{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# $\\mathbb{R}^n$ and Vectors " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All vectors in the vector space has a length except $0$-vector, and the terminology of length is _norm_, the general formula of norm of a vector in $\\mathbb{R}^k$ is given by\n", "\n", "$$\n", "\\|u\\|= \\sqrt{x_1^2+x_2^2+...+x_k^2}\n", "$$\n", "\n", "As an example, let's plot vectors $(4, 7)$ and $(8, 6)$ in $\\mathbb{R}^2$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr0AAAKyCAYAAADYcmYNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAACRn0lEQVR4nOzdd3hUddrG8e+kkAQILdTQQRCkd2lK770L0kT03UUFsSys4tpQcNeyAhZQBAtLrwoIUpVegkiTrtSEFnpCkpn3j8PETOYEUiYzmcn9uS4v5feb8sQwmTtnnvMci81msyEiIiIi4sP8PF2AiIiIiEhmU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn5clQ+/GjRvp3Lkz4eHhWCwWFi9e7LBvs9l47bXXKFasGCEhIbRq1YojR454plgRERERyfKyZOi9efMmNWrUYMqUKab77733Hh9//DGfffYZ27ZtI1euXLRt25aYmBg3VyoiIiIi3sBis9lsni7iXiwWC4sWLaJbt26AcZQ3PDycF154gRdffBGAq1evUqRIEWbMmEG/fv08WK2IiIiIZEUBni4grU6cOMH58+dp1apV4lrevHlp0KABW7ZsSTH0xsbGEhsbm/hnq9XK5cuXCQsLw2KxZHrdIiIiIpI2NpuN69evEx4ejp9fxhoUvC70nj9/HoAiRYo4rBcpUiRxz8y7777LG2+8kam1iYiIiIjrnTp1ihIlSmToMbwu9KbX2LFjGT16dOKfr169SqlSpTh8+DAFChTwYGXiDnFxcaxbt47mzZsTGBjo6XIkk+n7nb3o+5296PudvVy+fJmKFSsSGhqa4cfyutBbtGhRACIjIylWrFjiemRkJDVr1kzxfkFBQQQFBTmtFyhQgLCwMJfXKVlLXFwcOXPmJCwsTD8kswF9v7MXfb+zF32/sydXtKJmyekN91K2bFmKFi3KmjVrEteuXbvGtm3baNiwoQcrExEREZGsKkse6b1x4wZHjx5N/POJEyfYs2cPBQoUoFSpUowaNYq3336bChUqULZsWcaNG0d4eHjihAcRERERkaSyZOjduXMnzZs3T/yzvRd38ODBzJgxg5dffpmbN2/y1FNPER0dTZMmTVi5ciXBwcGeKllEREREsrAsGXqbNWvGvcYHWywW3nzzTd588003ViUiIiIi3srrenpFRERERNJKoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn6fQKyIiIiI+T6FXRERERHyeQq+IiIiI+DyFXhERERHxeQq9IiIiIuLzFHpFRERExOcp9IqIiIiIz1PoFRERERGfp9ArIiIiIj5PoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn6fQKyIiIiI+T6FXRERERHyeQq+IiIiI+DyFXhERERHxeQq9IiIiIuLzFHpFRERExOcp9IqIiIiIz1PoFRERERGfp9ArIiIiIj5PoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn6fQKyIiIiI+T6FXRERERHyeQq+IiIiI+DyFXhERERHxeQq9IiIiIuLzFHpFRERExOcp9IqIiIiIz1PoFRERERGfp9ArIiIiIj5PoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn6fQKyIiIiI+T6FXRERERHyeQq+IiIiI+DyFXhERERHxeQq9IiIiIuLzFHpFRERExOcp9IqIiIiIz1PoFRERERGfp9ArIiIiIj5PoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn+eVoTchIYFx48ZRtmxZQkJCKF++PG+99RY2m83TpYmIiIhIFhTg6QLSY+LEiXz66afMnDmTKlWqsHPnToYOHUrevHl57rnnPF2eiIiIiGQxXhl6N2/eTNeuXenYsSMAZcqU4X//+x/bt2/3cGUiIiIikhV5Zeht1KgRU6dO5fDhw1SsWJFff/2VX375hQ8++CDF+8TGxhIbG5v452vXrgEQFxdHXFxcptcsnmX/Hut7nT3o+5296Pudvej7nb248vtssXlhI6zVauWf//wn7733Hv7+/iQkJDB+/HjGjh2b4n1ef/113njjDaf1WbNmkTNnzswsV0RERETS4datW/Tv35+rV6+SJ0+eDD2WV4be2bNn89JLL/Hvf/+bKlWqsGfPHkaNGsUHH3zA4MGDTe9jdqS3ZMmSnDt3jrCwMHeVLh4SFxfH6tWrad26NYGBgZ4uRzKZvt/Zi77f2Yu+39nLpUuXKFasmEtCr1e2N7z00kuMGTOGfv36AVCtWjX++OMP3n333RRDb1BQEEFBQU7rgYGBetFkI/p+Zy/6fmcv+n5nL/p+Zw+u/B575ciyW7du4efnWLq/vz9Wq9VDFYmIiIhIVuaVR3o7d+7M+PHjKVWqFFWqVCEiIoIPPviAJ554wtOliYiIiEgW5JWhd9KkSYwbN46///3vREVFER4eztNPP81rr73m6dJEREREJAvyytAbGhrKRx99xEcffeTpUkRERETEC3hlT6+IiIiISFoo9IqIiIiIz1PoFRERERGfp9ArIiIiIj5PoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSIiIiLi8xR6RURERMTnKfSKiIiIiM9T6BURERERn6fQKyIiIiI+T6FXRERERHyeQq+IiIiI+DyFXhERERHxeQq9IiIiIuLzFHpFRERExOcp9IqIiIiIz1PoFRERERGfp9ArIiIiIj5PoVdEREREfJ5Cr4iIiIj4PIVeEREREfF5Cr0iIiIi4vMUekVERETE5yn0ioiIiIjPU+gVEREREZ+n0CsiIiIiPk+hV0RERER8nkKviIiIiPg8hV4RERER8XkKvSKSbURERODv78+zzz5739u+/PLLWCwWLBYLb7/9doaf++TJk4mPd79/Nm7cmHi/q1evEhYWRoMGDbDZbBmuQ0QkuwrwdAEiIu7y7LPPEhISwrhx4+55u82bN/P+++9jsVhcFjRz587N4MGDU9w/cOAAO3bsIDQ0lDp16iSu582bl7Fjx/LSSy/x9ddf3/MxREQkZQq9IpItzJ8/n02bNvHSSy9RuHDhFG9369YthgwZQrFixahXrx6LFy92yfMXLFiQGTNmpLjfoUMHAPr160euXLkc9p555hnee+89xo4dS79+/QgKCnJJTSIi2YnaG0QkW/jwww8BGDZs2D1vN3bsWI4cOcLUqVPJmzevO0rjzJkz/Pjjj4B5fcHBwfTv359z584xZ84ct9QkIuJrFHpFxOdFRESwefNmHn74YR588MEUb7d+/XomTZrEoEGDEo+8usOMGTOwWq1UqVKFBg0amN5myJAhAEyZMsVtdYmI+BKFXhHxefYWhVatWqV4mxs3bvDEE09QpEgRPvroI/cUdpe97eFeR6Fr1qxJoUKF2L59O+fOnXNTZSIivkOhV0R83tq1awFo2LBhird58cUXOXHiBJ9++in58+d3V2ls2LCBo0ePkiNHDgYOHHjP29rrX7NmjTtKExHxKQq9IuLzIiIiAKhcubLp/qpVq/j888/p168f3bp1c2NlMH36dAC6dOlCwYIF73nbKlWqALB79+5Mr0tExNco9IqIT7t58yY3b94EICwszGn/6tWrDBs2jEKFCjFp0iS31nbt2jXmz58PwBNPPHHf29vrj4yMzNS6RER8kUaWiYhPu3r1auJ/h4aGOu2PGjWK06dPM2fOnPseaXW12bNnc+vWLUqUKEHbtm3ve/s8efIAcOXKlcwuTUTE5yj0iohPy5cvX+J/X79+PTE42i1atIiAgAA++eQTPvnkE4e9Q4cOAfDll1/y008/UbRoUWbPnu2y2uytDUOGDMHP7/4fvNkDvDt7jkVEfIVCr4j4tJw5c5IrVy5u3rzJpUuXnEIvQHx8PBs2bEjxMU6ePMnJkycpXbq0y+o6cOAA27Ztw2KxMHTo0FTd59KlSwAUKVLEZXWIiGQX6ukVEZ9Xu3ZtwAiayUVHR2Oz2Uz/sV/y96233sJms3Hy5EmX1fTll18C0Lx5c8qVK5eq++zbtw/A4TLFIiKSOgq9IuLzmjdvDsCWLVtc+rgzZszAYrFQpkyZNN0vLi6Ob7/9Frj/FeKSstffokWLND2fiIgo9IpINmAfQ7Z69WqXPq7VagUgMDAwTff7/vvviYqKIl++fPTo0SNV94mIiODSpUvUr1+fYsWKpblWEZHsTqFXRHzOw/UsDBvWhocf9gegVq1aNGrUiO3bt3Pw4EGXPc+uXbuAtB2thb9OYOvfvz/BwcGpuo/9qm0jRoxI03OJiIhBoVdEfMvJk0T+GculSyFERloSl59//nkAvvjii1Q/1IwZM7DZbLz66qum+6tWraJ48eKMHDkyTSUuW7YMm83GlClTUnX7mJgYZs2aRbFixejbt2+anktERAwKvSLiOw4fhg8+AH9/p61evXrRuHFjPv/8c5dc3OHkyZMcPXqU119/nZCQkAw/3r1MmjSJixcv8u677xIUFJSpzyUi4qsUekXEN+zbBx9/DLGxEGA+jXHSpEncvn2bt956K8NPV6ZMGWw2G08++WSGH+terl69yoQJE6hfvz6DBg3K1OcSEfFlmtMrIt5v1y744guwWiEoyPRILxi9vQkJCW4uLmPy5s2bOJ9XRETST6FXRLzb5s3w9ddgsxl/LlvWs/WIiEiWpNArIt5r7VqYM8dx7YEHPFOLiIhkaQq9IuJ9bDZYsQKWLHHeU+gVERETCr0i4l1sNli4EFatct7z84NUXtJXRESyF4VeEfEeNhvMmgUbN5rvlyxpnMiGza1liYhI1qfQKyLewWqFGTNg27aUb6PWBhERSYFCr4hkffHxMG0a7Nlz79sp9IqISAoUekUka4uNhU8/hYMH739bhV4REUmBQq+IZF23bsHkyXDs2P1vW7gw5MmT+TWJiIhXUugVkazp+nX473/h1KnU3V5HeUVE5B4UekUk64mOhg8/hPPnU38fhV4REbkHhV4RyVouXjQC78WLabufQq+IiNyDQq+IZC1WKwwYALdv//XPzz9DZGTK98md2+jpFRERSYFCr4hkLYULOwbYyEjjCmz38sADYLFkbl0iIuLV/DxdgIjIPc2fbxz9Tcov2Y8utTaIiMh9KPSKSNZ14ADs3eu4FhAAzz9/93LDdyn0iojIfSj0ikjWZLXC3LnO661bQ8WK0KuX8efAQChZ0r21iYiI11FPr4hkTRs2wLlzjmt580L79sZ/N20Ku3YZ4ThAP8pEROTedKRXRLKemzdh6VLn9R49/mprsFhg0CCoWtW9tYmIiFdS6BWRrGfZMuMSxEmVKQMNGjiuhYUZ7Q4iIiL3odArIlnL2bNGa0NyffuajyVLPslBRETEhN4tRCTrsNmMk9eSjyhr0ADKlfNMTSIi4hMUekUk6/jtNzh40HEtRw7o3t0z9YiIiM9Q6BWRrCE+HubNc15v2xby53d/PSIi4lMUekUka1i3DqKiHNfy54c2bTxTj4iI+BSFXhHxvOvX4fvvndd79TLaG0RERDJIoVdEPG/JEoiJcVx74AGoU8cz9YiIiM9R6BURzzp1Cn75xXHNYoE+fcxHlImIiKSDQq+IeI59RJnN5rjesCGULu2ZmkRExCcp9IqI50REwOHDjmtBQRpRJiIiLqfQKyKeERcH8+c7r3fsCHnyuL8eERHxaQq9IuIZP/0Ely45rhUsCC1beqYeERHxaQq9IuJ+0dGwYoXzeq9eEBDg9nJERMT3KfSKiPstXgyxsY5rDz4INWt6ohoREckGFHpFxL1OnoQtWxzXNKJMREQymUKviLiPzQZz5jivN20KJUq4vx4REck2FHpFxH127IDjxx3XQkKgSxfP1CMiItmGQq+IuEdsLCxc6LzeqROEhrq/HhERyVYUekXEPVatgitXHNeKFIFmzTxSjoiIZC8KvSKS+S5fhh9/dF7v00cjykRExC0UekUk8y1caFyBLakqVaBqVc/UIyIi2Y5Cr4hkrmPHjBPYkvLzg969PVOPiIhkSwq9IpJ5UhpR1rw5FCvm/npExGdFRETg7+/Ps88+67T3559/8swzz/Dggw8SEhJCcHAwZcuWZfDgwfz6668urePOnTt8/PHHNGnShAIFChAcHEyJEiVo3749c5L9PLx69SphYWE0aNAAm83m0jrEmUKviGSeLVvgjz8c13LlMiY2iIi40LPPPktISAjjxo1zWN+2bRtVq1ZlypQp3Lx5kzZt2tChQwcsFgtff/01devWZd68eS6p4fTp09SqVYuRI0fy+++/07hxY7p160bp0qXZuHGj0/PkzZuXsWPHsn37dr7++muX1CApU+gVkcwREwOLFjmvd+kCOXO6vx4R8Vnz589n06ZN/P3vf6dw4cIOe0899RTXr1/nqaee4sSJEyxZsoSFCxdy9OhRXn31VeLj43nqqaeIiYnJUA23b9+mdevWHDhwgNdff52zZ8+ybNkyZs+ezaZNm7hw4QKvvvqq0/2eeeYZChUqxNixY4lNfnl2cSmFXhHJHCtWwLVrjmvh4fDII56pR0R81ocffgjAsGHDHNYvXbrE3r17AXj77bcJDAxM3PPz8+P1118nJCSE6OhoDh48mKEa3n33XQ4dOsRTTz3Fv/71L4fnAsiZMyc1a9Z0ul9wcDD9+/fn3LlzTu0P4loKvSLiehcvwk8/Oa/36WOcxCYi4iIRERFs3ryZhx9+mAcffNBhLygoKNWPU7BgwXTXEBcXx6effgrASy+9lOb7DxkyBIApU6akuwa5P737iIjrzZ8P8fGOazVqQOXKnqlHRHzW4sWLAWjVqpXTXu7cuWnatCkAr776KnFJRidarVZef/11bt++Tfv27SlZsmS6a9i9ezcXL14kPDycBx54gN9++4033niDp59+mjFjxvDDDz9gtVpTvH/NmjUpVKgQ27dv59y5c+muQ+5NU+FFxLV+/x0iIhzX/P2hVy/P1CMiPm3t2rUANGzY0HR/2rRpdOjQgalTp/LDDz9Qt25d/P39iYiI4MyZMwwcOJDJkydnqAZ7C0WJEiUYM2YM7733nsM0hokTJ1KrVi0WL15MqVKlTB+jYcOGLF26lDVr1vD4449nqB4xpyO9IuI6VivMneu83rIlJDu5RETEFSLu/pJdOYVPkh588EG2bNlCmzZtOHPmTOKJbCdOnOCBBx6gWbNm5MmTJ0M1XLp0KbGWiRMn8ve//53ff/+dq1evsnr1aipWrEhERAQdO3Z0ONqcVJUqVQDjqLFkDoVeEXGdX36B06cd10JDoWNHz9QjIj7t5s2b3Lx5E4CwsDDT22zatIlq1aqxb98+Zs2axfnz57l8+TLLli0jLi6OYcOGOZ0Al1b2o7pxcXE89thjTJ48mYoVK5InTx5atWrF6tWrCQ4OZt++fcyePdv0Mez1R0ZGZqgWSZlCr4i4xq1bsGSJ83r37hAc7P56RMTnXb16NfG/Q0NDnfajo6Pp3r07Fy5cYOHChTz22GMUKVKE/Pnz06lTJ1auXEnOnDmZPn0669atS3cdSZ/76aefdtovVaoUHe/+8v+T2Um+kHi0+cqVK+muQ+5NoVdEXOOHH+DGDce1kiUhhT47EZGMypcvX+J/X79+3Wn/hx9+4MKFC5QrV44GDRo47SddTymMpka5cuVM/9vsNimdqGYP8Pnz5093HXJvXht6z5w5w+OPP05YWBghISFUq1aNnTt3eroskewpMhLunkzioG9fjSgTkUyTM2dOcuXKBfzVV5vUn3/+CXDPnt28efMCcPny5XTXUbt2bSwWCwAXL140vY19PXfu3Kb79vqLFCmS7jrk3rzy3ejKlSs0btyYwMBAVqxYwYEDB3j//ff125GIp8ybZ5zEllSdOlChgmfqEZFso3bt2gAcOHDAaa948eIAHDp0yKEVwi4uLi7xxLGyZcumu4aiRYvSpEkTwPyIcVxcHBs2bACgfv36po+xb98+AOrUqZPuOuTevDL0Tpw4kZIlS/LVV19Rv359ypYtS5s2bShfvrynSxPJfvbvh99+c1wLDISePT1Tj4hkK82bNwdgy5YtTnvt27cnV65c3L59m+HDh3MjSQvWnTt3eP755/nzzz8JDAykV7KxijNmzMBisVCmTJlU1fGvf/0LMK7MtnXr1sT1+Ph4XnjhBY4fP05oaChDhw41vb+9/hYtWqTq+STtvHJO79KlS2nbti29e/dmw4YNFC9enL///e8MHz48xfvExsY6XNP62t3Lo8bFxaU4PkR8h/17rO+1iyUkGBeiCEj2o6R1a8iTBzz0/9tm8wcs2Gw24uLi73t78W56fWcvDRr48eefbShVyo9t2+Lo2LEjb775JqtWrUoMnnb58uVj8uTJDB8+nHnz5rF+/Xrq1q1LQEAAu3fv5syZM/j5+fHhhx9SsmRJh79D9v8ODAxM1d+tRx55hNdff53XX3+dpk2bUq9ePYoUKcKePXs4efIkISEhfPPNNxQoUMDp8SIiIrh06RL16tWjYMGC+ruchCv/X1hsSacne4ngu2eCjx49mt69e7Njxw5GjhzJZ599xuDBg03v8/rrr/PGG284rc+aNYucOXNmar0i4l7DhrXh0qUQwsJu8+WXqzxdjoi4kNnre8yYMRw6dIhJkyaZXlntxIkTLFu2jP3793P58mVsNhv58+fnoYceomPHjlSsWNHpPp9//jkrVqxg4MCB9EzDJ1cREREsW7aMI0eOcPv2bfLly0f16tXp0aMHJUqUML3PF198wffff8/IkSMTj1yL4datW/Tv35+rV69meJ6yV4beHDlyULduXTZv3py49txzz7Fjxw7TjzfA/EhvyZIlOXfuXIqz/cR3xMXFsXr1alq3bk1gYKCny/ENt27BW2/B7duO6wMGQL16nqnprjJl/Dl71o/wcCsnTyZ4tBbJfHp9+zCrFQ4fhh074NdfISyMMp+/6vT6XrBgAY899hijRo3ivffec8lTP/TQQ9y+fZsDBw4QEhLiksc0ExMTQ7ly5QgMDOTw4cMEBQVl2nN5o0uXLlGsWDGXhF6vbG8oVqwYDz30kMNa5cqVWbBgQYr3CQoKMv2LFBgYqB+S2Yi+3y60fDkkHxFUtqwxouzuWcyeYrHY7v7bou93NqLXt4+w2YyL3GzdCtu3w912RAID4cknsUw1fr4kfX3369ePyZMnM23aNMaMGZPhCQgnT57k6NGjTJs2LcNB634++ugjLl68yIwZM1Kc7JCdufI17ZWht3Hjxvz+++8Oa4cPH6Z06dIeqkgkmzl7Fu6eieygb1+PB14R8VLR0bBtmxF2z5513u/XD8LDAfMPqCdNmkTdunV56623mDx5coZKKVOmDO74IPzq1atMmDCB+vXrM2jQoEx/vuzOK0Pv888/T6NGjXjnnXfo06cP27dvZ+rUqUydOtXTpYn4PpsN5s41/p1UgwbGkV4RkdSKjYWICNiyBX7/3fnnil29etC48T0fqlatWiQkeFc7U968eU3nC0vm8MrQW69ePRYtWsTYsWN58803KVu2LB999BEDBgzwdGkivm/vXjh40HEtRw7o0cMz9YiId7FajZ8h27YZgffOnXvfvnBhePxxfYokGeaVoRegU6dOdOrUydNliGQv8fHGiLLk2rWDJJcDFRFxcvq0cUQ3aZ/u/QQEwFNPwd2pTSIZ4bWhV0Q8YO1aiIpyXCtQANq08Uw9IpK1RUcbIXfrVjhzJu33790bTEaQiaSHQq+IpM61a/DDD87rPXsaZ1WLiCS1bRvMnGlcxCY9atWCRx91bU2SrSn0ikjqLFkCMTGOaxUqgK4TLyJmGjSAMmWMX5a3b0/5JDUzYWEwaJD6eMWl/DxdgIh4gVOnYNMmxzWLBfr00ZuSiKSsSBF44gl44w2oXDl19/HzM/p4dbVUcTGFXhG5N5sN5sxxPkrTqBGUKuWZmkTEu5w5AydPpu62PXsaR4hFXEztDSJyb7t3w5EjjmvBwdCtm0fKEREvEhdnTHxZvz51t69eHVq2zNSSJPtS6BWRlMXFgdnlvTt0gEy+NKeIeLmoKJg61WiPSo38+WHIELVMSaZR6BWRlK1eDcmvFlSokI7EiMi97dgB337rfPIrGKG2eHFjbq+dnx88+STkyuW+GiXbUegVEXPR0bBypfN6797GwHgRkeTi4oxzAH7+2Xw/Tx4j3MbEwCef/LXepQs88IB7apRsS+9cImJu0SKIjXVcq1TJ6LkTEUnu/HmjnSGli1BUrgzDhkFoKFy86Ljerp17apRsTaFXRJydOGFcQSkpjSgTkZRs3QqzZjn/ogzGz4yuXY1ga//5ERYGQUHGP088oZ8r4hYKvSLiyGaDuXOd1x95xOjDExGxi42F2bNh82bz/Xz5jHaGChUc1y0WKFHCaGvQSbHiJgq9IuJo+3Y4ftxxLWdO481JRMTu7FmjneHcOfP9qlVh6FDIndt8//HHITw88+oTSUahV0T+EhsLCxc6r3fqlPIbl4hkLzYbbNlitDPExTnv+/lB9+7QuvW92xYUeMXNFHpF5C8//mhMbUiqaFFo1swT1YhIVhMbC999B9u2me8XKADDh0O5cu6tSyQVFHpFxHDpEqxa5bzeuzf4+7u/HhHJWk6fNtoZIiPN92vUgMGDNWtXsiyFXhExLFzo/FFl1arGPyKSfdlsxtzdOXMgPt55398fevaEFi00hUGyNIVeEYEjR2DnTsc1Pz/jKK+IZF8xMfDNN84/H+wKFjTaGcqUcWtZIumh0CuS3aU0oqx5c6OfV0Sypz//hGnTICrKfL92bRg40JjuIuIFFHpFsrvNm403t6Ry5TImNohI9mOzwfr1MH++eTtDQIDxKdCjj6qdQbyKQq9IdhYTA4sXO6937aqjNyLZ0a1bRjvD7t3m+4UKwVNPQalS7q1LxAUUekWys+XL4do1x7XixaFpU8/UIyKec/Kk0c5w8aL5ft26RjtDcLBbyxJxFYVekezqwgVYs8Z5vU8f4yQ2EckebDZYuxYWLICEBOf9wEDo2xeaNFE7g3g1hV6R7MqsX69mTahUySPliIgH3LwJM2fCr7+a7xcpYrQzlCjh3rpEMoFCr0h2dOgQ7NnjuBYQAL16eaQcEfGA48eNdobLl833H34Y+veHoCD31iWSSTIl9J44cYK9e/dSunRpatasmRlPISLpZbWajyhr2dI4SUVEfJvNBqtXw6JFxs+D5AIDjbDbsKHaGcSnpLtxb+nSpfTo0YPt27c7rP/73/+mYsWK9OjRgzp16vDEE09kuEgRcaGff4YzZxzX8uSBDh08U4+IuM+NGzB5stG/axZ4ixWDf/4TGjVS4BWfk+7Q+/XXX7Ny5UoqV66cuHbo0CHGjBmDzWajRo0a5MyZk5kzZ7Js2TKXFCsiGXTrFixZ4rzerZvOyBbxdUeOwFtvwb595vuNGxuBNzzcvXWJuEm6Q29ERAQ1atQgNDQ0ce27774D4JNPPmH37t3s2LEDf39/pk6dmvFKRSTjvv/eOHElqVKljKM6ItmUzWbzdAmZy2YzxhO+/z5ERzvvBwXB0KEwaBDkyOH28kTcJd09vRcvXqRWrVoOa+vXryckJIQhQ4YAUKlSJZo0acL+/fszVKSIuMD587BunfN6nz76GFOyrYSEBPz9/T1dRua5dg2mT4eDB833ixc3pjPokuOSDaT7SG9MTIzDD4qEhAR2795NgwYNyJHkN8Xw8HDOnz+fsSpFJOPmzXPu4atbFypU8Ew9Ih6WNPA2bNiQEydOeLgiF/v9d6OdIaXA+8gjMHasAq9kG+kOvYULF+bIkSOJf966dSu3b9+mcePGDre7ffs2uXLlSn+FIl4q4e6Q92+++YY7d+54tph9+5z7+AIDoWdPz9Qj4kH2dgZ/f3927txJeHg4ISEhlC1b1sOVuYjVarQyffih8xUXwejff/JJGDDA+Dkgkk2kO/Q2atSIX3/9ldmzZ3P16lXeeecdLBYLrVq1crjdwYMHCVdTvGQzNpsNf39/9u/fz+DBg7l+/brniklIMI7yJtemDRQo4P56RDwoISEBy912nvfee48GDRrw/PPPs3bt2sR9r3b1Knz0ESxbZvTyJleyJLzyCtSr5/bSRDwt3T29//jHP1i8eDEDBgwAjDf5OnXq8MgjjyTe5tSpUxw6dEhjyyTbsb+pDhkyhDFjxhAWFkZ8fDwBAR64Hsz69UY/b1L58kHbtu6vRcSDkrYztG/fnoiICHbs2EHt2rWd9r3SwYPw5ZeQ0i/ZzZsbn+7o6K5kU+l+B65duzbLly9n/PjxREVFUb9+fd59912H28ydO5e8efPSsmXLDBcq4i2sVit+fn7Mnz+fo0ePsmPHDgDPvJneuGF8zJlcjx66ypJkGzabDYvFgr+/Pzt27KBjx47Uq1cv8XyThIQE/Pz8vDfwWq3Gkd0VK8yP7oaEGJMZ7oZ7kewqQ4edWrZsec9A+8ILL/DCCy9k5ClEvI6fn9E19Mwzz/Dhhx8CeO4o79KlxmzepMqVg/r13V+LiAckPXr73nvvMXbsWCZOnMiLL74IePC16SpXrhhHd5OcY+OgTBkYPhwKFnRrWSJZkRe/0kWyHvsb7JtvvklYWFji+D6PvKmeOQMbNzqv9+2rEWWSLZi1M2zfvp06deok7nt14N23zxhHlnz2tl3LlsanOt78NYq4kF4JIi5iP3nt1q1bvP322/z888+Ah/oEbTaYO9f5o86HHzaO/Ij4MJ9vZ0hIgMWLYdUq8/2cOWHIEKhRw51ViWR5qQ69LVq0wGKxMHPmTEqUKEGLFi1S/SQWi4U1a9akq0ARb2G1WvH39+fJJ5+kbdu2NGjQIHHN7fbuhUOHHNeCgqB7d/fXIuJGZu0MEyZM4KWXXgL+amewjy2zB2SvcfkyTJsGx4+b75crZ4wjCwtzb10iXiDVoXf9+vVYLBZu3e0PXL9+faqfxKt+oIikg/0o7759+5g7dy6RkZEp3tZ+olumiY83H1HWrp0xtUHERyUkJBB4dzLBvaYzJA3GSd+fMv21mVG//gozZjj36du1bQtdu4K3HsEWyWSpDr3r7l6+tFSpUg5/FpG/3jiHDh3K6NGj7zmiLNPfVNesgQsXHNfCwqB168x9XhEPSXqxiXu1M1gslsS2h/379/PZZ59x+fJlcuTIwfPPP0/16tU9+WWkLD4eFi2Cn34y38+VC554AqpWdW9dIl4m1aH30UcfveefRbKre40osx9RioqKYsuWLSxatIgKFSrQv3//zLn607VrsHy587pmc4qPSnqxif/85z+8+uqrKU5nsN/uiy++YOTIkbRq1YqbN29y/Phxli5dytq1a6lRo0bWOuJ78aLRznDypPn+Aw8Y7Qz587u1LBFvpBPZRDIopRFl/v7+iR+hPvXUU+zYsYPcuXOzaNEiJk2axLfffut0BcMMW7wYYmIc1ypU0HxO8Un2XyqtVitvvvkmZ86ccWpnSP5py3fffcd//vMfJkyYwKBBg8ibNy8HDhygV69evPbaayxZsiTrBN6ICJg5E27fdt6zWIyWpS5dIKvUK5LFpfuVMs+sZ9BEfHy8ZvWKz7JfstRsRJnVagXgpZde4siRI8ycOZOtW7eyYcMGKleuzAsvvEB0dLTrivnzT9i82XHNYtGIMvE5ydsZihcvjsVi4dSpU9SuXZuEhITEPvukrl69yoIFC6hduzZ9+/Ylb968AFSoUIGuXbvy66+/cubMGbd/PU7i42H2bPjsM/PAGxoKzz0H3bop8IqkQbpfLX379uW5554jLi4uxdv8+eefNGnShI8++ii9TyOSZSUfUTZ9+nQAhzfcixcvMm/ePMaMGUPLli3Jnz8/NWvW5MUXX+S3335jwYIFiY+VwWJgzhznEWWNG0PJkhl7bJEsJGk7w3vvvcfDDz/M6NGjGTduHPDXpyxmJ1DnzZuXpk2b8uKLL1K4cGHAaE8KDAykVKlSXLlyhQIFCrjvizETFQUTJ0JK5808+CCMGwcPPeTeukR8QLpDb8GCBZkyZQqNGzfmjz/+cNpftmwZtWvXZvv27TRo0CBDRYpkRfYjuWYjyuxvuBs3bqRQoUKUK1cOi8WSGG47duxIixYtWLp0KfBXr+HRo0fZvXt32kPwrl1w9KjjWnCwcSa3iI9IfrGJDz74gB07diR+mnivi03YX6/PP/88tWvXTnyN2VsZYmNjCQkJwWazER8fn9lfirmdO2H8eONTm+QsFujUCUaNgrtHqEUkbdIden/99VcaN27Mzp07qV27NosXLwaMHzovvvgi3bp148qVK7zwwgtsNLsqlIgXSz6ibObMmaa3CwoK4saNG5QrVw7AIfgOGjSIdevWcfnyZQBu3LhBz549mTZtWtrG/MXFwd0jxg46doQ8edL2hYlkQcnbGQoXLoyfnx/nz5+/ZztDUsn7dO2vMftjX7t2jVy5chEQEOD+q7TFxcF33xknrCXvyQfjdTxqFHTurHYGkQxI96unWLFirF+/npdffpno6Gh69uzJM888Q9OmTfnggw/Inz8/S5cu5d///rd3X+ZRxETyEWUFChQgPj7e6Y21Y8eOzJo1i2LFiiW+uVosFqxWK02bNuX27dssvzttYcGCBfz++++89dZbQBpaHlatMgbWJ1W4MKThAjIiWZVZO8PLL7/MDz/8ANy7nSE1kn7KUrx4cXLkyAFATEwMW7Zs4cqVKy74Ku4hMhImTDC/ZDhA5cpGO0OlSplbh0g2kKE06ufnx4QJE3j00Ud57LHH+PTTTwFo1KgRs2fPpkSJEi4pUiQrudeIsqTsV3qqVasW4DgE38/Pj7Jly1KvXj1++OEHWrZsyeuvv87o0aMpWLBg6i9dHB0NK1c6r/fqBfplU7xc8naGiIgItm/fTp06dRL3AwICUjy3JOnoMfvrMfkV2OzPcfr06cRPZM6ePcs//vEPZs2axd69e8mfWePAtm0zjvDGxjrvWSzGZIb27XUiqoiLZPhzEqvVyoYNG7h+/To2mw2bzUZ0dDQ3btxwRX0iWU5KI8qSH2lKzZGnbt26sW3bNsaPH8+NGzd45513HJ7jvhYuhDt3HNcqV4asOmRfJBXu1c5Qp06dVLUzJP3kZceOHcybN4+LFy86vS7tzxUVFUVoaCjbtm2jbdu2bNq0iR07dlClShXXf4F37sDXX8P06eaBN18+eOEF6NBBgVfEhTIUes+ePUuzZs3497//Tf78+fnuu+9o3749Bw4coF69enzzzTeuqlMkS7jXiLL06NSpE1FRUXzyySdMnjwZMA/Qpo4fN44UJWWxQJ8+eqMUr2XWzvDSSy+lqZ3BarUmviZHjRpFu3btGDZsGLNnz3a6bUBAAAkJCSQkJLBz505atWpF+fLlOX78eGK/sEudOwfvvAObNpnvV60Kr75qzNcWEZdK9+efP/74I4MGDeLChQs0aNCAOXPmUKpUKR577DEmTJjAuHHjGDJkCOvXr2fKlCkEBwe7sm4Rt0s+ouznn38GSLEVwX4lqMOHD1OmTBly5MjhdKWnUqVKJX5U27dvXyCVAdpmg7lzndcffRTCw9Px1Yl4nlk7w/0uNmHGz8+Po0eP0qtXL/bu3Uvjxo0ZPnw43bp1c2pvADh16hR//PEHhw8fZsqUKfzf//0fQIqXEk8Xmw22bIFZs4wT15yLNubutmmjX1pFMkm6j/R26NCBCxcuMHLkSH7++WdKlSqVuDdmzBjWrl1LsWLFmDFjBvXr13dJsSKedK8RZWa3DQgI4PLly9SrV4/33nsPcG5byJ07N+vWrWP+/PkAqR+VtG0bnDjhuJYzp9EDKOJlXDGdIakjR44wdOhQjh07xuuvv86CBQsYNGgQefLkMT1CXKZMGd566y327duXGHhTG7BTJTYWZswwrq5mFnjz54cXX4S2bRV4RTJRul/RefLk4auvvqJbt26m+02bNmXPnj0MGDCAn376Kb1PI5IlJB9RFhkZmar7jR07luvXr/PWW29RpEgRhg8fjtVqxWKxYLFYEo9sFSxYEEjlUd7YWFi0yHm9c2fIlSstX5aIxyU9uvvee+8xduxYJk6cyIsvvgik72jr+vXr2bRpE6+88gqvvfbaPW8bGxtLUFCQw6xfPz+/VAfs+zp92hhFdv68+X716jBkiF67Im6Q7tC7e/duypYte8/bFCxYkJUrVyaenCPirZKPKAsLC0vxzdj+Jh4REcG0adMoW7Ysp0+fZtKkSdSrV4+aNWsm3tb+xpqmcUsrVxpTG5IqVsxobRDxIq5qZ7CzWq3Ex8fz0UcfUa5cOcaMGeOwf/ToUc6dO8ehQ4coW7YszZs3JygoyKEWl4Vdmw1++cW4UqLZ0V1/f+jRA1q21NFdETdJd+i9X+C1s1gsvPLKK+l9GhGPS+2IMjv7+rPPPkuBAgUYNWoUCxcuZMOGDfTr149vvvmGevXqpX4sWVKXLsHq1c7rvXsbb6IiXsDeV2tvZ+jYsSP16tXj/N2joRk52nrjxg3OnTtHtWrVyHX36OmVK1eYMWMGs2fPTnz9ArRu3ZpBgwYxYMAA/P39nXru0y0mBr79FpI8l4OwMHjqKShTJuPPJSKppku7iNxHakeU2dcB5s2bx+bNmxk0aBDPPvsss2fPpkmTJhw/fpyvvvoKSDk039OCBc5HjapVg8wYqySSCVwxnSElfn5+BAcHkzNnTmw2G7dv3yYmJoaPP/6Yl156iaioKAYMGEDfvn0JDg5m9erVvPrqq0ybNi3x/hl26pRxKeGUAm+tWsZ0BgVeEbfLcJd+bGws69at4/fff+fatWspXkXqfn1VIlmR/WhsakaU2Wy2xPXRo0fz4IMP0r9/fwAKFSrE008/zZYtW/jss8+wWq288847FChQwPRsclNHjsCuXY5rfn7GUV4RL+DqdgYz0dHR5MmTh02bNnHhwgXi4uJ488036dKlC9988w25c+cGYOPGjUycOJEVK1bw3//+l5o1a1KvXr30P7HNBhs2wLx5YHZCakCAcdGYZs3UziDiIRn66bJo0SKefvppLl26lOJt7G/oCr3ibdI6osz+hv3OO+9w5swZJkyYQN26dQHjCNKAAQOw2WyMHDmSxYsX06xZM/r165e6wGu1Gr2BybVoAUWKZOjrFMlsmdnOkFzRokV59NFHOXToEC+++CLlypUjPDyciRMnkjt37sTX7yOPPMLt27c5c+YMR44cYf369dSrVy/1v4QmdesWfPMN7N5tvl+okNHOkGTKkYi4X7o/y9m5cyd9+/YlOjqafv36Ua1aNcAYV9azZ0/y5MkDwLBhwxR4xSulZUSZ/SjvxYsXeeONN2jRogV9+vRJfBz7Y3Xv3p2BAwcSFRXFwIEDmTVrVuKVDO9pyxbjY9OkcueGjh0z/oWKZKLMbGdIzv46Gzp0KIULF2bVqlV8+umn5M+fn4oVKwJGW5H99da2bVvq16/P7du32b59O5DGk0oBTp402hlSCrx16xrtDAq8Ih6X7iO9//nPf0hISGDRokV06dKFoUOH8ttvvzF+/HgALly4wKBBg1ixYgUREREuK1jEHdI6osz+RvnNN98QFxdH3759KXO3Zy9pn2CuXLkYP348ly5d4rvvvuPzzz+nSZMmDnOuncTEmI8o69rVmM0rkkW5o50hKftrrWzZsvTt25dJkyYBxojNc+fOUaRIEfz8/LBYLInTV9q1a8cXX3xBXFxc2saj2Wywdq3RZ2921baAAOjbF5o2VTuDSBaR7iO9mzZt4qGHHqJLCsPwCxUqxOzZs7l58yZvvPFGugsU8YSURpTd70SX5557jq1bt/LYY48BOB3BtVqt5MqVi1dffZX69evz888/M2jQII4fP256ewB++AGuX3dcK1ECmjRJ51cnkrlcfbGJtCpUqBC9e/emTZs2AGzdupV9+/Ylvn6Thm37a69ixYqpD7w3b8KnnxpXRTQLvEWKwNix8MgjCrwiWUi6Q++FCxeoVKlS4p/tPyxiYmIS1/Lmzcujjz7K8uXLM1CiiHvZPyK1jyizX00tNW/Q/v7+1K9fP/FkmeQfldrfdB988EEmTJhAiRIl2LhxI1OmTDG9PVFRsGaN8xP16WOcxCaSxbizncGMPXA3adKEJ598kvr162O1Whk1ahS//vqrQ4vStm3b+OSTTyhcuHBiO9J9HT8Ob78Nv/5qvt+gAbzyivGLqYhkKen+XCk0NNThkql58+YF4OzZs5QrVy5xPTAwMPFkBRFvYA+mI0aMcBhR5sqPYQGaNWvGRx99xLBhw/jwww8pWLAg//jHPxyPJs+f73wkqVYtePBBl9Yi4grubmcwY7FYEk9G69SpE7ly5eLZZ5/l4MGD/N///R/t2rWjXbt2rFmzhtmzZ3Py5Elef/31xJNOU2SzGTOyFy0yTixNLjAQHnsMGjXS0V2RLCrdh4pKlCjBqSQn1tiP+q5bty5xLS4ujq1bt1JEZ5eLl0i4GzDffPNNChYseM8RZa7QsWNH/v73vwPwyiuvsGnTpr82Dx50PppkH3skkoVkVjvDfU/wTIH9KHJwcDDt27dnwYIFNG3alN27d/PGG2/QsGFDXn31Vc6dO8f06dMTT7ZO8flu3IApU4z+XbPAW6wY/POf0LixAq9IFpbud/ImTZrwxRdfcPXqVfLmzUvHjh0JCAhg9OjRxMTEUKpUKaZOncrZs2cZMGCAK2sWyRRpHVHmCkFBQYwfP56oqCgWLVpEo0aNjA2r1egXTK5VKyhYMFNqEUmPpK+P9957j7FjxzJhwgReeuklIP2fktzv6mipvXqa1WqlRo0aLFq0iEOHDrF+/XoAChYsSLt27RJPIk3x8Y4cgS++cL70t12jRtCvH9y9nLGIZF3pDr3dunVj5cqVbNiwgS5dulCsWDH++c9/8sYbb/Dcc88BRojInz8/b7/9tssKFsks9l6/1Iwoc+Vz+vn58be//S3xUqjx8fEE/PILnD3reOM8eaB9+0yrRSStMrOdwc/Pj4MHDzJx4kReeeUVKlSoAPx1NNYeUP/44w8KFSp0z8cBKFCgAI0aNfrrF8u77K9Bp8Brs8HKlbB0qfnR3aAg6N8fHn44XV+fiLhfukNvy5YtOXLkiMPav/71L6pVq8a8efO4fPkylStXZtSoUfcexySSBSQfURYVFeWW57W/0dpDAkDAnTvGG21y3btDcLBb6hK5F3dcbCI2NpaJEyfy9ddfky9fPt544w3y5s2b2Lpw6dIlJk2axNKlS3n//ffTXLud6dHd69dh+nQ4cMD8QYoXNy42UbRomr4mEfEslzcq9ujRgx49erj6YUUyVfIRZQUKFMiUk9dS5fvvjZFISZUuDQ0bur8WkWQyq50huaCgIJ555hlOnjzJpEmTqFy5Mk8//TQAERERfPzxx8ycOZPChQtTqlQp9u3bl6rHve/UiMOHjXaGq1fN95s2NebvBgam5csRkSzAA+/oIlmL/eNN+4iyHTt2AKkbUeZy585BkpNBE/XtqxNkxOPcPZ2hbt26jBgxgqNHj/LWW29RuXJloqKi+OCDD9i6dSsDBw5k5syZxMXF8dtvv2XsyaxWWL7c+KXT7IS2oCAYOBDq1cvY84iIx7g09E6cOJEff/yRtWvXuvJhRTKV/ePNZ555JlNHlKXKvHnO/YP16kH58u6vReSu1LYzJD+KmryVID3P2bt3b06dOsWYMWMYOnQoV69e5cqVK0ybNo1hw4YBxus1Q3N/r12DL7+EQ4fM90uWNNoZChdO/3OIiMe5dLr9oUOH2LBhgysfUiRTJR1RFhYW5tIRZVazk1/uZd8+2L/fcS0wENQuJB6U2otN2IMvwOXLl0lISCAuLg5Ix2sBx/FhtWrVonTp0pw8eRKr1cqmTZsSA2+Gjy4fPAhvvply4G3WDP7xDwVeER+g9gbJtjJjRJm9VeLMmTNs2LCB+vXr88ADD9z/jvHx5iPK2raFAgXSVYtIRqW2ncFqtSYGzxEjRnD48GHOnDlDpUqV+Pzzz+85XcGMzWZLDNDz5s3jv//9L8eOHaNQoUJcvHiRP/74gxo1ahASEoK/v3+6QjVWKyxbBitWmLczBAfD4MGQ5CRTEfFuuo6pZFv2N0pXjiizv1HPnDmTxx9/PHEm6H2tXw+RkY5r+fMboVfEzdJ6sQk/Pz8OHz5M1apV2bJlC82bN6dJkyZs2bKF7t27c/v27TQ9v8Vi4eLFi0yYMIERI0awZcsWZs6cybfffkvx4sUZPXo0O3fuTP8XGB0NH3xg9PCaBd7SpWHcOAVeER+j0CvZUvIRZTNnzkz1fe0tEbdv3+ZmkikL9hAdERHB7NmzCQ8P58knn7z/A16/bpw8k1yPHpAjR6rrEnGF1LYzJO2hPXv2LP/4xz948MEHWbBgAf/85z+ZOnUqX331FVu2bGH27NlpquHYsWO89NJL/POf/yQsLIxff/2VgQMH0rp1a5566ikuXLjAa6+9xokTJ9L+Be7fD2+9ZVx0wkzLlvDyy7oIjIgPcml7g81mS/dlI0XcKSMjyuxHtwYMGECBAgUYNWoUFSpUIOjuFZm+/fZb9u3bx6xZs4BUnBS3dCkkPxJWrpzOEhe3S+90ht9//53ffvuN9957j7JlyyauV6tWjYoVK/Lr3ctpp/YqasePH2f9+vU89thjfPfddwDcuXOHHDly8H//938cO3aMmTNnMmHCBCZMmEDu3LlT88XBkiXw44/m+zlzwpAhUKPG/R9LRLxSuo/0rly50mnt/fffT99v3iJuZD8iax9R9t577wFpG1F24sQJ9uzZw/Tp0+natSuTJk0iOjqalStX8u2339KgQQP69esH3OekuNOn4W4vsQONKBM3Sms7Q3LNmzdnwoQJiTPa7Y9XvHhxcubMyfXr14EULgRhonXr1ixcuDAx8MbHx5MjRw5sNhsFCxbkueeeo3Llynz55ZdcvHjx/g94+TK8/37KgbdcOXj1VQVeER+X7tDboUMHHnzwQf773/9y7do1AMLCwihdurTLihPJDCmNKEvLyKOyZcsyf/58xowZQ0JCAi+//DJt2rTh7bff5sKFC3z88cfAX60Qpmw24+S15J+ONGwIZcqk6WsSSa/0tDMkZf8lslevXsBfo8ZsNhsJCQlcv36d8PDwxL37sd+mVq1aifXZf3G011CrVi0+/PBDfv/998TLE6do716jneHYMfP9Nm3gxRchLOy+tYmId0t3e0PlypU5ePAgo0eP5tVXX+Xxxx9nxIgRVK1a1ZX1ibhUQkICgYGBLhlRVrt2bWrXrk2LFi2YM2cOs2bNIiYmhpIlSxISEsL169cJDQ1N+QH27IHff3dcCwqCbt3SXItIerjiYhPJj97ag2lCQgJWq5UbN26QL18+h717SX6b5EeX7aG6TZs2ic9jKj4eFi2Cn34y38+VC4YOhWrV7luTiPiGdB/p3b9/P2vXrqV79+7Exsby+eefU6NGDZo3b86CBQvSN0JGJBMlH1E2ffp04D5HY+/B/ne8VatWPP/884m9jGfOnKFJkyaMGzeOffv2Jc4qdRAfD/PnO6+3bw93A4JIZktvO0NqBAQEEBsby6VLlyiT5JOLbdu2sXDhQu7cuZOux71fKAbg4kX4979TDrwPPGBMZ1DgFclWMjS9oVmzZsyfP58TJ07wyiuvULhwYTZs2ECfPn0oXbo048ePJyoqylW1imSIq0eUJT3CtWrVKg4cOMCoUaOYOnUq5cqV4+OPP6ZLly5MmTLFudd9zRrjjTmpsDBo1SpdtYikx0cffcTDDz/Mq6++mup2Bkj5YhPJ2xf+/PNPLBYLZcuWxWq18vnnn9OwYUNWrlxJjsyaTBIRAW+/DSdPmu+3bw8vvGCMBBSRbMVic+G4hbi4OObPn8/kyZPZsmULFouFwMBAevfuzTPPPEODBg1c9VQZdu3aNfLmzcvFixcJUy+Xz7tz5w4rVqygVKlS1KtXj8jISMLCwlJ9NrkZ+30jIiJ4/PHHiY6O5syZM4AxtmzOnDksWLCAY8eOMXDgwL/Gol29ahxlio11fMCnn9ZcUBcpUcLGmTMWihe3cfq0TghMSZ8+fYiJiWHp0qXA/SeNJG2HOHPmDDt27OD8+fMUKlSIxo0bU7RoUeCvFoTVq1fTo0cP5s6dy/z585kxYwYfffQRzz77rEu/jri4OJYvX06H27cJXLfO/EahoUY7Q5UqLn1ucT+9vrOXS5cuUbBgQa5evUqePHky9FgundMbGBjIY489xoYNGxgzZgw2m407d+7w3Xff0ahRI5o2bcq2bdtc+ZQiqWI/ajV8+HBGjx5NWFgY8fHx6Q68YBzptVqtfPfddxw8eJD3338fMIJBrVq1mDBhAp999hk9e/bk6aefBu4eIVu82DnwVqwId0/cEcls9iO1s2fPpmDBgmzfvh24d2970sA7Y8YMmjZtSt++ffn73/9O7969adasGXv37gX+OuJ77do1bt68ydChQ1m1ahW7d+9ODLzpbSsydeGC8W+zSShgvL5efVWBVySbc+mc3sjISKZOncrUqVM5e/YsYJxl26ZNG/73v/+xadMmmjRpwoIFC+jSpYsrn1okRfY3+M2bN3Ps2LHEKzllpF/RbsOGDUyfPp06deokjiizh2E/Pz9atmxJ48aNCQ4ONvZOnYItWxwfxGKBPn00okzcxs/PL3Guev369bl16xZw7zm69tfL3/72Nz7//HNKlSrFU089RYECBVi0aBH79u1j/PjxzJkzJ/Ex7OPEOnfuzLRp0wAj7Pr5+bnk9QfAzp0waxY8+qjznsUCHTsa/2TgF1wR8Q0u+SmwefNm+vfvT+nSpXn99dc5f/48PXr0YOPGjezatYt3332X48ePM2XKFABef/11VzytSKrY34CnTp3Kf/7zHyDtI8rM2Gw2oqOjKVWqFJ999pnD49qf02azJQZebDaYM8d5RFmTJlCyZIZqEUkri8WS2Ltrb29IKfDabDZiYmIYOXIkn3/+OV27dmXu3LlMmjSJN954gzVr1hASEsK8efPYt29f4v2efvppli9fnhh4U9MvnGpxcfDddzBtmvMnJwB58sCoUdC5swKviAAZONIbExPDd999x5QpU/j111+x2Wzkz5+f4cOHM2LECEomexP38/Pjb3/7G8uXL+enlM6oFXEx+0eyb7/9NqGhoQwaNAhw/BjX3n+Y1v5ei8VC9+7dqVq1KhUqVMBmszl9POzw5r5rl/Os0OBg6No17V+YiIs8/fTTdO/enfXr19OsWTPT21gsFqKioli8eDFVqlThiy++SDwX4vr16xQqVIg2bdpw5MiRxCkm9tdVu3btgNSNP0u1yEiYOtW4uIuZypXhiSeM4Csicle6fwIVL16c6OhobDYbVapU4bnnnuPxxx8nJCTknvcrUqRIukfViKRF0hFl7777LuPHjwccexPhr2Ca1v5e+5u6fTj+PY9e3bljPqKsUyfjBBsRD7D/ote/f//ESTv2v9fJrVq1ilOnTvF///d/hIWFERsbS0BAAKGhodhsNk6fPk3BggWJjIzEZrNRvnx5h+dxWTvDtm3GEV6zo7sWi/FLZLt2OrorIk7S/VMhOjqaTp06sXr1an777TeGDx9+38AL8PLLL7N27dr0Pq1IqiUdUda6dWsqVqyY+OZrP9Hm5MmTfPrppzzxxBP873//S7xcamrmTKfpI9pVq+DKFce1woWhefPUP4aIiyX9RW/Xrl1Ayn+v7a+Ny5cvAxAUFIS/vz/nzp1j5MiR7Nq1i0uXLtGzZ0/q1KlD//792bBhQ+LzZHhQ0J078PXXMH26eeAFeOYZ6NBBgVdETKX7SO+RI0coV65cmu9XsWJFKlasmN6nFUkV+1Heffv2MXfuXE6fPp04OcR+pHfXrl08//zz7N27l/DwcGbOnEnTpk2ZO3cuhQsXdl0xV67Ajz86r/fuDa76uFckA3r37s3MmTP5/vvv6dSpk+ltWt2dIT137lxq1KhBq1atuHz5Mp999hlLliyhTJky1KlTh6ioKA4fPszs2bM5fvw4Y8eOpWvXrhnr4z13zmhnuHuCtJNKlYx/Jzm6LCKSXLp/HU5P4BVxF/sb7NChQxNHlCU/a/zJJ5+kZMmSrFmzhk2bNrFo0SIOHTrk+hMtFy0yjlIl9dBDuhqUZAn20WHPPfccx48fJz4+3uk2NpuNatWqJZ6M/Oqrr9KoUSPat2/PkiVL6NOnDxEREUyfPp3ly5ezdOlSatWqxY4dO/jf//5HZGRk+gvcvBneecc88Pr5QY8exoxrEZH70GEm8Tn2PsX58+dz9OhRduzYQVxcXOIoMYBFixZx5coVxo4dS9WqVQFo164dgwcPZvLkyYwePZpy5cplaI4vAMePGz2ISfn5aUSZZBn2XwIDAwO5cOGC6clm9l8i//a3v5EvXz527drFnTt3OHz4MDlz5mT69OnkzJkz8fXVsmVL/va3v/HUU0+xdu1abt++nfbCYmONUWRbt5rv588Pw4cbR3fNLvUtIpKMGp/E59iD6jPPPMOHH34IOI8S27x5MzVr1kxsY7DZbOTIkYMXXngBf39/Nm3a5BB4t23bxumUzhRPiX1EWXKPPgrFiqXjKxPJPM2bN2fv3r0sWLDAdN8eaB977DH+85//MHHiRPbt20f58uXJmTMnNpvN4RfLwYMH8+CDD3Lx4kWOHj2atmLOnDGO7qYUeKtXN65qqHYGEUkDhV7xKfaPat98803CwsIYMmQI4Dii7M6dO/j7+5OQkJAYeu0jywoXLkyLFi349ttvE2+/f/9+GjVqxIEDB9JWzLZtcPKk41rOnMbcUJEsxB5UX375ZSIiIrh586bTbZJ/6rF7927Onj2bOJ4y+RXWLl26xLVr1/D39yc8PDx1hdhsxlXV3n0Xzp933vfzM3rh//53yJUrdY8pInKX2hvEZyQdUfb222/z891LkiZ/M86RIwdvvPEGx48fT7yfxWJJ/Ai3c+fOjBgxgpMnT1KiRAnee+89qlWrRps2bVJfTGwsLFzovN6li96sJcuxB9o8efIQFBREYGDgfe9jn+IwefJkevToQYkSJbhz5w45cuQAYNq0aZw7d44nn3ySypUr37+ImBj49lvYscN8PyzMaGe4OwdYRCStdKRXfEbSEWVt27alQYMGpvNBrVYrQUFBiW/E9rBr/3eLFi0IDAxk06ZNbNmyhW+++YapU6cCzgE6RStWwNWrjmvFisEjj6T3yxPJdNWqVWP//v0sWrQI4J5jxqpVq0bt2rU5evQozz33HNevXydHjhxERUUxbtw43nnnHcqUKcPgwYPvP7nh1CkYPz7lwFurFrz6qgKviGSIjvSKT0g+osw+aN/M/U5OK1u2LLVq1WLBggVERUXRrVs36tevn/oB+xcvwurVzut9+oCrBvSLuJj9BNCXXnqJzz//nDZt2pA/f/4Ub1+oUCF69erFmTNnWLx4MQ8//DD58uXj6NGjXLhwgYceeoiFCxfee0SlzQYbNsC8eWAyNYKAAOjVC5o104mfIpJhCr3iE5KPKCtQoADx8fH3vexp8qtP2Wf49unTh+eee47g4OC0n8C2YIHzG3j16saYMpEsxB507SehgXG1zfLly9/3ypm5cuVi0KBBhIWFMXr0aA4ePEhwcDDh4eEMGzaMd955B3C+AmKi27eNi03s3m3+BAULwlNPQenSGfoaRUTsFHrF65mNKANSdVTWHnjt4dd+n8aNG5MzZ07GjRtHgQIFUn7jTu7wYec3cX9/42iVSBayfv16Tp06RadOncifP3/iL4lFixblxIkTrFmzhv79+6d4WWKA8PBwhg8fTosWLTh16hQFChQgR44cVLp7sYgUf/H84w/jYhMXL5oXV7cuPP44pOIqnyIiqaXQK14vpRFlZm+28fHxBAYGsnPnTvbt20eHDh0oXLgwFovF4c29Vq1aHDp0iBIlSjg8xz1ZreYjylq0gCJF0vnViWQO+4Ukli9fzsyZMxNPQAN49tlnGTduHC1btqRIKv7uli9fnvLJxodZrVbn16DNBmvXGp+GmPXHBwRA377QtKnaGUTE5RR6xavZj8Dea0RZUvb1zp07Y7PZ2LVrF127dqVRo0bkzJkz8TEBSpQokXgiT6ouobppEyRvhQgNhY4d0/GViWSeyMhIAgMD6datGytXrqRRo0a88847iRNKKlSoQJMmTbhw4UKqQq8Zp18Ub92CmTNhzx7zOxQpYrQz3P1FU0TE1RR6xWvda0TZvVoR5s6dS2RkJMHBwXzyySesW7eOXr160aVLF2rVquVw31SFXTD6E5cscV7v2lUf0UqWkzt3bj755BOCgoI4cOAAjz32GM888wy9evXinXfeIUeOHERHR7Njxw6qVq2a2EKUbsePwxdfwKVL5vsNGkD//hAcnP7nEBG5D40sE6+V2hFlyeXNmxeABx54gJ49e/LHH3/w7rvv8sILL/DJJ59w7NixxNuuXLmS2bNn37+Y5cvh+nXHtRIloHHjtH1RIm6QK1cugoKCsFqtPPTQQyxfvpwuXbrw0Ucf8fjjj3PkyBGeeeYZvvvuO06fPp3+wGuzwapV8O9/mwfewEAYNAiGDlXgFZFMpyO94pWSjyiLjIxM9X3btm3Lk08+yY8//sioUaNo1aoVM2bMYNOmTURERLBu3ToGDhzIQw89xPjx49m0aRM1atRIecB+VBSsWeO83revcQUpkSzKftng4sWL8+abb/Loo4/yxBNPsHfvXt58800GDhzI4cOHE3vb0+TmTfjqK/jtN/P9YsWMdobUXq1NRCSDFHrFK9nbDp544glefPFFwsLCUj2iDGDAgAF88cUXrFixgrfeeot69eoxf/58Fi5cyMKFC9mxYwclSpRgy5Yt9OnTJzHwmp7JPm+e80k5tWvDveaTimQR9qO4ISEhdO7cmYULF/Lpp5/So0cPwsPDeeGFF2jRokXaWhyOHjXaGa5cMd9v1Aj69YOgIBd9FSIi96fQK15r+fLl7Ny5k+3btwNpG1H26KOP0r17d6ZMmcKzzz5LrVq1qFWrFi1atGDBggXMnz+fLVu2YLFYKFGiBL///jvlypVzvjzrwYOwd6/jWkAA9Ozpkq9RxF3sr42mTZtSrVo16tevz+jRo/nkk0/o27cv4ak5ImuzwcqVsHSpMc0kuRw5YMAAePhhF1cvInJ/+uxVvNaDDz5Iy5YtGTlyJMeOHUscO5ZaY8eOJTo6mvHjxyf2B7ds2ZIpU6ZQr149AAIDA5k0aRL/93//x2effebQ74vVCnPnOj9w69bGYH0RL5UvXz5GjRrF119/TcOGDdmb/Bc7M9evw8cfw+LF5oE3PBz++U8FXhHxGIVe8Vrly5dn9erVVK9enS1btgCkOvharVaqV69Ou3btmDNnDr///nvi3rZt29i6dSuFCxfm3//+N/Xr12fbtm2MHDmSbdu2/fUgGzfC2bOOD5w3L7Rr55KvT8RT7L8EPv7447zzzju0u9/f6cOH4a234MAB8/2mTY3AW6yYiysVEUk9hV7xWvZ5uo0bN+bHH3/kX//6F3fu3EnVmDE/Pz9y5MjB2LFjuXTpEp9//nni3ocffsiVK1eYPHkyzz77LJMnT2bEiBE0aNCAPn36GDe6edP4CDe57t11Frp4vaS9u/c8ic1qhe+/hw8+gKtXnfeDgmDYMOPqaslbg0RE3EyhV7yWvYe3UqVKfPrpp8TGxjJlyhTu3LkD/HW06l4aN25Mz549mTx5MqdPn2b27NnMmzeP+vXr0+vupYNr1KjBv//9bxYtWkRAQIARtpctM4JvUmXK6KNbyT6uXYP//td4LZh9ulKyJLzyCtSv7/7aRERMKPSK17NareTOnZtRo0Zx9epV1q5dC9z/0sE2mw0/Pz8GDx6M1Wpl4sSJTJs2DYD//ve/gHHZYnt4Llq0KAD+UVGwYYPzA/bpo0unSvZw8KDRznDokPl+s2bwj3/o8tsikqVoeoN4PXu4LVq0KG3atOGNN95gx44dvPDCC4mXFjZjb4No3749nTt3ZsqUKQA89thjiRe6cBqBZrMZJ68lP4pcrx6UL++6L0okK7JajSO7K1aYH90NDjYuNlGnjvtrExG5Dx3pFZ/SqFEjFi5cSHBwsMMZ5ymd3GY/ivvcc89RuHBhAD744IOU7/Pbb84n6wQGakSZ+L7oaKN3d/ly88BbujS8+qoCr4hkWQq94lOsViu5cuWiSpUqvPvuu8yaNQsgxZPb7EeJW7ZsyR9//MG6desoUqQI8fHxznN/4+ONC1Ek164d5M/v0q9DJEvZv99oZzhyxHy/ZUt4+WUoVMi9dYmIpIFPhN4JEyZgsVgYNWqUp0sRD7OH2A4dOvDOO++wceNGli1bBtz7xLb4+HiCgoJ49NFHAcyv7LZ+vXHJ4aTy54c2bVxSu0iWk5AAixYZ83dv3HDez5kT/vY3o5/9PldDFBHxNK//KbVjxw4+//xzqlev7ulSJAux2WxUqVKFQYMGsXz5cipUqHDPE9vud/lirl83RjMl17OncZUpEV9z5QpMmwZJL8iSVNmyMHw4hIW5ty4RkXTy6tB748YNBgwYwLRp03j77bfvedvY2FhiY2MT/3zt2jUA4uLiiIuLy9Q6xXPq1avHwYMHGT58OI0aNaJ169bYbLZUzfJ1sGQJxMU5Hs0qWxZq1DDWJUux2fwB40IlcXHxni7H++zfD999B7dumR/Bbd4cOnY09rLA33/7z3D9LM8e9PrOXlz5uvbq0DtixAg6duxIq1at7ht63333Xd544w2n9XXr1t3zDH/xfgULFqRHjx7s2bOHefPmkS9fvrQ/SGioeRvDihUZrk9cLza2DRBCbGwsy5ev8nQ53qlJk3vvr8p6/19Xr17t6RLEDfT6zl5u3brlssfy2tA7e/Zsdu/ezY4dO1J1+7FjxzJ69OjEP1+7do2SJUvSvHlzwvTxnM+yT2C4ceMGBw4cYPHixYwZM4batWun9gFg8mTnj3jr14f+/V1crbhKUJD/3X8H0aFDBw9X4yUuX4YZM+DPP833y5aFwYMhPb80ZrK4uDhWr15N69atCdSV33yeXt/Zy6VLl1z2WF4Zek+dOsXIkSNZvXo1wam85GtQUBBBQUFO64GBgfoh6cOsVit+fn6EhobSqVMnbt++zddff01oaCgPPfRQ4n6KIiLg998d14KCoFs3XVY1C7NYbHf/bdHrOzUiIuDrr412BjPt20PnzpB8okkWo5/n2YNe39mLK7/HXhl6d+3aRVRUlMPRuoSEBDZu3MjkyZOJjY11Hjcl2cq5c+coVqyYU6Dt2bMnNpuNxYsXU7FixXufwBYXB/PnO6936AB587q4YhEPiI83/o6vW2e+HxoKQ4dClSrurUtEJBN4Zeht2bIlv/32m8Pa0KFDqVSpEv/4xz8UeLO5FStW8Omnn1KgQAGaNWtG3bp1HcJt165def/99+nevTvjx4+nevXq5kd8f/oJLl50XCtY0JhJKuLtLlwwpjP88Yf5fsWKMGxYlmxnEBFJD68MvaGhoVStWtVhLVeuXISFhTmtS/aTL18+1q9