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pointmass_extentions.ipynb
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "provenance": [], | |
| "authorship_tag": "ABX9TyPVKTtMgHRs5u+zNsYzrb88", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| }, | |
| "language_info": { | |
| "name": "python" | |
| } | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/aleksejalex/b762fc0ef1b54b3030bd6bedb17a8504/pointmass_extentions.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Optimalizace 2D fce na danych intervalech a s podminkou\n", | |
| "\n", | |
| "[https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html)" | |
| ], | |
| "metadata": { | |
| "id": "gexH6Lfz1h1o" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np\n", | |
| "from scipy.optimize import minimize\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from mpl_toolkits.mplot3d import Axes3D\n", | |
| "\n", | |
| "# Example model function\n", | |
| "def model(s, x1, x2):\n", | |
| " #return -(x1 - 0.5)**2 - (x2 - 0.3)**2 + s # replace with your function\n", | |
| " return -np.sin(x1 - 0.5)**2 - np.sin(x2 - 0.3)**2 + s # replace with your function\n", | |
| "\n", | |
| "def model(s, x1, x2):\n", | |
| " \"\"\"\n", | |
| " Highly non-smooth, multimodal objective function.\n", | |
| " Designed to confuse minimizers :)\n", | |
| " \"\"\"\n", | |
| " term1 = -np.sin(5 * (x1 - 0.5))**2 * np.heaviside(0.5 - x2, 0.5)\n", | |
| " term2 = -np.cos(3 * (x2 - 0.3))**2 * np.heaviside(x1 - 0.2, 0.5)\n", | |
| " term3 = -np.abs(x1 - 0.7) * np.abs(np.sin(4 * x2))\n", | |
| " term4 = -np.heaviside(np.sin(10 * x1) - 0.2, 0.5) * np.abs(np.cos(7 * x2))\n", | |
| " term5 = -0.3 * (np.abs(x1 - 0.5) + np.abs(x2 - 0.3)) # ridges\n", | |
| " term6 = -0.1 * np.sign(np.sin(8 * x1) * np.cos(6 * x2)) # discontinuous jumps\n", | |
| "\n", | |
| " return s + term1 + term2 + term3 + term4 + term5 + term6\n", | |
| "\n", | |
| "s = 2 # example fixed parameter\n", | |
| "\n", | |
| "# Objective function to maximize (negate for minimization)\n", | |
| "def objective(vars):\n", | |
| " x1, x2 = vars\n", | |
| " return -model(s, x1, x2) # negate because we want maximum\n", | |
| "\n", | |
| "# Bounds for x1 and x2\n", | |
| "bounds = [(0, 1), (0, 1)] # example: x1 in [0,1], x2 in [0,1]\n", | |
| "\n", | |
| "# Constraints (x1 + x2 <= 1)\n", | |
| "constraints = {'type': 'ineq', 'fun': lambda vars: 1 - (vars[0] + vars[1])}\n", | |
| "\n", | |
| "# Initial guess\n", | |
| "x0 = [0.5, 0.5]\n", | |
| "\n", | |
| "# Run optimization\n", | |
| "result = minimize(objective, x0, bounds=bounds, constraints=constraints, method='SLSQP') # method='SLSQP', method='Nelder-Mead'\n", | |
| "\n", | |
| "if result.success:\n", | |
| " x1_opt, x2_opt = result.x\n", | |
| " max_value = model(s, x1_opt, x2_opt)\n", | |
| " print(\"Maximum at x1 =\", x1_opt, \", x2 =\", x2_opt)\n", | |
| " print(\"Maximum value =\", max_value)\n", | |
| "else:\n", | |
| " print(\"Optimization failed:\", result.message)\n", | |
| "\n", | |
| "# --- Visualization ---\n", | |
| "x1_vals = np.linspace(0, 1, 100)\n", | |
| "x2_vals = np.linspace(0, 1, 100)\n", | |
| "X1, X2 = np.meshgrid(x1_vals, x2_vals)\n", | |
| "Z = model(s, X1, X2)\n", | |
| "\n", | |
| "fig = plt.figure(figsize=(10, 7))\n", | |
| "ax = fig.add_subplot(111, projection='3d')\n", | |
| "\n", | |
| "# Surface plot\n", | |
| "ax.plot_surface(X1, X2, Z, cmap='viridis', alpha=0.7)\n", | |
| "\n", | |
| "# Plot feasible region (x1+x2 <= 1) as a transparent plane\n", | |
| "constraint_line = 1 - X1\n", | |
| "constraint_mask = X2 <= constraint_line\n", | |
| "ax.plot_surface(X1, X2, np.full_like(Z, Z.min()),\n", | |
| " facecolors=np.where(constraint_mask[..., None], (0,0,0,0), (1,0,0,0.3)),\n", | |
| " shade=False)\n", | |
| "\n", | |
| "# Plot the maximum point\n", | |
| "ax.scatter(x1_opt, x2_opt, max_value, color='red', s=80, label='Maximum found')\n", | |
| "\n", | |
| "ax.set_xlabel('x1')\n", | |
| "ax.set_ylabel('x2')\n", | |
| "ax.set_zlabel('model(s, x1, x2)')\n", | |
| "ax.set_title('Function Surface with Constraint and Maximum')\n", | |
| "ax.legend()\n", | |
| "\n", | |
| "plt.show()\n" | |
| ], | |
| "metadata": { | |
| "id": "crEtIXo_1hkV", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 633 | |
| }, | |
| "outputId": "26a63a02-2884-457c-815f-8003a7a7ba72" | |
| }, | |
| "execution_count": 20, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Maximum at x1 = 0.0 , x2 = 0.9999999999999987\n", | |
| "Maximum value = 1.110238253284453\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x700 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "7NaADXbdH_Bu" | |
| }, | |
| "execution_count": 15, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Interpolate vs extrapolate v `pointmass()`\n", | |
| "\n", | |
| "[https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.interp1d.html](https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.interp1d.html)" | |
| ], | |
| "metadata": { | |
| "id": "d5b4ySvN1wQ8" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from scipy.interpolate import interp1d\n", | |
| "\n", | |
| "# Step-like function resembling a CDF\n", | |
| "x_grid = np.linspace(0, 1, 4) # grid points\n", | |
| "fin_values = np.array([0, 0.5, 0.9, 1.0]) # cumulative-like values\n", | |
| "\n", | |
| "# Inverse interpolation functions\n", | |
| "inverse_clamp = interp1d(\n", | |
| " fin_values, x_grid, kind='linear',\n", | |
| " fill_value=(x_grid[0], x_grid[-1]), # clamp at ends\n", | |
| " bounds_error=False # IMPORTANT: otherwise it yells that\n", | |
| " # value (-0.2) in x_new is below the interpolation range's minimum value (0.0)\n", | |
| ")\n", | |
| "\n", | |
| "inverse_extrap = interp1d(\n", | |
| " fin_values, x_grid, kind='linear',\n", | |
| " fill_value=\"extrapolate\" # true extrapolation\n", | |
| ")\n", | |
| "\n", | |
| "# Query points (beyond the range [0,1] to show difference)\n", | |
| "query_y = np.linspace(-0.2, 1.2, 200)\n", | |
| "\n", | |
| "# Interpolated values\n", | |
| "x_clamp = inverse_clamp(query_y)\n", | |
| "x_extrap = inverse_extrap(query_y)\n", | |
| "\n", | |
| "# Plot\n", | |
| "plt.figure(figsize=(6, 4))\n", | |
| "plt.plot(x_grid, fin_values, \"o\", label=\"Given points (CDF-like)\")\n", | |
| "plt.plot(x_clamp, query_y, \"--\", label=\"clamped (bounds_error=False)\")\n", | |
| "plt.plot(x_extrap, query_y, \"-\", label=\"extrapolated\")\n", | |
| "plt.axvline(0, color=\"gray\", linestyle=\":\")\n", | |
| "plt.axvline(1, color=\"gray\", linestyle=\":\")\n", | |
| "plt.axhline(0, color=\"gray\", linestyle=\":\")\n", | |
| "plt.axhline(1, color=\"gray\", linestyle=\":\")\n", | |
| "plt.xlabel(\"CDF value\")\n", | |
| "plt.ylabel(\"x\")\n", | |
| "plt.legend()\n", | |
| "plt.title(\"What `interp1d()` does: clamping vs extrapolation\")\n", | |
| "plt.show()\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 411 | |
| }, | |
| "id": "Za5WD6_fk2DR", | |
| "outputId": "3364726c-4e31-475c-8c7e-a9bdc2824504" | |
| }, | |
| "execution_count": 16, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 600x400 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "bAVd3p5Xk2AL" | |
| }, | |
| "execution_count": 16, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Interpolation via numpy modern funciton" | |
| ], | |
| "metadata": { | |
| "id": "FEhCk_fy4abu" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "# Grid (x) and CDF-like values (y)\n", | |
| "x_grid = np.linspace(0, 1, 4) # x-coordinates\n", | |
| "fin_values = np.array([0, 0.5, 0.9, 1.0]) # y-coordinates\n", | |
| "\n", | |
| "# Query x-points (including outside the range)\n", | |
| "query_x = np.linspace(-0.2, 1.2, 200)\n", | |
| "\n", | |
| "# Interpolation with constant ends\n", | |
| "y_interp = np.interp(query_x, x_grid, fin_values,\n", | |
| " left=fin_values[0], right=fin_values[-1])\n", | |
| "\n", | |
| "# Plot\n", | |
| "plt.figure(figsize=(6, 4))\n", | |
| "plt.plot(x_grid, fin_values, \"o\", label=\"Given points (CDF-like)\")\n", | |
| "plt.plot(query_x, y_interp, \"-\", label=\"interpolated (constant ends)\")\n", | |
| "plt.axvline(0, color=\"gray\", linestyle=\":\")\n", | |
| "plt.axvline(1, color=\"gray\", linestyle=\":\")\n", | |
| "plt.axhline(0, color=\"gray\", linestyle=\":\")\n", | |
| "plt.axhline(1, color=\"gray\", linestyle=\":\")\n", | |
| "plt.xlabel(\"x\")\n", | |
| "plt.ylabel(\"CDF value\")\n", | |
| "plt.legend()\n", | |
| "plt.title(\"numpy.interp with constant horizontal ends\")\n", | |
| "plt.show()\n" | |
| ], | |
| "metadata": { | |
| "id": "_yEuSHSSzZIZ", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 410 | |
| }, | |
| "outputId": "44eb859e-5deb-4c1d-97c7-ed93f1c77e51" | |
| }, | |
| "execution_count": 17, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 600x400 with 1 Axes>" | |
| ], | |
| "image/png": 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dokWLMmfOnOda7/PWpVWrVuzcuZP+/ftTvnx5smbNisVioUGDBvH2x7PElf/www+pX79+gmUKFy5s8zgl93GNGjU4e/Ysv/zyC+vXr2fOnDlMnDiRmTNn2hwBzmwkwchk4jLvJ3vyJ+X0QXI9edhQKcWZM2coW7aszfwOHTrQtGlT9u7dy8KFC6lQoQKlSpVKlZgSS7QKFSrE3bt3tSMWzyOp9X5S3OmBbdu2kS9fPu1QffXq1YmOjmbhwoVcu3aNGjVqPHU59h75SapChQphsVg4duxYouNr5M+fH7COVVKwYEFtfkxMDGFhYcnevlmyZKF169a0bt2amJgYWrRowahRoxg4cCDu7u6J1vnXX38lOjqalStX2vxy3bx5c7LigNTbvvnz52fDhg1ERUXZHMU4ceKE9nxyWCwW2rZty+3bt9mwYQOenp7x1gvWfVanTh2b506ePJms9Sa2jW7dusXGjRsZMWIEQ4cO1eYn9xRD3HvM1dU1RT678Gh7nD592uY9HBERkeBRGl9fXzp37kznzp25e/cuNWrUYPjw4Zk6wZBTJJmMl5cXOXPmjNeXYPr06am2zu+++46oqCjt8dKlS7l69SqvvvqqTblXX32VnDlzMnbsWP744w+boxcnTpzg4sWLKRZTlixZEhztsVWrVuzatYt169bFe+727duYTKYkryOp9U5I9erV2b17N5s3b9YSjJw5c1KiRAnGjh2rlXmaLFmyaHGnpGbNmqHX6/n000/j/dKM+/UXGhqK0Wjkq6++svlF+M033xAZGUmjRo3sXu+Tly8ajUZKliyJUorY2Fgg8TrH/Vp9PJbIyEjmzZtndxxxUmv7NmzYELPZzNSpU23mT5w4EZ1Ol6T3T0JGjBjBunXr+OGHHxI8rVKpUiX8/f2ZOXMm0dHR2vzffvuN48ePJ2ufxSUxSdkfAJMmTbJ7HQD+/v7UqlWLWbNmcfXq1XjPJ3QJ/LOEhobi6urKlClTbOJMKMYn35tZs2alcOHCNtsxM5IjGJlQ165d+fzzz+natSuVKlVi69atnDp1KtXW5+vry8svv0znzp25du0akyZNonDhwnTr1s2mnKurK2+++SZTp07FYDDQpk0b7bkSJUpQs2bNFBtyuGLFisyYMYPPPvuMwoUL4+/vT506dejfvz8rV66kcePGdOrUiYoVK3Lv3j2OHDnC0qVLOX/+fLy+J89b74RUr16dUaNGcenSJZtEokaNGsyaNYvg4GDy5s371GUUKlQIHx8fZs6cSbZs2ciSJQtVqlSx+5z9kwoXLszgwYMZOXIk1atXp0WLFri5ubF3715y587NmDFj8PPzY+DAgYwYMYIGDRrw2muvcfLkSaZPn86LL76YrFNf9erVIzAwkGrVqhEQEMDx48eZOnUqjRo10n7pV6xYEYDBgwfz5ptv4urqSpMmTahXrx5Go5EmTZrwzjvvcPfuXWbPno2/v3+CX0hJUb58eQwGA2PHjiUyMhI3NzdtnI3n0aRJE2rXrs3gwYM5f/485cqVY/369fzyyy/06dOHQoUK2b3MI0eOMHLkSGrUqMH169dZsGCBzfPt2rXD1dWVsWPH0rlzZ2rWrEmbNm24du0akydPJjg4mL59+9q9Xg8PD0qWLMmSJUsoWrQovr6+lC5dmtKlS1OjRg2++OILYmNjyZMnD+vXrycsLMzudcSZNm0aL7/8MmXKlKFbt24ULFiQa9eusWvXLi5fvszhw4ftWl7cuB5jxoyhcePGNGzYkIMHD/Lbb7/FawNKlixJrVq1qFixIr6+vuzbt4+lS5fSs2fPZNcnQ3D0ZSsidcRdUhoREWEzP6FLvO7fv6+6dOmivL29VbZs2VSrVq3U9evXE71M9cllduzYUWXJkiVeDDVr1rS5jDDucs0ffvhBDRw4UPn7+ysPDw/VqFEjdeHChQTrsWfPHgWoevXq2cwH4l1Wmthlqnv37rUpFxfH45cThoeHq0aNGqls2bLFW3ZUVJQaOHCgKly4sDIajSpnzpyqatWqaty4cdr4DXGXqX755Zfx6pCcej/pzp07ymAwqGzZsimTyaTNX7BggQJU+/bt473myctUlVLql19+USVLllQuLi42l6w+ua/idOzYUeXPnz9JMc6dO1dVqFBBubm5qezZs6uaNWuq33//3abM1KlTVfHixZWrq6sKCAhQ7733ns14CvbEMmvWLFWjRg2VI0cO5ebmpgoVKqT69++vjQ0SZ+TIkSpPnjxKr9fbvPdXrlypypYtq9zd3VVwcLAaO3asmjt3brzPR/78+RO85DCh7Tt79mxVsGBBZTAYnnnJamKfm7jP2eOioqJU3759Ve7cuZWrq6sqUqSI+vLLL20ul1TK+rno0aNHgut7/PMc955M7O9xS5Ys0farr6+vatu2rbp8+XKy67Jz505VsWJFZTQabWK6fPmyat68ufLx8VHe3t7qjTfeUFeuXInXDiX1MlWlrOOTdOjQQQUGBipXV1eVJ08e1bhxY7V06dJ4y0tKO2E2m9WIESNUrly5lIeHh6pVq5Y6evRovLbns88+U5UrV1Y+Pj7Kw8NDFS9eXI0aNcpmvJfMSKeUE3p0iUxhy5Yt1K5dm59++omWLVsm6TWHDx+mfPnyfPfdd7Rv3z6VI0wdyam3EEJkNNIHQ6Qps2fPJmvWrLRo0cLZoQghhHgO0gdDpAm//vorx44d4+uvv6Znz55aBzohhBDpkyQYIk3o1asX165do2HDhs8c00AIIUTaJ30whBBCCJHipA+GEEIIIVKcJBhCCCGESHGZrg+GxWLhypUrZMuWLdWG+hVCCCEyIqUUUVFR5M6dO97dlJ+U6RKMK1euEBQU5OwwhBBCiHTr0qVLzxxNONMlGHFDCl+6dAkvLy8nRyOEEEKkH3fu3CEoKMjmRnyJyXQJRtxpES8vL0kwkik2NpbFixcDaPd7EEKItEzarZSVlC4GmS7BEM9PKcW5c+e0aSGESOuk3XI8STCE3VxcXGjevLk2LYQQaZ20W44nW1nYTa/XU7ZsWWeHIYQQSSbtluPJOBhCCCGESHFyBEPYzWKxcPXqVQBy5cr1zGuhhRDC2aTdcjzZwsJuJpOJOXPmMGfOHEwmk7PDEUKIZ5J2y/EkwRB20+l0eHt74+3tLaOhCiHSBYsC9yzZcPXIyp6wm5gtciVJanNqgrF161aaNGlC7ty50el0rFix4pmv2bJlCy+88AJubm4ULlyY+fPnp3qcwparqyt9+vShT58+ci25ECLNW3v0KrUnbGPGjWJ8fbM47ebt5+Wxm1h79KqzQ8vQnJpg3Lt3j3LlyjFt2rQklQ8LC6NRo0bUrl2bQ4cO0adPH7p27cq6detSOVIhhBDp0dqjV3lvwQGuRj60mR8e+ZD3FhyQJCMVObWT56uvvsqrr76a5PIzZ86kQIECjB8/HoASJUqwfft2Jk6cSP369e1ad0xMDEop7RC/2WzGbDaj1+ttrpGOiYkBrL/aU7JsbGwsSilcXFy0zkYWiwWTyYROp7M5MpAWyppMJiwWCwaDAYPBYHdZpRSxsbEAGI3GVCmb0Ha3p6wz931Gfp84Yt8/7/vEUfte2oiU359PK2u2KEas/BsDZgyYya27QbDuGkasr9UDW5Yf5BVdGQw6nXW5Zot1Hxn0j/aRxYLZotDrdLgYHv0ujzGZn7OswmyxxCsba7KgULgY9OiTUdZiUZgsFut2N+ihQA3w8EmRfR/3Hk6KdHUVya5duwgNDbWZV79+ffr06ZPoa6Kjo4mOjtYe37lzB4Dx48fzySefkCVLFgB27NjB5s2bqVChAq+99ppWfty4ccTGxtK7d298fHwA2Lt3L+vWraNMmTK0aNFCKzt58mTu37/Pe++9h7+/PwCHDh1i1apVFCtWjDfffFMrO23aNCIjI+natSt58uQB4OjRoyxfvpyCBQvSvn17rezs2bOJiIigY8eOBAcHA3Dq1CmWLFlCUFAQb7/9tlZ2/vz5XLlyhTZt2lC0aFHAeuRnwYIFBAQE8O6772plFy5cyIULF2jZsiWlSpUC4PLly8ybNw9fX1969eqllf3xxx85ffo0TZs2pXTp0ixdupSHDx9y4cIFsmXLRr9+/bSyy5cv59ixY7z66qtUrlwZgJs3bzJ16lTc3NwYMGCAVnbVqlUcPnyY0NBQqlWrBkBUVBQTJ05Er9czZMgQrey6devYt28fNWvWpFatWtr+HTt2LACffPKJ1gBt3LiRXbt2ERISQr169QDrh2PMmDEAfPzxx7i7uwOwbds2/vjjDypVqkSjRo209Y0dOxaLxULfvn21YeX//PNPNmzYQLly5WjWrJlWdsKECURHR9OzZ09y5MgBwP79+/ntt98oWbIkb7zxhlZ2ypQpREVF8c477xAYGAjAkSNH+OWXXyhSpAhvvfWWVnbmzJncvHmTzp07ky9fPgCOHz/O0qVLyZ8/P506ddLKfvPNN1y7do127dpRqFAhAM6cOcMPP/xA7ty56datm1b2+++/59KlS7Ru3ZrixYsDcPHiRb799lv8/Px4//33tbKLFy/m3LlzNG/eXBtH4OrVq8yZMwdvb2+bz9/SpUs5efIkjRs3pmLFigBEREQwY8YMPD096d+/v1Z25cqVHDlyhPr16/PSSy8BEBkZyeTJk3F1dWXQoEFa2TVr1nDw4EFq165NjRo1ALh//z7jxo0DYNiwYVrZDRs2sHv3bl5++WXq1q0LWBvLuH0/cOBA7Utpy5YtbN++nSpVqtCgQQNtGXFlP/zwQ2kjktFGlC9fHoDr168za9Ys57QRNWtydP8Omtz7mVgP6+esqDqDDmjJajZRjV26SoSYd2P46UsALOgZo+sDwMdqGu5Yvzu2EcIfuhAqqUM0YpO2vrH0xqIz0Fd9jRd3AfiTSmzQ1aCc+ptmPDq6PoH3ida501PNJQe3AdhPOX7T1aWkOsUbrNLKTqE7UbqsvKO+J5AIAI5Qkl90DSiizvEWK7SyM+nMTV12OqvF5OMKAMcpwlJdE/KrS3TiJ3h3O3j4pEgbMWvWLJIqXSUY4eHhBAQE2MwLCAjgzp07PHjwAA8Pj3ivGTNmDCNGjHBUiJmCxWLh5MmTzg5DCCFsmf77MXl8Nex7h3J3wynm6sZYegBwSlcYgL3mooTrsoMOwlV2/s3xAjmyGEHp4J//lpWnEuitRx2IzAtRQNYAyP7So/Vd/q+Te+4XwPDfL/uo3BAJZPED38fK/uMCCggsD67/na65Gwi3AU9fyPFY2SuuYAECyoDxvnXePT+4BXhkh5yPlQ13BxPgXwrcrD9CuJ8DbgJuXuD/Erh62r0pU4JOpZFB2XU6HcuXL7f5VfikokWL0rlzZwYOHKjNW7NmDY0aNeL+/fsJJhgJHcEICgoiIiKCHDlyyOHPZBz+BOuvLqUUpUqVwsXFJU0cJpdTJM4vK6dIpI1w6CkSswnj9cNwdiOc2Yjpyl9YAAMWDFgwGzzYElOMbZay7LSUBL0boOe0OQc6QI/Cgo6F3aoSUihHmnmfpOU24ubNm/j5+REZGfnMG4amqyMYgYGBXLt2zWbetWvX8PLySjC5AHBzc8PNzS3efKPRaHOJ5eNv3ifLPSklyiZ09YVer09wGWmh7JNj98cd/k5IQuP863S6JC03pcomtN3tKQuO3fcZ9X0Cjt/3z/s+gdTb95mpjbC3bJL35+2L6M5sxHhmA4Rtheg7j8qC9Zd84brWv7wv8cn4HYRHPkQBmB8tRv33F+jtTuUCvk+NIS3s+7T8PklMukowQkJCWLNmjc2833//nZCQECdFJIQQIlXF3Ifz27WjFPx72vZ5j+xQqA4Uqmv975VLe8oADGtSkvcWHECHNaGIE/fzcliTkhj0Mp5PanBqgnH37l3OnDmjPQ4LC+PQoUP4+vqSL18+Bg4cyD///MN3330HwLvvvsvUqVP56KOPePvtt9m0aRM//vgjq1evdlYVMiWlFBER1o5Hfn5+MtiWECLlKAXXj1mTibMb4cIuMD86zY3OAHlftB6hKFQXcpcHffxf9nEalM7FjHYvMGLl3zyIug3AbeVOoLcHw5qUpEHpXIm+VjwfpyYY+/bto3bt2trjuF7GHTt2ZP78+Vy9epWLFy9qzxcoUIDVq1fTt29fJk+eTN68eZkzZ47dl6iK5xMbG8uMGTMA2x75QgiRLPdvwrnNcGaTNamIemJsCu8g69GJwnWhQE3w8LFr8Q1K56JmYV++GPs5AHXefIeqRQLkyEUqc2qCUatWLZ7WxzShUTpr1arFwYMHUzEqkRSens7plSyEyADMJvhn/6PTHv/sx+YEhosHBFeDwqHWoxQ5i8BzHik16HVau1WlgK8kFw6QZq4icZQ7d+7g7e2dpB6wQgghUkjk5UenPc5tgYeRts/7lXjUOTNfVXB1d0qY4uns+Q5NV508hRBCpBOxD+DCDmtScWYj3Hhi7Bx3HyhU+1HnTO88TglTpB5JMIQQQjw/pSDiJJzZ8F/nzJ1geuz+Hzq9dfCquM6ZeV54audMkf5JgiHsZjKZWLlyJQCvvfZagte0CyEygQe3rKc7zmyEs5vgzj+2z3vl+a9zZigUrGm9pNRJpN1yPNnCwm4Wi4UjR44A0LhxYydHI4RwGIsZ/jnwWOfMfaAsj553cYf8VR91zvQr9tydM1OKtFuOJwmGsJvBYNAuDU5oZDkhRAZy58qjzplnN8PD27bP5yxmTSgK14H81cA14VGVnU3aLceTq0iEEEI8EvsQLu581Dkz4rjt8+7eULCW9QhF4brgndcpYQrnkKtIhBBCJI1ScOP0o86Z53eA6cFjBXSQp+J/l5CG/nfnUPnqEM8m7xJhN6UUkZHWa9i9vb1lqHAh0psHtyHsj0edMyMv2T6fLdejIxQFa1lvJ57OSbvleJJgCLvFxsYyefJkQIYKFyJdsJjhyqFHnTMv7wX12K1FDW6QP+RR50z/Emmmc2ZKkXbL8STBEMmS0K18hRBpyJ2r1qMTcZ0zH9y0fT5n0UdHKfJXA2PGH/5f2i3Hkk6eQgiREZii4eKuR50zr/9t+7ybl3Usirikwiefc+IU6Zp08hRCiIxOKfj37H+nPTbA+e0Qe/+xAjrIXeFR58w8laRzpnAoebcJIUR68fAOhG19dMXH7Yu2z2cNeKxzZm3IksM5cQqBJBgiGUwmE2vWrAGgYcOGMuSuEKnFYoGrh/47SrEJLu8Bi+nR8wYj5At5dH+PgFIZrnNmSpF2y/FkCwu7WSwWDh48CECDBg2cHI0QGUzUNdvOmfdv2D6fo/CjoxTBL4Mxi3PiTGek3XI8STCE3QwGA7Vr19amhRC2zBbFnrCbXI96iH82dyoX8MWgT+TIgikGLv35aDju8CO2zxuz/dc5s441qcgenOrxZ0TSbjmeXEUihBApaO3Rq4z49RhXIx/dqjyXtzvDmpSkQelc1hn/nrUepTizAcK2Qew924XkKv+oc2beF8Egl1eKtEGuIhFCCCdYe/Qq7y04wJO/2qIib7Fs0deULH6VfLd2wa3ztgWy+D/qR1GoNmTJ6aiQhUg1kmAIuymluH/fejmcp6enDLkrBNbTIiN+PaYlF3osvKLfTzvD77ykP46rzgzn4p50hXwvPdY5szTo9c4KPVOQdsvxJMEQdouNjWXcuHGADLkrRJw9YTe10yJFdJeZ7TqeYP017fkwSwBbLWWpEtqK4iENwS2rs0LNlKTdcjxJMIQQIgVcj7ImF7n4l++Mn5NLd5ObKiuLzHX5yVyTCyoQgMk+5SkuyYXIBCTBEHYzGo0MGzbM2WEIkab4Z3PHm7tacnHakoeWMcOIJGu8csLxpN1yPEkwhBAiBVTO68F3HhMoov7hqvKlQ8wAm+RCBwR6Wy9ZFSIzkF5FQgjxvMwmDMu6Uk6dIFJ50jFmAFd5NEx3XHfCYU1KJj4ehhAZjBzBEHYzmUxs2LABgNDQUBlyV2RuSsGa/8HJ1WBw48TLXxP1pyc8Ng5G4JPjYAiHk3bL8WQLC7tZLBZ2794NQJ06dZwcjRBO9scXsH8+6PTQ8huqlGjC9pp2jOQpHELaLceTBEPYzWAw8PLLL2vTQmRa++fDltHW6YbjoEQTAAx6HSGF5E6maYm0W44nQ4ULIURynFgDS9qCskCNj6DOYGdHJESqs+c7VDp5CiGEvS7uhqWdrclFhfZQe5CzIxIizZFTJMJuSiliY2MBcHV1lSF3ReZy/QQsagWmh1C0ATSeBPIZSPOk3XI8OYIh7BYbG8uYMWMYM2aM9oEVIlOI/AcWvA4Pb1vvctpyHhjkd1p6IO2W40mCIYQQSfHgFixsCXcuQ44i8NaPYPR0dlRCpFnSyVPYTQ41ikwn9iF83xwu7oSsgdD1d/DJ5+yohB2k3UoZ9nyHyrE9YTedTid3IhSZh8UMy7pakws3L2j3syQX6ZC0W44np0iEECIxSsFvH8HxX8FghDcXQWBpZ0clRLogRzCE3cxmM1u2bAGgVq1aMmiNyLi2jYO9cwAdtPgaClR3dkQimaTdcjw5giHsZjab2b59O9u3b8dsNjs7HCFSx4HvYdNn1ulXx0Kp5s6NRzwXabccT45gCLvp9XqqVKmiTQuR4ZxcC7/2tk6/3A+qvOPceMRzk3bL8eQqEiGEeNylvfBtEzA9gHJvQbPpMpCWEP+RocKFECI5Ik7BojesyUXhV+C1ryS5ECKZJMEQQgiAO1eto3Q+uAW5X4BW34LB1dlRCZFuSR8MYbeYmBjGjBkDwMCBA+XacpH+PYy0jtIZeRF8C0Hbn8CYxdlRiRQk7ZbjyREMIUTmZoqGxW3h2lHIGgDtl0GWnM6OSoh0Tzp5Crsppbh//z4Anp6eMuSuSL8sFutt14+tAGM26LwacpVzdlQiFUi7lTLSVSfPadOmERwcjLu7O1WqVGHPnj1PLT9p0iSKFSuGh4cHQUFB9O3bl4cPHzooWgHWIXezZMlClixZ5EMq0i+lYO0Aa3Khd4U3F0pykYFJu+V4Tk0wlixZQr9+/Rg2bBgHDhygXLly1K9fn+vXrydYftGiRQwYMIBhw4Zx/PhxvvnmG5YsWcKgQYMcHLkQIt3bMQn2zLJOt5gFBWs6NRwhMhqnJhgTJkygW7dudO7cmZIlSzJz5kw8PT2ZO3duguV37txJtWrVeOuttwgODqZevXq0adPmmUc9RMoym81s3bqVrVu3yoh4In06tAg2DLdON/gcSr/u1HBE6pN2y/GclmDExMSwf/9+QkNDHwWj1xMaGsquXbsSfE3VqlXZv3+/llCcO3eONWvW0LBhw0TXEx0dzZ07d2z+xPMxm81s3ryZzZs3ywdVpD+nf4dfelqnq/WGl95zbjzCIaTdcjynXaZ648YNzGYzAQEBNvMDAgI4ceJEgq956623uHHjBi+//DJKKUwmE+++++5TT5GMGTOGESNGpGjsmZ1er6dChQratBDpxuX98GMHUGYo+ybUHe7siISDSLvleOlqK2/ZsoXRo0czffp0Dhw4wLJly1i9ejUjR45M9DUDBw4kMjJS+7t06ZIDI86YXFxceO2113jttddwcZGhVEQ6ceOMdZTO2PtQqC40nQryRZNpSLvleE7byjlz5sRgMHDt2jWb+deuXSMwMDDB1wwZMoT27dvTtWtXAMqUKcO9e/fo3r07gwcPTjArdXNzw83NLeUrIIRIP6KuwYLmcP9fyF0BWn0no3QKkcqclr4bjUYqVqzIxo0btXkWi4WNGzcSEhKS4Gvu378fL4kwGAyA9RpnIYSI5+EdWPg63L4I2QvAWz+BW1ZnRyVEhufU40T9+vWjY8eOVKpUicqVKzNp0iTu3btH586dAejQoQN58uTRhndt0qQJEyZMoEKFClSpUoUzZ84wZMgQmjRpoiUaIvXFxMQwbtw4AD788EMZclekXaZoWNIOwo9AFj/rKJ1Z/ZwdlXACabccz6kJRuvWrYmIiGDo0KGEh4dTvnx51q5dq3X8vHjxos0Ri08++QSdTscnn3zCP//8g5+fH02aNGHUqFHOqkKmFRsb6+wQhHg6iwVWvAdhf4Axq/X+Ir4FnR2VcCJptxxLhgoXdlNKERkZCYC3t7eMiifSHqVg3SD4czroXazJRaE6zo5KOJG0WynDnu9Q6Uor7KbT6fDx8XF2GEIkbucUa3IB0GyGJBdC2i0nkGu0hBAZy+El8PsQ63S9z6BsK+fGI0QmJUcwhN3MZjN79+4F4MUXX5QOtiLtOLMRfnnfOh3SE6r2cm48Is2QdsvxJMEQdjObzaxbtw6AF154QT6oIm345wAsaQ8WE5RuCa8kPgCfyHyk3XI8STCE3fR6PWXKlNGmhXC6f8/Cwjcg9h4UrGXtdyHvTfEYabccT64iEUKkb3evwzf14FYYBJaFTqvBXT7bQqQGe75DJY0TQqRf0VHWIxe3wsAnP7RdKsmFEGmEJBhCiPTJFGO9M+rVQ+CZA9ovh2wBz3yZEMIxpA+GsFtMTAyTJ08GoHfv3jLkrnA8iwV+6QFnN4Grp3UgrRyFnB2VSMOk3XI8STBEsty/f9/ZIYjMbMNQOPKjdZTOVt9DnorOjkikA9JuOZZ08hR2U0oREREBgJ+fnwy5Kxxr51RYP9g63WwmlG/j3HhEuiDtVsqQocJFqtLpdPj7+zs7DJEZHVn6KLkIHSHJhUgyabccTzp5CiHSh7ObYfm71ukq70G13s6NRwjxVHIEQ9jNbDZz6NAhAMqXLy8j4onUd/UwLGkHllgo1RzqjwY5xC3sIO2W40mCIexmNptZtWoVAGXKlJEPqkhdN8NgQUuIuQvB1aH5LBmlU9hN2i3HkwRD2E2v11OsWDFtWohUczcCFrSAe9choAy8uRBc3JwdlUiHpN1yPLmKRAiRNkXfhW+bwJUD4J0Puv4O2QKdHZUQmZoMFS6ESN/MsfBTR2ty4eEL7ZdJciFEOiMJhhAibVEKVvaCMxsejdKZs4izoxJC2En6YAi7xcbGMm3aNAB69OiBq6urkyMSGcrGEXD4B9AZ4I35kLeSsyMSGYC0W44nCYawm1KKyMhIbVqIFPPnTNg+0Tr92ldQtL5z4xEZhrRbjicJhrCbi4sLXbt21aaFSBFHl8HaAdbpOkOgQjvnxiMyFGm3HE+2srCbXq8nT548zg5DZCRhW2H5O4CCF7tB9f85OyKRwUi75XjSyVMI4VzhR2BxWzDHQInX4NWxMkqnEBmAHMEQdrNYLBw9ehSA0qVLy6A1IvluXbCO0hl9B/JXgxazQS8jLIqUJ+2W40mCIexmMplYvnw5AMWLF8doNDo5IpEu3fvXOkrn3XDwLwlvLgJXd2dHJTIoabccTxIMYTedTkfBggW1aSHsFnMPFrWCf8+AV15o9zN4+Dg7KpGBSbvleDJUuBDCscyxsPgtOL0e3H2gy3rwK+bsqIQQSSBDhQsh0ial4Nc+1uTCxR3e+lGSCyEyKEkwhBCOs+kzOLQAdHpoOQ/yVXF2REKIVCJ9MITdYmNjmT17NgDdunWTIXdF0uyZDdvGWacbT4TiDZ0bj8hUpN1yPEkwhN2UUkRERGjTQjzT3ytgTX/rdK1BULGTM6MRmZC0W44nCYawm4uLCx07dtSmhXiq89thWTdAQcXOUPMjZ0ckMiFptxxPtrKwm16vJzg42NlhiPTg2t/ww1vWUTqLN4ZG42WUTuEU0m45nnTyFEKkjtuXYMHrEB0J+ULg9TkySqcQmYgcwRB2s1gsnDp1CoCiRYvKkLsivvs3raN0Rl0FvxLQ5gdw9XB2VCITk3bL8WQLC7uZTCaWLFnCkiVLMJlMzg5HpDUx92FRa7hxCrzyQLul4JHd2VGJTE7aLceTIxjCbjqdjqCgIG1aCI3ZBD93gct7wN3bOgS4d15nRyWEtFtOIEOFCyFShlLwa2848K11lM72KyB/iLOjEkKkIBkqXAjheFs+tyYXOj28/o0kF0JkcpJgCCGe37658Mfn1umG46BEY+fGI4RwOumDIewWGxvL/PnzAejUqZMMuZvZHV8Fq/9nna75MbzYxbnxCJEAabccTxIMYTelFFeuXNGmRSZ2YZe1U6eywAsdoNZAZ0ckRIKk3XK8ZCcYMTExhIWFUahQIRl2NZNxcXGhTZs22rTIpK4fhx9ag+khFH0VGk2UUTpFmiXtluPZ3Qfj/v37dOnSBU9PT0qVKsXFixcB6NWrF59//nmKByjSHr1eT9GiRWWwmsws8rJ1lM6HkZC3MrScCwZptEXaJe2W49m9lQcOHMjhw4fZsmUL7u7u2vzQ0FCWLFlidwDTpk0jODgYd3d3qlSpwp49e55a/vbt2/To0YNcuXLh5uZG0aJFWbNmjd3rFUIk04Nb1uTizj+Qsyi8tQSMns6OSgiRxtj9k2PFihUsWbKEl156yWawklKlSnH27Fm7lrVkyRL69evHzJkzqVKlCpMmTaJ+/fqcPHkSf3//eOVjYmJ45ZVX8Pf3Z+nSpeTJk4cLFy7g4+NjbzXEc7BYLISFhQFQoEAB+TWQmcQ+gB/aQMQJyJbLOpCWp6+zoxLimaTdcjy7t3BERESCX/737t2ze3S0CRMm0K1bNzp37kzJkiWZOXMmnp6ezJ07N8Hyc+fO5ebNm6xYsYJq1aoRHBxMzZo1KVeunL3VEM/BZDKxYMECFixYIEPuZiYWM/zcFS7uArf/Run0yefsqIRIEmm3HM/uBKNSpUqsXr1aexyXVMyZM4eQkKQPrBMTE8P+/fsJDQ19FIxeT2hoKLt27UrwNStXriQkJIQePXoQEBBA6dKlGT16NGazOdH1REdHc+fOHZs/8Xx0Oh0BAQEEBATIkLuZhVLWS1FPrAKDEdosgoBSzo5KiCSTdsvx7D5FMnr0aF599VWOHTuGyWRi8uTJHDt2jJ07d/LHH38keTk3btzAbDYTEBBgMz8gIIATJ04k+Jpz586xadMm2rZty5o1azhz5gzvv/8+sbGxDBs2LMHXjBkzhhEjRiS9guKZXF1deffdd50dhnCkrV/C/nmADlrMhuCXnR2REHaRdsvx7D6C8fLLL3Po0CFMJhNlypRh/fr1+Pv7s2vXLipWrJgaMWosFgv+/v58/fXXVKxYkdatWzN48GBmzpyZ6GsGDhxIZGSk9nfp0qVUjVGIDGf/t7B5lHX61S+gVDOnhiOESB+SdV1ZoUKFmD179nOtOGfOnBgMBq5du2Yz/9q1awQGBib4mly5cuHq6orBYNDmlShRgvDwcGJiYjAajfFe4+bmhpub23PFKkSmdWINrOpjna7+P6jS3anhCCHSD7sTjLhxLxKTL1/SOn0ZjUYqVqzIxo0badasGWA9QrFx40Z69uyZ4GuqVavGokWLsFgsWg/gU6dOkStXrgSTC5E6YmNjWbhwIQBt27aVIXczqou7YWln6yid5dtCnSHOjkiIZJN2y/HsTjCCg4Of2kHmaR0un9SvXz86duxIpUqVqFy5MpMmTeLevXt07twZgA4dOpAnTx7GjBkDwHvvvcfUqVPp3bs3vXr14vTp04wePZoPPvjA3mqI56CU4sKFC9q0yIAiTj4apbNIPWgyOcFROpVSmEwmuz73QjhDTEwMN27cAODBgwfynn2KJ88UJJfdCcbBgwdtHsfGxnLw4EEmTJjAqFGj7FpW69atiYiIYOjQoYSHh1O+fHnWrl2rdfy8ePGizbXKQUFBrFu3jr59+1K2bFny5MlD7969+fjjj+2thngOLi4utGzZUpsWGcydK9aBtB7cgjyV4I35YIj/ay8mJoarV69y//59x8cohJ2UUtSrVw+Ay5cvy5UkT6HT6cibNy9Zs2Z9vuWoFPoJunr1ar788ku2bNmSEotLNXfu3MHb25vIyEi8vLycHY4QacuD2zCvIVz/G3IUhrfXQ5Yc8YpZLBZOnz6NwWDAz88Po9EoDbYQGYBSioiICO7fv0+RIkXiHcmw5zs0xX5+FitWjL1796bU4oQQjhb7EBa3tSYXWQOg3bIEkwuwHr2wWCwEBQXh6SnDhAuRkfj5+XH+/HliY2Of61SJ3QnGkwNVKaW4evUqw4cPp0iRIskORKQfFouFy5cvA5A3b14ZcjcjsJhheXe4sB3cvKyjdGbP/8yXyb4X6YVSipiYGAA54vYMKbVt7E4wfHx84q1cKUVQUBCLFy9OkaBE2mYymZg3bx5gHWdEruBJ55SC3z6GY79YR+l8cyEElnF2VEKkKKUU//77LwCBgYGSYDiA3QnG5s2bbR7r9Xr8/PwoXLiwdPjLJHQ6Hb6+vtq0SOe2jYe9swEdNJ8FBWo4OyIhUkVKXBkhks7u45s1a9a0+atevTrFixeX5CITcXV1pVevXvTq1UuuJU/vDi6ATSOt0w0+h9ItHLp6s0Wx6+y//HLoH3ad/RezJe1c9qzT6VixYoWzw0gRwcHBTJo0ySnrHjJkCN27O3+ANr1er92L5LvvvrO5C/fw4cMpX7689rhTp07a+EzJMXPmTJo0aZL8YDOIJGUFK1euTPICX3vttWQHI4RwoFPrYOV/Y8hU6wMvOfY+DWuPXmXEr8e4GvlQm5fL251hTUrSoHSuVFtveHg4Y8aMYfXq1Vy+fBlvb28KFy5Mu3bt6Nixo9Zp9erVq2TPnj3V4nCkvXv3kiVLliSX37JlC7Vr1+bWrVs2X8T2Cg8PZ/LkyRw5ciTe/FGjRrF69Wr++ecf/P39KV++PH369KFu3bqANSmKG2/H3d2dgIAAKleuzLvvvkudOnW0ZZ0/f54CBQrEW3fbtm1ZsGBBkuL88MMP6dWrV3KrGc/bb7/NyJEj2bZtG9WrV0+x5aY3SUowkprJ6XQ6GbxEiPTg8j74sSMoM5RrA6HDHbr6tUev8t6CAzx5vCI88iHvLTjAjHYvpEqSce7cOapVq4aPjw+jR4+mTJkyuLm5ceTIEb7++mvy5Mmj/UhK7JYF6ZGfn59T1jtnzhyqVq1K/vyPOgyfP39e2wdffvklZcqUITY2lnXr1tGjRw+bm11++umndOvWjZiYGM6fP8+CBQsIDQ1l5MiRDB482GZdGzZsoFSpR3f49fDwSHKcWbNmfe4xHx5nNBp56623+OqrrzJ1gpGkUyQWiyVJf5JcZA4mk4lFixaxaNEiTCaTs8MR9rpxGha+AaYHUKguvDYlwVE6U4vZohjx67F4yQWgzRvx67FUOV3y/vvv4+Liwr59+2jVqhUlSpSgYMGCNG3alNWrV9sc1n78FEnVqlXjDegXERGBq6srW7duBSA6OpoPP/yQPHnykCVLFqpUqWIzLtD8+fPx8fFh3bp1lChRgqxZs9KgQQOuXr2aaLxbtmxBp9OxevVqypYti7u7Oy+99BJHjx61Kffzzz9TqlQp3NzcCA4OZvz48TbPP3mKRKfTMWfOHJo3b46npydFihTRjlSfP3+e2rVrA5A9e3Z0Oh2dOnUCYOnSpZQpUwYPDw9y5MhBaGgo9+7dSzT+xYsXxztV8P7776PT6dizZw+vv/46RYsWpVSpUvTr148///zTpmy2bNkIDAwkX7581KhRg6+//pohQ4YwdOhQTp48aVM2R44cBAYGan/e3t42z8d18vz333/jjUD85CmSJ+3duxc/Pz/Gjh0LwO3bt+natSt+fn54eXlRp04dDh8+bPOaJk2asHLlSh48eJDocjM6ucZM2C1ukKXTp09jsVicHY6wx52r8H0LeHATcleAVt8lOEpnatoTdtPmtMiTFHA18iF7wm6m6Hr//fdf1q9fT48ePRI9XZBYp+W2bduyePFimy+mJUuWkDt3bu0Xas+ePdm1axeLFy/mr7/+4o033qBBgwacPn1ae839+/cZN24c33//PVu3buXixYt8+OGHz4y9f//+jB8/Xvuia9KkCbGxsQDs37+fVq1a8eabb3LkyBGGDx/OkCFDmD9//lOXOWLECFq1asVff/1Fw4YNadu2LTdv3iQoKIiff/4ZgJMnT3L16lUmT57M1atXadOmDW+//TbHjx9ny5YttGjRItHbBdy8eZNjx45RqVIlm3lr165NdB8k5XRM7969UUrxyy+/PLPs45RSREdHEx0dbdctDjZt2sQrr7zCqFGjtCTzjTfe4Pr16/z222/s37+fF154gbp163Lz5qP3bKVKlTCZTOzevduuODOSZPXMvHfvHn/88QcXL17UriuOI/cFyfgMBgNNmzbVpkU68TDSeuQi8iL4FoS3fgK3lDssnFTXoxJPLpJTLqnOnDmDUopixYrZzM+ZMycPH1rX1aNHD+1X6uNatWpFnz592L59u5ZQLFq0iDZt2qDT6bh48SLz5s3j4sWL5M6dG7Ce11+7di3z5s1j9OjRgPXWCjNnzqRQoUKANSn59NNPnxn7sGHDeOWVVwD49ttvyZs3L8uXL6dVq1ZMmDCBunXrMmSI9WZ0RYsW5dixY3z55ZfakYeEdOrUiTZt2gAwevRovvrqK/bs2UODBg20q8T8/f21L/2zZ89iMplo0aKFdsqjTJnEL2e+ePEiSilte8CjfVC8ePFn1jkxvr6++Pv7c/78eZv5VatWtRmXZdu2bVSoUEF7rNPptLok9eq35cuX06FDB+bMmUPr1q0B2L59O3v27OH69evanbrHjRvHihUrWLp0qdah1dPTE29vb60fSWaUrHuRNGzYkPv373Pv3j18fX25ceMGnp6e+Pv7S4KRCRgMhqceThRpkCnaOkrntSOQxc86SmdW55yX98/mnqLlnteePXuwWCy0bduW6OjoBMv4+flRr149Fi5cSPXq1QkLC2PXrl3MmjULgCNHjmA2mylatKjN66Kjo8mR49FoqJ6enlpyAZArVy6uX7/+zBhDQkK0aV9fX4oVK8bx48cBOH78uJbwx6lWrRqTJk3CbDYn+iOgbNmy2nSWLFnw8vJ6aizlypWjbt26lClThvr161OvXj1atmyZaEfYuFMD7u6P9mNK3RxRKRUvSViyZAklSpTQHgcFBQFQqlQp7Uu+evXq/Pbbb0lKMHbv3s2qVatYunSpTT/Ew4cPc/fuXZv9Ctb6nj171maeh4dHpr5Xj90JRt++fWnSpAkzZ87E29ubP//8E1dXV9q1a0fv3r1TI0YhxPOwWGD5O3B+GxizQtul4Bu/172jVC7gSy5vd8IjHybYD0MHBHq7U7mAb4qut3Dhwuh0unjn7gsWLAg8u1Ng27Zt+eCDD5gyZQqLFi2iTJky2i/4u3fvYjAY2L9/f7wv9Mc7Dz55WbdOp3PaHYkTiuVppzwNBgO///47O3fuZP369UyZMoXBgweze/fuBK/iyJkzJwC3bt3SOpkWKVIEnU5n05HTXv/++y8RERHx1hkUFEThwoXjlV+zZo12Osmejp+FChUiR44czJ07l0aNGmnb6+7du+TKlSvB+249eYrn5s2bTutgmxbY3Qfj0KFD/O9//0Ov12MwGIiOjiYoKIgvvviCQYMGpUaMIo2xWCyEh4cTHh4ufTDSOqVg3UD4eznoXaH195C7vFNDMuh1DGtSErAmE4+LezysSUkM+pTteJojRw5eeeUVpk6d+tSOiYlp2rQpDx8+ZO3atSxatIi2bdtqz1WoUAGz2cz169cpXLiwzV9KXI3yeOfHW7ducerUKe3XeokSJdixY4dN+R07dlC0aNFkn8KMG533yY77Op2OatWqMWLECA4ePIjRaGT58uUJLqNQoUJ4eXlx7NgxbZ6vry/169dn2rRpCe6D27dvPzO2yZMno9frk3x1Y/78+SlcuDCFChXC39+f2NjYJCV1OXPmZNOmTZw5c4ZWrVppScoLL7xAeHg4Li4u8fZ1XFIF1lNKDx8+tDlNk9nYnWC4urpq57n8/f25ePEiAN7e3ly6dClloxNpkslkYtasWcyaNUuuIknrdkyG3TOt081mQKE6Ty/vIA1K52JGuxcI9LY9DRLo7Z5ql6gCTJ8+HZPJRKVKlViyZAnHjx/n5MmTLFiwgBMnTjz1CzlLliw0a9aMIUOGcPz4ca3/Alj7PbRt25YOHTqwbNkywsLC2LNnjzbexvP69NNP2bhxI0ePHqVTp07kzJlT+4L93//+x8aNGxk5ciSnTp3i22+/ZerUqUnqPJqY/Pnzo9PpWLVqFREREdy9e5fdu3czevRo9u3bx8WLF1m2bBkRERE2pyUep9frCQ0NZfv27Tbzp02bhtlspnLlyvz888+cPn2a48eP89VXX9mcCgKIiooiPDycS5cusXXrVrp3785nn33GqFGjEjxa8TRxdwmNiIhI8lEjf39/Nm3axIkTJ2jTpg0mk4nQ0FBCQkJo1qwZ69ev5/z58+zcuZPBgwezb98+7bXbtm2jYMGCNqfEMh1lp1deeUUtXLhQKaVU165dVeXKldWCBQtU/fr1VeXKle1dnMNFRkYqQEVGRjo7lHQrJiZGjR8/Xo0fP17FxMQ4OxyRmIOLlBrmZf3bMSVFF/3gwQN17Ngx9eDBg+dajslsUTvP3FArDl5WO8/cUCazJYUiTNyVK1dUz549VYECBZSrq6vKmjWrqly5svryyy/VvXv3tHKAWr58uc1r16xZowBVo0aNeMuNiYlRQ4cOVcHBwcrV1VXlypVLNW/eXP31119KKaXmzZunvL29bV6zfPly9bRmePPmzQpQv/76qypVqpQyGo2qcuXK6vDhwzblli5dqkqWLKlcXV1Vvnz51JdffmnzfP78+dXEiROfWjdvb281b9487fGnn36qAgMDlU6nUx07dlTHjh1T9evXV35+fsrNzU0VLVpUTZny9PfVmjVrVJ48eZTZbLaZf+XKFdWjRw+VP39+ZTQaVZ48edRrr72mNm/ebBMz1ouKlNFoVPny5VOtWrVSmzZtsllWWFiYAtTBgwefGovZbFZXr15VV69eVd98843Nvhg2bJgqV66c9rhjx46qadOmNvEWLVpUtWrVSplMJnXnzh3Vq1cvlTt3buXq6qqCgoJU27Zt1cWLF7XX1KtXT40ZM+apMaVVT/t82/MdqlPKvhOA+/btIyoqitq1a3P9+nU6dOjAzp07KVKkCHPnzqVcuXIpmwGlMHvuZS9EunV6A/zQGiwmCOkJ9Uel6OIfPnxIWFgYBQoUsOnEJ1JWSo2o6SxKKapUqULfvn1tjvhkdH///Td16tTh1KlT8cbjSA+e9vm25zvU7k6ej1/T7O/vz9q1a+1dhBAiBZktij1hN7ke9RD/bO5UNp7H8GMHa3JR5g14ZaSzQxSZlE6n4+uvv443VHhGd/XqVb777rt0mVykJLsTjM8++4y2bdsm2GtYCOFYT97PI1h3lWVuI/DlHhSsBU2ng17G0xPOU758+Ux3WXtoaKizQ0gT7G55fvrpJwoXLkzVqlWZPn06N27cSI24RBpmMpn46aef+Omnn6STpxPF3c8jLrnw4zbfuX6OL3c4Ygnm9zLjwMXo5CjF86hVqxZKqXR5eiStUUpx8+ZNbt686bRLgzMbuxOMw4cP89dff1GrVi3GjRtH7ty5adSoEYsWLcrUA4pkJhaLhWPHjnHs2DG5TNVJnryfhzvRzDV+QT59BBcs/rwd8zFD115MU7c/F8KZlFI8fPiQhw8fSoLhIMk6dlqqVClGjx7NuXPn2Lx5M8HBwfTp0ydD3X1QJM5gMPDqq6/y6quvylDhTvLk/TyGuCygjP48N5QXHWIHEIF3qtzPQ4j0SqfT4e3tjbe3d5KHChfPJ1n3InlclixZ8PDwwGg0EhUVlRIxiTTOYDBQuXJlZ4eRqT1+n476+r20ddkIQO/YHlxQgQmWEyIz0+l0id7kTqSOZB3BCAsLY9SoUZQqVYpKlSpx8OBBRowYQXh4eErHJ4RIQNx9OgL5l89dZwMw09SYHZYyCZYTQghHs/sIxksvvcTevXspW7YsnTt3pk2bNuTJkyc1YhNpVFxnKbAO/SuHGx2vcgFf8ni58uWDGWTX3eUvSwHGm1ppz6fW/TyESK+UUtrQ5waDQdotB7A7wahbty5z586lZMmSqRGPSAdiY2OZOnUqAAMHDtTuWyAcx6DXMbfoLoodPcY95Ubv2J7E/vdxTs37eQiRXimltLvFBgYGSoLhAHafIhk1apQkFwI3Nzfc3NycHUbmdXk/xY59BcBE166EqUf37kjt+3mkZ7Vq1aJPnz7ODuO56XQ6VqxY4ZR1Dx8+PEnjWgwZMoTu3bunfkB20Ol0GTKxsOd9/eabbzJ+/PjUDeg/z93JU2Q+RqORAQMGODuMzCs6Cn5+2zpSZ6nmDGzxGXXP33o0kmcBXzlykYhly5bFu03505w/f54CBQpw8ODBdD1Y1PDhw1mxYgWHDh1yyPrCw8OZPHlymhrBs06dOpQvX55Jkyal+LLjrqRMD8nrJ598Qo0aNejatWuqjzQqQ/wJkd6s6Q+3zoN3EDSehMGgJ6RQDpqWz0NIoRySXDyFr68v2bJlc8q64273nRnMmTOHqlWrkj9/fmeHIp5QunRpChUqxIIFC1J9XZJgCJGe/PUTHP4BdHpoMRs8fJwd0SNKQcw9x//ZMWjSk4eSg4ODGT16NG+//TbZsmUjX758fP3119rzcbdEqFChAjqdjlq1amnPzZkzhxIlSuDu7k7x4sWZPn269tz58+fR6XQsWbKEmjVr4u7uzsKFC5k/fz4+Pj6sWLGCIkWK4O7uTv369bl06ZJNnDNmzKBQoUIYjUaKFSvG999//9R6ffzxxxQtWhRPT08KFizIkCFDtIRm/vz5jBgxgsOHD2unCObPnw/A7du36dq1K35+fnh5eVGnTh0OHz5ss+zPP/+cgIAAsmXLRpcuXXj48NmXPi9evJgmTZrYzLNYLHzxxRcULlwYNzc38uXLx6hRj27Cd+TIEerUqYOHhwc5cuSge/fu3L17V3u+U6dONGvWjHHjxpErVy5y5MhBjx49bBK36dOna9s1ICCAli1baq/9448/mDx5srYNzp8/j9lspkuXLhQoUAAPDw+KFSvG5MmTbeJ+1npr1arFhQsX6Nu37zNPwTxre8edfvr+++8JDg7G29ubN99802YIiHv37tGhQweyZs1Krly5Ejzdkdh2iNOkSRMWL16caJwpRU6RCLuZTCZWrVoFQOPGjXFxkbeRQ9w6D6v7WadrfAT5Q5waTjyx92F0bsevd9AVMCZ/fIPx48czcuRIBg0axNKlS3nvvfeoWbMmxYoVY8+ePVSuXJkNGzZQqlQprUPzwoULGTp0KFOnTqVChQocPHiQbt26kSVLFjp27Kgte8CAAYwfP54KFSrg7u7OunXruH//PqNGjeK7777DaDTy/vvv8+abb7Jjxw4Ali9fTu/evZk0aRKhoaGsWrWKzp07kzdvXmrXrp1gHbJly8b8+fPJnTs3R44coVu3bmTLlo2PPvqI1q1bc/ToUdauXcuGDRsAtEPjb7zxBh4eHvz22294e3sza9Ys6taty6lTp/D19eXHH39k+PDhTJs2jZdffpnvv/+er776ioIFCya6PW/evMmxY8dsbowJ1g7hs2fPZuLEibz88stcvXqVEydOANYvzfr16xMSEsLevXu5fv06Xbt2pWfPnloyBLB582Zy5crF5s2bOXPmDK1bt6Z8+fJ069aNffv28cEHH/D9999TtWpVbt68ybZt2wCYPHkyp06dokiRIgwcOBBvb2/8/f2xWCzkzZuXn376iRw5crBz5066d+9Orly5aNWqVZLWu2zZMsqVK0f37t3p1q3bU99rz9reAGfPnmXFihWsWrWKW7du0apVKz7//HMtGevfvz9//PEHv/zyC/7+/gwaNIgDBw5op/Ceth3iVK5cmVGjRhEdHZ26femSen/49u3bqzt37miPDx06pGJiYpL68jTDnnvZi4RFR0er4cOHq+HDh6vo6Ghnh5M5mGKVmh2q1DAvpea8Yn3sRA8ePFDHjh1TDx48eDQz+q41Pkf/Rd9Nctw1a9ZUvXv31h7nz59ftWvXTntssViUv7+/mjFjhlJKqbCwMAWogwcP2iynUKFCatGiRTbzRo4cqUJCQmxeN2nSJJsy8+bNU4D6888/tXnHjx9XgNq9e7dSSqmqVauqbt262bzujTfeUA0bNtQeA2r58uWJ1vPLL79UFStW1B4PGzZMlStXzqbMtm3blJeXl3r48GG8us2aNUsppVRISIh6//33bZ6vUqVKvGU97uDBgwpQFy9e1ObduXNHubm5qdmzZyf4mq+//lplz55d3b37aF+uXr1a6fV6FR4erpRSqmPHjip//vzKZDJpZd544w3VunVrpZRSP//8s/Ly8rL5nnpczZo1VZcuXdQ///yjzGZzovH36NFDvf7669rjZ61XKev7aOLEiYkuU6mkbe9hw4YpT09Pmzr0799fValSRSmlVFRUlDIajerHH3/Unv/333+Vh4eH9r5+1nZQSqnDhw8rQJ0/fz7B5xP8fP/Hnu/QJP/0XLhwIePGjdPOX1avXp1Dhw49NZMVGZPBYNDuFihDhTvIH2Ph8h5w87KeGjGkwaNGrp7WownOWO9zKFu2rDat0+kIDAzULmdMyL179zh79ixdunSx+cVqMpnidZp78lc8gIuLCy+++KL2uHjx4vj4+HD8+HEqV67M8ePH4119Ua1atXiH7h+3ZMkSvvrqK86ePcvdu3cxmUx4eXklXmms95W6e/cuOXLksJn/4MEDzp49C8Dx48d59913bZ4PCQlh8+bNiS73wYMHALi7Pxrk7fjx40RHR1O3bt0EX3P8+HHKlStnM9JmtWrVsFgsnDx5koCAAMB6m4rH25xcuXJpHUlfeeUV8ufPT8GCBWnQoAENGjSgefPmeHo+en+4ubnh5eVlcxpj2rRpzJ07l4sXL/LgwQNiYmLideh92nqTKinbG6yn7R7vJ5QrVy7t/Xj27FliYmKoUqWK9ryvry/FihXTHidlO3h4eACk+v3DktxKqSfOcz75WGQeBoOBatWqOTuMzOP8Dtg2zjrdeCJkT6Md53S65zpV4SxPXlWi0+meehO/uH4Bs2fPtmnoIX7C7YihqXft2kXbtm0ZMWIE9evXx9vbm8WLFz/zUsS7d++SK1cutmzZEu+557l7a86cOQG4desWfn5+wKMvtOf1tH2VLVs2Dhw4wJYtW1i/fj1Dhw5l+PDh7N27V6uPq6srWbNm1V6/ePFiPvzwQ8aPH09ISAjZsmXjyy+/ZPfu3Uleb1IldXs/77qSsh3iBkqM2z+pRTp5CpGWPbgFy7qDskD5tlCm5bNfI1JMXJ+LuBEgAQICAsidOzfnzp2jcOHCNn9xnUKfxmQysW/fPu3xyZMnuX37NiVKlACgRIkSWn+MODt27Eh0/KGdO3eSP39+Bg8eTKVKlShSpAgXLlyIV4/H6wDwwgsvEB4ejouLS7x6xCUJJUqUiPdl++effz61foUKFcLLy4tjx45p84oUKYKHhwcbN25M8DUlSpTg8OHD3Lt3z6bOer3e5tf5s7i4uBAaGsoXX3zBX3/9xfnz59m0aVOi22DHjh1UrVqV999/nwoVKlC4cGGbowlJldCyn5SU7f0shQoVwtXV1Waf3Lp1i1OnTtmUe9p2ADh69Ch58+ZN8nqTy67jrMeOHdPuN6KU4sSJEza9fMH2cKPImJRSWq/mbNmyZciBa9IEpeDX3nDnMvgWhFfHOjuiTMff3x8PDw/Wrl1L3rx5cXd3x9vbmxEjRvDBBx/g7e1NgwYNiI6OZt++fdy6dYt+/fo9dZmurq706tWLr776ChcXF3r27MlLL72k3UCwf//+tGrVigoVKhAaGsqvv/7KsmXLtA6aTypSpAgXL15k8eLFvPjii6xevZrly5fblAkODiYsLIxDhw6RN29esmXLRmhoKCEhITRr1owvvviCokWLcuXKFVavXk3z5s2pVKkSvXv3plOnTlSqVIlq1aqxcOFC/v7776eeGtfr9YSGhrJ9+3aaNWsGWE+XfPzxx3z00UcYjUaqVatGREQEf//9N126dKFt27YMGzaMjh07Mnz4cCIiIujVqxft27fXTo88y6pVqzh37hw1atQge/bsrFmzBovFoiUo+fPn588//+Ts2bN4eXmRI0cOihQpwnfffce6desoUKAA33//PXv37k1Sovjk9t26dStvvvkmbm5uCX5xJ2V7P0vWrFnp0qUL/fv3J0eOHPj7+zN48GD0+kfHCp61HQC2bdtGvXr17Kpjsjyzl8Z/dDqd0uv1SqfTxfuLm6/X65O6OKeRTp7PTzp5Osj+76ydGEf4KnV5n7OjsfG0TmBpWUKdPJ/snFeuXDk1bNgw7fHs2bNVUFCQ0uv1qmbNmtr8hQsXqvLlyyuj0aiyZ8+uatSooZYtW6aUSrxz6Lx585S3t7f6+eefVcGCBZWbm5sKDQ1VFy5csCk3ffp0VbBgQeXq6qqKFi2qvvvuO5vneaKTZ//+/VWOHDlU1qxZVevWrdXEiROVt7e39vzDhw/V66+/rnx8fBSg5s2bp5Sydr7s1auXyp07t3J1dVVBQUGqbdu2Nh00R40apXLmzKmyZs2qOnbsqD766KOndvJUSqk1a9aoPHny2HSmNJvN6rPPPlP58+dXrq6uKl++fGr06NHa83/99ZeqXbu2cnd3V76+vqpbt24qKipKe75jx46qadOmNuvp3bu3tk+2bdumatasqbJnz648PDxU2bJl1ZIlS7Syx48fVy+88IJyd3dXgAoLC1MPHz5UnTp1Ut7e3srHx0e99957asCAATb1e9Z6lVJq165dqmzZssrNzU097Wv1Wds7oc64EydOVPnz59ceR0VFqXbt2ilPT08VEBCgvvjiC5v39bO2w4MHD5S3t7fatWtXonGmVCdPnVJJ60zx5CG3xKT1gVXu3LmDt7c3kZGRz+wEJRIWExPD2LHWX9Mff/yx3IskNdw4DbNqWC/9DB0OL/d1dkQ2Hj58SFhYGAUKFLDpzCeebv78+fTp04fbt287O5RUpZSiSpUq9O3blzZt2jg7HMA6DkfcEfjAwECbX/2ZyYwZM1i+fDnr169PtMzTPt/2fIcm+RRJWk8chOMYjUaGDBni7DAyLlM0LH3bmlwUqAFVezs7IiHsotPp+Prrr9PUUOF6vZ7cuZ0wTksa4+rqypQpUxyyLruvdTt9+jS//PKLNlJdgQIFaNasmVyuKkRK2TQSwv8CD19oPgsy6S8tkb6VL18+Xd+/JaPq2rWrw9ZlV8s1ZswYSpYsyccff8zPP//MTz/9RP/+/SlevDjjxo1LrRiFyDzOboKd//26aDoVvOQXV0bSqVOnDH96RIg4SU4wNm/ezCeffMLgwYO5ceMGV69eJTw8nIiICAYMGMCAAQPYunVrasYq0giTycTq1atZvXo1JpPJ2eFkHPduwPL/BjWq1AWKN3JuPEJkIEopbt++ze3bt2UcJwdJ8imSmTNn0rVrV4YPH24z39fXl08//ZTw8HBmzJhBjRo1UjpGkcZYLBbtOv5XXnnFydFkEErBivfh7jXwKw71PnN2REkiDbVIL5RS2siVT47mKWyl1Oc6yQnGnj17nnpHv/bt29OhQ4cUCUqkbQaDgZo1a2rTIgXsmQ2n14HBDV7/BozPN/x1aosbbfD+/fspNkqjEKlJp9NpQ3BLcvF0MTExwPO370lOMK5du0ZwcHCizxcoUEC7BEhkbAaDwea21eI5Xfsb1n9ina43EgJLOzeeJDAYDPj4+Gj3SPD09JRGW6R5cYlxdHS0kyNJuywWCxEREXh6ej73nbKT/OqHDx8+dbwDV1dXLesRQiRR7ANY2gXM0VCkHlTu/uzXpBGBgYEAT70xmBAi/dHr9eTLl++5fzTYlZ7MmTPH5kYxj4sbOjo5pk2bxpdffkl4eDjlypVjypQp2rC5T7N48WLatGlD06ZNWbFiRbLXL+yjlNJ+Abi5uckv1+exfghEHIcs/tB0uvWGYemETqcjV65c+Pv7Exsb6+xwhHgqpZT2I9hoNEq79RRGozFFBiJLcoKRL18+Zs+e/cwy9lqyZAn9+vVj5syZVKlShUmTJlG/fn1OnjyJv79/oq87f/48H374IdWrV7d7neL5xMbGaiN5Dhw4UEbyTK4Ta2Dvf5+p5jMga+re2TC1GAwG6Ysj0ryYmBgmTZoESLvlKElOMM6fP58qAUyYMIFu3brRuXNnwHq1yurVq5k7dy4DBgxI8DVms1m7PfG2bdvkunKR/ty5Cr/0sE6H9ITCoc6NRwghUtjz9eB4TjExMezfv5+BAwdq8+LuxLdr165EX/fpp5/i7+9Ply5d2LZt21PXER0dbdOh586dO88feCbn6urKJ59YOyVm1vH8n4vFAsvfgQc3IbAs1B3q7IiEyPCk3XK8JG/lTZs2UbJkyQS/oCMjIylVqpTdA23duHEDs9kc73a8AQEBiV6Rsn37dr755ptnnq6JM2bMGLy9vbW/oKAgu2IU8el0Ou2wuJzHTIZdUyDsD3D1hJZzwcXN2REJkeFJu+V4SU4wJk2aRLdu3RK8e5q3tzfvvPMOEydOTNHgnhQVFUX79u2ZPXs2OXPmTNJrBg4cSGRkpPZ36dKlVI1RiKf65wBs/NQ63eBzyFnEufEIIUQqSfIpksOHD2sd+xJSr149u+9HkjNnTgwGA9euXbOZf+3aNe0SuMedPXuW8+fP06RJE22exWIBwMXFhZMnT1KoUCGb17i5ueHmJr8QU5LZbGbjxo0A1K1bVzr4JVX0Xfi5K1hMUOI1eEEGphPCUaTdcrwkH8G4du2aNkhJQlxcXIiIiLBr5UajkYoVK2o7HawJw8aNGwkJCYlXvnjx4hw5coRDhw5pf6+99hq1a9fm0KFDcvrDQcxmM7t27WLXrl2YzWZnh5N+/PYx3DwLXnmgyeR0dUmqEOmdtFuOl+QjGHny5OHo0aMULlw4wef/+usvcuXKZXcA/fr1o2PHjlSqVInKlSszadIk7t27p11V0qFDB/LkycOYMWNwd3endGnbUQ59fHwA4s0XqcdgMGgJoPwKSKKjP8OhBYAOWswGT19nRyREpiLtluMlOcFo2LAhQ4YMoUGDBri7u9s89+DBA4YNG0bjxo3tDqB169ZEREQwdOhQwsPDKV++PGvXrtU6fl68eFF6/KYxBoOBevXqOTuM9OP2Rfi1r3W6xocQXM258QiRCUm75Xg6lcTbpl27do0XXngBg8FAz549KVasGAAnTpxg2rRpmM1mDhw4EO+KkLTmzp07eHt7ExkZmWCHVSFSlNkE8xvBpT8h74vQ+TcwJH6qUQgh0jJ7vkOTfAQjICCAnTt38t577zFw4EDtdq46nY769eszbdq0NJ9ciJShlNI61+r1ernk62m2jbcmF8Zs1lMjklwI4RTSbjmeXQNt5c+fnzVr1nDr1i3OnDmDUooiRYqQPXv21IpPpEGxsbGMGTMGkCF3n+rin/DH59bpxhPAt4Bz4xEiE5N2y/GSNZJn9uzZefHFF1M6FiEyjge34eduoCxQtjWUbeXsiIQQwqGS3Acjo5A+GM9P7qb6DErB0rfh72WQPRje2Qbu8l4Twpmk3UoZqdIHQ4g4Op0u3pVE4jGHf7AmFzoDvP6NJBdCpAHSbjmeXP8pREr69yys/tA6XXsQ5K3k3HiEEMJJ5AiGsJvZbNbuYlu9enUZtCaOKQZ+7gKx9yD/y/ByX2dHJIT4j7RbjicJhrCb2Wzmjz/+AKBq1aryQY2zeRRcOQjuPtBiFuhluwiRVki75XiSYAi76fV6KlWqpE0L4NwW2DHZOv3aFPDO69RwhBC2pN1yPLmKRIjnde9fmFkNoq5CxU7WG5kJIUQGZM93qKRxQjwPpWBlL2tykbMo1B/t7IiEECJNkARDiOex7xs4uRoMRnh9DhizODsiIYRIE6QPhrBbTEwMY8eOBeDjjz/OvEPuXj8O6wZbp0OHQ65yTg1HCJE4abccTxIMkSxxNw3KtGIfwtIuYHoIhUOhynvOjkgI8QyZvt1yMOnkKeymlCIqKgqAbNmyZc4hd3/7GHbPhCx+8N5OyOrv7IiEEE8h7VbKkKHCRarS6XSZOzk7tc6aXAA0nS7JhRDpQKZvt5xAOnkKYY+oa7Difet0lfegaD3nxiOEEGmUHMEQdjObzfz5558AvPTSS5lnRDyLBVa8C/dvQEAZa8dOIUS6kGnbLSeSBEPYzWw2s2HDBgBefPHFzPNB/XM6nN0ELh7WS1Jd5c6MQqQXmbbdciJJMITd9Ho95cqV06YzhauHYcNw63SD0eBf3KnhCCHskynbLSeTq0iEeJaYezCrJvx7Goo3htYLQHqgCyEyIRkqXIiUtHagNbnIlst6IzNJLoQQ4pkkwRDiaf5eAQe+BXTQ4mvw9HV2REIIkS5IHwxht5iYGCZMmABAv379Mu6Qu5GX4dcPrNMv94UCNZwbjxAi2TJNu5WGSIIhkiU6OtrZIaQuixmWdYeHkZD7Bag9yNkRCSGeU4Zvt9IYSTCE3VxdXenZs6c2nSFtnwAXdoAxq/WSVEMGracQmUSmaLfSGEkwhN10Oh05cuRwdhip59Je2DzGOt1wHOQo5Nx4hBDPLcO3W2mQdPIU4nEPI+HnLqDMULollHvT2REJIUS6JEcwhN3MZjP79+8HoGLFihlrRLzVH8LtC+CTDxpPkEtShcggMnS7lUZJgiHsZjab+e233wAoX758xvmgHl4CR34EnQFe/wbcvZ0dkRAihWTYdisNkwRD2E2v11OyZEltOkO4eQ5W/886XWsABFV2bjxCiBSVIdutNE6GChfCHAtzG8A/+yBfVei0CvTy60YIIZ4kQ4ULYY8tY6zJhbu3dbROSS6EEOK5SYIhMrewbbDNOrofTb4CnyDnxiOEEBmE9MEQdouNjWXKlCkA9OrVK/0OWnP/pnW0ThRUaA+lmjk7IiFEKskw7VY6IgmGsJtSiqioKG06XVLKep+RqCuQozA0+NzZEQkhUlGGaLfSGUkwhN1cXFx45513tOl06cC3cPxX0LtahwJ3y+rsiIQQqShDtFvpjGxlYTe9Xk9gYKCzw0i+iFPw2wDrdN2hkLuCc+MRQqS6dN9upUPSyVNkLqZo+PltMD2AgrUhpKezIxJCiAxJjmAIu5nNZo4cOQJAmTJl0teIeBtGQPgR8MwBzWeCDLgjRKaQrtutdEoSDGE3s9nML7/8AkDJkiXTzwf19Ab4c5p1uul0yCaHS4XILNJtu5WOSYIh7KbX6ylSpIg2nS7cvQ4r3rVOV+4OxRo4Nx4hhEOly3YrnZOhwkXGpxQsfAPO/A7+JaHbJnD1cHZUQgiR7shQ4UI8bvdMa3Lh4m69S6okF0IIkeokwRAZW/gR+H2odbreZxBQ0rnxCCFEJpEmEoxp06YRHByMu7s7VapUYc+ePYmWnT17NtWrVyd79uxkz56d0NDQp5YXKS9uyN0pU6YQGxvr7HASF3MflnYBcwwUfRVe7OrsiIQQTpJu2q0MxOkJxpIlS+jXrx/Dhg3jwIEDlCtXjvr163P9+vUEy2/ZsoU2bdqwefNmdu3aRVBQEPXq1eOff/5xcOSZl1KKmzdvcvPmzbQ95O76wXDjJGQNhKbTQKdzdkRCCCdJN+1WBuL0Tp5VqlThxRdfZOrUqQBYLBaCgoLo1asXAwYMeObrzWYz2bNnZ+rUqXTo0OGZ5aWT5/OzWCxcvnwZgLx586bNHtnHV8GStoAO2i+HQrWdHZEQwonSRbuVDtjzHerUy1RjYmLYv38/AwcO1Obp9XpCQ0PZtWtXkpZx//59YmNj8fX1TfD56OhooqOjtcd37tx5vqAFer2efPnyOTuMxEX+Ayv/G6Gz2geSXAgh0n67lQE5NYW7ceMGZrOZgIAAm/kBAQGEh4cnaRkff/wxuXPnJjQ0NMHnx4wZg7e3t/YXFBT03HGLNMxihuXvwINbkKs81P7E2REJIUSmlK6PEX3++ecsXryY5cuX4+7unmCZgQMHEhkZqf1dunTJwVFmPBaLhb///pu///4bi8Xi7HBs7ZgM57eBaxbrJakuRmdHJIRIA9J0u5VBOTXByJkzJwaDgWvXrtnMv3bt2jPvejdu3Dg+//xz1q9fT9myZRMt5+bmhpeXl82feD4mk4mlS5eydOlSTCaTs8N55PJ+2DzKOt3wC8hZ2LnxCCHSjDTbbmVgTk0wjEYjFStWZOPGjdo8i8XCxo0bCQkJSfR1X3zxBSNHjmTt2rVUqlTJEaGKx+h0OvLnz0/+/PnRpZUrM6Kj4OcuYDFBqeZQvq2zIxJCpCFpst3K4Jx+L5J+/frRsWNHKlWqROXKlZk0aRL37t2jc+fOAHTo0IE8efIwZswYAMaOHcvQoUNZtGgRwcHBWl+NrFmzkjVrVqfVIzNxdXWlU6dOzg7D1pr+cCsMvIOg8SS5JFUIYSNNtlsZnNMTjNatWxMREcHQoUMJDw+nfPnyrF27Vuv4efHiRZvLiWbMmEFMTAwtW7a0Wc6wYcMYPny4I0MXacVfP8HhH0CnhxazwcPH2REJIUSm5/RxMBxNxsHIYG6dh5nVIfoO1BwAtQc+8yVCCCGSJ92MgyHSp9jYWL755hsAunTpgqurq3MCMZvg527W5CKoCtTo75w4hBBpXppptzIRSTCE3ZRS2pU/Tj0AtvULuLwH3Lytp0YM8nYWQiQszbRbmYi0yMJuLi4utGvXTpt2igs7YeuX1unGEyB7fufEIYRIF9JEu5XJyFYWdtPr9RQqVMh5ATy4ZT01oizWy1HLtHz2a4QQmZrT261MKF2P5CkyIaXg195w5zL4FoRXxzo7IiGEEAmQIxjCbhaLhTNnzgBQuHBhx96V8OACOPYL6F3g9Tngls1x6xZCpFtObbcyKdnCwm4mk4kffviBH374wbFD7t44Db99ZJ2u8wnkqei4dQsh0jWntVuZmBzBEHbT6XTkzp1bm3YIU4x1KPDY+1CgBlTt7Zj1CiEyBKe0W5mcDLQl0of1n8DOKeDhC+/tAK/czo5ICCEyHXu+Q+UUiUj7zm6yJhcATadKciGEEOmAJBgibbt3A5a/a52u1AWKN3JuPEIIIZJE+mAIu8XGxvL9998D0L59+9Qbclcp+KUH3L0GfsWh3mepsx4hRIbnsHZLaCTBEHZTSnHp0iVtOtXsnQOn1oLBDV7/BoyeqbcuIUSG5rB2S2gkwRB2c3FxoXXr1tp0qrj2N6wbbJ2uNxICS6fOeoQQmYJD2i1hQ7aysJter6d48eKpt4LYB7C0C5ijoUg9qNw99dYlhMgUUr3dEvFIJ0+R9qwfAhHHIYs/NJ0Ocs26EEKkO3IEQ9jNYrFw8eJFAPLly5eyQ+6e/A32zrZON58JWf1SbtlCiEwrVdstkSDZwsJuJpOJb7/9lm+//TZlh9y9cxVWvG+dDukJheum3LKFEJlaqrVbIlFyBEPYTafT4efnp02nCIsFVrwLD25CYFmoOzRlliuEEKRSuyWeSoYKF2nDjsnw+1Bw9YR3tkLOIs6OSAghxBNkqHCRvvxzADZ+ap1u8LkkF0IIkQFIgiGcK/ou/NwVLCYo8Rq80MHZEQkhhEgB0gdD2C02NpbFixcD8Oabbz7fkLtrP4abZ8ErL7z2lVySKoRIFSnabokkkQRD2E0pxblz57TpZDu6DA4uAHTQ4mvwyJ4yAQohxBNSrN0SSSYJhrCbi4sLzZs316aT5fZF+LWPdbrGhxBcLWWCE0KIBKRIuyXsIltZ2E2v11O2bNnkL8Bsgp+7QXQk5H0Ran6ccsEJIUQCnrvdEnaTTp7C8baNh0t/gjEbtJgNBjkXKoQQGY0cwRB2s1gsXL16FYBcuXLZN+TuxT/hj8+t040ngm+BVIhQCCFsPVe7JZJFtrCwm8lkYs6cOcyZM8e+IXcfRlpPjSgLlH0Tyr6RekEKIcRjkt1uiWSTIxjCbjqdDm9vb206SZSCVX0h8iJkD4aGX6ZegEII8YRktVviuchQ4cIxDi2CFe+BzgBd1kPeSs6OSAghhJ1kqHCRtvx7FlZ/aJ2uPUiSCyGEyAQkwRCpyxQDP3eB2HsQXB1e7uvsiIQQQjiA9MEQdjOZTCxduhSAli1bPn3Qmi2j4cpBcPeB5rNAb3BMkEII8Ri72i2RImQLC7tZLBZOnjypTSfq3B+wfZJ1+rUp4J0n9YMTQogEJLndEilGEgxhN4PBQOPGjbXpBN37F5a/Ayio2AlKvuaw+IQQ4klJardEipIEQ9jNYDBQsWLFxAsoBSt7QdRVyFkU6o92XHBCCJGAZ7ZbIsVJJ0+R8vbNhZOrwWCE178BYxZnRySEEMLB5AiGsJtSioiICAD8/PxsB625fgLWDbJOh46AXHJzISGE8z213RKpQo5gCLvFxsYyY8YMZsyYQWxs7GNPPISlb4PpIRQOhSrvOi9IIYR4TKLtlkg1cgRDJIunp2f8mRuGwfW/IYsfNJsBcjMhIUQakmC7JVKNDBUuUsapdbColXW67VIo8opz4xFCCJHiZKhw4VhR12DF+9bpl96X5EIIIYQkGOI5WSyw4l24fwMCykDocGdHJIQQIg2QPhjCbtExscz/YSnRJjONcv5DobObwMUDXp8DLm7ODk8IIeIxmUysXLkSgNdee02GCneANHEEY9q0aQQHB+Pu7k6VKlXYs2fPU8v/9NNPFC9eHHd3d8qUKcOaNWscFKlYe/QqdcdtJvz8KW5dPkvAgfEA/F32Y/Av7uTohBAiYRaLhSNHjnDkyBEZKtxBnJ5gLFmyhH79+jFs2DAOHDhAuXLlqF+/PtevX0+w/M6dO2nTpg1dunTh4MGDNGvWjGbNmnH06FEHR575rD16lfcWHOCfO9GcifXiRcs+PHSxrDNXovHOIqw9etXZIQohRIIMBgP169enfv36MlS4gzj9KpIqVarw4osvMnXqVMCaZQYFBdGrVy8GDBgQr3zr1q25d+8eq1at0ua99NJLlC9fnpkzZz5zfXE9YCMiIsiRI4c22IrZbMZsNqPX620OncXExADg6uqaeNl/DkDkZWJMZmtZg/5RWYvCbLGg1+lwMTzK52JNFhQKF4Me/X9lLRaFyWJBp9PhmtyyZgtKKVz0evT6/8oqhclsZ1l0uLo8KhttMjPsl7+59SAWP10kH7ksJqvuIRdUAC2jh3ETbwK93dn+cR2UxYzFYsFgMGgfZKWUdu250WjUlmsymVKsbEL7yJ6yydr3ySgbGxtr3e4uLuj/u5TXnrIWiwWTyWTdn66uaapsSu5PR75PHLXvn/d9kt72fVp7n0gb8fxlb968iZ+fX5KuInHqSaiYmBj279/PwIEDtXl6vZ7Q0FB27dqV4Gt27dpFv379bObVr1+fFStWJFg+Ojqa6Oho7fGdO3cAGD9+PJ988glZsliHsd6xYwebN2+mQoUKvPbaoxtzjRs3jtjYWHr37o2Pjw8Ae/fuZd26dZQpU4YWLVrAnq/h8A9M5l3u6zx5T32LP/8CcIgyrNK9QjF1hjdZqS13Gl2I1HnTVS0kD9cAOEpxlusaUlBdoD0/a2Vn04EIXU46qh8J5jIApyjEEl1TgtQ/vM0Srex83uKKLpA2ajlFCQMgjHws0LUkQF3nXRZoZRfyBhd0QbRUv1KK0wBcJjfzdG/iq27Ri3la2Z9phoeuIG8a11OeYwD8bnmRnYbq1HU/z48Py3E18iF7wm5y+cAmjh07xquvvkrlypUBuHnzJlOnTsXNzc0mcVy1ahWHDx8mNDSUatWqARAVFcXEiRPR6/UMGTJEK7tu3Tr27dtHzZo1qVWrlrZ/x44dC8Ann3yiNRQbN25k165dhISEUK9ePcD64RgzZgwAH3/8Me7u7gBs27aNP/74g0qVKtGoUSNtfWPHjsVisdC3b1/tg/Tnn3+yYcMGypUrR7NmzbSyEyZMIDo6mp49e5IjRw4A9u/fz2+//UbJkiV54403tLJTpkwhKiqKd955h8DAQACOHDnCL7/8QpEiRXjrrbe0sjNnzuTmzZt07tyZfPnyAXD8+HGWLl1K/vz56dSpk1b2m2++4dq1a7Rr145ChQoBcObMGX744Qdy585Nt27dtLLff/89ly5donXr1hQvbj21dfHiRb799lv8/Px4//33tbKLFy/m3LlzNG/enLJlrSOzXr16lTlz5uDt7U2fPn20skuXLuXkyZM0btxYu+9DREQEM2bMwNPTk/79+2tlV65cyZEjR6hfvz4vvfQSAJGRkUyePBlXV1cGDRqklV2zZg0HDx6kdu3a1KhRA4D79+8zbtw4AIYNG6aV3bBhA7t37+bll1+mbt26gLWxjNv3AwcO1L6UtmzZwvbt26lSpQoNGjTQlhFX9sMPP0yZNuI/kydP5v79+7z33nv4+/sDcOjQIVatWkWxYsV48803tbLTpk0jMjKSrl27kieP9U7ER48eZfny5RQsWJD27dtrZWfPnk1ERAQdO3YkODgYgFOnTrFkyRKCgoJ4++23tbLz58/nypUrtGnThqJFiwIQFhbGggULCAgI4N13Hw2Qt3DhQi5cuEDLli0pVaoUAJcvX2bevHn4+vrSq1cvreyPP/7I6dOnadq0KeXLlwfg+vXrzJo1i2zZstm028uXL5c2gvTZRsyaNYukcmqCcePGDcxmMwEBATbzAwICOHHiRIKvCQ8PT7B8eHh4guXHjBnDiBEjUibgxPgWgqCX4IorWIDAsuD6wPrcXX+4DXhkh5wvPXrNVTcwY73ywljAOu9+TrgJuHuD32Nlwz3BBPiVBPe81nkPfOFfwC0b+D9W9lpWiAVyFgeP/7bTQ2+4gfWeIAGPlb3uBTFAjqLgaX3DE50NIgBXdwh8VDYm3BtMEKYCiVEmtlvKscJSg7qGMJtNcT3qod2bTwghHOH27dsYDAa8vb2dHUqm4NRTJFeuXCFPnjzs3LmTkJAQbf5HH33EH3/8we7du+O9xmg08u2339KmTRtt3vTp0xkxYgTXrl2LVz6hIxhBQUEpe4okGWXTwiFNe8puP3WNTnN3Y0aHAUV7j4MA/PCgLLEYMGP9VfBDt5d4Mb+3HP60c99nlPeJnCLJvG1EWj9FEhMTw/jx1k7pAwcOxGAwSBuRjLLp5hRJzpw5MRgM8RKDa9euaYeFnhQYGGhXeTc3N9zc4l86aTQabW528/ib7MlyT0qJso/vyDh6vT7BZaSFsiGF/fHzzkJ45EPATKyyvuFM/yUXOiDQ253KBXwx6OPfREin0yW43IQuFUuJsgltd3vKgmP3fUZ5n6TW/nTk+wRSb99n5DYioe2e1t4nj9dH2oiUK5sYp15FYjQaqVixIhs3btTmWSwWNm7caHNE43EhISE25QF+//33RMuLlGHQ6xjWpCQAZgwsePgCCx6+gOm/5AJgWJOSCSYXQgjhbEajkUGDBjFo0CC7viRF8jn9MtV+/foxe/Zsvv32W44fP857773HvXv36Ny5MwAdOnSw6QTau3dv1q5dy/jx4zlx4gTDhw9n37599OzZ01lVyDQalM7FjHYvEOjtbjM/0NudGe1eoEHpXE6KTAghRFrj9KHMWrduTUREBEOHDiU8PJzy5cuzdu1arSPnxYsXtfM/AFWrVmXRokV88sknDBo0iCJFirBixQpKly7trCpkKg1K5+KVkoHsCbvJ9aiH+GdL/LSIEEKIzMvp42A4mtxN9fmZTCZt9NSGDRvKkLtCiDRP2q2UIXdTFanKYrFw8OBBDh48KEPuCiHSBWm3HE9SOGE3g8FA7dq1tWkhhEjrpN1yPDlFIoQQQogkkVMkQgghhHAqOUUi7KaU4v79+wB4enraDFgmhBBpkbRbjidHMITdYmNjGTdunHaTJyGESOuk3XK8THcEI67LSdxdVYX9YmJiePjQelOzO3fuyKh4Qog0T9qtlBH33ZmU7puZrpPn5cuXCQoKcnYYQgghRLp16dIl8ubN+9QymS7BsFgsXLlyhWzZsqXYObi4O7ReunQp01yZktnqnNnqC5mvzlLfjC+z1Tk16quUIioqity5c9uMsp2QTHeKRK/XPzPrSi4vL69M8aZ9XGarc2arL2S+Okt9M77MVueUrq+3t3eSykknTyGEEEKkOEkwhBBCCJHiJMFIAW5ubgwbNgw3Nzdnh+Iwma3Oma2+kPnqLPXN+DJbnZ1d30zXyVMIIYQQqU+OYAghhBAixUmCIYQQQogUJwmGEEIIIVKcJBhCCCGESHGSYCTTzZs3adu2LV5eXvj4+NClSxfu3r371PK9evWiWLFieHh4kC9fPj744AMiIyMdGLV9pk2bRnBwMO7u7lSpUoU9e/Y8tfxPP/1E8eLFcXd3p0yZMqxZs8ZBkaYMe+o7e/ZsqlevTvbs2cmePTuhoaHP3D5pkb37OM7ixYvR6XQ0a9YsdQNMYfbW9/bt2/To0YNcuXLh5uZG0aJF09X72t76Tpo0SWujgoKC6Nu3r3b/jrRu69atNGnShNy5c6PT6VixYsUzX7NlyxZeeOEF3NzcKFy4MPPnz0/1OFOSvXVetmwZr7zyCn5+fnh5eRESEsK6detSL0AlkqVBgwaqXLly6s8//1Tbtm1ThQsXVm3atEm0/JEjR1SLFi3UypUr1ZkzZ9TGjRtVkSJF1Ouvv+7AqJNu8eLFymg0qrlz56q///5bdevWTfn4+Khr164lWH7Hjh3KYDCoL774Qh07dkx98sknytXVVR05csTBkSePvfV966231LRp09TBgwfV8ePHVadOnZS3t7e6fPmygyNPPnvrHCcsLEzlyZNHVa9eXTVt2tQxwaYAe+sbHR2tKlWqpBo2bKi2b9+uwsLC1JYtW9ShQ4ccHHny2FvfhQsXKjc3N7Vw4UIVFham1q1bp3LlyqX69u3r4MiTZ82aNWrw4MFq2bJlClDLly9/avlz584pT09P1a9fP3Xs2DE1ZcoUZTAY1Nq1ax0TcAqwt869e/dWY8eOVXv27FGnTp1SAwcOVK6ururAgQOpEp8kGMlw7NgxBai9e/dq83777Tel0+nUP//8k+Tl/Pjjj8poNKrY2NjUCPO5VK5cWfXo0UN7bDabVe7cudWYMWMSLN+qVSvVqFEjm3lVqlRR77zzTqrGmVLsre+TTCaTypYtm/r2229TK8QUl5w6m0wmVbVqVTVnzhzVsWPHdJVg2FvfGTNmqIIFC6qYmBhHhZii7K1vjx49VJ06dWzm9evXT1WrVi1V40wNSfmy/eijj1SpUqVs5rVu3VrVr18/FSNLPUmpc0JKliypRowYkfIBKaXkFEky7Nq1Cx8fHypVqqTNCw0NRa/Xs3v37iQvJzIyEi8vL1xc0tYtYWJiYti/fz+hoaHaPL1eT2hoKLt27UrwNbt27bIpD1C/fv1Ey6clyanvk+7fv09sbCy+vr6pFWaKSm6dP/30U/z9/enSpYsjwkwxyanvypUrCQkJoUePHgQEBFC6dGlGjx6N2Wx2VNjJlpz6Vq1alf3792unUc6dO8eaNWto2LChQ2J2tPTcZqUUi8VCVFRUqrVbaeubLZ0IDw/H39/fZp6Liwu+vr6Eh4cnaRk3btxg5MiRdO/ePTVCfC43btzAbDYTEBBgMz8gIIATJ04k+Jrw8PAEyyd1ezhTcur7pI8//pjcuXPHa7DSquTUefv27XzzzTccOnTIARGmrOTU99y5c2zatIm2bduyZs0azpw5w/vvv09sbCzDhg1zRNjJlpz6vvXWW9y4cYOXX34ZpRQmk4l3332XQYMGOSJkh0uszbpz5w4PHjzAw8PDSZE5zrhx47h79y6tWrVKleXLEYzHDBgwAJ1O99S/pH7hPM2dO3do1KgRJUuWZPjw4c8fuHCqzz//nMWLF7N8+XLc3d2dHU6qiIqKon379syePZucOXM6OxyHsFgs+Pv78/XXX1OxYkVat27N4MGDmTlzprNDSxVbtmxh9OjRTJ8+nQMHDrBs2TJWr17NyJEjnR2aSAWLFi1ixIgR/Pjjj/F+MKcUOYLxmP/973906tTpqWUKFixIYGAg169ft5lvMpm4efMmgYGBT319VFQUDRo0IFu2bCxfvhxXV9fnDTvF5cyZE4PBwLVr12zmX7t2LdH6BQYG2lU+LUlOfeOMGzeOzz//nA0bNlC2bNnUDDNF2Vvns2fPcv78eZo0aaLNs1gsgPXo3cmTJylUqFDqBv0ckrOPc+XKhaurKwaDQZtXokQJwsPDiYmJwWg0pmrMzyM59R0yZAjt27ena9euAJQpU4Z79+7RvXt3Bg8ejF6fsX6PJtZmeXl5ZfijF4sXL6Zr16789NNPqXrUNWO9Y56Tn58fxYsXf+qf0WgkJCSE27dvs3//fu21mzZtwmKxUKVKlUSXf+fOHerVq4fRaGTlypVp9teu0WikYsWKbNy4UZtnsVjYuHEjISEhCb4mJCTEpjzA77//nmj5tCQ59QX44osvGDlyJGvXrrXpj5Me2Fvn4sWLc+TIEQ4dOqT9vfbaa9SuXZtDhw4RFBTkyPDtlpx9XK1aNc6cOaMlUgCnTp0iV65caTq5gOTV9/79+/GSiLjkSmXAW1al5zbrefzwww907tyZH374gUaNGqXuylKl62gm0KBBA1WhQgW1e/dutX37dlWkSBGby1QvX76sihUrpnbv3q2UUioyMlJVqVJFlSlTRp05c0ZdvXpV+zOZTM6qRqIWL16s3Nzc1Pz589WxY8dU9+7dlY+PjwoPD1dKKdW+fXs1YMAArfyOHTuUi4uLGjdunDp+/LgaNmxYurtM1Z76fv7558poNKqlS5fa7MuoqChnVcFu9tb5SentKhJ763vx4kWVLVs21bNnT3Xy5Em1atUq5e/vrz777DNnVcEu9tZ32LBhKlu2bOqHH35Q586dU+vXr1eFChVSrVq1clYV7BIVFaUOHjyoDh48qAA1YcIEdfDgQXXhwgWllFIDBgxQ7du318rHXabav39/dfz4cTVt2rR0d5mqvXVeuHChcnFxUdOmTbNpt27fvp0q8UmCkUz//vuvatOmjcqaNavy8vJSnTt3tvlyCQsLU4DavHmzUkqpzZs3KyDBv7CwMOdU4hmmTJmi8uXLp4xGo6pcubL6888/tedq1qypOnbsaFP+xx9/VEWLFlVGo1GVKlVKrV692sERPx976ps/f/4E9+WwYcMcH/hzsHcfPy69JRhK2V/fnTt3qipVqig3NzdVsGBBNWrUqDT5gyAx9tQ3NjZWDR8+XBUqVEi5u7uroKAg9f7776tbt245PvBkSKyNjatjx44dVc2aNeO9pnz58spoNKqCBQuqefPmOTzu52FvnWvWrPnU8ilNbtcuhBBCiBQnfTCEEEIIkeIkwRBCCCFEipMEQwghhBApThIMIYQQQqQ4STCEEEIIkeIkwRBCCCFEipMEQwghhBApThIMIYQQQqQ4STCEEEIIkeIkwRBCCCFEipMEQwghhBApThIMIYTTRUREEBgYyOjRo7V5O3fuxGg0xrulthAifZCbnQkh0oQ1a9bQrFkzdu7cSbFixShfvjxNmzZlwoQJzg5NCJEMkmAIIdKMHj16sGHDBipVqsSRI0fYu3cvbm5uzg5LCJEMkmAIIdKMBw8eULp0aS5dusT+/fspU6aMs0MSQiST9MEQQqQZZ8+e5cqVK1gsFs6fP+/scIQQz0GOYAgh0oSYmBgqV65M+fLlKVasGJMmTeLIkSP4+/s7OzQhRDJIgiGESBP69+/P0qVLOXz4MFmzZqVmzZp4e3uzatUqZ4cmhEgGOUUihHC6LVu2MGnSJL7//nu8vLzQ6/V8//33bNu2jRkzZjg7PCFEMsgRDCGEEEKkODmCIYQQQogUJwmGEEIIIVKcJBhCCCGESHGSYAghhBAixUmCIYQQQogUJwmGEEIIIVKcJBhCCCGESHGSYAghhBAixUmCIYQQQogUJwmGEEIIIVKcJBhCCCGESHH/B8JG6J+kXdJWAAAAAElFTkSuQmCC\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "Bx3W1DqmzZC0" | |
| }, | |
| "execution_count": 17, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "vqQ32kIwzY6C" | |
| }, | |
| "execution_count": 17, | |
| "outputs": [] | |
| } | |
| ] | |
| } |
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