{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 3 - Dimensionality reduction and clustering\n",
    "\n",
    "In this tutorial, we'll look at techniques of reducing the dimension of data and techniques for clustering data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE\n",
    "import sklearn\n",
    "from torchvision import datasets, transforms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dimensionality reduction\n",
    "\n",
    "We are focusing on Unsupervised learning, which is a category where the model is trained on a sample of the input data only and generally tries to find structure or patterns in the data. Dimensionality reduction, specifically PCA, falls into this category.\n",
    "\n",
    "### Principal Component Analysis (PCA)\n",
    "\n",
    "First, let's load the Iris dataset, a very simple dataset with 150 samples, 3 classes and 4 features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input shape X: (150, 4)\n",
      "Output shape y: (150,)\n"
     ]
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "X = iris.data  # Input features (Sepal length/width, Petal length/width)\n",
    "y = iris.target # Target labels (Setosa, Versicolor, Virginica)\n",
    "\n",
    "print(\"Input shape X:\", X.shape)\n",
    "print(\"Output shape y:\", y.shape) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll create a PCA model using scikit-learn. This model follows the standard fit-transform interface, which we'll use on the whole dataset here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original data shape: (150, 4)\n",
      "Reduced data shape: (150, 2)\n"
     ]
    }
   ],
   "source": [
    "pca_sklearn = PCA(n_components=2) \n",
    "pca_sklearn.fit(X) \n",
    "\n",
    "X_reduced_sklearn = pca_sklearn.transform(X)\n",
    "\n",
    "print(\"Original data shape:\", X.shape)\n",
    "print(\"Reduced data shape:\", X_reduced_sklearn.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the resulting 2D represenation of the dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_pca(X, y, title, axis = \"Principal Component\"):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.scatter(X[:, 0], X[:, 1], c = y, cmap = \"viridis\") \n",
    "    plt.title(title)\n",
    "    plt.xlabel(axis + \" 1\")\n",
    "    plt.ylabel(axis + \" 2\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jYb/55hvGjBnDhg0buPbaa0lOTmbp0qXcf//99OvXz+Xv6JNPPqFDhw40b96cu+++m7p16xIVFcW6des4evQoW7ZsAeDJJ59k2rRp3HDDDYwePTqnnFl2r7Y7/P39+e2337j99ttp27YtCxcu5Ndff+XZZ5/NqTWcrXfv3pQvX545c+bQs2dPKlas6NY13PXEE0+wfft23nnnHVasWMHAgQOpXLkyJ0+e5IcffmDDhg2sXbuW9evX55Sjc6RatWpcfvnlzJgxg6eeeqpQYxSizPJWOQkhROnirJxZUFCQw/YXljObO3eu7t69u65YsaL29fXVNWvW1Pfcc48+ceJEvtcGch6GYejw8HDdunVrPXr0aL19+/Y87U3T1K+99pquVauW9vPz061bt9a//PJLnpi01nrt2rW6TZs22tfXN1fZrqNHj+oBAwbo8PBwHRYWpgcNGqSPHz/utLTX+bLLmc2cOVM/88wzumLFijogIED37t1bHzp0KFfbTp066aZNmzo8T1RUlB41apSOjIzUvr6+unnz5nrKlCkOfz8XxhQVFaUfeOABXaNGDe3j46MrV66su3btqidPnpyrXUpKin7uued0nTp1ctoNHDhQ79u3L9/fkdZa79u3T48YMUJXrlxZ+/j46GrVqukbb7xRz507N9d1tm7dqjt16qT9/f11tWrV9Msvv6y//PJLt8uZBQUF6X379unu3bvrwMBAXalSJT1u3Dhts9kcHnP//fdrQH/77bcuz32+WrVq6d69e7vdPvs1HRERoa1Wq65SpYoeMmSIXrlypdZa64ceekgDuX6XFxo/fnyuUnxCiEujtHZwH0YIIUSRWblyJV26dGHOnDkMHDiwSK9ls9mwWq28/PLLPP/880V6rZLk0Ucf5csvv+TkyZMFWv5ZCFGyyRhfIYQoxbLH10ZGRno5kuIjLS2N6dOnc/PNN0vSK0QZI2N8hRCilJo7dy7ffPMNSim6dOni7XC87tSpUyxdupS5c+dy+vTpS1oKWwhRMkniK4QQpdSTTz6JUoovv/yyQItBlFY7duxg+PDhVKxYkQ8//JBWrVp5OyQhhIfJGF8hhBBCCFEmlKgxvqtWraJPnz5UrVoVpRQ//PCDy/YrV65EKZXncfLkSc8ELIQQQgghio0SlfgmJyfTsmVLPvnkkwIdt3v3bk6cOJHzKOyajUIIIYQQovgrUWN8e/bs6daKRheqWLEi4eHhF3VN0zQ5fvw4ISEhTpfmFEIIIYQQ3qO1JjExkapVq+Zaxv1CJSrxvVitWrUiPT2dZs2aMX78eK655hqnbdPT03Mtj3rs2DGaNGniiTCFEEIIIcQlOHLkCNWrV3e6v1QnvlWqVGHixIlcccUVpKen88UXX9C5c2fWr1/P5Zdf7vCYCRMm8OKLL+bZfuTIEUJDQ4s6ZCGEEEIIUUAJCQnUqFHD5XLtUIKrOiilmD9/Pv379y/QcZ06daJmzZpMmzbN4f4Le3yzf5Hx8fGS+AohhBBCFEMJCQmEhYXlm6+V6h5fR6666ipWr17tdL+fnx9+fn4ejEgIIYQQQnhCiarqUBg2b95MlSpVvB2GEEIIIYTwsBLV45uUlMTevXtzfj5w4ACbN28mIiKCmjVr8swzz3Ds2DG++eYbAN5//33q1KlD06ZNSUtL44svvmD58uUsXrzYW09BCCGEEEJ4SYlKfP/+++9c682PGTMGgNtvv52pU6dy4sQJDh8+nLM/IyODxx57jGPHjhEYGEiLFi1YunSprFkvhBBCCFEGldjJbZ7i7mBpIYQQQgjhHe7ma2VujK8QQgghhCibJPEVQgghhBBlgiS+QgghhBCiTJDEVwghhBBClAmS+AohhBBCiDJBEl8hhBBCCFEmSOIrhBBCCCHKBEl8hRBCCCGKKW3Go7OOonWat0MpFUrUym1CCCGEEGWBzvgHnfQhZKw5u8UPHdAfFfwwylLBq7GVZNLjK4QQQghRjOj039Gxt0DGn+dtTYfUuejTN6NtUV6LraSTxFcIIYQQopjQOgMd9yRgArYL9trAjEYnvuWFyEoHSXyFEEIIIYqL9GWgzwDaSQMbpC1Am3EeDKr0kMRXCCGEEKK4yNoPWPJrBLajnoim1JHJbaJYSktJ5+9Fm0k6k0yVyyrR/NrGGIZ8TxNCCFHKqUCc9/Ze2E4UlCS+oljRWjPn7Z+Y/vJcUpPOlW6pUrcSYz6/l1ZdmnkxOiGEEKKI+V0Pia+7aKDAUsf+EAUmXWiiWPn21Xl8/tT0XEkvwMmDp3i6xytsX7vbS5EJIYQQRU9Zq4N/P0A5aaFRIaNRytl+4YokvqLYSDidyPSX5zjcp02N1povn5nh4aiEEEIIz1Jhr4B/77M/WbDfoFeADyp0HMq/p/eCK+FkqIMoNlbN/RNblul0v2kz+fePnZw6HE3FmlK8WwghROmklC8q/F101v3o1F9BJ6IsNSCgL8oo5+3wSjRJfEWxcSYqDsNqYMu8sG7hBe1OJUjiK4QQotRT1nqokNHeDqNUkaEOotiIrBaBLct10gtQvqp82xVCCCFEwUniK4qNjgPb4ePn43S/YTFoc30LIqtGeDAqIYQQQpQWkviKYiMoLIi7X7/V4T7DYmD1tXLXG473CyGEEELkRxJfUawMeLgXj06+l3KVwnJtr9eqNu/+/hL1WkndQiGEEEJcHKW1dmN5kLIrISGBsLAw4uPjCQ0N9XY4ZYYty8a2NbtIjkuhSt2K1Gley9shCSGEEKKYcjdfk6oOoliyWC207NTU22EIIYQQohSRoQ5CCCGEEKJMkMRXCCGEEEKUCZL4CiGEEEKIMkESXyGEEEIIUSZI4iuEEEIIIcoESXyFEEIIIUSZIImvEEIIIYQoEyTxFUIIIYQQZYIkvkIIIYQQokyQxFcIIYQQQpQJkvgKIYQQQogyQRJfIYQQQghRJkjiK4QQQgghygRJfEWh0FqTlpKOaZreDkUIIYQQwiGrtwMQJVtcdDxz3vqJBV8sIykuGd8AX7re0oEhT/WnWr0q3g5PCCGEEGdpnQXpy9AZ/4CyoHzbg+/VKFV2+kGV1lp7O4jiLCEhgbCwMOLj4wkNDfV2OMVKzPFYHrnmeaKPnsa0nevptVgN/AL9eGfli9RrVceLEQohhBACQGduR5+5F8wozvV7ZoGlLqrcZJS1pjfDu2Tu5mtlJ8UXhe6Th78i5ljupBfAlmWSlpzOa7e8j3yvEkIIIbxL206iY0eAGX12S9bZB2A7hI69DW0meys8j5LEV1yU2JNnWPPDBmxZjsf0mjaTI7uOs231Lg9HJoQQQojz6ZQZoJMBR5/ZNjBPQNpPng7LKyTxFRfl4PajaNN1b65Sin1bDnomICGEEEI4lvoLjpPebAqdtsBT0XiVJL7iovgF+ObbRmuNr3/+7YQQQghRhHR+wxg0mIkeCcXbJPEVF6XBFXUJLR/iso0yFFf1au2hiIQQQgjhkPUyXKd8FrDW91Q0XiWJr7goPr4+DH2qv9P9hqG4fkQnIqtGeC4oIYQQQuShAofjeqiDDRU41FPheJUkvuKiDXysDzc/0huwlzAzDIXFagGg7Y1tePiTu7wZnhBCCCEA/HuCXzdAXbDj7M8Bt6F823g6Kq+QOr75kDq++Tu86xiLpqzg1OFowiJD6XprRxpdVQ+lLvwPJoQQQghv0DoLkr9Cp0wFM8a+0VITFXQXBAwp8Z/Z7uZrkvjmQxJfIYQQQpQWWtvAdgKUBYzKJT7hzeZuviZLFgshhBBClBFKWcBa3dtheI2M8RVCCCGEEGWC9PiKQhcfk8D6XzeRmpRGzcbVaNm5KYYh37GEEEII4V2S+IpCY8uy8flT0/nx44VkZdpQSqG1pnKdijz19YM069DY2yEKIYQQogyTbjhRaD588Avmvf8rWZk2wL5yG0DUoWie7P4yezcf8GZ4QgghhCjjJPEVheLY3hMsmLwUR0VCtKmxZdqY9uIcL0QmhBBCCGEnia8oFMu/XY1hcf5yMm0m637+m+SEFA9GJYQQQghxjiS+olDERydgGK5rAWpTkxib5KGIhBBCCCFyk8RXFIqKNSOx2VytAw5WXyvhFcM8FJEQQgghRG6S+IpC0e22ji5Xf7FYDa4b1gH/QD8PRiWEEEIIcY4kvqJQRFQux4jxgx3uMywGQWFB3DZukIejEkIIIYQ4RxJfUWhuefYmHv70biKqhJ/bqODyrs35cN2rVK5d0WuxCSGEEEIo7aj+lMiRkJBAWFgY8fHxhIaGejucEsGWZWP3X3tJTUqjeoOqVKpVwdshCSGEEKIUczdfk5XbRKGzWC00ad/Q22EIIYQQQuQiQx2EEEIIIUSZIImvEEIIIYQoEyTxFUIIIYQQZYIkvkIIIYQQokwoUYnvqlWr6NOnD1WrVkUpxQ8//JDvMStXruTyyy/Hz8+PevXqMXXq1CKPUwghhBBCFD8lKvFNTk6mZcuWfPLJJ261P3DgAL1796ZLly5s3ryZRx55hLvuuotFixYVcaRCCCGEEKK4KVHlzHr27EnPnj3dbj9x4kTq1KnDO++8A0Djxo1ZvXo17733Hj169CiqMIUQQgghRDFUonp8C2rdunV069Yt17YePXqwbt06p8ekp6eTkJCQ6yGEEEIIIUq+Up34njx5kkqVKuXaVqlSJRISEkhNTXV4zIQJEwgLC8t51KhRwxOhCiGEEEKIIlaqE9+L8cwzzxAfH5/zOHLkiLdDEkIIIYQQhaBEjfEtqMqVKxMVFZVrW1RUFKGhoQQEBDg8xs/PDz8/P0+EJ4QQQgghPKhU9/i2b9+eZcuW5dq2ZMkS2rdv76WIhBBCCCGEt5SoxDcpKYnNmzezefNmwF6ubPPmzRw+fBiwD1MYMWJETvt7772X/fv38+STT7Jr1y4+/fRTZs+ezaOPPuqN8IUQQgghhBeVqMT377//pnXr1rRu3RqAMWPG0Lp1a8aOHQvAiRMncpJggDp16vDrr7+yZMkSWrZsyTvvvMMXX3whpcyEEEIIIcogpbXW3g6iOEtISCAsLIz4+HhCQ0O9HY4QQgghhLiAu/laierxFUIIIYQQ4mJJ4iuEEEIIIcoESXyFEEIIIUSZIImvEEIIIYQoEyTxFUIIIYQQZYIkvkIIIYQQokyQxFcIIYQQQpQJkvgKIYQQQogywertAIQobKnJaWxcvIWUhFSqN6xK47b1UUp5OywhhBBCeJkkvqLU0Frz7avzmPXGfNKS03O212xcjce+vJ8m7Rp4MTohhBBCeJsMdRClxlfPfsvUsbNyJb0AR3cf54nrxrN38wHvBCaEEEKIYkESX1EqxByP5bu3fnS4zzQ1WZk2vh77nYejEkIIIURxIomvKBVWzFyDq1G8ps1k/a+bSDid6LGYhBBCCFG8SOIrSoUzJ89gWFy/nLXWxEUneCgiIYQQQhQ3kviKUiGyWnlsNtNlG2UoylUK81BEQgghhChuJPEVpUKXWzpgGM4HOxgWg2v6XUlIuWAPRiWEEEKI4kQSX1EqlKsYxq0vDHK4z7AY+AX4MvLloR6OSgghhBDFiSS+otQY/vzN3P/+KEIicvfqNmhTl/f+eJlaTWp4KTIhhBBCFAdKa629HURxlpCQQFhYGPHx8YSGhno7nGIn6lA0P3y0kN/nrCU1MY2QiGAaXHEZ197Ulqv7X4mPr4/HY8rMyOTfP3aRHJ9CjYZVqd1UEl4hhBCiNHM3X5PENx+S+Dq3Y91unu7xCumpGZgOJpaFlg/mqW8e5qqerb0QnRBCCCHKCnfzNRnqIC5KRloGY/u9SXpKusOkFyDhdBJj+73O9rW7PRydEEIIIURekviKi7Jq7p/ExyRgmq5vGJimZtqLsz0UlRBCCCGEc5L4iouyY+1uLD6WfNtpU7NxyVYSYmXFNCGEEKWL1hlonYqMGi05JPEVFyW/VdIulByfUkSRCCGEEJ6l09dgxo5ERzVHR7VEx1yPTv4GrbO8HZrIhyS+4qJc3q0FtkybW219/H0oVym8aAMSQgghPECnzEKfGQUZfwJne3ptR9CJr6LjHpLkt5iTxFdclLa9L6dK3Ur59vwaVoPrb+2If6CfhyITQgghioa2HUcnjD/70/kTu7X9kb4cUud6PC7hPkl8xUWxWC28tuBZylUKc9pGGYpyFcO4bfxgD0YmhBBCFA2dkv9kbZ0yzQORiIslia+4aNUbVOWrnR/w0Md3UatJdXz8zi1WYbEadBrcno/+nEBk1QgvRimEEEIUksyd5O7pvZCGrL0y2a0Ys3o7AFGyBYYE0Pf+HvS9vwdaa47sPk5qYiqV61QkLFIW/BBCCFGKGP7Y+wxdJb++KKU8FJAoKEl8RaFRSlGzUTWPXMs0TTYv38a+LYfwC/Cl3Y2XU7FmBY9cWwghRNmk/Lqh0xa6aGEB/24ei0cUnCS+osTZtWEPr93yASf2R2EYBlqbfPyQ4rpbOvDIpHtkIp0QQoii4d8Dkt4D2wngwspG9l5eFXSnx8MS7pMxvqJEObL7GE90fZGoQ6cAe8+v1qC1ZsXM1bwy9D0ZWyWEEKJIKOWLKjcVLNl3Ny1nHwrwRYV/gPJp5rX4RP6kx1eUKLNe/4HM9ExMW97k1jQ163/ZyM71e2jSroEXohNCCFHaKWtNiPwN0peh038HnYHyaQoBN6EM55WORPEgia8oMWw2G8tnrsaW5XxSgcVqYfmMPyTxFUIIUWSUsoJ/D5R/D2+HIgpIhjqIEiMjNYOsDNcr4mitSYhN9FBEQgghhChJJPEVJYZ/kD/B4UGuGymoVKuiZwISQgghRIkiia8oMZRS9Lq7m8tlks0skxvu6OLBqIQQQghRUkjiK0qUIU/2o2LNSKfJ79CnB1CtXhUPRyWEEEKIkkAmt4kSJbR8CB+ufZXPHp3Kqrnrcia6RVQpx7BnBtDvgRu8HKEQojTbEnWSVYcOkGWatKhUmc616mAxpA9J5E+nrUCnTIGMjYAC36tQQXeg/Dp4O7QyRWkpeupSQkICYWFhxMfHExoqS/AWJ3HR8RzdfRwff1/qtaqNxWrxdkhCiFIqOiWZ+3/9iY0njmNRCqUUWaZJleAQJt7Yj+YVK3k7RFGMmYkfQPIn2Gv+Zi98Yf+7CnkSFXSX94IrJdzN1yTxzYckvkIIUbZl2Gz0mTmN/WdisV3wkWkoRaCPDwtuGUH1UKnhKvLSGX+hY4e7bKPKz7fXAhYXzd18Te7PCCGEEC4s2beXPbGn8