fzwMPPMCCBQsICAigdOnSxMfHc+TIEapXr84zzzzDrl272LRpE9WrV8fPz89xqsPVq+YnqfXqpbYG8X67dhntDDExznsWizGZoWNHuFfrj4iIl/HK0CtyLwULFuS1117j6aef5tatW6xZs4YdO3awefNm3n77bYKDg0lISCAoKIizZ8+yb98+3nnnHfImbVlYvBiSjLgDjCNfNWu680sRca24OOOqghs2mO/nyWMc3a1Uyb11iYi4gc+E3vXr13u6BMkiSpQowXPPPUeOHDkIDQ2lf//+9OrVi+XLl9OmTRtWrVpFZGQku3fvZu3atWzcuJGvvvqKkSNHGkd6T56EzZsdH9Rigb59jX+LeKPISJg6FU6fNt+vVMkIvHnyuLcuERE38ZnQK2IXEhLi8Ger1ZrYthAYGEi3bt0S96Kjo9m9ezcPPPCAcRubDebOdX7Qpk2hRInMLFsk82zfDt9+6/zpBRi/yHXubExoUDuDiPgwhV7xeX5+fiQkJDhdhc1qtZIvXz5atGjx1+LOnc4zeUNCoEsXN1Qq4mJ37sDs2bBpk/l+vnzG0d2KFd1aloiIJyj0SrblNK3hzh1YsMD5hp06GaObRLzJuXNGO8PZs+b7VaoY48j0d1tEsgmFXhG7VavgyhXHtSJFoFkzj5Qjkm5btsCsWcYvcsn5+UHXrtC2rXrURSRbUegVASPsrlzpvN67N9zrAhYiWUlsrBF2t24138+fH4YPh/Ll3VuXiEgWoHdzETDaGuLiHNeqVAHNfRZvceaM0c5w/rz5fvXqMGQI5Mrl1rJERLIKhV6RY8dgxw7HNT8/4yivPv6VrM5mM05Umz3b+Rc3MP4u9+xpXElQf59FJBtT6JXszWaDOXOc1x99FIoVc389ImkREwPffWeMJDMTFma0M5Qt6966RESyIIVeyd62bIE//nBcy5XLmFsqkpWdOmW0M0RFme/XrAmDB0POnG4tS0Qkq1LolewrJgYWLXJe79JFfY+SddlssHGjcRGV+HjnfX9/6NULmjdXO4OISBIKvZJ9rVwJ1645roWHwyOPeKYekfu5fRu++QZ27TLfL1gQnnoKSpd2b10iIl5AoVeyp4sXYfVq5/U+fXQpVsma/vjDaGe4eNF8v04dGDjQuIKgiIg4UeiV7GnBAuePhmvUgMqVPVOPSEpsNli3DubPh4QE5/2AAOOXtUceUTuDiMg9KPRK9nP4MOze7bhm74MUyUpu3YKZM2HPHvP9woWNdoaSJd1aloiIN1LolezFajUfUdaypREgRLKKEydg2jS4dMl8v359GDAAgoPdW5eIiJdS6JXsZds2OH3acS00FDp08Ew9IsnZbPDTT7BwofFLWnKBgfDYY9CokdoZRETSQKFXspcffnBe69pVJ/9I1nDzJsyYAXv3mu8XLQpPP21MGRERkTRR6JXs5cYNxz+XLAmNG3umFpGkjh0z2hmuXDHfb9jQOMIbFOTeukREfIRCr2QPKV21qm9fjSgTz7LZ4McfYckS83aGHDmgf38j9IqISLop9Er2sGQJFC/uuFa7NlSo4Jl6RACuX4evvoL9+833w8ON6QzFirm3LhERH6TQK75v/37jn6ShNyBAI8rEsw4fhi+/hOho8/0mTYxPInLkcGtZIiK+SqFXfFtCAsyb57zepg2Ehbm/HhGrFVasgGXLjNaG5IKC4PHHjZFkIiLiMgq94ts2boRz54wju3Z580K7dp6rSbKva9eMo7uHDpnvlyhhtDMUKeLeukREsgGFXvFdN2/C0qXO6z166Ax4cb9Dh4zAe+2a+f6jj0Lv3sYcXhERcTmFXvFdy5YZl3FNqlQpaNDAM/VI9mS1wvffw/Ll5u0MwcEwcCDUrev+2kREshGFXvFNZ8/Chg3O6z166CpW4j7R0cbR3cOHzfdLl4bhw6FQIbeWJSKSHSn0iu+x2WDuXPOZp2XKuL0cyab274fp050viGLXogX07OnYby4iIplGP23F9/z2Gxw86LimPklxF6vVmAu9cqX5fs6cMGgQ1Krl3rpERLI5hV7xLfHx5iPKWrY0P/Ir4kpXrhiXEj52zHy/TBljOoPG5YmIuJ1Cr/iWdeucLzlcoIDxUfJPP3mmJskefvvNuLrazZvm+61bQ7duamcQEfEQ/fQV33H9unGWfHI9e+qqVpJ54uNh8WJYvdp8P1cuGDIEqld3Z1UiIpKMQq/4jiVLICbGce2BB6BOHSOYiLjapUtGO8OJE+b75csb0xny53dvXSIi4kShV3zDqVPwyy+OaxYL9OmjEWWSOfbsgZkznWdB27VrB126gL+/W8sSERFzCr3i/ewjypIP/m/Y0JiDKuJK8fGwYAGsXWu+nzs3PPEEVKni3rpEROSeFHrF+0VEOA//DwqC7t09U4/4rgsXjHaGP/4w369QAZ58EvLlc2tZIiJyfwq94t3i4mD+fOf1jh0hTx731yO+a9cu+Ppr575xMFpo2reHzp3Bz8/9tYmIyH0p9Ip3++kn42SipAoWNObyirhCXJwx+9nsstZg/HL1xBNQubJ76xIRkTRR6BXvFR0NK1Y4r/fqpVmo4hpRUTB1qnGipJlKlWDYMH2qICLiBZQMxHstWgSxsY5rlSpBzZoeKUd8zI4d8M03zn/HwGhn6NzZaGlQO4OIiFdQ6BXvdPIkbN3quKYRZeIKcXEwe7bzCDy7vHmNk9UqVnRvXSIikiEKveJ9bDaYM8d5vWlTKF7c/fWI7zh3zmhnOHvWfP+hh4z+3dBQ99YlIiIZptAr3mfHDjh+3HEtJMS4EIBIem3ZArNmwZ07znt+ftC1K7Rtq08SRES8lEKveJfYWOPCAMl17qyjb5I+sbHwv/8ZoddM/vxGO8MDD7i3LhERcSmFXvEuq1YZUxuSKlIEmjXzRDXi7c6eNdoZzp0z369WDYYMMa6yJiIiXk2hV7zH5cvw44/O6336gL+/++sR72WzwebNxhHeuDjnfT8/44p+rVurnUFExEco9Ir3WLjQOaBUqQJVq3qmHvFOMTFG7+62beb7YWFGO0O5cu6tS0REMpVCr3iHo0eNE9iS8vOD3r09U494p9OnjXaGyEjz/Ro1jHaGnDndWpaIiGQ+hV7J+mw2mDvXeb15cyhWzP31iPex2eDnn41Rd/Hxzvv+/tCzJ7RooXYGEREfpdArWd+WLfDHH45ruXJBp06eqUe8y+3b8O23sHOn+X7BgvDUU1C6tHvrEhERt1LolawtJsa43HByXbroI2i5v4QEGD8eLlww369dGwYNMuY8i4iIT1PolaxtxQq4ds1xLTwcHnnEM/WId7l+wzzwBgQYUz8eeUTtDCIi2YRCr2RdFy7ATz85r/fta5zEJmLm1i24aQVyAzbn/cKFjXaGkiXdXZmIiHiQQq9kXQsWOJ90VKMGVKrkmXok6ztxAqZNg7iXzPfr1YPHH4fgYPfWJSIiHqfQK1nT779DRITjmr8/9OrlmXoka7PZYM0a4xclq9V5PzDQ+ISgSRO1M4iIZFMKvZL1WK3mI8patjQ+mhZJ6uZNmDED9u413y9a1GhnKF7crWWJiEjWotArWc8vvxgXEUgqNBQ6dvRMPZJ1HTtmtDNcuWK+nyMH/POfEBTk3rpERCTLUeiVrOXWLViyxHm9e3f1YcpfbDZYtQoWLzZvZ7C3MOTMCUFqZxAREYVeyWp++AFu3HBcK1kSGjb0TD2S9Vy/Dl99Bfv3m++Hh0Pu3HDDfFtERLInhV7JOiIjYe1a53WNKBO7I0fgiy8gOtp8v3Fj6NcPpvm7tSwREcn6FHol65g71/mj6rp1oUIFz9QjWYfVCitXwtKlRmtDckFBMGAANGhwd8HkNiIikq0p9ErWsH8/7NvnuBYYCD16eKYeyTquXYPp0+HgQfP9EiWM6QxFiri3LhER8SoKveJ5CQnmI8pat4awMPfXI1nHoUPw5ZfOl6K2e+QR43LCgYHurUtERLyOQq943oYNcP6841q+fNCunUfKkSzAajVOavzhB/N2huBgGDjQaH8RERFJBYVe8awbN2DZMuf17t01WzW7io42ju4ePmy+X6oUDB+uC5WIiEiaKPSKZy1bZszmTaps2SQnJEm2sn+/MY7s+nXz/ebNjUtRB+hHl4iIpI3eOcRzzp41WhuS69v3r4sLSPZgtRqTGVasMN8PCYHBg6FWLffWJSIiPkOhVzzDZjNOXkver9mggXGkV7KPK1eM2btHj5rvlyljtDMULOjWskRExLco9Ipn7N3rPIIqRw6NKMtufvvNaGe4edN8v1Uro79b7QwiIpJBeicR94uPh3nznNfbtzemNojvS0iAxYth1Srz/Zw5YehQqF7drWWJiIjvUugV91u7Fi5ccFwLCzPm8orvu3TJaGc4ftx8v3x5ePJJKFDAvXWJiIhPU+gV97p2zZi9mlyPHrrAQHawZw/MnOk8scOubVvo2hX8/d1aloiI+D6FXnGvJUsgJsZxrUIFqFPHM/WIe8THw8KFsGaN+X7u3EY7Q9Wq7q1LRESyDYVecZ9Tp2DTJsc1i8W4jKxGlPmuixdh6lT44w/z/QoVjHYG9XOLiEgmUugV97DZYM4c5xFljRoZV9gS37R7t9HOkPzoPhi/6LRvD507g5+f+2sTEZFsRaFX3GP3bjhyxHEtOBi6dfNIOZLJ4uJg/nxYv958PzQUhg2DypXdWpaIiGRfCr2S+eLiYMEC5/UOHSBPHvfXI5krKspoZzh1ynz/wQeNwJs3r3vrEhGRbE2hVzLf6tXGmKqkChWCli09U49knh074JtvIDbWec9igU6djF921M4gIiJuptArmSs6GlascF7v3VtX2fIlcXFGz/bPP5vv58ljXEq4YkX31iUiInKXUodkrkWL4M4dx7VKlXSlLV9y/rzRznDmjPn+Qw/BE08YfbwiIiIeotArmefECdi61XFNI8p8y9at8N13zr/YgNHC0KULtGun77eIiHicQq9kDvuIsuQeeQSKF3d/PeJasbEwezZs3my+ny+f0c7wwANuLUtERCQlCr2SObZvN470JpUzp3HkT7zb2bNGO8O5c+b7VasaV1fLndu9dYmIiNyDQq+4XmysccnZ5Dp1UhDyZjabcWT3f/8zTlxLzs8PuneH1q3VziAiIlmOQq+43o8/GlMbkipaFJo180Q14goxMTBrFmzbZr5foIDRzlCunHvrEhERSSWFXnGtS5dg1Srn9d69wd/f/fVIxp0+bbQzREaa79eoAYMHQ65c7q1LREQkDRR6xbUWLnT+6LtqVeMf8S42mzF3d84ciI933vf3h549oUULtTOIiEiWp9ArrnPkCOzc6bjm52eMKBPvEhNjXFkt+ffTrmBBo52hTBm3liUiIpJeCr3iGjYbzJ3rvN68ORQp4v56JP3+/NNoZ7hwwXy/dm0YONCYxiEiIuIlFHrFNTZvNsJSUrlyGRMbxDvYbLB+Pcyfb97OEBBg9GY/+qjaGURExOso9ErGxcQYlxtOrls3HQ30FrduwddfQ0SE+X7hwvDUU1CypHvrEhERcRGFXsm45cvh+nXHteLFoUkTz9QjaXPypNHOcOmS+X69evD44xAc7NayREREXEmhVzLmwgVYs8Z5vU8f4yQ2ybpsNuN7t2ABWK3O+4GB0Lev8cuL2hlERMTLKfRKxpj1f9asCZUqeaQcSaWbN2HGDNi713y/SBGjnaFECbeWJSIiklkUeiX9Dh2CPXsc1wICoFcvj5QjqXTsGEybBleumO8//DD07w9BQe6tS0REJBMp9Er6WK3GRQuSa9kSChVyfz1yfzabcbW8xYtTbmfo3x8aNlQ7g4iI+ByFXkmfn3+Gs2cd1/LkgQ4dPFOP3Nv160Y7w7595vvFisHTTxv/FhER8UEKvZJ2t27BkiXO69266Qz/rOjIEfjiC4iONt9v3Bj69YMcOdxaloiIiDsp9Eraff+9cSJUUqVKQaNGnqlHzNlssGIFLF1q/HdyQUEwYAA0aOD+2kRERNxMoVfS5vx5WLfOeb1vX/WBZiXXrsH06XDwoPl+iRIwfDgULereukRERDxEoVfSZt4855Og6taFBx7wTD3i7NAh+PJLI/iaeeQRY45yYKB76xIREfEghV5JvX37nE+ECgyEnj09U484slrhhx+Mf8zaGYKDjSur1avn/tpEREQ8TKFXUichAebOdV5v0wYKFHB/PeIoOto4unv4sPl+qVJGO0Phwm4tS0REJKtQ6JXUWb8eIiMd1/Llg7ZtPVGNJHXggNG/e/26+X7z5sYFQwL0chcRkexL74JyfzduGBMbkuvRQ1ft8iSr1ZjMsHKleTtDSAgMGgS1a7u/NhERkSxGoVfub+lSYzZvUuXKQf36nqlHjEsIf/EFHD1qvl+mjNHOULCgW8sSERHJqhR65d7OnIGNG53XNaLMc/btM9oZks9KtmvVCrp3VzuDiIhIEnpXlJTZbMbJa8k/On/4YeNIorhXQgIsXgyrVpnv58wJQ4ZAjRrurEpERMQrKPRKyn791Zj5mlRQkHEUUdzr0iWjneH4cfP9cuXgySchLMy9dYmIiHgJhV4xFx8P8+c7r7drZ0xtEPf59VeYMcO5r9qubVvo2hX8/d1aloiIiDdR6BVza9bAhQuOa2Fh0Lq1Z+rJjuLjYeFC43thJlcueOIJqFrVvXWJiIh4IYVecXbtGixf7rzeq5cuXesuFy/C1Knwxx/m+w88YLQz5M/v3rpERES8lEKvOFu8GGJiHNcqVIBatTxSTrazezfMnOn8PQBjYkb79tC5M/j5ub82ERERL+WV75rvvvsu9erVIzQ0lMKFC9OtWzd+//13T5flG/78EzZvdlyzWDSizB3i4uB//4PPPzcPvKGhMHKk0b+rwCsiIpImXvnOuWHDBkaMGMHWrVtZvXo1cXFxtGnThpspzS2V1LHZYM4c5xFljRtDyZKeqSm7iIqCiRONyz2befBBGDcOKld2a1kiIiK+wivbG1auXOnw5xkzZlC4cGF27drFI4884qGqfMCuXc5X+AoONo4sSubZsQO+/TbldoZOnaBDBx3dFRERyQCvDL3JXb16FYACBQqkeJvY2FhiY2MT/3zt2jUA4uLiiIuLy9wCvUFcnNHLm/wqXh06QEiIse/F7N/jLPW9joszpjNs2WL8Ofn/+9BQGDTI6KdOSDD+kVSx2fwBCzabjbi4eE+XI5ksS76+JdPo9Z29uPJ1bbHZkn+W7V2sVitdunQhOjqaX375JcXbvf7667zxxhtO67NmzSJnzpyZWaKIuNmwYW24dCmEsLDbfPllClewExGvpNd39nLr1i369+/P1atXyZMnT4Yey+tD79/+9jdWrFjBL7/8QokSJVK8ndmR3pIlS3Lu3DnCsvtVrK5ehbffdj6a++STPjMDNi4ujtWrV9O6dWsCPT12bccOmDcP7txx3rNYjKPrrVrpxMEMKFPGn7Nn/QgPt3LypI6Q+7os9fqWTKfXd/Zy6dIlihUr5pLQ69XtDc888wzff/89GzduvGfgBQgKCiIoKMhpPTAwUD8kly6F27cd1ypXhpo1fS54efT7HRsLs2c7T8ewy5fP+EWjQgW3luWLLBbb3X9b9PrORvTzPHvQ6zt7ceX32CtDr81m49lnn2XRokWsX7+esmXLerok73X8OGzb5rjm5wd9+vhc4PWos2eNi02cO2e+X7UqDB0KuXO7ty4REZFswitD74gRI5g1axZLliwhNDSU8+fPA5A3b15CQkI8XJ0XsY8oS+6RRyA83P31+CKbzTiy+7//mZ8M6OcH3bsbl3fWLxkiIiKZxitD76effgpAs2bNHNa/+uorhgwZ4v6CvNW2bXDypONazpzQpYtHyvE5sbHw3XfOR9Lt8ueHp56CcuXcW5eIiEg25JWh18vPvcsaYmNh0SLn9c6dIVcu99fja06fNtoZIiPN92vUgMGD9f9aRETETbwy9IoLrFwJ0dGOa8WKwaOPeqQcn2Gzwc8/G20j8SbzI/39oWdPaNFC7QwiIiJupNCbHV26BKtMZhv27m2EMkmfmBj45hvYudN8PyzMaGcoU8atZYmIiIhCb/a0YIHzUchq1aBKFc/U4wv+/BOmTYOoKPP9WrWMq6vpQigiIiIeodCb3Rw5Art2Oa75+RlHeSXtbDZYvx7mzzdvZwgIMP7fPvqo2hlEREQ8SKE3O7FazUeUtWgBRYq4vx5vd+uW0c6we7f5fqFCRjtDqVLurUtEREScKPRmJ5s3w6lTjmu5c0PHjp6px5udPGm0M1y8aL5fty4MHAjBwW4tS0RERMwp9GYXMTGweLHzeteu6jNNC5sN1q41+qITTK75HhAA/fpBkyZqZxAREclCFHqzix9+gOvXHddKlDDCmaTOzZswcyb8+qv5fpEiRjtDiRLurUtERETuS6E3O4iKgjVrnNf79DFOYpP7O37cuNjElSvm+w0awIABEBTk3rpEREQkVRR6s4P5850/iq9VCx580DP1eBObzZhpvHixcSJgcoGB0L8/NGyodgYREZEsTKHX1x086PxxfEAA9OrlmXq8yY0b8NVXsG+f+X6xYkY7Q3i4e+sSERGRNFPo9WVWK8yd67zeqhUULOj+erzJkSPwxRfOl2q2a9TIOGFN7QwiIiJeQaHXl23cCGfPOq7lyQPt23umHm9gs8GKFbB0qfHfyQUFGe0MDz/s/tpEREQk3RR6fdXNm0ZwS657d82OTcm1azB9utESYqZ4caOdoWhR99YlIiIiGabQ66u+/94IvkmVLm2ccCXOfv/daGe4ds18v2lT6NvXOHFNREREvI5Cry86dw7Wr3de79tXEwaSs1ph+XLjl4SU2hkGDoR69dxfm4iIiLiMQq+vsdlg3jzn8Vr16kH58p6pKau6ehW+/NI4ymumZEmjnaFwYffWJSIiIi6n0Otr9u2D/fsd1wIDoUcPz9STVR08aATe5Feps2vWzBjrpnYGERERn6DQ60vi442jvMm1bQsFCri/nqzIaoUlS4wJDWbtDMHBMHgw1K7t/tpEREQk0yj0+pL16yEy0nEtf34j9IphypSU2xlKlzbaGTTDWERExOco9PqK69eNk7GS69EDcuRwfz1ZjX0M2bFj5vstWxr/rwL0khAREfFFeof3FUuXwu3bjmvlymnqQEICLF4Ma9dCmzbO+zlzwpAhUKOGuysTERERN1Lo9QWnT8PPPzuvZ/cRZZcvw7RpcPy4+RHccuXgySchLMz9tYmIiIhbKfR6O5sN5s51PimrYUMoU8YjJWUJv/4KM2bArVvm+23aQLdu4O/vzqpERETEQxR6vd2ePc4nZgUFGYEuO4qPh0WL4KefzPdz5oRBg6BaNffWJSIiIh6l0OvN4uJg/nzn9fbtIV8+t5fjcRcvGu0MJ0+mfJuXX4ZChdxWkoiIiGQNCr3ebM0aI+glFRYGrVp5ph5PioiAmTOdT+YDo6+5dWvjv7PjLwMiIiKi0Ou1rl6F5cud17PbVcTi4mDBAli3znw/NBSeeAIqVDD//yUiIiLZgkKvt1q8GGJjHdcqVoRatTxSjkdERcHUqXDqlPl+xYowbJhxdDcuzq2liYiISNai0OuN/vgDtmxxXLNYoE+f7DOibOdO+OYbiIlx3rNYoGNH4x8/P/fXJiIiIlmOQq+3sdlgzhznEWVNmkDJkp6pyZ3i4owRbRs3mu/nyWMc3a1Uyb11iYiISJam0Ottdu50vpRucDB07eqZetwpMtJoZzh92ny/cmWjfzdPHvfWJSIiIlmeQq83uXPHOGkruU6djBO2fNm2bfDdd859zGC0M3TpYoxqyy7tHSIiIpImCr3eZNUquHLFca1wYWje3DP1uMOdOzB7NmzaZL6fL59xKeEKFdxaloiIiHgXhV5vceUKrFzpvN67NwT46Lfx3Dn4/HPj32aqVIGhQ33/KLeIiIhkmI+mJR+0cKHz2K2HHvLNy+nabMZ0ilmzzEeN+fkZl1lu00btDCIiIpIqCr3e4Phx2L7dcc3PzzdHlMXGGmF361bz/fz5YfhwKF/evXWJiIiIV1PozersI8qSe/RRKFbM/fVkptOnjekMkZHm+9Wrw5AhkCuXW8sSERER76fQm9Vt2wYnTzqu5cwJnTt7pJxMYbPBL78Y4T6ldoaePaFlS987si0iIiJuodCblcXGGr28yXXp4jtHO2Ni4NtvYccO8/2wMHjqKShTxq1liYiIiG9R6M3KVqyAq1cd14oVM1obfMGpU0Y7Q1SU+X6tWjBokHFkW0RERCQDFHqzqosXYfVq5/U+fYyP+72ZzQYbNsC8eRAf77wfEAC9ekGzZmpnEBEREZdQ6M2qFixwDoTVqxtjyrzZrVvwzTewe7f5fqFCxnSG0qXdW5eIiIj4NIXerOjwYedQ6O9vHP30ZidPwrRpxlFsM3XrwsCBEBzs1rJERETE9yn0ZjVWq/mIshYtoEgR99fjCjYbrF1rHL1OSHDeDwiAvn2haVO1M4iIiEimUOjNajZtMubVJhUaCh07eqaejLp5E2bOhF9/Nd8vUsSYzlCihHvrEhERkWxFoTcruX0blixxXu/aFUJC3F9PRh0/brQzXL5svt+gAfTvr3YGERERyXQKvVnJDz/A9euOayVKQOPGnqknvWw2Y/LEokVGu0ZygYHw2GPQqJHaGURERMQtFHqziqgoo+81ub59vWtE2Y0b8NVXsG+f+X6xYkY7Q3i4e+sSERGRbE2hN6uYN8/5JK/ataFiRc/Ukx5HjsAXX0B0tPl+o0bQrx8EBbm1LBERERGF3qzgwAHYu9dxLSAAevb0TD1pZbPBypWwdKl5O0OOHDBgADz8sPtrExEREUGh1/OsVpg713m9dWsoWND99aTV9eswfboR3M2Eh8PTT0PRou6tS0RERCQJhV5P27ABzp1zXMubF9q390w9aXH4sNHOcPWq+X7TpkZPcmCge+sSERERSUah15Nu3oRly5zXu3fP2n2vVissXw7ff2+0NiQXFGRcWa1ePffXJiIiImJCodeTli0zgm9SZcpk7d7Xa9fgyy/h0CHz/ZIljekMhQu7ty4RERGRe1Do9ZRz54zWhuT69Mm6s2sPHjQCb/JZwnbNmkGvXmpnEBERkSxHodcTbDbj5LXkkw7q14fy5T1T071YrcZR6RUrzNsZgoNh8GBjxJqIiIhIFqTQ6wm//eY87SAwEHr08Ew99xIdbZysduSI+X7p0kY7gzdMmhAREZFsS6HX3eLjjQtRJNeuHeTP7/567mXfPuPqajdumO+3bGkE9QD9NRIREZGsTWnF3davNy45nFT+/NCmjUfKMZWQAEuWwI8/mu/nzGm0M9Ss6dayRERERNJLodedrl83H1HWs6dx1bKs4PJlo53h2DHz/bJlYfhwCAtzb10iIiIiGaDQ605LlkBMjONa+fJQt65n6klu716jneHWLfP9Nm2gWzfw93drWSIiIiIZpdDrLqdPwy+/OK/37ev5EWXx8bBoEfz0k/l+rlwwdChUq+beukRERERcRKHXHWw2mDPHedxXo0bG9ANPungRpk2DkyfN98uXN9oZstpJdiIiIiJpoNDrDhERcPiw41pQkNEq4EkRETBzJty+bb7fvj106QJ+fu6tS0RERMTFFHozW1wczJ/vvN6hA+TN6/56wGhnmD8f1q0z3w8NNdoZqlRxb10iIiIimUShN7P99BNcuuS4VrCgMePWE6KijHaGP/80369YEYYNg3z53FqWiIiISGZS6M1M0dHGpXuT69XLuAKbu+3cCd984zxBAoyT6Tp2NP5RO4OIiIj4GIXezLR4McTGOq5VrOj+izrExcHcubBxo/l+njzG0d1Kldxbl4iIiIibKPRmlpMnYcsWxzWLxf0jyiIjYepUY2SamUqVjMCbJ4/7ahIRERFxM4XezGCzGUdWk2vaFEqUcF8d27bBd985H20GI3h36QLt2qmdQURERHyeQm9m2LnT+TK+ISFGyHSHO3dg9mzYtMl8P18+4+huxYruqUdERETEwxR6Xe3OHViwwHm9UydjFFhmO3fOaGc4e9Z8v0oVYxyZO2oRERERySIUel3txx/hyhXHtSJFoFmzzH/uzZvhf/8zgndyfn7GxTDatPH8ZY9FRERE3Eyh15WuXDFCb3K9e0NAJv6vjo2FWbNg61bz/fz5jUsJly+feTWIiIiIZGEKva60YIExHiypKlWgatXMe84zZ4x2hvPnzferV4chQyBXrsyrQURERCSLU+h1lWPHYMcOxzU/P+Mob2a0E9hs8MsvMGeOc9C2P3fPnsaV39TOICIiItmcQq8r2GxG+EyuWTMoVsz1zxcTA99+6xyy7cLCjHaGsmVd/9wiIiIiXkih1xW2bIE//nBcy5XLmNjgaqdOGe0MUVHm+zVrwuDBkDOn659bRERExEsp9GZUTAwsWuS83qWLa/tobTbYsAHmzYP4eOf9gADo1cs4uqx2BhEREREHCr0ZtXIlXLvmuBYeDo884rrnuH0bvv4adu823y9YEJ56CkqXdt1zioiIiPgQhd6MuHgRVq92Xu/Tx3WX9v3jD6Od4eJF8/06dWDgQOOKbyIiIiJiSqE3I+bPd241qFEDKlfO+GPbbLB2rTEGLSHBeT8gAPr2haZN1c4gIiIich8Kvel1+DBERDiu+fsbfbUZdesWzJwJe/aY7xcubLQzlCyZ8ecSERERyQYUetPDajUfUdaypRFIM+L4cfjiC7h0yXy/fn0YMACCgzP2PCIiIiLZiEJvemzaBKdPO66FhkKHDul/TJvN6A9etMgI1ckFBsJjj0GjRmpnEBEREUkjhd60unULFi92Xu/WLf0nk924ATNmwG+/me8XK2a0M4SHp+/xRURERLI5hd60+uEHI6QmVbKkcQQ2PY4eNdoZrlwx32/Y0DjCGxSUvscXEREREYXeNImMNCYqJNe3b9pHlNlsxozfpUvN2xly5ID+/Y3QKyIiIiIZotCbFvPnOwfU2rWhQoW0Pc716zB9Ohw4YL4fHm60MxQrlr46RURERMSBQm9q7d8Pe/c6rtkv/ZsWhw8b7QxXr5rvN2liHDnOkSN9dYqIiIiIE4Xe1EhIgHnznNfbtIGwsNQ9htUKy5fD998brQ3JBQXB448bI8lERERExKUUelNj40Y4d85xLW9eaNcudfe/dg2+/BIOHTLfL1HCaGcoUiRjdYqIiIiIKYXe+7l50zjZLLkePVI3UeHgQaN/99o18/1HH4XevY05vCIiIiKSKRR672fpUmM2b1JlykCDBve+n9UKy5bBihXm7QzBwTBwINSt67JSRURERMScQu+9nD1rtDYk17fvva+KFh1tnKx25Ij5funSMHw4FCrkkjJFRERE5N4UelNis8Hcuc4jyho0gHLlUr7f/v1GO0PyC1jYtWgBPXsakx9ERERExC2UvFLy229GP25SOXJA9+7mt09IgCVL4Mcfzfdz5oTBg6FmTZeWKSIiIiL3p9BrJj7efERZu3aQP7/z+pUrMG0aHDtm/nhlyxrtDKkdbyYiIiIiLqXQa2btWoiKclwrUMCYy5vc3r0wY4Yx5cFM69bQrZvaGUREREQ8SEksuevX4YcfnNd79nQcKxYfD4sWwU8/mT9OrlwwZAhUr54pZYqIiIhI6in0JrdkCcTEOK498ADUqfPXny9dgqlT4eRJ88coX95oZzBrhRARERERt1PoTerUKfjlF8c1iwX69PlrRFlEBHz9tfPsXrt27aBLF/D3z9xaRURERCTVFHrtbDaYM8f5QhKNGhlzdePjYf58WLfO/P65c8MTT0CVKplfq4iIiIikiUKvXUSE88UkgoONk9AuXDCmM/zxh/l9K1SAJ5+EfPkyu0oRERERSQeFXoC4OOMobnIdOsDhw/DNN859vmC0PHToAJ06gZ9f5tcpIiIiIumi0AvGBIZLlxzX8ueHyEhYuND8PnnyGO0MlStnfn0iIiIikiEKvdeuwYoVjmu3bhknom3aZH6fSpVg2DAj+IqIiIhIlqfQu2IFxMb+9eeoKLh40TiCa5/YYGexQOfO0L692hlEREREvIhCb0SEEWATEozLCEdGQu3azoE3b17jZLWKFT1Tp4iIiIikm0IvGO0MBw8alxIuVsy4mlpSVarA0KEQGuqZ+kREREQkQxR6L1yAo0eNI70BAVCmzF97fn7QtSu0bet85FdEREREvIZXN6ZOmTKFMmXKEBwcTIMGDdi+fXvaH+TYMSPwgnERisBA47/z54cXXjCusKbAKyIiIuLVvDb0zpkzh9GjR/Ovf/2L3bt3U6NGDdq2bUtUVFT6HjBnTggPN/67WjUYNw4eeMB1BYuIiIiIx3ht6P3ggw8YPnw4Q4cO5aGHHuKzzz4jZ86cTJ8+PX0PWK6cMaasVy8YMcK5r1dEREREvJZX9vTeuXOHXbt2MXbs2MQ1Pz8/WrVqxZYtW0zvExsbS2yS0WRXr14FoOC+77GQBw5ZjDaGzwGuZWb54jHNgFueLkLcwGYDsHDmjC3xAxzxXTabjdjYhwkKuolF7Wg+7/x5AAuRkTYuXYr3dDmSyS5fvgwYr/OM8srQe/HiRRISEihSpIjDepEiRTh06JDpfd59913eeOMNk50yJP5vzPj/TxHJYs6d83QFIpIZ4uOhYEFPVyHucunSJfLmzZuhx/DK0JseY8eOZfTo0Yl/jo6OpnTp0vz5558Z/p8oWd+1a9coWbIkp06dIo+upOfz9P3OXvT9zl70/c5erl69SqlSpShQoECGH8srQ2/BggXx9/cnMjLSYT0yMpKiRYua3icoKIigoCCn9bx58+pFk43kyZNH3+9sRN/v7EXf7+xF3+/sxc8FV8L1yhPZcuTIQZ06dVizZk3imtVqZc2aNTRs2NCDlYmIiIhIVuSVR3oBRo8ezeDBg6lbty7169fno48+4ubNmwwdOtTTpYmIiIhIFuO1obdv375cuHCB1157jfPnz1OzZk1WrlzpdHJbSoKCgvjXv/5l2vIgvkff7+xF3+/sRd/v7EXf7+zFld9vi80VMyBERERERLIwr+zpFRERERFJC4VeEREREfF5Cr0iIiIi4vMUekVERETE52XL0DtlyhTKlClDcHAwDRo0YPv27Z4uSTLJu+++S7169QgNDaVw4cJ069aN33//3dNliRtMmDABi8XCqFGjPF2KZJIzZ87w+OOPExYWRkhICNWqVWPnzp2eLksyQUJCAuPGjaNs2bKEhIRQvnx53nrrLXQuvu/YuHEjnTt3Jjw8HIvFwuLFix32bTYbr732GsWKFSMkJIRWrVpx5MiRND1Htgu9c+bMYfTo0fzrX/9i9+7d1KhRg7Zt2xIVFeXp0iQTbNiwgREjRrB161ZWr15NXFwcbdq04ebNm54uTTLRjh07+Pzzz6levbqnS5FMcuXKFRo3bkxgYCArVqzgwIEDvP/+++TPn9/TpUkmmDhxIp9++imTJ0/m4MGDTJw4kffee49JkyZ5ujRxkZs3b1KjRg2mTJliuv/ee+/x8ccf89lnn7Ft2zZy5cpF27ZtiYmJSfVzZLuRZQ0aNKBevXpMnjwZMK7kVrJkSZ599lnGjBnj4eoks124cIHChQuzYcMGHnnkEU+XI5ngxo0b1K5dm08++YS3336bmjVr8tFHH3m6LHGxMWPGsGnTJn7++WdPlyJu0KlTJ4oUKcKXX36ZuNazZ09CQkL49ttvPViZZAaLxcKiRYvo1q0bYBzlDQ8P54UXXuDFF18E4OrVqxQpUoQZM2bQr1+/VD1utjrSe+fOHXbt2kWrVq0S1/z8/GjVqhVbtmzxYGXiLlevXgWgQIECHq5EMsuIESPo2LGjw+tcfM/SpUupW7cuvXv3pnDhwtSqVYtp06Z5uizJJI0aNWLNmjUcPnwYgF9//ZVffvmF9u3be7gycYcTJ05w/vx5h5/refPmpUGDBmnKb157Rbb0uHjxIgkJCU5XbStSpAiHDh3yUFXiLlarlVGjRtG4cWOqVq3q6XIkE8yePZvdu3ezY8cOT5cimez48eN8+umnjB49mn/+85/s2LGD5557jhw5cjB48GBPlycuNmbMGK5du0alSpXw9/cnISGB8ePHM2DAAE+XJm5w/vx5ANP8Zt9LjWwVeiV7GzFiBPv27eOXX37xdCmSCU6dOsXIkSNZvXo1wcHBni5HMpnVaqVu3bq88847ANSqVYt9+/bx2WefKfT6oLlz5/Ldd98xa9YsqlSpwp49exg1ahTh4eH6fkuqZav2hoIFC+Lv709kZKTDemRkJEWLFvVQVeIOzzzzDN9//z3r1q2jRIkSni5HMsGuXbuIioqidu3aBAQEEBAQwIYNG/j4448JCAggISHB0yWKCxUrVoyHHnrIYa1y5cr8+eefHqpIMtNLL73EmDFj6NevH9WqVWPgwIE8//zzvPvuu54uTdzAntEymt+yVejNkSMHderUYc2aNYlrVquVNWvW0LBhQw9WJpnFZrPxzDPPsGjRItauXUvZsmU9XZJkkpYtW/Lbb7+xZ8+exH/q1q3LgAED2LNnD/7+/p4uUVyocePGTuMHDx8+TOnSpT1UkWSmW7du4efnGFn8/f2xWq0eqkjcqWzZshQtWtQhv127do1t27alKb9lu/aG0aNHM3jwYOrWrUv9+vX56KOPuHnzJkOHDvV0aZIJRowYwaxZs1iyZAmhoaGJvT958+YlJCTEw9WJK4WGhjr1aufKlYuwsDD1cPug559/nkaNGvHOO+/Qp08ftm/fztSpU5k6daqnS5NM0LlzZ8aPH0+pUqWoUqUKERERfPDBBzzxxBOeLk1c5MaNGxw9ejTxzydOnGDPnj0UKFCAUqVKMWrUKN5++20qVKhA2bJlGTduHOHh4YkTHlLFlg1NmjTJVqpUKVuOHDls9evXt23dutXTJUkmAUz/+eqrrzxdmrjBo48+ahs5cqSny5BMsmzZMlvVqlVtQUFBtkqVKtmmTp3q6ZIkk1y7ds02cuRIW6lSpWzBwcG2cuXK2V555RVbbGysp0sTF1m3bp3p+/XgwYNtNpvNZrVabePGjfv/9u4tJKquDwP4s7VmhKEyDxlWOuOhyApTZiqZIpnoopMTxaSBhQYdSYmMirK6KTKtQIgiCa2oi+ksQkgR2aDlIQ+hiJPYOKblCWUSRGfM9V58NHx+ox/6phXT84O52Wut/95rXz1u195LBAQECLlcLtatWyfMZvOEzvHXfaeXiIiIiP4+f9WaXiIiIiL6OzH0EhEREZHbY+glIiIiIrfH0EtEREREbo+hl4iIiIjcHkMvEREREbk9hl4iIiIicnsMvURERETk9hh6iYhoBKVSCUmS0Nzc/LsvhYho0jD0EhEREZHb4zbEREQ0QlNTExwOB0JDQzF9+vTffTlERJOCoZeIiIiI3B6XNxARTbKUlBRIkoQ1a9ZgaGjIpf306dOQJAnR0dEYGBgYV02r1YpLly5Bp9MhKCgIcrkc3t7eWL16NW7evInh4eER/YUQiIuLgyRJ2Llz56g1ExMTIUkSNm3ahP9+/jHWml6bzYb09HQsW7YMCoUCcrkcgYGB0Gq1OHv2LBwOx7jmQkT0O/BJLxHRJLPb7dBqtXj//j1OnDiBjIwMZ1thYSE2btyIGTNmoLKyEmFhYeOqef78eZw5cwYqlQohISHw9/fH169f8e7dO9jtdmzbtg2PHj2CJEnOMb29vYiKioLVasWNGzdw4MABZ1tOTg7279+PBQsWoLq6Gr6+vs42pVIJq9UKi8UCpVIJAOjv78fKlStRV1cHf39/rFq1CgqFAu3t7WhoaEB7ezt6e3vh7e39czePiGiqCCIimnSfPn0S3t7eQpIk8fz5cyGEEJ8/fxZ+fn4CgHjw4MGE6pWXl4va2lqX421tbSIyMnLMmmVlZUImkwkvLy9RXV0thBCiurpaeHl5iWnTpom3b9+6jAkODhYAhMVicR67c+eOACA2bNgg7Hb7iP7fv38XRUVFYnBwcEJzIiL6lbi8gYhoCqhUKty+fRtCCOzatQsWiwUJCQno7u7G4cOHYTAYJlRPo9Fg6dKlLscDAwORmZkJAHj48KFL+4oVK5CVlYWBgQEYDAa0tbXBYDBgYGAAGRkZiImJGdf5Ozo6AADr1693ebnNw8MDa9euhUwmm9CciIh+pWm/+wKIiNyVXq/H0aNHcfXqVURFRcFms0GtVuPKlSv/qt7g4CBevHiBiooKdHZ2YnBwEEII9PX1AQDMZvOo41JTU2EymfD48WMsWbIENpsNcXFxSEtLG/e5NRoNACAzMxO+vr7YvHkzfHx8/tU8iIh+B67pJSKaQkNDQ4iMjER9fT0UCgVqa2uhUqlG9MnIyEBDQ4PL2MuXL8PPzw8AUFpaivj4eLS0tIx5LqVSCYvFMmrbt2/fEBoaiu7ubgQGBqKurg6zZ88es87/rukFgJMnTyIrKwvDw8OQJAnh4eHQarXQ6/XYsmULPDz4z0Mi+nMx9BIRTaGSkhLExsY6v+KQn5+PuLi4EX1iY2Px5s0bl7E/Qmd/fz9CQkLQ0dGB5ORkHDx4EGFhYZg5cyY8PT3x8eNHLFq0CMHBwWPuomY0GpGQkAAAkMlkKCkpgVqtHrXvWKEXAJqbm1FQUIDi4mKUlJSgra0NwH+eBL9+/RoKhWIit4eI6Jfhn+VERFOku7sbCQkJGBoaQnJyMiRJQlJSEqxW64h+RUVFEEK4/H4ETpPJhI6ODkRHRyM3NxcajQazZ8+Gp6cnAKCxsfH/XkdjYyP27t0LDw8PJCUlwW63Y8eOHbDZbBOek1KpREpKCoxGI1pbW1FeXo6FCxeioqLCubaYiOhPxNBLRDQFfrzA1trait27dyM3NxdpaWno7e1FfHz8hL5p29PTAwAICgoatf3evXtjjv3xAltfXx/S09ORl5cHg8EAi8WCPXv2TGxSo9BoNDh06BAAoKam5qfrERFNFYZeIqIpcPHiRRQWFiIiIgLXr193HouJiUFZWRmOHz8+7lqLFy8GALx69Qr19fUj2nJycmA0Gsccm5qaig8fPkCn0+HcuXMAgFu3biE0NBRPnjxBdnb2uK7h6dOnMJlMLptgOBwOFBYWAgCCg4PHPSciol+Na3qJiCaZyWSCTqeDXC5HRUUFIiIinG0tLS2IiopCT08Pnj17Br1eP66aW7duRX5+PmQyGWJjY+Hj44OamhqYzWacOnUKFy5ccFnTe//+fSQmJiIgIAA1NTWYO3eus62yshJarRZCCBQXFzu/zgCMvqb3yJEjyM7Ohp+fH6KiojBnzhz09fWhtLQUnZ2dmDdvHkpLSzF//vyfu3lERFOEoZeIaBJ1dXVh+fLl+PLlC/Ly8pCUlOTSp6CgAHq9Ht7e3qiqqnJ5WWw0DocD2dnZuHv3LpqamuDl5QW1Wo1jx44hPDwcKpVqROg1m81Qq9Xo7+/Hy5cvodPpXGpeu3YNKSkpUKlUqKqqcu6mNlrorampgdFoRHFxMSwWC7q6ujBr1iwEBQVh+/bt2Ldv34hd3YiI/jQMvURERETk9riml4iIiIjcHkMvEREREbk9hl4iIiIicnsMvURERETk9hh6iYiIiMjtMfQSERERkdtj6CUiIiIit8fQS0RERERuj6GXiIiIiNweQy8RERERuT2GXiIiIiJyewy9REREROT2/gGO2CljKsiZlAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Define the figure and axis\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "# Define the vectors as starting points and directions\n", "vectors = np.array([[0, 0, 4, 7], [0, 0, 8, 6]])\n", "\n", "# Unpack the vectors into separate components\n", "X, Y, U, V = zip(*vectors)\n", "\n", "# Plot the vectors using quiver\n", "ax.quiver(X, Y, U, V, angles='xy', scale_units='xy', scale=1, color='red', alpha=0.6)\n", "\n", "# Set the limits and labels for the plot\n", "ax.set_xlim([0, 10])\n", "ax.set_ylim([0, 10])\n", "ax.set_xlabel('x-axis', fontsize=16)\n", "ax.set_ylabel('y-axis', fontsize=16)\n", "\n", "# Add grid\n", "ax.grid()\n", "\n", "# Annotate the end points of the vectors\n", "ax.text(4, 7, '$(4, 7)$', fontsize=16)\n", "ax.text(8, 6, '$(8, 6)$', fontsize=16)\n", "\n", "# Draw lines to the origin for the first vector\n", "ax.plot([4, 4], [0, 7], color='blue', linewidth=2)\n", "ax.plot([0, 4], [0, 0], color='blue', linewidth=2)\n", "\n", "# Draw lines to the origin for the second vector\n", "ax.plot([8, 0], [0, 0], color='blue', linewidth=2)\n", "ax.plot([8, 8], [0, 6], color='blue', linewidth=2)\n", "\n", "# Annotate the magnitudes of the vectors using Pythagorean theorem\n", "ax.text(1.7, 3.8, r'$\\sqrt{4^2+7^2}$', fontsize=16, rotation=np.arctan(7/4)*180/np.pi)\n", "ax.text(5, 4.1, r'$\\sqrt{8^2+6^2}$', fontsize=16, rotation=np.arctan(6/8)*180/np.pi)\n", "\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also a NumPy function for computing norms: ```np.linalg.norm()```." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Norm of a and b are 8.0623, 10.0 respectively.\n" ] } ], "source": [ "a = np.array([4, 7])\n", "b = np.array([8, 6])\n", "a_norm = np.linalg.norm(a)\n", "b_norm = np.linalg.norm(b)\n", "print('Norm of a and b are {0:.4f}, {1} respectively.'.format(a_norm, b_norm))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try plotting vectors $(1, 1, 1)$, $(-2, 2, 5)$, $(3, -2, 1)$ in $\\mathbb{R}^3$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "vec = np.array([[0, 0, 0, 1, 1, 1], \n", " [0, 0, 0, -2, 2, 5], \n", " [0, 0, 0, 3, -2, 1]])\n", "X, Y, Z, U, V, W = zip(*vec)\n", "ax.quiver(X, Y, Z, U, V, W, length=1, normalize=False, \n", " color = 'red', alpha = .6,\n", " arrow_length_ratio = .18, pivot = 'tail',\n", " linestyles = 'solid',linewidths = 3)\n", "\n", "ax.set_xlim([-5, 5])\n", "ax.set_ylim([-5, 5])\n", "ax.set_zlim([0, 5])\n", "\n", "ax.text(1, 1, 1, '$(1, 1, 1)$')\n", "ax.text(-2, 2, 5, '$(-2, 2, 5)$')\n", "ax.text(3, -2, 1, '$(3, -2, 1)$')\n", "ax.text(0, 0, 0, '$(0, 0, 0)$')\n", "\n", "points = np.array([[[1, 1, 1], [1, 1, 0]], \n", " [[0, 0, 0], [1, 1, 0]], \n", " [[3, -2, 1],[3, -2, 0]],\n", " [[0, 0, 0],[3, -2, 0]],\n", " [[-2, 2, 5],[-2, 2, 0]],\n", " [[0, 0, 0],[-2, 2, 0]]])\n", "\n", "for i in range(points.shape[0]): # loop through the 3rd axis\n", " X, Y, Z = zip(*points[i,:,:])\n", " ax.plot(X,Y,Z,lw = 2, color = 'b', alpha = 0.7)\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the norm of vectors are quite obvious once you see their coordinates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Vector Addition, Subtraction And Scalar Multiplication" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The vector addition is element-wise operation, if we have vectors $\\mathbf{u}$ and $\\mathbf{v}$ addition:\n", "\n", "$$\\mathbf{u}+\\mathbf{v}=\\left[\\begin{array}{c}\n", "u_{1} \\\\\n", "u_{2} \\\\\n", "\\vdots \\\\\n", "u_{n}\n", "\\end{array}\\right]+\\left[\\begin{array}{c}\n", "v_{1} \\\\\n", "v_{2} \\\\\n", "\\vdots \\\\\n", "v_{n}\n", "\\end{array}\\right]=\\left[\\begin{array}{c}\n", "u_{1}+v_{1} \\\\\n", "u_{2}+v_{2} \\\\\n", "\\vdots \\\\\n", "u_{n}+v_{n}\n", "\\end{array}\\right]$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And subtraction:\n", "$$\\mathbf{u}+(-\\mathbf{v})=\\left[\\begin{array}{c}\n", "u_{1} \\\\\n", "u_{2} \\\\\n", "\\vdots \\\\\n", "u_{n}\n", "\\end{array}\\right]+\\left[\\begin{array}{c}\n", "-v_{1} \\\\\n", "-v_{2} \\\\\n", "\\vdots \\\\\n", "-v_{n}\n", "\\end{array}\\right]=\\left[\\begin{array}{c}\n", "u_{1}-v_{1} \\\\\n", "u_{2}-v_{2} \\\\\n", "\\vdots \\\\\n", "u_{n}-v_{n}\n", "\\end{array}\\right]$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the scalar operations:\n", "$$c \\mathbf{u}=c\\left[\\begin{array}{c}\n", "u_{1} \\\\\n", "u_{2} \\\\\n", "\\vdots \\\\\n", "u_{n}\n", "\\end{array}\\right]=\\left[\\begin{array}{c}\n", "c u_{1} \\\\\n", "c u_{2} \\\\\n", "\\vdots \\\\\n", "c u_{n}\n", "\\end{array}\\right]$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's illustrate vector addition $\\mathbf{u}+\\mathbf{v}$ in both $\\mathbb{R}^2$ and $\\mathbb{R}^3$. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (9,9))\n", "\n", "vec = np.array([[[0, 0, 4, 7]],\n", " [[0, 0, 8, 4]],\n", " [[0, 0, 12, 11]],\n", " [[4, 7, 8, 4]],\n", " [[8, 4, 4, 7]]])\n", "color = ['r','b','g','b','r']\n", "\n", "for i in range(vec.shape[0]):\n", " X,Y,U,V = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, U, V, angles='xy', scale_units='xy', color = color[i], scale=1, alpha = .6)\n", "\n", "ax.set_xlim([0, 15])\n", "ax.set_ylim([0, 15])\n", "ax.set_xlabel('x-axis', fontsize =16)\n", "ax.set_ylabel('y-axis', fontsize =16)\n", "ax.grid()\n", "\n", "for i in range(3):\n", " ax.text(x = vec[i,0,2], y = vec[i,0,3], s = '(%.0d, %.0d)' %(vec[i,0,2],vec[i,0,3]), fontsize = 16)\n", "\n", "ax.text(x= vec[0,0,2]/2, y = vec[0,0,3]/2, s= '$u$', fontsize = 16)\n", "ax.text(x= 8, y = 9, s= '$v$', fontsize = 16)\n", "ax.text(x= 6, y = 5.5, s= '$u+v$', fontsize = 16)\n", "\n", "ax.set_title('Vector Addition', size = 18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The illustration of $\\mathbf{u} - \\mathbf{v}$ is exactly equivalent to $\\mathbf{u} + (-\\mathbf{v})$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 9))\n", "\n", "vec = np.array([[[0, 0, 4, 7]],\n", " [[0, 0, 8, 4]],\n", " [[0, 0, -8, -4]],\n", " [[0, 0, -4, 3]],\n", " [[-8, -4, 4, 7]],\n", " [[4, 7, -8, -4]],\n", " [[8, 4, -4, 3]]])\n", "color = ['r','b','b','g','r','b','g']\n", "\n", "for i in range(vec.shape[0]):\n", " X,Y,U,V = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, U, V, angles='xy', scale_units='xy', color = color[i], scale=1, alpha = .6)\n", "\n", "for i in range(4):\n", " ax.text(x = vec[i,0,2], y = vec[i,0,3], s = '(%.0d, %.0d)' %(vec[i,0,2],vec[i,0,3]), fontsize = 16)\n", "\n", "s = ['$u$','$v$','$-v$','$u-v$']\n", "for i in range(4):\n", " ax.text(x = vec[i,0, 2]/2, y = vec[i,0, 3]/2, s = s[i], fontsize = 16)\n", "ax.text(x= 5.8 , y = 5.8, s= '$u-v$', fontsize = 16)\n", "\n", "ax.set_xlim([-9, 9])\n", "ax.set_ylim([-9, 9])\n", "ax.set_xlabel('x-axis', fontsize =16)\n", "ax.set_ylabel('y-axis', fontsize =16)\n", "ax.grid()\n", "ax.set_title('Vector Subtraction', size = 18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The real number $c$ in front of vectors are scalars, which are scaling the vectors as its name implies." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 9))\n", "\n", "vec = np.array([[[0, 0, 2, 3]],\n", " [[0, 0, 6, 9]],\n", " [[0, 0, 2, 2]],\n", " [[0, 0, 8, 8]]])\n", "colors = ['r','b', 'r', 'b']\n", "\n", "for i in range(vec.shape[0]):\n", " X,Y,U,V = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, U, V, angles='xy', scale_units='xy', \n", " color = color[i], scale=1, alpha = .6, zorder = -i)\n", "\n", "s = ['$u$', '$3u$', '$v$', '$3v$'] \n", "for i in range(vec.shape[0]):\n", " ax.text(x = vec[i,0, 2], y = vec[i, 0, 3], \n", " s = '(%.0d, %.0d)' %(vec[i,0, 2], vec[i,0, 3]), fontsize = 16)\n", " ax.text(x = vec[i,0, 2]/2, y = vec[i,0, 3]/2, \n", " s = s[i], fontsize = 20)\n", "\n", "\n", "ax.set_xlim([0, 10])\n", "ax.set_ylim([0, 10])\n", "ax.set_xlabel('x-axis', fontsize =16)\n", "ax.set_ylabel('y-axis', fontsize =16)\n", "ax.grid()\n", "\n", "ax.set_title('Vector Multiplication', size = 18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's challenge ourselves for plotting in 3D." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "############################## Arrows and Texts #####################################\n", "\n", "vec = np.array([[[0, 0, 0, 3, 4, 5]],\n", " [[0, 0, 0, 3, 6, 2]],\n", " [[0, 0, 0, 6, 10, 7]],\n", " [[3, 4, 5, 3, 6, 2]],\n", " [[3, 6, 2, 3, 4, 5]],\n", " [[0, 0, 0, 8, 2, 2]],\n", " [[0, 0, 0, 4, 1, 1]]])\n", "colors = ['r','b','g','b','r','r','b'] \n", "\n", "for i in range(vec.shape[0]):\n", " X,Y,Z, U,V,W = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, Z, U, V, W, length=1, normalize=False, \n", " color = colors[i], alpha = .6,arrow_length_ratio = .08, pivot = 'tail',\n", " linestyles = 'solid',linewidths = 3)\n", " ax.text(x = vec[i, 0, 3], y = vec[i, 0, 4], z= vec[i, 0, 5], \n", " s = '$(%.0d, %.0d, %.0d)$'%(vec[i, 0, 3],vec[i, 0, 4],vec[i, 0, 5]))\n", " \n", "############################## Axis #####################################\n", "ax.grid()\n", "ax.set_xlim([0, 10])\n", "ax.set_ylim([0, 10])\n", "ax.set_zlim([0, 10])\n", "ax.set_title('Vector Addition and Scalar Multiplication', size = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly with $\\mathbf{u}-\\mathbf{v}$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "############################## Arrows and Texts #####################################\n", "\n", "vec = np.array([[[0, 0, 0, 3, 4, 5]],\n", " [[0, 0, 0, 3, 6, 2]],\n", " [[0, 0, 0, -3, -6, -2]],\n", " [[0, 0, 0, 0, -2, 3]],\n", " [[-3, -6, -2, 3, 4, 5]],\n", " [[3, 4, 5, -3, -6, -2]]])\n", "for i in range(vec.shape[0]):\n", " X,Y,Z, U,V,W = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, Z, U, V, W, length=1, normalize=False, \n", " color = colors[i],arrow_length_ratio = .08, pivot = 'tail',\n", " linestyles = 'solid',linewidths = 3, alpha = 1 - .15*i)\n", " ax.text(x = vec[i, 0, 3], y = vec[i, 0, 4], z= vec[i, 0, 5], \n", " s = '$(%.0d, %.0d, %.0d)$'%(vec[i, 0, 3],vec[i, 0, 4],vec[i, 0, 5]))\n", "\n", "s = ['$u$','$v$', '$-v$','$u-v$']\n", "for i in range(4):\n", " ax.text(x = vec[i,0, 3]/2, y = vec[i,0, 4]/2, z= vec[i,0, 5]/2, \n", " s = s[i], size = 15, zorder = i+vec.shape[0])\n", " \n", "############################## Axis #####################################\n", "\n", "ax.grid()\n", "ax.set_xlim([-6, 6])\n", "ax.set_ylim([-6, 6])\n", "ax.set_zlim([-3, 6])\n", "\n", "ax.set_title('Vector Subtraction', size = 18)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }