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ISPITIVANJE_CVRSTOCE_FDM_3D…/software/GRID_FINAL.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "4ba3c61a-034e-4f09-85b5-33b3071fe265",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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y0LVrV2RmZmLPnj0m/8sW9WKuXr1qsu/Vq1dRrlw5qz2R4vsb13T16lX9GKA558+fx7/+9S98++23UCqVWL16NUaOHIkOHToAAFasWIE1a9Zg8uTJdr1XqVgaK9NqtSbtvvjiC+zfvx+bN2/G9u3b8eKLL+Jf//oX9u/fb/AfdefOnbFt2zbMmjUL7dq10/cQgYe9OYVCgf/85z8G/2EWKX6c+/fvm+1kGPPz89OPTRaXkZGBwYMHo3v37iY9JWN5eXno1asXCgsL8eSTT+LNN99EkyZNTP4TAR5+Lnbu3AkhhMGfX9HnzPhzWNz333+Pbdu2YcOGDQb/PgsLC5Gbm4vz58+jXLlyCAsLM9gvNTUVH3/8MWbMmIFBgwZZfS/GEhISsGbNGsyYMQOfffaZwb99e//+bblz5w4KCgpstgsKCkJ4eDgAYMKECWjbti2qVaum/7Mo+nZ09epVXLx4EVWqVLF6vJiYGJw6dcqhWm1x6MRc9+7d8e9//xsHDx60GgjOio2NxY4dO3D//n2Dfxz2vumwsDBkZWXpH0dHR+Ps2bMGbf766y/972/cuIFNmzbhq6++snnsvLw89OjRA6dPn8Z3332HevXqmbR59NFHERkZaTLxGwAOHjyoHyaxpOj5w4cPG/z5XrlyBX///TdGjBhhcd/XXnsNPXv21H+dvnLlisE/zkqVKuHy5ctWX98Tik5oZWZmGnxVv3Dhgtn2rVq1QqtWrTB9+nSkp6dj4MCBWLNmjcHXyVatWuGll17Cs88+i759+2Ljxo3w93/40a5RowaEEKhWrRpq1apltbY5c+YgNTXV5nuIjY016XAcOHAAzz33HJo3b45169bpX9+cwsJC9OvXD/v378eWLVvQunVrdOrUCT179sTOnTtNenmNGzfGv//9b5w8edLgc3fgwAH985ZcvHgRwMMTXcYuX76MatWqYd68eXjllVf029PS0pCSkoJXXnkFb7zxhsVjW9KrVy906tQJQ4YMQWhoKBYuXKh/rvjff3Hm/v6tndzq3bs3du3aZbOWpKQk/Urbixcv4sKFC6hWrZpJu549eyI8PNzmwpC//vrL7H/ArnAohCdMmID09HS8+OKL2LFjB6KiogyeFy7eM7Rbt25YsmQJFi5ciNdffx3Aw/8h7R2Pqlu3rv6DCQDPPfccJk2ahKZNm+LJJ5/E3r17sWTJEoSHh2P79u1ITk5GmzZt8Mwzz1g9rlarRf/+/bFv3z5s2rQJcXFxFtv26dMHK1asMOhh79ixA6dPn8b48eP17TQaDc6ePav/hgEA9evXR506dbBkyRKMHDlS33NbuHAhFAoFnn/+ebOvuXPnTmzduhV//PGHfltUVJTB45MnT/rEmHDRV+7du3ejZ8+eAIAHDx5gxYoVBu3u3r2LsmXLGvxDLAobc1/NO3bsiDVr1qBv374YNGgQVq1aBaVSid69e2PSpElITU01OWsthMCdO3f05wicHRM+efIkunfvjqpVq2LLli1WhweEEBg6dCi2bt2KdevWoWPHjgAejn23a9cOXbp0wZ49e1CnTh39PgkJCRg/fjw+/vhjLFiwQH+cRYsW4dFHH0Xr1q31ba9evYqsrCzUqFEDKpUKHTp0wMaNG03qGDFiBGJjY/HWW2+hQYMG+u1r167FuHHjMHDgQMydO9fmn4UlgwcPRnZ2NsaOHYuwsDDMnDkTwMOOUoUKFbB7926D4P/4449NjhESEgLANLAB58aElyxZYjL75fvvv8dHH32EOXPmGPyZ37x50yRst27diiNHjmDcuHE2X9chjp7J++qrr0RQUJAIDw8XL7/8sli8eLFYtGiReOONN0RMTIxQKpUGq3iK5gmbYzw7QqvViieffFIolUrx8ssviwULFogOHTqIhg0b2jU7Yv/+/SIoKEh/hrmgoED07NlTf6a0fPnyYurUqQKACAgIEKNGjRIPHjyw+Z7/+c9/CgCiR48eJqtnVq5cadD24sWLonz58qJGjRriww8/FO+9956IiIgQDRo0MJgZUXSW2Pjs7ebNm4VCoRAdOnQQS5YsEePGjRNKpVIMHz7cbG2FhYWiYcOGJiuaPvroIxEUFCTee+89MXLkSKFUKsXvv/9u872a487ZEQUFBaJKlSqiQoUKYubMmWLOnDmiXr16olmzZgZnwufNmydq1qwpJkyYIBYvXizmzJkjateuLcLCwsRff/0lhDA/T3jlypVCoVCIESNG6Le9//77+tkxs2bNEgsXLhQTJkwQNWvWdHmhR3Z2tv5zP2PGDJPPxt69ew3a79mzRygUCrF06VKTY127dk089thjZueZF82uGTFihPjkk0/0K+ZWrVpl0K5oNpKt+bTmZkccOHBABAQEiMjISLF06VKT93L27FmrxzQ3T3j69OkCgMEslKLVf8OGDRMLFy4UAwYM0P/9F/+cHTx4UAAQ3bp1E5999plYvXq1wwu9bLE0O6Lo72HmzJli0aJFYsSIEcLf31/ExMSIa9euubUGp5Y3nTlzRowaNUo89thjIjAwUAQFBYk6deqIl156SRw9etSgrSMhLMTDKTGDBg3SL9YYNGiQQ4s1nn76afHcc88ZTJY+ceKE+Omnn8SDBw/E3bt3xcGDB+0K3+LHhIUpMOb+H/v9999Fp06dRHBwsChbtqwYOHCgyV+cpRAW4uH0rMaNGwu1Wi0qV64sJk+ebHHpb1pamqhcubLJ+9FoNCI5OVlUqFBBxMbGihUrVtj9fo25M4SFeLiYpGXLliIgIEBUqVJFzJ0712SK2s8//ywGDBggqlSpItRqtahYsaJ49tlnxeHDh/XHsbRi7uOPPxYAxGuvvabf9uWXX4o2bdqIkJAQERISIurUqSNGjx4tTp065dgfhpGiGiz9mPv7LT5ly9j58+fFnTt3TLZrtVrx3nvvidjYWBEQECDq168vPv/8c5N2roRw0d+BpR9b//4srZibMGGCfjqeEA8XSw0bNkyEh4eL0NBQ0a9fP3Hjxg2TEBZCiGnTpolHH31UKJVKSVbPWQrht956SzRu3FiEh4cLlUolqlSpIkaNGuX2ABZCCIUQLo4h+Jg///wTTzzxBPr06YOFCxciICDApE1ubi4yMjL0X4fJuqIrodlzJTVjMTEx6Ny5M/7973+7vzCiEsChMWE5qFmzJrZv364/yTFmzBg8/fTTqFixIm7duoXvv/8eH374Ifz8/NChQwez857JPTQaDW7fvu3wSiui0qREXtS9ZcuW+P3339G9e3e8++67aN68OapUqYKmTZtixowZSExMxC+//MIAltD27dsxYsQI5Obm2jzxSVSalbjhCGNarRanTp3CrVu3UL58edSpU8fsfFGyzJnhiPbt2+PMmTMYNWqUfkUaEZkq8SFMROTLSuRwBBGRXDCEiYi8qMTNjiDP0el0uHLlCkJDQx27fmoJI4TAvXv3UKlSJY9cI4VKFoYwOe3KlSt2X/yoNLh06ZJdVwskKo4hTE4rurxpu8AEwMUbCwulAtkNHl5uMuy3P6HQ2Xe+2D9IhRc/7Y2lwzagMNf2nRYkEQj8kLdJ/+dB5AiGMDmtaAjCX6ECXByN0Pn7406XpwEAEScvQakptGs/lUKF4OBgqNxQg9P++7qleUiGnMcBLCIiL2IIExF5EUOYiMiLOCZMksjQrXeofU5BIepN2Q4A2HxvJYIDLH8045V93frajrD12kSOYk+YZMdayEoZwERSYAiTLJkLWwYwyRGHI8gnBPgpsXRIc/3vbTE3LBCv7MsgJtlhT5h8gr+fEh3qRKFDnSj42whha+OyHLMluWEIk6wYh+ymzBU22xD5MoYw+QSNVof1hy9h/eFL0Gh1ZtsYh2vxoQfjMGYQk1wwhMknaLQ6vP7FMbz+xTGzIWwtgC1tYxCTHDCEyefZE8CWnmMQk69jCJNPcySALbVhEJMvYwiTz3ImgC21ZRCTr2IIkyRcDT1XAtjSPu6uicgdGMIkGWdDq0foIIPHrizAcFcQM4BJKgxhkpSr4eWOFXCuBjEDmKTEECbJ2RNiAX5KRG/aiehNO6Eo1AJw77UgnA1iBjBJjSFMknA09Lqq+iP01AWEnroAhRCSXAPC0ZrcMS5NZAtDmCRjb+h5Mux8sSYq3RjCJClboVf0WCgUuFc7Fq8c/RCFFpYte7omS+2J3IkhTJKzFHrFw074++FaQnuMTv8ZBRKHsL01mWtH5G4MYfIIW73PzfdWerIcALZrYgCTJzCEyWMshZo3w84Xa6LShSFMRORFDGHyGHtnIniSL9ZEpQtDuIRauHAhGjZsiLCwMISFhSEuLg7/+c9/9M/n5eVh9OjRKF++PMqUKYM+ffrg+vXrktVja7zVeKmyJ9iqiUFMnsAQLqEqV66MGTNm4MiRIzh8+DA6dOiAhIQEHD9+HAAwfvx4bN68GevXr8euXbtw5coV9O7dW5JaLIWdN8dd7a2JQUxSYwiXUD169EC3bt1Qs2ZN1KpVC9OnT0eZMmWwf/9+ZGVl4dNPP8XcuXPRoUMHNGvWDMuWLcPevXuxf/9+t9Zhq7dZ9Fih1SJq64+I2vojVHbcbdkTNVlqT+RODOFSQKvVYs2aNXjw4AHi4uJw5MgRaDQadOzYUd+mTp06qFKlCvbt22fxOPn5+cjOzjb4AQBVoB9UQSqDH41Gg24hiQbbtuanQ6PRmPxszU9HgNof5c9eQPmzF5AQ9oLZdpZ+ANjd1pGairfrFpIIjUZj8j5VQSqoAv2k/QukEk0hhBDeLoKk8dtvvyEuLg55eXkoU6YM0tPT0a1bN6Snp2Po0KHIz883aN+iRQu0b98eM2fONHu8lJQUpKammmxPT09HcHCwJO9BDnJycpCYmIisrCyEhYV5uxySGX9vF0DSqV27No4ePYqsrCx88cUXSEpKwq5du5w+3qRJk5CcnKx/nJ2djZiYGKwcvQnIt/ylytxt6Y0VanXYc+Y2pvWfizIXrkLx376BrX01Gg0yMjIQHx8PlUplsV1C2SSHa7K0rwm19Cv8qORiCJdgAQEBeOyxxwAAzZo1w6FDhzB//nz0798fBQUFyMzMRNmyZfXtr1+/jujoaIvHU6vVUKvVJts1eVogT2t2H3tPvmlEIUZ8/gvQoz1qzPscSk0hAKCbOtGuY6hUKosh7OpKuK0P0q2PC/O7JLmAY8KliE6nQ35+Ppo1awaVSoUdO3bonzt16hQuXryIuLg4t72es7MfjJcwu3JizF1LkbmCjqTCEC6hJk2ahN27d+P8+fP47bffMGnSJPzwww8YOHAgwsPDMWzYMCQnJ2Pnzp04cuQIhg4diri4OLRq1cotr+9qaLljhoK7rwXBICYpcDiihLpx4wYGDx6Mq1evIjw8HA0bNsT27dsRHx8PAJg3bx6USiX69OmD/Px8dO7cGR9//LGXqzaUoVtvEKTxyr52ByEvxkNywRAuoT799FOrzwcGBiItLQ1paWkeqsg5zgQxA5jkhMMR5PMcGZpgAJPcMIRJFuwJYgYwyRFDmHyCyk+JqQn1MTWhvsVly9aC2HguLwOY5IIhTD5B5afE4LiqGBxX1eq1I4zD1dxCCgYwyQlDmGTHWsgygEluGMLkE7Q6gX1nb2Pf2dvQ6mwvQTMXtgxgkiOGMPmE/EItBnyyHwM+2Y/8QvNLoIuz58QckRwwhEl2HJmiRuTrGMIkK8Yha+5qaAxikhOGMMmGtXnAxmHMICa5YAiTLNizEIO3JSI5YgiTz3NkJRyDmOSGIUw+zZmlyAxikhOGMPkEf6USk7rWwaSudeCvfPixdOVaEAxikguGMEnC0dAL8Fdi5NM1MPLpGgjwV7rlYjzuDmIGOUmBIUyScTa03Hk1NHcFMQOYpMIQJknZG15ancCvlzLRttJLEAqFfrs7liK7GsQMYJISQ5gkZ0+I5RdqkZD2Ey4N7gHh7wfAvdeCcDaIGcAkNYYwScLR0OsROsjq/t6oiReJJ09gCJNk7A094+3Gt7z3hZoYwCQVhjBJylboeePrvqM1MYBJSgxhkpyl0PPmeKu9NTGASWoMYfIIW71PKYcgLLFVEwOYPIEhTB5jKdS8GXa+WBOVLv7eLoAIeLhs+Z/P1NT/nqi04KedPMbaTIQAfyXGx9fC+PhaCPD33MfS3tkRRFJhCJNH2Bpv9Ubo+WJNVPowhElylsKueOgJAE9FDsfp6/egs+Nuy56oyVw7IndjCJOkbPU2ix4LlT8uDuuFTvN2I8+Ouy17oiZL7YnciSFMkrF3ypfxduMlzL5QE4OYpMIQJkk4OufWeJ6wFKHnaE0MYvIEhjBJztk5t+4MPWcXYnC+MEmNIUyScjXE3BHErq6EYxCTlBjCJBlnw8udQxPuWorMICapMIRJEq6GljvGY919LQgGMUmBIUw+wV+pxIinqmPEU9X1y5ZdCWJejIfkgiFMPiHAX4k3u9XFm93qGixbdiaIGcAkJwxh8nmOBDEDmOSGIUw+QacTuHQnB5fu5JhdtmxPEDOASY4YwuQT8gq1aDtrJ9rO2mlx2bK1IE4om2S1LZGvYgiTrBiHq3H4mmtD5MsYwiQ71kKWAUxywxAmWTIXtgxgkiOGMMmSPSfmiOSAIUyy48gUNSJfxxAmWTEO2U2ZK2y2IfJlDGHyCX5KBQa1isWgVrHwUyrMtrE2D9g4jBnEJBcMYfIJan8/TOv1OKb1ehxqfz+T5+1ZiMGLsJMcMYTJ5zmyEo5BTHLDECafIITA7fv5uH0/H0JYvtuyPdPQOFWN5MTf2wUQAUCuRotm734HADgxtTOCA/xduhZEhm69fv+iXxnO5IvYEyZJuDoM4I6L8bh7aIJDGyQFhjBJxtnQMr7lvSs9WHcFMQOYpMIQJp/mjiEEnqwjX8YQJknFK/s6HXruHMN1NohdqZ/IHgzhEur999/HE088gdDQUFSsWBG9evXCqVOnDNrk5eVh9OjRKF++PMqUKYM+ffrg+vXrbnl9R0PPnUMQ7qqJF4knT2AIl1C7du3C6NGjsX//fmRkZECj0aBTp0548OCBvs348eOxefNmrF+/Hrt27cKVK1fQu3dvt9Vgb+gZbze+5b07OVsTA5ikwhAuobZt24YhQ4agfv36aNSoEZYvX46LFy/iyJEjAICsrCx8+umnmDt3Ljp06IBmzZph2bJl2Lt3L/bv3++2OmyFnv6xTofQ386gT9PKFpcte7wmC+2J3InzhEuJrKwsAEC5cuUAAEeOHIFGo0HHjh31berUqYMqVapg3759aNWqlckx8vPzkZ+fr3+cnZ0NAFAF+gEKw//PNRqN/vdb89MN7oDRLSQRmzJXIKFsElRBKv32n796+eFvhA4ajc6u91X0OsVfzx721rQpc4XBsYs/p6fWAbkOvTyRnkJYW55EJYJOp0PPnj2RmZmJH3/8EQCQnp6OoUOHGoQqALRo0QLt27fHzJkzTY6TkpKC1NRUk+3p6ekIDg6WpngZyMnJQWJiIrKyshAWFubtckhm2BMuBUaPHo3ff/9dH8DOmjRpEpKTk/WPs7OzERMTg5WjNwH5hj1hc5eYBMzfE25T5goIIZCreXiDzyCVHxQK+4YkNBoNMjIyEB8fD5XKTC/VDpZqsrct1Pb12onMYQiXcGPGjMGWLVuwe/duVK5cWb89OjoaBQUFyMzMRNmyZfXbr1+/jujoaLPHUqvVUKvVJts1eVogz/AOyZYCUZNrOmygUqmQU1CIRtMyAPx32bLKsY+mSqVyOoQt1WRvW/C7JLmAJ+ZKKCEExowZg40bN+L7779HtWrVDJ5v1qwZVCoVduzYod926tQpXLx4EXFxcZLUZO9MBE/yxZqodGEIl1CjR4/G559/jvT0dISGhuLatWu4du0acnMfnkEKDw/HsGHDkJycjJ07d+LIkSMYOnQo4uLizJ6Uc5WtGQfG84Q9wVZNDGLyBIZwCbVw4UJkZWWhXbt2eOSRR/Q/a9eu1beZN28enn32WfTp0wdPPfUUoqOjsWHDBrfXYinsfGnql6WaGMQkNY4Jl1D2THoJDAxEWloa0tLSJKvDVm+z+CUnPcXRmuKVfX3qPwwqWdgTJsnYu+jBk0MTztbEHjFJhSFMknB01ZnxUmUpQs/RmhjE5AkMYZKcPV/llQoFujWIRpk/zgO6h0Mp7gw9Z5cicxiCpMYQJknZG2KBKj98PLAZfv9qNJTa/805dkcQu3otCAYxSYkhTJJxNrzcOQzgrovxMIhJKgxhkoSroeWOIHb31dAYxCQFhjD5hJyCQlSd+A2qTvwGOQWFAFwLYl6OkuSCIUw+zZkgZgCTnDCEyec5EsQMYJIbhjARkRdx2TLJQlGPtqinW/Tr1vx0AA+v81v8MpPsAZNcsCdMsmIcruYuss4AJjlhCJPsWAtZBjDJDUOYfIJSoUD72pFoXzsSSjtubWQubBnAJEccEyafEKjyw7KhLexub26GBC85SXLEnjDJjiNT1Ih8HUOYZMU4ZM3dFZlBTHLCECafkFNQiLpvb0Pdt7fply0bs7YQwziMGcQkFwxh8hm5Gi1yNVqzz9mzEo4XYSc5YgiTz3NkKTKDmOSGIUw+zZlrQTCISU4YwuSzXLkYD4OY5IIhTJJwNfTccTU0dwcxg5ykwBAmyTgbWsa3vHdlAYa7gpgBTFLhijnyCUqFAi2rlQMA3BLCy9UQeQ5DmCRl71LiQJUf7oyaC+B/X8/ctQTZ0mUw7T0+e8EkJQ5HkCSKB1y8sq/NIPPEHTEcHZowrpvXpSApMIRJMvaGnidvSeSLNVHpxuEI8qqisNOp/HF+5PMIjwxDTkEhggOk+2hm6NZziIF8BkOYJGVtPNY4CLXBgbjzoMBjddlTE3vAJDUOR5BH2BoG2HxvpSfLAWC7JgYweQJDmDzGUqh5M+x8sSYqXRjC5FW+EHa+UAOVXgxh8hhLtyTy5kkyS6/PE3fkKQxh8ghb463GS5U9wVZNDGLyBIYwSc5S2BmEnhBQX72FhpXD7brbskdqMtOOyN0YwiQpW73NosfKQi2qrNyCr8e0QaDKz2P1WaupCIOYpMQQJsnYO+XL0SXOrtZkz1JkBjF5CkOYJOHonFtPhJ4v1kTEECbJ2TMFLLdAi3Mjn8e5kc9D5+/Z4QhrOH2NpMZlyyQpe0NMQKAwvMzDB/89MefoJSctcXUlHK81QVJiT5gk42x4Gi9hdiUA3bUUmT1ikgpDmCThami5YzzW3deCYBCTFBjC5LPcGXoMUPJVDGHyac5MX+MdMUhOGMLk8xwZmuDlKEluGMLkExRQoGbFMqhZsQwUMF22bE8QM4BJjjhFjXxCUIAfMpKfttrGkaliDGCSC/aESVaMx4gTyiYBgP5X4zZEvo4hTLJjLWQZwCQ3DGHyCbkFWsTP3YX4ubuQW6D1djlEHsMQJp8gIPDnjfv488Z9CAib7c31eNkLJjniiTmSHUsn59x1rQkiT2JPmGTFOIA3Za6w2YbIlzGEiYi8iCFcQu3evRs9evRApUqVoFAo8NVXXxk8L4TAlClT8MgjjyAoKAgdO3bEn3/+6Z1i7WBuKXLxYYdNmSs8eocOIndhCJdQDx48QKNGjZCWlmb2+VmzZuHDDz/EokWLcODAAYSEhKBz587Iy8vzcKW2ObISjnfDILnhibkSqmvXrujatavZ54QQ+OCDDzB58mQkJCQAAD777DNERUXhq6++wj/+8Q9Plgrg4bLlR8sG6X9fxJmlyMYr6+KVfXmyjnwWQ7gUOnfuHK5du4aOHTvqt4WHh6Nly5bYt2+fxRDOz89Hfn6+/nF2djYAQBXoBygMv1RpNBqHavJXAD+82va/j3TQaHQPjx2k0rfZlLnC5LhFj423b81PN1hF52g9lhSvR0+tA3LdcngqhRRCCNuTMknWFAoFNm7ciF69egEA9u7diyeffBJXrlzBI488om/Xr18/KBQKrF271uxxUlJSkJqaarI9PT0dwcHBktQuBzk5OUhMTERWVhbCwsK8XQ7JDHvCZLdJkyYhOTlZ/zg7OxsxMTFYOXoTkG/+9IK5KWS2FO/B2jqGRqNBRkYG4uPjoVKZ6aU6eDx7azKg1jl8PKIiDOFSKDo6GgBw/fp1g57w9evX0bhxY4v7qdVqqNVqk+2aPC2QZ36pcTd1ol3jsXkaLfot3odTh86iskYHZeHD49k7lqtSqSyG8NYH6QZjxPbWVMTmyT1+lyQXcHZEKVStWjVER0djx44d+m3Z2dk4cOAA4uLivFKTTggc+zsL+Y9U0N9tmbc3otKAIVxC3b9/H0ePHsXRo0cBPDwZd/ToUVy8eBEKhQKvvPIK3n33XXz99df47bffMHjwYFSqVEk/buwqR+fs9ggdZHF/d3G0Jt4miTyBIVxCHT58GE2aNEGTJk0AAMnJyWjSpAmmTJkCAJgwYQLGjh2LESNG4IknnsD9+/exbds2BAYGuq0Ge+fsGm83vuW9OzlbEwOYpMIx4RKqXbt2sDbxRaFQYOrUqZg6daoHqyIiY+wJk6Rs9Ty9saLNeMmzrZrYCyYpsSdMkisKsaJwMxe8m++tRL0p2z1el7WaGL7kCewJk8dYCrWi7eVCAlAuJMCTJdmsiUhq7AmTVxWFXXCAP35+O97L1RB5HnvC5DHmvvL76lXOfLUuKnkYwuQR1k52eevav7bmATOIyRMYwiQ5SwFcPPR0/n6om/gp+i/ehzyN9Hdbtqcmc+2I3I0hTB5l8YSXQoHcKtE4cO4OdF6+sB9PypEn8cQcScae+bZF255RD9Bv6xE6CDvyV3utpqLtxtPXGM4kBfaESRKOLngwXqosxTCAozVxaII8gSFMknO2B+nO0HN2FRx7vyQ1hjBJqiSEWEl4D+S7GMIkGWfDq/jQhKvT18xNQ3OmLgYxSYUhTJJwJrSCVH4IUvmZ3d+ZIHb3hXgYxCQFzo4gnxAc4I+T07p4uwwij2NPmHyWrUtOWuOOIQgiT2AIk89zZIkzb0lEcsMQJp+Qp9Fi6LKDGLrsoNlly/aMEfNi7CRHHBMmn6ATAjtP3dT/nqi0YAiTbJi7Q4cqSIWR6f2RUDbJpB2RHHA4gmTHWsgygEluGMIkS9YuBkQkJwxhIiIv4pgwyY6lKWq85CTJEXvCJCvGAbwpc4XNNkS+jD1h8gnBAf44P6O7t8sg8jj2hEk2rC3GMO4RszdMcsGeMPk8R25JVLw9x4hJDtgTJp+Qp9Hi5VVH8PKqIwbLlp1ZiszbEpGcMITJJ+iEwNbfrmHrb9e4bJlKFYYw+SxXLkfpymUwiTyJY8IkCVfGY3uEDoJSU6h/7MqYrrtuXc8QJ6mwJ0yScjW83HFSzdUxYgYwSYkhTETkRQxhkoSj47E9QgeZ7O/OqWXmxojtqYt36SCpMYRJMvaGnvH24re8l7Imc69dfDsDmDyBISyx/Px87N69GytXrsTixYuxYcMGnDt3zttleYyt0Ct6rNAUosa8z3Fiamf9be+9XZOl9kTuxNkREvnpp58wf/58bN68GRqNBuHh4QgKCsKdO3eQn5+P6tWrY8SIEXjppZcQGhrq7XK9ToGHQRwcwI8klS78xEugZ8+e+Pnnn5GYmIhvv/0WzZs3R1BQkP75v/76C3v27MHq1asxd+5cfPbZZ4iPj/dixdKytJzYXJvSXBOVTgxhCXTv3h1ffvklVCqV2eerV6+O6tWrIykpCSdOnMDVq1c9XKF3FJ+za7w9v1CLNzf8DgB4r/fjUPtLOyRhT01EnsAQlsDIkSPtbluvXj3Uq1dPwmrkQasT+PLnvwEA03rV93I1RJ7DEPag+/fvQ6fTGWwLCwvzUjVE5As4O0Ji586dQ/fu3RESEoLw8HBEREQgIiICZcuWRUREhLfL8xhrU768uSLNWk1cKUeewJ6wxF544QUIIbB06VJERUVBoVB4uySPszTlq/h4bI/QQcD4F3yqpqJ2HB8mKTGEJfbrr7/iyJEjqF27trdLISIfxOEIiT3xxBO4dOmSt8vwGluXo/RGL9PWYgxeBpM8iT1hif373//GSy+9hMuXL+Pxxx83mbbWsGFDL1UmLUdWnWXo1iOnoBD1pmwH8L9LWbo7oB1dCWfuMphE7sYQltjNmzdx9uxZDB06VL9NoVBACAGFQgGtVmtl75LBnjANUvnhyOSOeD5qGBT/vZawO8djnV2KbGkeMZG7MIQl9uKLL6JJkyZYvXp1qT0xZw+FQoHyZdTwz833dilEHsUQltiFCxfw9ddf47HHHvN2KR7nTC/W3HJiV3vDrl4NzbgmIndiCEusQ4cO+PXXX0t0CAt/JYTK8Bzv5nsrkafRIrDYFdFyCgqNd9Ur1ArM3n4KADD52brYlLdaf43hZ9QD9McEAKVCYXDcAu3DY6uE4beMHqGDACH0Z58zdOuRW6CFgPkbiSqgQFDA/46bp9Ea3HS0eE0ADG7BROQshRC8ta2UlixZgnfffRcvvvgiGjRoYHJirmfPnl6qzHXZ2dkIDw9HzCvroFQHmzzfvnYklg1toX9c9+1tyNWYHwNvHhuBwxfuAgBOTO2MNjN34s6DArNtG1YOx9dj2gAANBoNWr67HXfyzQ/zBNy6i9ilm/7Xm527C3/euG+27aNlg/DTxA76xz0X/Ihjf2eZbeuXk4fqC9Y8fBAIfJf7BbKysrgCkhzGnrDEXnrpJQDA1KlTTZ4rLSfmiMgy9oTJaUU94WdC+0Hkmw5HGA8bWBuOyNNo0XTadwAe9oSNFR8G+Ob+5/rjajQafLV5Kzp17qT/llG87ZZ7nxsMMbgyHGF8bP1wBHvC5AL2hMllikIdFBrDCxOZuzi7IxdsN267I3/1/5Y4q/8B4H8nzAL8Hrbv9t+x4+JjwMaKh6wtgWbu8MFxYHI3hrAHHDp0CDt37sSNGzdMrqI2d+5cL1X1UFpaGmbPno1r166hUaNG+Oijj9CiRQvbOxKRWzCEJfbee+9h8uTJqF27tsk8YW/PGV67di2Sk5OxaNEitGzZEh988AE6d+6MU6dOoWLFil6tzRxzF9fZmp8OAEgom2TSlkgOGMISmz9/PpYuXYohQ4Z4uxQTc+fOxfDhw/Wr+RYtWoRvvvkGS5cuxcSJE71cnXnGc3YTyiZhZHp/k+eJ5IIhLDGlUoknn3zS22WYKCgowJEjRzBp0iT9NqVSiY4dO2Lfvn1m98nPz0d+/v9WtGVnZwMAVIF+gMLwxJxGo3GoHj8hsDO57X9/r7O5/9b8dCSUTYIq6OFHWBXkj02ZKxx+XUepgszcskqtA3IlfVkqwTg7QmKzZs3ClStX8MEHH3i7FANXrlzBo48+ir179yIuLk6/fcKECdi1axcOHDhgsk9KSgpSU1NNtqenpyM42HSecGmRk5ODxMREzo4gp7AnLLHXXnsN3bt3R40aNVCvXj2TxRobNmzwUmWOmzRpEpKTk/WPs7OzERMTg5WjNwFGU9Q2Za6QtJaiMWBVkD9e/LQPlg77EprcQo+9rgG1znQbkZ0YwhIbN24cdu7cifbt26N8+fJePxlXpEKFCvDz88P169cNtl+/fh3R0dFm91Gr1VCr1SbbNXlaIM9w0YmlO01bUlCow5xvHy5bfq1TbQT4m7/UtfH1GzZlrsDWrVuhyS2EJleDbupEANKNDWtyzQx38LskuYAhLLEVK1bgyy+/RPfu3b1dioGAgAA0a9YMO3bsQK9evQAAOp0OO3bswJgxYzxeT6FOhyW7/wIAvNKxJgLM3G/A3OUoi8aAN2Wu0AdwUVuepCM5YAhLrFy5cqhRo4a3yzArOTkZSUlJaN68OVq0aIEPPvgADx48MLj2MRFJiyEssZSUFLzzzjtYtmyZz5286t+/P27evIkpU6bg2rVraNy4MbZt24aoqChvl2bCnstRSnEZTCKpMYQl9uGHH+Ls2bOIiopC1apVTcZKf/75Zy9V9tCYMWO8MvxgL2fuiGHutkQMY/JVDGGJFY23EhGZwxCW2DvvvOPtEmTL2fvCFbU1XuLM3jD5It7yXgJc/+L6rYCMx4CdvS2RO29dz9sbkRQYwhKoX78+1qxZg4IC83eGKPLnn39i1KhRmDFjhocq86x4ZV+7gyvQ3w/fjn8KVT79Cj0DB+i3u6P3ahzEjoapM/sQ2YvDERL46KOP8MYbb+Dll19GfHw8mjdvjkqVKiEwMBB3797FiRMn8OOPP+L48eMYM2YMRo0a5e2SvU6pVKBWVCjUtzO9XQqRRzGEJfDMM8/g8OHD+PHHH7F27VqsWrUKFy5cQG5uLipUqIAmTZpg8ODBGDhwICIiIrxdruTsHY91ZQzYFmfHiNkDJqkxhCXUpk0btGnTxttleIUjc3bjlX0hlErcebIxAGD/zkkWly27u6bi283VZWlfInfhmDBJytZ4bNFj4fcwhO882RiFOmkviGMcuuZqsmdxCJE7MISJiLyIIUySs9TzLN7b3HxvpcdrMjd9TcpxaSJzGMISuXLlirdL8CnW5ux6M+is1cQAJk9gCEukfv36SE9P93YZROTjGMISmT59OkaOHIm+ffvizp073i6HiHwUQ1giL7/8Mo4dO4bbt2+jXr162Lx5s7dL8jpL07u8Oe3LF2ui0oXzhCVUrVo1fP/991iwYAF69+6NunXrwt/f8I/c25ey9ARrJ7uKnusZlIiYqHJYcGAG1P5+PlETL4NJnsAQltiFCxewYcMGREREICEhwSSE6SGFEAi8dhuNYsp6uxQij2IiSOiTTz7Bq6++io4dO+L48eOIjIz0dkkeZ2vKlzcuOemLNVHpxRCWSJcuXXDw4EEsWLAAgwcP9nY5XmHvNLQM3Xp09O+PzOZ1AQAd/fvju8K1ktdkrS7eKok8hSEsEa1Wi2PHjqFy5creLsUrHJ0H/HXOKtSbsh0AEP7LKbePxzq7CMPcrZKI3IkhLJGMjAxvl0BEMsApaiQpV3uy7uh9uroUmcMQJCX2hEkSrgTX5nsrERzg75bxWHctj+alLEkq7AmTz3LltkS8HCXJBUOYiMiLGMLk02xdgN0cXo6S5IRjwuQT1P5+WD28lf73xdl7WyKGL8kRe8LkE/yUCsTVKI+4GuXhp1SYbWMtdBPKJlltS+SrGMJERF7EECafoNHq8Nm+8/hs33lotJZv9GncwzXuAZtrQ+TLOCZMPkGj1WHKpuMAgOebVYbKz3L/wNKcXYYvyRF7wkREXsQQJlkyN1WNq9lIjhjCJDvWwpZBTHLDECbZMLcUeVPmCgDQ/2quHZEvYwgTEXkRQ5hkwZ6ZEM4scSbyNk5RI58Q4KfE0iHN9b8vzpGrofG2RCQ3DGHyCf5+SnSoE2WwzZV5wOZuS8QwJl/E4QgiIi9iCJMkHB2P1Wh1WH/4EtYfvgSNVueW1XDuHiPmGDNJgcMRJBlHxmM1Wh1e/+IYAGDRkxP0vQNXhxDsvQymLQxgkgp7wiSpkhBeJeE9kO9iCJPknA0xd55Ic3ZoggFMUmMIkyQcDb0eoYOs7u+NmniVNvIEjgmTZOyZs6sPOtX/Poqb7630aE3Ft5vUZeY5IndiT5g8Sg5f7+VQI5UcDGGSnKVepjfDzt6a2AsmqXE4gjyi+Ao2wPTrfqFWh+3HrwMwXbYsZU3Fa2EAkzewJ0weY+2iO/5+SnRv+Ai6N3wE/h4KYWsYwOQp3v+0U6nG8Vcq7RjC5DGWAjde2ReFWh2+OXYV3xy7ikIrd1v2ZE1EnsAxYZKctbHWouc6Bw/E2fEvAABOTO3skSEJS9PQePU18iT2hElStk52eSPgzN0mqTheHJ48iSFMRORFDGGSjL1Tvoy3Gy9h9oWa2BsmqTCES6Dp06ejdevWCA4ORtmyZc22uXjxIrp3747g4GBUrFgRr7/+OgoLC91Wg/HXfVvDDsZLlaUIPUdrMm7DICYpMIRLoIKCAvTt2xejRo0y+7xWq0X37t1RUFCAvXv3YsWKFVi+fDmmTJni4Uqtc2foMUDJVzGES6DU1FSMHz8eDRo0MPv8t99+ixMnTuDzzz9H48aN0bVrV0ybNg1paWkoKChway2unnhzR3i6uhKOsyNISgzhUmjfvn1o0KABoqL+d2PNzp07Izs7G8ePH7e4X35+PrKzsw1+AEAV6AdVkMrkZ2t+OjQajV0/0Gkx47n6mPFcfWzOWm5wnG4hidb3BSw+1y0k0emaiv9szU83+x5VQSqoAv2k/QujEk0hhBDeLoKksXz5crzyyivIzMw02D5ixAhcuHAB27dv12/LyclBSEgItm7diq5du5o9XkpKClJTU022p6enIzg42K21y0lOTg4SExORlZWFsLAwb5dDMsPFGjIxceJEzJw502qbkydPok6dOpLVMGnSJCQnJ+sfZ2dnIyYmBitHbwLyDb9Ubcpc4ZbXTCibZPW4Go0GGRkZiI+Ph0qlsns/d9UDAFB7boUflTwMYZl49dVXMWTIEKttqlevbtexoqOjcfDgQYNt169f1z9niVqthlqtNtmuydMCeVqDbcUD0R6FWh12/3kTAPBUzUj9irmtD9INxnS7qRPNjtGqVCr9a0p5NTRNrsZ0I79LkgsYwjIRGRmJyMhItxwrLi4O06dPx40bN1CxYkUAQEZGBsLCwlCvXj23vIajCrQ6vLj8MADTZcvmLoNpKVh5OUqSG4ZwCXTx4kXcuXMHFy9ehFarxdGjRwEAjz32GMqUKYNOnTqhXr16GDRoEGbNmoVr165h8uTJGD16tNmeri+wdO3frfnpAB4OExTvpTJ8SS4YwiXQlClTsGLF/8ZAmzRpAgDYuXMn2rVrBz8/P2zZsgWjRo1CXFwcQkJCkJSUhKlTp3qrZKJSi1PUSqDly5dDCGHy065dO32b2NhYbN26FTk5Obh58ybmzJkDf3/f/z/ZuIdr7kQZe8EkJ77/r47IiPHQhPF2IjlhT5hkydxKOi5NJjliCBMReRGHI8gnqPyUmJpQX/97a6z1eK1NXyPyRewJk09Q+SkxOK4qBsdVtRrCxpejLFoJV3xFHIclSE4YwiQbjoQrg5jkgiFMPkGrE9h39jb2nb0Nrc50HbA9MyF4NwySI4Yw+YT8Qi0GfLIfAz7Zj/xCw+tQODIVjUFMcsMQJp/m6C2JzLVjEJMvYwiTz+Ltjag0YAiTJFwNPXeshnP30ASDnKTAECbJOBtaxre8d2Xer7uCmAFMUmEIk6RcCS97x4AdPU68si+nu5HPYAiT5OQcYnKuneSBIUyScHQYoGfwQFT44RAq/HAICq1OkqXHjtbEq7SRJzCESTL2hl68si8UOh0iDh7H4f0p+K5wraQ12TN9jQFMnsIQJknZCmJf+LpvqyYGMEmJIUySsxTExcNOKBSYc+ET/Hop0+yyZW/UZK4dkbsxhMkjbPWIv85NR0LaT0hI+8lk2bK3amIAkycwhMljLF10x5thZ+n1GcDkKQxh8ipfHBMm8iSGMHmMvTMRPMkXa6LShSFMHmFrvNV4qbIn2KqJQUyewHvMkaSsBV2Gbr3Xgs74EpnGvzeeLcExYpIKe8LkVd4IN/ZwyZcwhEky9k75ytCth0KrQ7mfjqLcT0fRM3igT9RkbT8id+FwBEnC0td9S74rXGuwjxS3rnd0HrCloQkid2IIk6QcCVKpxmNdXYThzbFrKvkYwuQTdDqBMzfvAwAEAIV3yyHyGI4Jk2Qc6XHmFWrRad5udJq3G1/nrTZ4zpVeqLuWInN2BEmFIUyScDW03HFizN3XgmAQkxQYwuSzXAliXoyH5IIhTD7NmSBmAJOcMITJ5zkSxAxgkhuGMMmCPUHMACY5YgiTbFgL4oSySVbbEvkqhjD5BH+lEiOeqo4RT1WHv9Lyx9I4XI3D11wbIl/GxRrkEwL8lXizW1272lpbwcYAJrlhT5hkibckopKCIUw+QacTuHQnB5fu5EBnx92W7TkxRyQHDGHyCXmFWrSdtRNtZ+1Eno27LTsyRY3I1zGESVaMQ3ZT5gqbbYh8GUOYZMPaPGDjMGYQk1wwhEkW7FmIwbthkBwxhMnnObISjkFMcsMQJp/mzFJkBjHJCUOYfJYr14JgEJNcMIRJEo6Gnp9SgUGtYjGoVSz8lAq3XIzH3UHMICcpMIRJMo6EltrfD9N6PY5pvR7HswH/MHjOlZVw7gpiBjBJhSFMknI0vKS4HKWrQcwAJikxhEly9oSYEALtQ15AYZAaRYuW3XktCGeDmAFMUmMIkyQcDb2OgYk4N3YAzo0dAKHyl+RiPI7WxIvEkycwhEky9oae8fbN91b6XE0MYJIKQ5gkZSv0vPF1P0O33qAuWzUxgElKDGGSnKUg9qXxVks1MYBJagzhEub8+fMYNmwYqlWrhqCgINSoUQPvvPMOCgoKDNodO3YMbdu2RWBgIGJiYjBr1ixJ67LVI5ZyCMISWzUxgMkTGMIlzB9//AGdTofFixfj+PHjmDdvHhYtWoQ333xT3yY7OxudOnVCbGwsjhw5gtmzZyMlJQVLliyRtDZLoebNsPPFmqh04T3mSpguXbqgS5cu+sfVq1fHqVOnsHDhQsyZMwcAsGrVKhQUFGDp0qUICAhA/fr1cfToUcydOxcjRozwVulEpRJDuBTIyspCuXLl9I/37duHp556CgEBAfptnTt3xsyZM3H37l1ERESYPU5+fj7y8/P1j7OzswEAqkA/QGH4pUqj0Zjsn1A2Caoglcn2biGJWHdrGZ5rUgkAoNNqodHYvsVR8dcx93r2sFaTuQvGm2sLtQ7IderliaAQQtj3aSdZOnPmDJo1a4Y5c+Zg+PDhAIBOnTqhWrVqWLx4sb7diRMnUL9+fZw4cQJ165q/63FKSgpSU1NNtqenpyM4OFiaNyADOTk5SExMRFZWFsLCwrxdDskMe8IyMXHiRMycOdNqm5MnT6JOnTr6x5cvX0aXLl3Qt29ffQC7YtKkSUhOTtY/zs7ORkxMDFaO3gTkG/aEi/ciE8omOfWcPTQaDTIyMhAfHw+Vykwv1QJnazJ+DsDDnjCRkxjCMvHqq69iyJAhVttUr15d//srV66gffv2aN26tckJt+joaFy/ft1gW9Hj6Ohoi8dXq9VQq9Um2zV5WiDP8OacRYFoa8bB1gfpiFf2hQAgVP7oUmYwvstLh0KhsFiHOSqVyu4QtremIt3Uifo2mlwzwx78LkkuYAjLRGRkJCIjI+1qe/nyZbRv3x7NmjXDsmXLoFQa9lLj4uLw1ltvQaPR6IMrIyMDtWvXtjge7Ax7p3xl6NbjGfUAnB3/AoCHS5h35K92Wx3O1lS8bbyyL2dMkCQ4Ra2EuXz5Mtq1a4cqVapgzpw5uHnzJq5du4Zr167p2yQmJiIgIADDhg3D8ePHsXbtWsyfP99gqMFVjs65NZ4nLMVCDkdr4oXhyRPYEy5hMjIycObMGZw5cwaVK1c2eK7oHGx4eDi+/fZbjB49Gs2aNUOFChUwZcoUSaanudJ7dGfv09mFGEXtGMAkFYZwCTNkyBCbY8cA0LBhQ+zZs0f6glzkjiDmSjjyZRyOIMk4G3buHJpwVwAzuEkqDGGShKuh5Y7xWHf3gBnEJAWGMPksW5ectKZ4W+PjEPkShjD5BKVCgW4NotGtQTSUVuYI2xPEPIlGcsIQJp8QqPLDxwOb4eOBzRCo8jN4zpGhCZ6EI7lhCJMs2BPEDGCSI4YwyYa1IDa+pgMDmOSCIUw+IaegEFUnfoOqE79BTkGhxXbG4WrugjoMYJIThjDJjrWQZQCT3DCESZbMhS0DmOSIIUyyZM+JOSI5YAiT7DgyRY3I1zGESVaMQ9bcnTgYxCQnDGGSDWvzgI3DmEFMcsEQJp+gVCjQvnYk2teONLts2Z6FGLwIO8kRQ5h8QqDKD8uGtsCyoS1Mli07shKOQUxywxAmn+bMUmQGMckJQ5h8livXgmAQk1wwhEkSjoZeTkEh6r69DXXf3oacgkK3XIzH3UHMICcpMIRJMo6GVq5Gi1yNFj1CBxlsd2UlnLuCmAFMUmEIk6RcDS93LEV2NYgZwCQlhjBJztkQc+e1IJwNYgYwSY0hTJJwNPTcOQThrpp4kXjyBIYwScbe0DPebnzLe1+oiQFMUmEIk6RshZ43vu47WhMDmKTEECbJWQo9g7ATAi2rlUPLauWs3m3ZozWZaUfkbv7eLoBKhwzdeoOAMw67HQVrPF2SzZoYwOQJ7AmTx1gKNW+GnS/WRKULQ5iIyIsYwuQx1mYi5BQUoum0DDSdlmH1bsuerInIExjC5BG2xlt7hA7CnQcFuPOgwGdqYhCTJzCESXKWws6b46721sQgJqkxhElStnqb3ghiR2tiEJOUGMIkGXunfJkbmvC1mhjEJBWGMEnC0Tm3xkuVpQg9R2tiEJMnMIRJcs4OObgz9JxdiMH5wiQ1hjBJyt4QUyoUaFg5HA0rhwNC6Le7I4hdXQnHICYpMYRJMo6EV6DKD1+PaYOvx7QxWcLsShC7aykyg5ikwhAmSbgaWu4Yj3X3tSAYxCQFhjD5LFeCmBfjIblgCJNPyC3Q4skZ3+PJGd8jt0Cr3+5MEDOASU4YwuQTBAQuZ+bicmYuBITBc44EMQOY5IYhTLJgTxAzgEmOGMIkG9aCOKFsktW2RL6KIUyyYhyuxuFrrg2RL2MIk+xYC1kGMMkNQ5hkyVzYMoBJjhjC5BMUUKBmxTKoWbEMFLB9t2V7TswRyQHvtkw+ISjADxnJT9vV1tYUNfaISU7YEyZZMQ7gTZkrbLYh8mUMYZINa/OAjcOYQUxywRAmn5BboEX83F2In7vLYNlyEXsWYvAi7CRHDGHyCQICf964jz9v3DdZtuzISjgGMckNQ5h8mjNLkRnEJCcMYfJZrlwLgkFMcsEQLoF69uyJKlWqIDAwEI888ggGDRqEK1euGLQ5duwY2rZti8DAQMTExGDWrFlurcHV0HPHxXjcHcQMcpICQ7gEat++PdatW4dTp07hyy+/xNmzZ/H888/rn8/OzkanTp0QGxuLI0eOYPbs2UhJScGSJUvcWoezoWV8y3tX5v26K4gZwCQVhnAJNH78eLRq1QqxsbFo3bo1Jk6ciP3790Oj0QAAVq1ahYKCAixduhT169fHP/7xD4wbNw5z5851ey2uhpc7Fl64GsQMYJISV8yVcHfu3MGqVavQunVrqFQqAMC+ffvw1FNPISAgQN+uc+fOmDlzJu7evYuIiAizx8rPz0d+fr7