yS9AKbWpGZmMnXzP16ITJQEOnka9t5dZyzo5OmeCqfMk8RXCCGEcOGXPbswlHK636Y1P+7e4cGIRImSuZlzwxscsZ1tIzxBEl8hhBDChbi0NMx8RgUmZWR4KBpR4ijfwmkjCoUkvsLjUpPTOLb3BPExCd4ORQgh8nVZRHksLnp8FVAzLNxj8YgSxu86XA91MM62EZ4gia/wmJjjsbxz12fcHDmKkQ0eZmDFO3mi64v8+8dOb4cmhBBODW3a3OH43vMNb97SQ9GIkkYF3oo98XX05ckA/FCBQz0bVBkmia/wiOijp3nwqqdZ/M1KMtOzcrZvXbWDx68bz5+/bPRecEII4UKzipUY1epyh/sMpbi8SlWGNG3u4ahESaGsNVHlPgP8OJf8KvtDBaAivkBZpByep0g5s3xIObPC8dot7+dacOJ8SkFwuWBmHZuMr5+PF6ITQgjXtNZM/3cLkzZu4HhiIgAhvr4Ma96S0Ve1J8BH3ruEa9qMhdR56PQNgEL5tYeAAShDyuAVBqnjW0gk8b10CacTGVzlLodJ7/men/UonQZf7aGohBCi4EytORh3hizTpFZYOH5WWQBViOLA3XxN/seKInfy4Kl8k16L1cKR3cc9FJEQQlwcQynqlovwdhhCiIskY3xFkQsMCci3jWmabrUTQgghhLhYkviKIletfhVqNq6GclEOCA3XDLjKc0EJIYQQosyRxFcUihMHopj0+Dfc3uAhbql1Ly8Neoctv28HQCnFyJeG4mw4uTIU19/eiUq1KngyZCGEEEKUMTK5LR8yuS1/m5Zu5fm+r2PLtGHa7GN5LVYDW5bJ8OduZuTL9vqEv0xawqePfEVWhg2L1cA0NabNpOvwaxnzxX1S0UEIIYQQF0WqOhQSSXxdS4hNZHjN+0hPzXDao/viD09ydd8rAUg8k8Tyb1dzYt9JgssF03nI1VRvUNWTIQshhBCilJGqDsIjFk9d6TLpNSwG3776PTv/3MOhHUfwD/Lj2pva0ft/3bD6yMtPCCGEEJ4jmYe4JNtW7wSc3zQwbSa7/9rHnk0HMG0mhsVgxcw11GxcjTcWv0BktfKeC1YIIYQQZZpMbhOXRp1ddjEf2WN/s/88uucEz984wWlPsRBCCCFEYZPEV1ySlp2aXtRxZpbJvi2H+Gf5tkKOSAghRFmnsw5iJryOeXo4ZuwodPI0tJnk7bBEMSCJr7gk14/oRECIP4aRf6/vhSw+Fjb8urEIohJCCFFW6ZRv0TE9IOVryPwLMtaiE19BR3dFZ+70dngeoXUqOusg2nbK26EUO5L4iksSHB7EKz8/g2+AL4bl3MvJsLiXCGekZxVVaEIIIcoYnb4enTAe+9wTW/ZW+0PHo8+MQpsp3gqvyGkzFjN+PDrqKnRMd3R0B8zTg9Dpf3g7tGJDEl9xyZpf25gpuz9k+HM3c1mr2tRoVJVuwzsSEhHs8jhbpo36l9fxUJRCCCFKO538BWBxstcEMxbSfvFkSB6jzVj06UGQ+h2Qfm5H5r/oM3ehU3/wVmjFitTxzYfU8b14M175nq/Hf4c2877ElKEICPZn1rHJBAT5eyE6IYQQpYnWGh3VFHB1J9EAv+4Y5T70VFgeYyaMh5TvONfTfSE/VMW1KCPEc0F5kLv5mvT4iiIz6Im+tOjUBKUUSp0b+mCxGlisFp7/bowkvUIIIQqRs6Qvm8Z1YlwyaZ0GKfNw/fwzSm1vd0FI4iuKjK+fDxMWPsf974+iav3KKAV+Ab50GdaBTza8zpU9Wnk7RCGEEKWEUgqszXCd2iiUT0tPheQ5tmggLZ9GFnTWAU9EU6zJAhaiSNiybBzYdpisjCyuv70T/R/qidY6V8+vEEIIUZhU0O3o+Med7QUsEDDQkyF5hhHkRiMNyp12pZskvqJQaa2Z/8ECZr35A2dOxgHg4+9Dj9s7c9frwwkKk/90Qgghioh/H8jYAKmzsff8mmd32Ce8qfD3UJbSt2KoMiLQPldA5ibOPecL2VD+PT0ZVrFU4MltpmliGHlvI5imydGjR6lZs2ahBVccyOS2gvlk9Ff88NHCPNuVUgSFB9L6uuY0bluf7iM7ExYpv08hROmntWbt0cN8v2M7J5ISqRgUxE2NmnJtrdoYches0GmtIX0xOvkbyNoO+IBfV1TQSJRPI2+HV2R0+jr0mZHZP12w1wC/rhjlPvFwVJ7jbr7mduKbkJDAXXfdxc8//0xoaCj33HMP48aNw2Kxf4uKioqiatWq2Gz5DSwvWSTxdd/ezQe47/InXTdS9iTY6mPlmRmjufamtp4JTgghvCA9K4uHFv7C0gP7sCiFTeucPzvUrMWk3v0I8PHxdpiilNCpv6ITngWdiv2m/tl6xn7dUeFvoVSAlyMsOoVe1eGFF15gy5YtTJs2jVdffZVvvvmGfv36kZGRkdPGE5XRPvnkE2rXro2/vz9t27Zlw4YNTttOnTo1p6JA9sPfX6oIFJWFXyzDYs3nJaVBm5qsjCxeGfIu/23c55nghBDCC95Ys4plB+zvc7azn5HZf649cpgXf1/utdhE6aMCeqMqrEWFvgqBt6OCH0CV/xWj3MelOuktCLcT3x9++IFJkyYxcOBA7rrrLv7++2+io6Pp06cP6en2QslFPXHpu+++Y8yYMYwbN45NmzbRsmVLevTowalTzpfkCw0N5cSJEzmPQ4cOFWmMZdmJ/VHYspyNLcrNPtEN5r7zcxFHJYQQ3pGQnsa327bmuemczdSa73duJyal9K4kJjxPGUGowEEYoU+hgh9E+dT3dkjFituJb3R0NLVq1cr5OTIykqVLl5KYmEivXr1I8cB/3HfffZe7776bUaNG0aRJEyZOnEhgYCBfffWV02OUUlSuXDnnUalSpSKPs6wKLR+Sa9ni/NiyTNb++FcRRiSEEN7z1/FjZOQz/M+mNX8ePeyhiIQQbmcpNWvWZOfOnbm2hYSEsHjxYlJTUxkwYEChB3e+jIwMNm7cSLdu3XK2GYZBt27dWLdundPjkpKSqFWrFjVq1KBfv35s377d5XXS09NJSEjI9RDu6TL0Gkybez2+2TIzSl8hcSGEALCZ7r0fZrnZTghx6dxOfLt3786UKVPybA8ODmbRokVFPnY2JiYGm82Wp8e2UqVKnDx50uExDRs25KuvvuLHH39k+vTpmKbJ1VdfzdGjR51eZ8KECYSFheU8atSoUajPozS74oZWNG5X3+1eX2Uo6jQvXVVAhBCekZaVyaxtWxk0Zyadv/6CW+bN5sfdO8ksRhOsm1ashDsDAFtUqlzksZQUWtvQ6b+jk79Gp3yPNmO9HZIoZdyu4/viiy9y/Phxh/tCQkJYsmQJmzZtKrTACkP79u1p3759zs9XX301jRs3ZtKkSbz88ssOj3nmmWcYM2ZMzs8JCQmS/LrJYrHw2oLnmHDrB2xY8I+9VriL+Y7a1PR/qJfH4hNClA6xqSnc8v1s/os9nfM2czQhgT+PHmHmv1v5qt9NBBaDSgnVQkLpWucyVhzcnzOh7XwWpbiqWnXqlovwQnTFj05fg45/GswocmrwJljRgSNQIU+glMXbIZYKOusgOuVbyFgPKPC7BhUwDGWt7u3QPMLtHt9y5crRtGlTp/tDQkLo1KlToQTlSGRkJBaLhaioqFzbo6KiqFzZvW/LPj4+tG7dmr179zpt4+fnR2hoaK6HcF9weBCv/vIsX2x/j3veGsE1/a8CyNULrBSgoOPAdlw/oqOXIhVClFRPLPmNfWfsPYHZ6aR5NrH8+8QxXvtjpVficuTVrtdTLTQsT71eQykqBgXz9vWyoACAztiMPnM3mNmT1bOHf2RByhR0wmveCq1U0am/oGNugJRpkLUTsnZA8pfomO7otKXeDs8j3J+J5GW+vr60adOGZcuW5WwzTZNly5bl6tV1xWaz8e+//1KlSpWiClOcVatxdQaO6cP4eU/w5tKxXN61Odnv+9UbVuXhT+7m2ZmP5NSBFkIIdxyMO8OKgwcc9qCCPQGes2MbcWmpHo7MsQqBQfw0dDhj2l1D9dBQ/CwWqgaH8PBV7fll2G1UCQnxdojFgk56H3uy6+jfVUPqdLTN8V1n4R6duefscs4mcP6QIPvPOu5hdNYR7wTnQSVqyeIxY8Zw++23c8UVV3DVVVfx/vvvk5yczKhRowAYMWIE1apVY8KECQC89NJLtGvXjnr16hEXF8dbb73FoUOHuOuuu7z5NMqc1tc1p/V1zbFl2bDZTHz9vH8LUghRMv11/Fi+bTJNk61RUXSsVbvoA3JDqJ8/91/ZlvuvlAV7HNG205CxNp9WClJ/heC7PRJTaaRTpoPTUeca0OiUb1GhT3kwKs8rUYnvkCFDiI6OZuzYsZw8eZJWrVrx22+/5Ux4O3z4cK7llM+cOcPdd9/NyZMnKVeuHG3atGHt2rU0adLEW0+hTDJNk39X7eTof8cJCAmgba/WBIUFFfp1Ek4nMv/DBSz8chlnTsYRGhnCDaOu46ZHelOuUnihX08I4XnuLpTkiQWVRCHRcW40MtA6zq3JgsKJjD/I3dN7IRtkrAZKd+Lr9pLFZZUsWXxp/v1jJ2+N+oQT+8+Nzfbx92HwY30Z8eLgXF9ULsXpE2cYfc1zRB85naukmmExCK8YxvurX6ZKHanhLERJdyDuDF2/cV67HcDHMFh/172E+8tKVSWBNhPRp67CdVKmUCEvoIJu9VRYpY55qjOY+QwXsdbHiPzVI/EUtkJfsjibxWJxuFLa6dOnZbymyOW/jft4qvtLnDyY+/WSmZbJjFe/5/Mnpxfatd67Z1KepBfAtJnERcfz5u0fF9q1hBDeUye8HJ1q1cbiZKVQQylubtxUkt4SRBkh4H8D4CqHsELAjZ4KqXTyvRLXv2ML+F7lqWi8psCJr7MO4vT0dHx9fS85IFF6THl+FrYsE206fs18//4vRB89fcnXiToUzfpfNzpdPMPMMtm2ehcHtsnqSEKUBm9f35M64eWAcyMWs6smtK5chec7dvFSZOJiqeBHQQXjLDFTIU+ijHCPxlTaqKARnKuW4YhGBQ73VDhe4/YY3w8//BCwLwH8xRdfEBwcnLPPZrOxatUqGjVqVPgRihIpPiaBvxdvdlnHVwErZq5m8BP9AEiOT2bBF8tZPHUFcdEJVKwZSe+7u9Htto74+jv/UrVv80GX18m2Z+N+6jSTBTOEKOnKBwbyw9Bbmb9rB3N3bCM6JZlqIWEMbdqc3g0a4ltIdx+PJsSz6cRxlFJcVbU6lc773CvptNaQuRGdtgh0MspSBwIGoCyRXolHWWtC+dnohFfOjjM9+6ZuVEGFjEYF3OSVuEoT5dMcQl5AJ76E/QtG9tASC2CiQl9DWet5L0APcTvxfe+99wD7f5aJEyfmGtbg6+tL7dq1mThxYuFHKEqkhNOJ+SajhsUg7lQ8ADHHTvNox7FEHYrO6SGOj0ngvXsmseCLZby5dCyBIY5vXVp93XsZu9tOCFH8Bfr4MLx5S4Y3b1no5z6dksLTyxaz/MC+nLcxQyl612/IK126EeLnV+jX9CRtJqLP3A+Z68nuYdVoSHoPQl9ABQ7zSlzKWgcV8aW9bFnWITBCwNoEpUpM5dViTwXdCj7N0SnTIONPQIHvNaigESifsjHx3+1M4MCBAwB06dKFefPmUa5cuSILSpR85SqFY1gMp8MPAGw2kwo17L0Lr9/2IdFHYnINi8j++55N+5k4ZipjPr/P4XmaXtMQvwBf0lMznF7LYrXQumvzi3kqQogyJDkjg2Hff8eBuDO5vrubWrNgz26OxMcxa+DQQutV9gYdNxoy/z77U+56rjphHBgVUf5dvREaAMpSFSxVvXb90k75tkT5Fv4XxpKiwF+jVqxYIUmvyFdweBDX9L8q14ptF7JYDK67pQMHtx9hy8od2LKcjNG1mSyZtoozUXH8PmcdL/R9nQeuepqXBr/DX7/9Q0CwP/0euAHlZLKLMhQ9RnWmXMWwwnhqQohSbO7Obew7E+twgQyb1myOOsmifXu8EFnh0Jnbzg4lcFZBwUAnyWRgUXoV+N6vzWZj6tSpLFu2jFOnTmGauZOV5cuXF1pwomS749VhbFq6ldSkNIc9vyNfHkZYZCir563P91xZGVmM6TSOo/8dz+lJ3vvPAf6Y+yft+rTh2W9HE3U4ht9nr8ViNbBlmTl/XtmzNQ98cEdRPEUhRCkze/s2l/sNpZizYxt9GpTMOS06bRm5x3deyISs7WjbKZSlogcjE8IzCpz4jh49mqlTp9K7d2+aNWvmtJdNiOoNqvLBmlf44P7P+XfVzpzt5SqFMWL8EG6853oAlJu1fI/tPQGQk0Rn/7n+101MGz+H52Y+woCHe7Foygpijp2mXOVwuo/oTItOTeR1KoRwS3RKssvpCabWRCUleSyeQqdTsd/sdVUzF9BpnojGdQi205D6PTrzX1AWlG9HCOiFUv6ejUNnQdZ/oDPBehnKKD2THMuiAie+s2bNYvbs2fTq1aso4hGlTK0mNXhnxYsc3nWMkwdOERQaQON2DbBYz42Pa9WlqVvnclYWTZuanz5bzK1jB9H06oY0vbphocQuhCh7KgUFczolxWnyayhF1ZAQj8ZUmJS1AZrMfBoFgsX5gj/aTIK0n8/2HqeBtRkqcAjKWqfQ4tRpi9FxYyAnVoVOWwBJ70C5KSifBoV2LacxaBNSpqCTvwAzu/SmHzrwZlTw45IAl1AFHuPr6+tLvXqlv9yFuHQ7/vyP8Te/RU//YdzV9FEmPvY1+7YcylMLuupllWl3Yxvn44Hd6KxNT0ln9197CyFqIURZNqRp83x7fAc1KcETZQN6nq2X6+yN1QIBg1HKceUKnbkHHdPdPgku4w/I2AApX6NjbkAnf1MoIerMHfYJeGRiLw+kyak/a8aiz9yONpML5Vou40h4CZ34xnlJL0A6pMxCx96G1qlFHoMofAVOfB977DE++OADWQdduPT77LU80uF5/vz5b2yZ9ltqx/47wScPf8W4AW+RlZmVq/0TUx+gTnN7jV3DsL8hZyfCtRpXd+uazibHCSGEu25u3JRGkRUcrgxnKMWVVavR/bKS2/mjVAAq7G3sH/8XVqYw7Lfygx9yeKzW6egzI8E8k73l7J82QKMTX0Gnr7nkGHXylAvOfz6bPRFN++mSr+Myhsx/IfVbJ3tNyNoBKbPsbXUG2jxjHxIhij2lC5jBDhgwgBUrVhAREUHTpk3x8fHJtX/evHmFGqC3ubv2szgnPiaBYTXuJTMj0+H7llJw77sjuWl071zbM9IzWTVnHYu/XsmZqDgq16lIzzu7UqlmJPde/qTLa1qsFr47PpmwSPk3EkJcmvi0NF5YsZQFe//DPPsRaTUMBjRqwrhO1xF4wedeSaQzNqOTP4P0lYAGFQaBQ1FB9zi9ha9Tf0DHu3ovtoBvO4yIKS7a5M+MagM60UULBb4dMSI+v6TruIwhfiykzsH5WGgFRhXwvQLSFgBZoAIgYCAq6F6UpUKRxSYcczdfK/AY3/DwcAYMGHBJwYnSbfHUlfYeXSdfqTTww0cLGPBwr1yTznz9fOh2a0e63doxzzFNr2nErvX/OezVNc6WRZOkVwhRGML8/fmw5408l5TE5qgTGCjaVK1KRECgt0MrNMq3Fcp3Elqn2Se8qVCUcl2bWKevxnVFCBtkrEVrW77ncn2hfMYgo4H0/E+jMyBrF2gTrPVRRpD7MdgO4XoCoAbzOKT9eq6dToWUb+2r4ZWfg7JUcf96wmMKnPhOmXJp3+RE6bdvy0GUUvaVgBzRcGL/KdJTM/APdG8FpGdnPMyjHccSffT0uUluZ3PmOs1qcP/7owohciGEOKdScDA9gut7O4wipZQ/uF0lIXvMrSvZ43EvIfH1aQyZW8gZ15uHBXyaOY9AZ6GTPoWUb0AnnN3qjw4cigp5FKUcrwKaiwrHdZKf7cL99qEYOuFlVLlP87+O8LiLWgcwKyuLpUuXMmnSJBIT7bcjjh8/TlJJLvEiCo2Pr5X8qocpBVYf998YK9aswGeb3mTUy8OoVr8KQeGB1Glakwc+uIP317xKcHgBvskLIYQoMOXTEteJrwJrQ5TKOxREa41O/wPzzAOY0b0wT9+CTpnpcJKaCrwN50kvgIkKGOpwj9YaHfcYJH9yXtILkAYp36Bj77T3BOdDBdxI/kmvMzZIX4a2nbzI40VRKnCP76FDh7jhhhs4fPgw6enpXH/99YSEhPDGG2+Qnp7OxIkTiyJO4WU2m40NC/5h7z8H8PHzoW3vy6nTrKbDtm1vbMNvU1Y4PZdhMbi8a3OsPgV7+YVGhDDsmQEMe0aG2ghRViWmpzN/1w5+27uHlMwMmlSoyC3NW9KsovPyW6KQBAyAxPeADBwnwBoVODLvVm1Dxz9+dljA2V5Um0Jn/g3Jn0PEjNzDAvx7Q/pqSJuH/dZe9rXsx6rQF1FWx58/ZKyG9IVOnoBpX6o59ScIHOj6ufp1AWtz+yS2PAnw+TE5oyFrP1gq59NOeNpFLWBxxRVXsGXLFsqXL5+zfcCAAdx9992FGpwoHnb8+R8vD3qHmGOxWKwWtNZ8+cwMGlxxGX3v70GtJtVpeGW9nPG67ftcQbX6VTh5IMrhmFzTNBnyVH8PPwshREm3N/Y0t8ybzemUFMCeemyPPsWs7f8ysmVrXujYRRarKULKKAfhH6DjHsT+289OCA3ABP/+9uT4QsmTz04A47xjziaOthPoMw9A+e9z/u2UUhD2Gvi1RSd/DVk77dfw7YAKuhPl185pjDplNq6HKBjolJmofBJfpawQ8aW99zjjj7PPUdnPqyJAn3Z5vP0kbgypEB5X4KoO5cuXZ+3atTRs2JCQkBC2bNlC3bp1OXjwIE2aNCHl7BtSaVHWqzoc/e84917+JJlpmXmWpz5f5boV6fdAT67o3oIaDasRcyyWJ69/ieN7T2JYDLSpUYZCKXhk4j3ccMd1HnwWQoiSLtNmo/PXX3IqOQmbk4+tSkHBPN2hI/0aNvZwdGWLztxtT0jTF4POAJ8m9uEJ/r3yfPHQOhN9qgPoM07OZqcivkP5tnZ8PW0Cyq0vNWZMX/uENpcXC8eotCHfc+VcP3OPPfnVmeDTHG2pBzEdcTkcwyiPqrDK4bAPUTSKrKqDaZrYbHm/SR09epSQEryajXBs9ts/kZXhOukFOLn/FJMe+5pJgF+gH4Of6Mvkre+w/peNrP3pLzJSM6jbojY33HkdkVUjPBO8EKLUWLJ/LyeSXJW4gqjkJB5dtIBjCQncf2VbD0VW9iifhqjw14DX8m+ctT/fpBcskPEnOEh8s/vm3O7JNyLI6YF22ibcvXOdpXzqg8+5SY4KMAMGQepsnA15UEH3StJbTBU48e3evTvvv/8+kydPBuwvxqSkJMaNGyfLGJdCy79dXeCFIdJT0pn24hz2bz3EuLmP03Fg+yKKTghRVqw5chirMsjS+b8fvbNuNX0aNKJGWJgHIhOuuXtTOXc7nbHJvlRw+krAhrbWQwWOsNfJdVEqTfn3RWesdXEdA+VoOEYBqdAX0DrpvHHL2UwIugcCR1zyNUTRKHBVh3feeYc1a9bQpEkT0tLSuOWWW6hduzbHjh3jjTfeKIoYhZeYpkl6Sv61Ep1ZM38D63/dVIgRCSHKKptpup1CGUoxe8e/RRqPcJO1Lqj8hgnawKdNzk869Ud07DBIXwFkYZ8othed8AI6bgxau6i2ENAbLJfhuJyaBYzyEOi4IkRBKOWLEf4eqvyPEDQKAvpB0H2oyKUYIWNkrHkxVuAe3+rVq7NlyxZmzZrF1q1bSUpK4s4772T48OEEBMhA7tLEMAwiq0cQczT2os/x46e/0e7GNvk3FEIIF1pXqcrsHdvcamtqOHAmv9vrwhOU8kUHDofkiTju/bWApQ74XgWAtp1Cxz9D7slznDs2fSGkXgOBg51czw8ipqHjRkPmX5zr3zu7iEX4x/ZJeoVE+TRG+ciY8pKkwIkvgNVq5dZbby3sWEQx1OfeHkwdO+vcohEFdGj7kUKOSAhRFvVt0IgJq38nKSMjZxlhZwwFwb6+DvclZWTw0+6d/HsqCh/DoFOtOnSuXQeLcVFl7YUbVPAD6Mxt51VHyB6uYoBRDlXuk3M9pKlzcV3DV6FTvkE5SXwBlCUSVX4GOnOnfewwJvhcDj6tpCdWXFziu2fPHlasWMGpU6fyTHoaO3ZsoQQmiocBD/dk1Zy1HNh2BNNWsLG+AEFhpWeJTyGE9wT4+DD5xv6M/PF70rOyXA57sGlN7/oN82xfdeggDyz4meTMDKxnE93p/26hTng5pva7WcYEFxGlfKHcJEhbiE6ZaV8OWIWiAvpC4BCUcW7Cs87cjutxwRqy9qC1iVLnvqzorH3olO8gaw+oIJR/d/C/QXpjRR4FLmf2+eefc9999xEZGUnlypVzfXtSSrFpU+ka01kWy5mlpaSzd9N+bDaTeq1qA/DVczNZNGUF6an5r3hzvv+9eRuDHu9bBFEKIcqiw/FxvP/nWn7YvdPhfotSNK9UmbmDhmGc9/m0+3QMfWdOI8vBWGGLUlQNCWXxrSPxs15Uf1ChSExPRwMhvr5ltmfSjHsE0n7Dda+vFVVpe87vSCdNRCe9y7n6vWd7lS21UBFfoyxVizpsUQy4m68VOPGtVasW999/P0899dQlB1kSlKXENyszi6/HzebHTxaSmpgGgMVqoeGVl9Hzrq607XU5p0+cYd1PfzP/wwUkxrpeojokIpiv93xESLlgT4QvhChD1h05zEMLfyE2LRWrYaC1xqY17avX4JNefQj3zz3n5KmlvzFv5w6nNYAB3u3ek/6NmhR16Llorflx9y4mb/qLXTHRAFxWLoK7WrdhcNPmZS4B1qk/ouOfcNHCAn5dMMp9am+fttA+ntdZW0tdVOTPuXqHRelUZIlvaGgomzdvpm7dupccZElQVhJf0zR5adA7rP3hL5y9JPyD/Ljr9Vvp98ANZGZksv7XTUx5fhaHdx7N0zaicjjvrHyR6g3km7YQomhk2Gws3reHHdHR+FktdK1zmdOli1tM/IikDOd3rAyluL7uZXzWu19RhevQ66t/Z/KmvzFQZPdFZy+IO7Rpc1697voylfxqnYGO7g5mFI5XX1OoiJko38sBMGP6n13ZzXkqo8p9ifK7tijCFQ5onQXpf4BtP6hA8OuKslQs8usW2QIWgwYNYvHixdx7772XFKAoXjYu3sKa+a5XsklLTufjh77EYrVw4z3X02FAWzoMaMuef/Yz9+2fObb3BKHlQ+h1dzeu7nclhkwWEUIUIV+LhRsbNOLGBo3ybZueleVyv6k1KZmu2xS2v48fY/Kmv+3XPy9xy/7brO3/cv1l9ehSu2x0NMHZ8cARU9Cxo8A8jn3Ygsb+dUChwl7PSXq1GQdZO/I5oxWdvkoSXw/R6WvR8U+CeYpz/3YvogOGokKftf/7elmBE9969erxwgsv8Oeff9K8eXN8fHKvTPLwww8XWnDCcxZ8sQzDYrg1gW3K8zPpMaozPr72f/v6revyzAxnt5qEEML76kWUZ1dMtNN+QYtSNIqMLPB5d0afYkvUSSyGwdU1alItxP07g9O3bsailNPhFxalmLZlc07iq3UW6DRQgaX61r2y1oEKiyHtN3T6CtAZKJ+m9sUrzu851JnundDdduKS6Myt6DN3ca6nPjuf0JA6E63TUOGveym6cwqc+E6ePJng4GB+//13fv/991z7lFKS+JZQJ/ZHuV21IeF0Iv8s28ZVPR2vqy6EEMXNiBateGb5Eqf7Ta0Z2qyF2+c7Eh/Po4sWsOnk8ZxtCuhdvyGvde3utJza+XbEnHI55timNTtjotFZe9FJEyFtIZAJKhQdOAQVdFeh1qQtTpTyhYC+9soPzhjlwah4tnfRmSyUT/NCj0/kpRM/xN7D6+g1rSFtHjrrXpS1tmcDu0CBE98DBw4URRzCy8pVCsMwFKab9XrjYxKKOCIhhCg8NzdpxtID+1h+YH+uj2VDKUytebpDR+qEu5dEnk5JYfDcmcSkpOTaroEFe//jZFISM28enG9t4ECf/JPjyyOj0DE3AZnk9KTpBEj+Cp22CCK+Q1nKuxV3aaOUAYG3na3o4OizywAVBAG9PB1amaPNhLN1ml3lEBZI+xmCH/JUWA5d0r0SrbXTiVCiZOl2aye3k16AyrWdD1TfuGQLz/Z+jT4ht9In9DbG9n+DLb9vL4wwhRDCbVpr1h45zH2//kTXb77icHw8HWrWolJQUE6blpUqM6l3P+6+/Eq3zztt62aiU1Ic9taaWvP3iWOsPJh/J1HPevVROJ+4ZlWaV9ssADLIO9HLBrZj6ETv3zr2qqBR4Nvh7A/n/y4tgNW+UpuSVWWLnJmA66QXQNnHZXvZRSW+33zzDc2bNycgIICAgABatGjBtGnTCjs24UHXDmxH3Ra1UIbr2cNKKarUrUTTa/IWhweY8er3PN3jFTYu3kJacjppSWlsWLCJx7uMZ94HvxZF6EIIkYfWmlf+WMmt8+ewdP9ejiTEsyf2NGuOHCYlM5Np/Qey9d6H+H7wLVx/Wb0CnXvujm0uV4+zKMW8XflNuoLBTZoT5u+HxUHVBkMprqt2glBrLM5r2tog7ddikUx4i1K+qHITUaEvgbU+YAUVAgE3oyJ/QPm193aIZYOlPJDfHQwbylLdE9G4VODE99133+W+++6jV69ezJ49m9mzZ3PDDTdw77338t577xVFjMIDfP18eGvZONp0b+m0jTIUylCM/uxuhxUbtq3eydQXZgHkGi9sy7L//bNHp7J3swyVEUIUvR927WTKZvuCSuf3zJpak5yZySOLfsXnIivPnElLdbnfpjXRycn5nqdcQAAzbhpM+QD7CpdWw8B6dtJamJ8fz7evgr3n0pUsyDroRtRFR2uNTluCGTsCM6oN5qn2mPFj0Vl7PXJ9pXxQgUMxIn/BqLwDo9JGjLBXUNaCfaERF0+pAPDvg+vXqwUCPFsu0JECj/H96KOP+OyzzxgxYkTOtr59+9K0aVPGjx/Po48+WqgBCs8JLR/ChAXPcXjXMRZ8vpQ/vv+TU4djcvbXa1WHe94eQcvOTR0e/8Mnv2GxGjmJ7oUsVoOfPl3EmMlSCk8IUbQ+/+evnHq4FzK15nRqKr/u2c1NjR2/n7lSKTiEg3FnnO63KEV1N+u+N46swKpRd/Pb3v/48+gRNHBl1Wr0qt8Av/SZ6EQ3Jh0rPzcjL3xaa3TCOEidRc7KaRpInYNOnQvlPkX5dfZafMJzVMjD6IzfwTyDoxrMKuTxXMtTe0uBE98TJ05w9dVX59l+9dVXc+LEiUIJSnhXzUbVuPed27n3nds5svsYp4+foVzlcGo1dn2LYsfa3U6TXrD3/G5fu7uwwxVCiFySMzLYFRPjso1FKdYfO3pRie+wZs15ffUqpyMabVozqEkzt8/na7HQt2Fj+jZsnGu7pjMkvur6YKMKWBu4fa1Cl/bz2aQXcic7NkChzzwEFf9AGeGej014lLJUgfJz0AmvQvpycoboWKqhgh9GBQzwanzZCnyfp169esyePTvP9u+++4769esXSlCi+KjRsBqtujTLN+kFsPrkd0sOfNxoI4Qo27TWrD96hBn/buGHXTs4k+p6aMGFinqls1uataReRHmHY3MV9klr7arXuOTrKGtN8O+Jq49qFXwfSnnvfVUnT8V5fBrIgNR5ngtIeJWyVMMo9ymqwh+oiBmo8j+gIpcVm6QXLqLH98UXX2TIkCGsWrWKa665BoA1a9awbNkyhwmxKDva3XgFP37ym9N6wIbFoN2NV7g8R2pyGitnreHAv4fxC/Tj6n5X0uiqemVqyU4hyrJ/ThxnzOKFHIqPy9lmNQxub9map67piNWNcbmBPj40ioxkd0yMy17ZttUubqJNkK8v3w0cwriVy1mwZ3fOGOIAqw8jWrZiTLtrCu09S4W+hjZTIGMl9qEE2auYmRD0AAQMueRraFs0ZG4EbYJvS5SlmnvHaRtkbcu/XcZmVFC+zUQpoiwVwFLB22E4pPRF1CPbuHEj7733Hjt37gSgcePGPPbYY7RuXfoWNHB37WcBR/ec4O7mY7BlZnHhq0oZCh8/H6bu/pAK1R3XnFz701+8fttHpCamYvWxoLXGlmXSsnMTxs59nNCIEA88CyGEt+yMieam774l07TlqZqggKHNWvDqdde7da75O3fw2JKFDvcZSlHO35/Vo/6Hn7XA/T+5RKckszM6GouhaFWpCkFuLFxRUFpryNyCTvsZzHiwVEcF3IyyXlqvsjaT0QkvQtpPnKscocDvOlTYq/mOx9TaREc1wXnVCQAD/HtihOee/K6z9qJTvoOs3faV6Py6Q0AvlPK/lKckyjB387WLSnzLEkl8C2b9rxt5adA7ZGZkoc/WBVaGws/fl5d+eorW1zleQWfn+j080uF5tGnmSZoNi0HjtvV574+XpedXiFLsvl9/ZOn+fS5XM1s+4g5qu7HQRHY5symbN+VaFthQimAfX74ZMJAWlSoXVugljtZZ6NjbIPMf8iauFrDUQpX/HmW47qo1Y0dCxnocTWbKpkJfRQUOOnftpEnopHfImQyXPQ3RqIaK+No+xEOIAnI3X7uor7o2m4358+fn9Pg2adKEfv36Yb3Eb86i5Gvbuw3T9n/Cwi+Ws3XVdpRStLquOTfc0YXwCmFOj/v2te8B8iS9YC+Ntn3tbrau2kHLTgWfiCKEKP6SMjJYsn9fvvVxf9y9k9Ft806wvpBSiuev7Uy3OpcxbetmdsScIsDqQ896DRjWrAUVgsr4vff0JfbhDQ7ZwHYAUr+HoBFO2tipoLvQGWud7LWAEQYBN+Zs0WmLzia9Z69j32r/wzyJPnMXRC706rhlUboVOFPdvn07ffv25eTJkzRsaF/E4I033qBChQr8/PPPNGvm/kxWUXpordm5fg+blmzFtJk0bt+AYc8OcFjv90IZ6Zms/3VTTg+xIxarhT/m/imJrxClVHx6msukF+zJbGwBJroppWhfoybta0gP4oV0yvfYJ6U5H6agU+eg8kt8/TpAyLPoxAlnz5edzCpQIahyX+VaOU0nTXZxXRvYDkL6KvDvUpCnI4TbCpz43nXXXTRt2pS///6bcuXst5vOnDnDyJEj+d///sfatc6++YnSKuZ4LC/e/Da71u/BsBoo7KXLql5WifHzn6ROM9cfOhmpGS6TXgCNJiWpYDO7hRAlR4R/AD6GQabpPBEztaZKsIz1LxRmFK7H5mqwnXLrVCpoJPh1QKfMhMx/Qfmh/LpCwACUce5OnzYTIevffM5mRWesQkniK4pIgRPfzZs350p6AcqVK8err77KlVe6v9a5KB0y0jJ4ouuLnNh3EgDzvDq+Jw9G81jncUze+g6RVZ1PkggMDSAsMoT4mESnbbSpqdnQvZnGQojiT2vNntjTJKSnUyM0jErBwfRr2Jj5u3a4HOM7oFETD0ZZihmVgT04T34VWCq5fTplrYcKfSGfVlnunUy72U6Ii1DgOr4NGjQgKioqz/ZTp05Rr54sD1jWrPxuLUd3H3e4cIVpM0mOT+HnTxe5PIdhGPS5rweGxfnL0TAU3Ud2vtRwhRDFwKJ9e7h+2hRumPE1g+fO4uqvJnHHj/Po36gxoX5+DuvjAjx8VXsqBQd7ONrSSQXejOseX1ABg1zuL/hFw8Gomk+jLJSP40nQQhSGAie+EyZM4OGHH2bu3LkcPXqUo0ePMnfuXB555BHeeOMNEhISch6i9FsxazXKcF5pwbSZLJ2+Kt/zDHq8L3Wa18yT/Bpnz/3Ah3cSUTn/mdxCiOJt7o5t3PfrTxw4b8lfDfxx+CD3L/iZD264Mc+Y3PIBgYzvdB0PXdXOw9GWYn7dwOdKHKcBFrBeBgE353sabYtGJ32CeXogZkxfzPjx6EzHK3Qqpc6OGXb2maFABYP/jU72C3HpClzO7PzJStmlpbJPcf7PSilsNuflTUoKT5Yz2/vPAX6ZtIRDO44QFBpIx0Ht6TS4PX4B3luHPT8Ptn2a3X/tc9kmKDyQH2K/zrNda83efw5wZPdxAkMCaHDlZXz/zs/8MnkpKQkpADS8sh7Dn7+Z9n1cL3whhCj+kjMyaPvFRFKyMh3utyhF1zqXMfHGfhyJj2f/mVgCfX1oVakKPhaZ5V/Y7HV8Xz5bxzd7eIECv+tRYS+jDNedDTrjL3sVBp3Oud5jC2CiQp5zODFO6yx03EOQvozck9wsgAVVbjLKL/+qHUJcqMjKma1YseKSAhN5aa358pkZfPfmj1isBrYsE2Uo1i/YxPSX5/L28nFUrFk8V0Cp3rAqe/854HCoA9hr+FarVyXP9j2b9vPOnZ+yb8uhnG0BIf7c8sxNzIn6gjMn4/AN8KVcRecl0IQQJcvCvf85TXrBvpra0gP7OJ2SQo2wMGqEyf//oqSMIFT462jbE5D5N6DBpyXKkvc9+0LajEOf+d8FSS9kV3XQia+ATyOU71W5r6msEP4xpP6ATpkOWXtB+YF/T1TQSJT1ssJ7gkI4UODEt1OnTkURR5m2aOpKvnvzR4CcBDK7ysGpw9E83+d1Jm1+u1gu3tD77utZNv0Pp/u1qelzb/dc2w5uP8KYTmPJSMv9AZiamMaXz35LSmIqd7x6S5HEK4TwniMJ8VgNg6x8KjecTEqkfGCgByMrW7Q20emrztbxDUL5X4fy71Gwk6TOA50CTheFtqCTp+RJfAF7jd7Am8+OMxbCsy5qxYm0tDS2bt3KqVOnMC94A+vbt2+hBFZWaK357o35KOV48QZblsmBfw+zecU2p6ueeVOzDo3odXc3Fny+NM8+ZShadm5Kt9s65to+dewsMtIyMW2OP/xmvfEDfR+4wWUlCCFEyRPuH4Atn9KF2e1E0TDTV0PcQ6CTc7bp5HfRPq1R5SahjHC3zqPT1+E86QWwQfqaS4pViKJQ4MT3t99+Y8SIEcTExOTZV1rG9XrS6eOxHP3vhMs2FquFvxdtKRaJb0JsIku+/p3/Nu7D6mvlyh6tuP+DUdRsVI057/zE6eP2CStBYYH0ua8Ht40bhNXn3MssKS6ZtT/+5bJurwKWz/iDwU/0K+qnI4TwoF71GvDqHysdfskH+3LCLSpVpposD18kzPRNcOZOHCasmf+gTw+DyF/cXDXNdUUIuwJNIRLCIwqc+D700EMMGjSIsWPHUqmS+zX+hGPOxsbmosCW5f0vFGt/+otXh71PZlomylAoBYunrqRSrQq8vuh5+j/ck2N7TmLLslGtfhV8/XzynCM+JiHfxSoMi0HsiTNO92ekZ3Jw22F7bd8m1QkI8r/k5yaEKHqVgoO5vWVrpmzelGdf9kCux9pf49mgypL4J3CZjNr2odN+RwVcl++plG8bdMYanCfAFvBtczFRClGkCpz4RkVFMWbMGEl6C0lktQjCK4YRdyreaRtbpo3Gbet7MKq89m4+wEsD37H36GvQtnNvntFHT/NEt5eYuvsDajZyvchEWGQoylAuk1+bzSSiSt7ZxLYsG9++Oo95H/xKUpz9Np1/sD997rmekS8Pxdff9yKfnRDCU57t0AlDKb7e8g8208RQCpvWhPv7M6Frd66pUcvbIZZK2hYF5pH8G6Z8DW4kvgQMgqRPgUwcJ9M2+4puQhQzBa7jO3DgQFauXFkEoZRNFquF/g/2dDpxzbAYhFcM4+r+3l0Vb+67P2PPePPuM20mMUdPs/K7/JerDg4P4pp+V7pcrALguuHX5vpZa81rt7zPtJfm5CS9AGlJaXz/3i8813sCWZmy2o8QxZ3FMHju2s6sveMeXrnueh6/ugOf9OrDujvvpftl3v2CX6pluS47mcN0c5liSwVU+AdklyE75+zfg+5H+XUuQIBCeEaBe3w//vhjBg0axB9//EHz5s3x8cl9O/vhhx8utODKisFP9mXbml38vWhzrt5Qw2rg6+fDiz88iY9v3mEDnrT2x79cDstQhmLtj3/RY2T+66uPfHkofy/e4nSC27CnB+SZ2Pb3os2smvunw/OZpmbzim0s/3Y13W/vnO/1hRDeFxkYyLBmLbwdRqmitQ10EqgAlLrgDphyc8Kgxf3Smcq/K0T+bC9LlrYcyASfVqjAESg/WWxEFE8FTnxnzpzJ4sWL8ff3Z+XKlbl6KpVSkvheBB9fH175+WmWTFvFT5/+xpFdxwgI9qfL0A70f7gnVep4f1hJZprz2ptgL1uWkZrh1rlqNanBe3+8zLt3TWTPpv052wNDA7nl2ZsY/ETeyiC/fr40p8axI8pQ/Dp5iSS+QgiXkjIyWHXoIIkZ6dQJL8eVVasVy1KRBaHNWHTSZEidbU98saL9e6KC7kX5nO1F92kGKvBsCTIXgu4t0LWV9TJU6DgIHXdxwQvhYQVOfJ977jlefPFFnn766VyruIlLY7FauGFUF24YlX+PaWFJT01n1Zw/2bflIH4Bvlzd70oaXlnPYds6zWuyd/NBp2NzDYvBZa1qu33teq3q8Onfb7B38wGO7j5OQEgArbo0dbpK3bE9J1z2OGtTc3xflNvXF0KULabWfLzhTyZt3EBq1rlhUbXDw3mz2w1cUdX1/ITiStui0bGDwXaS7MUjIAvSFqDTFkPE1yjfy1HKBx30ICS96fxklgYYsmqaKOUKnPhmZGQwZMgQSXpLuA0L/+G14e+THJeCxccCWvPta/No2aUpY+c8RmhESK72/R7sydt3fOr0fFprev/v+gLHUa9VHeq1qpNvu7DIUJRSuFphOyQiuMDXF0KUDW+vXc3EjRvybD8cH8+t8+cwZ9Awmlf0/t21gtKJr1+Q9GazARodNwYqLEcpAxV0J9o8DSlf5j2RtQlEfOeBiIXwrgJnr7fffjvffSf/OUqy/zbuY2y/N0iJTwXsVSOye1P/XbWTF/q8nifBvH5EJzoOag8Kzr8rmD1J7YEP7qBK3aL70Og6/FqXSa8yFN1HyKqCQoi8opKSmLzpL4f7TK2xmSbvrF3t4agunTZjIW0BeZPebCaYxyHDvpCEUgoj9ClU5DIIvAf8rgP/myBiHkbkDxiG4ztuQpQmBe7xtdlsvPnmmyxatIgWLVrkmdz27rvvFlpwomjMnDAfrbXDRNK0mexY91+eleIMw+DZb0fTqksz5n3wK0d3HwegZacmDH6yP1d0b1mkMV93SwfmvP0Tx/edzDPkwWK1V77odXe3Io1BCFEy/bJnt8v9Nq354/BBTqeklKylkrMO4DzpzWaBrP/A71ylHGWtAYEDIXMrYIClclFGKUSxUuDE999//6V169YAbNu2Lde+kj5BoCzIysxi7Y9/OV0uGOzjjVfNWZdnpTiLxUKfe7vT597upKemY7Facq3KVpT8Avx4a/l4Xh78LtvX7LIPtVH2RL120xqM+/4JQsuH5H8iIUSZE5OSjEUpTBd3jTQQm5pashJftyo1mMC5nlxti0LHPwsZf5zXxoL26wFBI1CWaihLyRvyIYS7Cpy1rFixoijiEB6Sme64hNj5tNakJqW5bONsElpRKl+lHO//8TJ7Nu1n84rtaNOk6TWNaNK+gXzpEkI4VTk4mCzT9fueoRQVgkpQ0gtgbQhGZTBPum7nb580rc0EdOwtYDt+QQMbpC+A9AVoQPtejQp5HOXTrEjCFsKbLqm77ujRowBUr169UIIRRc8/yD/fleIAqjeo6qGICq7+5XWpf3ldb4chhCgh+jRoxKt//O40+bUoRdc6lxHu72at22JCKQsE349OGOukhQH+N6IsZytWpMwE2zGcLzN8Vsaf6NNDIWI6yrdVIUYshPcVeHKbaZq89NJLhIWFUatWLWrVqkV4eDgvv/wyZj7fqIX3KaXoe18PDMN1D+kNd3iurJoQQhSliIBAxrS7xuE+i1L4Wa081r6Dh6MqJAFDIOhBQHFuFbWzfVp+nVFhr+Q01alzyTfphbNtstAJz7ucVCxESXRRdXy//PJLXn/9da65xv5Gsnr1asaPH09aWhqvvvpqoQcpCtfAx25k7U9/sX/roVzDHrJXjbv3nduJrFbeixEKIUoLU2s2njhGVFISkYFBXFm1GhYvlMO8p82VBPv68v76tcSmpuZsb1GpMq9cdz31y5fM9zylFCrkYXTATejUeWA7CkY4KuBGlM8FK+OZMQU4s2mfFJe1DXya599ciBJC6QJ+natatSoTJ06kb9/cq2v9+OOP3H///Rw7dqxQA/S2hIQEwsLCiI+PJzQ01NvhFJqUxFSmvTiHBV8sJSXB/iFQr3UdbnnuZq69qe1FnfPkwVP8/Oki1vz4F5npmTRuW5++D9xAi45NCjN0IUQJseLgfsatXMbRhIScbRWDgnju2s70adDIKzFl2mxsPHGcpIx0aoeXo15EyUx4L4YZ3QNsBwp0jAp7DxXQu4giEqLwuJuvFTjx9ff3Z+vWrTRo0CDX9t27d9OqVStSz/smXRqU1sQ3W0Z6JqePxeIb4Ev5KuUu+jyblv3LC31fJysjK6cXOXuJ4eHP3czIl4cWVshCiBJg5cED3PnTPMBeMeFC73bvRf9GjT0bVBmnk79AJ76F438Rx1S5L1HnlUITorhyN18r8P2mli1b8vHHH+fZ/vHHH9OyZdHWchWFz9fPhyp1K11S0pt4Jolx/d/IUzEiu97ujFe/Z+1PjovHCyFKH601L61abv+7kzav/LGCTFt+NWhFoQoYCpZa2McBu0GFge/F3QEUorgqcOL75ptv8tVXX9GkSRPuvPNO7rzzTpo0acLUqVN56623iiLGXD755BNq166Nv78/bdu2ZcOGvEtQnm/OnDk0atQIf39/mjdvzoIFC4o8xrJm8dSVpKdkoE3HH3GGxeD7937xcFRCCG/ZeiqKg3FxLvsVY1NTWXPksMdiEqCMYFTETPDrgn0yXD7tgx9CKd+iD0wIDypw4tupUyf+++8/BgwYQFxcHHFxcdx0003s3r2ba68t2tsh3333HWPGjGHcuHFs2rSJli1b0qNHD06dOuWw/dq1axk2bBh33nkn//zzD/3796d///55Ft4Ql+bfP3bg6taZaTPZvmaXzA4Woow4lZTkVruoZPfaicKjLOUxyn2KqrASwj4C/37Y57mr8/70QQU/DoG3eTPUfOnM/zDjnsGMugLzZAvM04PRqT+jtVSYEs4VeIyvN7Vt25Yrr7wyZ6iFaZrUqFGDhx56iKeffjpP+yFDhpCcnMwvv5zrbWzXrh2tWrVi4sSJbl2ztI/xLQzjb36LtT/85TKxtVgNFqbPkoUmhCgDtpw8wYDZ3+bb7su+A+hSW2pye5s24yBtIdp2yr5qm/8NKCPc22G5pNNWoOMewN7pkj1kxgBM8O+LCnsTpTxfPUR4T6GP8d2zZw/Dhg0j4bzZudni4+O55ZZb2L9//8VF64aMjAw2btxIt27dcrYZhkG3bt1Yt26dw2PWrVuXqz1Ajx49nLYHSE9PJyEhIddDuNayU1OX+w2LQYuOTSTpFaKMaFGpMrXCwl3eTI/wD6BDjVoei0k4p4xwVOAwjJDRqMChxT/pNePRcaOxJ7znjxM/29Ob9hOkzvVCZKIkcDvxfeutt6hRo4bDLDosLIwaNWoU6RjfmJgYbDYblSrlXkO8UqVKnDzpeLnGkydPFqg9wIQJEwgLC8t51KhR49KDL+WuH9GJgBB/p4timDaTm8f08XBUQghvUUoxtpN9ERxnye9z13bGx+LmJKsLaK1Jy8qU4VNlVeoPQDrOh9gpdPLXnotHlChuJ76///47gwYNcrp/8ODBLF++vFCC8qZnnnmG+Pj4nMeRI0e8HVKxFxwexCs/P4NvgC+G5dxLymK1/33ky0Np2+vyizp3ckIKP09czIf3f87Ex77m3z92yoedECVAl9p1mXxjf6qG5O4sqRAYxLvdezGgccHrex9LTGDcymU0n/gRTT79kJaTPublVSs4JWOFSzyt09G2E2gzMf+2mVtxPTlPg20PWmcUWnyi9HB75bbDhw9TsWJFp/sjIyOLNEmMjIzEYrEQFRWVa3tUVBSVK1d2eEzlypUL1B7Az88PPz+/Sw+4jGl+bWOm7PqAXycvZe2Pf5GRlknjdvXpe38PGl1V/6LO+ce89bwx4iPSU9OxWC2g4fv3fqFJ+wa89ONThEXKmGshirOudS+jS526/HXsKCeSkogMDKRd9RpYL2Lltv1nYhk4ZyaJ6enYzn75TcrI4Jst//DLf7uZN/gWqsk8jBJH22LQSR9D6jwgDVBo32vtFSV8nZVItZB/VQrlRhtRFrn97hMWFsa+ffuc7t+7d2+RTv7y9fWlTZs2LFu2LGebaZosW7aM9u3bOzymffv2udoDLFmyxGl7cWkiq5Xn9heHMGnz20zZ9QFPTn3wopPeHet288qQd8lIzbB/ec+0Ycuyj+XatWEvz984QXp+hSgBDKVoW70G/Rs1pkPNWheV9AKMWbwwV9KbzaY1sakpPLNsUWGEKzxI26LQp2+G1O+wJ70AGjLWoGOHodP/cHicfUENVzWgLeDbFqV8CjliURq4/Q7UsWNHPvroI6f7P/zwwyIvZzZmzBg+//xzvv76a3bu3Ml9991HcnIyo0aNAmDEiBE888wzOe1Hjx7Nb7/9xjvvvMOuXbsYP348f//9Nw8++GCRxiku3cwJ8wEcJremzWTXhr38s1zK0glRFuyMPsXWqJN5kt5sNq1ZfeQwh+LiPBuYuCQ68S0wT5E3ibVPWtNxj6N1Zt4D/XuAURnnC3HYUEF3F2qsovRwO/F95plnWLhwIQMHDmTDhg05Y2DXr1/PzTffzKJFi3IlnUVhyJAhvP3224wdO5ZWrVqxefNmfvvtt5wJbIcPH+bEiRM57a+++mq+/fZbJk+eTMuWLZk7dy4//PADzZo1K9I4xaXJSM9k/YJNuVaBu5DFamH1vPUejEoI4S07Y6Ldarf7tHvthPfZS6gtwHnPrQZ9BtLzzh1SyhcV8RUYEdlbzv5pHwKhQp6XZZaFU26P8W3dujVz587ljjvuYP78+bn2lS9fntmzZ3P55Rc3gakgHnzwQac9titXrsyzbdCgQS4n5YniJzPN+SpwObQmLTnNdRshhFsS0tP5+b9dHDhzhhA/X3rVa0j98uW9HVYOP4t7H1XuthPFgO0IkJVPIytkOR5iqaz1IHIxpP2MTlsGpIG1ib0cm7VOYUcrSpECvUvceOONHDp0iN9++429e/eitaZBgwZ0796dwMDAoopRlDEBIQGUqxTGmah4p21MranZuLoHoxKidPp+53aeX76UDFsWFsNAa80H69fRq14D3u5+A/5W74+TvKZmTXwMg0zT+V2gQB8frqwm7wklhnInZzBdtlNGEAQORQUOLby4RKlX4K/HAQEBDBgwoChiEQKwL0zS574eTHtpjtOeX8Ni0GNkZ88GJkQps/zAfp5Y8lvOz1nnJZa/7duDsUTxYc8bvRFaLuH+AQxv3pKvt/zjtHLrna3bEOhTsCTdZpokZ2YS6ONz0ZPuxEWy1AVLbbAdwnk9Xg1+3ZzsE+LiyP90kUNrzX8b97F+wSb2bTno1aoJAx/rQ4M2l+WqCwzk/PzwJ3dTrlK4FyITovT4YP1aDCcrKppa88ue3ew/E+vhqBx7pkMnbmzQCACrMjCUwnI29sFNmvHwVe5X64lOSeblVStoNekTWk36mKaffsATS34rNs+1LFBKoYIfxnnSa4B/P5RVevFF4VJaakK55O7azyXd+l83MvGxrzn637nJgXWa1+SBD+6gZWfXSxIXldTkNGZNmM/PExeTGGsvUN/0mobc8uzNXNWztVdiEqK0OJ6YQIcpn7tsY1GKR9tdw/1XtvVQVPn791QU83duJzolmcrBIdzcuCmNIiu4ffyJxERunvMt0cnJuapEWJTCz2pl1s1DaFaxkosziMKkk79BJ76OfZKbBXsibAO/nqjwN1FK6uoL97ibr0nim4+ykPiu/fEvxt9kX276/JeDMhSGoXh90Qu06uK9Shi2LBtx0Qn4+vsQUi7Ya3EIUZrsOX2aHjOmumzjYxjc2foKnrym9MyQv/eXH1l2YJ/D0mgWpagVFs6S20ahnPSEi8KnzVhI/RFtOwwqDOXfG+VzcTXgRdnlbr4mU2DLOJvNxocPfI5G57njpE2NCXz80Jd8/u+7XvsgsFgtlK9SzivXFqK0qhISgq/FQobN+UIAmabJZRERebavOXKILzb9zZ9Hj6CBNlWqckfrNnStc1kRRnzpopKSWLJ/r9Ob6zat2R93hr+OH+MqmSjnMcqIgKBRss6a8Ai3Et+EhAS3T1hae0VLq83Lt3H6+Bmn+7WpObTjKHs27adBm9wfaklxyfz5y0aS4pKpVr8Kl3drjsXirKC4EKI4Cfb1pX/Dxny/c7vD3k8FBPr40qteg1zbv9j0N6+t/h2LUjnHbTh2lHVHj/DQVe14tN01ngj/ouyJPe006c2mgF0x0ZL4ClFKuZX4hoeH59vbp7VGKYXNRe+BKH6ij5x2u1124muaJt+Mm83st38kMz0LpRRaa8IrhnHLczfR7daOMiRBiBLgsas7sPrIIaKSknIlv8bZ/9NvdOtBwHmVEnZEn+K11b8D5Gqf/fePNvxJ++o1aVe9hoeeQcH4W/P/yNMu2mmdCimz0CkzwXYcjBAIGIAKHIGyVC7kaIUQRcGtxHfFihVFHYfwkrAK7vXQh1cMy/n7l0/PYPbbP+X8nD0uOO5UPJ+OnsKkx77muluu5X9v3UZ4hbA85xJCFA8VAoOYP2Q47/+5lnk7d5Busy8ocEWVajzctj1X16iZq/20rZtz9fReyKIU07b+47XENzUzk59272TdsSNoDVdUrcaARk0I9vUFoEWlypTzD+BMWqrTcxhK0bl23gUQtJmEjr0VsnZmbwHzNCRPQafMhfLf2hdVEEIUazK5LR+lfXJbRnomQ6veTeKZZKdtKtaqwLR9H2MYBjHHYxle6z6XywkDGFaDyrUq8NGfEwgtH1LYYQshCllqZiankpMJ9vWlvJMFiXpMn8qeWNd3iSoFBbPuznuKIkSXtkSd5I4fv+dMWlpOiTatNUG+vnx+Y3/ank3Gv/xnI6/+sdLhOQwUg5s247Wu3fPsM+PHQep3gKP3PgtYaqEiF8qkOCG8xN187aLr+KakpLBr1y62bt2a6yFKFl8/H+56/VaXbe556zaMs8XdV81Z51Z9XzPL5OTBaGa/9WOhxCmEKFoBPj7UCg93mvQC+Loxht+dNoUtJiWF2+fPJT49HbDXIDa1RgMpmZnc8dM8jibYV4K8o9Xl/K/NlYC9h9pyXj3gHvXqMa7TdXnOr80kSP0ex0kvgA1s+yHzr8J+akKIQlbgqg7R0dGMGjWKhQsXOtwvY3yLP601u//ay7bVu1BK0eq6Zjwy8X98/tR0kuNTctqFRYZw/wd30HHgucLw8dEJWCwGWWb+/86mzeTXyUu547VbchJngKP/HefY3pMEhQXSuF19mRAnRAnRtc5l7IyJxnQx1KFbXc9Xdvhu+1aSMjMcxmVqTYbNxvStm3m6QyeUUjx9TUeGNm3O3B3bOZ6YQERAIP0aNaa5s/q9WXuBjHyiMCDzX/C9KtdWbYuG1LnojM2grCi/a8G/j325XSGExxU48X3kkUeIi4tj/fr1dO7cmfnz5xMVFcUrr7zCO++8UxQxikJ08uApXh78Lv/9vQ/DUGjslRuaX9uYzza9xb7NBzgTFU+F6uW5okdLrD65XyIVa0aSleX+l5ukuGRSk9IICg3kwL+H+PCBL9i2elfO/vJVyzHy5WHcMKpLYT1FIUQRuaV5C77452/SsrLyJJkKsBgGt7Vo5fG4Fu3b6zQZB/vku9/27eHpDp1yttUOL8fjV3dw7wLK3S/nud8vddoidNwY7IszmIBCpy+BxPcg4iuUj3cWBxKiLCtw4rt8+XJ+/PFHrrjiCgzDoFatWlx//fWEhoYyYcIEevfuXRRxikKQeCaJMZ3GEnvCXr7MNM99UOxYt5vner3KpxvfxD/Q+Uo5nQZfzSePTCEzLdOta1p8LPgH+nFoxxFGX/M86am5e01OHz/DO3d+SkpCCjeNlteOEMVZxaBgvup7E3f+NJ+UTPv/ZQ0oFL4WC5/17kvtcM/X3E7PynKjzSXcjbQ2BFUOtPPSj2CC37lEWmfuRMc9Yt+eU0Tt7J86Hh07CiosQxkyB0IITyrwGN/k5GQqVqwIQLly5YiOjgagefPmbNq0qXCjE4Vq4RfLiDkWiy0r7zg1W5bJkd3HWf7tapfnCA4P4n9v3ubW9SxWg86Dr8ZitfDFMzNIT81wOinui6enkxTnfIKdEKJ4uKpadVaPuptnr+1M59p16VK7Do9ffQ2rR93tsBrCxdp9OoaPNqzjjTWrmL9zB2lZzr9sN69YKWecriMWpWh29nPLFW2LRqevQWf8hdbnvqQr5YsKutPFkRbw7YiynhvmoZO/zv6bg/Ym6HhInZ9vTEKIwlXgHt+GDRuye/duateuTcuWLZk0aRK1a9dm4sSJVKlSpShiFIVkyTe/o03ntwOVUiyd/ju97urq8jz9H+xJUGggXz3/LTFHYx22MQyFxWpl6NMDiIuOZ/0vm1xOisvKsLHyu7XceM/17j0ZIYTXhPn7c2frNtzZuk2hnzs5I4NHFi1g2YF9WJRCKUWWaTL+92W8270XXR2MIb61RSvm7drh9Jw2rRnRorXT/doWg054GdIXkTOBTYVC0J0QdA9KGRB0F9gOQ+pswIJ9+IJhb29tigq/YKhf+rKzbZzT6ctRQSNcthFCFK4C9/iOHj2aEydOADBu3DgWLlxIzZo1+fDDD3nttdcKPUBReBJiE13u11oTf8r1Kn3RR0+zYtYaLD4W3vvjZd5eMZ7mHZuAAmUoDKv9JRVRNYI3lrxA7aY1iD0Rl28lCMNqEH0kpmBPSAhR6jy48GdWHNwP2BPWLNOeiCZlZHDPrz+y6cTxPMe0qlyFh6+yT8I1zuv5zf77qFaX06FmLYfX02YcOnYIpC8mV9UGnYBOeg+d8CIAShkYYa+gImZDwE3g2xb8uqPCP0WVn4UyLqxZnt9wMA06vwlzQojCVuAe31tvPVf6qk2bNhw6dIhdu3ZRs2ZNIiMjCzU4Ubiq1KlEXFR8rrG95zMsBlXrO159KPFMEu/fO5k/5v6Zk8QqpbhmwJWMn/c4SWfsyxdnpGZQp0UtrujRMqdaQ2hk/mPYTJuZa5EMIUTZsyXqJL8fOuhwn8beU/Pxhj/5qt9NAGyNOsnGE8cxFPSs34AmFSowedPfOclx0woVubN1G/o0aOS0vq5Ongq2YzgtVZY6E9OnOaSvhIw/7dt826GCH0b5Xun8yVibny1v5qwEmgV8Wjg/3sN01mF0ynRI+xV0KljrowKHg39vlNuT+4Qo/gqc+J5Pa01AQACXX355YcUjilDve65n+9rdTvebNpNed3XLsz0jPZMnu73E/q2HcvXcaq1Z++PfHN/7Ih+ue9Xp5LTIqhG07NyUf//Y6XSMr2EoOg1u73CfEKJsWLhnN1ZlkKUdv0/YtOb3Qwf473QMTyz5jX9PReUsr6yB9tVrMLF3P8L9/dFa4+NOqUSni1JkMyDhWc4NbwDSl6HTF0PIc6ig2x0epYJuQ8etd3FeExU4LP/4PEBn/I2OvRN7ybazzzFzCzr+H0hbAuHvS/IrSo2LWsDiyy+/pFmzZvj7++Pv70+zZs344osvCjs2Uci6DL2GVl2aYRh5ez6UUlzd70ra9s77JWbFzNXs/eeAw6TVtJns33qIZTNWEx+TwN7NBzh1ODpPO3stX4VycG2AQY/3I6Ky52eDCyGKj8SMDHtdNBc0MGL+XHZEnwLIWagCYMOxowyfNxubabqV9Gptsy877FL2+97543Xtf9eJr6Iztzs+zO96CLjl7A/nf9RaAIUKfRFldTz8wpO0TkefuR9IJ/dzPPu80xdDyjdeiEyIolHgxHfs2LGMHj2aPn36MGfOHObMmUOfPn149NFHGTt2bFHEKAqJ1cfKK788zYDRvfEPOleyLDA0kGHPDOCF2WNyLTSRbdGUFU4TVgAUfPHUNAZVvov7Ln+S4bXv5+FrnmPzim05C5o0adeA1xY+R8UauYfD+AX4MmL8YEa9MrRwnqQQosSqE17OZT1esK8MdyolGZuDdjat2RN7mp//2+XgyLyUsoC6lIUkLOjk6U72aVToOFTYe2eHNFgAH/DrhIqYjgosJu95aQtAx+G811ujk792a8VOIUoCpQv4aq5QoQIffvghw4blvkUzc+ZMHnroIWJiStcEJXfXfi5pUpPTOPDvYZRS1G1RE78A57V7R9R7kBP7oy76WjUaVaX/g73o/b9uKEOxZeV2ju2xr9x2Va/WBIU6XyJVCFF2nE5Jof1Xk3ImtF3IohQhvn7Epac5PYehFG2rVWfGTYPduqaZ8BKkzCS/CgxOWWpiVFgKgLZFoZO/si9vrBPAKA8Bg1FBI0GFOx1n7E1m/PizlSpc10JWFdahLOXzbNdmLJhnwIh0MMFPCM9xN18r8BjfzMxMrrjiijzb27RpQ5YbRcRF8RAQ5E+Tdg3caluhRnmiDp5yOikuP0d3H+ejh77g70WbGff947S+rjmtr2t+UecSQhSendGnmLNjG0cTEigXEEC/ho1pX72G1xK08oGBjOt0HS+sWIpCoc+rgWtRihph4cSnOU96wT704XRqqtvXVEF3olN/Ap3MxSW/9o9RnXUQHTsUzPhz5zFPQ/IkdOpPqPKzwOJkSeQioM0zkHUYVCBY6zn/N1Vu3vi9YIyvztyBTnwXMv4ge+qh9uuGCnk0Vz1jIYqbAg91uO222/jss8/ybJ88eTLDhw8vlKBE8XLDHddddNILoDWg4c9fNvLLpCWFF5gQ4qKYWjNu5TJ6z5zGtK2bWXpgH/N2bufW+XO4bf4ckjO8V2ZrePOWfNa7L43OqxLkb7UyrFkLvh80jFrh4RguBgJblKJWmPs9j8pSDRUxE3KStexzG2C5DNcfkxbw6wyAjn88d9KbwwTzJDphnNsxXQptO4UZ9xj61NXo2EHo073RMd3QqT84bK98O+C6t1edXbnu3O9UZ2xCnx4MGWs4t0CHCemL0TE9MaO7oZOn51oERIjiosBDHR566CG++eYbatSoQbt27QBYv349hw8fZsSIEfj4+OS0fffddws3Wi8orUMdLpQUl8y+LQexWAzqXV4317LFmRmZjOk0lv/+3u+0KoNbFFSrX4Wpuz4shIiFEBdr8sa/eH3NKof7DKW4oV59Pu7Zx8NR5XU8MYHUzEyqhIQSePazZc6ObTy1dJHL477sO4AutesW6Fpaa8jcAlnbAV/wuxZ0BjrmBuzJ7IUflQqwoiIXgk5Cn+6fzxUUqsJKlKXoFnrSthj06YFgRuGo91qFPJVnBTqtbfbnaDvq8BgAFfYOKqDP2fYaHdPDvpiHy2oYCnxaoyKmoFTAxT0hIQqgyIY6bNu2Lad82b59+wCIjIwkMjKSbdu25bQrjmOZRF6pSalMfnI6i6asIDPdXnA9IMSffvffwIDRvcjKtBFROZzXF73Axw9+yfJZqzHPLnmsDOVyJbg8NBz77wQZ6Zn4+vnk314IUegybDYmbfzL6X5Taxbu+Y+j18RTPdS7YzarhuT98OrXsDFztm9j08njeSbCKeD6uvXoVKvgSycrpcC3lf1xvvCP0XEPY+8VzU70DMCKCv8IZa2JTpnrxhU0ZO6Cokx8kz91mvQC6MS3wL8vylIhZ5tSFij3BTr2NjBPYv8tanLKtwXdn5P0ApC5CWwH3YkGMjejEz9EhT510c9JiMJW4B7fsqY09/hmpGfyeJdx7P5rn8ue3KCwQHr/73qGP38z6Snp7Fj3H1prGrerz5hO4zi+76Tj5egdUIZiYfrMnMUthBCe9c+J49w8Z6bLNgp4sXNXbm3RyiMxFVRqZiZvrv2D77b/S9rZuSXBvr6MaNGa0W3bu1e/twC0LQqd8l3OAhbKr7190trZMbs69Ud0/BP5nkeVm4Lyu6ZQY8uJUWego64EXI1vNlDBY1DB/8t7vJkCaT+j036zj3e2NkQFDkX5NM3dLmUuOuFZ9wNTQaiK61DK3/1jhLgIRdbjK0qPpd/8zs4/9+TbLjk+hbnv/szGJVt4b9VLXNP/qpx9d7x6C68McW9Ii8Vq0KZHK0l6hfCiTCcVE86nlCLDdpFVDjwgwMeHcZ2u47H2HdgVE42hFE0qVMDfWjR3kpSlEirkYeBhxw18ryHXAhcOTxIIPq2LILqzzDhcJ70ABtp2xOEIaWUEQuAQVOCQfE4RXLC4dDJkHQKfhrk360xIX4pOXQA6Hix1UYGDUT5NCnZ+IQrIrcT3pptuYurUqYSGhnLTTTe5bDtv3rxCCUwUvV8mL3F7uEL2QhVj+7+JX4AvSiladm5K95GdGfP5vXwyegrpKekuz2GzmQx5ol9hhS+EuAj1IiKwGobTkmFgH+7QrKLnKhBcrGBfX66oWs3bYaAskeiAmyF1Lo7HvSoIvN2eXBZZEMGcG6bgjIZLLTnm2wHwB1xX18hF5U41tO00+sztkPUf9mEjJvAXOvVbdOAoVMjTMlxSFBm3Et+wsLCcF2FYAWbLiuIt6mB0gcboalOzefm5cdzrf93EN+Nn8/JPTzP7xOesmrOOvf8cYMWs1SScTsKwGGhTo5R9iMOYz++jRUf5Ni/KhhUH9/PVPxv56/gxFNC2Wg3uvLwN19as7dW4IgICubF+Q37+b5fDRSAsSlE7vBxXFoOEsiRRoS+gzRhIX8653t+zf/r3RwU76S0urOsbgWi/6yB9Jc57nm0of8dLy7t/nWAIvhud9JF7BxiVwVI71yYd9yBk7Tv70wUr46VMAWstCLwFIYqCjPHNR2ke43tH49Ec2X38ks6hDIWvnw9Tdn9Iher24uaZGZms/eEv1v38NxlpGVzWsg433Hkd5avIksSibPhg/Vo+WL8Oi1I5yWX235/p0JG7L7/Sq/HFpqYweM4sDsbH5ZogZlGKIB9fZg4cQuPICi7OIByxV4b42146zIwFSyVUwM0oH8/ULdeZ2+1lxrCRt+fZAL/uGOUuvaqO1iY66R1I/tLBdXJTIS+ggm47L8at9soTrhhVURWWo9ytMSwE7udrBU58Dxw4QFZWFvXr18+1fc+ePfj4+FC7du2LCri4Ks2J76zX5/PV8zMLVpnBAcNiMOzpAYx8uZgswSmEF204dpSh33/nss1PQ2/1yFACrTXrjx3l23+3sDf2NCF+ftzYoBEDGjXB1Jopmzcyc9tWTiUnE+Lry02Nm3Jn6zZer+YgLp5OX4eOfwzMGOw9zmcTU/9+qLCXUcr5Kp0FvpbtJDplNqTMAH2Gc8MWzvZ0B9yGCn0+17AFnfQJOulj8lssREUuQlkLXp1DlF1Flvh26tSJO+64g9tvvz3X9unTp/PFF1+wcuXKiwq4uCrNiW/imSTuafU4sSfOYMu6hPq8QJ3mNZm85Z1CikyIkuvBhT+zaO8eh8MIwN6relPjJrzR7YYijcPUmueXL2HW9n9zepuz048qISHMvGkINc4OXTO1xpAxlaWG1ln2IQ9Ze+yT6vy6oqzVi/B6mZC2BJ3269mJarVRgUMc9nSbiR9A8iTyXSK5/K8on/ou2whxPnfztQLfR/jnn3+45pq85VjatWvH5s2bC3o64UUh5YJ5b9XL1G9jX7HoUiYTZGbIctVCAGw+ccJp0gtg05qNJ04UeRzfbPmHWdv/zbkm2Kc9aSAqKYm7fp5Pdr+HJL2FR5ux6OSpmAmvoZMmorOOejwGpawo/26o4PtQQbcXadJrv54PKqAXRrlPMCKmY4S94nR4h317Pp8XKhisNQo/UCG4iHJmSikSExPzbI+Pj8dWjMvfCMcq1arAR+teY8+m/Wxfu5uMtEx+n7OW//7ah8VqQSnIynT972qxGjRp18BDEQtRvLlTQ9a3iEv6mVrz+aa/ne63ac2e2NOsO3qEq2vULNJYyhKd9Dk66T2yJ7ZpTEh6Dx0wHBX6nH2xiLLOrxMYVc4utOHoTqMBgUOl7q8oMgVOfDt27MiECROYOfPcIgQ2m40JEybQoUOHQg9QeEb9y+tS/3L7Ep+DHuvDzvV7WPvDBtJTMvDx92HO2z85PdaWZdL3gaK9bStESdGt7mVM3bzJaa+voRTX172sSGM4lpDAiaS8HRTnsxoGa48czkl8j8THM23rPyzet5cM00bLSlUY0aIV7SUxdotO+Q6d9NZ5W87r1UydgVb+qNAnPR5XcWNfKe4T+0pxOo1zY33P3nXwaYUKfshb4YkyoMCJ7xtvvEHHjh1p2LAh1157LQB//PEHCQkJLF++vNADFJ6nlKJJuwa5enEDgv35ZvxsDIuRs8pb9t/vev1WGl5RtB/kQpQUtzZvxbStmzFttjwVVQ2l8LNYGNasRZHGcOFSvvm1W334EHf/PJ8s08xJ2KOT97Jo3x7uu+Iqnrj62iKLtTTQ2oZOclUtQUPK1+jg/6GMcE+FVWwpn2ZQ/id0yjeQ+pN9kQtLDVTgMPsiGoU4AU+ICxV4jG+TJk3YunUrgwcP5tSpUyQmJjJixAh27dpFs2bNiiJGUQzcNnYQr/zyDC07N8Xqa8XHz8rlXZvz+qLnGfKkLEohRLZa4eFMvrE/fhYr6rw1shQQYLXyZd+bqBwcUqQxVAsNpXyA68USskyTK6pWIz4tjXt//ZEMmy1XL3X23z/7ewOL9uW/wmOZlrkVzOj8Gp2tsSsAlLUGRuhzGJXWY1TehlFhISpohCS9oshd1JLFVatW5bXXXivsWEQx17bX5bTtdbm3wxCi2OtYqzZ/jLqbOTu2seHYUZRStK9eg4FNmhLuH1Bo18mw2Vi8bw9bok5iMQw61qxN++o1sBoGI1u15t11axyu42VRiirBIXSqVZupW/4hNTPT6XpfhlJ89c9GelwmM+yd0sluNFJuthNCFKWLSnzj4uLYsGEDp06dwrxg2csRI0YUSmCieEhLSWfx1JX89tUyYo6foXzVcvS8oyvX396JgCCZfCCEM+UDA7n3iqu494qriuT8m04c555ffuR0agpWw37zbvLGv2gUGckXfQbwv8uvZMvJkyw9sA9DqZxhDYZShPj5MblPfyyGwV/HXVcdMLVm04njaK1lGVlnLLXcaKTBInVphfC2Atfx/fnnnxk+fDhJSUmEhobmeiNUShEbG1voQXpTaa7jm5+E04k81mUcB7cfsa8Ar0Epezmk2k1r8M6KFwktX7S3bIUQeR2Oj6PXjG9Is2XlGc9rUYrqoWH8Nvx2rIbBwr3/MX3rFvadiSXY15d+DRszvHlLKgQFAXDfrz+xeN8epz2+2ef878FHJfE960xqKmuOHCLDZqNxZAUaV6iIGTsSMtbjeGEGAyxVUJHLZDUyIYqIu/lagXt8H3vsMe644w5ee+01AgNdjyETJdv7907i8M5joMn5UMz+jD288xjv3TORcXOf8Fp8QpRVUzZvIt1B0gv2sbmH4uNYsOc/+jdqTJWQELpfVg+rYdChZi3qlov4f3v3Hd5U2b8B/H5OmqR7UlpGWwpl7w2yBQFRAUEQQRnyiiAgiAv8oSDqi/N1Cwq+oggvThAVZC+RDYWyN4Wy6Z4Z5/n9UYjUNmlK06Rp7s919bLJOTm5c4rpt0+e830K7N++ehRW25jDqxECbatVZ9GL/Kkls//chMUJ+2G87dPOphGR+LDHZFQXTwAyEwWLXw0ABSLobRa9ROVAiUd8/fz8kJCQgJo1a5ZVpnLFXUd8066nIzcrDyGRwdDptSV+/LULNzAsZhxs/fMQQuDbM5+icnR4aaISUQm1mvcZknNyrG5XALSpHoXU3BwcvX4dihCQUkIC6FYjFv/p2QdB3vlTlTLy8tDxqy+QZTRa7Qbx374D0LUGP6Z/euVv+P3EsUKj4xohEKjXY8XD3RAuvwRyVyK/nZkAdJ0hAp62uqADETlGma3c1qtXL+zebb0xOrnW7tX7MbnTdDxUeTQejX0KD1V+HHOeWYDM1JJdVHFk+3GbRS8ASClxZDuv9iZythyj0eZ2FcDui0k4ceNG/u2bRS8AbD53FiOW/Yg8U/6IcYBejy/7DoCPl7bACm6am98/174ji14A+69cxm9FFL1A/ih7el4e5sZfhhL8HkTlnRCV1kBU3gEldB6LXqJypMRTHe677z48//zzOHz4MBo3bgyttuBoYt++fR0WjkpmzcJNeHvkJ1Bu+zgtJyMXyz5Zid2r4/Hh1jfgH+xn17Hs/liTH38SOV1scAiOXL9mdV6uQH67sqKYpcSBq1dQ/7MPIQC0rRaFJ1q2wrrho7DkYALWnD6JPLMJzSKq4NEmzdAkItIhmc+npWHv5YsQANpUq17mLd0cbemRQ9AIYXVhErOU+OHwQbzSuRuE4g8o/k5OSET2KPFUB0WxPkgshKhwyxa7y1SHzNQsPFz1CRhyix4JUjQKBky6D0++a1/XjZQrqRgS9SRUU9G/PG8dc3HiXIRVCbmjzER0Z747lIBp61Y75Fi3Oj68cFenMulAcSM7G1PXrcL6M6cthboiBPrE1cEbd9+DAL179G2dsOJXrDx53OZFgABw5KlJ0HvdUcMkIiqFMpvqoKqq1a+KVvS6k7XfboYxz2R1u2pWsWL+OhgNtj8ivSUkIhh3P9IRiqbofyKKRsHdj3Rk0UvkAgPqNUDn6BpQUPATl1u3vErwScyteb1v/7UFh65ecVREAECWwYAhP32HjWfPFCgYVSmx8uRxDF/2Iwxu8nsjwt+/wFSQogTodNBpNE5KRER3gpeYVhCJR5KgeNn+cWanZyPtWrrdx3z603+hXtv8pvW3CuBb/63XJg4TP/3XHaYlck/Xs7Px/vat6PjVF2g05yP0+nYBvt6/t9g5t46m1WjwxQP9Mald+wIrtMUGh+DtHr0QHRSMkk5C0giBbxP2OzTnT0cO4XRKcpHTA8xSYv+Vy1ZXhTOazdh6/hx+P34M+y9fKvaag7I2sH5Dq9McgPzzN7hhY3a/ICrn7Po85qOPPsKYMWPg7e2Njz6ytR458PTTTzskGJWMj783iv0MDoB3CRad8PH3wXsbZmLr0p3447/rce3CDVSqForej9+NjgPawkvLj/PIc5xNTcHgH5cgOSfHMkp6MvkGZm3agB8PH8LiAYOd+rG9TqPBxDbtMa5VW1zJzIRGEYjw84cQAhkGA17fvKFExzNLiQNXLjs04/eHEmxuV4TAD4cP4oE69Qo97p2//sSNnGzLfXEhoXj97nvQplp1h2a0V4PwyhjUoBF+OHyw0DaNEAjz8cWYFq3tPp6UZiBvHWT2D4A5CVDCIHwfBLzv47K9RGXIrjm+sbGx2L17N8LCwhAba/3qXiEETp8+7dCAruYuc3yP7TqJCW2nWd2uaBQ06dwA76yb4cRURBWDlBJ9l3yLo9evFTnqpxECDzVohNnde7ogXWE5RiMG/7jEal5rmkVWwc+DhzosR5v5c3A9O9vmPnGhYVj96EjL7W8PxOOVjesK7acg/xqT/w0cjJZVqjksY0mYVRUf7tiGL/ftQY7p71H+jtExmN29J6oF2Pc7Qso8yJSnAMMW5Pf5NSP/FaqAV12I0G8gFE4jIyoJhy5gcebMmSK/p/Kjbus4tLinCeLXH4Rq/scFaQKQqsSw6QNdE47Ize2/chmHrl21ut0sJZYePYypHTpb+uO6ko9Wi8UDBmP2n5vw89HDds2jFRDoWTPOoTki/QNwIzvb6odRihCoelt3h2yjEW/+ubnIfVUAkBL/3rIJPzmwOC8JjaJgSvsOGNuqDXYlXUCe2YR6lcIRHRRcouPIjHcBw9abt279bG6+b5tOQqY+DxE631Gxieg2JZrjazQaUatWLRw5cqSs8lApvPLDs2jRI79fpMZLgZdWAwhA76PDS4snoVm3Ri5OSOSe4i9fKnbOrMFsxrEb152Sxx4Bej3+3b0ndv5rLL576GF8cu/90Gk0Rb4ORQgE6HQY1MCx7xEPN2xscwaWKiUGN/y7x+2a0yeRbbI+X1qVEvsuX8LZ1BQHpiw5X60WXWrEomet2iUvetVMIHsJLIVuIWbAsBnSxEEmorJQokmaWq0Wubm5ZZWFSskv0BezV07H8T2n8OfPO5CTmYuYBlHo9kgH+AVyeWmiO1Xc1fy3aJTyd2FTttEIP60ONaqFYP4DD2Ls77/cvBhPQIj8YjJQr8dX/QYizMHL0A+o1wCLE/bj+I3rhaZcKEKgZZWq6Fnr71Hmq1mZNnvl/r1fFmoEu+lUAGMCgLzi9zPsALy4cAiRo5X46qTx48fjrbfewvz58+HFXoXlUp2WtVCnZS1XxyCqMDpGxxR77WiATodG4RFOyWOPfZcu4u2/tmBH0gUA+a3OusTE4uv+D+HAlcvYczEJihC4KyoafevWh6+25EubF+fWlIuXN6zFipPHLRcFeikKBtRrgFe63A2v23rDh/v62TUnuZKDC3Tncm13CiJPV+LKddeuXVi3bh1Wr16Nxo0bw8+v4EpgP//8s8PCERGVBzVDQtGtRiw2nztbZGEmAIxs1qLcLFyw7XwiRvzyk6XQBPLLrS2JZ7Ej6Ty+f2gIRjVr4ZQsQd7e+Oje+zE9K/PmlBGBllWrItSncPF6T804+Hh5IcdUdE9yRQg0qhyBmiGhZR277GgbAtACKKYFntY5Px8iT1Pid+ng4GAMHMiLpIjIs/ynZx8MX/YjEq5esax2dutj+ftq18XENu1dHRFA/tSFF9etgiplgcIXyL8IL89sxssb1zm0e4M117Kz8NW+vfjh8EGk5Oagkq8vhjRsgtbViu7K4KfT4fm7OmFWEa3YBAQEgJc6dinj1Hcu22jE7yeO4fiN6/DVatGrVm00CK9cYB+hBEH6DAByfkDR83w1gLYlhLaOUzITeZoSL1nsadylnRkRlT2j2Yy1Z05h6dHDuJGdjZigYAxu2Bhtq1UvNwsXbL9wHkN//r7Y/VYNG4naYWFlluN8Whoe+uF/SM7JLjBKrgiBagGB+GHQEFT28y/ysYsS9uO9bX8i9bZrSqKDgvDG3fegQ1RMmWUujVWnTuC51X8gy2iAVlGgSgmzlOgSUwMf9b6/QI9nqWZBpowCjPGwtDG7ddmhpjpE6GIITfmZNkPkDuyt1+wufFVVxTvvvIPly5fDYDCge/fumDFjBnx8fBwWujxi4UtE7uS7gwcwbf2aYvebd39/dK9ZdtcCDPrhf4i/fMlq3+NuNWriiwf6W328wWzGX+cTkZqbg2qBgWhVpVq5+ePin3ZfTMKQn76DlLLQDF6NEGhXPQrf9H+oQH4pDUDOr5A5S/5ewMJnIODzEIRS9B8ERGSdQ/v4AsAbb7yBmTNnokePHvDx8cGHH36Iq1ev4r///a9DAhMRUekF6O3rI1yWq8wdu3Edey5dtLrdLCXWnTmFpIx0q4s+6DQadK3hHl0NPtm5HQJFT1wwS4mt5xOx/8plNIusYrlfCB3gOxDCl1MHiZzJ7j6+33zzDT777DOsWrUKy5Ytw6+//opFixZBVa31IiQiImfrElMDPsVcZBfu64cWVaqWWYaDV68Uu48EcPiq9UVB3EWWwYAtiUVf9HiLl1Cw4sQxJ6YiImvsLnwTExPRp08fy+0ePXpACIGLF63/VU9ERM7lp9PhqdbtbO4zpX2HAm3EHE1r57G1Gk2ZZXCWbJOx+AZlAsgyFtPFgYicwu53PpPJBO9/LMWp1Wph5P/MRETlylOt2mBim3bwUhQIwPJfvUaD6Z264uHbVksrC+2joqEpZj6uj5cXWlUturuDOwnx9kGAzva0EVWViHXXBTeIKhi75/hKKTFy5Ejob5sXlpubi7Fjxxbo5cs+vkREriWEwDPtOmB4k+b4/cQx3MjJRqR/AO6rXQeBds4BLo1wXz881KARfjh8sFBLNSC/f8FjTZvDX6cr8yxlzUtR8EjjJpi/d3eRrxXIX9FvQP0GTk5GREWxu/AdMWJEofseffRRh4YhIiLHCfP1xfCmzV3y3DO73I0rmZnYeO6Mpd/x7X2Pn23XwSW5ysJTrdpg/elTOJOaUqh1myolXu3avcgFO4jI+djHtxhsZ0ZEdGeklNh+4Tx+PnoY17OzEOkfgIcaNESLyKrltjXZnUrLzcWHO7fh+0MJyL45BbBJRCQmtmmH7rFcQp6orDm8j6+nYuFLRGS/U8k3sOHsGRhVMxqGR6BjdAyUClbk2pJnMuFKViZ8vLQIv20aIBGVLYf38SX3YTQYsX7xn/jt8zW4dPoKAkP90eOxLrj/yXsQGBbg6nhEVAGl5+Xh2dUrsO7MaSgif3lhs5SoHhiIT/v0RePKnrESmd7LC9FBwa6OQURWcMS3GO424puXk4eX+vwbBzYdhlAEpJr/4xWKQGhkMN7f/Bqq1PSMX0BE5ByqlHjkp++w99LFQv1sFSHg4+WF3x4ZjpjgYNcE9DC3fq1XtOkkRLbYW6+VXSNHcomv/u9/SNhyBAAsRe+t71OvpmHWoPfAv3WI6J+uZ2cj4eoVXEhPK/Fjtyaew66LSUUu4qBKiVyTCfP27XZETLJB5q6FemMY5JUGkFcaQk0eCZm32dWxiMoVtyl8k5OTMWzYMAQGBiI4OBijR49GZmamzcd07doVQogCX2PHjnVS4pJTVRVJJy/h/LEkGA0l74+ck5WL3+etLVDw3s5sUnFy3xkc2X68tFGJqII4nZKMMb8uQ9v5c9BvybfovGA++n+3CFvPn7P7GMuPH7XZt9csJZYdPeyIuGSFmvE+ZOpTgHEPADMAE2DYAZnyL8jMz10dj6jccJs5vsOGDcOlS5ewZs0aGI1GjBo1CmPGjMHixYttPu6JJ57ArFmzLLd9fctfSxkpJZZ/tgrfv/MLriZeBwAEhPih71O9MXT6QOj0WruOc+7QeeRm5dncR9EoOLT1GBq0r1vq3ETk3k6nJGPAd4uRZTQUWH3s4NUrGLHsJ8zp0xf31Ior9jjpebk2l+wFgGyjEaqUHnWhm7PIvB1A1pybt9Tbtpjzt2e+B+jvgtCW7cIlRO7ALUZ8jxw5gj/++APz589H27Zt0bFjR3z88cdYsmRJsUsm+/r6IjIy0vJVHufpfjrpv/hk4peWohcAMlKysHj2z5h+/2yYjCa7jiPsWSZUSgiFv3iICJi1aQOyjIZCRasqJaSUmLZuNQxmc7HHiQoMLnaltgg/fxa9ZURmLwRga/lnDWTWImfFISrX3KLw3bZtG4KDg9GqVSvLfT169ICiKNixY4fNxy5atAiVKlVCo0aNMG3aNGRnZ9vcPy8vD+np6QW+ytLh7cfxyyd/FLlNqhL71iVgzTeb7DpWbONo+Afbbp+jqhLN7m5U4pxEVLFcysjAlsSzVkdqJYDk3BxsOHu62GMNbtjI5oivIgQebdL0TqNScYwHcGt0t2hmwLjfWWmIyjW3KHwvX76MypUrF7jPy8sLoaGhuHz5stXHDR06FN9++y02bNiAadOmYeHChcWuNjd79mwEBQVZvqKiohzyGqxZMW8tNF7WfwxCEfh1ziq7jqXTa9F/4r1Wr+RVvBQ07lQfcc1i7ygrEVUc59PTUNxlrhohkJiWWuyx6oRVwhMtWhW5TSME4kJCMaJpi5KHJPsIO5Z+Fvqyz0HkBlw6x3fq1Kl46623bO5z5MiROz7+mDFjLN83btwYVapUQffu3XHq1CnUqlX0SjrTpk3DlClTLLfT09PLtPhNPJIEs0m1ul2qEkknrBf3//Toyw8h8cgFbP5xOxSNAtWsWtqaVYurgunfPeOI2ETk5oK8vYvdxywlAnX2FUxTO3RG1YAAzNm9E1ezsgAAOo0GA+s3xIsdOsFfZ0dxdodMqoprWVnw9vJCiI9PmT1PWZPSDORthsxbDahZgFcshM9DEF7F/A7Sdweyv4H1UV8Fwru7o+MSuSWXFr7PPvssRo4caXOfmjVrIjIyElevXi1wv8lkQnJyMiIjI+1+vrZt2wIATp48abXw1ev10Oud95exf4hfgX67RfEJsP+NXOOlwfTvpmD3qnj8Pm8tLp68jKBKgej+aGd0G3IX9D78q5/IU0kpYZYSXoqCOqFhiA0OwdnUFKsjv16KYtfFbUB+z9gRTVvg0cbNcPzGdRjMZsSGhCKwDN9Ps41GzNm9A4sS9iM1NxcA0DQiEhNat0P3mu61TLBUkyGTRwOmQ8ifr6sCeQpk1lwg4AUIv9FWHyt8h0FmL85/TKGfpgIIb8Dn4bILT+RGXFr4hoeHIzw8vNj92rdvj9TUVOzZswctW7YEAKxfvx6qqlqKWXvEx8cDAKpUqXJHectCt4c7YNfKfVa3KxoF3Yd1KtExhRBo3bs5WvduXtp4RFQB7L9yGV/s2Yk1p0/BpKqICQrGiKbNMbndXZj0x+9WH/d485YI9SlZJxyNoqB+eOXidyylHKMRw37+HglXr0C9bX5xwtUreOK3ZZjZ5W4Mb+oe74FSSsiUpwDT0Zv3mAv8V2a8BWiqQnjfW+TjhVc0EDI3/xjI/cdGX4iQLyA0Zf8zIXIHbrNy27333osrV65g7ty5lnZmrVq1srQzS0pKQvfu3fHNN9+gTZs2OHXqFBYvXow+ffogLCwMBw4cwDPPPIPq1atj0yb7LhYDyn7lNkOuAU82ew6XTl8pNOVB0Sjw8ffGFwfeQ+WoSg5/biKq+P44eQITVv5qWUIYAG5dBdAhOgb3xtXBG1s2IttohJeiwKyqEELg8WYt8GKHztDY0y3GBT7dtQPvb99aoOi9nUYI/DlqDCL8/Z2crOSkYR9ksq0RWQF41YEIW25zNTappgI5P0MadgEQELp2gM+DEAqXqqeKz956zW36+C5atAgTJkxA9+7doSgKBg4ciI8++siy3Wg04tixY5auDTqdDmvXrsUHH3yArKwsREVFYeDAgZg+fbqrXkKRdN46vLNuBl7p/zZO7Dmdf6GbEDAbzahULRSvLn2BRS8R3ZH0vFw8s2oFpJQFurveKhW3Jp5Dp+gY7PzXOKw8eRzn09IQ4uONPnF1Ee5nu0OMK0kpsfDAPqtFL5D/Gn84fBAT2rRzXrA7JPPWI396g7U5uhIwHQPUa4CNkVuhBAN+j0P4PV4GKYkqBrcpfENDQ20uVlGjRo0CS/FGRUWVaGTXlSpVC8OnO9/Eob+OYc/q/TCbzGjQvi5a39sMGo2t3oxERNb9fOQwDGaT1Tm8EsCC+H34V/NWGFi/oTOjlUquyWS5gM6WE8k3nJDGOlU1AepVQAmFoti4mFAa8Pc4vA3S9gJFRFQ8tyl8KzohBBp1qIdGHeo55flOxp/Bjt/2wphnRK1mNdC+byt4afnPgagiOXz9KhQhbPbYvZSZgQxDHgL1xXd5KC+0Gg00xbwuRQj4ae1b9dLRVONxIO0FwPT3Ms2qEgUEvgLFu0uh/YW2PiSKWahIBAKaCEdHJfI4rHQ8TEZKJl4f8j72rjkARaNAKPnTKoIrB+Hl76egSecGro5IRLc5nZKMn44cwsWMDIT4+KB/3fpoEmFfNxudxit/Tmgxl3JoFff6ZMlLUdCjZi2sPX3KavFrUlXcG1fHyckA1XAASB6MgksHA1DPA6lPQA16B4pPv4LbvHsD6a8DMgOFuzIAgAL4PgJhT79eIrKpfF61QGVCVVVMv3824tcfzL9tVmE25s8pS7+ejqm9X8fZQ+ddGZGIbpJSYvafm9Bj4Vf4Ys8u/Hr8KBbu34f+3y3CU78vR56p+KXM765REybVep9wRQi0rx4FHxeNjJbG2Fb5HX2KmiCgEQKNK0egQ3SMc0MBQMo4FCp6b5c2Deo/fiZCeEMEf4j8sah//hEiAG0TCP+nHByUyDOx8PUge9cm4PC241DNhd+UVVVCNZnx/Tu/uCAZEf3Tl/v2YN7e3QDyuzGoN3vwAsDq0ycxc9P6Yo/RJaYG4kLDoLHSCUCVEmNbtnFcaCdqGhGJuff1g+/Not1LUeB1swNFk4hI/LfvACg2OiCUBdVwGJDXitnLBOQsLHSv0HeACPsJ8L4PwM0/RJRICP9nIUK/gRDuuzAHUXniNu3MXKWs25k503v/moM132yC2WR9TXcvnRdW5Cy22TKHiMqWwWxG+y8/R0pujtV9FCGw7fEni+2+cDEjHcOX/ojTqSnQCAFVSgghIADM6tYDjzRq4uD0zpVlMODX40dx9Po16L280KNmLbSqUq3U72FSTQdkLqCEQgj7ZgWqmfOBzLeL31HfG0rIR1Y35/9aNkEI9xuJJ3KVCtfOjEovKz27yNHe25kMJpiMJmh1fMMlcpX9Vy7ZLHqB/NHajefOYFCDRjb3qxoQiJXDRmDdmdNYc/okck0m1AkLw8MNGyPS3/37u/rpdBjiwOJd5m2BzJwDGPNH2yGCIX2HQviNgVCKWcxD2NkCrpjR2/yine/BRGWBha8HqRZXJX95ZLP1Qf6wqiEseolcLNeO+bvCzv2A/C4IveNqo3dc7VImq9hk9o+Q6S+hwCxAmQpkzYXM+xMIW2h7yoFPPyBjJoq+QO02viNKH5aI7gjn+HqQe0ffXeiiitsJReCBcb2cmIiIilIntFKx81MlgLphXNzGUaT5BmT6Kzdv/fN9UgVMB4GsL20eQ1F8AX1320+kiYWiY/ccIldh4etBqtaKxMhXh+Tf+MfvVEWjoGbjaAyY1Mf5wYiogAh/f/SIrWX1ojSNEKgVEorWVas5OVkFlvMzbHZjgAqZvQhS2p4uhqBPAG3TorcpEUDYT3eakIgcgIWvhxk2fSCe/2o8qsVVsdzn7adHv/G98d6mWfDx55XDROXBzK53I9zPr1DxqxEC3l5afNCrDy9CdSBpOoliV09TbwAy0+YuiqJACfsBCPkG0LYAlOqAVwMg6B0olbdAUfwdF5qISoxdHYpRkbo63E5KiUunr8CQa0RkbGV4++pdHYmI/uFadha+2LML3x1KQKbBAJ1Gg35162Fsq7aIDQ5xdbwKRU2fCWR/D9hcQU1ARByAEHy/JCpv7K3XWPgWo6IWvkTkPlQpkWUwwFerhUbhB3VlQeb9BZky0sYeGkDXCUroF86KREQlYG+9xndQIqJyThECAXo9i96ypGt/c25uUcs3CwASwv9JJ4ciIkfjuygREXk8IQREyOeA9lZPYK+bXwKAHiL4AwhdS9cFJCKHYB9fIiIiAEIJBUKXAMbdkLlrAZkHoa0NePeD4EVpRBUCC18iIrIpLTcXPxw+iN9PHEOmwYC6lSphWKOmaFc9qsJ1lhBCALrWELrWro5CRGWAhS8RURk4m5qC0ykp8NNq0aJKVWg1Rc0ddSxVShjNZug0GocVpCeTb2Doz9/jRna2ZT2ys6kpWHHiOB5r3BQzu3avcMUvEVVcLHyJiBzodEoy/m/9GuxIumC5L9THB0+3aY/HmjQrkyLxyLWrmLN7J/44dQImVUW4rx8ea9IMo5q1gJ9Od8fHNakqHv/lZ6Tk5BRYhNd8sxnQwoT9qBdeGY80alL0AYiIyhle3EZE5CDnUlMx4PvF2H0xqcD9yTk5mLlpPT7eud3hz/ln4jn0/24RVp48DtPNJcmvZWfhgx1/4eGfliDTYLjjY284cxoXMtIthe4/CQDz9u4Cu2ISkbtg4UtE5CDv79iKLIPBaqH40c5tuJaV5bDnyzOZ8PQfv8GkykLPqUqJY9ev48Mdf93x8bclnYeXjRZqEsDZ1FRcz86+4+cgInImFr5ERA6QZTBgxYnjVoveW5YdO2z53qyq2H7hPH47fhS7Ll6AWsKR01WnTiA1NxcSRT/OLCWWHDyAPJOt1chssDOPtecnIipvOMeXiMgBknNyLFMNrFGEwKWMDADAihPH8PqWjbicmWnZXj0gEDO63o3usbXses7D16/BS1FsPm+W0YikjHTUDAm165i3a1W1Ohbs32d1uwBQLSAQlXz9SnxsIiJX4IgvEZEDBHl7QynmwjVVSoT5+uK340cxYeVvBYpeAEjKSMeYX5dh/ZnTdj2nXqOxa36t3uvOxjjuqVkLEX7+0Fh5XRLA481bFvu6iYjKCxa+REQOEKjXo3tsTatFIgBIKXFf7bp4bfOGorff/O9za1bi4x3bsOrUCRjNZqvH61EzzubUCgGgTlglVPUPsOclFKLVaDD/gf7w0+kKFLe3XuODdetjeNPmd3RsIiJX4FQHIiIHmdyuAzafOwepmoucr/tYk2ZITEvDNRsXg0kAqbm5+GjnNpilRJiPLz7o3QcdomIK7du4cgTaVYvCrosXiiyAJYAJrduWqoVaw8oRWPPoKCxK2I/fjh9FltGIOmFheKxJM3SPrcUevkTkVoRkHxqb0tPTERQUhLS0NAQGBro6DhGVc/suXcRza/7AmdQUy306jQajm7fElHYdsPToYbywdpXdxxMQ8FIEfhw8FI0rRxTanpqbg9HLl2Lf5UvwUhSoUkIgf1rFix06Y0xLrkBGRBWfvfUaC99isPAlopKSUmLXxSScTkmGn06HLjE1EKj3BgBsOnsGo5b/XKLjaYRA99hamHt/vyK3q1Lir/OJWHFzSeHYkBAMbtgY1QL4nkVEnsHeeo1THYiIHEwIgTbVqqNNteqFtt0VFY0wH1/cyLG/961ZSqw9cwo5RiN8tNpC2xUh0DE6Bh2jC0+HICKiv/HiNiJyKqPZjP1XLmP3xSSk5ua4Oo7TaTUaTO/ctcSPU6VEltHo+EBERB6EI75E5BRSSny5bw8+37PLMtrppSjoV7c+/q9TFwR7+7g4ofP0q1sfAsAbWzbhWrZ9K7n5arUI0uvLNhjZRaoZQN56QE0FNNUAfRcIUXgknojKHxa+ROQUr23eUGgxBJOqYtnRw4i/fAk/DR6KQA8q7PrWrY8+tetiR9J5nEpOxqxN62FtGQqNEBjcsDG0Go1TM1JBUkogay5k5mcA8pD/oakKiBAgaBaEdy8XJySi4nCqAxGVuaPXr1ldAcwsJc6kpuDr/XudnMr1vBQFHaJiMLxpc0zt2AVAfu/d22mEQBX/AIxv1db5AamgrDmQme8jv+gFcOtPFZkKmfo0ZN4mVyUjIjux8CWiMvf94YPQCOtvN6qUWJxwwImJyp9/tWiF//Tsg5jgYMt9t6aC/PTwUIT5+rouHEGq6TdHeovcCkBCpjwJ9cYTkHlbnRmNiEqAUx2IqMxdSEuDWVr7ID/flaxMqFJ69PK3/evVR7+69XAqJRk5JhOiA4MQ5O3t6lgEALlrARiK2UkFjFsgUzYB/s9A+I9zRjIiKgEWvkRU5oJ9vKERwubyuv7/WBbXUwkhEBca5uoY9E8yBYAGgPUlpPPl/4EnM98HdK0hdK3KOhkRlQCnOhBRmetbp77NolcjBB6s18CJiYhKSFMVxRe9BR4AmbWwrNIQ0R1i4UtEZa5DVDTaVYsqckRXIwR8tVr8qzlHxqgc098NiIASPMAMGD3vgk2i8o6FLxGVOSEEvnigP3rWjMu/DViK4KigIPxv4MOICgpyYUIi24TQQwTOvHXLzkex/RxRecM5vkTkFP46HT67ry/OpaZi07kzMJjNaBheGe2qR0Fwbi+5AeHzACD0kBnvAuazxeytAby7OSMWEZUAC18icqqY4GAMD27u6hhEd0R49wT090Aa/gRSxgIoahlpAUBA+D7q5HREVBwWvkREFYCUEn+eP4clBw/gVEoygvU+6Fu3HvrXawBfLZfTdSQhBIS+E2TIPMiUschvc3arXZ8CQAMR/D6EVy3XhSSiIgkpbVxqTUhPT0dQUBDS0tIQGBjo6jhERIWYVRUvrPkDS48dsbSNE8hfViEqMAiLBw5GtQC+f5UFab4B5HwPafgLgAS0rSF8H4bQRLo6GpFHsbdeY+FbDBa+RFTefb5nJ97auqXIbRohUK9SOJYPeZRzqYmowrK3XmNXByIiN2ZSVXy5b4/V7WYpcejaVey5dNGJqYiIyicWvkREbuxsagquZ2fb3EcjBLZdSHRSIiKi8ouFLxGRG1Ptmq0m7NyPiKhiY+FLROTGYoKCEaTX29zHLFW0rFLNSYmIiMovFr5ERG5M7+WF4U2bQ1hZTUwjBGKDQ3BXVLSTkxERlT8sfImI3Nz41u3QOSYGwN9LQd/6PtjbB1/c36/A/UREnooLWBARuTmdRoN5DzyIFSeOYVHCfpxJTUGATo8H6zXAI42aIMzX19URiYjKBRa+REQVgJeioG/d+uhbt76roxARlVuc6kBEREREHoGFLxERERF5BBa+REREROQRWPgSERERkUdg4UtEREREHoGFLxERERF5BBa+REREROQR2MfXw12/mIzfP1+Dv37ZBWOeEfXa1kbfp3qhXpvaro5GRERE5FAsfD1YwpYjeKnPGzDkGqGaVQDAxVOXseabTRj52hAM+7+BLk5IRERE5Dic6uChstKyMP2B2TDkGCxFLwCYTfnfL3h5CXas2OuqeEREREQOx8LXQ635ZjNyMnKhqrLI7YpGwY//+dXJqYiIiIjKDgtfDxW/8aDN7apZRcLmw5Cy6MKYiIiIyN2w8PVUUgKwXdSy5iUiIqKKhIWvh2rcqQEAYXW7olHQsENdCGF9HyIiIiJ3wsLXQ/Uc2RV6Xx2EUnRhq5pVPPTMA05ORURERFR2WPh6qIAQf7y67EVodVoomr//GWi88r8f+tIA3NWvtaviERERETkc+/h6sBbdG+PLw+/j189WYesvu2DMNaJe2zj0m3AvmnRu4Op4RERERA4lJC/btyk9PR1BQUFIS0tDYGCgq+MQeZxr2Vn4/tBBHLt+DXovL9xTsxbujq0FL4UfWBERUT576zW3GfF944038PvvvyM+Ph46nQ6pqanFPkZKiRkzZmDevHlITU1Fhw4dMGfOHNSuzeV4idzBj4cP4qX1a6De/PtcQOCnI4dQyccX/es1QIPwyuhVKw4+Wq2LkxIRkTtwmyETg8GAQYMGYdy4cXY/5u2338ZHH32EuXPnYseOHfDz80OvXr2Qm5tbhkmJyBG2nU/Ei2tXwaSqUKWEKiXMMn9lwes52Zi/bzemrF6Btl/OxbKjR1ycloiI3IHbjPi++uqrAIAFCxbYtb+UEh988AGmT5+Ofv36AQC++eYbREREYNmyZRgyZEiRj8vLy0NeXp7ldnp6eumCE9EdmbtnJxQhYC5mNlamwYBnV69AgE6H7jVrOSkdERG5I7cZ8S2pM2fO4PLly+jRo4flvqCgILRt2xbbtm2z+rjZs2cjKCjI8hUVFeWMuER0mzyTCX8mniu26L3dO9v+5EqDRERkU4UtfC9fvgwAiIiIKHB/RESEZVtRpk2bhrS0NMvX+fPnyzQnERVmUtVi1hUsSAI4fuM6zqSmlFUkIiKqAFxa+E6dOhVCCJtfR48edWomvV6PwMDAAl9E5Fy+Wi2qBgSU+HFpnL9PREQ2uHSO77PPPouRI0fa3KdmzZp3dOzIyEgAwJUrV1ClShXL/VeuXEGzZs3u6JhE5BxCCIxo2hxv/rnZ7pFfAaAa/1AlIiIbXFr4hoeHIzw8vEyOHRsbi8jISKxbt85S6Kanp2PHjh0l6gxBRK4xomkLbD53Fn+dTyy2+NUIgS4xsajs5++UbERE5J7cZo5vYmIi4uPjkZiYCLPZjPj4eMTHxyMzM9OyT7169bB06VIA+SNGkydPxuuvv47ly5cjISEBw4cPR9WqVdG/f38XvQoispdOo8GXfQfgpU5dUd3GSK5GCPjpdHipUxcnpiMiInfkNu3MXnnlFXz99deW282bNwcAbNiwAV27dgUAHDt2DGlpaZZ9XnjhBWRlZWHMmDFITU1Fx44d8ccff8Db29up2Ynozug0Goxu3hKjm7dEnsmEv84n4j/bt+LQtasA8qc3dKtRE9M6dUFscIhrwxIRUbnHJYuLwSWLicqfc6mpSM3LRdWAAIT7+rk6DhERuViFW7KYiOiWmOBgxLg6BBERuR23meNLRERERFQaLHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIILHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIILHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIILHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIIXq4OQERE7kcaj0JmLwFMBwHhA6G/B/B5EEIJcHU0IiKrWPgSEVGJyMy5kJn/AaABYAYgIA07gaw5QMg3ENraLk5IRFQ0TnUgIiK7ydy1N4teIL/oBQCZ/6WmQqaMgpQGF6UjIrKNhS8REdlNZs2D9V8dZkC9CuSucmYkIiK7sfAlIiK7SJkHGPcBUG3spYE0/OWsSEREJcLCl4iI7GSr4L2NNJVtDCKiO8TCl4iI7CKED6CpBUDY2MsMoWvurEhERCXCwpeIiOwm/EYh/2K2IrcCwg/w7uvMSEREdmPhS0RE9vN5CPAecPPG7b9CNAC0EMGfQij+LghGRFQ89vElIiK7CaEAQbMB726QWQsB01FA6AHv3hC+j0F41XB1RCIiq1j4EhFRiQghAO9eEN69XB2FiKhEONWBiDzOtewsJGWkw2g2F78zERFVGBzxJSKPseLEcXy6azuOXL8GAAj29sajjZvhqdZt4O2ldXE6IiIqaxzxJSKPMH/vbkxY+SuOXr9uuS81Nxef7d6Bx5b+iDwTe88SEVV0LHyJqMI7n5aG2X9uAgDIf7TiUqXE3ksXsfBAvAuSERGRM7HwJaIK77tDCVCE9UUXJIBvDuxzXiAiInIJFr5EVOGdSkmGKq0tupDvQno6TKqdS/ISEZFbYuFLRBWen1Zrc8QXAHQaDTTF7ENERO6NhS8RVXi942rDbGPEVyME7o2rk9+floiIKiwWvkRU4XWrURP1K4UXOaIrIKAIgTEtW7sgGRERORMLXyKq8DSKggX9B6JR5Yj820KBl5L/9heg12F+3wdRv1K4KyMSEZETcAELIvII4b5++HnwUOy+lIR1Z07DYDajYXhl3Fe7DhevICLyECx8ichjCCHQump1tK5a3dVRiIjIBTjVgYiIiIg8AgtfIiIiIvIILHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIILHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIILHyJiIiIyCOw8CUiIiIij8DCl4iIiIg8AgtfIiIiIvIIXq4OUN5JKQEA6enpLk5CREREREW5VafdqtusYeFbjIyMDABAVFSUi5MQERERkS0ZGRkICgqyul3I4kpjD6eqKi5evIiAgAAIIVwdx27p6emIiorC+fPnERgY6Oo4bofnr/R4DkuH5690eP5Kj+ewdHj+Sqek509KiYyMDFStWhWKYn0mL0d8i6EoCqpXr+7qGHcsMDCQ/8OVAs9f6fEclg7PX+nw/JUez2Hp8PyVTknOn62R3lt4cRsREREReQQWvkRERETkEVj4VlB6vR4zZsyAXq93dRS3xPNXejyHpcPzVzo8f6XHc1g6PH+lU1bnjxe3EREREZFH4IgvEREREXkEFr5ERERE5BFY+BIRERGRR2DhS0REREQegYWvB+jbty+io6Ph7e2NKlWq4LHHHsPFixddHcttnD17FqNHj0ZsbCx8fHxQq1YtzJgxAwaDwdXR3MYbb7yBu+66C76+vggODnZ1nHLv008/RY0aNeDt7Y22bdti586dro7kNjZv3owHHngAVatWhRACy5Ytc3UktzJ79my0bt0aAQEBqFy5Mvr3749jx465OpZbmTNnDpo0aWJZeKF9+/ZYuXKlq2O5pTfffBNCCEyePNlhx2Th6wG6deuG77//HseOHcNPP/2EU6dO4aGHHnJ1LLdx9OhRqKqKzz//HIcOHcL777+PuXPn4qWXXnJ1NLdhMBgwaNAgjBs3ztVRyr3vvvsOU6ZMwYwZM7B37140bdoUvXr1wtWrV10dzS1kZWWhadOm+PTTT10dxS1t2rQJ48ePx/bt27FmzRoYjUb07NkTWVlZro7mNqpXr44333wTe/bswe7du3H33XejX79+OHTokKujuZVdu3bh888/R5MmTRx6XLYz80DLly9H//79kZeXB61W6+o4bumdd97BnDlzcPr0aVdHcSsLFizA5MmTkZqa6uoo5Vbbtm3RunVrfPLJJwAAVVURFRWFiRMnYurUqS5O516EEFi6dCn69+/v6ihu69q1a6hcuTI2bdqEzp07uzqO2woNDcU777yD0aNHuzqKW8jMzESLFi3w2Wef4fXXX0ezZs3wwQcfOOTYHPH1MMnJyVi0aBHuuusuFr2lkJaWhtDQUFfHoArGYDBgz5496NGjh+U+RVHQo0cPbNu2zYXJyFOlpaUBAN/v7pDZbMaSJUuQlZWF9u3buzqO2xg/fjzuu+++Au+FjsLC10O8+OKL8PPzQ1hYGBITE/HLL7+4OpLbOnnyJD7++GM8+eSTro5CFcz169dhNpsRERFR4P6IiAhcvnzZRanIU6mqismTJ6NDhw5o1KiRq+O4lYSEBPj7+0Ov12Ps2LFYunQpGjRo4OpYbmHJkiXYu3cvZs+eXSbHZ+HrpqZOnQohhM2vo0ePWvZ//vnnsW/fPqxevRoajQbDhw+Hp89yKek5BICkpCT07t0bgwYNwhNPPOGi5OXDnZw/InIf48ePx8GDB7FkyRJXR3E7devWRXx8PHbs2IFx48ZhxIgROHz4sKtjlXvnz5/HpEmTsGjRInh7e5fJc3COr5u6du0abty4YXOfmjVrQqfTFbr/woULiIqKwl9//eXRH72U9BxevHgRXbt2Rbt27bBgwQIoimf/3Xgn/wY5x9c2g8EAX19f/PjjjwXmpY4YMQKpqan8pKaEOMf3zk2YMAG//PILNm/ejNjYWFfHcXs9evRArVq18Pnnn7s6Srm2bNkyPPjgg9BoNJb7zGYzhBBQFAV5eXkFtt0Jr9KGJNcIDw9HeHj4HT1WVVUAQF5eniMjuZ2SnMOkpCR069YNLVu2xFdffeXxRS9Qun+DVDSdToeWLVti3bp1lmJNVVWsW7cOEyZMcG048ghSSkycOBFLly7Fxo0bWfQ6iKqqHv871x7du3dHQkJCgftGjRqFevXq4cUXXyx10Quw8K3wduzYgV27dqFjx44ICQnBqVOn8PLLL6NWrVoePdpbEklJSejatStiYmLw7rvv4tq1a5ZtkZGRLkzmPhITE5GcnIzExESYzWbEx8cDAOLi4uDv7+/acOXMlClTMGLECLRq1Qpt2rTBBx98gKysLIwaNcrV0dxCZmYmTp48abl95swZxMfHIzQ0FNHR0S5M5h7Gjx+PxYsX45dffkFAQIBlbnlQUBB8fHxcnM49TJs2Dffeey+io6ORkZGBxYsXY+PGjVi1apWro5V7AQEBheaT37o+yWHzzCVVaAcOHJDdunWToaGhUq/Xyxo1asixY8fKCxcuuDqa2/jqq68kgCK/yD4jRowo8vxt2LDB1dHKpY8//lhGR0dLnU4n27RpI7dv3+7qSG5jw4YNRf5bGzFihKujuQVr73VfffWVq6O5jccff1zGxMRInU4nw8PDZffu3eXq1atdHcttdenSRU6aNMlhx+McXyIiIiLyCJyoSEREREQegYUvEREREXkEFr5ERERE5BFY+BIRERGRR2DhS0REREQegYUvEREREXkEFr5ERERE5BFY+BIRERGRR2DhS0QeqUaNGvjggw8cdryRI0eif//+DjseAGzcuBFCCKSmpjr0uEREnoqFLxG5tZEjR0IIASEEdDod4uLiMGvWLJhMJpuP27VrF8aMGeOwHB9++CEWLFjgsOOVxL59+zBo0CBERETA29sbtWvXxhNPPIHjx4+7JE95Ze8fO1988QW6du2KwMBA/uFBVMGw8CUit9e7d29cunQJJ06cwLPPPouZM2finXfeKXJfg8EAAAgPD4evr6/DMgQFBSE4ONhhx7PXb7/9hnbt2iEvLw+LFi3CkSNH8O233yIoKAgvv/yy0/NUBNnZ2ejduzdeeuklV0chIgdj4UtEbk+v1yMyMhIxMTEYN24cevTogeXLlwP4ewrCG2+8gapVq6Ju3boACo/+CSEwf/58PPjgg/D19UXt2rUtx7jl0KFDuP/++xEYGIiAgAB06tQJp06dKvA8t3Tt2hUTJkzAhAkTEBQUhEqVKuHll1+GlNKyz8KFC9GqVSsEBAQgMjISQ4cOxdWrV+1+3dnZ2Rg1ahT69OmD5cuXo0ePHoiNjUXbtm3x7rvv4vPPP7fsu2nTJrRp0wZ6vR5VqlTB1KlTC4yKd+3aFRMnTsTkyZMREhKCiIgIzJs3D1lZWRg1ahQCAgIQFxeHlStXWh5zayrG77//jiZNmsDb2xvt2rXDwYMHC+T86aef0LBhQ+j1etSoUQPvvfdege01atTAv//9bzz++OMICAhAdHQ0vvjiiwL7nD9/HoMHD0ZwcDBCQ0PRr18/nD171rL91vl/9913UaVKFYSFhWH8+PEwGo2W13fu3Dk888wzlk8IrJk8eTKmTp2Kdu3a2f2zICL3wMKXiCocHx8fy8guAKxbtw7Hjh3DmjVr8Ntvv1l93KuvvorBgwfjwIED6NOnD4YNG4bk5GQAQFJSEjp37gy9Xo/169djz549ePzxx21Oqfj666/h5eWFnTt34sMPP8R//vMfzJ8/37LdaDTitddew/79+7Fs2TKcPXsWI0eOtPt1rlq1CtevX8cLL7xQ5PZbI9BJSUno06cPWrdujf3792POnDn48ssv8frrrxfKW6lSJezcuRMTJ07EuHHjMGjQINx1113Yu3cvevbsicceewzZ2dkFHvf888/jvffew65duxAeHo4HHnjAUnDu2bMHgwcPxpAhQ5CQkICZM2fi5ZdfLjQt5L333kOrVq2wb98+PPXUUxg3bhyOHTtmOU+9evVCQEAAtmzZgq1bt8Lf3x+9e/cu8HPesGEDTp06hQ0bNuDrr7/GggULLM/z888/o3r16pg1axYuXbqES5cu2X2eiagCkUREbmzEiBGyX79+UkopVVWVa9askXq9Xj733HOW7RERETIvL6/A42JiYuT7779vuQ1ATp8+3XI7MzNTApArV66UUko5bdo0GRsbKw0GQ7E5pJSyS5cusn79+lJVVct9L774oqxfv77V17Jr1y4JQGZkZEgppdywYYMEIFNSUorc/6233pIAZHJystVjSinlSy+9JOvWrVsgy6effir9/f2l2Wy25O3YsaNlu8lkkn5+fvKxxx6z3Hfp0iUJQG7btq1AviVLllj2uXHjhvTx8ZHfffedlFLKoUOHynvuuadAnueff142aNDAcjsmJkY++uijltuqqsrKlSvLOXPmSCmlXLhwYaH8eXl50sfHR65atUpKmX/+Y2JipMlksuwzaNAg+fDDDxd4ntt/5sUp7vwTkfvhiC8Rub3ffvsN/v7+8Pb2xr333ouHH34YM2fOtGxv3LgxdDpdscdp0qSJ5Xs/Pz8EBgZaph7Ex8ejU6dO0Gq1dudq165dgY/U27dvjxMnTsBsNgPIHw194IEHEB0djYCAAHTp0gUAkJiYaNfx5W3TJmw5cuQI2rdvXyBLhw4dkJmZiQsXLljuu/31azQahIWFoXHjxpb7IiIiAKDQdIz27dtbvg8NDUXdunVx5MgRy3N36NChwP4dOnQocB7++dxCCERGRlqeZ//+/Th58iQCAgLg7+8Pf39/hIaGIjc31zLVBAAaNmwIjUZjuV2lSpUSTR0hoorPy9UBiIhKq1u3bpgzZw50Oh2qVq0KL6+Cb21+fn52HeefRa0QAqqqAsifPuFIWVlZ6NWrF3r16oVFixYhPDwciYmJ6NWrV4GP722pU6cOAODo0aMFis87VdTrv/2+W4XzrXPiSLbOfWZmJlq2bIlFixYVelx4eLhdxyAiAjjHl4gqAD8/P8TFxSE6OrpQ0esoTZo0wZYtWyxzV+2xY8eOAre3b9+O2rVrQ6PR4OjRo7hx4wbefPNNdOrUCfXq1Svx6GTPnj1RqVIlvP3220Vuv9WGq379+ti2bVuBEeKtW7ciICAA1atXL9FzFmX79u2W71NSUnD8+HHUr1/f8txbt24tsP/WrVtRp06dAqOztrRo0QInTpxA5cqVERcXV+ArKCjI7pw6na7AKDMReR4WvkREdpgwYQLS09MxZMgQ7N69GydOnMDChQstF2AVJTExEVOmTMGxY8fwv//9Dx9//DEmTZoEAIiOjoZOp8PHH3+M06dPY/ny5XjttddKlMnPzw/z58/H77//jr59+2Lt2rU4e/Ysdu/ejRdeeAFjx44FADz11FM4f/48Jk6ciKNHj+KXX37BjBkzMGXKFChK6X8NzJo1C+vWrcPBgwcxcuRIVKpUydLh4tlnn8W6devw2muv4fjx4/j666/xySef4LnnnrP7+MOGDUOlSpXQr18/bNmyBWfOnMHGjRvx9NNPF5iqUZwaNWpg8+bNSEpKwvXr163ud/nyZcTHx+PkyZMAgISEBMTHx1sudCQi98XCl4jIDmFhYVi/fj0yMzPRpUsXtGzZEvPmzbM553f48OHIyclBmzZtMH78eEyaNMmyaEZ4eDgWLFiAH374AQ0aNMCbb76Jd999t8S5+vXrh7/++gtarRZDhw5FvXr18MgjjyAtLc3StaFatWpYsWIFdu7ciaZNm2Ls2LEYPXo0pk+ffmcn4x/efPNNTJo0CS1btsTly5fx66+/WuZUt2jRAt9//z2WLFmCRo0a4ZVXXsGsWbNK1L3C19cXmzdvRnR0NAYMGID69etj9OjRyM3NRWBgoN3HmTVrFs6ePYtatWoVmCLxT3PnzkXz5s3xxBNPAAA6d+6M5s2bF2pvR0TuR0h7r44gIiK7de3aFc2aNXPossjlzcaNG9GtWzekpKS4ZPEOIqKS4ogvEREREXkEFr5ERERE5BE41YGIiIiIPAJHfImIiIjII7DwJSIiIiKPwMKXiIiIiDwCC18iIiIi8ggsfImIiIjII7DwJSIiIiKPwMKXiIiIiDwCC18iIiIi8gj/D12nFF1jrICzAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pca(X_reduced_sklearn, y, \"Iris Data projected by PCA\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 1: Manual implementation of PCA\n",
    "\n",
    "The input data $X$ must be handled as a matrix $X \\in \\mathbb{R}^{n \\times d}$, where $n$ is the number of samples and $d$ is the number of features.\n",
    "\n",
    "**Goal:** To find a projection matrix $W$ that transforms the high-dimensional data $X$ into a lower-dimensional space $X_{reduced} \\in \\mathbb{R}^{n \\times k}$ ($k < d$) while retaining the maximum variance.\n",
    "\n",
    "#### 1. Centering the Data\n",
    "\n",
    "PCA is sensitive to the mean of the data. The first step involves centering the data matrix $X$ by subtracting the mean of each feature (column) from all values in that feature.\n",
    "\n",
    "$$\n",
    "\\text{Centering: } X_{\\text{centered}} = X - \\mu_X\n",
    "$$\n",
    "\n",
    "(Where $\\mu_X$ is the vector of means for each feature.) This ensures that the first principal component is not simply representing the mean of the data.\n",
    "\n",
    "#### 2. Calculating the Covariance Matrix ($\\Sigma$)\n",
    "\n",
    "The covariance matrix $\\Sigma$ captures the variance of each feature and the covariance (relationship) between all pairs of features. This step is critical because PCA aims to find directions (components) that maximize variance.\n",
    "\n",
    "For centered data $X_{\\text{centered}}$, the covariance matrix is calculated using matrix multiplication and scaling:\n",
    "\n",
    "$$\n",
    "\\Sigma = \\frac{1}{n-1} X_{\\text{centered}}^T X_{\\text{centered}}\n",
    "$$\n",
    "\n",
    "#### 3. Eigendecomposition\n",
    "\n",
    "This step finds the fundamental directions of variance in the data. Eigendecomposition is applied to the covariance matrix $\\Sigma$.\n",
    "\n",
    "The process finds the **eigenvectors** and **eigenvalues** of $\\Sigma$:\n",
    "\n",
    "$$\n",
    "\\Sigma \\vec{v} = \\lambda \\vec{v}\n",
    "$$\n",
    "\n",
    "*   The **eigenvectors** ($\\vec{v}$) of $\\Sigma$ are the **Principal Components (PCs)**. They represent the new, orthogonal axes (directions of variance).\n",
    "*   The **eigenvalues** ($\\lambda$) are scalar values that represent the magnitude of variance captured along their corresponding eigenvector (PC).\n",
    "\n",
    "#### 4. Selecting Components and Projection\n",
    "\n",
