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Created May 3, 2024 05:09
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{
"cells": [
{
"cell_type": "markdown",
"id": "40766f70",
"metadata": {},
"source": [
"# ASSIGNMENT 10A"
]
},
{
"cell_type": "markdown",
"id": "eb1d9030",
"metadata": {},
"source": [
"### Artificial Neural Network (ANN):\n",
"\n",
"Artificial Neural Network (ANN), is a group of multiple perceptrons or neurons at each layer. ANN is also known as a Feed-Forward Neural network because inputs are processed only in the forward direction.\n",
"This type of neural networks are one of the simplest variants of neural networks. They pass information in one direction, through various input nodes, until it makes it to the output node. The network may or may not have hidden node layers, making their functioning more interpretable.\n",
"Advantages:\n",
"\n",
"Storing information on the entire network.\n",
"Ability to work with incomplete knowledge.\n",
"Having fault tolerance.\n",
"Having a distributed memory.\n",
"Disadvantages:\n",
"\n",
"Hardware dependence.\n",
"Unexplained behavior of the network.\n",
"Determination of proper network structure."
]
},
{
"cell_type": "markdown",
"id": "370d9654",
"metadata": {},
"source": [
"### Convolutional Neural Network (CNN):\n",
"Convolutional neural networks (CNN) are one of the most popular models used today. This neural network computational model uses a variation of multilayer perceptrons and contains one or more convolutional layers that can be either entirely connected or pooled. These convolutional layers create feature maps that record a region of image which is ultimately broken into rectangles and sent out for nonlinear processing.\n",
"Advantages:\n",
"\n",
"Very High accuracy in image recognition problems.\n",
"Automatically detects the important features without any human supervision.\n",
"Weight sharing.\n",
"Disadvantages:\n",
"\n",
"-CNN do not encode the position and orientation of object.\n",
"-Lack of ability to be spatially invariant to the input data.\n",
"-Lots of training data is required.\n"
]
},
{
"cell_type": "markdown",
"id": "676343b3",
"metadata": {},
"source": [
"### Recurrent Neural Network (RNN):\n",
"Recurrent neural networks (RNN) are more complex. They save the output of processing nodes and feed the result back into the model (they did not pass the information in one direction only). This is how the model is said to learn to predict the outcome of a layer. Each node in the RNN model acts as a memory cell, continuing the computation and implementation of operations. If the network’s prediction is incorrect, then the system self-learns and continues working towards the correct prediction during backpropagation.\n",
"Advantages:\n",
"\n",
"An RNN remembers each and every information through time. It is useful in time series prediction only because of the feature to remember previous inputs as well. This is called Long Short Term Memory.\n",
"Recurrent neural network are even used with convolutional layers to extend the effective pixel neighborhood.\n",
"Disadvantages:\n",
"\n",
"Gradient vanishing and exploding problems.\n",
"Training an RNN is a very difficult task.\n",
"It cannot process very long sequences if using tanh or relu as an activation function."
]
},
{