+cXZ2NgBAFegHKCz/f94tJNHsooriCjVaqLLv//d4/lD6K7Apc4X+Pw5Lip631W5rfrrBFdfsqQl4eJU2VZDKeiO1Dsi1eSgisxRCCGG7GcnNG2+8gQULFiAnJwetWrXCli1bUL58eQBAp06dUK1aNSxevFjf/sSJE6hfvz5OnDiBunXrmj1mSkoKUlNTTbanp6cjODhYmjciAzk5OUhMTERWVhbCwsK8XQ7JDENYJiZOnIiZM2dabXPy5EnUqVMHAHDr1i3cuXMHFy5cQGpqKsLDw7FlyxYoFAqnQ9hcTzgmJgZdI/oD+YY94aJepvH1fs31Pu1pY4lGo0FGRgbi4+P1PX1bXKnJ3PWLodbhP3fXMoTJKRyOkIlXX30VQ4YMsdqmevXq+t9XqFABFSpUQK1atVC3bl3ExMRg//79iIuLQ3R0NK5fv26wb9Hj6Ohoi8dXq9VQq9Um2zV5WiDPcJVbUSBufZBuMKbaTZ1oMEbrrlsSqVQqu0PYlZo0uWaGPdiNIRfwxJxMREZGok6dOlZ/io/xFqfT6QBA34uNi4vD7t27DcZRMzIyULt2bYvjwa6wdGKseNjp/P0Q9OE/0XPBj8jTmC5b9kZN5toRuRtDuIQ5cOAAFixYgKNHj+LChQv4/vvvMWDAANSoUQNxcXEAgMTERAQEBGDYsGE4fvw41q5di/nz5yM5OVmyumzNUNh8/3Mc+zsLx/7Ogs5DI2S2amIAkycwhEuY4OBgbNiwAc888wxq166NYcOGoWHDhti1a5d+KCE8PBzffvstzp07h2bNmuHVV1/FlClTMGLECElrsxRq3gw7X6yJSheOCZcwDRo0wPfff2+zXcOGDbFnzx4PVERE1rAnTB5jadGDNxdD+GJNVLowhMkjbI23Gi9V9gRbNTGIyRMYwiQ5S2HnzXFXe2tiEJPUGMIkKVu9zeKP/XLy4JeT51M1mWtP5E4MYZKMvVO+MnTrodQUovqCNai+YA0SAgf4RE3W9iNyF4YwScLRObeeCD1frImIIUySs3fsV8rQc3YhBucLk9QYwiQpe0MsT6NF/8X7UG5hMnT+fvrt7ghiV1fCMYhJSgxhkowj4aUTAgfO3cGBc3ew+f7nBs+5EsTuWorMICapMIRJEq6GljuGJtx9LQgGMUmBIUw+y5Ug5sV4SC4YwuTTnAliBjDJCUOYfJ4jQcwAJrlhCJMs2BPEDGCSI4Yw+YwglR+CVH4Wn7cWxMb3fmMAk1wwhMknBAf44+S0Ljg5rQuCAyxf5to4XM3deJMBTHLCECbZsRayDGCSG4YwyZK5sGUAkxwxhMkn5Gm0GLrsIIYuO2jX3ZbtOTFHJAcMYfIJOiGw89RN7Dx10+bdlh2Zokbk63ijT5KEo2GoU/kD418A8PBWR0pNocdem8ib2BMmIvIihjARkRcxhImIvIghTETkRTwxR04T/53FUCg0gNGEhk1Znzl0rJyCQrSYvgMAsOpymtVVc8VpNBp8++23WHnxI6hUKode0xkJ4YNNN/73vQsbszqIzFEIfnLISX/99Rdq1Kjh7TJ8xtmzZ1G9enVvl0Eyw54wOa1cuXIAgIsXLyI8PNwrNWRnZyMmJgaXLl1CWFiYV2rIyspClSpV9H8eRI5gCJPTlMqHpxTCw8O9FoBFwsLCvF5D0Z8HkSP4qSEi8iKGMBGRFzGEyWlqtRrvvPMO1Go1a/ByDSRfnB1BRORF7AkTEXkRQ5iIyIsYwkREXsQQJiLyIoYwuUXVqlWhUCgMfmbMmCHpa6alpaFq1aoIDAxEy5YtcfDgQUlfz1hKSorJe65Tp45HayD544o5cpupU6di+PDh+sehoaGSvdbatWuRnJyMRYsWoWXLlvjggw/QuXNnnDp1ChUrVpTsdY3Vr18f3333nf6xvz//SZFj2BMmtwkNDUV0dLT+JyQkRLLXmjt3LoYPH46hQ4eiXr16WLRoEYKDg7F06VLJXtMcf39/g/dcoUIFj74+yR9DmNxmxowZKF++PJo0aYLZs2ejsND5+8RZU1BQgCNHjqBjx476bUqlEh07dsS+ffskeU1L/vzzT1SqVAnVq1fHwIEDcfHiRY++PskfvzuRW4wbNw5NmzZFuXLlsHfvXkyaNAlXr17F3Llz3f5at27dglarRVRUlMH2qKgo/PHHH25/PUtatmyJ5cuXo3bt2rh69SpSU1PRtm1b/P7775IOxVDJwhAmiyZOnIiZM2dabXPy5EnUqVMHycnJ+m0NGzZEQEAARo4ciffff7/ELuft2rWr/vcNGzZEy5YtERsbi3Xr1mHYsGFerIzkhCFMFr366qsYMmSI1TaWLmLesmVLFBYW4vz586hdu7Zb66pQoQL8/Pxw/fp1g+3Xr19HdHS0W1/LEWXLlkWtWrVw5swZr9VA8sMQJosiIyMRGRnp1L5Hjx6FUqmUZKZCQEAAmjVrhh07dqBXr14AAJ1Ohx07dmDMmDFufz173b9/H2fPnsWgQYO8VgPJD0OYXLZv3z4cOHAA7du3R2hoKPbt24fx48fjhRdeQEREhCSvmZycjKSkJDRv3hwtWrTABx98gAcPHmDo0KGSvJ45r732Gnr06IHY2FhcuXIF77zzDvz8/DBgwACP1UDyxxAml6nVaqxZswYpKSnIz89HtWrVMH78eINxYnfr378/bt68iSlTpuDatWto3Lgxtm3bZnKyTkp///03BgwYgNu3byMyMhJt2rTB/v37nf72QKUTL2VJRORFnCdMRORFDGEiIi9iCBMReRFDmIjIixjCRERexBAmIvIihjARkRcxhImIvIghTD7r1KlTiI6Oxr179zz+2tu2bUPjxo2h0+k8/tpUujCESTJarRatW7dG7969DbZnZWUhJiYGb731ltX9J02ahLFjx3rl2rxdunSBSqXCqlWrPP7aVLpw2TJJ6vTp02jcuDE++eQTDBw4EAAwePBg/Prrrzh06BACAgLM7nfx4kU89thjOHfuHB599FFPlqyXlpaG5cuX49ChQ155fSod2BMmSdWqVQszZszA2LFjcfXqVWzatAlr1qzBZ599ZjGAAWDdunVo1KiRQQAvX74cZcuWxZYtW1C7dm0EBwfj+eefR05ODlasWIGqVasiIiIC48aNg1ar1e9XtWpVvPvuuxg8eDDKlCmD2NhYfP3117h58yYSEhJQpkwZNGzYEIcPHzaooUePHjh8+DDOnj3r/j8YoiKCSGI6nU60a9dOPPPMM6JixYpi2rRpNvfp2bOneOmllwy2LVu2TKhUKhEfHy9+/vlnsWvXLlG+fHnRqVMn0a9fP3H8+HGxefNmERAQINasWaPfLzY2VpQrV04sWrRInD59WowaNUqEhYWJLl26iHXr1olTp06JXr16ibp16wqdTmfwmlFRUWLZsmVu+XMgMochTB5x8uRJAUA0aNBAaDQam+0bNWokpk6darBt2bJlAoA4c+aMftvIkSNFcHCwuHfvnn5b586dxciRI/WPY2NjxQsvvKB/fPXqVQFAvP322/pt+/btEwDE1atXDV6zSZMmIiUlxf43SuQgDkeQRyxduhTBwcE4d+4c/v77b5vtc3NzERgYaLI9ODgYNWrU0D+OiopC1apVUaZMGYNtN27cMNivYcOGBs8DQIMGDUy2Ge8XFBSEnJwcm/USOYshTJLbu3cv5s2bhy1btqBFixYYNmwYhI3zwRUqVMDdu3dNtqtUKoPHCoXC7DbjqWXF2ygUCovbjPe7c+cOL9JOkmIIk6RycnIwZMgQjBo1Cu3bt8enn36KgwcPYtGiRVb3a9KkCU6cOOGhKs3Ly8vD2bNn0aRJE6/WQSUbQ5gkNWnSJAghMGPGDAAPZyrMmTMHEyZMwPnz5y3u17lzZ+zbt89gloOn7d+/H2q1GnFxcV6rgUo+hjBJZteuXUhLS8OyZcsQHBys3z5y5Ei0bt3a6rBE165d4e/vj++++85T5ZpYvXo1Bg4caFA7kbtxsQb5rLS0NHz99dfYvn27x1/71q1bqF27Ng4fPoxq1ap5/PWp9ODdlslnjRw5EpmZmbh3757Hly6fP38eH3/8MQOYJMeeMBGRF3FMmIjIixjCRERexBAmIvIihjARkRcxhImIvIghTETkRQxhIiIvYggTEXkRQ5iIyIv+H1W9RDFkjEfLAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x350 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x350 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"==== Grid ispuna 20.0% ====\n",