    "1.  **Sort:** The eigenvectors (PCs) are sorted in descending order based on their corresponding eigenvalues. The components with the largest eigenvalues capture the most variance and are thus the most important.\n",
    "2.  **Select $k$:** A user selects the top $k$ principal components (e.g., $k=2$ for visualization). These $k$ eigenvectors form the **projection matrix** $W$.\n",
    "3.  **Project:** The original centered data is multiplied by the projection matrix $W$ to reduce its dimensionality:\n",
    "\n",
    "$$\n",
    "X_{\\text{reduced}} = X_{\\text{centered}} W\n",
    "$$\n",
    "\n",
    "The result, $X_{\\text{reduced}}$, is the data projected onto the lower-dimensional subspace, ready for data visualization or further analysis. This projection step is a matrix multiplication."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 2 # Target dimensionality\n",
    "\n",
    "X_centered = X - np.mean(X, axis=0)\n",
    "Sigma = np.cov(X_centered, rowvar=False) \n",
    "eigenvalues, eigenvectors = np.linalg.eigh(Sigma)\n",
    "\n",
    "idx = np.flip(np.argsort(eigenvalues))\n",
    "W = eigenvectors[:, idx[:k]] # W is the Projection Matrix\n",
    "\n",
    "X_reduced = X_centered @ W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original data shape: (150, 4)\n",
      "Projected data shape (Manual): (150, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Original data shape:\", X.shape)\n",
    "print(\"Projected data shape (Manual):\", X_reduced.shape)\n",
    "plot_pca(X_reduced, y, \"Manual PCA on Iris\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t-SNE: An alternative to PCA\n",
    "\n",
    "t-SNE is a much newer and a much more complicated alternative to PCA.\n",
    "\n",
    "The t-SNE algorithm comprises two main stages. First, t-SNE constructs a probability distribution over pairs of high-dimensional objects in such a way that similar objects are assigned a higher probability while dissimilar points are assigned a lower probability. Second, t-SNE defines a similar probability distribution over the points in the low-dimensional map, and it minimizes the Kullback–Leibler divergence (KL divergence) between the two distributions with respect to the locations of the points in the map. (Wikipedia)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_reduced_tsne = TSNE().fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original data shape: (150, 4)\n",
      "Projected data shape: (150, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Original data shape:\", X.shape)\n",
    "print(\"Projected data shape:\", X_reduced_tsne.shape)\n",
    "plot_pca(X_reduced_tsne, y, \"t-SNE on Iris\", \"t-SNE\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### More complex datasets: MNIST\n",
    "\n",
    "Let's also compare PCA and t-SNE on a much more complex dataset: MNIST."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mnist = datasets.MNIST(\n",
    "    root = \"data\",\n",
    "    download = True,\n",
    "    transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize(0, 1)])\n",
    ")\n",
    "mnist_flat = np.reshape(mnist.data, (mnist.data.shape[0], mnist.data.shape[1] * mnist.data.shape[2]))[:10000]\n",
    "\n",
    "plt.figure(figsize=(10, 7))\n",
    "for i in range(24):\n",
    "    plt.subplot(4, 6, i + 1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    plt.imshow(mnist[i][0].reshape(28, 28), cmap = plt.cm.bone)\n",
    "    plt.title(mnist[i][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original data shape: torch.Size([10000, 784])\n",
      "Reduced data shape: (10000, 2)\n"
     ]
    }
   ],
   "source": [
    "pca_mnist = PCA(n_components=2) \n",
    "mnist_reduced_pca = pca_mnist.fit_transform(mnist_flat) \n",
    "print(\"Original data shape:\", mnist_flat.shape)\n",
    "print(\"Reduced data shape:\", mnist_reduced_pca.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pca(mnist_reduced_pca, mnist.targets[:10000], \"PCA on MNIST\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given that MNIST is an image dataset, we can also visualize the individual principal components:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1584.89x300 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_components = 10\n",
    "pca_mnist = PCA(n_components).fit(mnist_flat)\n",
    "fig = plt.figure(figsize=(n_components*np.power(n_components, 1/5),3))\n",
    "axes = []\n",
    "for i in range(n_components):\n",
    "    ax_ = fig.add_subplot(1, n_components, i+1)\n",
    "    ax_.imshow(pca_mnist.components_[i].reshape(28,28), interpolation='nearest', clim=(-.15, .15));\n",
    "    ax_.set_title(f'PC {i+1}')\n",
    "    ax_.axis('off')\n",
    "    axes.append(ax_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original data shape: torch.Size([10000, 784])\n",
      "Reduced data shape: (10000, 2)\n"
     ]
    }
   ],
   "source": [
    "mnist_reduced_tsne = TSNE().fit_transform(mnist_flat)\n",
    "print(\"Original data shape:\", mnist_flat.shape)\n",
    "print(\"Reduced data shape:\", mnist_reduced_tsne.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pca(mnist_reduced_tsne, mnist.targets[:10000], \"t-SNE on MNIST\", \"t-SNE\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K-means clustering\n",
    "\n",
    "K-means Clustering is a partitioning method used in unsupervised learning to divide $n$ data points into $K$ distinct, non-overlapping subsets (clusters). The fundamental goal is to find structure or patterns in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Centroids shape: (3, 4)\n"
     ]
    }
   ],
   "source": [
    "model_kmeans = KMeans(n_clusters = 3, random_state = 42) \n",
    "model_kmeans.fit(X) \n",
    "cluster_labels = model_kmeans.predict(X)\n",
    "centroids = model_kmeans.cluster_centers_\n",
    "print(\"Centroids shape:\", centroids.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot, side-by-side, the true labels and the assigned clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_kmeans(X, y, cluster_labels, centroids):\n",
    "    pca = PCA(n_components=2).fit(X)\n",
    "    X_reduced = pca.transform(X)\n",
    "    centroids_reduced = pca.transform(centroids)\n",
    "    \n",
    "    fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "    axes[0].scatter(X_reduced[:, 0], X_reduced[:, 1], c = y, cmap = \"viridis\")\n",
    "    axes[0].set_title(\"True labels\")\n",
    "    axes[0].set_xlabel(\"Principal Component 1\")\n",
    "    axes[0].set_ylabel(\"Principal Component 2\")\n",
    "\n",
    "    axes[1].scatter(X_reduced[:, 0], X_reduced[:, 1], c = cluster_labels, cmap = \"viridis\")\n",
    "    axes[1].set_title(\"K-means clusters and centroids\")\n",
    "    axes[1].set_xlabel(\"Principal Component 1\")\n",
    "    axes[1].set_ylabel(\"Principal Component 2\")\n",
    "\n",
    "    axes[1].scatter(centroids_reduced[:, 0], centroids_reduced[:, 1], marker='X', s=200, color='red', edgecolor='black')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kmeans(X, y, cluster_labels, centroids)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 2: Manual implementation of K-means\n",
    "\n",
    "The Core Concept: The algorithm operates iteratively to minimize the inertia, which is the sum of squared distances between each point and the centroid of its assigned cluster.\n",
    "\n",
    "The K-means Iterative Process:\n",
    "\n",
    "1. **Initialization:** $K$ initial centroids ($\\mu_1, \\mu_2, \\dots, \\mu_k$) are chosen randomly from the data (or via a smart selection method like k-means++).\n",
    "2. **Assignment Step:** Each data point is assigned to the nearest centroid.\n",
    "3. **Update Step:** The centroids are recalculated as the mean of all data points assigned to that cluster. This new mean becomes the new centroid.\n",
    "4. **Convergence:** The process repeats (steps 2 and 3) until the cluster assignments no longer change, or a maximum number of iterations is reached.\n",
    "\n",
    "\n",
    "Reimplementing K-means manually requires an iterative loop, distance calculations, and recalculation of means, all leveraging NumPy. This follows the spirit of the Manual optimisation of linear regression, which showed the capability of NumPy to handle complex, iterative mathematical tasks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 3\n",
    "np.random.seed(42)\n",
    "max_iterations = 100\n",
    "\n",
    "n_samples, n_features = X.shape\n",
    "\n",
    "random_indices = np.random.choice(n_samples, k, replace=False)\n",
    "centroids = X[random_indices]\n",
    "cluster_labels = np.zeros(n_samples, dtype=int)\n",
    "\n",
    "for i in range(max_iterations):\n",
    "    old_centroids = centroids.copy()\n",
    "        \n",
    "    distances = np.sum((X[:, np.newaxis] - centroids)**2, axis=2)\n",
    "    cluster_labels = np.argmin(distances, axis=1)\n",
    "\n",
    "    new_centroids = np.zeros((k, n_features))\n",
    "    for j in range(k):\n",
    "        points_in_cluster = X[cluster_labels == j]\n",
    "\n",
    "        if len(points_in_cluster) > 0:\n",
    "            new_centroids[j] = np.mean(points_in_cluster, axis=0)\n",
    "        else:\n",
    "            new_centroids[j] = old_centroids[j]\n",
    "        \n",
    "    centroids = new_centroids\n",
    "\n",
    "    if np.allclose(old_centroids, centroids):\n",
    "       break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kmeans(X, y, cluster_labels, centroids)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nsn",
   "language": "python",
   "name": "nsn"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
