/AGm59U5G8PUtElm41zauhxfsdMaRIEQejoDqoREDfddNNhGcwCNDQ0kJGRXjooIyNjpzOwvfLKK4waNSr5M27cOABMlJ3+RNfXs3Tp0pTjfP311z/4es6cOZgtgoPly5dTV9ccaJSXl7Np06aUaxHnEOdoyzkm9e3DhuLc5KCuBp+bnclnK71Yzjaab9IULPKCEYKSI+UZRVxR2JyfTcintfrsIrMuzMr/bad6c80h816Jc4hziHPsu3PsT6LKQfto80xh9fX1nHnmmTz77LN7lXIgJAwfPpyf/exnXHPNNSnLr7vuOvLy8njkkUfS9mmth3bcuHE8ueAnuK2dDAo7IoM+q65u17YLQntR/xAiW4UfrUlMepBf28CFn83FHW85ra1NBn48NFBGKXpj6oGMhYc4EhBHwUTGSZxIhkoox0FUUtjmy6ZTWSDtTj7s0ajL9/CTyaeQ2UvUpBUEYf+5d/yCtGV//ujYA9CSQ9sBTzkQEjIzMwkEAmnLg8HgTvNnHQ4HDkd64Lr4iE44aD3XuHukgT5711RB2GeOrqxlYc9iyjJcDKqqx3JpfDpqENd88TEZ8RAegigYLNGOZKtejISNizgSNkqLoRUWEgYyOUToHqiDxj+tCl8Wy9zdcEfM5LY2EMx0kKlaZPQUU0YLgiAcivY6oN3dUl7CD+vRo0darmw8Hqe8vDwtt3ZXYpqKTetVDvTIQZVlIggphlZV4VYUshoCyUkSBm9dTo946t/GEfoalnIsbuI0VT7Q0NFRsYA86rBQyKM+Zb/ioJ8yT4yw04lDN7EliYYsJ3G3Sl6WKj7PBEHY72zxsdMudjugPeGEE1pdvmM5ryaSJDFr1qy2t+wwM3LkSF5++WXq6+uTlQ5mzJhBPB7f6Xu/M07dwIHe6jp1J9UPBOFgkB+q5fl3XmfagNFszEuUA8wL1adt5yCGCx1alLvR0XARQZNixH0aoaiHAj19UJnXiOEN6Tgtg4jiQK61ibtUSgaIKgeCIOx/YmKF9rHbAe3AgQNF78U+dOGFF/L2229z1113ccMNNyQnVjjrrLP2qGQXwLDVZbh3UofWPXrPjiUI+1PviuUMrCpjVV15MqBdWdyTEzek5pjVSXlIrdyb1Wd4+L7fkUQdTiTbpmBuLRl6cwkvG8j2R3A3DSDRw9RqHhpCTrZnePfVZQn7kW1aWNtDyEVeJEU8kRKEw8VuB7QvvPDCvmzHYS8jI4N//OMfPPLII9x99924XC7GjBnDbbfdtsfH2piRj8tqPYe2UyuVFAThYFHakBgMNnrlTNbnlVKe05l1eV35rks/hpavBGBNbinPnnwJcVklIxRlxOI1lG6rwQYW9elO1JH43bcliWlHHsvYRfPxWDEMZJYXltK5MrVqSI4exlZlVn9TR6gmhjevY9a6PhxEP11H3Y1TMDc3oHTLJOfFcbhG9zrQzRKEHySqGrQPMSjsIFJaWsrTTz+918exbCkxp30r3IML9/r4grCvrC0o4dQNK/DFw9w14zm2+4rIC4VRbQsAE5vp/QdT50sM3gp5XEwedRxXfPQVhZF6Qu7UMl8NHi8Li3tRUBFgY3Eelk9JC2glIJaRGFxZVyEC2kOVFYxTc+n72P5EjWFzUwM1l7xPyZZfIHtbr/oiCAcDEdC2j3Z5HhMIBJg6dSqvvfaayJs9CFiqjKW1/lO5qvWatoJwMHjolHPZ5ssGEoFmYbAhGcwmFirMLR2Uso+pyGzqkcPiI0qwSBdSnGwoLkBXZZSQjrHDl0fQ5cTvc6NF4pSvTZ9hTDg0xL/bkgxmm9j+GPG5Ww9QiwRB2J92u4d2xowZTJ48md/+9rcUFBQkl69cuZI77riDmpoabNtGkiSGDBnCk08+iaqKDuADYXuRd6dluyLL/Pu5NYKw+zZ68+j7y8c4b8U8ZNvipf/+C6VFqWzZttAMHdOhpOz35cCBmIqCLxyhtLI6uY+FxKp+XThu+TpKKmuJyhobs3PoFAzg1nVqMn0s7tWN4up6HNEIauphhUOI2isHZAmsFsnVsoTaM+fANUoQdoMYFNY+djvinDZtGps2bUoJZgHuv/9+qqurGTNmDIMGDeLLL79k7ty5vPPOO1x22WXt3mBh1yxVwtpZ53tteP82RhD2QF4wSnWWl9ePPRkUiSsWz+P0tSuS6yUgOxygwuFKLnPqMWJa4gYu6HGzoltnsoJhcqIRJOCsOfPp3FCb3D4Qc7GwsCtl+Zl8V9qJgkCAoQ1h8ow4lVM2wPii/XW5QjtSS7Px3TGc4KNzkst8dx2P2i3rALZKEHZNlO1qH7sd0K5cuZKTTjopbdnatWs55ZRTePDBBwG45JJLuPrqq5k2bZoIaA+QXqtqce1kprBYVuvVDwThYBCzgLAOLhUcCj+74Co+eenv9KrdjoXEP48+iRd69qZbNEbfSAyPadJ9SxWrundJHsOSZXRN4vy5H9Fv2zqqGJByjgwzimroPHLyEMzGUfAf9u/NX6bPJPhVJcvfWM+An/Tcn5cttJPsCWfgvrg/+rxtOIaW4BjWedc7CYLQIex2QFtbW0vXrl1Tli1YsABJkhg/fnxymSRJnHbaabz22mvt10phj5xgzMZrtf7stDrWtdXlgnAwCCiNv7e6hTNuckStzZ/O+hnF/io+zc+jLDOXwrhOhmmx0aFw7dI5dN1is6q0M7R4bHfhok84etsy4rhbPU+N15UMZgHCDo2Pe/filLIKFj+zSgS0hzDn8M44h4tAVjh02Igu2vaw2wGtbacXfVy+fDkAgwalDtLIy8sjEhGDKw4UFR2t1eExoEuiLqNwEFNkmhJZB9U2kBfVQZJYmVdMWWYGfcNR+kabB/6sKunFBd/9B+tLiW/79yauqRy3fhXHbV6GiRMFAxsTieYbPF1SeOfYfmmn9qsuVBukQOuTkgiCIOwLIoe2fex2QFtcXMzq1atTli1YsICCggLy8vJSlgeDQTIzM9unhcIei+MkRus9tKYIaIWDWYte0/xYc2DpsmxUy6JXNHUUe50vn82ds+i3eRv9Nm8DYE6fDNwxJyaJPNsCNlNNMToetjhzqde8XDFnNVrcZk6vTsljHVdeQXZ1iB6XlO7LKxQEQRD2gd0OaEeOHMl7773HySefzJAhQ3j//ffZvn07F198cdq2K1asoLi4uF0bKuy+BQzBxU7qLvbOQzxMFQ5amgyNk3jVODUKGoPaqKLQPRZv9QOr1pOFS7GJKQr/GjyAO5d8jNTiEZ6MQjHrWaIdR0xRsZHJD0T4+czFNHicbM7L4MTN2+geCaNYFiUniFrNgiDsP6IObfvY7YD2qquu4uOPP+bOO+9MLvP5fFx11VUp28ViMWbNmsW5557bfq0U9kiBy49nJ1Pf6gNEDq1wEHMoEElEtEuyfRRG43QKBRlUtYVQ6UBsU0dSmn+3HUacspwS/u+GE1mc6SU3EubhOW+nHTZMPv31Nci6TUD2sNA1gLDs4c7p36PpJpYi0ZDtoqbIy/L7F9H1MnHbJwjC/iEC2vax2wFtTk4Or732Gq+99hqbN2+mc+fOXHHFFWk9sUuWLOHoo4/m9NNPb/fGCrvn42MGo0muVteNGCUepwoHL59mE5RViBpEHRpT+hTz1ptPMW7FfB484zrmd+5Pl6AfSVIoCtRQ7K9mVp8hBLTER1mt28OSgmIGVVWkHNdFc6pChhVmYHQNcz1H44wngmfZsMmtjlBZ4sUfFDm0giAIh5o9mvmgqKiIu++++we3GTJkCEOGDNmrRgl7x5uv4ZBbTzlwesVkF8LBa1CezTfbExO02JIEFpy7/Dtchs5fP3mWSm82qmlSlteFb0uPYX7XI6l1qJTE4pxQ14DDMFlZcgQeSyLk8tKprgpn2CSDYMp5ci0/NqSNLXaHdNSYwdyiV+n+9xMouKz3frt2QRAOT9ZedtCOGjWKmTNntrruzTff5Mc//vEe7bdixQr69UsfOHuwE9FNB/SVLwdZab1cUd7SrQxBpB0IB6fLByp8s8XCliXQTbDgxKv/wNNTX+X4LWspDNUDkLtlBcduWUGFL4ffn3UbTm8OlS4XMjYfDxrO3F5HJ8p42Tbnf/0VI7YvTDlPBBe2IiGZ6dVbYppMtC7O3Ou/5qiwSZfr++6HKxcE4XC1tykHzz77LA0NqdPa//3vf+e9997jjDPO+MF9TzjhBCZMmJCyrHv37nvVngNFBLQdUI07E0nxtLrOv2bLfm6NIOy+zUEpEYjGTWiMNed36snYn/yasid/QVYstRxgcbCOHjWbWZ/TPJCrwuPGrZv4DAMkibdHnkjPTzZRFE3MFmYhUU8+PiNKWGqeItqSAdvCcihsKsrGFdFZfv8iEdAKgnBQGzBgQNqy7777jtGjR5Ofn/+D+2ZnZ3P88cfvq6btVyKg7YBygkFkpfU6tG7L3M+tEYTdl+OSwLKTwWwTv8tLl188xekblvLkp6/TraEmuW5FQSlO00SX5UQ9R0mizuXAGzTYnOHF73RwzVW3cVzZWi75di5Z9SYWKophgQamDLpDAdvEVpvLhkXdGkqDTu03leSOEJUPBEHYN6x2nljh66+/ZsOGDckZXA8XIqDtgP4++yO8dutVDtx3nrCfWyMIu++ao2R+Mz09DQAg6HQzqd9Q1uSVsPS5/0MC/jvoTFC95Md0bKDOoRFRFSSgwaHhdzbnks8v7c3WjHx+/+4nIFlENIWIW0F3yiBJqHGQTQurRS1cS4bZo6dRNK4LQ/99EpIi6jgLgtC+2rvKwRtvvIHH49mtalMzZ87E6/VimibDhw/ngQce4OSTT27X9uwvIqDtgHwV63Y69W10Zh7uO0/czy0ShN1T5JMaB4Sl99I2WV7Qhe869aQkFOK/R41GavwykIDsuI43GqBnfT0bc4vS9t2Wm41DiqLZNj1iVczP6ZFcp5g2Wtwi4k308to2KEaiEdunlLPto3I6ndut3a9ZEARhR7FYjFgsdSIZp9OJ0+ncyR4JhmHwzjvvcO655+L1en9w21NOOYWrrrqKPn36sHXrViZMmMAZZ5zBzJkzGTFixF5fw/4mAtoO6HfjbkSVWx8UNqpyLefv5/YIwp5QLRMpGCPu1JLT4O7ojCvu4ayN63C16NlwGHHu+vw1+lWuAWBlfim3XnBnyn49KqvQGqfx9ulxNNNAV1SwbLSYhWxD3LAxNAnVMBun/E6cI7C0HkRAKwhCO2utysFDDz3E/fffn7Lsvvvu449//OMPHmvatGlUVlbyk5/8ZJfn3fH448ePZ+DAgTzwwAN8/PHHu9z/YCOen3VAhuxA38nPVinrQDdPEH6QOxLHkCUwLVTDQDHS876DLg8jNi/Btppzxa/47kP6Va5EwkTCpH/1eq7/7iMkO7FNXiDItV/NTm5vIoEOjqiJL6AjN/YIa7pJ3KlQV+CjttjX3FFs76TLWBAEYS9YkpT2c8899+D3+1N+7rnnnl0e64033iAvL48xY8bscTu8Xi/jxo1j/vz5bbmMA0700HZAQZcLZSdlu3THDz+uEIQDTY6bICd6Zl2RRG5stpzIjw2rCjhlcCrcecHVZEXCjNxUT37U4Ngty9OGVlyy6DNCTh8j1i2ksEYmbvsa19gYOMgKxog3zjwmWTayZZOBTrUjsV3MrRJ3KTijJtteXE3f3x29f94EQRAOa7uTXrCjSCTCpEmTuPzyy9G01sfR7Ip9CN+4i4C2A8oIR1B30vdemCGm2BMObhFkNNMiJstIlk0P08CWJbZ43YlnSq7mjy2/28OKgiBTX/o7GbFg2rEU2+SqeZNYm1eK6vIjGxFWFPamPD+X7EqTTtvr2ebKAkPCFTcaA2KbkooGtnTOBhK9JwD61hDxijCO4tZL4gmCILRFew0Kmzx5MoFAYLfSDVoTCoWYMmUKQ4cObZf27G8ioO2ADFnBllvPPazKytnPrRGEPRNTZRTTBtsm4FSpjtnEXI29Da1UGdiYW0hGzM/a7AL61Ffs0Etr4zR16rxZPHPSFai2Tb0nI7n2jLmLOW7VBqrJpHneMInM2jjbCk0UU0JGIux1oHoU1BzxhEMQhPa1tzOFNXnjjTfo1q0bJ56YPvD7+uuv59VXX8UwDAC++uorJkyYwPnnn09paSlbt27l0UcfpaKignfeead9GrSfiYC2A4q4HChK61+8ZbJImxYOcpKEqTR/wm9zOcg0G3NlrfTHYSX+WgqDfr7tfSwTRvyI5z/5Z/OhgJDmYlqfYfjdPna8zZt+3JHUeH0MWlSOZlop+xVWBMmpjyXD3LDHQe3GEPl9M9vnOgXhAIjXxNj48mpC64IUnF5M54u7JyuFCIeuuro6pk6dyi9/+ctW/z1N08Q0m8cjlJSUEIvFuOeee6ipqcHr9TJy5Eiee+45hg0btj+b3m5EQHuYUazWJ1wQhIOFU7KJ2akfyAY2TtMihpyYRczRmGOrx3n6g3+iWhaf9DmGFwefxvi1CzlnzfcAfNHzWB455QqimhNsmyzdwNdikJktyywY0JPqzCxGf7EkudySIOLVcMZNvOFEj4YnHGfurd9y1rQz9/VbIAj7hBk1mXXm/witSUyTWv7GehoW1THgz4MPcMsOb3Y7TKyQk5OTVuarpYkTJzJx4sTk6969ezN16tS9Pu/BRHTXdUCuWBxXNNbqTyAmAlrh4Da0a3q6TFRR6B4MUxKOooQMnPVhfvn5h2z48y2MXbmQx4eP5aVjRwFw6YW38dtTL+GTXsfw11FXJYJZAEkipMhp5W0t4NtexXx1RGdMCWwJ6rNdKLZJrh2gkDoyCAM2uZ+vYdEt3+zDqxeEVPGQQeWyevTGG6u9UTFlczKYbbLhhdUY7XBsoe1aq3Ig7DnRQ9sBuS0LldYD127l5cDA/dsgQdgD/7nCQ+c/pw7wsjSFVU5f8rWJzN+HjOXFI09GsmyCnuYC4lHNwUMnn8czus6Q6kDKcXJ0I6UvJCzLTMvPpEFVmX7eCDrXB/ntZ9+RHY8xpGIjHkMHIIMIDuK4rTjl/1xK5bndKBzduf0vXhBaWD2lnC8fXIoeMtC8Kqf8fhB9ftT23zvDr6cts2ImVtQEjwgHhEOb6KHtgDIjQbJ28iMZ4k5cOLh1ypQZe4QCmoIskahq0LLHQpWQZBstpiPHbDDl9BqxikRIUUj5bbdtHDvk4C7JcNOgNn+Rb8n2MWlQL/IjwWQw2ySLME4M3FaMzW9tbJdrFYSdifrjzLx/MXoo8Vushwy++ONiYg3pQenuKh7fBcWXGrgWntkJR276mIv49ggb//g9q26YRfXkTcnlemWYbX+ex+bbvyIwc0ub2yI0Ez207UPcknVAtR73TmcKk/TWlwvCweTVS910eiSCZEpYtgSSDbINHg1kCRvQvRpKDRgOFQU7MVGCIoEsgW1jxg1We5z0DcdQSMykG5Fl3C3yyOvU9I/ATdkZP5hrHpaduDc0sP2NdRRc1B3Z0XpFEUHYG9UrGjCiqb+HRtSkeqWfzsPy07dfWMuqf67BCBn0uKCUbuO6pG3jLHRz/H9PY+UDiwitD1B4Wgn9Hzw2bTu9Lsb3wyYT2xQCoOLl1fT42xBKrurFioFvYdQmcjWrnlpCt5dGkX/9gPa45MNWe1U5ONyJgLYDmlRUhK22Podz14I8/rh/myMIe6zQJ6PqFkbLngpNTgSrTSSJaLYbIjrELZAstKiFrslgJHpiKxwaNarK2evWMOF/k/m47yBmDzgOS5ZwWDY5hkGVM7UAef+KWvyShwbFRaYZTS6vc3oIS04Csgvzi22s/GIbW59ewdFfnCWCWqHd5fTyIasSltH8VEFWJXJ6ZaRtW7usnmkXzcCKJwLg8mlbGf7wEHr/uEfKdg1zq9DXNXDcCyNwdm79OwKg8o11yWAWQNdkVk9YSuTfS5PBbJOKB+eTfUkfjJCBqzi9wyS8xo/ZoOMbnNcu1RSq3t3AthdXI6kSnW7pT96Puu71MYWOQQS0HVBUlrF3Up4ru0jU0RQODaYqo0UMTFUBw0JyKWkDuogZEDXATowT1iUJ3CrErEQ1BECXJU7asIwuoQ041K581K+YgNNBdiTOTbO/ZGZ+Cd92TnzxD9pSzaXfrUHTYa27mDwzQGG8Ab/mpsyXh67I5EXDxB0Katyi4ZtKaiZtouDiHju2TBD2irfAxbDb+vHtEyuwLZBkGP6Lfnjy0j/D176xPhnMNln62DJ6XlSK3DjLzoorv2Dlx9toyHaiWAs59qdH0HlkAdueXwW2TcmNfckeVQI059raQG2ui4i38aZvfYDcHc4d3xLi057vYUVNcoblMejvw6h9az2Vb6xHr49j1scB8AzIpsfvjiK+qhb3wFyyz++JtLMZgBrZls3KPy2i7J9rACg+Pg//OxsBkLCp+3gzR346ltxDPJ/daocqB4IIaDukkkw50ZvVinNPce3n1gjCnovoNoad+DV2ReLogBqF2I49oVEdzbBwGSYyYEgSEVXCynZBQxziJoO3lXPrwo+p9zi59fwriTemGdS7HTxz8ii+eeo+grbGlwUnMGBjbfLQEhI1SiY17kwkwBEFRbYwDBmnomNJCrIN0bL0GcoEoT0ce20vSgZlsWriWpwZGt2G5AGw8dsalr9VhhKM0eOkAsyYmbZvZEuIxbd+yzHPjaD+qwqWT62gsnNz7+7851ZT/du5NI0frnxrA4M+PpPcMV0ouKg7ax9YSJ1PI+ZufoLh97rICUZTwq+QrSQGlQF139Xw5chPUA0Td3SHAZjL61n5kxm40ZGAzB91o/eU8QQ2Bln71gYs3aLHBaXkDsxO7rPh+VWsfXRZ8nXN+2Wo2LjRUbGwgU3XTid73U+QXYduONNeM4Ud7g7d3wBhp57+13Tcdus9sV2yj4RTj9zPLRKEPfO3L2JgQ8TtQLZAicRwNsQwVQXDrSLHTTy1ERQj8aXW9HWg2jbuiE4oxw0+jStnzeMfH72Fis7/eo1KBrNNQg6V/w46id9P+ycbHINabUvLrxrFgvosL3l1ITTbwkbC7CEmWhD2jYYNAb66+iusmjiKabFx4lr8vfIItPjq3jBnFb0HepFksFt00mpRk3XvleE+tZjKp5ejxkyKygM0ZDuRbZsum/2kFMOxbNZc9yXHzj0XKcdJTY9M9GDqIOKoQ2NLXgZda/zYSOiqgt+ZnmZgqAoxh40rnhpomyiEkXATp+HjTWx9Yw1fPbAUo3Hg2+qJazj1tZMpPqEQgIrJm9OO7cRIVvGRAGtrkMq/L6b4N6KW7uFOVDnogPStEeJbwq3+fPmhGJUqHPw+W2smZgWzEt+5pqaCDd6aMJnlDfgqQyhG85daSzIk9rXh9ZNG0uP3f+Z/PY+lW22IHcmWzYKCvlRkFJBj+NNSGqT0JAdMVSbodiFpNlu7ZPK/h5ax9YsKjEDbR58LQmtWv7IWuSKKJ2TgjFp4gwY5q2tStglmetg6p5qjTssiN9yAI2rgq4vTkOOmssTH539exvJaE5cUp0dDNX02V9JnUzUOMzXYVDGRt/pZ0vU1Vl07A31nv8+5Lrw+m8xBmdQ4PDvtXTQUGRUTF3Ec6Mm/JQuZGIle37WvrUsGswCWbrP8uZXJ186i5mDZZcbx2lGUVkpSBmdu/YF38eBnSek/wp4TAW0HVO1zUeVzt/oTUsTgFeHg1zdfBtMCbJDB8mhEMpzYUiKAbfl5bzf+mLJEoMhHoFNmYgM1MYisKjOTp08czzFbtnDxggUp5+m5pYIZ+blccvbtVKo5RD0KlpQ4nqXY+IwwAJJt4zWjaJZO1KNhqDIBp4o/24kZt5h+9Wz+1/s91j21Yr+8P8KhR49bLJ5Rwzf/raCuYuczOrUUWh/AsUNurCtioMWag0CHqXNKxWK6v/IJJ9Us5cSapZgeiHmaUwUsRWZ7XiaWKQMyTstEozmgVTBxo6NgI1k21pQN5AYjae1xF7s5+vHj0V47h8qSfHJiQWSz9Yogmp04poaFExMPMZr+WtXGc/s+XU+3ynqUFseI1cWT/9/7jgEoXhWHZdAlUkeOFUnum/KeDMz5wffxYCfKdrUPkXLQAf3mx8djK55W192+edF+bo0g7Ll7T3MyablBjSyBooANutuB7tKQ4wY+fxQkiOS40T0a2CCZFrbWeMPW8gvBtvmyuDvHX3MrmbEo//fxp2RYOiM3rGVWpwIeHTaeJfnFzO1Wx4hN29CdSqKurSRx5NaNbLfyKNHrGlMMILMiTH3Ui6mq+PwxgtkudIdENGCx/LffU3BqMZlHHtpfsEL7ioVNXr5rBds3JoLEaf8s58e/780Rw7J/cL+Co3NpmJT62F0CVN1Edya+vo/dvAZfLEoUBy7iZFhheofL2U5Wyn4Rt0YQN6qZCIY1LCBOHBVHK0FiVjBKbUbz94grpOPzeJj1sznJZUpRHjnVEeS4SbRFvWjJtsiKR1OOJ0MyiNZa9LJ6YzoF/hAVuYn83u7nNFctyDo6l1HfjmPz1f+DmYmeaRc6URzJ6WKdfbMpuju99Jhw+BEBbQe0+KUJeK3We2LlU3oBZ+/fBgnCHuqZJ1N2j4+uDwaoa/lUQZKwHCpxh4rlVtG9jsblYMut/867/FGIWpRnZgOwIr+I/777MidtW8Ca7BOS25VnNc9EhiShWiY+K4pm1iQfZUlAN38tDdluopIDd9ggkmGSXRtGM2xkE2pmVYqAtgOJRUw0h4ystL3XbMG06mQwC2AaNp9NLN9lQNv75iNY+6dFKU8kTFki5kz8rmtRHUcFLKUfABkE6UkZBZGGtGO5w4kUAtOWk3nnGhYacSQs7B0e2GqGiSusY6oy7ohBRkOcquVSYqKTprYoMg3ZTgorI2ihOLZqo2LhNgzSJ5lOaK2H1RvT8ZS46XVpD/rdcETKOk+pj9wRBdTO3AiAjI2bGOR7KZk4hszRXZG0Q/vJo6hy0D5EQNsBHXXDr3baQ/uL8Bru3s/tEYS28DokBmVYfBPQ0VvWipUkoh4tUZ5rV2wbLZyaC2hLEh/17cWobd/yUa/mnp1+tdtT9juifiuKbeIkioGGTfOXZl4oiIyEBWQEw7ganyDbgL4+PZgQDj3+Wp1/P7mF1UtCeDMVzrq0kBPH7li0avfUb09PMdidtIMNL61KDXVsm5hboXBbHZYsk10XIWo155kG8LGNQiTFINsfpj7TDZKEI2ZQvDVRjcMGZCxcJB7tx1HwEcFPBs3JPInANL8mtZfVaKV6ju5Q0DDQUdAMA3djwBrVFOoz3TjiJjmBCBI2XhIVEowdQg+3EWfs00NwDy1u9X3IuvZI6p5YgB1J9C5LQP6vjiVrXPddvoeHAlPEs+1CBLQd0FZfFtZOJlYInX9Cq8sF4WA0eqCDRZ9GiLsM4q5EUCtZNiZg7+pLoHE63MSgldTeItmyuHPUT/iya39s4MyNSzhz5Xo2FBVjO1SyQ1GiXgVvqA4FGxsIkk2ExrJHhoyzcUh5XJMxFBvVTDwErfnXWuy/DWmXIvLCgfPms1tZvSQxkDDUYPLui9vo2stFaZ/WOwta01ARpXxRPXlFWtq6PkOyWtkj1eZ/r0lbllUfI5ihoTsU3JH0qcwbyKDK5cGyYMjatfjJQovaydn0cgjhbNFL6sLElGRy7QYiOLGRcBFjTU4Jtd4MsurCeEMxXMRw6xph2ZkyEMwXi5FHkAbZQY0zA3ckRE2mm3Xd8pPbZYSiHLOhPJm2YyIne4QlbBwYKJmOnb4PjiNy6PbVpdQ+Og+zJkrGJUeQfX3rVUmEw5cIaDugThkSttb6l2mmU3zJCoeOO89ws7bSZNLCOI6oQdylEslwIZs27uow4UJvar5sSzYgS8QynXhqmx/3WsCE4WMSqxUFW5GQZAcDIuvpvmE7UtyJhUQXNiYfm0qAj3piuAnhQbebPzodusW2Yi+FFSEUIF4RwTZspJ38DQrtr6pSR9UkcnLa5yvNMm1WLUyvL7z8++AuA9pgdYxPHl5D+bwazHjzjVSXAdlU11rEwia9Bmfyo5+X/vBx1tRRXR7DLUlIjROHIEnomoonYOCNRVvdr87lxZ+VaOOa/M4M3LYVE43Eb7GNKpk73t9R6/GRFwuQYYSxgdVFnVjSO9G+LV2zGbVgBb5ojOyqKLosszo/n4jTiVu2KLF0tpOJbUl4o3FMLDaV5KQEvQGvi5pML8X+ABLgcZgY8UQwrmCRcW4vHH1/uPfbdVwRnd4Y94PbHKrEILD2IQLaDmjFr3z4fL5dbygIBzm3Q+KVazKoC1ls8tvc+5XF7HKbY4pkBmga/5oTIO7RiHm1xIAwSUoO6Gp6eqp7HQQVGS2sY9s2ccNOftlaqoxXj/Pkp++QFwuTSQQNPaW2bRMJiKARwEeDx4k73DywRZIkNvbIoXN5AyWnFyPvZGIToX0FAiZPPrGdVauiSBIMG+bl5p8Woqp7FyDIikR2vkZdVWq6Sl7hznsRAbZtivLU3WsI6xKd9NQyQv7l9Rw7vphTb++D05Oe8xn1x5nxh0Vs+a4GRZPo1tNJyOck6pHJq04tOWdqChHbwh23GvNfJRQsZCzqGvPKJdumW20dDjMx+EtHaazgKqeVvgo5nSzs0ZVO2+uxbYU1vTsl1xXVNZARbU6P0CyLHtW1oFp443G2kU/TlVq2golC3NFKaHFad1xbqnAMyCP318cR/t8mot9X4hpeTNb1h3dtdFGmq32IgLYD6v9UtHm09w7uHKFy5wnpj78E4WCW45XJ8cJHl7b8vda481QXv54W5/3NMkQMUGRQJFAlElONJb4pTJeK6VIhGAer8TGtmgiAz1qzjLxIuPGIiQCmte8XG6hXMlnZpRNKzMQd9ifX5EWCVBeW4M+OklcdQa+OouWLWfn2tfferWXVqkRPpW3Dt9+G6NW7gbFjd/04f1fOvqKI158oT05W0LWXi2NPaJ5EwzJtts+uxIgalJxcjOpSeOWRzYQNGV8whGynD4pa+lEFQy7tirNHekrYB9d+g3+lH3ckjmLabNksYbsd+Lan10+GRO6q7lEoqW8ApGTw3K2mgSrdg9PWKQg37WvjxMBCwrCVxuA3wZAlynOzsSWJbQVZZARS0xhyAunnd1sGNZKnxVmbxXGQGYzS4Ev9/e/3xyEUHdU8WNLZP7/V6xKEthIBbQe0tQGsncSsDbtX/lAQDgm9ChXGDnLy/jYrUXfWtCDe+P+WDWaijm2isKydGKEty4mA17RRYzonb1q50+M39dQaksy0vsPZRjH9V+5YxN0mvz6Mk3I2ezKpW1jHshtmkf3wSPKKHGRkiY/ZfaUpmG1p5YpIqwFtJGLx3//WsXxZhOJijfMvyKFz5533uPbt62TckRbbljWQNyiHU27ryuZlQbIKHfi8MtMvm0ndsnp0VcEqyeCkvx5L5dY4kmXRY/1WGvIzMNUWN2CNTw6mv1RG4YAsjhubjyJJfPt6GVsW+andFCU7HEexEoGwYtpIRmMt5qanDo0ky8YdNQhkOtBRcO7Q45rXEMZL+nujYhFUnSzuXkKRP4AlyRgxhZ5r6wjlaJSV5OBzp57P70tPsYjJarJXeEcSNj3La1jbNZ+g14liWvRU4inBbEvRzzcQfHoexEy81x+D+4J+O/036ahElYP2IT5pO6BOmWDvJKDNbH1GXEE4ZF3RX+L3X8H2CIkeWl0HhwIOOZEw2zhrGEiJ/3cryS/r4mg9m30e3u13DD9auwyPkfqIeZ1ayubsQr4adhQhh5txH33fSgtk/HjIrw/gtxxs6F