"XY ukupna povrsina = 245.4207 mm^2\n",
" Povrsina ljuski = 132.4033 mm^2\n",
" Povrsina ispune = 113.0174 mm^2\n",
"-- Presjeci kroz Z (uzorak konstantan po Z) --\n",
"Duzina po X @ y=1.000 mm: 2.8786 mm\n",
"Duzina po Y @ x=-2.000 mm: 15.9449 mm\n",
"Povrsina XZ @ y=1.000: 28.7860 mm^2 (Z=10.000 mm)\n",
"Povrsina YZ @ x=-2.000: 159.4493 mm^2 (Z=10.000 mm)\n",
"\n",
"A_xz(y=1mm) = 28.785982478097694 mm^2\n",
"A_yz(x=-2mm) = 159.44931163954337 mm^2\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def _udaljenost_mod(u, razmak):\n",
" r = np.mod(u, razmak)\n",
" return np.minimum(r, razmak - r)\n",
"\n",
"def _pravocrtna_maska(XX, YY, razmak, sirina_linije, kut_stupnjevi=0.0, faza=0.0):\n",
"\n",
" th = np.deg2rad(kut_stupnjevi)\n",
" u = XX * np.cos(th) + YY * np.sin(th)\n",
" dist = _udaljenost_mod(u + faza, razmak)\n",
" return dist <= (sirina_linije / 2.0)\n",
"\n",
"def _razmak_za_gustocu_mreze(sirina_linije, f):\n",
"\n",
" f = float(np.clip(f, 0.0, 1.0))\n",
" if f <= 0.0:\n",
" return np.inf\n",
" if f >= 1.0:\n",
" return sirina_linije\n",
" r = 1.0 - np.sqrt(1.0 - f)\n",
" return sirina_linije / r\n",
"\n",
"def izracun_povrsine(XX, YY, maska):\n",
" if not np.any(maska):\n",
" return {\"A\": 0.0}\n",
"\n",
" dx = XX[0, 1] - XX[0, 0]\n",
" dy = YY[1, 0] - YY[0, 0]\n",
" dA = dx * dy\n",
" A = float(np.count_nonzero(maska) * dA)\n",
" return {\"A\": A}\n",
"\n",
"def prusa_mreza_ili_pravocrtna(\n",
" sirina, visina,\n",
" udio_ispune,\n",
" sirina_linije=0.42,\n",
" slojevi_ljuske=2,\n",
" osnovni_kut_ispune_stupnjevi=45.0,\n",
" mreza=True,\n",
" z_visina=0.0, \n",
" faza_po_mm=0.0,\n",
" # Poprecni presjeci kroz Z\n",
" z_visina_objekta=None, \n",
" y_ravnina=0.0, \n",
" x_ravnina=0.0, \n",
" N=800,\n",
" graficki_prikaz=True,\n",
" detaljno=True\n",
"):\n",
" xs = np.linspace(-sirina/2, sirina/2, N)\n",
" ys = np.linspace(-visina/2, visina/2, N)\n",
" XX, YY = np.meshgrid(xs, ys)\n",
"\n",
" shell_mask = np.zeros_like(XX, dtype=bool)\n",
" for i in range(slojevi_ljuske):\n",
" off = (i + 0.5) * sirina_linije\n",
" shell_mask |= np.abs(XX - (-sirina/2 + off)) <= (sirina_linije / 2)\n",
" shell_mask |= np.abs(XX - ( +sirina/2 - off)) <= (sirina_linije / 2)\n",
" shell_mask |= np.abs(YY - (-visina/2 + off)) <= (sirina_linije / 2)\n",
" shell_mask |= np.abs(YY - ( +visina/2 - off)) <= (sirina_linije / 2)\n",
"\n",
" unutarnji_pomak = slojevi_ljuske * sirina_linije\n",
" unutarnji_pravokutnik = (\n",
" (np.abs(XX) <= (sirina/2 - unutarnji_pomak)) &\n",
" (np.abs(YY) <= (visina/2 - unutarnji_pomak))\n",
" )\n",
"\n",
" if udio_ispune <= 0.0:\n",
" infill_mask = np.zeros_like(XX, dtype=bool)\n",
" elif udio_ispune >= 1.0:\n",
" razmak = sirina_linije\n",
" maske = []\n",
" kutevi = [osnovni_kut_ispune_stupnjevi] + ([osnovni_kut_ispune_stupnjevi + 90] if mreza else [])\n",
" faza = faza_po_mm * z_visina\n",
" for a in kutevi:\n",
" maske.append(_pravocrtna_maska(XX, YY, razmak, sirina_linije, kut_stupnjevi=a, faza=faza))\n",
" infill_mask = np.logical_or.reduce(maske) & unutarnji_pravokutnik\n",
" else:\n",
" razmak = _razmak_za_gustocu_mreze(sirina_linije, udio_ispune) if mreza \\\n",
" else sirina_linije / udio_ispune\n",
" maske = []\n",
" kutevi = [osnovni_kut_ispune_stupnjevi] + ([osnovni_kut_ispune_stupnjevi + 90] if mreza else [])\n",
" faza = faza_po_mm * z_visina\n",
" for a in kutevi:\n",
" maske.append(_pravocrtna_maska(XX, YY, razmak, sirina_linije, kut_stupnjevi=a, faza=faza))\n",
" infill_mask = np.logical_or.reduce(maske) & unutarnji_pravokutnik\n",
"\n",
" konacna_maska = shell_mask | infill_mask\n",
"\n",
" if graficki_prikaz:\n",
" plt.figure(figsize=(6, 6))\n",
" img = np.where(konacna_maska, 1.0, np.nan)\n",
" plt.imshow(img, origin='lower',\n",
" extent=[-sirina/2, sirina/2, -visina/2, visina/2],\n",
" interpolation='nearest')\n",
" naslov = \"Grid\" if mreza else \"Pravocrtna\"\n",
" plt.title(f\"{naslov} @ {udio_ispune*100:.1f}% | ljuske={slojevi_ljuske}×{sirina_linije:.2f} kut={osnovni_kut_ispune_stupnjevi:.0f}°\")\n",
" plt.xlabel(\"X (mm)\")\n",
" plt.ylabel(\"Y (mm)\")\n",
" plt.gca().set_aspect('equal', 'box')\n",
" plt.grid(True)\n",
" # vodilice\n",
" plt.hlines(y_ravnina, -sirina/2, sirina/2, linestyles='--')\n",
" plt.vlines(x_ravnina, -visina/2, visina/2, linestyles='--')\n",
" plt.show()\n",
"\n",
" total = izracun_povrsine(XX, YY, konacna_maska)\n",
" ljuske = izracun_povrsine(XX, YY, shell_mask)\n",
" A_ispuna = total[\"A\"] - ljuske[\"A\"]\n",
"\n",
" dx = XX[0, 1] - XX[0, 0]\n",
" dy = YY[1, 0] - YY[0, 0]\n",
" ys_centered = YY[:, 0]\n",
" xs_centered = XX[0, :]\n",
" row = int(np.argmin(np.abs(ys_centered - y_ravnina)))\n",
" col = int(np.argmin(np.abs(xs_centered - x_ravnina)))\n",
"\n",
" duzina_x_na_y = float(np.count_nonzero(konacna_maska[row, :]) * dx)\n",
" duzina_y_na_x = float(np.count_nonzero(konacna_maska[:, col]) * dy)\n",
"\n",
" povrsina_xz_na_y = None\n",
" povrsina_yz_na_x = None\n",
" if z_visina_objekta is not None and z_visina_objekta > 0:\n",
" povrsina_xz_na_y = duzina_x_na_y * z_visina_objekta\n",
" povrsina_yz_na_x = duzina_y_na_x * z_visina_objekta\n",
"\n",
" duzina_x_vs_y = np.count_nonzero(konacna_maska, axis=1) * dx\n",
" duzina_y_vs_x = np.count_nonzero(konacna_maska, axis=0) * dy\n",
"\n",
" if z_visina_objekta is not None and z_visina_objekta > 0:\n",
" povrsina_xz_vs_y = duzina_x_vs_y * z_visina_objekta\n",
" povrsina_yz_vs_x = duzina_y_vs_x * z_visina_objekta\n",
" y_oznaka = \"Povrsina XZ presjeka (mm^2)\"\n",
" x_oznaka = \"Povrsina YZ presjeka (mm^2)\"\n",
" else:\n",
" povrsina_xz_vs_y = duzina_x_vs_y\n",
" povrsina_yz_vs_x = duzina_y_vs_x\n",
" y_oznaka = \"Duzina po X (mm) [postavi z_visina_objekta za povrsinu]\"\n",
" x_oznaka = \"Duzina po Y (mm) [postavi z_visina_objekta za povrsinu]\"\n",
"\n",
" y_os_0_do_H = ys_centered + visina/2.0\n",
" x_os_0_do_W = xs_centered + sirina/2.0\n",
"\n",
" if graficki_prikaz:\n",
" plt.figure(figsize=(7, 3.5))\n",
" plt.plot(y_os_0_do_H, povrsina_xz_vs_y)\n",
" plt.xlabel(\"y od donjeg zida (mm)\")\n",
" plt.ylabel(y_oznaka)\n",
" plt.title(\"Varijacija prema y\")\n",
" plt.grid(True)\n",
" plt.xlim(0, visina)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" plt.figure(figsize=(7, 3.5))\n",
" plt.plot(x_os_0_do_W, povrsina_yz_vs_x)\n",
" plt.xlabel(\"x od lijevog zida (mm)\")\n",
" plt.ylabel(x_oznaka)\n",
" plt.title(\"Varijacija prema x\")\n",
" plt.grid(True)\n",
" plt.xlim(0, sirina)\n",
" plt.tight_layout()\n",
" plt.show()\n",
" if detaljno:\n",
" print(f\"==== {('Grid' if mreza else 'Pravocrtna')} ispuna {udio_ispune*100:.1f}% ====\")\n",
" print(f\"XY ukupna povrsina = {total['A']:.4f} mm^2\")\n",
" print(f\" Povrsina ljuski = {ljuske['A']:.4f} mm^2\")\n",
" print(f\" Povrsina ispune = {A_ispuna:.4f} mm^2\")\n",
" print(f\"-- Presjeci kroz Z (uzorak konstantan po Z) --\")\n",
" print(f\"Duzina po X @ y={y_ravnina:.3f} mm: {duzina_x_na_y:.4f} mm\")\n",
" print(f\"Duzina po Y @ x={x_ravnina:.3f} mm: {duzina_y_na_x:.4f} mm\")\n",
" if povrsina_xz_na_y is not None:\n",
" print(f\"Povrsina XZ @ y={y_ravnina:.3f}: {povrsina_xz_na_y:.4f} mm^2 (Z={z_visina_objekta:.3f} mm)\")\n",
" if povrsina_yz_na_x is not None:\n",
" print(f\"Povrsina YZ @ x={x_ravnina:.3f}: {povrsina_yz_na_x:.4f} mm^2 (Z={z_visina_objekta:.3f} mm)\")\n",
" print()\n",
" return {\n",
" \"maska\": konacna_maska,\n",
" \"XX\": XX, \"YY\": YY,\n",
" \"dx\": dx, \"dy\": dy,\n",
" \"povrsina_ukupno_xy\": total[\"A\"],\n",
" \"povrsina_ljuske_xy\": ljuske[\"A\"],\n",
" \"povrsina_ispune_xy\": A_ispuna,\n",
" \"duzina_x_na_y\": duzina_x_na_y,\n",
" \"duzina_y_na_x\": duzina_y_na_x,\n",
" \"povrsina_xz_na_y\": povrsina_xz_na_y,\n",
" \"povrsina_yz_na_x\": povrsina_yz_na_x,\n",
" \"y_os_mm\": y_os_0_do_H,\n",
" \"x_os_mm\": x_os_0_do_W,\n",
" \"povrsina_xz_vs_y\": povrsina_xz_vs_y,\n",
" \"povrsina_yz_vs_x\": povrsina_yz_vs_x,\n",
" }\n",
"# Konfiguracija\n",
"if __name__ == \"__main__\":\n",
" W, H = 10.0, 70.0\n",
" Z = 10.0 \n",
" res = prusa_mreza_ili_pravocrtna(\n",
" sirina=W, visina=H,\n",
" udio_ispune=0.2,\n",
" sirina_linije=0.42,\n",
" slojevi_ljuske=2,\n",
" osnovni_kut_ispune_stupnjevi=45.0,\n",
" mreza=True,\n",
" z_visina_objekta=Z, \n",
" y_ravnina=+1.0, \n",
" x_ravnina=-2.0, \n",
" N=800,\n",
" graficki_prikaz=True, detaljno=True\n",
" )\n",
" print(\"A_xz(y=1mm) =\", res[\"povrsina_xz_na_y\"], \"mm^2\")\n",
" print(\"A_yz(x=-2mm) =\", res[\"povrsina_yz_na_x\"], \"mm^2\")"
]
},
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