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"
}
},
"cell_type": "markdown",
"id": "90748304",
"metadata": {},
"source": [
"![18.png](attachment:18.png)"
]
},
{
"cell_type": "markdown",
"id": "69ed4c59",
"metadata": {},
"source": [
"### Relations Between AI, ML, NN, and DL\n",
"AI (Artificial Intelligence):\n",
"The broadest concept, encompassing any machine that exhibits human-like intelligence (learning, problem-solving, decision-making).\n",
"\n",
"ML (Machine Learning):\n",
"A subfield of AI that allows computers to learn from data without explicit programming. ANNs are a core component of ML.\n",
"\n",
"NN (Neural Network):\n",
"A computational model inspired by the structure and function of the human brain. It consists of interconnected nodes that process information. ANNs are a type of machine learning model.\n",
"\n",
"DL (Deep Learning):\n",
"A subfield of ML that uses layered neural networks with many hidden layers to learn complex patterns from large amounts of data. CNNs and RNNs are examples of deep learning architectures"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d9e50f16",
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import Image"
]
},
{
"attachments": {
"network-2.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "57a8cbbd",
"metadata": {},
"source": [
"![network-2.png](attachment:network-2.png)"
]
},
{
"cell_type": "markdown",
"id": "82ec271e",
"metadata": {},
"source": [
"## Try to find value of matricex, or the knowledge, so that the hyperplane not \\ but / or even | or ---.\n"
]
},
{
"attachments": {
"21.png": {
"image/png": 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M7du3V4mM3FIaHh6uquhlZ2er58Vq1Kih/0Xxk3GQ2xP9/f3x0EMPqatWknzJc4dyC1/BeD1p/vz5qqqgPKcmhUKk+MXChQtVVc8z47XJaXPdknWyZEEAKYBx2kwvzetkScELuSIjf+Gv6yRcRHReXCfrdEyyiCzBJIv+CUnS58yZo64m2WTChAlo27atekbKFiEhIarghVzxKzEsXYz4M2c7+thjTgJS19VhgeAj4VhdMx64ro7uuQArYoDLqgC1mWCRfbqEHHY2z62FWFgBgeXRd/Rq+Jcrr3u8G5MsIkswySKiv9i+XdZ70A17NBk1CnuT7FsUt3WPW9HlvywWRKVbl+EzcfvwGbplkYoVgbg4156YZBHZgkkWEZUU8lkln1m2kc8p+bwiKtUGDgQGDNANizDJOg0LXxAZJIu2yi1MdH47d+607qQuKSlJPZPlSTIOf/75p9oXlJubiyVLlqhjssmzSJ4i4yCvKa8vcRSUH69snp7r69evV6975uLI+fHmb+np6fqIHTjXSzYTn+s2znWJRV5TYjtTfryyeXKuF/yclLEpKD9e2fi5Xjgy23gG8zfkShYRed6hQ4dOvv/++ye7d++u2hEREXJV2cpt+PDhKkZTIiMjTz700EMnBwwYoHvMc35Bnxw3btzJxo0b657iJ+PQr1+/k61bt1Z7aedLSUk5WbFixZOXX365Or548WJ9pHjJOEyZMkW9Zrt27U6uW7fuZFZWlj568uQLL7xwslatWqdi9hTnZOXkAw88oF73q6++Uj9v+YKDg08GBASoY7I5J1f6iHklZa7L12f7rDC9yXwz6czPdU+wca5LDBKLvKbEJjEW1KFDh5ONGjVSx0eMGKF7i5d8Lsnnk3xOyevK55bM7Xzye65y5crq2L/+9S/dW/z+0ee6fD44893kdsjZ3ne27gX6nGAlaFeMdJJXsogM+fnnn1V5azo/KbstxR1sIlX9nF+IuuUZr7/+uiokIX8ll720zySlyzds2IBOnTrpnuIlf2V1TqZUTM4JADp37vyXv6Y/8cQTWLFihfo+T7nrrrvU+Ehcskjz999/r4+4SNXDBQsWqHXn6tWrp3vN41wv2Ux8rts41yUGiUViktgkxjPJkg4yt55//nndU7zkc0k+n+RzSuKSzyP5/CrISf5Unyz34Ck2fq4Xxs/OxjOYv8cki8gQKW/92WdSo+vcZIFZAkaPHo0nn3xSt+wgZdJtWxRa5oucJMgv4+J08uTJU1thDBkyRK3vVtjv94SoqCh1QpOamqp77FCS5zo/rwr3ue5pNs51mSu9e/fGOA8UdSnsZ5XEJMs+3H333VZ9Vnnqc72o3nQ2u2a6fZhkEVlMTrj+/e9/6xbRuclivPJsw6FDhzBw4EDMnTtXH3E/SZiCgoLU/nw+//xzFdMVV1yBp59+WveaJaXlJabQ0FC1eLGUdacL89Zbb1mXXJC9c12SdolLnkH68ssvda/7jR07Vn1WSeJ0PvLHDYmpf//+am09G3jyc53cj0kWkcUqV66MTz75RP2CLLjZdjsRmSd/7ZQFiGvWrKn+Yp2VlaWPuN+rr76KRYsWqf35XHTRRSomWfA3OTlZ95olixBLTNWrV0diYuJfinVQ0cnJ4DPPPPOXzyrZ6tevr7+LPM3WuV61alUVV05OTrEW47jnnnvUZ9U333yje84tMDBQxVSxYkUcOXJE95rlyc91cj8mWUQWGzBggPrrmtyjXXCTxIu8j8yHyMhIdOnSRe2lHRYWhl69eiEjI0OdUMixPn364MYbb9T/yv3kGY+WLVuqvbyOvJ687sMPP4zJkyerfknAgoOD8e23354Wr6eMHz8eI0eOVK99ySWXqOfC5K/n+WN2Zrx0YWS8e/To8ZfPKtnk5J6Kj41zXWKQWOS1JTaJMf8zShZQl8+HgvEWl4svvlh9VjVu3Fj9t8sYyFjIa+d/TspnlMQnY1YwXk+x5XOd3I/rZBEZJA8Gx8XF4eabb1a3BHCdrHOT+9HLlSunfmHaIiEhAWvWrFG/BD1FxmH37t1o2rSpuhVIHhyXX8bh4eGYNm0asrOzcfvtt6u/fnqKjIOUF5a/mt9///3qqtUNN9ygnk+RB+0LxutJEpPE1q5dO/VMyogRI7Bw4UL88MMPf4nXJiVhrnOdrHMr+LnuKTbOdRkHKdUun0XymSRXYmrXrq0KPMjcKRivp8iVszM/J/v27YtatWrhscceOy1eTyry57ol62TtcbY4Zzs107lO1mmYZBFZgkkW/RPyV2F5WNuW553yTZw4EW3atLFqTm/dulUVAfBkUlxaMcmym41zXRIFSfp69uyJKlWq6F7zpNpg+fLlcf311+se8877uW7hYsRyg+WnTjKP554DAgJcnZZ44IEHVPEQT2OSRWQJuQe8OB8AvhD33XefNQ8CE5F5TLKIDFq0yLVZZO+xY2gycqRu2cXUH4qZZBEREVGRMMkiooJ4N85fsfAFERERnVV0dDTmzZuHtWvX6h46lx07dqixkr2nyfsjry3vV0FJSUmqP38rzkp+Z/q7uZMfr2wRERG6t/hJdUV5Vk1eV8amoPx4ZVu+fLnu9YxzzZ2C8coWHx+vj5h1IXNdbhWVtfekmIevr6/uLZ18B0gZEyIiIqICpHiDVGOT8te7du1C8+bNVSlpIRXZjh07pr62iRQN+Ne//qVbnrNv3z5VlU7WNpRxkWIOUqbcE+REV9Yomzp1qips0ahRI7V0gti8eTO6deuG7du3Y8mSJerW70qVKqljxenv5o6QSpRyXAo8SAVAeX6zuEn5840bN+Ldd99ViYtUG6xbt64qMiMmTJigimBs2bJFjemjjz6q+ovb380dSYqlOIgU5FixYgWuvvpqVZHRpHPFK1/L58LfkQRLkqsPP/wQN910kxpnKYBS3EsLyGeCpwsvCV7JIiIior+QEym5yrBp0ya89tpruPfee/UROpNU0pRbpWSsZC9tT5H3Rd4feW15v+R9K0gW45Xy5JJgSLVPTyjM3HnvvfdU4vCcFErwgJiYGFWhT6otSlxff/01li5dqo+6yLPHUnBi5syZuqf4FWbuyHhKdc9bb71V95hTlLkuCbSsoSdJvyRYMr6PP/44rr322lPvhafmpAlMsoiIiOiC+Pj4qI2KnzxKL6XIZTsfWcz24MGDaNGihVoMvDgfw5erERJTXl6e7jk3uU3s+eefV+tRFeb7PUHmryxcLKXui/vKSv77V5j3Q65OduzYUV3NKmllFCQ5lFL0b7zxBj7++GOVwHbv3l39N8lW2DEoqfiJSERERBdE/pr9+eef6xYVJ7kiJVenZIHdtLQ03Xt2covUoUOHEBoailatWqmy7sXlrrvuUnGNGzdO95ybXFmTuGTR3cGDB+tes2Thf4mpf//+aN++ve51P3nP5L2TsZL38u/IVSApKCFxDRw4EHPnztVHSoannnpK3Soq3nnnHbWXW0M9NSdNY5JFREREF0TWGerdu7d6xuLMrX79+vq7yB2uvPJKdZvdggULEBgYqHvPTq4WVKtW7dQzM8V5hUYWQJa45Lmv86lcubKKS+LJyMjQvWbJs1kSk8zlM4tiuJO8Z/LeyVjJe/l35Eqk3HInccnzWSdOnNBHSoaUlJRTxS0kuezcubN6Jk4W6pbbBeUqa3FfNTSJJdyJiIjoL/bv348pU6aov57LcxNSFCB/vTx5FqNgCXcptnCuB/KlkpynTqRNlXCXwhJyBUeeU5HnTeSqyPlOoN1Fxlf+m+WZIyly8eCDD6qrBHKVRApMvPzyywgICEC/fv3Uye35EjN3ONvcad26tYrtxx9/xKBBg1QCnh+vzJ/iJnNQEpuhQ4eqZEWuskiVu19++UUlobLJc1pnzvXidra5I8mVjJGMlYyPxJ4fb/Xq1fW/NONcc/1sJdw/+ugjHD9+HBUrVlSJq1y1GjNmjCrIkk8Wp5bFl4sT18kiIiIiq0jxAjlZlxO72267TfdynayzkXGS8ZKx8US1vILkWaLExET1uvL6clVJKujJMzFyTK5oyRUm2XvKmXMnNTUVtWvXRkhICCIjI0+L11PkGaAZM2aovcQksUlCVatWLVWQ4Wxz3RPOnDtSdVGeZQoPD/9LvDY421w/W5J14403qlsD5SqhbPK19BU0e/ZsNTeKE5MsIiIiKhHkZIpJlr22bdumrhrIc1K2yM7OxqhRo/DYY4+p2wVtIRUG5RbB4nwOq6ikBL5U3pOrRCXF2ZIsW5hKsvhMFhEREVEp0rJlS6sSLOHv769OdG1KsISURbcpwRJyxa8kJVh0dkyyiIiIiIiI3IhJFhEREf0tqUx35sKtdHZym548s+JJwcHB6tmWM8thy/sm/fmbVKjzFIlFXlNiO1N+vLLt3r1b9xY/ebZJ1mqS15WxKSg/Xtk8Pdfl9k55XdkXVDBe2eSZJhucK97CkAIjNiyq7AlMsoiIiOic5GR02rRpePbZZ3UPnYtUSZOiE59++qnuKX5SSXDYsGGqktvUqVNPq9S2c+dOVZ1Ojsl29OhRfaR4SQwSi7ymxCYxFvT222+raodyfPny5bq3eGVlZalKjJ988ol6XXnmqWCiJZUQpdiEHPv22291b/GTAhJjx45Vryt7aefLzMzEQw89hPfff18dl0IYpv1dvOcjCZYs9ixVE70BkywiIiI6p/Xr16uTPDq/SZMmefwEUk5aX3nlFfU+yQnvma8vi95Kkrxu3TpVntwTJAaJRWKS2CTGM0mitWTJEo8l71LiXkqgz5s3T8UlidSyZcv0UZd27dqphZKnT5+ue4qfjIMUjJCYZC/tM3333XdYuXIlbrnlFt1jTmHizSfVEKV8uzyHJ+t9yfhKkustmGQRERHROd1xxx3qJP3vyIKjniwPbiu5OvPxxx/rlnk+Pj7qFjNZo0qu2thSUFqKYMj6XePHjy/WxWjl/1uuYEllw/OROSxJ18MPP2zVor9ly5ZFly5dVJKcl5ene0sGqeonVwfl52LAgAFqEeazJdylFZMsIiIiuiBvvfUWPv/8c90iW8gaRpJkybMzUnFQFgm2Qf7zRWFhYfjyyy91r/vJorlyJa8wlRalmp/E1L9/f48tRHw+FSpUUKXRJa6BAweqWxpLEllAuXnz5urrd955R+29CZMsIiIiuiCy0OjTTz+tnhk5c2vQoIH+LvI0ubpYpUoVVKpUCcePH7fmSojcQiZxSTxypam4yFUTeQ6rMLdwyhUjiUnmsoyVDcqUKaNutZO45PmswlyRs0laWpq6mioyMjLU3pswySIiIqILMmbMGNx7773o06fPX7bDhw/r76Li8Ntvv6liGx07dsSll16Kf//735g5cyY++OADbN++XfV3795dPWdUt25d/a+Kl8QgschrS2wSo5xkd+3aVRXFePHFF0+Lt7hIctKsWTOV6Mt/u4yBjIW8tqzZddNNN+Grr75S81fGrGC8niK3l+7bt0+9tuylLe/bo48+emrMCsZr2tniPZf87xWvv/662nuTMidtuUGXiIiIrHTkyBH1oLsUDhDywLvcxmQbORGV50BMknGJj49Hhw4ddE/xk5LjiYmJuOaaa9C4cWOVKCxcuFBdwZHiEnJF6+677/boc3MyDps3b1bFD6Rkd2pqqlpkNyQkBNHR0afF6ylSEl0KW8i+U6dOqFatGvr27YtatWqhZ8+ep8XrSfK6Ml4yFjImq1evVs8yyZXgM+O1wZnxCmnL50JB8jMgPwtylVCuEMq/k/8GKYAhBUg8RT4T5LPB05hkERERUZEwybKbXAmRRKZbt266xzy51W306NF45JFH1C1wtpAS8oGBgerE3xbyDJYkyU888YTusd/ZkixbMMkiIiKiEmHo0KF/WczVBm3btlVXbIjIs2QNtq+//lq37CKFT0wk0UyyiIiIiIiI3IiFL4iIiIiIiNyISRYREREREZEbMckiIiIiIiJyIyZZREREREREbsQki4iIiIiIyI2YZBEREREREbkRkywiIiIiIiI3YpJFRERERETkRkyyiIiIiIiI3IhJFhERERERkRsxySIiIiIiInIjJllERERERERuxCSLiIiIiIjIjZhkERERERERuRGTLCIiIiIiIjdikkVERERERORGTLKIiIiIiIjciEkWERERERGRGzHJIiIiIiIicqMyJx36ayIyKCEhAR988IFuEREReZdLL70U77zzjm4RlWxMsogssXfvXjRp0kS3iIiIvEuHDh0QHBysW0QlG28XJCIir+Tv74/nnnsOlStX1j1Ax44d0a5dO/W1/FX9gQceUF8TEREVBZMsIiLySr6+vrjhhhvQvXt3VKtWTf0VvWvXrmjYsCEaN26MF154Aa+//rr+biIiosJjkkVERF4pMzMTvXr1wh133IE777xTfb127Vr8/vvvuPLKK9GtWzf9nUREREXDJIuIiLzao48+qq5aLViwADNnzlR9smchGiIi+qeYZBERkVerVKmSuqoVEBCAsmXL6l4iIqJ/jkkWERF5NblFcODAgXjooYfw5JNP6l4iIqJ/jkkWERF5pQoVKmDnzp3o3bs31q1bh+effx4tWrRAv3799HcQERH9M1wni8gSXCeLyLN8fHxw1VVXYceOHcjKylJ9UlkwOzsbsbGxqFq1KoKCglQiRkTFj+tkUWnCK1lEROSV8vLysHnz5lMJloiKilIJljh27BgTLCIi+kd4JYu80h9//KE2mxw/flyVjiYiIvJGvJJFpQmTLPJK8pD7gAEDdMseUt3s3XffVXsiIiJvUq9ePbVeHVFpwCSLvJKtSVbFihURFxen9kRERERUMvGZLCKy2qJFizBx4kREREToHnskJiZi9uzZumVWTk4OpkyZosZK4rLFxo0bVUyyt0lqaqoaLxk3W+TPddm2b9+ue82SnzuJR2KzRcG5LltMTIw+YpaNc10+CyQm03P9zJ83mz/XidyFSRYRWUvWLxo/fjxGjhyJGTNmYP/+/fqIefknL6+99pruMScjIwOLFy/GqFGj1FjNmzfPikRLEoVJkyapmGRvS+KQnJyMmTNn4qmnnlKLENuif//++OSTT9R4bdq0SfeaIz9v8nMn8ch42UKqP44ZM0bFJWX3N2zYoI+YY+Ncl88A+SyQmOSzQT4j5LPC0878ebP5c53InZhkEZG1evbsqU6ilixZgn379mHcuHH6iHlbt27FkCFDdMssOZn64IMPMG3aNDVW33//PVauXKmPmiMnUW3atFEnnXXr1lVtG0jJdplbNurTpw+mTp1qxaLI8vMmV2W+++47vPHGG7rXvMDAQMyZM0fNp06dOqFSpUr6iDkSi8xxGStb5rp8Rk2fPl3F9PHHH+P+++8/VTnTkyIjI0+7Pd/mz3Uid2KSRUT0D3Tu3Bm//vqrbplVv359rF+/Xv2V+MiRIyhfvrwVxVO+/fZb9OjRQ111kHXg5CqNaSdOnEB6ejqqVKmie+whyYI8LyrzysQVh7ORKxA333wznn32WSQlJeleO3Tt2hVvvvmm+lk0Tea2zHEZK1vmuoyLFFKSmO644w5jc0rWops/f75uEXkPJllERKVAWloaGjdurBbPldvOunXrpo+YJyfCzZs3V7cLmSa3T0kis27dOt1jD3m+79ChQwgLC8OXX36pe82SK2oSk8yp9u3b6146k8xtmeMyVrbMdSFXkiUmSfwqVKige4nIE5hkERGVcLKA7tVXX62eTZHnG9q1a4cyZcroo+Y888wz6tkLHx/XrxpZ/Nc0iUGu+slf9yUxbdasmRo/G/j6+sLPz099bUvhX3nvJCbZ5+bm6l46U/7czn//bJjrcvWoe/fuKqb8uIjIc5hkEZG15Falr7/+Gtdeey2aNGminlehv5KKXfJsw4MPPoh77rkH119/PZYuXaqPmvPee++p50Lk/ZMqYoMHD9ZHzLn11luxZs0a9cyMPNszefJkdfXPBnL1w6a5LjFILBKT/BzaVPzCNjK3ZY7bNNevu+46PP744yqm22+/HX/++adah8o0fq6Tt+A6WeSVuE5WySGVqI4dO4YWLVqgQYMGutcO8oyKJBEdO3bUPWbIM0bLly/XLZdrrrkGtWrV0i1zpMhEdHS0eu/kPbSFjFlwcLAqnCBXkGxg41yX907ew6pVq6qTdpvInG/durU1z9fZONflM0r+qCBXskzO9TN/3mz+XCdyFyZZ5JWYZBVeyJ5kxB+zp8w1ERGVTlUqBqB986q6RVSyMckir8Qkq/BmBcch4mCabhERERWPOtXKoUdn87c0ErkDn8kiIiIiIiJyIyZZRKQkJCSo9XmkEIAUUrBN9N5QxEXv0i07pB0/iu0bF+uWPXaFrkLSkTjdskNC3H7s3blBt+yQl5uDkDVzkZVp15VazvXC41wvHM51Is9jkkVEKsGaO3cuxo4dq7aFCxdasxiqiI0Kx8Kp/0PougW6x7xU56Rzc/AszBz/qe6xQ+SuzZg57hMc2Ldd95h35PABBC/4BSvmjNE95mWfyMTOkBX4bfg7SE0+onvN41wvPM71wuFcJzKDSRYRYdWqVaqktSRXciXr4YcfRmxsrD5q3vplU9UJlU3kr68r5o3XLXssmj4cRxMO6pYdwkNWYuu6+bplh7SUY5gzYTBysk/oHjtwrhce53rhcK4TmcEki4isd9+T7+Oq67vplh0uu/J6PP7Sl7plj2f/Mwp1Gl6hW3a44fbH0OX+vrplhyrVauPVT6YgoGw53WMHzvXC41wvHM51IjOYZBEREREREbkRkywiIiIiIiI3YpJFRGoV/tdffx1XXXUVOnfujMWLF6N+/fr6KBEREREVBRcjJq/ExYj/KikpCevXr4efnx86duwIX19f1W/LYsTxB/c6sfmjWq0Guse8jPTjiIvejUsvb6N77BAdEYqLa9RFxcrVdI95UmY7LSUJdRvZ8wxNXl4u9oatR6OmV8M/wJ7nVTjXC49zvXBKylznYsRUmjDJIq/EJKvwYrZ8hpTD63TLDvHZV2JL+pO6RUREpQGTLCpNmGSRV2KSVQQ77gcSp+uGHSKyumBW0nDdIiKi0oBJFpUmfCaLiIiIiIjIjZhkEdFpcnJy8NtvvyElJUX3mDV/HTB+AbD7gO6wSOrxo9i2fqFu2SM8ZAWSEuN0yw4JcZGICLPrttO83BxsDp6FrEzzzxwWFLVnK2KjwnXLDpzrhce5Xng2znUid2GSRUSnpKenY86cOejduzcOHz6se81ZGQpMWgZMWATMDAb2HtQHLJCafASbVs7EH798pnvssC98I2b+PAgHIrfrHvMS46Oxav7PWDl3nO4xL/tEJsI2L8Ok799V76UtDu4Pw8Jp/3MSmj91j3mc64XHuV54Ns51IndikkVEpxw9ehQffvghsrKydI9ZTznndM/+C5j/JRAZB/xi0R/S42L2YPXCCbpljyUzR+JYgkXZqGN3aDC2bbDrKohUf5s3+WvkZGfrHjtsXDEDUXtCdMsOnOuFx7leeDbOdSJ3YpJFRKfUq1cPwcHBKF++vO6hc7msxXV4tO/numWPZ94ZiToN7SkdLTp0eRS3dX9Bt+xQpVoQXvl/kxFQ1p5y1uLeXu+h9XV36pYdONcLj3O98Gyc60TuxCSLiIiIiIjIjZhkERERERERuRGTLCKy1twvgCGTgZZPAU3rAS/cqw8QERERWYyLEZNX4mLE55abm4uVK1eiffv2CAwMNL4Y8cZdQHIacHl9oG4NV58tixFnpqfgUEwEGjW9WvfY4cC+7ahavQ4qVrpY95iXfPQQ0lOTUbtBM91jXl5eLiLDN6JBk9bwD7DneZXDsfvg6+ePajWdSW8JzvXC41wvvDPnOhcjptKESRZ5JSZZRWA4yTqblNwgHMxuq1v2WJ7yPtLzqukWEREVBZMsKk2YZJFXYpJVBBYmWbYanbgYybkNdIuIiIqCSRaVJnwmi4iIiIiIyI2YZBGRcvjwYYwZMwa//PILsi1atHLOWmDMPCA8WndYQGKRmCQ2G4VtXoZjibG6ZQd59mLP9jW6ZYfc3BxsWjkTWRlpuscO+3dvwcH9O3XLDqnJRxC6br5u2YNzvXA414k8j0kWESE+Ph6zZ8/GlClT1DZ37lykp6fro+YsCwGmrQCmLAP+CAb2xOgDBkkMEovEJLFJjDbZG7YOs375DDGRO3SPeQmH9mPV/J/VZosTWRnYsWkxJo98H6nHj+he8+R9WzhtOLZvWKh7zEtJTsTGlTMw69cvdY8dONcLh3OdyAwmWUSEsLAwrFq1CnPmzFFXsnr27KmeDTPtmS+A3t2AOZ8D+w8BExbpAwZJDBKLxCSxSYw2WT5nLI4dMf/eFRSxfa1zkrdEt+wg1d8WTh2OnBx7rtqKzatm4cDeUN2yQ3zMXqxdPFm37MG5Xjic60RmMMkiItx66634/vvvERMTo5Kr2rVrw8/PTx+lkuTpt0agToPLdcsO19/2CDrf95xu2aFKtSC8NPA3BFhUzlrc88R/0Kp9V92yQ5MW7fHIC4N0yx6c64XDuU5kBpMsIkJeXh7Wr1+PSy+9VK2PtXnzZjRs2FAfJSIiIqKiYJJFRJg3b54qa3/o0CHs3bsXFSpU0EeIiIiIqKiYZBERTpw4geDgYNx444244YYb0KJFCxw4cEAfNWfBl8CXE4HmTwJN6wMvdtcHDJIYJBaJSWKTGImIiIgK4mLE5JW4GPHpEhMTsX37dt1ykdsGAwMDjS9GvGUPkJzmJDb1gDrVdadhsYnA7higcgXg6st0p8OWxYgPRoahSvXaqHBRVd1jXvKxw8hITUZQ/QIDZlheXq4qIV3/0pbwDyire81LiNsPXz9/XFyjru4xLzM9FfGxe9GwSWvdYwfO9cIpKXOdixFTacIki7wSk6wiMJxklSSRWbcg+2R53bLD7qw7sSeTD5cTkf2YZFFpwiSLvBKTrCJgklWirUl9GWvTXtEtIiJ7Mcmi0oTPZBEREREREbkRkywiUuLj4zFq1CiMGzcO2dn2LFo5azUwag6wM0p3WEBikZgkNltk5wDjFrjiij+mOy0Sf3Avdm+zaMAcubk52LB8GjIzUnWPHSJ3bUZM5A7dskNK8hGErJmrW/aQhX+PJhzULTtwrheejXOdyF2YZBGRKt0+a9Ys/PHHH5g5cyZmz56N9PR0fdScJZuBP4JdmyQ0u80XPFQxSCz5cUmMpqVnArPXADNX/d9YHTqqD1ogIS4Sq+aPR/CCX3SPeSeyMrB9w0JMGfUh0o7bM1gH9m7DomnDsWPjYt1j3vGkBGx0TtDn/DZE99hhz/Y1mPXrFzi4P0z3mMe5Xng2znUid2KSRUQIDw/H2rVr8fvvv6Nfv34YOnQojh41/8u4z2DgqTudxOFTYP8h4DcLfhdLDBKLxCSxSYymxTlvVS8nnvHvueIaMxdYY9Efh/eGbcDOLct1yw4ZaclYMnMkcnLsuWorQtbOw4HI0yt9mpYQuw/rnSTLNqucRCb5SJxu2YFzvfBsnOtE7sQki4hwyy23qFsF5YpWnz59MHLkSAQFBemjRBfmus4Po9O9fXTLDpUvDkLf/r8iIKCc7rHD3Y+/jVbt7tAtOzRu3h49nvtEt+zx1Bv/Q+0Gl+uWHTjXC8/GuU7kTkyyiAi5ublqQeKGDRtiw4YNaNu2LaKiLHoIioiIiKgEYZJFRJg3bx7uuusu3SIiIiKiC8Eki4jU7YIvvfQSmjVrhhtuuAHBwcFo0KCBPmrOwiHA578BzXo6W33gpfv1AYMkBolFYpLYJEbTGtQEgr8DbnjJFdc7jwFd2uiDRERE5HFcjJi8Ehcj/qvjx49j69at8PX1Rfv27dVeMbwY8da9TmxpQJO6QO1qutOwuCNAxEGgUgWgdWPdaVhuHrAuzLVv3cSJrbyr35bFiI8fS1AP4Neq5wRniby8PERHhKBuoxbwDyire81LPBQFXz9/VK1eR/eYJ6W/E2IjUb9xS91jh9iocFS+uBYqXFRV95jHuV54Z851LkZMpQmTLPJKTLKKwHCSRRfmSE4THHU2m6TnVceSlP66RUTkwiSLShMmWeSVmGQVAZMscrPk3AYYnci1cYjodEyyqDThM1lERERERERuxCSLiE6R57JGjx6N7Gx7Fq2cuQr4YRYQtl93WEBikZgkNltk5wCj57riije/jvQpK0NdMcneNrm5OVi/dIp63sgm+8I34sA+uxZpTUlOxJbg2bplj+0bFuHo4RjdskN8TAR2hVr04eDgXCfyPCZZRKQcPXoUEyZMwKuvvoqsrCzda9bCjcCctcD8dcCs1UB4tD5gkMQgsUhMEpvEaFpappPwBQPznJgkrj+c+KQ4h2nrd/7f+yd7adviRFYGQtfNx9SfBiDtuD1ZaXTEViyaPgJhm5boHvOOHzuMDcumYu6kobrHDrtDgzF7wpc4GGXPxDocuw8r54/H6j8n6B7zONeJzGCSRURKeHg4XnjhBd2ywwtfAf/uCkz/GIiKByZZ8LtYYpBYJCaJTWI07ZBz3vTUZ8CY/7jiGjsPWBumDxr0mXOe2bCWKybZS9sWGWnHsXzOGOTk2nPVVmxbvxAHIy148wpIiNuPjSv/0C17rFk8EcnHnB9Gi0SGb8KurXZdxeJcJzKDSRYRIS0tTV3Jql+/vu4hKt2k7PcL//0ZAQHldI8d/vXYm2jZ7nbdskPj5u3wcJ//p1v2eLLfMNSu30y37NC+00O49Z5ndMsOnOtEZjDJIioCHx8fBAYG6pZLuXLlTq0p5e/vjwoVKqBsWXvWISmMP//8Ex9//DHmzp0LKTianp6u1lUhIiIioqJjkkVUBG3btsW6det0y2X27Nno1q2b+vqtt97CoUOHMGbMGNUuSTZu3KgWIZYE69JLL0VUVJQ+QkRERERFwSSLqAi2bt2Kvn37IjQ0FOXLl8eSJUvwzTffqP1HH32EgIAAXHXVVZg3bx4mT56s/5X9br/9duzatUsljHKlbs2aNahXz/xaJUuGup7jafIY0KwB8MoD+oBBEoPEIjFJbBKjaQ1qAmuGA9f3dcX1n8ed97StPmjQ8H7ArmhXTLKXNhERkTfgYsTklS5kMWK5PfC6665D//798dVXX2HZsmVISUlRV3+k9PmBAwfQvXt3vPnmm7jhhhv0vyoc04sRZ2ZmqkSyTZs2p26BNL0Y8bZ9QEo6cGkdIOhi3WmYFJrYFwtcVB5oeanuNCw3D9i4S0o1u2KS2Gwg4yTjJe+dvIfClsWI5ZbYA/u2oW7Dy+Hnb88tvkfiD8DXzw9VqtXWPeZlZaQh4dB+1Lukhe6xQ1z0blS+uCbKV6yie8xLSUpERvpx1KxjyYeDo6TMdS5GTKUJkyzySheSZIn8ZEiuWu3du1f3Aj169FCbJFpTp07FihUr9JHCMZ1knZXhJItKn+yTgYg6caNu2WND2nM4lN1at4jI05hkUWnCJIu80oUkWTVq1FD/dseOHWjWrJm6XXDfvn149NFHVVueyYqMjMSCBQv0vyg8JllE5sxKGo6IrC66RUSexiSLShM+k0VUBFLi/MUXX0RMTAxGjRqFiIgI9OrVC1dccQVuuukm3HLLLQgKCsL111+P3r17639FRERERN6ESRZREUiJ9jJlymDQoEE4ceIEhg0bhtTUVFXwQm4NlKtbcqVLtqpVq+p/VTLIFbjhw4ef2o4fP66PmDVtJTB8BrAjUndYQGKRmCQ2W2TnAD/OdsUlz0DZYsVWV0yyt4WMj8Qk4yXjZpu9OzfgwN5tumWHlKQEbFpl34LE29b/iSOHD+iWHQ4d2IPwkKLdKl7ccnNzsHbxZGSmp+oeO9g414nchUkWURHIbYFS8KKgwYMHq2IREydOVFe58jfpL0nkv+3tt99WlRJlk1Lupi1YD/y5AViyGZi9BthpQVV5iUFikZgkNonRtLQMV8K3eJMrrpmrgNhEfdCgNTuAuetcMcle2qbJuMj4SEwyXjJuMn62iNqzBYumj0DY5qW6x7zkY4exbukUzJ/8je6xQ/jWlZjz2xDERoXrHvPiD0Zg5bxxWLNoou4x70RWOkLWzMW0MR8hLcWev8DYONeJ3IlJFhGdUqVKFbzxxhuYNGmSuu3RtBe/BnrdDkz5yPmFHA9MtuB3scQgsUhMEpvEaNqhY8AzXwCj3nbFNX4BsG6nPmjQl855ZsNarphkL23TZFxkfCQmGS8ZNxk/W+zYtARxFiUN4sihKHWSbpv1TuJ33EkAbRK1OwR7tq/RLTtkpKUgeMEvyMvN1j12sHGuE7kTkywiUmR9LFn767nnnkNYWJgqR09EntXtkTdwZVu7im9cekVbPPjMQN2yR6/XvkFQ/aa6ZYd2tz6IW+6263ncyhfXwnPvj4V/QDndYwcb5zqROzHJIiLl6quvxu7du7F69Wp06NAB0dHR+ggRERERFQWTLCIiIiIiIjdikkVEyqZNm3DJJZegXbt2WL9+PRo2bKiPmLPsG+DTX4FLHgEubwC8+qA+YJDEILFITBKbxGiaPO+0/nug3fOuuN7rCdzRVh806Ps3gPBoV0yyl7ZpMi4yPhKTjJeMm4wfERGRO3ExYvJKF7IYcXEyuRixlKKXEvS+vr7q1kHZK4YXIw7bD6RkOCfFQUBNS6riHz4GRB4CLgoEmjfSnYbl5gFb9rj2LZyYKjqx2WC/M07xznjVct67RuZrqSipznza4cwrXx/g6stce2HLYsRHE2Kcnz8/VL7YkgFzZGWm4Uh8NOo0vEL32OFQTAQqVa2B8hUq6x7zUpKPIDM9BTVqW/Lh4DiZl4eYyB2o3aAZ/PwDdK95Z851LkZMpQmTLPJKTLKKwHCSReQph7JbIT2vhm7ZIS77KqxPe163iEo3JllUmjDJIq/EJKsImGQRGSNX1uQKG5E3YJJFpQmfySIiIiIiInIjJllEpMgVtGHDhuGHH36wao2sKcuBYdOAbft0hwUkFolJYrNFdg7wwx+uuOKO6E4LLAtxxSR7W8j4SEwyXjJutrBxruc7npSAjSvsu6K9de189ayYTeKid2PnlmW6ZYfc3BysXvibelbMJhFh6xAdsVW3iEoXJllEhIMHD2LGjBlYtWqVWicrNzdXHzFr7lpgyWZgVSgwx/laihWYJjFILBKTxCYxmiaFHH53TtBXOOcqEteMVc57mqgPGhS8HViw3hWT7KVtmoyLjI/EJOMl4ybjZ5qNcz1f8tF4rFsyGQumfKd77CCJzNyJXyE2epfuMe9QzB6snDcOaxdP1j3mZWWmY0vwbMwY9wnSUo7pXvMid23G4unfO++jRX+tInIjJllEpEq2Dx8+HH379sWzzz4Lf39/fcSsV74FenYBJg0AouOBKRb8cVhikFgkJolNYjRNqvc9Nxj44U1XXL/86bynO/VBg4ZMAhrUcsUke2mbJuMi4yMxyXjJuMn4mWbjXM935PABhK5zBs0ym1bOREpSgm7ZIToiFHt3rtctO2RmpGDN4onIy7Xosq0jPGQ54g7s1i2i0odJFhEpe/fuxfPPP4+XX34Z27Zts+qWQSIy59LL2+CB3v11yx49XxmKoPpNdcsO7W55AB3/9ZRu2aFy1Vro8+5o+AeU1T12uLNHP1zZ5jbdIip9mGQRkSJrY+3cuRMrV67ETTfdhOhou55zICIiIiopmGQRERERERG5EZMsIkLXrl3x/vvvo0GDBrj22muxadMmNGzYUB81Z+Uw4JOfgQYPA5c3APo9pA8YJDFILBKTxCYxmtawFrBpJHBtH1dc7/dy3tN2+qBBI98EwqNdMcle2qbJuMj4SEwyXjJuMn6m2TjXiYjon+NixOSVuBjxX6WmpiI8PBy+vr5o3bo1fHz032AML0YsJ+dS/U1OhGtU0Z2GJSQBUfHO+xXoOiG2QV4esHUvkOvsJSaJzQYyTjJe8t7ZkMwImU8yr3ydKd66MZy5rg8Ydra5bstixFKh7ujhGNRuYNczUIcP7sNFVaojsEIl3WNe6vGjyMxIRfValnw4OE46HxCxUeGoVa8J/PwDdK95xxJjnd85fqhUtaZqczFiKk2YZJFXYpJVBIaTLCJvlp5XHfHZV+qWPRYe/xRpeTV0i8g9mGRRacIki7wSk6wiYJJFRGcYnbgYybn2XKmh0oFJFpUmfCaLiIiIiIjIjZhkEZEiV9C+/vrrU1tycrI+YtbkpcDXU4DQfbrDAhKLxCSx2SI7Bxg+wxVX3BHdaYElm10xyd4WMj4Sk4yXjJstONeLLmTNXCTGR+uWHeKidyFs0xLdskNubg6C//wVGekpuscOe7avQdSeEN0iKl2YZBGRkpKSgvXr1yM4OBhvvfUWEhMT9RFzZq0Glm8F1u8E5qwBtkfqAwZJDBKLxCSxSYymSbGESc5J8JodrrimrwRiEvRBg1aGAos2uWKSvbRNk3GR8ZGYZLxk3GT8TONcL7odTiIzb9JQldTYIu7AbqyYOxbrljqZqSWkaMmmlTMxc/wgpKcc073m7QvfiMUzfkB4yArdQ1S6MMkiIqVp06b46aef0Lt3b9x2220IDDRfnq7fd8DjtwET/gscOAxMXa4PGCQxSCwSk8QmMZoW75w3vfAVMOJ1V1y/LgQ2hOuDBg39Hahf0xWT7KVtmoyLjI/EJOMl4ybjZxrnetHJVayUZIsu2zpi9u1A5K5NumWHrIxUbFg+DXm5Fl22dewODUb8wQjdIip9mGQR0SmxsbF46KGH8Pvvv6NOnTq6l4jIPo+/NBhB9S7TLTu07dgdN3f7t27ZQcqjP/POj/APKKt77ND14VfR4trOukVU+jDJIiIiIiIiciMmWURERERERG7EJIuIrLX6f8D/Gw/UfQC4oiHw+sP6gEESg8QiMUlsEqNpDWsBIaOAq55xxfXfJ4E72+uDBo16G9gZ5YpJ9tI2TcZFxkdikvGScZPxM41znYiodOFixOSVuBjx2WVlZSE8PBwtW7aEj4/+G4zhxYh3xwBpGa7CCdUr607DEpNdBQEqBAJNLVk3My8P2Bbp2jet78RWTh8wTMZJxkveO3kPbZCW6cyrA3DmONDyEtfeBiVprtuyGHFC3H5UrFwNgeUv0j3mpaUcQ2ZGKqrVdH4QLXHS+WCQyoc1614KP78A3Wte0pE4+Pj6oVKVGqrNxYjPb/jiiZgbandFxh+f/gi1K1fXLe/FJIu8EpOsIjCcZBGRfQ6eaItsmK9AWlB4xj3YmXmvblFJxCTr/P47dRh+XTNbt+y07N2xaFCttm55LyZZ5JWYZBUBkywiKgHWpL6MtWmv6BaVREyyzi8/ybq+yVV4oM1tute8I6lJGDR7lPqaSZYLkyzySkyyioBJFhGVAEyySj4mWeeXn2Q9fv1d+H8PvKx7zYs+EodbBrmWL2CS5cLCF0SkyBpZQ4YMwbBhw5Cdna17zfttMTBkMrB1r+6wgMQiMUlstsjOAYZNc8UVm6g7LbBokysm2dtCxkdikvGScbMF53rh2DrX88VGhWP7RosGzJGbk42V88cjIz1F99hh97bV2L97i24RlS5MsogIBw4cwLRp0xASEoJNmzZhwoQJSEkx/8t45ipg9XYgZA8wdy0QasHJp8QgsUhMEpvEaFpKBjBhEbBptyuuaStdxQpMW74VWLLZFZPspW2ajIuMj8Qk4yXjJuNnGud64dg61/PFRu/CirljsWHZVN1jXlZmGjaumIFZv3yB9JRjute8vWHrsXjGD9i11XkTiUohJllEhOjoaGzcuBG9evXCww8/jMmTJyM1NVUfNeeN4cCjnYGf33edSE234HexxCCxSEwSm8Ro2mHnvOmlb4DvXnXF9ZtzErpxlz5o0DdTXJXyJCbZS9s0GRcZH4lJxkvGTcbPNM71wrF1rueL3b8TUXtCdMsOWRlp2LTqD+TlWnTZ1hERtg4Jcft0i6j0YZJFRKpk+913340333xTPasmW7Vq1fRRIiIqjDY334eb7uylW3aoVLUmer/9A/wDyuoeO9zx4Mtofk0n3aKSzt/XD5fXvkRt8jUxySIix+LFi/HVV19h69atWLJkCTp16qRuISQiIiI6m8zsLCSmHFObJFbj+wxSm3ydbdmVUxOYZBERERERUZFM3bgQ7QY+ctZt24Hd+ru8F5MsIkK3bt3Qv39/BAUFoVWrVggNDUWjRo30UXPWjgAGjgOCugNXNATe7KEPGCQxSCwSk8QmMZrWKAgIHQ20etoVV/9/O+/pdfqgQaPfAXZGuWKSvbRNk3GR8ZGYZLxk3GT8TONcLxxb5zoR0Zm4ThZ5Ja6T9Vfp6emIiIiAj48PmjdvrvaK4XWy9h4E0jKBujWAapV0p2FHjgMHE4AK5YDGdXWnYXl5QJiTyMi+iRNTeSc2GxxMdMYr2XnvKjvvYXXdaVi6M58inHklU7y5k0TkT3XTONcL51xz3ZZ1stJTk1Sxiao1LBkwx8mTeYiPiUCN2pfA189f95qXfDQePr6+uKiy68OB62Sdn03rZEkcEs/ZTHlpKK5p1Fy3vBOTLPJKTLKKgIsRE1EJkJzbwNnq65YdUnNrYsHxL3SLzodJ1vnlJ1m1ncS0ca0Gutfzul/bGeknMplk/Q0mWeSVmGQVAZMsIqJ/RBK/0Yl2LUxsMyZZ55efZJn26u09Uf2iqkyy/gaTLPJKTLKKgEkWEdE/wiSraJhknV/wni3YGWt+fbFrGl2h4mCSdW5MssgrMcn6q4MHD+LXX39FQEAA+vbtq/aK4STr10WuZ0Jubwtc1UR3GhYSAfy5wfXszOO36U7DTuQAw2c4+2wnpi72PP+0cCOwZQ9w9WVAlza60zB5TuzXhUCAP9D3PmdvyZIunOuFU5Lmui1JVm5ONoL//BVtO96PwAqWPPDn2BW6CgFly+OSZteoNpOskmVL1E4s2B6sW6d7osPdqFu1lm55J1/nRNO+M02iYrZ8+XIsW7ZMt+whiY0sCHwqwfGQ6OhoTJ8+XVUVTEhIQFJSEpo0aYKyZcsCCZOA9HD9nZ41bQWwehsQ45x4Hk0BKpUHgi7WBw3Z6px0zl0LhEe7CjpkZLkqsJmUkg5MdM7jNu4CDh8DktKA2s44VTZ8QXTpFmCJs+2Ldb1/PmWAS2rrg4ZExwPTVwGhe52p7bx/SU5cUjyhrOFaAJzrhVPS5nrWycrYkv6k/i4zpAjHxpUz8MfPg9D+1gdRvmJlfcSsiB1rsXjGCOTl5qJJi/aq76LyfrjyUnuSQPp7tavUwI1NrznrVinQojtyDGEJdyJCTEwMQkJC8Mgjj+Duu+/GSy+9hMOHD+uj5rz9PdCjEzD2XdfJ5wzn5Ng0iUFikZgkNonRtMNJwKvDgG9edsU1yTkJ3WTBEiXDpgH1arhikr20TZNxkfGRmGS8ZNxk/EzjXC8czvWiy8pMw9a181UyY5N94RuREBelW0SlD5MsIkKHDh3w6quv4r333lO3UWZlZekjRERUklWqWhNPvTkc/gFldY8dbn/gJTS/5lbdIip9mGQRETIzM1G3bl1s3rwZq1atQvny5fURIiIiIioqJllEhPnz5+O+++5Dbm6u2nx9fVGmTBl91BxZJFZK8+TmudoWhHQqBolJYrNhIVsJydeJQ2KSrYzztQ1jJc+liPz3L79tkoyLjE/+WMm4WRAW53ohSUic60RUEljwkUlEpnXr1g39+/dHUFAQWrVqpQpgNGxo+Al3x7oRwMBxQFB3oHkj4M0e+oBBEoPEIjFJbBKjaQ2DgNDRQKunXXH1f9J5T13PkRs1+j9A2H5XTLKXtmkyLjI+EpOMl4ybjJ9pnOuFw7lORCUFS7iTV2IJ979KT09HZGQkfHx80KxZM7VXDJdwj4xzYssCalcDLr5Idxom1cPijgDly5qvlpcvLw/YdcDZO5/oEpPEZgMZJxkvee/kPbSBzCeZV3K1oVl9O67QCM71wilJc92WEu4nT+bhcGwkqtdqAF8/w6U0Czh+7DB8fP1QsZKrlCZLuFNpwiSLvBKTrCLgYsRERP9IzslyiMu+SrfssSb1NRzMvla37MEki0oTJlnklZhkFQGTLCKiUmVW0nBEZHXRLXswyaLShM9kERERERERuRGTLCIvJuXaFyxYoL4+ePAgBg0ahCFDhuDEiROqzwY//wkM+hXYskd3WEBikZgkNlucyAGGTHbFdTBBd1pgwXpXTLK3hYyPxCTjJeNmC871wuFcLzxb53q+8K0r1aLERKURkywiL7V69WoMHjwYM2fORFRUFKZMmYKIiAiEh4dj/PjxSElJ0d9pzpTlwKbdQEQMMG+dHSefEoPEIjFJbBKjaSnpwPj5zglLtCsuiSkqXh80aPFmYEWoKybZS9s0GRcZH4lJxkvGTcbPNM71wuFcLzxb53q+PdvXYMnMH7Bn22rdQ1S6MMki8lIhISEICwtTX8sixJMnT8ZPP/2EoUOHol+/fjh8+LA6ZtJ/fgAevgX46R0gJgH4I1gfMEhikFgkJolNYjTtcBLQ73/A0BddcU1e6rynzkmxaf+bDtSr4YpJ9tI2TcZFxkdikvGScZPxM41zvXA41wvP1rmeb//uLTgSf0C3iEofJllEXqpv3754/PHHdYuIiMhzutzfF1dc7WTvRKUUkywiIiIiIiI3YpJFRGrhYV9fX1XwIjs7G/7+/ihTpow+ao6/H5CbB5zIhhOPxKkPGCQxSCwSk8QmMZom75TEkZ3jist5K60YKz8nDlkkRGKSvbRNk3GR8ZGYZLxk3MzPdM71wuJcLzxb5zqRt7Dgo4mITOvWrRv69++PoKAgtGzZEtu2bUOjRo30UXPWjgAGjgWC7geuaAi89Yg+YJDEILFITBKbxGhaoyBg22ig5dOuuPr/23lP2+uDBo1+B9gZ5YpJ9tI2TcZFxkdikvGScZPxM41zvXA41wvP1rlO5C24GDF5JS5G7JKYmIicnByVXGVkZKgqg3JVq0mTJmqvGF6MWCpkZWQ5JwoXA1UsWaM5KRU4dBQILAs0rKU7DctzPsmlipjsJSaJzQYyTjJe8t7Je2gDmU8yr3zKAE3qufY24FwvHM71wjvXXLdlMeKUpET4+PqiwkVVVZuLEVNpwiSLvBKTrCIwnGQREZF72ZJknYlJFpUmTLLIK+3YsUNttvHz88M999yj9tY4HgxkHdQNIiIq6WKzr0VqriWXJgsILOuL+jUDdYuoZGOSRURERERE5EYsfEFERERERORGTLKIiIiIiIjciEkWERERERGR2wD/HyFwS5esCs85AAAAAElFTkSuQmCC"
}
},
"cell_type": "markdown",
"id": "c7eef734",
"metadata": {},
"source": [
"![21.png](attachment:21.png)"
]
},
{
"attachments": {
"22.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "4977ccda",
"metadata": {},
"source": [
"![22.png](attachment:22.png)"
]
},
{
"attachments": {
"23.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "4584f4ba",
"metadata": {},
"source": [
"![23.png](attachment:23.png)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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