3INCOf+D0bUFQYc3Ehoy8q2MfvwuGpc2cHW7ak/putXBlh69Y48+eHmT8vRFaWwvizs/noo3oWfJ/oid+0Kc6KFREmPNoNt7uVkfvbGnj/4lkEGxIBW3BlHS98uo36jEQPbffOKtqyeqoKcpC9Jn0qy/jul3W4evbD1RDGGdfxNIQJZnqwVQXJslDjBqEMD8vnB1n+fYgv/rWFIqdJuLqxl8HlxJ8vkVfpT7bDEdNx6TqKDrYiY8oSimnjihtItk1OfQwLBXYILGUSuak7luKygY2dcgm5XZQ5NErq6ilsaCCKk7y6MI64iTvXS/fbevDlo6uJOjRMScKUJJTGHmcDiUpHBl30GjyaQaigiNjWSPIMLuIoOgxcvx1dkVEsi8LrWg9SYzPLqD7zjcTfJRD9eC25b5yH57LDKwXBFDm07UIEtB1QRWDnPbQzN1rcKQodCB2IW5MYXwovL7YS3amyDHEzUdZLAUj0xmLaiZ7ZFl8e5Tn5PDNyLGFD4eRN65j87ku4jcQj1xp3JuV2IdGYhzgOZMtGNdJraCZIxFDp1BAkLxSlZKuf+iwvq/p15uM3Kxk0LIOSbiIFoT2FQibHHOth8eIw0Wjz4/1w2Obx361ju9589754UZgdJ7QKBCy+/z7EiBE+vvywmoXTKnFoEiOOUnD9/r8Ec1ODKmdDBMnrw5ZlNm4xKMr0UhrbyvjvZye3Gb5hKW8cPYaqTrnJ3lk1bpBTWU9tQRZYNophYmoqznCUcCC1UXGXA11V0Bp/z7S4QUbAwJAkZN1EbqW0q9k4qWxqSGSjoqPjoGUprgBO8utDeGNRBlZtwWElzhNHpZZMskJRgiHov7mCc+d9RxgHTWGCjU1QdRB2Oul1VgG5XTrjufZoOpfmUPHPVdS/thJ5dSVajkZwm4FtgWZaaAVOiv80vNV/w+Dz3yeD2eSyf8w/7AJaoX2IgLYDsuy0z4ikpVWtT1MoCIeymwfLvLrEwrAATQHTBN1MpB4AalRHjZtEs9KDyrDLRUF1kEzZyy/H38BFi2dx5vql5EUaGMkCZsrDOHrhelb270pFcTYlFfXJfW0g6lBw6Ba6rKCZNqplYWkW3lCIYXNW8eWoQWxcHREB7V6yLJvqaoOcHJW53wX55z+ricdb/6DbHnekRHiJWZTttIoYqirx8ZPr+HxmBG80igx8sBJ8vYbjrQulPwhucbpQhovT588FIC6pqLZJt7rtFATrCTmbc2QNh0pDUSbOSAxXLNEbG9dUFMsm6nXzQ/Lqw2iYOO1Eya2orBJ3quiaTFZDHCc6WYQxkNCTlQwgcYPlxEMUAwUJMAEdjdyGCJkNgZTZwRwY+AgTxIsrVyH4f58lqhEQQyICSGjo5BsWOB3kv3NTSjs73zaAzjf1RWockGb6Y9S9sRocMvKSLdSd/SZa/3wy7jsZrU+Lagat5Bnv9MurAxODwtqHCGg7oKJgPbYab3Xd4OoKYPD+bZAg7GNDO8nMuELlie9MQjqM66Nx3xyoqUsMFHPXRZFtG9OpoHtS8ya9oRjXrd2E00rc7H13xPFkmjC8bCkODE4Oz2WbXojus6ks8uCKxciqj2BLElGHiqnKGJqNNxQh6NLYWJybMjf9wBXr6dK99359Pw5ldnkd1r+/BctG/skwpNI8VqyI8PzzldTWmDgcEoZhY/3QvXkrj3Adhklca/7Ky8iQOfJIFw/8NYg7bqY8nA96fMgxE0+4OQ815nJiK81b9S5VMeapTC88mlpnFg4zTpYeJC6l5+UayClftg7dSPSqmiZ2i5nwHIZBINuLq/G8mbE4Woso2m3pBCIunPEoUVxkEWpst8KOfbQRnPgI48TCQMZPBmpjakJrs3WpmOjIFNY254hLSICCgp6SL9vw47fwPnoWSucswn+dSeSvX2I3xNDGHUHGxItQ8jzk/2wQ1ePfIjxlLQD69xVEp2+keO3PkRsDX++NxxL5z/KUGwXvzYff95MpcmjbhQhoO6DVz/4Kn9V62aBvrr8YEdAKHdGJXWVO7Nr8ez++t80Rz5vE9UR5LskwE4MvWvbURQ2GbqtNBrNN5nYfyPCypQDU+TJYW9wFVTFRLZNtXTKoKPFSXB7EFY+TGY1gIFPncmNrEqpuYsvNX1COaJzoqa8Q/+ACHMeV7Ps34hBmLd2CceIj4E/kZJp/+QQ+v4tnXwW/v/Hx+E56ZQG8sTCDtq5lXX4XqjJS65oqpokDG0NRsJEIBCz+/It1RGWNTEtPO1YgMwPZsvFEI1iaTH1OZsr6ggv78PWcwTRYiZ73uOKgSslFixnojtScL9lMDyAlwBWOojs0LEXBGY2TWReiPs+HPy+Toqo6NNuGxqleFUx0NDRixCQV0yEhJ/stWntPJKrJRsYmEa5LOBureMTRUEkdIVyveHHbEZxWeltNSUOVLSTTglCc+H+WYK2twfPAGYTv+V9yO/2jVYR+8REZ/7oEc1uAaGMw28SqCBKdshbPJQMAcJ3Wg/yPLyP41FzseGJQmOfHA1u5FkHYNRHQdkSdcsBuvWzXiAGtzyAmCB1NaZbEXcerPDTLJOp1IMtgenZILldllFaCAVNqDoy/6jGYbZmJQV1KXEcyLSyfTL1hMWRNJZptYQExw8FmNRs1ZqG75OagWZJYXp9N2WmfMnLVpXiKf/gx8+HMeuR/yWAWgGCM8kdn49eO3+W+3Wu20at6K1nRIBcv+IzP+wzh44EnYsuJf8uYQ8MXi6M29o7GZZlw2ALbbrXusK3I1OdlU092q+f7/MUyelnpaSQ+fwjdoSana1Z0Ay2+Q8DceFMl2zbOWBxsm4yGKJINOdUB/Dk2zsYKBzkE0GgqpRUjjsr6/HzsqIIVTwwAS/SuqmlXYUoyflci/9sT05O90CHcqJg4SLwXdaqPbc5sFNsiNxxML8alyqCn3vQZ87cS/feitOuPT1nVvI8spaUQSDvUaHaN7YVrbK+04xxOxNS37UMEtIIgdFh3DZV56GsT05Ho0WpJNQ1+P/09Lln0DU5D5cteI1mf3wOAo7esRpcVvi49OhnMQiIfsiIvF1NV2VQCFcX5jJ6zgJrsTBy6zrbiTEDGHYoCNrKdKLGk6RYRReWrK75izGej9+M7cGCEoxaxuE1OZvONtb2wDIJRGNEHC4lJk+r4enYAl1vmnLNzGDbch721eYT/4s49+aLPsVi6F9UNRvosr8kcTKdh0uDOZkHXbAC+6zaIa799j1m9jsXvyUA1DUr89YRciRt6CXBaFmo8htOwkG2bwkAtEc1BnTcL2UoUUvqhOMOUZazGoLQlxbLJ316Pril0DW+j2pdNrbtFGTHbxhWMYzoUdKeKbFq4IjpS42EkILsuSNy2cBBvEcwmaBjEHBq1uT58dowu/npkwN04eYINuIlRq3nZWJCH2Zgm4YwbdK70k2FHcBFhu5yH3+XCRsKQE/9OpqQQycnCU+dPuXZ5UDHS9+tS3wBJQumZXopL7pFYphR4cV86gMiby5rfm57ZuH4k0m92JGYKax8ioO2Acq6bgKW13hM7PrKdSfu5PYJwoOS5Jc7vYvDf9RLYakqE8rcp/+bOr6YkX3ebX877g86mJFCBIVn85pybKa2qSzme1JhV2KQ+w8OM445MphhouoGuqYR9TvIr6vGGo2TWGSiWjSWBf0nq8TqKcNhizjdBAkGD1bUwfV4U3YDB/R3ce5mHr2+cyhRnb2KqgxF/mkLROf344NumYNfk6acrGbsuxjmjj8Tx2QoWde7FU6de1HyC1oJZwGGauPXmYDDZHqebF0ZegN+TkdhdUQm4vGk9j07Domt1JeNXzKQwVA/A0pKevDFkTKJcVottdVlGV1Uk28ZpGMi2TcjnxBeIthr4yqbF6vxuuIwdin9LErYi447ouCI6tgQxt0bUrSWC26iBbNlIkkzArZEdgaDsIqw48JgxfFYMSbKxFYk13QrZHM/hyM3l5ITDOJBQ0Kkii/KsnGQwCxBzqAR8TpwBCx0Np6Sjy+kzSrr/eCpbf/EV2YRQMYjhILY0TrfjumDPL29+7644GvedJxJ/ZxnmyqrGfxAF75/PTG6T+8rZBI8tJvr5xsSgsLuPR3KKsEPYN8RvVgdkSTKW1HoO7VJl72fQEYRDySsXuvnkL0GiupkoxNzYG3L1/JkAxBSVN/sfz7L8zpy6aQUnbljM1swCGjxebOqagxXbxpRSsxWzAqGUfFldU5O9hqEMJ147BnWJ17INvlDrgzUPZYGAyR/v20JVlUFYkalzNg+K+n5FnIf/VEl51jHJZTOLBtLt0wrILk45ztSP65lmd2f48eNo8KQX809qkQMdV1UMWSYzmj5jTOUOObSmLCPvkCutGQYjyxYmg1mAI7etZ9im5czr2j9Zwi2uKESczWXAdFUlr95PMNtHT385nfy1eI0wM7oORjYlLFki7lRBkoiqif0sWcJUFGTLwlKaf2dCXid2YzUOS5EJqTK+hhgSUJ6dA6ZCtaM5f7cg7mdAxVa+zEws88WjlIT9GMjoiZoIZBLFaGX65aZBcTYylgmZepgGrfm9Lh7fhc33LcTASQVN12vjjceQ7zgdZ0UV5pIKtBNLcV4zGElVyJ7/c2LvLcOuCuE4bwBKz+b3XXKqZNw9goy7R6S1RWgm6tC2DxHQHmbUXJFDKxxestwS0QwXRA2IGdAYaIQ1B7nA2Ivv4otu/QGYMOws/m/OFO6YP51RqxZz2opFfN1zAFt8+bjDiUoJGQ0h6rKzqCrIRW1lsI8a13HG4liKTEVONnVunZ5rEoGxFjXY9Ek5oS1hOp9aQmavjP37ZuwDM2Y0UFmVCPxiSnoQVRZwsmNG/6bMwvS8VUnCGw2xrFM3gs4f+Jza4cvfkmUiqorXMMiMBDFkhajmoDBQy/bMvOR2YYdGViSa3N8R1/FEopQ0VKedonvNNuZ17Y8Wj6NrGoppIFsaVmM+ri1JxDQNV1zHR4wjgpsS1+92gg2yYeEK6xiagu6U0R0acVdzQGwqKlo8QMTrSLkhArBlGVOVUQ2LrGiUai31d6RKy6Qw7CfHH8Dv9VJcV4/VWKar5Tvqi8Xwq6n52p5Ycy6vikHPWC11ppew7MRl6XS/aRSL3tohtQAJExnXsQW4B/RN/+fwOHBdeWzackHY30RA2wF1ypWxHa330N48uPXlgtBRfbrBSgxO2WFA2GMnj2f8ornJYDa5fMhoxq5dyinL51MYqePI6lVUaVnJXEkJyK330+B1o+omppYarhVvbaAur3mwUMylsb40h15ldcRVma9u/gaABQ8uYsTjw+hxfuk+uOr956ulcba5ndiA2kpdUadiYxjNgVZQVQhoiclaXaZFblxHMw1u+vp9hpYtR8bm/aNOZdJRo3a7Db54lOu+/pC+lZuxkAi6XGzLzuTvoy5HVxP/7n23b+DU1XN5acQFFNU3kBUKIwFVvhyyYqGU423LyuPMFd8yaMtafHoEh2kQcLr5aNBJLOiWmPXKbgyMs6JBAGKKBpaNO6STWxVJhpZBn8aWnqmP9nWXg2CmKy3/NqlxsScWJSbvMPBMkohLKu6YgWVEkSNgtDIgrFt9LavUYuJOBWybrFCUrFBzGTIbGQOFXCNELonrV/UYskfFCqfmeORf3gf3gNQeb6H97CSjRthDIqDtgFZcp+DziX9aQQD4/ezWC5b+/eTxzCrpk7ZcVzVOveL/UE2TW+d/yS8XfIXWyoikiGXReUMVNSXZhDJcyKZF8Zb6RECb60zpSfxqcG8+HebkjHnL8ehxFMPGVCQW/GUx3c/rhnSQPXLcWmXw5fcRvG6ZU4e68bUyPSzAd0ujfF+WqKLpMRMzWUVtMJoGIjmgU4GDTWWJ9y8qy/hblLSKqgqWrjNmxTcML2sePHTB4hlYhVl8ljeAiLbDfN07TJAg2Tbjl8ymb+VmAGRsMqMRFrt7ccbS7wh4vBxZsZbjNy1BAkrrnmV2j2Mp93ZGVxzMLj2GglAdWdFEULcppwhvJMzJ61NH8GfEIlwyfxob80qo82Si6oke2DpXBnrjoCpsm+ya5pzauCZjyxKuUJSo15XSbktVkPX03yvFsFBMC0uC7pHtNHgyMKXmmybFNpExCWqJ37EaZwa5egh5h19z1bIprAxjKzZOYjh3eJhgIxPASy4NyWWaS6HXhKGsuXVOsjpB0ZU96fXaqLR2Cu1HpBy0DxH1CILQoW0O7HzdvF5HQE2k1XWGovD3Yacyumw5Ehb2DkOKjtmwDUNVGLB4K3GHkghELJvtmW5W52bR3R/EYVmYkkTY6aQ608fMY/pw7YffohpgyVAfMTBjFqqr9TJ7B8K85VF+90wtTbHWW1ODPP2b/JSKBU3mLIki2TYF0XhjzVTIBM48OwdLkfn8wxo21TdubNtEW0lJ8KsqA7ZvSFt+2pwZRPrF+axf6rSpnnicmKZhShKKZZMbDOLXMpjR8zgGVawlP+xnfuERzC8eSMTrRrJseipb8bsz+LTfCWzNKqR7zRbGrp3JP4dfyPacbJ7Jv5TutVuJKxpbcooobKhJC2gBFNum/5YNbPSVkBEKE3U5+az/cFYU9uCCJZ/T2V+NZCUC8ECmA39e4pG/Ypk4I1FiHnfyvWgtmNViBs6ITsyp4lINHLZFj2glm5z5xGUNp6XTNVpNmS8vERzbNm4jzpKizhxZUYHSosdXJY5XChOWnURx4jTT84wN1GTqh9onF8cJXel0skzuuK40fFOJd1AO3gHplQwE4WAkAtoOKOdpE0tr/SHG+J4Sk84/eL48BWFfG99T4qUlO3m0K0uQ5YRQHIzWt/myS2/Kfdkcuy2EuzFn9ruSAnoH67A6F5BfswZn3MRUJN48qT/vHd2Tao8bT1zn2kUr6RmJctzmrcwr7cz2vCzW9C2gsCJIXk2EnLooZm0MtdMPDILazyZODtAy1qqoMXnp33W4DROvT2b06CzcGQpzFkeYvTCK1zCTwSwkgqO1S0IUFmqkTEglSSkBVxNLlnj9uLEUhPycsnY+QzevAOD/27vvOLvqMvHjn1Nvv3f6ZJJJJr0TSkJLQAIqQZqiVMVKWXcRpIjC6m+VhQUVRFRcxIaUXRfIrghIEwkt1NBCSO+ZzEymz9x66vf3x71zZ+7coWk63/frNb6cc8499xQy97nf83yfpz1cwakrnmF1/XiaK+sBaOhtpy1eU6wtG81mGNXdy8bqsQCsrJvICauX8vzkQ0jFBx/zPzftcJ6bNq9Y9WBr1WheHXcAXqFqgVBVNtU0Frdvj1fTE4xSWUgnGMpMO8SUDADBnEU2EqK1upZfHHs2Zs5m1pv5keL+ytJUAd31cFwPX1UJFNrsDh1tdjUVDB3NU6luT6H6gmajljonycxMMx4qWr41CI5RA0BFOkeVkyKWzNKSiKF7AsP36QmFmNm3hU6jHoRCTbY0pWLwXvmoo+MEF44l8R/HohS+cATHRQmOK6+AIO0arhyg3SlkQLsf8sW7t8Pusz56fbKlj7abFqr0WT7/u1ZQ8lR2IJgwNTALI2fdWfBK/428NGoiz4yfzOLpHpN7+ugOBWmJRfjh03/ihE3LeOTwj3HoO+t5a1oTk32LK99YxfMNdTw0sZE/zp7C9154A10Ixnf24NUoCFVhR0OUWL+F6fh0PLGdxq+Upz7sKR09pc+mI47L2y8M5l4++UKGdtUoXsvECD1om1sccrnB5arnEbUdYkKQq4hh6/mPHtPzqLYc2irqaKuo4+0xU/jn5+5nSscW7jr0RK568k6u/cttrK8diyIEf5qzkNaKuuJ+q/tTxcf72YBJOhjnfw85Dk8b1kCDfCevobKBIOFcDkcr/4Kv+j5Bt7wixZZYPa2R6pJluuMifBjd1kskmcMO6OiuVzbZCyCQyaJ6PhW9GZKJEJ6ef+9IxqKuO0U4bZNVzeL1aTGrqHZSaIhi21oPBc32GZPpZ2y2gwAuhQZgtEQSrKsaRci1MB2PUTXgtw4Gs+akOPaGfIqBWhFgwv8cT2LR2LLjlHYvV7a+3SlkQLsfUt+jIngiIP/hSB8tiYDCfadq2J7grQ7B4jWC6pDCfz7Vzxa9dBRKCWiItFMcNdM9n9dHNRG2bdKBACvqBoOZ0ak+5rSu4c3R01kxZVxx1FAFPtbazpu1lWyLRcgqCpWZHPWeTzSVKbyRQjZsYPZZrHu2Y68KaI+YE+ThZzPF36PuYIDrAj1CLfliYGkaUa80qO3zFdy2/DCv6vskLLv4J6kpmSFj6PiKguF5eHrpx9Bdh55IMJfiS68+RVqPIYTKlI5t9AVj9ITizF+/nKaedgDWVTRh6wHSwQA9iXwZq1wwQDSbLRsNFiPkKequh+F54PswJLANpbO8MmomTf1teKh4tsHW6lFsrK4v26+ja4zb1EFF9+A18wHd9nDNIcGyEAQsh2DOwzH0YjAbTVvM2LQDtbDbCA7dwTA53UAoKhtC9YzNdRESDi4q/USoTuaoIJUPZodoSPfREYoyqa8dJRxkxnOfofPXq8it6iH28THU/stsrC0pnJY0kSPqUU35tG5/8Ic//IGvfvWrZcu/853v8MMf/vA9X3vnnXdyww03sHnzZiZPnsz3v/99zjjjjF11qLuUDGj3Qz3fkJPCJGk4U1M4dJTCoYXyp/9vaRQ8CrmMSiGv0SdsubiqgiIKs/YVhX9+43luOuK44r5mt29nWlc7nqJQn+yko7am7P0aUxl6AibRwvP7sGUTtgZH/YKqTXdNiHXbBdNbbRoa8iOIwvHwOzKoDdE9Mlns/M/ESgJapSQvE2othx5TkCkEojldo9/3CHkCTQiyqkLIcvLXU1UJDplQl9M1Mmb+PFXAG2F0NGOGOHD7RmrTPdSn8wX7u4KV3HX4KSjorK+fwOrR+S8AsWyKaDJHKlxansoyDEKWNXj9hMDI2fgo2AOT0oRAKPmAW6gqCIHmesT7kgQsm/WVY1lfmR+9HLUtSUoLYoeDBArl2wSQCwUJWg6JIcHswLnNad7I2tGNpIIhVM8j1mMRSzp4KmQjevEJQX1XshjMQn4sIuLY5ArVGdJaiNWRRhTh0ZDOj0irCIKUjyArwIGd2wFI/PQEApMqGPOj0hqwwckJgpNlPfK9ibOT/pk/9thjJBKD93bMmDHvuf3ixYv5yle+wlVXXcXxxx/PAw88wFlnnUUikeD44/e9joYy6pEk6SPJKQw8Kj5E21MIQJiQiwdAVTCyDlgeo5O9XPPc45y8fiWPT5rC6qpRPNc4lePPuowxyR7ufPj3xGKNJIOlo70tkRDV2Ry6GPZIXgh8ReFvh86itS4fCF/1nWbOOLOSo5KtZC57HH9HGn1KFZV3nUrgiEb+Htmcz22L+1n6Zo7qhMqXTolx1EH5wK8n7fOd/0vzxEqHsZUq/++kMMfPygeasYhGY71G8478BXLU/OSroWKOWwxoATZHQrQHTY7a0UPMdmkPB7F0Dc33qchaVAlB0POxho3GDkxsGjr7/4svP8qMtk08PWU2QoGPr3uTlop6tlU3lJ1jMhRlTHc7STeEYwymGTi6juZ5hGwbX1UxLAdfU0kOqbCAUmh0UHhvxfcJ5iz0YZO1QmkH3fVRfB/N9fMTzQp5tygKqjdyFY2UH6Oi1SamOoVWuvn30XyIJF2SCR/P0EYs3aWMsEwoWnECV3BWFWZ9HPupLSO+d/y6Y4heNG/EddLex9lJX1znzp1LTU35l+t38//+3//jjDPO4IYbbgDg2GOPZfXq1fzbv/3bPhnQyqKkkiR9JMULKZVeQMc1NYSmkK6JYieC2LEA6booDU4fdz18F7rwObJlCyeuX81TTTNxtHxgtj1WySWfPIeFm14sdhATwI5ImLO3ttCUzhbbsvrAIxMbWTxzIivGNtBdEacymSJk2QgBf/lDCz3nPoC/I5/z6K7rpv20xdz8rXVc+rl3uPmqjWzbOHJFhuF8X/CD27v5y3MZepM+G5pdrrm9h43b88mWF/0xxX3LbHozgre3e3zhd0k2dQ6mFvzLGQkGChI4avnHhFY8WUHcdrB1DSeo89iEOjYlIliFx+meqtIVCZFSXQ7csnLEYzU8H8PzMFyXi569l6aeZr5+xjf4/WEncMehJ3DB6ZfxzIQD3/VcPV3jE2teKVmmCIHm+/iFEeCA7YyYK6sPyf+t7Ool1p9CKyxTXZ+KzgyV7RlsU0XBo2ZHL9U7eovBbOEikIkMz9kVZLSBCgcCBQVDOIx126l0+/NlzlL5qgMdleVNJDKGWbbMU/Mf2GrMYNyvF1L76OeJfe8o1FER0BSUiIE2PkHiJ58g/t2j3/V6SRLApk2bWL16Neecc07J8s9//vO88sordHaWNxzZ28kRWkmSPpJuPEbhwr8KEIJ0PIgKxQBogBJRGd/fgqNoGELwcsOEsv2srBlNPNdHKhJC8wW+qhBWFfAF07q6SJoGKoKXGhvoDAZpTkRJiD6O3N5WzCvtjEepTibpicVwdI1R3T1oQqC0pci82QmJOFvXZfntDVv5t9umoukKG7t8rn4syxstPsdO1PiPE4LURFS6+zyuvKWLzS35kUZXgR0Bk4Tj8uxrWRpqdR5b4ZScg+PBw8ttLj4uH4RVxFQGBh4zukbU9UrS8rOFaHdM1KMjqbG6JoZQFAKuhz7CvNNpHdtwFIeA6xZTDoB82SnHQReCgJ0la4S49aiFZMzBCgFZM0DGULj8qT/wy6PPwRpWl3ZyRzPzN76N5vu8Nm4GhucScC1WjZqI6bpU9CdRFAg4DsMruPmFygu67WDapdfE11VcXaGnNoivqeiOh+YLTMejakcvyYowihAE0xaOCZanojn5+x/yc3je4HnapkpbbSWbzBoCjkNDey8Jy8W3VHpjIdaPrWZUZxLV8wnaLlm9PEDWhEd3IMRhz55K9KB8Lnfi2oUkrl1YfsGlfYozwjLLsrCs0lJrgUCAQCAwwtZ5s2bNorOzk6amJi644AK+/e1vo43wRQ5g1ap8NZEZM0oby8ycORMhBKtXr+aoo476cCeyh8mAVpKkj6QLDtSYXi342B9d8MEPlP/h31hVh6/ZuKbLU+Nns7a+rmybpr5O6jN9TO3czNq6icXlvvBZmzB4fNLBjE1mOOflt1iwfgsZ0+TNaU1khuR9Vven6I9G+PORRwAQyWY5cdlrRHI5uiNhcrqG7vv0dbtsWZ9lzOQQR9/cS5ut4msa67o8ntmYZmadRvOKDLH+wcfmugBXVXilJkFdi8f8fp+ABtlhlf2qIoMh60tv56saCKDN1FkbNDkwmSXse/TqOslwvspBW7/C1kSoOOHKUVVcRSnrGHbyqpeZ07YJE52XJ8zB1jUQEHTd/CipomCZIR448JNsipeXi+oKxxnb28aZrz/K3Yd/Jr9QCGa3bOCo9W/iqBqHbF3N4Zvf4ZVxM1g875P5TVwP2zQBgWm7RNOZfL6toqA7LjnDIGJZIz7iB0hHAwg9H7xbQZ1Q2iKSdlF8gWU74AvCGRsFBSukQyhffqvHCFPfmipew666CJ5R2I+u01qZQHd9tIygpjuF7gr6tBA6LmFcqnIZ+gJBXFXD8Fw8ReCrBhgO4Sr5sb2/yYyQcnDDDTdwzTXXlCz7/ve/zw9+8IOyAdsk1gAAVWlJREFUbRsaGrjmmms4/PDDURSFBx98kO9973ts376dW2+9dcT37OnpAaCioqJkeWVlvu5wd3f333Eme5b8lyFJ0kfW0Y1KvkyXAFwvP9N9yIeLZZhccObX+fMfbuSUNa/yvwfMxQ7pmIVoUAArq+tYeM5lXP/sn9Fcm9V1E6hN97G0tpKYWcNpLfmJTetmTqZS+Mxds4n576znqUNm4WsqnpKfqKQqCo6ikNY1BCFemToVzXPoikURikKPrtGvKjzwts3LD/TT6gQRQbN4vGv6BWuSCnOz3vDTJFaoVPDwdpWHf24TUTT0IUVio6rg0wcOjii+0g1L42FsRaHK8TBVaI0EMT2fXkOj2nIYm8lRlbPQEVRaDlviYVojQTZUhJnWUygVJQQHt2yiuXIMf51xDGkzRMDzCBTq+aqeR9BxyASDjO/czoHN63ihaSpPTZlVcvwLNr+DQGF66xYO37iC1fXjSAXCfGLlSzw5/QjeapyKAGa3bGBHvAIAw3UJeC6ukf+Yc3WdWCZDLJ0hY5r0VeSrIoR6evE0DU9Vi+kG+WPz8fXBdItg1qVxWwrD9RFAMOfRVRsuGbkWQC5s4Gsq/YkAsT4L11CLwSyAaXsE7IEEbrBDOmoqP0bnKmqhJbCLmUmRRUeg4SkKvm7R5LaTunUZFT/+eNk9lvYvV199NZdffnnJsncbnV20aBGLFi0q/n788ccTCoX46U9/yne/+10aGsrzzwcMn3gqBlp874Pdy2RAK0nSR5svIKiCppQEswMemjGXjkiM2nSSz6xcxp1T52OZoAqBpyoIReG5sZM5+ovf4pjOXuZ099Mbr6QaqEvnSvb12vRJzN64jZDtUNvbz+rxjaRD+ZaoWUXhvsY6egMmNTmLzwVMdN0gaDu8UJ1gRTyfa/nsMoBwfnaQL/LHDcVj7zd0Ek5pUNs/MBlLAMInHTJJKDYVWZuY61Ple3iFEdtn19r850oBhdzZLlNHB8YKmyrbYVTOQvd8qnM5+oNBaiyXGstlSl+GF0dVYpHj9sU38+zEg3h54iG0V47m/srRjO1u4zPLn+aNsTN5Zew0HA2qMx6G73PIllWc/dpfAThy43IS2X4emTkP3XM5edVLfHrFi7gE+dOBx7OuvgmAqG3zX4efjK0PBuLLG6fiA6bjYA5vV6woOIaB7rj0JWKDt19VCTguVjiImbNRfQ/N9QmlLDKxYLGe7OjmPkKug4rARaW6K0sqahQnagEIJd8oAiHwDIVUzCATNlB9H79wPXW7/AuHrytoORdVEaQCJmHbAqERxkXBxRUqWUdHoOC3vkfrO2mflB0hdny/9IL3c+aZZ3LTTTfx5ptvjhjQDozE9vT0UF9fX1ze29tbsn5fIgNaSZI+2lTlXYNZyAeuA5OH1lXWg+vjq0qhZ9OgpmSGg7r7i79rQI+hsTESZnZfioAQeJpGOhgg4Lh0xaOkh6QdhITgiJ5+HhtVQ2cwwP3jx3BSVz9JTWVFrLSTmO4LVFPDHqGV7KZIkLjtkiiMyvYaOlsiQXDcwY4rmkpf0CRrGiT60+i2z9U/62TqeJNfvOJAsPSD1AUqbIfEkAoAyUCgrLbr7M5+QrkWOiKVPDtlHn6hmYHq+3TEqlnRMIlXRsf4/dyJCFVlckc7Z7y9mWPXvjZ4vYELX3qCWe1tfGzjK9iajkCnNV5TDGYH2CM0UFCBkONQHjbmRTIZGlp8XEOjuypBMhymuq8foapY4SCG5ZDo6S0E//lwVfF8qqwsWmHqXwCwUAnnbHJDKieoIj/Zq6YjSzSdH3X1FWgbHaG3Kv+FRKgw/OBEoeKCBziqTlYzqcsMNo3Q8Qng0UOMxs9Of5czk/ZV9i5orCDeJY1mwEDu7KpVq5g+ffC/qZUrV6IoSsmyfYUMaCVJ+kgLGGCJd/9A+dJrz1KZTdMRjnHb/E9SnU3RFSrP8xydtcqWVToez1cnWBMLc+6mFmKZLJXJNFldJ2UGy7ZvHLKP7oBJTlXo1wfTIBqyFpPSGXqDAVaERq4l6qoqr9XEidouAoW0roLng6YO1rUpBMK2pvBOIsoRXX2s2eqycZNFpa6VBbQVjku9NWzS1AjVD5Y3JOgzK3H1OgKFQlWG6xG18x/Zb42dhR0wMXyBrcL62jpeGtfD5XaubF/Tdmzh9iPPZkeihmguzUHbVpef7Hs8FhUDJcGKCwThVIbK9iRVhelho1s72TauHsVxiCctTMuiKpMkowdxVZ1o0sJHEMl4dIQjqL4gatuEfYcALjW9KVqqE8S9DK6ikTZC1KTTTMq2Y+KSJkiPiNPQksbM+qimy6hcN5sjowavnxCEszYItfgFwVU1bE0rpmZAPqgVoxOETtv3Ag1p97v33nvRNI2DDz54xPUTJkxg+vTp3HvvvZx22mnF5X/84x857LDDPlT5r72FDGglSfpIiwdVOt6lGlZlOkl1uo8rT/wCiw84go5oglseu4sLTvhCMZgyXYfvvfAglb7O+sZDSl5vWhkm9HbzsbZexnTmJ2H8be4sEh39BOzywvjdQ0b7FCFoNXRWx8IgBLP603yio4d1sQhLq+LvfVKGSgotXytMUUAv7Vg1lKcq7AiajE/nqLEcKm2HVdEQOVVFFwJbVUFTaQ8Y1FhOSa1H1XXxC+kMPrAjEuCc5VuIuB7JgImtaZhuaWPPqpzNzI4+3myoAuD1MWNRvdIhSwEkA2E6YvnHnqlghBcnHkjQzpEb4YvASDxVRfh+/v1FvnRXVWcSBeiriJJMRNA8j4qeJE0bOzADOarsFOvjg8XoFSEIZz1My8dTNTwVejQNPwOKUNBtj4XtbxF38/8B7QhUYFha8RqZpNEQdIgENak+DrLXoeEzPtXGtkgdFiaRlEfEc/FQaA/ESBqhwYswhA9EDi+flCjtB/7BAdpFixbx8Y9/nNmzZwPw4IMP8utf/5pvfvObjBqV7yRz3nnnceedd+IOScX593//d8466ywmTZrEJz/5Sf785z/zxBNP8Nhjj/1jB7SHyIB2CM/zuOeee1i6dCkbN27E8zwmT57MBRdcwGGHHVa2/d133819991HV1cXkydP5pJLLmHevNJi1ul0mltuuYWnnnoK27aZN28e3/72t8tyWrZs2cJNN93EG2+8QSgUYtGiRXzjG98gGPxgf7wlSfr7DJ/tD6C5br7wvqpy07GfKVm3oG0jf3zgv1hZOYaucJBrXvxvaqwknqJyW6CC9bX5SgcBx+YrLz/KNzJJ/tp4FIFsPoDNhgNsa6pDw8PxXQy10HFLVVhaPTjqGnQ8XkpEcQNGvtGDqmCpCs+OqiqOPqqFJg0oCqov8LVC+oTt5VMpTAWcYZHRCKOaAgi5HiqQUlXmJbOFjlSwPBGh29R5pjKO4fnMTGWYmrVo6Ovgyifv5JaFn2db5ShCnsdBbb1ECqkOYduhN2pQMbyxBBCzBi/6WW++TFBkUPHx0QAFBYUJ3a0cuWk5SyflR5g8TWdcZwub6seV7S+SS5MOhIvnJgDd89AAoWmFx68C1fPoronTWV81eDliPhU9KY5rWc0LtTPLrlXZ4L2iYOk6piOYIJqLwSxAvdVLhgg2g3+3o2ToJkqt3YtWaBocc3NM79tKG2MQhfBXQ1Bv9ZPRAmjCJ+Rb+IWPaAWfBjpQJ88uO3dpP/APTsCaPn06v/3tb2lubsb3faZOncott9zCxRdfXNzG8zy8YV8czzjjDDKZDNdffz033XQTkydP5t57790nmyoAKOL9Ei0+QjKZDCeeeCInn3wyhx9+OLqu89BDD/HXv/6Vm2++maOPHixWfffdd/PLX/6Siy66iOnTp/OnP/2JZ555hjvvvJPJkycXt7v00ktZvXo1l156KdFolF/96lek02n++Mc/FoPVZDLJWWedxahRozj//PPp7u7mpz/9KfPnz+faa6/9wMefSqVYuHAhTz/9NNFo+SNRSZLK/dMTHr9ePuzPoCsY17mD7bW1Ze1Zr/rbw3z+1WVM6OrEJInJYEBz7Se/wdnLniYZjDC5o5mga7MyPoF3EpNK9tFXEWHHmFp+O7ERXVEJApvr4thCAd8HXcPMObgDOZwCPE2lwnboDQ4rui8EAc9nQvcOJvZ18sik2fkJXaaaj+ycETpZOV4+8FVVUCCu+Mxq7WN8Jsf2UAC98AHbETBYEY8QTWVL2rOeuG0DP3/8Tqoz/ayua+LmY79ExHHoCAeozQymTWyNRog7NhXD0hX+d+ZYmhNhqlJJ3vnJv1Gf6i09PIKASnNFHXcecWpxuWE5OIHyvNnTXv8ryxpn0VZRg6+oWIZeNlqjej6jt7XTNroG1yxdW9ney9def5RHxxyKq5auM7MuwVzpNUzkUgjX4ABWYw6rImpjkmFw0pmLSnOgijqrm9F04KNgEcIiiIOOg1EMagG69TCK5zNRbCdHEIFCiFy+3e11xxP97jFl5y/t25TLe8qWiZv3vUlZe5ocoR0iEAjw4IMPEo8PPs474ogj2Lp1K/fcc08xoLVtm9/97necc845fPGLXwTgkEMO4eyzz+Z3v/tdsY3cihUreP7557nllluKBYonT57Mpz/9aR5++GFOP/10AP73f/+X/v5+/vu//7tYE07Xdb73ve/xta99jQkTyou5S5K0c9xyrEpI97lrpSBpCVwf0GBrdS2m75cFtK+MHc/1j92NMuyZcFc4QWuijrE9O0oey+8IVDFcIJcfrY15PmsSEQjq+ZJhwECiqx0yqOpOMbOti+cnjwXIB7NDWsVqvmBsJpd/xB+uIN69neO2ruGpiTML24wwXiFEPmj2gbAGIY1+BV6sTfCykmB+e29x035Dw3DckmAW4NXqOqoz+QlwE7u2o3kuDT2t6E4lrjE4OhnyXFoiYRSRIW47eIpCv2lw/NrNNHVvw1NjZcFs/gp4+Kj0DWknHMhYeHp5reDKVC8bq8bSG0oQLATOmu9jB0oDf19T6auMIJT8CLzm5SsPuJqKabs0h6sZl2pnY3x06bUaNnim+IJatweLMC56WUDrUBpwb41XEXA9wni46OQI4xa2MfDQ8MkSZOCNgq5LtxlG2AphSnOLs+0WcqhCkkYmW98OoWlaSTAL+VpsU6dOpaOjo7hs+fLlpFKpkrpvmqbxyU9+khdeeKE4u3Dp0qXEYjEWLFhQ3G7UqFEcdNBBLF26tLjshRde4LDDDispcHzcccdhmmbJdpIk7XwhQ+GW4zS6v6HjXGFw/0kK9UEfDI3gsE49CMGRm1aVBbMAUSuDq6q8Pm5qyXJNKc9pqMr1AXB0exchxxkx7kRR6K6MFIPZ4ceBEBzck2RiOke95TA5bbGiYQZLxk8fzJNVFBhSAxUh8vV2i/x8aoIQEDLwgwaragb/BsYcb8SmAxndwMXER2N5w2SmdmxmS3U97YlKMoaO4Tqovscx61cwuaOFrfEo71RXsD4RI+I41KZdHL2Ozlg1/YHy1q8ClYwR4K8zDsMHsrqOpetE+9Nl2+bUABurx+IrCqZnM33HZhq7dpRtp3oeqCoB2yGctQjYDrH+NBPXNpPoS/FG9VS2RktzVMNujglWK2OsHWiuh2m7RLI5fAKEcEmSwGUwyM4Qoo1autUIvVqYVqOCbiNKXbYXUEgRLwazxeNCFFMRvMK5m75H/5BRXgALg9yo6rLzkvYDhbShkh/pQ5MjtO/D932WL19eMkq6adMmAMaPH1+y7cSJE0mn07S3t1NfX8+mTZtoamoqK1A8ceJEXnzxxZL9nXrqqSXbmKZJY2Nj8b0kSdo9Tp+pc8JkjfMfctn8RDMvj586GPR5MH/LurLXCMDwfD731uP8fv7JtCReYkbbFjZU1XHNkR/nay+soqJQwSDgWRzYu4qrJh+HJzQWdHbQYleyuj4xQuWAEUZZC39PKm2HuFuaE1ebczCjAkvLt95FVQq5tCq4fnnC8EBpqiGDjF0hk6r+Vi5+6UkqM/186dSvsjFcWTJQedaqNxDoCHzmNa9mXvNqbE3n1/M/y6tNszhu1Suc+vYL6CLfhGBl/VjW1Tby/NRDUYUgFwhg+T5RK8sf5y7ivJf+jO7nz2VD1VheHzubt8ZMIR0MYxQmsfRVxPBVlVA6hx0y0X2XQM5C8RU8RaEu28tpbzxbLLH2oFjAmtHjQFFQfB/NcbEMnYruFJGUhR3Q0W0b3RtMJxiebpDVAySsJG1GPRVWDlX4uEIplu9yMdhBAwEsLAzS5INz389XJQh5LtO72hFodOsBfBRq3FTZfz86DiouHUo1YeEScR2SxLAxCGFho5EkyrRDZEArSe9GBrTv495772XLli3867/+a3FZf38/pmmWTdiKxWLF9fX19fT39xeXDd+uv3+wXuUH3W4427axh8yUTqfLRy8kSfrwoqbCf2tvsOZPd3HMed+nI5qfrDW1o4XDm9eXbe8RIkcdC9Zs4KDNt+NhsqGqlp/Nnc/rYxtZdVo9c7fu4GuvL+XTa1/hY+ddyoLN67j+yYeoymVYW1XH7w89kd/Mm0UqNPTviihJMRhKHWHkVAFU3wNNpSaTpTaTY0tFjIxpgKGBNaQWbSHWnbG9l63xMMmB3FRF4fmmsfzPve+QMYJc98KT/OaAI3l69Fiq0im+vPwVLn/1KcBHYzBANj2XL73yMG80TuOlCbM5YvNqRvd3ogDjezr466wF+WMemLilqlhmiNX1U7jhuPOZ1rGFzkgFzZUNZM3BDmj4gpq+PlLBIKlomGQ8QtDOMbqjB+EqGLZDV20Vxyx/E9336Q1G+Nu0eXREK4j3p0iHQnhqvhZuXUsf9W2Df1NdXSET1d91REwoKhvMJuqSGSiMouplw+kKFkGsIR+nKuCjYmMCNgKTbYF8fq+R9Uh4g3nXArDQ6SKBKZziPoHCfoMoeARNl8ihgwXwpf2IHJDdKfb7gDaVStHZ2fm+240ePRrTLM25eu211/j5z3/OueeeyyGHlJbjGakt3Egt495tuw/SVu795uvdcccd/OY3v3nf/UiS9OGpD73KjI4WfvjQ3YRVj6DrcOLaNzALM4UFYGs6rdEaavoG/pQaRKx8iHJwazP33XsXh339UjZWVfP85EZO3hxkycSpqHqYBhuemzSbUDrNn6YexujuNL+8+wn+NHcaD8ydhub5VPal6RzSfGGoHtPAUhUC/uDfiT5NJauqnLxuM0dvy+fyOqrK/xw0meX1NflcXccDRaHOcfn0yq2EXQ8BvFWb4Jmx+UfubbEKukNRfvjJr9ERqyIOnNrRy8I1yzj31b8B+Zn3w8WtDFWZfgxLcM8hJ3Dc2ldpi9ewYswkuuOJEQNH03Xx9AArG/KpGqbn4TsOVuHvcciy0HxBIpMl4DponiBg2US6c5iWi21qmDkLR6gI4G9T59IRrcjfI1Ul0dePYTsoQpDoLf3Sr7sCzc139RpJyLKpTWZKX4PAQcUccv4+lKQeDOWhESXLxOwOutUoHV4CF50YWXRcVKCHfJpHJUkyhPGGfTQnSBNsjKFVjfzfgrSvkxHtzrDfB7RLlizhmmuued/t/uu//otp06YVf1+3bh1XXHEFCxcu5JJLLinZNh6PY1kWlmWVtKZLpfKPkgZGW+PxOG1tbWXvlUqlSkZk4/E4yWR5O8NUKvWeE8K++tWv8oUvfKH4ezqd5qSTTnq/U5Uk6YMYk5/M9cKYqfz2id+XrVYA3XP5+dGfoNOoZmp7Fxe/8DzakC+iAc/jtJVv85OjFgJw1tuvccWnzyfhq7w0fjp/nHMwmyoGc0iPW7mJc19YgTB0wr5H1vI4akMznqbxyKwJPDNlsGSV7wveSESZmMkRdVz6dI31QZPRvSmO2TaYQ2r4Pqet2Mg7o6rxdI16yyFhORzS1k1G1wgWynUd1NHHmniEfqEQy+b49rFnY8eqSsK0Z6cczDnLnkITomRm/oCeUIxA1qMynSVrmjx80MeYu2k1huO/6yioPqyUEIDhubieStByiGUGRzMDtosiBNXtfeiuh68qOKZGPJnmqQkHU5XtLwazALptY9qFUU9FoXNUhLrtKcwhlR9UT+AVBqejufwkrKxhEsnZ1PemSkINEweD/BcADwWBgoeChoeBg4MGwwJbFR8dj5jvEfNztFJFLzF6iREnQwVJwmSpphcDlzA5+oiTI4CKIEwWExd/Yw/uhm70SeWTDCVJ+ggEtKeccgqnnHLKh3pNc3Mz3/jGN5g+fTr//u//XjaaOhBkbtq0qaQ93MaNG4lEItTV1RW3e/nll8tGZDdu3FgSqE6YMKEsV9a2bZqbm8tya4cyTbNsVFmSpJ3knxfBHU/xxXeW0hytpDFVXlpHA258+D669DHkdHPECVS9oWC+RFZQ46eHfJbeSP7LrK0qbE6UtrR9auYEXhpVS0bX+fSKDZzx9mB6wwVLl2MoKm821hFzXLYYOoe07KA1HmVFRayYSjAmXTqiCBC1XSpsiwNb+jigK//I3VPg8fGjaAsHOWlTK1HLIZfzMBQFzfOJZ/uY0bqRTKyGZCDM9PatHLp1Fduqq3DRGN/djuYrhbAun2/6t4kLqEznA9BcwCQTDJEzdU5c9Rx3zz8JVyv/yPFVNZ90OsQBLauIpZKsHDWrZLkC6I6LXsgdzgV1xJD2v92hOKFslpDlUdmXwdagJx4ebNGrKGRiJmZ3PnAVwOSudjxDQ/d9wo6DANIEy8bMFHyMQs9ahXzdWIHARS8U4LLoorzUUmhYpYIEaTKFOrU5DBwM6ukiowToUyOgQIcRJeg4jHF7B1+oKSix0g5u0n5CDtDuFPt9QPthdXZ2ctFFF1FdXc1NN92EYZTXPJwzZw7RaJS//vWvxYDW8zyefPJJ5s+fXwxeFyxYwG9+8xtefPFF5s+fD0BbWxtvvvkmV155ZXF/8+fP53e/+x29vb3FSgdLlizBtu2SCgmSJO1GDVXw1s0c/tunuOvebXz1zacxCoHX2ppRTO3MP33JUU3Y9Qm75e1bt1ZUsPiIeRDK/6l1C6W5HGCzoRPpTuPrGrlIAF/PB2aZoAmuz/wtrWX7O2HNFvxYfkQ35qU5c8U6XpjcSHMsjFUYMd0SK68a0Bc06QmHmNDfUlymCThmWwe/O2ACTzTVc/C2ToSiEHYsnrj/FmZ25d9fIFCwyc/BzwdULhrbK+pp6s0Hz46i8uepx7G1agyq75MMh0kXcoFVBTbFG5i/9lWem3Y4ojDxLejkyBlB8L2SPGHDtXFtnY2xCaX5w4X/L4ZMnPO18lHiaZvaqOodvBe90TRrJgxWL3D1fGqCa6j0VgYZ1dKL4fgktWB+ZNbL5d9q2HeTEQtRkE83MLDYTAMRnA8Vm6gIXDRei0wlbmXoCea/7IS8HI1uaapc8JzZaHXl91baD8iAdqeQAe0QuVyOSy65hJ6eHi677LKyUdMDDjgAyI+Mnnfeefzyl7+ksrKS6dOn88ADD7B9+3auv/764vazZ8/mqKOO4tprr+XSSy8lEolw++23M3r0aE4++eTidp/73Oe47777uOKKK0oaK3zqU5+SNWglaU+qihH89qdZ8cbjTDrhdI5f+xZbKmtZVTuah37/Q+a0NSMY+SlJVzjMy01N3HvHHaypq+P3hx7JgWu3s3z6WDZoOhlFRfMEmueiOR7J6kKw4uaD5qxR/udZURSCrktG1/nSGyv53ccO4q1x9ZBzIZmfINoeDvFI02iO39qKLgRpQ+e+Q6agCkHUKX28H3E9Qq5HdyjAjkLd1s+ufaMYzEK+bxcYKLgIcvlRUgyaeoekNQifsak2Vo+djKtppAOBYiA6bccWQpkcTzXNo7q3l0wkgur7aEIQTvcjNAXd9xjV1004l6VLi9Cvx9E8n1A6i1O4Dm7h+Dxdo6cqRjYSxMxZmM5giQbd9ajszTI0QqhI5Yimc6QiQRACT4eeepNMITe5OVqJkRuSh+yHGJ3pLcljtQwNx1QJp63C9cjzC+/UTxRQR4xLxLCl/YSLayJY5FSD+nQKEITT3ZiKRdTPEcQmowTJiQA5Alh/yxBrThNolEGtJI1EBrRDdHd3s3btWgC+9a1vla1ftmxZ8f+fe+65CCH4n//5H7q7u5k8eTI/+9nPSrqEAVx33XX87Gc/40c/+hGO4zBv3jx+/OMfl1RIiMVi3Hbbbdx4441ceeWVBINBFi1aVNK2TpKkPefC648mcsmjZFSduc0bsDSNIy65gRNWv8Uv7/szFbny0dnqTIYz3noLgAWbNnHOq2/wVOIgXq9PYHRnS7ZVfUFlXwbPF/Tr+T/Lf5k+nouXvlXMVPVUlfa6ShRfMHvrdvpDgXwwC/nJXgBZl+p0kiUzxvHKzLFUpXO0JiK4mkp4eE1doDtgkDF0TN9nZm8fO0yDhhEaHVCovDsYmpVPgBrb20YwZ5MLBTBdFxB8bP0bxHIZ/nTwcaSDYRACw8uPyNa09dHZUAGArWlsrRnF0WvfZHSmg5W1TYXr4qPbDj3VFbimAUKgOy7JUfk2t2okSGVXL4aTr7Ywqq+nJOAcELQcsqaBabkYhS8Miunj6wbN42oJZm1q2voxHB9X1cgYJnEnh4dKxjRoqY0ytbUDUHBRi3WI0wSw0YjiIQrr9CGTxQSQQ8fAJV8NQUdBECYfsHqKCv7AESsgNCwRwiYMCBKiHw2XJJXQmmX7L1Yy8UeHjnB/pH2bHKLdGWTr2/2IbH0rSbtOc9Ln8w/7PL8dxsXhpvoO/nLXJjIBndvvvbdY//S9rDXHcc6FZ7FDLc+FPH/Z26yaPI6/1VZhaSoIwQmbW1i0vhlPU+moraQnZFKbyaKRr4Lyx4Mmsb4mUbKfU1a8zkOzDynb//Fr3uQ7zzzDozOOw9FNek2de+c0kSuMgAYdj7NeWUWfarP4/25FLXnI7qIwGBDnR6VL07Fea5jFkolHkIqGaWpvJZ5LMSrZyXNTDiYXKJ+dH07myMRKSx/W9nfzqeUv8djEeTimga9peIZKNhQa7Ng2QhmzUZ1dnLD8VaJ2jlbqSpoXeIrC+tFVJTV+BdA5qrKkBa6Zcxi/ph0FqLTT1Nql9WJdVCwMBoIPn3xACwrV9NBFBQABXHR8fKAnGMbWdUJejgnWDqJ+Fg2fHVRjY6Lh4w4bV8pPMhu49oIGdrCZMdgY1J0zkRn/vbDsWkr7NuU75eU5xY/iI2wpvRc5QitJkvQBNMZUnj1HxRcCVVGABmZf/xdOX7CIA666itNfe41/f/zx9xxrsSr6GZNpIxVpIK0Mpio09qeo8X1qHZ+L315Lt6ZiKgq5eIxXJ4whFzTpCBgc3dZRHBtVFIXPrtjMz+fP4sCWTkb1p0kGFX51/12IbIilM8bTE80Hkk3d7dzy4J3MaN9OZbqVT1z4A7rDgZLAMGdoPDFrPOe+upq7D17EyauXUpVNouACFo6qYfgDKQsO+VHafJDYFUrwSuMcfEUhnMnRHU7QHU6wuWoMijfyFbED5R8/ndEKnp88h3QkTNS2+PjqVxnT14mt6bw8cSYvTZo9YrUEWzWJ2BYKUEs3O9RqPF8nEzRorkvgKCrakPJmjqkXg9nK3jS1Xf04hoYd1AhkXWJOtvw90Bk6kqYCQSxcdBJkCeDSRxQPFR2bbeEqKATRWS3I5kA9B2Y3AqDhF6pElFd48ApVbLXCmLiLjoGDjUH1KSN0jZMkCZABrSRJ0oeiDgmoJv/uFJYc8Steq65D931cVIwR6rMCbI8n+OTFV3D8mtWcs2UlzdFqtgdDNKQzHNnchqIqTN+0lUQ6w8TCa/rDvdgZn3/7zFFM7elHH/ZALeh6XPTcW4xKDgZgz446lmvuew54jocPmcLTB9fyxB3XFUeQn5k4ne5I6cjogNZ4hM5okJ9NP5b/96mTCLiChRs2EncFOT3Ix9e+wGlvP46KYF1Vgs3xmfREKtmWaMBXVDxNxRzWvUz3POLpJP2R0uYxQdsmqyp4+mD6glBVNo5qRHccTliVD2Yh37Th6HXLaU1Us6WmoWyUNtqXZqU6jmo/haeovDK1Cc8Y3K/i+0T6cui+AAS1/Vm6RlXSsKOHGesH84VdVcHSVExReg75V5VPQNMQ1NGBAoRwCJGvhNFuxIvB7ICMFsRBQ8MnRxAFHxMbB6MYJgvARiNYeEcQaHhY8ThNlx9A3TmTRrxv0r5OphzsDDKglSRJ+jupDTGUtM28dDMAHkEMevEx8QtjqSnT5MUJE/jJx48lHQzypwMPYtTEDBc99zbHbGwe3JkHAae0NW08k8VTugDoCAWG5bGCC2ytivPy+FFM6OrngJYuto+qYvy2TkzH4+TX13H6qhd5bOqBnLz6DQBOWbmMcb2d3Dp/EUumHFDyfnXpHE9PbWJST4q4l2FjRYQgIXxNYAp4bsoCdCE4acUTHHzZjzl55QrGdwlijo+r60xs386OaHmd1AO2buCF6XMQymCQN6N1E7meEB2jE7Q1lrZ0dXWdumR32X4mdLbSUlHDgjXvsLGuAV9VCaczJPUAQuh0U0EqbJQEswChrEtDWwbD9VHwSZCho66S8dtKKwnoviCt69gaGN7go3+FfNmu4UFtGBuHIDrZ0nq1/rAWw4Duu3iodFOJj4qKRwCXbjSUQlauW3hHjfxxVtU4VN/9BRqOn4KiyqBnvyVv7U4hA1pJkqS/kxLUIWRAdnCmfY4EITrxiOERRHNVjl2zmWPW3MHfpk3msjM/Q1Y3mNLZjGcL+sx8vvvwYHXA+HQv0zu3s7pmDEtH1XBUWyEIE4LfHD6djlh+1vzzk8Zw5MZWPrt8A46uYRYqGmyPVpJTXboDUaqsFJO625nU3c4pK19j3jdvYPno8QCEbJcZHX0ctKOv+N4HtPWWjAobjsPKqhmsmz+VS59Zzn0HTaEu10ogazFhyw6OWvs2jxx8ONnAkBFgIQhZFqe9/iyvNU3D0XRmtWziwG3r2RoehdYzviygVYD+YJioUzqRLZLLcdaLz1CZTnHAts0APDVxFoauoxYOc2DSV5EvaNzSh+6JwnVW6SXCvJUbsCjPZVaFIKOG8D2NBBkM/EL+rI6OXwhpBQZeoRatgo2JiY1CPge2Wx9WiUAIwo4FCBL0sYNaUgTw0DDxyGHgoaIimPiTw6g8uh6zxkRvSqCo5SPDkiSVkwGtJEnS30mJmIS+eSTZHz5bXKZVGIR7OwGPLPXF2rUq8Mk161l2/U95dcJoPrl+DQDt4QSbK+vZVDOGUDpLX2gwGPJVhTfGzOaOP9/JjxecQpUXxFIglk3iJCkGswNeHj+Kg7btYPG5n+DiR15mxvYurj35RC5480GqrNJJTobv8crP/5Xzz/oBqUCIMf1Z7GF1XUtSHISgprcfzc93/arI2pz/4jsYGYfKvhQNnX34nkF9qofNgYYhF0nh7TGTOPe1vzKpo6Vk/2YGRtu9rJzqYAcGJ3JNb91CZSZVMkEqqQcJ9OeoyAyeR07X6IrEQQhcFXQfApZHvDdHf0U+qA7m3GIwO+Sg8IWKiTNsUpbAV3zCjkUvcbqIM/SrhoVAw6eG5LCRcp00JqmASY8ewx8yEl3p9NNgdxMRuWIFBA0XjxBZFII4hHFQ4yZjf3YU1V+ZjvQRI0dodwoZ0EqSJP0DIjcsQp83BvvxdWhTagh+9WD43ZN4Vz3LSJ9UQc/jY+u3FH+vy/RRl+ljzvatZPUA79SPpTsUoj67g1WjxrOtRud3seOYllIxRX7E0g7GWF1fXsnEVxX+69AZ9IcDrBpTwxeeXc5zM5s4fMc4eKP82E3PJZ7NUF2ow6q65ZOUBjodmo6TD2aHUIFEMo3huHQmIjh6I65S/rGS000emTSPOTs2Mi7VNbhvwHA9jnplNVsmVpGJBBjf2crhG1di+B5bwnXkVIM+M0JbuAqhqKxN2BzZsZq4m+bN+ny7ctUXJR3HxmzrJx3Jpx44poZQyhsl6PhohTxWvTA5y8Qm6poEhEc/0cJ47NB7qOCh4RRGVodKkCLiKPTog7nCIS/HJKulLK/aKtQu9tAwjh/L1J8cijkhjhYpb+QjfRTIiHZnkGW79iOybJck7R389R2kp1yPRYiRP6wEQUpn0tsE8NFwUVnLeEaxnQY2sI0pvDRhDlumNZRs7wC/OHImqfD7t0Ods30zb93y7RHXbaoay6/nf5GsWV5aCyFY9NprbK2rZVtVDRUjtNWtaenGGAiEhSDquKybPLpkGzOby9eKFYKGVDdHbXuHoOeQJsx2RgMKY2jGMVSaI7WowqcptQNb0XmpYhZ2UEPxIeTYVGczRNwso6123qidRK8eI9pnEcq5uIaKIsBwPLZNqCAbzgeINTvS1LWni8cTwiJGlhBZ9JLyZKIwHqtgodFDDAsDD72kQYKGRy195Jsp+ITJEMRCACklQp8WwWyMMO76I0h981G0jt7iq4P/cjjWSQfT92wbkQOqqD1zAqoh0wo+ypSrU2XLxA3yM/zDkiO0kiRJO5kysRqlOozelcElCMMmE6mUThoSgF+o/NpGNTGSjGcdb3AYOSLEUxaRZJbxGzqIpHMkvDRRK0PjylZ+eeqhbGyoyNeTHaGkFcCk7nZWmjOZZq/M17AdOE5gQvc2/u2xm7jnoDPZEanDDpjkTIOqVIpD165jWksLB2zdxmsTJ7BybBOGO3js0ztWc3jrMgzXZVNkAiuj0xEIzGwOx8zXbDUcp9j4AEWhNVbNn6cewcnrXyHiZIhr3bQYo2hRqllV3VicOLYpOorpXc0Ecz6BnE/YtWnM9RQDw36qqOrOoRoaige50ODopqOrVHVkaBkXRygKnfURrLDG1K0dhHwbH5UsQSIML8+l4KOi4RPAZTz5CggdVNDOYJ6vhk8FvYXJYqLQArdQYkv41LhJIidPI3rObKLnzMbd1ou3dCvazDr0OaOIAtUnyhJcUoEcoN0pZEArSZK0kymqSmDxVxDH/idhmskRxyZOfkTPLcxhzwdCAoGHShdxuqjEwWASm0kRJUc+n7a6I0lldxrdyz+69tBxMZi1tZP/vPVRAG763BE8fMTU4jEEHIfaZJLDtm7iqicfo5Y2skaYqJMpfn56qLxQfSTbQo2InEEw4BJ0Xeav2sLsbdtKzsk2THJBE9fVUH2fid2bOXntE8X1B/e9RdBxWFc5BcNxB4PYEdi6yYsNMwhlbab1N9MxKkQmrZRUQXBVnS2JWrqjIXwUDtjWO+xzXyHq2hguuIpCtxbGUzWEooCiELOyHLOulZZEBb6vMqoniVmoo2ujjFABNk8rpAcoQ9IEKunHwSSHSYwUlfQPaX4AfXW1BPoyYBVyZMfEiF15ZHG9PrYC/eyKd70e0kfcu3wRlT4cGdBKkiTtAsbCKXg3n0by8r8Qopsg23AJkqMKgVEo1D/ALeRm5kcZlULxpgEqoHqleZgZApjY2JjouFz1f88xobOXV2Y1Up22+NQra6hIZdF9Fz2ngS6IZkpTBrqoI52pJm7Z4CukwyE8QycdKE9jiOZyoCi4hc5is9pXlW3TYLewMjTjA12fzlCCsG/hewpz29fxdmxC2TbdkTjZcD7f1NcVsEvXK4UfQwgCnkdaG7ymGj4xK8e09jayhXSOAQYuHgo5TMIlHdAofsnoJoaJi4uOjUkEmwBZEiRL2tsCNFx9GMEvH0z2gTWgq4ROm44aNZEkafeRAa0kSdIuErzsY6SveZpM3/v9qdWpp50sAXq0GJvUMUx1beKih34q3/VVo+ksln5CwNdfeoEjNo8lYmeY3b+CuJNkR6COFfFZJHp6qS0U/gdoZjwbmE0o6wM+kYyDIgRddXG21tQypbWVqnQ+79QH+gMBNNcrNkJw1PIJTL6vkSWMLnzwfVxVQ/V8VE9Q2ZND9QV9FUFyYQPd9pjS10qLXs/k3FbGaJ30m6Xlrpwh9WR3JGJUZHIl690hQWrAcwutaAEhMBy3GKCaOOSGTPDS8KmiDxsDBxUdHwuDJCGq6GdVqBEfnXDWKY4KB7CJkMNFQ8MrLtdm1xM8by5qLEDkqwe9672SJGnXkgGtJEnSLhT45nxy/77kfbcTaGSDOlndJIvJy+YBTMw1M9rbhoVOD7X4Q/5kx8mgkZ+gVFxm5ZixYzvTnNcIe/n80Fq7k4Tbx7bQWJqy29BEfnSxudiPLE/1IZJ26PEFnqbx5JwDGdfZSci2aKmsoi8SIZzN4aoK0b4M2/3RHKisQC901RJAjz+Gmetb8YFcANwQ7AhWU7cjXawTW9WVJVmlM6a/h3FuB11ajC6tginJ7biKxtZIHZoQOKaKO2Si2vbqCoKWS0NPf34EW1CYruXhoOMNeWwbFDaj/S76iWCSb2jg5Me50fAIFcLbAA5JQnRQCQhiZEiqARwtP7rq6Cpmoa5tDzHq62xoHxwmDlx4KNFbTkIJyeoE0j9AZhzsFDKglSRJ2oXC3zqa3K9fhbbymcxD9WgJevTE4AJFYUtgNJMyLcziFTJE2cYkMkSxCWPgkMMgiFOyn1F2G2G/dLJTY3Y7KS2CJnySaqzQpnekR+IK2Wi+fquvqmyuqyvbwnB9oqksKT3O05ULmZjcTMCz6VRG06tWE3JddOETtkBYAiuYLQazA8ykYGu4hkgmQ7WbpJ04XVqC6f1bmdS/AweD9UYjlW02tqHRUR8lF9BIiiBWxKQu3UcFg6O1GjZ9XqGZgxAk3BQakCCfYuGgkSWEQMFFI15Y7hUmgYXJoZAfud0cGqwmIYbM5as+YyKVv/w81p2vI3akME+biTG/aYRrKEnSniADWkmSpF1IjQWo3nwlmX97kuyPn+PdeoLl1PIA01M1fFS6mYxJkqmsQMVjDXNoYxxxUmgIFPxiXmdOMxiW4gmA6Vu8kjiM+r58h6soOfoYLA0kgPb6SH5SVXGhQBECUehWpQjBrG1bCOxwqfO72J6o5qXaeVT0Wnhq/vF/vymozmXyZblCBp6iMvyAhKqg+bA2MJbx7KDKTZImyGpq0BCkCSEcFRMf0/YJbu4lEzaK1y08LJlWAaIiR8Y3cFWdpBYB+ovrjcKobIYQ0WJlA0EAlzDdOGj0UEEWM3++hWvQNFsnVBuk4pK5xE/M5/iGv3V0+cWVpH+IHKLdGWRAK0mStIspAZ3Ij05AHR0nfflfRgw4E14ahCiZ8Rz2ctTSh8DAogqHKEE6MHFQcfHR6CEO5HM8w2TYZjRS628h6g1OAOvSanmpej6jkz34ajueBtVODyqCFEFyqkHWNAilbFSvF3SNgOdhmRrZoMohLRtxdJ3x3W1EsjleC85gY6CR6mSSsd3bUYGMatAWiONqOv1mgEjWojsUxvcVIpnBigcKELRcXF1FKArbzFoMN19TQEchi4EYVubMNjSGNzgYzlNVXDX/keYp5XVdTWx6iBAf0q3LKJRPC+BTRwdt1BFzLPrNAE3z40x74tPvflMlaWeR8exOIQNaSZKk3ST0zfnk7nkTb9n2snVh32Ki1crWQB2uohNx00zNlW7nY+JSRS0ZLPrIMDiJysIkSZBoxmeDMpc6dQsRP0mKKjZq4xnX10FMpKj2u1H9fAMB1bBJOCHeiI4nGzNAVQjYDonuPur7siSjQQ5JrchP8ioQgKk46K5PtTMYNEf9HBOzFt1qjN5AEBsN1QHDKY/eFUD1BJ6u5Ettka/pECFNkqqy7X219BO/zwhRaw+mcAigJzDYBrjKKU/vUPCZQAtZTNBA90rLiqlAhAw4MGNyhup7Ty/bhyRJey8Z0EqSJO0mfl8O77XyYHZAvdtLrdsLuKjv8+c5R7BsWbG+rAjQKgZq0vqMtXvQbJ8Eg40JFCDmZMji4YfzObMApuXjuwZtEQPNc1kRmIQrdCrcFBO8ZrKESeQsfKFho2PgEMIq1m8N+hZmLkG/HkIRCkItT7IQgK8V0gdcqzgemyOAjo87bITW8DwsbXBZjxHGVxRiTq4wGpufHKZ6gio3RZ3TR0Y3CLsOIHBRi13BgjjoCyfB39aMcFUV9JoQNW+dhzKkwoIk7VJyhHankAGtJEnS7qIqoGvgvFtZfwr9wkYOphS8wnoIYJElXLK+gl5cTKwhwW6UbLEawvDPTRWwVJ267gymm6IvFCCnDObyeqpOn4gRzTn0UcEKIoRwQSgogIOOgl8MZgE0BJUiRbeWHz0WqkIuoBO03ML7Cxwjn24Qcm3qrcFc1yRhvJJzF+i41NvdbNPqB/OMFYU+I0yfkT//CjfFlGwbaqF17fZoBRsq66nMJJnZtZ0ImSGBvMDyA1hESTA4kuujkCGImc7JYFbazWREuzPIgFaSJGk3UWMBgl89JF/1YICugi/yPxEDkbZRRviAEwgEKg4GHiohclgE8QujmUGyVJEEIEuQDAF69Ch1br5xgIdeNlLqKQrtoo6wnX/8btg+uWE9FXxNxcDBRy28U+mxDTSDGErHwxQuuUIlBcfQcDWViJtlhr0NzfFwHZUMUdzC633EsGA2/15VpNAVhRqnnyo3zYZgPWk9VLKVKnxUPNoicbbEaskZJgHXZkqylWihGoIPNJu1dOgViJdyxLRqXE8nTBYBWIQw8Qkd2oAkSfseGdBKkiTtRpFfnoI2sw77iXVok6sJfesoUBT8TT34GZvkCXeO+DoXlV4qiBZKTOlANb1kMYiQIcBgTmiYHGFytOkVCHcgBFXIECVMGgWBo2qsqBhPpHvwUf7QXNkBmu8TxAM8wC+WCbOKk7dE2Ws8FPr1YZGxkq8eoODnu3vhEyWNhYlAoV1J5OfEDduXik9GhIi5OTQEdU4/m7RgcfKcIgSjnC4ECvXpfqqzKXwNYk4WDw0fBRXBNrOOFrOmuN/uoIaaFaT9CCo+IWw8FGpv/NiI11+Sdhk5QLtTyIBWkiRpN1J0jdA35xP65vyS5VpjgsyPn33X1xkIUoSwMagiWWj7KoiSwcQt214AhnDZYlbTZHcVUgQCdBFkfU0NvXqEhu4UQ0suhFyHtOti64WPBiFIWPkyVxoeFfSjFQJYH6VQYUFgYWDiFI7JJ0KOA7ObWBUah11IEwj6NjVWP+vUsYz321BQEKgoQDsJ0iKMpyro/mCAbBYqNwi04md+hZdhUq6Nbj2GAKqcJIqvDVZH8EH1PTxsPAw8FNIYtBrVw26EQlY3CNgeNhpZIji6ybTZte95/yRJ2jvJgFaSJGkvYf33W++53kUjQ4gUIerpKskBHU4BplnbySgmWQxARUUlRYBIr88otxOAjBIsjswqQCxnkdEEiuIT8yx0kQ8ww+SKwSzkc31jpHEwcTHQcAmTRUGgAGFhM97awdrQWACEolBNPyk/yjbqSZBBwSdJhCyBfGMDX6AqLqbwiJAlThYFrTCSqxdHW+NejpiXI0cAHw278PoBPhppohg4uOj0ES+pLzv0HPLpBgY+KvVfmIQWlh+LkrQvKi/WJ0mSJO0Z5U/vi7KYGAhC2ARxihOd3u9pZVjYxMmiFkpfhfCocrPo+HQEYnSEI/SZAdK6QVcghKXoGJ6P7go0MXhAQ1vsDlDx6dVDdBkRHFVFLQSzA2L+YFmvWqcXgUojO6gkBQh6zDBdwQiOrmLrKumwgR8QNNJOBZniBDhQCJHDwMJDwcIgQwi/kHOrmOWTuDx0coUR7Swmpl16/KqhMObsiQROnkTksDqavn8QU29f8D5XU5J2AWWEnw/h/vvv5zOf+Qxjx44lEokwZ84cbrvtNnx/hILXQyxcuBBFUcp+Vq9e/XeeyJ4lv4pKkiTtJdRRUbzl77ZWUEsnHhpBchgjdWcY8VWg4xPwLRRUPFwECm1GnJQeAEUhbZjowgNPRRf59AUVgYNSyC01CmkFpakNXUaU9kC+sUOXiDAtt40qb3DUOKeYhL0clW6KSieDh4aDholDiDTdahhX13D1wYDUFyOPs3gYhfa0AnBxBz6+NIXoKRNJ/e+6d7kC+ejAdH3UrI2jayhCMP0Hc2m6YvYHuoaStEsp/1gS7U9+8hOampq48cYbqa+vZ8mSJVxyySVs3LiRG2+88T1fu2DBAm666aaSZePHj/+HjmdPkQGtJEnSXkIdmxh5RdjAzgTx0dDwSBEjqmcxCxUMhvKBDEEihdn9DjoU6ib45EdVAWq9fmozSWxVJ+JZCGCdPgYVqKGHWnqKI6Q+0EsUG7UYSGeUAK3mkCYIisJWs46qbKrwGgXD95iWbS05Ng8DgY+PQcix6Bn2KVTn9KIiysaDh37kawiC5CCgU//MFzGmVtGSssk8vgV0lehpkxGOh/XaDqwdFrrt4aKjewLdc9FiBmPOm/Iud0GS9i0PPfQQtbWDud/HHnssqVSKW2+9leuuu45AIPCur62oqOCII47YHYe5y8mAVpIkaS8R/PIhWHe8ni/hVaDEA8T++0y44AGyrTk8NMLYhI5swDx5KpnvPFES7GUJFXJZ80xcHHR8VALkCv9fx/TzdWkDhY5ZGcXEMRVCikW9011yXArk688iyJEPrNuNeFlOqq0apAgRIldIPygdbVURBMgV0yWavA6UHLQa1Zg4NLjd1Lu9+cYLqGUtcIcKRKDqfz+LefhoAMY+9jnctjSKqaJVDZb16rpjFdnznsYS4KESGB1m5mMnoFe8+4e8JO1LhgazAw4++GByuRzd3d00NHw0StHJgFaSJGkvYRw9nvifzyV781L8/hzmSdMIfW8h3ivN0JpkaPVV77nN6DcuwsZEw8NHxcZAwysLAw1cBAINgYYDOPiAi4Ff+BgIC5vZmW2F9aUG0/oUgtj4qFR6SXqHNXaocvsLdV1HLucF+coFA7VzVXzGuR34rk6ELLX0Ft/PxCJHEHd0DbFDqsg9XJpSUPHQFzCPHV+yTB8VYbjqr84g+rHRJP/WTGBKBbFjx4x4XJK0x4yQcWBZFpZV+gQmEAi852jrUM899xxVVVXU1dW953bPPPMMkUgEz/M4/PDDufbaa/nYx/bN0nVyUpgkSdJexDx5OomnzqNy2UVErvkEqqHjLNk04ra5u5cj0HAx8dHRC0HriPsd9hA//8ffZ2jgqQz536H8kpBWoOFT4WUYY3Wi+y6KEFQ7fYy3duS7j6HjoqEOe8/8yKuGQwCHQKExhEIAm04qyDD4YZ3DpIMKqn54DJW/PpHAx8fn378iSOLmTxIcFsy+l8CkBDUXzpLBrLTPuOGGG0gkEiU/N9xwwwd67bJly7jjjju47LLL0LR373p3zDHH8LOf/YzHHnuMO++8k0wmwyc+8QlefPHFnXUau5UihHiPebXSviSVSrFw4UKefvppotHonj4cSZJ2EuelrfQdeXvZ8vC9n6f7rD+VLBP4BLGGlbEaaDrLkLxYBYcAQwNYAewIRal0UyScbHGZg4mPhoKPgV2oLiCK7XSHdiCz0ckSQsclh4GJj4Igo5kEPIdAWWDt0XXQDILzG2n5z9WFYxdkCaCGdBZ0fwE1mB9F9vstlJAuW9NK+xXl38tz4XPf4e8aoW1ra+Pwww+nsbGRp59+GsMo7+T3btLpNLNmzWLmzJk88sgjH/h1ews5QitJkrSXM44Yh3HsxJJl5hmzCZ85C6UyWLJcQYEhZaw8VGwCxVqtAz8aAmXYaK4CJANhXqqfyrKaifTqkcIoaj6A1XFQEOi46IVg1kajjxhZAvQRpZ0anEkNaCpEsFHxeCfcyIZQA55SHog66IjaOOFZlQDkCJAlCCj4OQ8/NxgAq/GADGal/c8IZbsCgQDxeLzk5/2C2b6+Pj71qU8RDod58MEHP1QwCxCJRDjppJN47bXX/t4z2aNkQCtJkrQPiD/xFWJ/PIvQt48m9n+fJ3bv2QDErjxy2JYKxpcPRanPP6XxFRUKBbvUYQGsjl1W/MtTVGrTSZp6uqhw05hYGFgEyAGCLUY9tpIfMc0pBj0k6CdOBzX0kcBHw5w7ijG5q6l/6av4x82gwsphei69WpjhUoSoOmksNZ8ehxoqDVarTmiUk7ck6QPI5XKceuqp7Nixg8cee4zq6ur3f9EI9uWH9nJSmCRJ76mlpeV9txk9evRuOJKPNkXXCJw9h8DZc0qWx751BN6mXtJ3LgchCJ97AIlbT4RbP4X7Vhs+Ch1H341ilbfH1RBsjlcTcW0Q0BZIoHgwLtmLJvIhsDYkz1ZD0OTsIKmEsBSDkLAJ4mINTTrQFGovOgDF0DAObySz9RlCnkso6wIKWUyC2ChAVg1gfm0eY74xA0VTOeCR49n0r6+RXd9P1QljmPTTw3fpNZWk/YHrupx55pm89dZbPPvsszQ1Nf1d+0mn0/zlL3/h0EMP3clHuHvIgFaSJGkfphgalb8+iYqfHY8QoIYHHzMahzYCUPfcl+i74gnEc+tKcmsdNBxHZ0s0jpYDtRDzbg5X05jtBT9BAAsVHx+fSCEQjYvB/NoADhUkyRJAGxWl8f6TiR41WCYounA01vq+gaMlSZTEDw+j4rQJ6E0VqIHBUdmKhQ0c/MLJO/8iSdLe7B/rq8BFF13EQw89xI9//GMymQwvvfRScd3MmTOJx+Ocd9553Hnnnbhu/h/5c889x0033cRpp51GU1MTLS0t/OQnP6GtrY3777//HzugPUQGtJL0EfZBRl931n7kKO6upYSMd/1cNA8dTezWk+g48LbihDEf6FISZLQwRkaUdCsSikqXGSGUc8gRIj+FLB/QlggZkM3Xug2NDVPz6GcwZpXWxBxzwxFY6/pIPdMCqkLVF6dSe8UhKLrMeJOkneHxxx8H4Nvf/nbZuiVLlrBw4UI8z8PzBvPRGxoasCyLq6++mq6uLiKRCPPnz+dXv/oVhx122G479p1JBrSSJO1VZHC8a/jrOgkxOGtaBapFH/1aFd2OXtYkwdF0fEXBVVR8P5+Ha6MPtr/VFOL3nIE6rQ6/K4N5ZOOIE7b0mhBTn/4M1pYkakjDqCvPo5Uk6e+3efPm993mD3/4A3/4wx+Kv0+ePJnHHnts1x3UHiADWkmSdoudNRos/X2Ult6yZQYe4b4Unh6kN1gaaCqOoF0kQED1giomfqYa85OTcd9oxd+Rwvz0DPTp5R2K3k2gKfaPnoIk7Z+UfzDnQAJkQCtJ+6X9PXiUo7gfnjazvGOQh4qPSth18DyLtBnA98GwPQL24OPJ7ld6mfXsp1FUBf3Aj0YbTUmS9i0yoJUkab/0QYP6j0rgaxw3EfOsA7DvfRvIT+jqIUGhci3xbI4FzZ+n7Z4NbPzmyyWv1eIGiipHkSRpl5D/tHYKGdBKkvSR9lEZ7VUUhfj/nI3zzflYS5vZcNXreN7gxKzYxxsxqoI0fGky229+B2tLqrhu3NVzRtqlJEnSXkMGtJIkSbvRng6gjSPHYRw5jqYpDWz/zovYG/uJn9jEuNs+BoBeEeCQV06h9fY1WM1pqj89juoTx+6y45EkSdoZZEArSZL0PnZ3TvLOer/3CowrPj2Bik9PGHGdWRei6f8dtFOOQZKk9yFTDnYKGdBK0j5mf5/wJe08Mo9YkvYFMqLdGWRla0mSJEmSJGmfJkdoJUmSPuJ2R4qDJEnvQg7Q7hRyhFaSJEmSJEnap8kRWknai8j8WEmSJEn68GRAK0mSJO0UchKaJP0dZMrBTiEDWknaDeTIqyQN2tO1eCVJ2v/IgFaSJEna68igV5KkD0MGtJIkSdI+aWc++ZDBsbTHyJSDnUIGtJL0D5LpBJK075MjwpK0b5MBrSRJkiR9ADLolaS9lwxoJUmSJGknkZUepA9NkTkHO4MMaCXpPch0AkmSdgXZnU0qkvHsTiED2v2IEAKAdDq9h49k12ltbd3ThyBJkrTXWLdu3U7bV0NDw07b174sEomgyFHTfY4iBqIgaZ+3Y8cOTjrppD19GJIkSZK0z3r66aeJRqN7+jCkD0kGtPsR3/fp6OggHA7vVd8u0+k0J510En/5y1+IRCJ7+nA+0uS92LvI+7H3kPdi77Gn74Ucod03yZSD/YiqqtTX1+/pw3hXkUhEfuvdS8h7sXeR92PvIe/F3kPeC+nDUPf0AUiSJEmSJEnSP0IGtJIkSZIkSdI+TQa00i5nmiYXXHABpmnu6UP5yJP3Yu8i78feQ96LvYe8F9LfQ04KkyRJkiRJkvZpcoRWkiRJkiRJ2qfJgFaSJEmSJEnap8mAVpIkSZIkSdqnyTq00i6zZcsWbrrpJt544w1CoRCLFi3iG9/4BsFgcE8f2n5t27Zt3H333axYsYINGzbQ1NTEfffdV7bd888/z3/+53+yefNm6urq+MIXvsAZZ5yxB454//Xkk0/y6KOPsnr1avr6+mhsbOT000/ns5/9LKo6OJ4g78Wu9+KLL3LHHXewceNG0uk0dXV1HHPMMVx44YUltU7lvdj9MpkMp59+Ou3t7dx1113MnDmzuE7eD+mDkgGttEskk0n++Z//mVGjRvHjH/+Y7u5ufvrTn9LX18e11167pw9vv7ZhwwaWLl3KrFmz8H0f3/fLtlm+fDlXXHEFJ510EpdffjlvvvkmN954I4Zh8JnPfGb3H/R+6p577qGhoYFLLrmE6upqli1bxo033sj27dv55je/Cch7sbv09fUxZ84czjnnHGKxGBs2bODXv/41GzZs4Je//CUg78We8tvf/hbP88qWy/shfShCknaBO+64QyxYsED09PQUlz366KNi7ty5YuPGjXvuwD4CPM8r/v/vf//74owzzijb5uKLLxZf+tKXSpZdd911YtGiRSWvl/4x3d3dZct+8pOfiPnz5wvLsoQQ8l7sSf/3f/8n5s6dK9rb24UQ8l7sCZs2bRJHHXWUWLx4sZg7d6545513iuvk/ZA+DJlDK+0SL7zwAocddhgVFRXFZccddxymabJ06dI9d2AfAUMfZY/Etm1effVVjj/++JLlJ5xwAp2dnaxZs2ZXHt5HSmVlZdmyadOmYVkW/f398l7sYYlEAgDXdeW92ENuvPFGPve5z9HU1FSyXN4P6cOSAa20S2zatIkJEyaULDNNk8bGRjZt2rSHjkoCaG5uxnGcsvszceJEAHl/drE333yTRCJBZWWlvBd7gOd5WJbF6tWr+e1vf8vRRx9NQ0ODvBd7wJNPPsm6des4//zzy9bJ+yF9WDKHVtol+vv7icViZctjsRj9/f174IikAQPXf/j9Gfhd3p9dZ+XKlTz44INccMEFaJom78UecMopp9De3g7A/Pnzuf766wH572J3y+Vy/PSnP+Wiiy4qmZQ3QN4P6cOSAa20WwnZmG6voSjKnj6Ej5TOzk6+/e1vM2vWLL7yla+UrJP3Yvf52c9+RiaTYePGjfz2t7/lsssuK04KA3kvdpff/e53VFdXc8opp7zndvJ+SB+UDGilXSIej5NMJsuWp1KpskdI0u4Vj8eB8hGOgfs1sF7aeVKpFJdccgnBYJCbb74ZXc//6ZX3YvebMmUKAAceeCDTp0/ni1/8IkuWLCk+ypb3YtdrbW3lnnvu4cYbbySdTgOQzWaBfAmvTCYj/21IH5rMoZV2iQkTJpTlONm2TXNzswxo97DGxkYMwyi7Pxs3bgSQ92cnsyyLyy+/nO7ubn7xi1+UTJSU92LPmjp1Kpqm0dzcLO/FbrR9+3Ycx+HSSy/l2GOP5dhjj+Wyyy4D4Otf/zr/8i//Iu+H9KHJgFbaJebPn8+rr75Kb29vcdmSJUuwbZsFCxbsuQOTME2TQw89lCeffLJk+eOPP05NTQ3Tpk3bQ0e2/3Fdl6uuuoq1a9fyi1/8goaGhpL18l7sWW+//Tae5zFmzBh5L3ajadOm8atf/ark5/LLLwfg6quv5qqrrpL3Q/rQZMqBtEt87nOf47777uOKK67g/PPPLzZW+NSnPiW/We9iuVyO559/Hsg/2kun08UPhblz51JZWcn555/PBRdcwHXXXccJJ5zAW2+9xQMPPMC//uu/vm/ZL+mD+9GPfsRzzz3HJZdcQi6X4+233y6umzBhAtFoVN6L3eTKK69kxowZTJkyhUAgwNq1a7n77ruZMmUKCxcuBJD3YjeJxWLMmzdvxHUzZsxg+vTpgLwf0oejCDlLR9pFtmzZwo033sibb75JMBhk0aJFXHzxxbL17S7W0tLCqaeeOuK6X/3qV8UPkoGWkps2bSq2lDzzzDN356Hu90455RRaW1tHXCfvxe71hz/8gSeeeILt27fj+z4NDQ0cd9xxnHvuuSO2vpX3YvdatmwZX//619+19a28H9L7kQGtJEmSJEmStE+TY/aSJEmSJEnSPk0GtJIkSZIkSdI+TQa0kiRJkiRJ0j5NBrSSJEmSJEnSPk0GtJIkSZIkSdI+TQa0kiRJkiRJ0j5NBrSSJEmSJEnSPk0GtJIkSZIkSdI+Tba+lSRpn9PS0sJDDz3EwoULZU93wHEc/vCHP/Dwww/T3t5OdXU1xx9/PBdeeOEH7szX1dXF7bffztKlS+nq6qK6uppjjz2Wf/qnfyIWi+3iM5AkSfrHyIBWkqR9TktLC7/5zW8YPXq0DGiB7373uzz11FOceOKJHHLIIaxdu5b/+q//YtWqVfzyl79837733d3dfOUrX6Gjo4PPfvazTJo0iQ0bNrB48WJef/11fv/738uW1ZIk7dVkQCtJkrQPe/HFF3nqqac466yzuPLKK4vLR48ezS233MJjjz3GiSee+J77uOOOO2htbeW6667jhBNOKC6fM2cO3/ve97jnnns4//zzd9k5SJIk/aNkDq0kSfuU22+/na9//esAXHPNNcybN4958+bxgx/8AADbtvn973/PmWeeyfz581m4cCGXXXYZq1evLtnPsmXLmDdvHg899BD33Xcfn/3sZ5k/fz5nnXUWzz33HADr16/n4osv5phjjuG4447jRz/6EY7jlOznwgsv5JRTTqG5uZnLL7+cY445ho997GNcfvnlbNu27e86R9u2ufXWWznxxBOZP38+55xzDo8//ji333478+bNo6Wlpbjto48+CsC5555bso/TTz+dQCBQXP9eXnvtNQKBAIsWLSpZfvzxxxMIBHjooYf+rvOQJEnaXeQIrSRJ+5TjjjsO13W54447OO200zj44IMBaGxsxHVdLr74YpYvX86JJ57ImWeeSSqV4oEHHuC8887jN7/5DTNnzizZ33333Uc6nebUU0/FNE3uvfdevvWtb/GjH/2I//iP/2DRokUcc8wxvPzyy9x///1UVVVxwQUXlOwjm83y9a9/nVmzZvGNb3yDrVu3snjxYt555x3uueceamtrP9Q5fve732XJkiXMnz+fBQsW0NHRwfXXX8/YsWPLtn3nnXeora2loaGhZHkwGGTatGm888477/t+lmURCARQFKVkuaqqBAIBtm/fTm9vLxUVFR/qPCRJknYXGdBKkrRPmTJlCn19fdxxxx3MmTOn5HH6Pffcw2uvvcbPf/5z5s+fX1x++umnc9ZZZ3HLLbfw61//umR/XV1d3HfffUSjUQAOO+wwzj77bK688kpuvPFGFi5cWNzHueeey+LFi8sC2t7eXs455xyuuOKK4rJDDjmEK6+8kttvv53vfe97H/j8XnrpJZYsWcLxxx/P9ddfX1y+cOFCvvrVr5Zt39HRwYQJE0bcV11dHcuXLyeXy71nDuzEiRNZsmQJa9asKclJXrNmDf39/QC0tbXJgFaSpL2WTDmQJGm/8dhjjzFu3DhmzpxJb29v8cd1XQ4//HDeeustcrlcyWtOPvnkYjALMHnyZCKRCHV1dcVgdsBBBx1EV1cX6XS67L2//OUvl/x+7LHH0tTUxNNPP/2hzuGZZ54ZcX+zZ8/msMMOK9s+l8thmuaI+xpYPvychzv77LNRVZWrr76a559/nra2NpYuXcrVV1+NrusfaB+SJEl7khyhlSRpv7Fp0yYsy+ITn/jEu27T29vLqFGjir+PHj26bJt4PE59fX3Z8oHyVf39/UQikZLlNTU1ZdtPmDCBp59+mlQqVRI0v5fm5mYURWH8+PFl6yZOnMjLL79csiwYDGLb9oj7siyruM17mTt3Ltdeey0333wzl156KZBPNzj11FOZNGkSS5YsKTlfSZKkvY0MaCVJ2q9MnDix5NH/cJWVlSW/a5o24nbvVepKCFHy+/Dc03fbbleora2lvb19xHUdHR3E4/EPVHJr0aJFfPzjH2fDhg1kMhnGjRtHdXU1X/rSl9A0bcT8XUmSpL2FDGglSdrnvFsAOW7cODo7Ozn00EPft/bqztTf309nZ2fZKO3mzZupqKj4wKOzkJ/cJoRg8+bNZTV2N27cWLb9zJkzefTRR2ltbS2ZGJbL5VizZk1x0twHoet6yXt2dnayZs0a5s6dK+vQSpK0V5M5tJIk7XPC4TBAccLSgBNPPJGenh7uuuuuEV/X1dW1y47pzjvvLPl9yZIlbNmypSwP9/0cc8wxI+5vxYoVvPLKK2XbD9SNveeee0qWL168GMuy+NSnPlWyvLm5mc2bN7/vcfi+z0033YTv+3zta1/7MKcgSZK028kRWkmS9jkTJkwgHA6zePFiQqEQkUiEMWPGcM455/Dyyy9z66238vrrr3PooYcSiURoa2vj1VdfxTRNbr/99p1+PBUVFTz11FN0dHQwd+7cYtmu6upq/umf/ulD7euII47g2GOP5YknniCVSnHUUUfR3t7O/fffz9SpU1mzZk3J9gsWLGDhwoXce++9pFIpDj74YNatW8fixYuZO3duWUD7z//8z7S2trJs2bLiskwmw5e//GUWLlzImDFjSKVSPP7446xatYp/+Zd/Yd68eX//xZEkSdoNZEArSdI+JxgMct1113Hbbbdx44034jgOJ598Mj/4wQ+45ZZbWLx4MY888kgxeK2trWXWrFmcfPLJu+R4QqEQt912GzfffDO33norQgiOPPJILrvssg9dgxbgP/7jP7j99tt55JFHWLZsGePGjePqq69my5YtZQEtwPXXX88dd9zBI488whNPPEFVVRWf//znufDCCz9Q6oVhGEyePJnHH3+czs5OgsEgM2fO5Be/+AVHHnnkhz5+SZKk3U0Ru2PWgiRJ0n7qwgsvpLW1dbd007r99tv5zW9+w4MPPjhidQZJkqSPKplDK0mSJEmSJO3TZMqBJEnSbtDZ2fm+20SjUVlNQJIk6e8gA1pJkqTdYKAawXv5/ve/zymnnLIbjkaSJGn/InNoJUmSdoPhHb5GMmnSpBE7jkmSJEnvTQa0kiRJkiRJ0j5NTgqTJEmSJEmS9mkyoJUkSZIkSZL2aTKglSRJkiRJkvZpMqCVJEmSJEmS9mkyoJUkSZIkSZL2aTKglSRJkiRJkvZpMqCVJEmSJEmS9mkyoJUkSZIkSZL2af8f7CCDVVE0zK8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsn.xgb.scatter(shap_values=shap_values, feature='hour')\n", "tsn.xgb.scatter(shap_values=shap_values, feature='month')\n", "tsn.xgb.scatter(shap_values=shap_values, feature='temp_q0.9')\n", "tsn.xgb.scatter(shap_values=shap_values, feature='weekday')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }