mirror of
https://github.com/fverdugo/XM_40017.git
synced 2025-11-08 22:14:23 +01:00
743 lines
494 KiB
Plaintext
743 lines
494 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e3666bcd",
|
|
"metadata": {},
|
|
"source": [
|
|
"<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
|
|
"\n",
|
|
"### Programming large-scale parallel systems\n",
|
|
"\n",
|
|
"# Traveling sales person"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "1e74dfd9",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Contents\n",
|
|
"\n",
|
|
"In this notebook, we will learn\n",
|
|
"\n",
|
|
"- How to parallelize the solution of the traveling sales person problem\n",
|
|
"- The concept of search overhead\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "bf3dd0e6",
|
|
"metadata": {},
|
|
"source": [
|
|
"## The traveling sales person (TSP) problem\n",
|
|
"\n",
|
|
"Let us start by presenting the [traveling sales person (ASP) problem](https://en.wikipedia.org/wiki/Travelling_salesman_problem) and its solution using a [branch and bound algorithm](https://en.wikipedia.org/wiki/Branch_and_bound).\n",
|
|
"\n",
|
|
"### Problem statement\n",
|
|
"\n",
|
|
"- Given a graph $G$ with a distance table $C$ and an initial node (i.e. a city) in the graph\n",
|
|
"- Compute the shortest route that visits all cities exactly once, without returning to the initial city.\n",
|
|
"\n",
|
|
"\n",
|
|
"Note that there we consider a version of the problem in which do not return to the initial city. However, the classic version of the problem includes returning to the initial city.\n",
|
|
"\n",
|
|
"\n",
|
|
"As for the ASP problem we represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. Next figure shows the input and solution (output) of the TSP problem for a simple 4-node graph. "
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"g22650.png": {
|
|
"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "dad0547d",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div>\n",
|
|
"<img src=\"attachment:g22650.png\" align=\"left\" width=\"450\"/>\n",
|
|
"</div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c303dddf",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Branch and bound algorithm\n",
|
|
"\n",
|
|
"We consider a [branch and bound strategy](https://en.wikipedia.org/wiki/Branch_and_bound) to solve the ASP problem. The first ingredient of this strategy is to enumerate all potential solutions of the problem using a search tree. The tree is defined as follows:\n",
|
|
"\n",
|
|
"- The root is the initial city\n",
|
|
"- The children of a node are the neighbor cities not visited so-far\n",
|
|
"- **We sort the children using the nearest city first heuristic**\n",
|
|
"- A node will be a leaf of the tree when all neighbor cities are already visited\n",
|
|
"\n",
|
|
"\n",
|
|
"The nearest city first heuristic is a way to speed up the search as we increase the possibility of finding the solution in the first paths enumerated in the tree."
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"g25091.png": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABUcAAAHMCAYAAAD25xnyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13uCRVmfjx751hBgaGIQ05CgIqGQRRQAxgQBF1F3FNGHH9gWtEMaC4BsCwiu6qKCYMu2KWRddFZUBERZLknDMIDMwMDMzM+f1xbi99q6q7b3dX1enw/TxPPbv3zr3nvI23qqvfOud9J5AkjZNVgWcAOwPbANsCmwBzgdUmj/uBJcBDwHXAVZPHn4BLgVB71JIkSZIkSZLUg02Bo4AzgUeIyc1ej7uBU4B/AubU+SIkSZIkSZIkaTpmAq8Afgssp7+EaKtjIXASsGNNr0mSJEmSJEmSWpoFvJG4Db6KhGjRsQL4BbBHDa9PkiRJkqTSTKQOQJJUmn2ALwPbT+Nn/w5cAlwN3Dj59UPAMmJd0rnAesS6pNsA2wErdxgzAN8DjgTu6jp6SZIkSZIkSerSPOCbxBWc7VZ3LgDeSdwG3+3DsVWB/YHjiMnUditJ7wfe3PvLkSRJkiRJkqTOdiWu/mzXQOmjwBYlzjkB7Av8gLjStNXcPwBWL3FeSZIkSZIkSQLgUFp3n7+LuEp0tYpj2IrYlKlV06ergK0rjkGSJEmSJEnSGHkHxQnJFcDJwPya49kF+FNBPAG4F9iz5ngkSZIkSZIkjaBPUpyEvBV4ZsK4ZgBHU7zV/kFg73ShSZIkSZIkSRp276E4Mfq/wLoJ42q2L3AnxY2adkgYlyRJkiRJkqQh9VqKO9KfDMxKGFeRrYBrycd6G7BZwrgkSZIkSZIkDZmdgIfJJxu/ROweP4jWBy4lH/OfGbxkriRJkiRJkqQBtBpwOfkk4/eJdT4H2UbADeRj/2zKoCRJkiRJkiQNhxPJJxd/y/CsvnwysJCp8a8AnpMyKEmSJEmSBnUrpiQp2p24Db15hehdwM7Epkf9mg88FdgOWKnp+4uA/yhh/IaDgVMy37sa2BFYWuI8kiRJkiRJkkbATOAC8isun93jePOAvYF3EJs4XUZxg6dG46SyfbVgnqMqmEeSJEmSJEnSkHsV+WTiST2O9YWCsdodVSRH502O2zzPQmDNCuaSJEmSJEmSNKQmgIuZmkj8O3EbfC++RfrkKMCrC+b6cEVzSZIkSZIkSRpCLyGfRPxAH+O1So4uB64EbqSe5OgEcFFmrnuAVSuaT5IkSZIkSdKQOZWpCcQH6G/7eSM5evvk2McABwLrTP77v1NPchTgEPJJ2ldXOJ8kSZIkSZKkIbEe8ChTk4fH9znmlsSan63UmRydAVyXme9/KpxPkiRJkqRCM1IHIEnKOQSYlfned/oc83rgwT7HKMsK4LuZ7+0HbJAgFkmSJEnSGDM5KkmD5wWZr88DLk8RSIW+S1wx2jAT2D9RLJIkSZKkMWVyVJIGy0rA3pnv/SJFIBW7jnzC99kpApEkSZIkjS+To5I0WJ5KvjboGSkCqcHvM18/J0kUkiRJkqSxZXJUkgbLjpmvlwDnpgikBgsyX28OrJkgDkmSJEnSmDI5KkmDZdvM11cDj6UIpAaXFXxvm9qjkCRJkiSNLZOjkjRYssnBq5JEUY/rySd+s8lhSZIkSZIqY3JUkgbLhpmvr08SRT0eA27JfC/7+iVJkiRJqozJUUkaLKtnvl6YJIr6ZF/f3CRRSJIkSZLGkslRSRos2eTooiRR1OehzNfzkkQhSZIkSRpLJkclabDMynz9aJIo6rM08/XsJFFIkiRJksaSyVFJGiyLM1+P+jbz7ErZ7EpSSZIkSZIqY3JUkgZLNjk46snR7DZ6k6OSJEmSpNqYHJWkwfJA5usNkkRRn/UyX496AypJkiRJ0gAxOSpJg+X6zNfbJImiHmsD8zPfuzZFIJIkSZKk8WRyVJIGy1WZr7dNEkU9il7b1bVHIUmSJEkaWyZHJWmwZJOjmwIbpQikBk/LfP0IcGOCOCRJkiRJY8rkqCQNlnOAkPnes1MEUoPnZr7+M7A8RSCSJEmSpPFkclSSBssdwJWZ7+2fIpCKzQaemfneGSkCkSRJkiSNL5OjkjR4fp/5+qXAnBSBVOhFwLzM97KvW5IkSZKkSpkclaTB85PM12sAL0kRSIVem/n6duBPKQKRJEmSJI0vk6OSNHguBO7LfO9tKQKpyKbElaPNfoL1RiVJkiRJkqSx9QTgBGARsSlT9tirwrn/PTPXbRXO9SXyr20xcCKwTYXzSpIkSZIkSRowuwInA49RnBRtHP/T5zxXANe1OBZm5lrW5mevA57VYwwbA0to/RqXA6cCT+9xfEmSJEmSJEkDbgaxjuiZtE+IZo+D+pjzkS7nancc0GMM/9XFHAuAFwMTPc4lSZIkSZIkaYDMBl4HXEbn5OBl5FeT3gis1uPcqZOj+xWMk12xWnRcA7wDmNPDnJIkSZIkSZISW4OY4LuNzsnAs4EDiSsmP1nw7yf1GEPK5OhawA2ZMZYBOwN7E7fSr+gw513AMcA6Xc4tSZIkSZIkKYEtad9kqXEsJdYd3T7z+3OINT6zP/+6GmIvywTwc/Kv4fOZn9ua+N/q4YKfbT4eIf632raG2CVJkiRJkiR1aTem12RpITEhuEmbsfYnNipq/r3FwDMqir1sx5F/3dcB81r8/PrEFaJ/L/i95qPRvGlY/jtIkiRJkiRJI2sGcTv86XTeln4D8H7idvvp+FTBGA8AO5UXfiX+H/m4HwX2nMbvzgUOA64uGCN7nEdcTTuz3PAlSZIkSZIktbMyMTF3OZ2TeBdM/uxKXc6xEnBWwXh3Arv0/Qqq8W6K64i+vctxGknnPxWMlT2uJdZ2XbX/8CVJkiRJkiS1Mp+4+rNTk6UVxNWkB/Y53zoUJ2AXAs/tc+wyzQA+Q/F/ixP6HHu6zZvuJm7Nn9/nfJIkSZIkSZKaNJosLWZ6TZa2K3HujYEbC+ZaRkwGzihxrl7MB35N8X+P/6S8+BrNm5a0mCvbvOlJJc0rSZIkSZIkjaVGk6VltE/IPUBM3G1cURxPpLiDfQB+Azyhonk7OZDWq2h/AMyuYM71iEnhe1vMm23etFcFMUiSJEmSJEkjqVHv8mw617u8nljvcrUa4toAuLBFHEuADwNzaogD4kraX7aIJQCfp/oVrasRmzdd1SYOmzdJkiRJkiRJ09BosnQFnZNt59Nbk6V+zQNOaRPXHcB7iV3fq7AN8C1i9/mi+R8G3lrR3K00ktnntIip+bgOmzdJkiRJkiRJ/2dd4jbte5jeNu39kkQ51duIich22/y/AexL/ys45wGHAr8j/jdoNedVwM59ztWvvYnJ405lEO4BjgM2ShPmqAsTENaF8BQIz4TwEgjPhvBkCK7elSRJkiRJGgBbMb0mS40GP09JE2ZL2wK/pfNqyb8DPwGOAJ4FbNhmzJWIjY8OBD5GLC3QapVo41gKfIp6SgtM1xPprnnTk9OEOUrCcyB8GMJpEP4OIbQ4FkH4JYQXpY5YkiRJkiRpHHXbZGnQVxceQutmTa2ORcRGSlcSSwRcB9xN50Ro9jiNwe4K323zpkFYFTykwuI2CdFWx6/jClNJkiRJkiRVqVGX8o90Tvg16lIO0krITmYABwOX0V1ys5djBTGRuEctr6wcjXqyV9L59TWaN9VdT3bI5ZKjSyFcCeGvEP4C4RoIywsSpJdCWDN19JIkSZIkSaNo3JJiE8Azga8TV76WmRS9AvgQsHltr6Z83STJr2f4kuQJhbuJW+rfBWF7CmuLhrUn//3+TIL0xPrjlSRJkiRJGl1up46J4WcDHycmAxfRXTL0duCnxFqlg1ZvtQyjVl4hsdDFQ4WwPYSHmpKjj0BYo7rYJEmSJEmSxoONeNrbFHgucYXsl8n/d3klsDswTomq6TbmWspgNuYaUuG4zOrRF6aOSJIkSZIkaVjtDZxC51WAdwPH0b5j+7h4Mfn/PsNcUqBf6wLvJ66Y7VRz9XTi9nz1LLwokxx9Q+qIJEmSJEmShkmjfuQ5dN4ifi2xfuSqSSIdTCZHizXq1F5B57+r8xn+OrWJhBdkkqOHpI5IkiRJkiSVKqwKYWMIG0JYJXU0I2QucBhwFZ2TV40mSwXNYcaeydH2Gsn3s+n8d2bzpq6FD2eSo09MHZEkSZIkSepL2BLC4RB+BuHGzAf/AOEmCN+fXDE1I3W0Q6jRZOnvtE9UNZos7ZUkyuFhcnT6ptu8aSGxfunGacIcFmETCPc0XRt/lzoiSZIkSZLUs/CPEP5UkAxtd5wLwcYu07M13TVZelKaMIeOydHubUl3zZu2SxPmoApzILwGwi1N18J7IGyTOjJJkiRJktSzcGqbJOgyCI+1+LeFEPZIHf0A25u4AnQF7RNRdxNXlM5PEuXwMjnau/nE5k230f5vc0ybN4V1IJzedJwJ4VIISzPXwL9C8GGGJEmSJEnDbUpy9AYIn4LwPAhNybqwCYQjINyWSQ7cCWHNdLEPnEadxz/RPukUsMlSv0yO9q/RvOlyOv+9XsDYNG8KG3VYOX8HhFdDmEgdqSRJ0pjZBHgu8DbgQ8BxwJeBr07+/x8GDgf2BzYHvF+TJE1HOBXCAgj70bGWaJgP4aJMouATtYQ52OYSE5030jnJdDZwMDZZ6pfJ0fI0kvqn0/nv9wbiqtMRfijSMTkaJlfUnwxhg9TRSpIkjbDtgXcCvwQeoPO9avZ4EDgNeC+wS82xS5KGR9iiy5/fOrO99JpKwhoO69Ndk6WnJ4lyNJkcrcauxHqjj9H+b7rRvGmTNGFWKaw8+bCocRwA4VAIJ7RYPW9tVkmSpPJsSExmXkz3ydBOx5XEFaeb1fZqJEmjKvxPJkGwWuqIarYNMTH0MO3ffB8mJpq2TRPmSDM5Wq0nEP/GF9H+b7zRvGn7NGHWLcyC8FEIK5quf9dBWD11ZJIkSUOucf/Z6TNWGUdj8cqutbwySdIoCp/PJEc3Tx1RTabbZOku4orSdZJEOR5MjtZjDWLJiFvpfJN5NnF7/hjUdgpHZ66B70sdkSRJ0pBaH/gWsIzpJzcXApcCfyaWhjqd2PfhEuD+LsZZDvyQkdwNJUmqWPhmJjEwL3VEFWrUY/wLnd9cryEmkuYkiXS8mByt12xiQ6bL6HweXDj5s7OSRFqLMBvCvU3XwPNSRyRJkjRkZgD/j87JzKXAmcBHgecQt913sh6wL/BB4Ld0Xo36EHErv58nJEnTFa5oSgrcmjqaiqxOTHTexPRWzNlkqV4mR9OYAPYjrqDudF7cTlxBPaLNm8LPm66Dj6SORpIkaYisD/wvnT9jvRVYq4T55gFvAM6g/S7As4FNS5hPkjTawrMzq0a/nDqikm1ATOjcR+ctGKcCeyaJUiZH09uF6TVvepBYP2rEbjTDd5qugysg+PcnSZLU2bOID9GL7htXAD8H9qhw/p2A/6L1Nv57gQMqnF+SNNzCbAiXNiUElkLYKnVUJdkROJHpbbk4kdiUSemYHB0cWwDHAQ/Q/tx5FDgF2D1JlKULv226Ft6XOhpJkqQhcAhxm3zRveJfgafWGMsOwFktYlkGHFZjLJKk4RG+lFk1elzqiEow3SZLdxJXlK6dJEplmRwdPPMYm+ZNYW0IDzddC89JHZEkSdKAO5y4+y57X7gEeDuxBmndJoA3Enc6Fd2zHp0gJknS4ApvySRGz40rSYfSLGKN0HPpnMS5GpssDSKTo4Or0bzpUjqfXxeRvHlTt9vhwwSEkzPXw6OqiU2SJGkkvI7ixShXEbe5p7YNsalo0f3q+xLGJUkaHOHlEB5rSgTcBmGL1FH1oNFk6WZGfmXbyDM5Ovi6ad50B3FldhkF97sUfgXh4xC2nMbPbgLhx5nE6D1xJakkSZIKvJTi+p6/Je48GhRzgF+Qj3MF8Pp0YUmSBkB4PoRHMomAp6SOqkvdNll6WpIo1Q2To8NlZ7pr3rRZfaGFc5qubxdD+AaEIyG8CcIhEA6D8CkIp0NYlkmMLoPwsvpilSRJGio7EbfNZ+/5TgFWThhXKysBJ5GP9zFiOTZJ0vgJ+zG1rt5CCHUWye7XTsSEzKO0T8g8REzIbJ4mTPXA5Ohw2oLYvOl+2p+TjeZNVXYqnTQlOdrN8QCEg6uPT5IkaSjNBa4gf593KoN93z4BfJN83LcA8xPGJUmqX3gmhMVNiYCHIOyVOqppssnS6CsxORq2gLDn5MOAPRjOkhHDptG86Rban6M1lLgIb4bw+8wK+XbHQggnQtiomngkSZJGwsnk7+vOYjh6OcwCfkVxYleSNB7C0yE82JQMWAxh39RRddBoAnMxnZMtFwOHAaskiVRl6CM5GjaD8HYIp0G4r0UC7G4I341JU1Wocd5eQufz9m9Uet6GVSG8AMIHIXwTws+JW+l/Mvn1B4hlRlatZn5JkqSRsT/FC1M2KHGOGcR69c1HmfdpqwNXkn8d7hySpNEXdskkjB6B8MLUUbXRWIFmk6Xx0kNyNGwC4QwIy6e5QrBxfBPC6pW/Ik13xXfC5k2SJEnqYDb5pOJy4Ll9jrsR8bPcMcR7xnvJ3yd+rc85snYkXzP1dgarkZQkqVxhZwh/b0oKLYXw4tRRtbAh8Y2xU+3CRpOlGmoXqka9JEd3b5H8XArhJgjnT/7fop85yxWDtem2VnCNzZskSZLUwXvJ37f9W49jHQP8HnigYMyio+zkKMBHCub5eAXzSJLSCztCuLcpGfQohJekjqpAo+t1p8RJgq7XqlG/ydHbIRwPYR8ImW3aYUMIH588B5oTpJ+v5JWolW4fgDwtSZSSJElqWIW4sjK762eNHse7m/b3gXUkR1cmvxJ2IbBmBXNJktIJT4JwZ1MSaBmEQ1JHldHYctvpDdEtt+Oh1+To5RD+CcI06pOG/SdXlTbOi8di4lQ1Wx1LZ0iSJA2Dw8nfn72uj/EGITkKcFDBXB+uaC5JUv3CthDuyCRGX5U6qkkD1KxFA6aX5OgqEGZ0N034bGb16GE9RasyzCIWwD+XzteDq4kJVa8HkiRJ9bmKqfdk1zPtpqmFmpOjS4BzgC8Brwd2AG7KzFdVcnQCuCgz1x3099okSYMjXJZJ/twC4ZQuj11LDqrRZOkWXCmmYn10q+9G2DlzfvRaL0nlmm7zpjuJK8nXThKlJEnS+NiT/L3Y2/oc81PAG4iNkYru9W/IzFdVchTgFeRf3yA3LpYkTV+4meIGNN0cZTVt2gI4js4Ftx8FTgF2L2leDZ+6kqNrZP7Wv1X+HOrDjsCJwCO0v2Y8NPlzW6cJU5IkaeR9man3X4uJ5ZGqVGdydCXig/fm+X5Q4XySpPoMRHJ0F2KTpcdon+BoNFnatM/5NPzqSo5unflbP778OVSCDYgrRO+j/TWk0bxpzyRRSpIkjaYJ8o2YvlvDvHUmRwG+mJnvIWLpJ6lW1nOQyncUMLfPMS7u4XcmgOcSt893Sq7eQXyj+wJxValUl2dnvv5bkijUSWP7/OeANwLvBjYr+LkZxOvNi4E/AscD/028uZUkSVJvngxkG5f+MEUgFfsh8Pamr+cCexDvKyVJmrZGk6VLab/CKxCLXr8On8Ypr4aVo2ElCBc3rRpdAmGtcudQRRrNm/5C5+vMNcSHNHOSRCpJkjT8jmDq/dVjxD4SVat75ehKwMLMnEdXPKckaYSsQUxA3ErnZIVNltRJHcnR92a21B9b7viqyXSbN91FXH26TpIoJUmShtd3mXpfdU5N89adHIXHdx01jtNqmFOSNOSeQKwTuoj2iYmlxLqj26cJU0Om4uRoeAaER5oSozdAWKO88ZXADsSmTA/T/lq0aPLntkkTpiRJ0tA5l6n3U1+sad4UydGPZea8toY5JUlDalem12RpITF5ukmaMDWkKkyOhs0g3NGUGH0UwtPLGVsDYH3iCtG/0/7a1Gje5P/2kiRJ7d3P1Puow2uaN0Vy9FWZOZcBK9cwryRpSMwgboc/nc5b528A3g+smSRSDbuKkqNhQwhXNyVGV0B4c//jagDNJZb6uJHplfo4GJiZIlBJkqQBtjb5e6f9a5o7RXJ0N/Kv94k1zCtJGnArExsnXUbnJMOFkz9bcn1IjZkKkqNhXQiXMrXO6JF9R6pB13io82c6X79s3iRJkjTVE8jfM+1c09wpkqObk3+9u9UwryRpQDWaLN3G9FZeHZgmTI2gkpOjYU0I52USox8pJVINE5s3SZIkdWdH0q2kTJEcXYv8631WDfNKkgbMlsQ6oYtpn0BoNFnaLk2YGmElJkfDGhDOzSRGjy8tUg2jrYnXuE7Nmx4hXuO2TROmJElScnuSv0fasKa5UyRHZ5N/vS+uYV5J0oDYDZssaTCUlBwNcyH8MZMY/XypkWqYddu86RlJopQkSUpnF/L3RlvUNHeK5Og88q93vxrmlSQl1EuTpTWSRKpxUkJyNKwK4YxMYvTrECZKj1bDbi5wGHAVna+D5xHrKtu8SZIkjYMnkr8f2qGmuVMkRzcm/3r3qGFeSVICjSZLl9M5GXABNllSvfpMjoY5EH6XSYx+A8KMSqLVqGg8LPoTna+L1xJrMq+aJFJJkqR6rE/+PmifmuZOkRzdjvzrfUoN80qSarQucfXn7bT/4L+CuJrUJktKoY/kaJgN4bRMYvTbJkbVpb2BU4BltL9W3g0cR321tyRJkuo0k3yd9tfXNHeK5OhB5O/35tUwrySpBlvRXZMln44ppR6To2E2hFMzidFTILjqWb16IvHauYT2185G86YnpQlTkiSpMpcx9b7n2JrmTZEcPTIz5+01zClJqlijyVKn1U8PEBMAG6cJU5qih+RomAXhF5nE6I9NjKok6xGbN91L+2tpo3nTXkmilCRJKt9PmXq/c1pN86ZIjn43M+cZNcwpSapAo27e2XSum3c9sW7eakkilYr1khw9NJMYDRD+BuG8Lo6TK39lGnarEZs3XUnn66vNmyRJ0ig4mqn3OAuppx9FiuTorZk5P1/DnJKkEjWaLF1B5w/t52OTJQ2uXpKjbypIjnZ7nFv5K9OoaDyEOofO19vrsHmTJEkaXnuTv7/Zs4Z5606Obkv+ddqDQ5KGxLrE7Z73ML3tnvsliVKaPpOjGibTbd50D7F500ZpwpQkSerJbGARU+9rjqth3rqTo0dl5lsGrFnxnFLOROoApCGzFfAvwFuAOW1+binxg/uxxFWl0qB7MTGR32wW8QalhbAR/TcSexAmTJCqV16TJUnSqPoZ8NKmr28DNicuwKnKDcAWTV9/nVjeqCqXAts1fX0m8KwK55Mk9cFVShp1PXarlwaCq/klSdKo+Qfy9zIvrHjOOleO7kH+9b2pwvkkST2wvp3GiclRjQLrQEuSpFExG7iXqfcvZ1Q8Z53J0Z9m5noYt9QrEbfVS3mrAa8G3k0sEN3O+cAXge9T7fYGqWo9bKuXBtYM4EXEOlbP6PCzNwAnACcBiyuOS5IkqRufI34ubbYXcQFPL7YADmnz7+8H1mr6+lxiErOV43uMY3vgYqbmpL4FvLHH8SRJJVmPuC0z+3TObZkaB64c1ajaDTiZzmVRHiAmSTdOE6YkSVLOBsQVlc33LH8hPgjuxX60vx/q5ljRYwwAp2XGWkbnhUmSpAo9kfiBeAntL/6PED9gPylNmFKlTI5q1G1FvNYvpv21finxWt9vszFJkqQyfJX8/UqvKywHITlaVEv1Bz2OJUnq03SbLN1NbLK0YZowpVqYHNW4WJe4Zex2Ot/wn06sPS1JkpTKxsCDTL1PuRfYpIexUidH1wFuyYzzMHHBkpSMNUc1bhp16D4I7NnhZ68DvgR8nbiqVBpl1hzVuFmZWHPrKODJHX72QuALxFUNnhOSJKlu7ybWH232Z+CZwGNdjLP+5O+U5Udd/OwE8DPgoMz3P0YsbydJqthc4DDgKjo/ATuP2MF4ZpJIpTRcOapxNYO4OvR0Or8/3EBcdbpGkkglSdK4Won4sDZ7b/JvKYPq0tHk478GmJMyKEkaB+sTn0L9nfYfeBtNljp1NZZGlclRafrNmxZi8yZJklSvrck3ZwrAe1MGNU2vJW7Db477UTrv5pQk9WFrbLIkdcPkqPS4LemuedN2acKUJElj5PXkE4yN2p9vTRdWR4cQt/5n4357yqAkaZTtTVwBWvSm0XzcRVxRuk6SKKXBY3JUyptP3EZ/GzZvkiRJ6RxC550tH04WXWtvJ+7SLIr3iIRxSdLIadSL+zOd68VdA7wD65pIWSZHpdZWJtaivozO7zMXTv6s548kSSrDa+icGG0c3wJWTRPmFLOBL9L54fLbUgUoSaNiLjHReSOd3yTOBg7GJktSKyZHpc56ad60ZpJIJUnSKDiY4i3p/wP8suD7AbiUtCV/tgL+WhBXqwTp4WnClKTh1m2TpacniVIaLiZHpe7sSqw3WvSBpfloNG/aJE2YkiRpSP0jxfcZvwFWIS78ObHg3wOx2dEJwOo1xjuLuHjpoRYx/Rz4YcH3TZBKUhd2IF78izr0NR+LJn9u2zRhSkPJ5KjUmycQP3wsov17U6N50/ZpwpQkSUPkH2ifGG2YIC4calXX82bi1vWVK4x1FvAG4NoWMQTg34g7cGYCPyj49xXA/6swRkkaejZZkqpnclTqzxrE1RK3Mr1SLwcSP9BIkiQ1ezlx5Wf2/uF/ad074/nEz8Ot7j1uIzZs2rzEODcGjiSWEmo17/2Tr6fZTOA/C37WBKkkZcwi1lf5C50/ZNpkSeqfyVGpHLOJDZkupfP710WTPzsrSaSSJGnQvIzixOiZwGodfncj4BcFv9t8LJ8c6yhgD7rryTGDWFbovcT6652aRJ1O3GFTxASpJLWxOjHReRPTW3lzMPEiLak/Jkelck0A+xF3PnR6P7uduPPB5k2SJI2vA4BHyN8nnEVsRjxdBwLXF4xTdCwGLiTWAv00cDTwTuJn8g8BxxO3wZ9P61qi2eNW4JBpxDkL+GnB79vFXtLY2oD4wfA+Oj/pOhXYM0mU0ugyOSpVZxem17zpQWL90k3ThClJkhJ5IcWJ0T/QXWK0obGT5eqCMas67gTeD6zasQRb3gAAIABJREFURZyzgJ8VjGWCVNJY2ZHpNVl6aPLntkkTpjTyTI5K1dsCOA54gPbveY8CpwC7J4lSkiTV6QUUfx4+m94So81mAa8Gfkvrpk39HCuIK1vfRO9Nn0yQSmNuFWLX2n2JS+gPnjxeCDwTeDLxic8omm6TpTuJK0rXThKlNNomiEXZn04s0J49/56K555UhXnE7Wq30PlDx6g3b1oL2JlYguAlPH4vtB/x2rQFls+RJI2u51OcGP0jseRcmTYh1gv9H2BRwZzTPZYQk61H0bqmaLfaJUj/uaQ5JA2AmcSCx+8HTiPWAJnOk5tlwLXEwsrvJm7NG9YPCY0mS+fS+XVfTfzguEqSSKXRtBlwKPAdYiOYJUzvBuhu4hPhTxMf3vT7BFtS1Njydgmdz8O/AYcx3O+Lc4mrY44nNoO4m+ldgx4mvv6TgTdQbqddSZJSeR7FidFzKD8xmjUbeAbwFuAzwP8CC4lJ04cnjysmYzkV+BzwVmAfqrsXmY0JUmkkTRBXSH4NuJ/ylq7fDXyR4dlu12iydDOukJHqtgnxqe5llHcNepT4kOeVwJz6Xoo00ho7Kjqdf3cQd1SslSTK7q1CfDB6KsXdd3s9Lgc+iPVZJUnDaX9aJ0bnJYhn24JYnpwgjtnAzwtiWUFMzkoaIisTV3fUUfz4EuA1DGZtwA2JH+A6JYYbTZaeliRKaTQ9g3heVVFbqPl4gLiidP16XpY08namu+ZNm6UJs6P1gGMp9+Fwq3uI04C96nlZkiT1bT+Kd3CdT7qHn4OSHAUTpNLQmwkcDtxKbzf4S+l9VcV1xO2yg7DicifiB7tOr+Uh4ge7zdOEKY2kpwG/p/dEQ6/1h5YQV7SvU/1LlMbC5sTmTZ2Si43mTXukCTNnbeALwGJ6vwZ1qkfe6lhArFMqSdKg2ofi++3zSVvrf5CSoxATpL8oiGk5Me8haUDtCVxA5xv3xcBvgKOJ28x2Il4EZzWNNZuYYNiVuG31Y8RkR6eO7oG4LX3Hyl5lezZZktJZGziRzitFVxBr930BeDPxBm0DYLXMeGsBTyTWGH0X8H3idt5O16B7iN0qB+FBjTQKhqV50wTweqZXR/RO4D+JtdQPIF5rsitlViNem/YmXlM+T6yVPJ1r3EnA/CpepCRJfdibuEAo+951Aek/Gw9achRMkEpDZRaxgHG7m/UHgW8Bz6W/7vNziB8ifkD7RiqPEZOvdTRuGrdmEtIgej5wF+2TBWcSEwzr9jnXDsAngBvbzBeAM4CN+pxL0uMa77cX0/n99mLqfb/dADi9Q0w3A58kPsDtJ3k7H3gjcZVou3uve4AX9TGPJEll2ovixOiFDMbOq0FMjkL7BOnrEsYlqcnmwJ9ofWN+I3AEsGoFc88DjqT9Sq7Tqa4O4LCsZJFG2UrEmn6tEgSPAF8Ftqpg7hnEVaVntZg7EBO2z69gbmncDdJOjf0m52kVwx+JScoqHthuCXyZ1jtrVhBrIs9qNYAkSTXYi7hgKvs+dRGDkRiFwU2OQkyQ/pJ8fMswQSol91Rabx27l1gouI6b8VWA91B8sQ3ATZR7UduC4ayBJo2a1YBf0Toh8C1g45pieRbx5q4oluXEWsySype6xvdbiR9MWq1efU7J87WyIXErfatk8W+AuTXFIkljLKwN4SAIH4XwbQg/hfBfEP4DwlshDEqyrU7PoHVidJBKwAxychTGJkEatoFwOIRvQPgThKsgXAPhXAg/gPAOCBumjlJq2I/iJfGBmJBIcZHbGPhxi5juJdZE7ceodM+VRsHatF61fhlxVVndVgLeSesmLB/H1eNSVTYgrhDt9OByOXHF6dNKmPPoFnMsIT60XamEObr1dFqX+fkr/ZcVkSTlhPUhvBPCORCWQQgdjj9A2Cd11DV5OrCQ/HvS3xisxCgMfnIUYoL0VIoTpK9NGFefwhYQjoFw9TTOnwDhUQgnQVgzdeQab88lblXNnpALgUMSxtVwGMX1SB+i+1WcE8REcNEFKHvcQfxglm2oIKlcaxBrExWdh9+gmjIe3XgKcCnF8R2fMC5pHKxOLHlzM53ft/spefOxFmNeTqxLnNIcYnO6ovguJX3DC0kaMeHeaSZ0mo/lEI5OHXnFdgPuI/9edAXxoeagGYbkKIxkgjR8vYdzKEC4EcITUkev8fRUipfEXw1snTCurJ2AW8nHeQ/xotdJo+lDqwRH83HR5M9az0uq3irEJiTZ8/AxYoOSQbEqrVeyvythXNK4mAUcDJxL5/fxq4kJ1TnTHPuIFuP8jFjuY1AcSnG5gbOZ/muVJHUU7sskbG6C8F0IH4RwGIQjIHwZwl0FyZ1RvS/cleFKjMLwJEehfYL0NQnj6lEuOfpXCJ+GcDCEfSDsCeEVEL4DYWnmZ6+FMEj3XxoDm1JcY/Q8YL2EcbWyOfHim433BloXfW40WSpKrBZ9uLDJklSvH5I/FxczmB2ZZxIbpWTjXQH8Q8K4pHFTZvOmgyhuAPd14jk/aF4ALCIf70/w/kWSShLug7AYwlchtCnbEuYQa482J3aWQNi8vlhrsQvwd/LvPVcSa2QPqmFKjsJIJUjD1yEsgvA5OtblDTtBuCVzHh1TS5gSsW7W2eRPvPOJCcVBtR5wFfm4T2Xqh4ItiE2WHij42eaj0WRp91qil9TscPLn5CPU1/CkVyeQj/sBYpdpSfXZkbjdvFVn98bx0OTPbZP5/S0oXgXzZQY70fhMissNvTNlUJI0OsK/QuhiNWT4Tiax89HqYqvdzhQnRq8CNkoY13QMW3IUYGXgvxn6BGl4HoQuFtyFXZha3/dGCIN8L6YRciz5E+4aYP2UQU3TFsBt5ON/D/GpVjdNljatN3RJk3YhX+t4GcOxAnMG8APy15W/Ep/4SqpXo3lTUaKz+Wg0b9qTuE2/qAncKQzmitGsg4jXzObYl+LDXklKIGxIrDnaSOz8IXVEJdmZ2Ag5+155NYOfGIXhTI5C+wTpqxPGVbHwy8xDBhtiq3K7kb+hfpD8ioperU7s7L4W1a282J18YqVoW1z2uIlYH3D1iuKS1NlM4ALy5+f7UwbVpdnAX8i/hg+mDEoac/OID0qn07zp2oLvnUf8QNKP+cDTiPVRDyOu5nwr8Eriis8y7z/eQ/41XEzcHSRJqlW4rCmpc0PqaEqwE60ToxsnjKsbw5ochbFMkIajM8nRbptvS12ZQfFKiV6XaK9DvOE/kdgkoWib143EVVZvpNyu0+8omKvVYZMlaXAUnbu/Il6fqrIDMfGRPb7ax5ibkd9mtASww6KU1gxiDfGiBxitjoeYXoPHZisRV8EfDnwPuG4a8ywnljB6B/Ehcj8miE2jsnO8u89xJUldC+eNUHJ0R2Lj4+z7yzUMT2IUhjs5CrHZ4umMTYI0fCSTHN0xdUQabW8hf3J9t8sx1gDeDJxJfgVqp+N+4sqqMlY1TAC/7jCfTZakwbIusJCp5+m9k9+vykrELe9F14jf9zn2qwrG/EmfY0oqz3SbNx3aw9gHdhiz03E38NreXtb/WYd8c80HGY4ySZI0IsJMCPc3JXXOSh1RH54E3EHxgqctkkXVm2FPjkL7BOmrEsZVgfCjpnNoGYQ1U0ek0TULuJ6pJ9VCuu8wdyH5k7Pb41xijbB+bUW+EcMKYt3R7UsYX1K5PkX+evCWiuf8QMGcZSVHAX5H/hrkk05psOxA3OWSLckTgD/Q20PUfpOjjeMzPc7f8IaCMY/vYzxJUlfCixiNhkytEqM3MXyJURiN5CjEBOlvGekEaVgHwsOMXt1eDahDyZ9Q/9LDOH8rGKdx3AycA/ySeALf0OZnLyGueOjXJwrGflEJ40oq15rEru7ZByVVbqfflvadrMtIjj6Z/Cr6/yphXEnl+yn5Dxa9PkzNJkcfJF5TvgK8j1hz9HXAPxOTlWfSuj76u3qMAWJiNVsy6SHKuceSJLUVVoJwflNSZymELVNH1YNtgdspTowOa8moUUmOQixP2CpB+k8J4ypJ+HrmAcPBqSPSaLuEqSfS7cAqPYzTnBx9FPgF8YlFq/ojWwMnUbylrdst/UXWIr9N94wSxpVUriPJXwNeXOF8M4A/Ns11D3BpZv4ykqMA3yd/ozKsN5LSqNoEeIyp5+oP+xjvAGL5nvcRO/pOp8v9VsQay9lr4SL6q+P2goIxP9THeJKkaQkfzCR1TkgdUQ9aJUZvBoYx0dswSslRGNkEaTgAwoqmc+gcCJZFVGWeSv4kek+PY/0NuA/4CN3VtDqY/IeSFZOx9evYgnGH+UIujaLsA5qLqLYe8Lsy870GWJD5XlnJ0SeTXxF2dEljSypHUYmNXRPEMZO4ujwby5F9jntuZryrsea6JFUoPI9YG7GR1LkGwuqpo+rSNsBtFCdGt0oYVxlGLTkKMUGaLenVSJC+MmFcPQrbMrVe70MQtkkdlUbbCUw9eR4mbnHtxaHEpky9OIr8ifzZHsdqtjH5ba0mJqTBUfSApspao08gbittzPXrye8vyMRQVnIU8k9yr8HEhDRIsg9ozkwYyzrAkkw8v+tzzNeTv87u2eeYkqRCYRcIDzQldZbE7w2VrSlOjN7C8CdGYTSTozAyCdKwCYTrms6h5RBekToqjbYJ8oWV+9lG1o+Vgb9nYrmopLGziYlLShpXUv8+TXkPaDqZYGpXx8U8vpJ8QSaOMpOjryN/k5JiVZqkvB3In59vThpRfGjTHM9VfY43l7g9v3nMz/c5piQpJ2wL4c6mpM6jEIat58UTgVvJvzfeQWzMNApGNTkKrROkjwIvSxjXNIX1IFzO1JIU/dRfl6ZlO/InzYEJ4/lxJpZ7Sxo32611BbBBSWNL6s/5TD0/f1ThXP8vM9c7m/5tQebfykyOziW/EqzfbbKSyvFOpp6bS+l9F0xZvsbUmG4rYcxs/eOLSxhTkvR/wtYQbm9K6CyDcEjqqLq0OcWNk+9kdJKHMNrJUYgJ0t9TnCB9acK4OgjzIVySSYwelToqjYd/YerJ8hiQshbKFwriKcNG5C8MQ1yYWBoZa5Ive1HViq3NiB2jG/Ocy9QmKQsycZSZHIX8CvZft/9xSTX5JVPPzZRb6huydUcvKGHM12fGXEF39eElSS2FLSHcwtRtwIemjqpL7RKjT0kYVxVGPTkKQ5cgDWtBuCCTGP1E6qg0Pn7I1BPlj2nD4XtMjef2Ese+MjP2V0ocW1JvXkz+DbuqOkbN21QfA7K1nxZk4ig7OfrBzPgPYd1RaRDcx9Rz85ik0cAMYk235pj+o4RxNyN/vX15CeNK0pgLm0C4vimhswLC21JH1aXNgOvJv0/cxeglRmE8kqMwNAnSMA/CnzOJ0c+kjkrj5WKmniSfThsOlzI1nrNLHPubmbHPKHFsSb15L/kn01V4Y2aejxf8zILMz5SdHH0W+RuTzUqeQ1J3NiB/Xj4vaUTwz+Rj2q2ksW/OjPuhksaVpDEV1odwRSYxekTqqLrULjG6XcK4qjQuyVGICdIzGNgEaVgVwoJMYvSE1FFpvMwgNj5pPkHemDCeoo7VHyxx/Pdnxi5zVaqk3pzE1PNyQQVzbMjUlWFXAasU/NyCTCxlJ0c3JH+N26/kOSR1Z1/y5+WmiWKZARxG/LDSHM9JJc7R3JAuAN8pcWxJGjNhPQiXZZI6708dVZc2Ba4j/154N7B9wriqNk7JUYDVKE6QLgUOShdWWBXC7zPn0EkQ3F2nWhVtr9o7YTynZmJ5jNgprywHkX+9c0scX1L3sm/SX6tgjp82jb8CeE6Ln1uQiaXs5CjAA5k5hm3LlTRq3sTUc3IxMUlZhbWBLZuOrYgrQg8kbuW/nPx9yqkUP8zp1b9nxj+nxLElaYyEdSFcmknqlLmwpw6bANdSnBjdIWFcdRi35CgMXII0zIHwu8w59E0IVd2HSS3tTP7EeEKiWF5REEvZNUF3L5hjk5LnkNSdvzH1nPxoyeO/KjP+V9v87ILMz1aRHL0iM8ew3URLo+ZIpp6T11Y417Hk70NaHfcA76L8RG229vEVJY8vSWMgzIdwcSap8+HUUXVpE+Aa8u8/9wG7JoyrLuOYHIX2CdKX1BdGmA3hvzPn0LdNjCqVvcmfFOsmiGNr8s0Q7qb8DqpPIv96R7G4tDRMsvWN3lPi2POJtZIaY98OrNXm5xdkYqkiOfqXzBzHVjCHpOn7GFPPyQsrnGs6ydFlxNWda1QUw9sz891a0TySNKLCmhDOyyR1PpY6qi6tT/Fuhfspr8b1oBvX5CjEBOkCkiVIw2wIp2bOoVMgrFT93GrwP/ZUqxd8b1GCGH7G1IRFIG5zu6vkuR5sMb+kdLKlLcq8Bn0ZWK/p68OJN30pPZT5el6SKCQ1VHkN6sVM4rXqH4DPAScQywyVJXsv5DVIkqYtzAF+x9SVlWcCf4DQTR35M2GizGt7N9YnLgDIJgIfAPYHzq89ItVtMfAi4DRi7fWG2cCPgIOBX1Y4/9eBFzd9fTcxWfvGmAqalrNg4sqS4xorJkenWl7wvTqXMa9CrAWY7YD3WWKNrbLNLPhe0X8DSfVZkfm6rGvQS4hv7A0/IT6ISS17HfIaJKVV1TWoyLnk6yqvSmyGsStTH9huAHwGOIRYk/TOkmLwGiRJvZtPfsv5vkxNME3H2qR5YL8eMTGa3T35APA84LzaI1IqjQTpr4BnNn2/kSD9R6rJyUDc0dtsPeA/uhzjLYDJUZXmGeSXUpe9lb2VWcSnEdn5v0t1H0y2K5hv24rmkjQ92VpHR5Yw5trAHU1jPgBsPI3fW5CJpYpt9edl5vhEBXNImr6PMvWcvDhRHLOIq0UvIX+vcinlNZB8Z2bsm0oaV5LGQNg0sxW416NdmaeqrEd8P8m+xzwA7JEgntTGeVt9s9WIq5+LttgfWM2U4S8lnENvria28eHK0amy2zsh1rgqezt71kxiEjR7sv0CeAP5VRxlKdpCX/TfQFJ9qthm/gXiqquGI4HbShi3DNnXl3oLrzTuBmWb+WPEFe6nEleXHtr0b9sBxwFHlDBP9l7I+yBJmr5HKWfbed2r9tcllgPI7thcCDyfuLNB42kxMS/zG2DPpu/PBn5MNStIf0f/D2evLyMQqWF98k8I9q94zhnA9wrmPZ24zb5Kr8zMuQxYueI5JbX3P+RXj/fjgMx4C4CJaf7ugszvlr1ydAbwcGaON5Y8h6TuvIap5+SjxFWcKc0AzmJqXI8w9aFPr06i2uucJGmwrEvcFZH9/L0QeFrCuFJz5ehU84A/UesKUmmw3M/UP/7DK5xrBvAt8ifcWcSaW1XLbp27roY5JbX3Jaael3/pc7wLm8Z6lHjTt9Y0j7Mzsfyh4Gfm9BHbE8hf//bqYzxJ/duD/Hm5TdKIomeSj6uMLWTZ69xXSxhTkjSY5lOcGF3E1DqT48jkaN4atE6QvrjN70kj4S9M/cP/ckXzTEyOnT3RzqG+jvH/lZn7VzXNK6m1I8g/xe6n7vBV5K8zZR791AjNrmoNxKf5ktJZg/x5+bKkEUUziHXgykxkTgD3ZsZ8V59jSpIG01rka903EqP7JoxrUJgcLbYG8GdMkI68OjuxD4vLMl9X9QTpOOBtme9dSOyQVke9qwnyr+3SGuaV1F72PJwH7JwikBpkb0TvAu5JEYik/7MQuCXzvUFYTbOCfK3kfh+mbAesk/me90KSNHrWBP4X2C3z/SXEBNeZtUekYdGoQ5vdzdeoQfqi2iOSanIoU58IrKCcmlbNjiX/5OFCYkfpujylIIYDapxfUrFVyNfhfG8f4w3yytG/Zsb6zz7GklSe7zL13LwobTj/5xqmxvW9Psd7R2a8pcQutZKk0bEmscFS9h52MfDshHENGleOttdqBekjmCAdCXarz/td5usJ4IXE2qBl+ARwVOZ7FwP7AfeVNMd0ZBOhjxHrCUpK6xFibZvmm7UDgM/2ON45wM09/u5uxC1IDfeT70jaa63iDYFdMt87o8exJJXr98TGTA07ApuSX1Fap1WAjTPfu6vPMbP3QucSPyxLkkbDGsQVo7tnvr+E2FTHe09NV2MF6f8S67M3rAz8BPgH4LQEcUmVupypTwPK6lz6r+SfNFxJ+StTp+NvmTjOShCDpGJHMfX8XA5sliCOBVRzLQR4T2bsFcQGTZLS25R4Tjafox9IGlGse5q9h3pTH+NtCCzLjHd0nzFKkgbHGuT7iQRiYvQ5CeMaVK4cnZ52f1f7JYxLqsSHyCcmNu9zzI+QP4GuJt6c122ngljemiAOScU2J153ms/RDyWIY0EmhjKTo9kHNH8scWxJ/VvA1HP0CuJumhTmTM6fvTdbv48x35sZbwWwVX9hSpIGxDyKt0CbwGrN5Oj0mSDV2ChKTPxbH+NlV0gFYt2s7PawupyciWUp+YYEktJawNTz9A7ittKUMZSVHN2f/DXRBzTSYHkz+fO019rkTwfeQmxe0K01gd8WxPKLHmMBmAXcmBnv7D7GkyQNjtWIDZasDdkdk6PdaVXL1gSpRs7pTP0jX0RvXVHfSf6EuQnYopQou7cVsb5oczw2QZEGz+vIXzv+ueYYFmTmLys5mh13EVNrm0pKbx7wIOUkEF86+fu3Eh8270PnROlGxIfLd5O/Fj4MbNljLFCc+H1jH+NJkgZDq8ToUmJXerVmcrR77RKkz00Yl1Sq/cj/kX++yzFWLRgjAPcSm5j0evRzkfpeJpYVwM59jCepGkUrm26m3k7KCzLzl5EcfT75a2KvzaYkVes4ylk92kiONh+PEhtS/hz4DnAi8G3iitBrydc8bRyPAf/Y4+uBeG92Q2bMW+htVaskaXCsRmywVJQYPTBhXMPC5GhvWiVIF2OCVCPkj+RvyLtJJK5G8Y19v0evycx9yH/Y+GWPY0mq3uHkz/9ja5x/QWbufpOjs4lN6JrHfIS4QkzS4FmfuPqh+Zy9lu5LfBQlR3s57gNe3s8LAj5RMO6/9DmmJCmtVWmdGH1JwriGicnR3rVLkNr8SyOhqC7eOcBK0/z9QUqOzgEuy4yzDNi1h7Ek1WMV4HryN3k71jT/gszc/SZHjyF/PXPVqDTYjid/3n6yyzF2Ja4S7fW+5xHiqtJ+GjABbDc5VvPYNxLvkSRJw2lV4j2qidH+mBztz5rAXzFBqhH2Q/J/4J+Y5u+uSlzlUPaxQw+v42sFr+NLPYwjqV4vIH/uXg2sXsPc7yFudW0c7+5jrH2JD2SaX8cdxG6PkgZX0Tb05cQHyN3aEjiMmOi8lHyiMpu0/CnwdsppGjkHuKhgnoNKGFuSlMaqwO/IX9sfJe5a0PSZHO2fCVKNtI3JNyRYDrwwZVBdeg35E/RO4skrafD9jPw5/D1gImVQXdgAuI38azgkZVCSpu3l5M/fO+i/JMYMYBPiQ9/diKvitwDm9jlukW+Tfw2nVjCPJKkec4DfYmK0LCZHy9EuQfrshHFJpXglxX/cT08Z1DQ9i/zKjBW4xUAaJusBt9P/1tYU5gEXkI/9hymDktS175A/jy8B1k4Z1DR9jHzsd2O9Y0kaVisDp5G/ti8jfnZX90yOlmct4DxMkGpEfZPiG+tBvmA8FVhIPu7jUwYlqSfPIa5az57P/Wx1r1qrGlBXUU9ZAEnlmQtcQf58/gPVrPQsyxHkY14OPC9lUJKkns0G/pvixOg/JYxr2JkcLZcJUo2sVYHzyf9x3ws8LWFcrexHvhxAICYqZiWMS1LvPkD+nA7EVVGDZh1iA7tsrAupr6GUpHJtDzxA/rw+F5ifMK5WPkzcLZON9yMpg5Ik9Ww2sSRKUWL01QnjGgUmR8tnglQjaz3gGvJ/3IuI9bgGxRuI3fmycV6IzU+kYffvFCdITyJ2tx8E2wCXk49xKfDchHFJ6t++wMPkz+8rgScljKvZysQmckXXyhMTxiVJ6t1s4JcUJ0ZfkzCuUdFjcjSsBGE3CEdA+DaEX0O4AMItEG6CcDGEH0M4EsKmVb6AAbUu8DeKE6TPSheW1L8tgVvJ/3GvAE4gXrRTWY3ihgOBmNTdMFlkksoyA/gBxef5hcDW6UID4FUUr1p/DHhFwrgkledlxIYX2fP8IeC1CeMC2IriVRoB+DEwM11okqQezQZ+QXFiNPX7zqjoITkaXg9hMYQwzWM5hO9AWLfqFzNg1gUupniR3bPShSX1bwviComiG++LgX0SxPRCile1BmIzlA0SxCSpGjOBr1J8vj8EHEn95TM2AX7UIqYlwIE1xyOpWi8k3tQXnfM/ATarOZ5ZwHsofjgTgG8AK9UckySpf7OAn5O/ri8HXpcwrlHTS3L0yC4So83HTRBSL+iomwlSjax1gT9TfAO+Avgu8MQa4tgB+FmLOAJwOrFbtKTRcwzF9fQCcBlwEDBRcQzziHX9HmoRx73AMyqOQVIaTyM2pyw69xcRa3tWXc5ngvjw5ZIWcawAPkH110JJUvlmUfxZdwVwWMK4RlE/ydGHIJwK4X0QDiJus98ewu4QXgnhWxAeySRIL4WQctdtCu0SpPsmjEvq28rAF2mdmFwGfB/Yo+R5J4irU39G68TIcuDjuH1MGnUHAn+n9XXob8QC9XNKnndT4F+B+9rMffbkz0kaXRsDZ9H6OvAAMTlZ9krSVYhdiS9sM/d9wEtLnleSVI+ZwH9SnBh9a8K4RlUvydHdIOwDYRo71sK2EK7LJEjf0nfUw8cEqUbay2m9cqJxXAkcTUyU9pKwXAnYi/gB44YOc90C7N/zq5E0bDYDFtD+urCQuK30QHpfybUl8Sn974kPYFrN9RjwKdzCKo2LlYgPZIvqkDY/tD2D+IG2150184AXExvQPdBmrgD8gVgGSZI0fGZSXGN/BfC2hHGNshq61Yc9MsnRX5c7/tBYl+IdL4uAZyaMa6y5xag8axGTAYcRG6a0s5C4Jf8K4Cpig6dFxG2pAKsDc4kJjycRL0p7Tn6vk3uJHzoWdhe+pCE3QSxI/wXi9aid5cR72du4AAAgAElEQVTVVhcDVwPXA/cTrxsriKvi5xJrFW8zeezO9BIN5wNvIL7hSxov2wFfYXq1128GziVeg64G7iLeBz1CvJ6tSXyQsxXxGrQDsCudH7osAY7g8QaVkqThMhM4mdjks1kgXt+/XHtE42Fb4oKuZk8h5ixKFK7m8QayV8PEtuWOPzTWA34HbJ/5/mLgAOKuHGmoHUT7FVV1HBamlsbTBHARaa8/P6n8VUoaZO8m7TVoMbB+5a9SklSFmcD3KF4xenjCuMZBDStHAcJZTStHbyx//KGyHq4g1QgrWv5f1bGQuDLi/sz3byCu/JI0Xl5B/jrRaetpP8dyikuK7Fn1C5U0kOYSV4A2Xw8eptqHxtn5ArEevCRpuMwkNjUuSowekTCucVFXcvSGpuTo78sff+isB1xKca7Hz1QaWjuQ/wDwa+DQyf+7iOnd6HdKiP4ceCWPN1g5suDnfLImjZeZwOXkE6PziVtcTyTWI+73GrQM+CvwQWLpj22INUabf+b0il+rpMH0UfLXjDcQG7MdRdxGv6zgZ7o9bgG+RlxVMQH8MfPvS4k1kiVJw2EGcSt9UWL07QnjGid11Bx9NlNrjv5LueMPLROkGjn/zdQ/5uXAzk3/PpuYpPgQcYXpecCDtL75vx/4C/GN4v3EE6Oo1tYq5JMedxFrl0oaD28mfw35cMHPbU1siPIVYp2bWwt+rznBcAXwM+B4Ytfnonqm3yz43eeW87IkDYn5xJv45uvAVeTvW9YkliA6nnhtuYJ4rWl1HbqV2ATuK8A/Ex/IZO1T8HvfLuuFSZIqNYPH60Rnj/elC2vsVJwcDXtDuLMpMXolhFXLG3/otUqQPgA8LWFcUtf2Iv+H/P1p/u5KxITDFsDmk/9/p6ZOWW8tmP8DXY4haTitQmxu0nz+3013D0jmARsRV1vNnxxzujYjNlFpnv9cbPonjZPPkb8P+Ycufn8V4rVnS+K1aF6X8/8mM/cyYoMoSdLgmgC+SnFi9KiEcY2jEpKjYTcIBzcdb4HwcQh/gLCiKTF6OYQtyn4BI8AEqUbCGUz9A36U2DW+LisRu8tlV56uXWMMktIoaoBS9zaVLxTE8NKaY5CUxkbELvHN5/951PuAZDfi9svmGH5a4/ySpO5MEHcFFCVGXeRTvzKSo19l6rb57HE1hPe5YrSt9YHLMEGqIfVC8n+8X0kQxz8VxHFsgjgk1aeoAcqN1N+UbT75MiFXUlwKRNJo+Tr5+4/9E8Txo4I4rNUlSYNnAvgyxYnRDyaMa5xVnRxdAeEiCB+AsGbp0Y+WdgnSPRLGJbU1AZzP1D/ah4FNEsVyQSaWJcDGCWKRVI9jyL9xvj5RLP9aEMvrEsUiqR5bk2/KdmaiWIoaxC1IFIskqdgE8B8UJ0Y/lDCucVdGcvQwCKc0Hb+GcBVTt9QHCLdB2Kv0VzBaTJBq6BxC/g/2+ITxvKggnv9IGI+k6hQ1QEm5WnN1BmMVq6T6/JD8fcfTE8bzjYJ4BrRBXNgIwnGZ46DUUUlShSaAf6c4MXp0wrhUaUOmsDmEEyAsa0qQPgRh+3LGH1kmSDU0ZhK7rGb/UNdJGRRxlURzTI8CW6UMSFIl/o38m+XLk0YE7yUf0xFJI5JUlR2B5Uw933+eNKK4WyZb//SvDGSDuPDTgm2H/546KkmqyATwRYoTox9JGJeiirvVA4SXQ1je9J53Trnjj6T1gcvJ/29zPyZINUDewmBuBdibfFzfTRqRpLINagJgFeBmpsZ1N3FVqaTR8mumnuvLgZ2SRhR9nvx90MuSRpQTXlWQGDU5KmlUTQAnUJwYPSZdWGpSQ3IUIHwj8763S/lzjJwNaJ0g3T1hXBIw+AmAXzFQH1jCCwu2jm2ZLh5p6J1E/g1yv6QRPe4w8rFZXF8aLUUPYk9OGtHjBq3kSEZYD8I9kx8Kl5gclTQGjqM4MfrplEFpirqSo8/JvO+9vfw5RpIJUg2soq2jg3RiF211+0WaUMJGEO4rWB3xrDTxSEOvqOlIqgYoRQa15Iik8pzN1HN80Er4fIz8fdrrUwb0uHBK073Q+0yOShpxx1KcGP1MyqCUU1dy9AmZ971PlD/HyDJBqoEzLE1H/ov8ifOM+sMIPytIjJoclXr3I/LndsoGKEVeST7GlM3qpBER5kGYkziIA8mf34OW1JvLQN6rhZc03QedCWEtk6OSRtgnKU6MfjZlUCpUV3J0+8z73gfKn2OkbQJcQ3GC9KkJ49KY+lfyf4yHJo2o2NbElRzNcZ5VbwhTamotMjkq9W03YAVTz+ufJY2o2ARwAVPjfJj4hi6prTADwnYQ3gzhmxDOh3ArhKVN76FLJ7//RQh1FuSfAVzI1HN7CbEO8qB5D/n7tX9JF05YG8Idk//7PQLhyRDWNDkqaUR9guLE6OdSBqWW6kqOvinzvvfa8ucYeSZINRDmAw8y9Y9wgOpY5XyN/Enz/HqmDvMh3D150XsQwsdMjkp9+w1Tz+dBaYBS5ADy15+vJI1IGgrhKxTvuGh3nAqhjocPryZ/Xn+qhnl7MWD14cPJTf97TTbwNDkqaSR9nOLE6L+lDEpt1dGtfhaES5re81ZAGMSHq8NgE+BaTJAqoS+Q/wMcsA6oU2wELGZqvBcRV35ULPyo6cJ3OHEFjMlRqXf7kL/+fCdpRJ2dwdR4HwWemDQiaeCFr/WQHA0QboGwdYWBzSJ/I34/sHaFc/brLeSvmx+uP4xwQNP/ThfHD4hgclTSCCraZRmAz6cMSh11mRwNO0F4DYRpLhILq0P4aeY979d9Rz3eNqU4QXofcbehBltYG8LzIHwAwolNxzDUmtgMeISpf3jnErePDrLPkD9hDq52yik1tf5M3CJoclRDIExA2AbCP0H4TOY6tW/i4P7I1PN4KbBl0og6K+po/f2kEUkDL3wNwmMQziHuung+sYHB3Ml/XwvC0yB8EsLCzHvrXyHMrCiwt5E/n4+qaK6yzCTfvKDmBnFhHoSbJ//3WQ6hqUa0yVFJI+UYihOjX2DwPzOPu26To8+bfN+6DcKXILwMwpYQZjf9zGqT9yvH8HhZmcaxBMKTqnxBY8IE6fAIm0J4P7Ez5/W0Xu1w7v9n77zD5SauPvxeV1xwAUwzYFNNIHRC753Qewi9EwihJZQAARJqgIQeOiQQktD56J1QQw0hmGKK6d1gYxt36/vj3I2lmdm9u6uRRto97/PogbvePXMkjUbSb86cE9rTOrgGu9NtGNSj+hiMXBxxv98is1QA0ZwQfc6snGhLd36u4qhSUKKNOoXQRyEaW2Oc+llAJ7fGHn8uDOhPI9xN0u8ZwPLZN/u/vI27QnQ4RKd1itwXdgpOO0A0X/Z+KEqjREtCNLDO7w6D6F1jrNomA6f6AB+RvJY/Bfpm0JZvdsYeP3+fX/PRlbFzYywpVXFUUZSW4RjcwugVqDBaBpoVR13bRIim1vj37+X9S/GECqTlINqlxkVRJnF0CWAayc72UFCPGuMk7Itlv2yaiq6PndeTY5+rOKoUlOj+OsepUOJoNyQdRvz6nQDMG8ifRlkGEUTj/t+VXXPRnp3ntJbQXdmmQ3QvRPrgoJSYaFOjX1+eQSPHYj9HhJwwaoQO4CWSvudUIC7aAMmpFkH0Pv+L/v3fv6s4qihKK/ArVBgtO42Ko2uQLBRZ7/YoRCNy2aP2YkHgXVQgLTJVxdF3SVYvL7o4egt2R1stqEeN0R/4nKT/HyORIB5J5NR6A6LesX9TcVQpKE5xdDJEbxVEHN0de/w5LZAvzXIj9j6sm01T0e1NPKhNh+jYbPxRlKyJuiNRGpX+7DuH10BgDMnrdzTQq9aPCsZm2GPQZdk2GfWD6J3YednS8R0VRxVFKTu/xC2MXkUudS4UTzRRkCkaCNHOyLL6F7BT/USdms8zEJ0H0QqZ70V7sxBugfRLJFhFCUu0C0SfIlVUT4FoK4iGdP7bayURR1cCZpLsYLcG9ag5Dse+UI70Z97KqbWm8e8qjioFJbobopFIJeHDIVoLotmQHDmhxdFqBVAGB/AlDQsjOVLj+/FkNk0lxNFvIHpABIfoFBFAo7MhutMQkyrbIdn4pChZ8790NlmIo6djPz/s5rmNPHiU5D5MQ14GMyK6KHZOrq/yHRVHFUUpM0fhFkavRoXRsuGpWn00EEn5swBEs3v1UKkHFUjLSWnE0QdJdqzpwFJBPWqOXsB7JPflK2CAH/OJnFoXOf5dxVGlZBRCHD0E++Z2TAA/fHAZ9r5s5r+Z6ESITug8fzUK00QDILrUOMfj+d8EnqKUhWgOJPq50o99VgQeAnxH8rr9L+V86V0Fe7L7xmyaitZAJoojiL6GaO4q31NxVFGUsnIkbmH0Gsp5j2h3PImjSgFQgbR8lEIcXQe7U10b1KN07IO9PyenN5vIqfUJzkISKo4qZSO4ONoHSX8Rv17LUgDFxXzARJL78x+CP0BH1xjn+aCw/ihKo0SnGH14VY/GL8J+btjKo/28uYvkvswEPC/zi/pANCp2Pnav8V0VRxVFKSNH4BZGryX4c53SJCqOthYLYQfGqUBaXEohjj5DsjNNARYJ6lE6ugMjSe7TeKBKREM9RP1IVsqtUiVXxVGlbAQXR4/DvqEdnLMPvvk99j7tHNQjqQweP89/CuuPotRLNBsSKT0j1n99TuAOAyaTvF6fo9zFNVwF4u7220R0bux8dJHiQMVRRVFKhytVWwT8DXnXVMqJiqOtRy2B9IcB/VJsCi+OboPdkS4I6pEfdsDer/OaNxddHDuPf6vxPRVHlZIRVBwdhF0A5T3KVQDFxWCkamJ8v0YBPcK5FHUjuST57+F8URQX0QEQnRXbzkPy5o41xqirIOrpseE/Yz8vrO/Rfij+ir1f6/oxHS0VG08mQDS8i++rOKooSpk4EDs9SQT8naDPcooHVBxtTaoJpF+gAmmRKLQ42g14hWQHmgDME9IpT3QA/yK5b5OABRs3lcipNQaiGsdHxVGlbAQVR8/Avon9NMf2s+RE7H3bP5w7UX/jPF8YzhdFcRE9YvTR+DZdBP1oLc+NjkAKFsWv0/s9txGKDAvERZvGzs1EZGVNrW20cT7HGf++rx+/FEVRUnMAbmH0H6gw2gqoONq6DEMF0qJTaHF0D+zO87ugHvllY+z9u7IxE1ZOrb27+L6Ko0rJCCaOzo1dAOVVWieHUz/gc5L79wmSYzUA0U7Ged4ujB+KUo2a4mgE0VcQXQDRfB4bvZ3kNToTKWjUKvwJ+zlo8/RmE+Koj+3I9D4piqKkZn/cwuhNqDDaKqg42toMA0ajAmlRKaw42hN4h2Sn+QZZDtpKPEJyH6fT0AAYnRQ7fw9B1EUOMhVHlbIRTBy9GPvGtWVObefFL7D38aj83YgWhuij2DkeCZE+5CsFw1pWfz5E9yPLtuNj1NcQreuhwR9hvwTf5MFukcioQJyKo4qitBz7YedqjoCbUWG0lVBxtPWpJZAuHdAvpcDi6KHYHeZXQT3KBtfLzz/q/3l0Rez8TYTomy62icYD/3fGvw/NZC8VpWmCiKPDab0CKC56Ae+S3M+vgAH+m4oGQDQ4ts0vkzPRORCNj53fzyFayn/7ipIV0QCIfgPR1Fg/Hg/RiJSGHyZ5bTY4eVoazsZ+3tslncmoD0SLNLAtb9xnrjf+fWDqvVQURWmefXELo7cgAUVK66DiaHugAmkxKaQ42gf4mGRH+RToG9KpDLmD5L7OBFas76cJcdTH1kTOU0XJkiDi6F+wb1atUADFxd7Y+3qK/2aiV7sYe6ZDdCN+lyQrSo5E20M0M9an701hbCPs6/IqH14WkEG4C8Tl+MKvBZkURSks++AWRm9FhdFWRMXR9kEF0uJRSHH0eOxOclBQj7JlaSQiJL6/99X3UxVHlVYnd3E0xfVYSroDI0nu73gk56pHaoqjUyE6G6J5/bapKHkT3R7r1zNTiP3PkrwmJyGVTluVE7Cf+w7Ir3kVRxVFKSR74RZG7wF6B/RLyQ4VR9uL4bgF0s8BXUmXP4UTRwcBY0h2jveQ5Z+tTJORatEQGls6dpzxArCr8e+as0YpGLmLoykiuUvL9tjjzx/8NhE9xaz0HVOqiKSTIToFou5+21aUvIj2Mvr0Vk0YyeF6LBz9gM9I7vMn5LZiSMVRRVEKxy7Yk/URcC8qjLYyKo62H4thr5pWgTQMhRNHz8TuGLsG9SgfhpNLjkMtyKSUjVzF0ZQ5gEtNzpFqUR+IVoboVKSATfwcX0+XxeUUpYhEGxt9ea8GDeQUyV1IDsN+/js6n6ZVHFUUpVDsDEzDHhPvQ4XRVkfF0fZkcVQgLQKFEkfnAyaQ7BCvkrpqaWnIoTq2iqNK2chVHH2E5PXXqgVQXATMcRjNDdGzxnneJ5+2FcUn0c5GP96mQQN7Y1+Hp/j1sbC4CsR9TSYF4kxUHFUUpTDshFsYvR+YLaBfSj6oONq+qEAankKJo5dgd4YtgnqUL3MD35GpOKziqFI2chNHN8Yef67MqK2iErA6djQXRGNi5/ntfNpVFJ9Elxrj1fIN/NglDn5FLuJgYdgLexw+Nftmoz4QnRXbGhW1FUVpHXogK2eWBVZHJo/XAVYCFiHbdB874hZGH0CF0XZBxdH2Jm+BtBuwILAMsCoy3q2LjHeLArNn0GaRKYw4OhyYQrITPBXQn1CcgX0x/NSfeRVHlbKRizjaAfyL5HU3CblZtBOutAI35dd8dIFxrhfLr21FSUu0GEQTY/33ExpLD/EL7Pv/UVl4WmC6A6+RPAbjgXlCOqUoSsvSHVgFOBa4HXgd+33U3GYCHwAPAr8HNgf6e/BlB9zC6IOoMNpOqDiqLI7kXXcJpGn6QjdgBeTZ8hYkCM9M6+jaPkZWV54PbA0MTOFD0SmMOHo99olYL6A/oci4IJWKo0rZyEUc3QF7/Dkvg3bKwO3YLwGr5NN0tI9xrjfOp11FMYl2hOhIiOp84Y1+BNH7Rv89sYEG+yEPvfFr7xOgT2N+twTbYY/HfwzqkaIorUQ3ZLXQ9cA4uhYG6tmmIatv9qK5SKvtgakOuw/SnveBdkbFUQVgCdwC6Wc01h86gLWRVGmmxtTsNh0JYjwIGNz8LhaSQoijPwRmkDzo9wbypQgch90JD/ZjOvoRyaVji/ixqyhZkbk42s4FUFyMwI5cuD+fpq1K3yqOKoGIDu3sg99DdDtER0G0IUQ/hGhhiBaFaE2IDoLoHohmGH33VYgaifQ5Efu+v38We1YSzAJxU4CFg3qkKErZGYC8Y7mWrPrcJgJXIEtS62E73MLoE8jEmdJeqDiqVEgjkPZFViSZ6Zp8b5OBGxA9rxUohDh6J8mDPBNYMZAvRaAP9o37U7LNcaMoBSVzcXQf7IH+ZM9tlI0/Yx+T9bNvNjrDONfLZN+morj4nzjazPYqRI0sAx8MfEPyehuF5L1rV9bFHoOuDuqRoihlpT/wW+BbshUJzG068Fdqi6Sb417W+gR+luor5UPFUSVONYH0I8CVfqw3kibkC8dvstxmIqsPyy6SBhdHV8HOcff3AH4UjUOwO90xQT1SlCBkKo72QtJWxK+zdiuA4mIY9sP6c8jSjIyIZoNodOw8j4XIUzoRRWmU6McQfdigKDoWolMg6t1gY7/Hvt/v7HmHykjAAnGKorQIOyAiQlcv9hOQVTKnA3sihZgWQVYRDUImsRYBluu0eTzwNySCqyvbk5BJd3M1QTVh9ElUGG1nVBxVTOoVSDdBJtfrGZMeBc4C9gXWQiZx5mHWeDccETq3RTSov1DfWDoVOJfij2HRiRBd7ti+iT3Yf1nlO1mKco9gP/wumWF7ZaEn8A7JY/MtrZfXQVE6iRaqMv7cbggQT1b53lpNNHo49qB+pM+9KjEXYR+brer7aTQCogZyZEXdILrWOM9/bthjRfFONAKin0P0D4he7nxO+h6ib5Eco88iFep3bazP/4/5kCWY8evsP0hOvHZnZezJ85uDeqQoSlmYE3tlormNAS5FItXTTMYujaRGeauL9t5i1srIzRCBwvzOU7RfdWgliYqjiosRVBdIl8G96i++jQOuQarRp8ljvDjwS6SYU632PgTWSdFO1kT/prEIiPj2dEZObYJ9IK/IqK0ysjv28TktqEeKkhnRiinGqAiiRvPz9ccugPIxmvi+whDgO5LH57/UJdpEp0D0ObJMfiURP53f6w7RZp0CU/xcToRomKf9UJQicxn2fX6zoB4Vi9tIHpuZwKpBPVIUpeisibyYV3tpfxX4KbL8NIu278Se2Klsk4FLcAujT6PCqKLiqFKdpbDfXaMqn1W2t5Ec9lm8366IRNBPr9L2NOAEijnhXzhxtAP4F8kDOAlYMIO2yko34BWSx2gCMG9IpxQlG3IXR0/CHsT3871XJed07GO0W9c/i05xiJ3PQ3Q3RDdBdFunIDrOcR6nQrR9ljulKAVhYaTQUPz6ejKoR8XDVSDugaAeKYpSZPbEXdyoIhJsS6Ypgv7HMsgy/WqChQqjSjVUHFVqMQKpRVPpG9XGu4+RQLvuOfi0OHBLFT8iZKK77iKleQzQQLQPzVdf/gQ6bvDpDbAj9vKo85AwXWUWWyMzkHEuQqqPKUoLEc0D7J3CwH3Q8Wqd3x2MVO+Lp6kYhSyNmp7Ch1ZjIJKTdY7YZ+8jN+ap1X8WnUJzRa1GAwdCx8NN/FZRysaNwK7GZ+sB/8zflUJzHbCX8dmGSL4sRVGUCkcD52C/W08FzkTy603O2acdgQuA+Wt851/ApshqHUUZAbxpfLYU8EYAX5RiMgIZNwZgR2XOAC5E3sPG5+zXZkhk/CKOf3sC2AYYm6tHJaE78DpJRXk8zYu3rc7TJI/VFNydTlGU+jgHe1Zrp6AeFZdjsY9VF0WxonkgOrgzUjSe19q1Te+MIj0Yor6Z742iFINlkAfY+HV1V1CPisswci8QpyhKyTgBd8TSu8CPAvoFkqboXtz+fYeuCFSSaOSo0hUH4k7d8SmwfkC/QATbv+Me715EI+Sd7It9sH4T1KNiszb28boupEOKUmLmxy6A8grFzIdSBPpgVyf8FKhTyIw6IFoUok1lBUN0KEQHQrQTRGtA1C8rxxWlwNxN8pqaASwf1KNicyH2c9DWQT1SFKUoHIj7Rfw+ZAVMEehA3nVdgsbN5LP0VSkHKo4qtdged47Pp5Fq80XhMNx+Pkw2+Z5LSy9kmWb8IH2FqMxKdR4gecymI0uAFUVpjMuxB+pNg3pUfH6GfcyODeqRopSXNbGvp78G9aj4pCgQpyhKC7Ml7hfw64GeAf2qxv64/T0/pFNKoVBxVKnGGtgraSJkwr2Iq+92wO2vPvPGOAL7AB0R1KNysBL2bONtQT1SlPKxOHbi6ieCelQOegLvkDxu35LMRaooSn08RvJamgosFtSjcnAa9vPj7kE9UhQlJAsBY7DHhaspdtqNn2CnVYmQ/KSKouKo4mJO4EPsvnE70COgX12xCXbx0Qg4OKRTRaE/8DnJA/MxsmxT6ZqbsTvWakE9UpRy8Tfsa2iNoB6Vh92wj93pQT1SlPKxOfZ19KegHpWHgcDXJI/daGRFkqIo7UVP7JoMFaGgDEvUD8X2fSxaU0JRcVSx6cBOxxQBj9NAFfiAuCaEJgHLhXSqCPwG+6TuG9SjcrEEMA37olAUpWtcBVD+L6hH5aIb8G+Sx28CWkhAUeqlA3gJ++FwgZBOlYxjsJ8jDwnqkaIoIfgV9ljwMn6FgqyX5Z+PvQ8PZ9ymUnxUHFVM9sHuE+8Ag0I61SCuonkvU47JrEyYExhH8oC8RbHDgIvI1dgda8OgHilKObiH5HWjBVAaZyvs8eeioB4pSnnYBfv6OTuoR+VjNtwF4rSwm6K0DwsC40mOA+MRUakZ5gJ2BS4GngS+ZFZe0EnAZ8D9wCnIRLsvegLPYN8XfuKxDaV8qDiqxJkDGZPi/WEq2a8evhh4yLENbdJeN2QcNfv2Yak9LSnnYh8Mza3SOEOB70kexxcodm4dRQnNWtjjzw1BPSov5jK2qegyMEXpiu7AG9hLKOcM6VRJORh7PD8uqEeKouSJK83YXg3amAv4OfAs7vyftbZ/Aiun3YlOFgEmGvZ1wqe9UXFUiXMpdn/4VcZt7uFos7ItnsLu3NjpkcZ2ft5WzI898L+ICnrN8kfsjrpdUI8Updg8hi3oLRrUo/KyNvb48+egHilK8TkA+7o5IahH5aUn8DbJY6kF4hSlPVgKW8x8ksbeKYdhF+dsdJuGvzHctdz0aE+2lfKh4qhSYQHsYkavkW3KjyHYkaq+xFGAAx02z0xps3RcgX0QNgnqUbmZCztFwZtoigJFcfFj7PHn0qAelR9zWcQMNKm2olRjNuwKo18Cs4d0quT8FHtcPyOoR4qi5IFZWHM6sHSDNhbDHj/i29fA60ggzxvY9R7i26mp9kbojT3h8ynlKLSi+EfFUaXChdh9Ye2M27zF0aZPcbQb8LxhcxwwOKXd0rA49uzcE0E9ag1Oxe6sewX1SFGKRweS7Dl+nXyPFkBJy3LYkRu3B/VIUYrL0dj367bNseQJV4G472k+F5aiKMVnOLNygVa2G5uwY4qjkxDRdXckn6lJ/85/ewt7LI+AjZvwwWQvh90DPNhVyoeKowrIahgzleJDGbe5o9HeC9h9Ma04Cu7ApV97sFsK/o6982sE9ag16A98QfK4vo/MPiqKIvwEe/w5K6hHrcNN2Md29aAeKUrx0Ht1dmyJPQZdHNQjRVGy5Dckr/eZNFcgqSKOfohMVNUbsdQPuAN73BlJ+lRxPYH3DLtPpbSplBMVRxWAn2H3g/UzbG9O4PNYW/8G9nb44EMcBVt4HUUbpNxcFju66M6gHrUWGo2iKNWpVgBF89L5YQnspWb/DOqRohQPXeWRLY+TPLaaT1pRWpMO5OU5fr0/0qSt+YBDaW6SajbgP9jj+kpN+hLHfK+biQi5SjlHlhYAACAASURBVHuh4qgC8AzJPvBqxu39NdbWNGBFJGI+K3HUFS2/mifbheVekjuseen8onnMFKU6roTPbROynxNXYR/jjYJ6pCjFQfODZ89a2GPQX4J6pChKFqxMcSaatnH44uP5cj7stAEnerCrlAsVR5XhyORIvA/8MsP2tjDaquRwz1Ic7Q9MMGxf4Ml2IXE9sF4f1KPWRCvgKoqNThzkw1DsfDgv0AbLIhSlDv6IfX/eLqhHrcl96ES8orQ6x5G8ziciL9chmA27nsafPNl+wLD7uCe7SnlQcVTZD/u5Zr6M2hoIfBRraxTQp/PfshRHAW4wbL/m0XbheBxd6pQH1ZYOzxnSKUUJzC+xB/OfB/WodfkD9rHePqhHihIenTjID1cKpzuCeqQoim8eJHmNPxDWnYSYEAH/8GT3KMPuFKCvJ9tKOVBxVIkvcY+Q4sJZcXWsnZnAhrF/y1oc3cOwPROY16P9wmCG5kbAJUE9am12wT7eZwf1SFHCMTtaACVPdOmwotjEHzYr24Y1f6Gk4R/Yx1sLxClKa9Ade/nlcUE9gvFk8567PPZYlmURFqV4qDiqmKsfz8uonQ1ILt+/0vj3rMXRoQ77O3u0Xwg6EHU7vpPfIzuvZEMH8BLJYz4JWCCkU4oSiN9iD7R7BvWo9TkF+5jvHdAfRQmJq1jZ4yEdagMWRwvEKUqrsgj2M8baAf0Z7vDnGE+2u2FPOB/iybZSDlQcbW9mx843msWKvH7Au7E2PgMGG9/JWhwFeM+wf7Jn+8HZFfsgnhnUo/Zgc+zj7iv/jaKUhbmA79Aoxrzpj0brKkqFm7Hvxy1fgbMAXIl93DcO6pGiKD5wvePMFdCfkxz+LOvR/ouG7ZYuUqJYqDja3riKz2Vx/i8x2tjR8Z08xFEzb/yNnu0HpQciRMR38FtgjpBOtRGPkTz2U4HFgnqkKPlyPvYgvm1Qj9oHM09WBPwiqEeKkj8rYc/43xbUo/Zhfuw8ry+ieV4VpewcRvK6HhPQl0FIhFXcn9c9t2EWKbnXs32l2Kg42t78hOS5nwb08tzGuiSfVe+u8r08xFGzeOkLnu0H5SDsA3h8UI/aizWxj/9fg3qkKPmxEDCZZP9/Hn0xzovZsHPkfIksD1GUdsGsNDwdWDqoR+3FedjPQTsE9UhRlLScQvKafiWgL1dgjzG+J+HPMuw/59m+UmxUHG1vDiV57j/xbL8vUpG+Yn8c1VMx5iGOHm3Yf69VlnvOBpxofPYlcHEAX9qVp4F7kIJYFX4CnEPYBwlFyYNTsJdxH48MtEr2TEbyvcaTeQ8BDgdOC+KRouTL2sAmxmc3ACMD+NKunAnsDwyIfXYGcCciVCuKUj7MSdbxQbyAnZDxJc4jwB2e2zH3b0X8CyRKcXFpQ4+j97B2ob/xt+/x7nckBc5jgY89t9EI5v61TFDNMdjK8qFBPWpPlgFmkDwPdwX1SFGyZwR2MY6HgnrUnnRHlpfFz8NYYM6QTilKTjxNsu9PQQqJKPlyMvbz6L5BPVIUJQ1mtOZ9AXxYDphg+DEGWbXkGzONgG666da+24v4Y1VEZK/YfhYpAleNPCJHzTQCUzzbD8JA4GuSOzYaLcYRihuxO/K6QT1SlGy5FbvPawGUMOyMfS7OCeqRomTPNtj9/sKgHrUvrgJxHwN9QjqlKErTXE7yes5bHB2GnTZoBrBlRu39Avt+optuurXn5ksc7Q28FrM7GViqi9/kIY6axdwne7YfhNOwD9weQT1qbxZGVPf4+XgyqEeKkh0rYxdAuTWoR+1NB/ASyfMxCVgwpFOKkiHdkNQ18T4/AZg3pFNtzpHYz6VHBPVIUZRmOZfktfxUjm0PBd4x2p8JHJxhmydgj1+66aZbe25v4YczDLsn1fGbPMTRAw37X5Y95+gQ7IrEI5HoRSUMo4FrkQJZFdYCNifMUhRFyZIzSRZdmkF9A76SDRHyYB8fayo5qQ9y/kJRys1uyJLLOOcDnwfwRRH+hIih8SWvJwDXAN8F8UhRlGYJlZNuCPAgsKjx+XHAZRm2a+7f+4hArLQH82C/x5yGPlO0C+sgq/Aq+Bjvlgd+Gfv7NeBsD3Z9UJSc0t64EFtR3iaoRwrAfMBEkuflP9TOK6EoZWMd7PHn2qAeKRUeJXlepgNLBvVIUfzTEzuq6FtgcEinFAD2w74//CaoR4qiNINZvfnbHNocBLyMPYacmkPbZnq0u3NoUykOWq2+vdkF+/1pthT2epBc0TcDWKPO3+YROXqBYf85z/ZzZRiSF8DcoY5aP1Jy42zsDr1LUI8UxS/PkOzfWgClOKyCne7gb0E9UhT/mC/tEVKgUgmPq0DceGDukE4pitIwm2CPs1lex4Ow0wNFwB8ybDOO2XZe7SrFQMXR9mYF7PO/dAp75kTxBQ38Ng9x9H7D/vWe7efKddgHbIOQDikJBgHfkDw/o5BIF0UpO9tijz/nB/VIMfk/kudnJnLTV5RWoA9S6Cfexz8F+oZ0SkmwI/Z9QpenKkq5GIZ9Ha+XUVv9gCcc7V1JPsE/3ZFJnHjbmpKovVBxtL3phx1cslMKe780bH2H6EP1bBOw++JY4zujUvgG8IFh/8S8c44uAiyBLG9cFKnq2Q8R0ibGto+QnR0FvIFEZMUZgeTZivMgspRSKQZjgfOQPCUVFgf2Rm7yIC9xSzKrT8yH5H7oi7z4jUNu0hORvvBW5/Zh5t4rrcpg5CZf6XeDkfGnH/LgORHpu+OQvjYKyWM8JmajG3CKYXcCkn9UKQ6/BrZgVjqPDmQ82iL2nQ7kvjQC6ROLIH2hH9I3xgPfI+f3Q5L3pWmZ74HSivRk1vgzAslLWelzsyPjz0Skz40G3kTGoveQB9YKRyDFOuKcivRXpRjciqxoWjX22aFI5MRHsc/mRKq2jkD6xUBk/OmHPKx/jyzlHcus56A3kBcDRVGy5SPkWSCem24t4HHP7fRD8qWvbXx+JSJQRp7bc7EC8m4e5/Uc2lUUpRhMRATD4bHP1gJu9mQ/bQ7Tgcbfad7FhpHMDQ85jHfzIlWg/oYk8jXV33q2ScAjSEGNlTrt3mZ8ZybJh0+lGPQDPiN5rr5CKpY9iV3Vvt7tI+AviNA6R147o5SSXogY9kekorM5G1bvNhK4CIkYdeWS+21eO6Q0xA3Y52pH4GfATcCXjn+vZ5sIPIAURlg2t71RysoywLHI8h3XTHg921fALcAhyBKnMca/v4eMd0qxcC3JvRrJj38hUpigmfvSTOBVZMXClui5V5QsuYfk9feIZ/t9Om2a1/l15Fuv4Vij/UmkyzdYUqI5IdoEol9D9FeIboptpnjcamjkqHIdyfP/agpbZuSo7+2LFL7ta9iaiRTC804vJLfkPYia6/sgVKIn4p/5UrMV/xxGthfFFEQs3wZZDqIoACsiL55f4b/PzTD+/gYtgFJUhtP8JEwj2yvAUWR0U1VKyVxIdOe/8d/fXGLarvnsltIELtHD9zYGuBhYOad9UpR24miS19tk7AimZumNLb5GyARu3is8HzN8eCjn9gMR9YToOIhuhug9iKIaW6sH5ag4quyJ/cxpRljWy+7Ai01u72H3xf8a33mwSb9AxljzXc4rvZEo0Q+xdyTLbTp60RaVRZHlIM1G6zW6vQccTlvOciqdrAXcRb5j0DVoIbii0g94ivz6wmTgcmDBPHZOKSTzIGk3xpFfv/sCXUVRZA4g33vSU8BWueyZorQHy2FfZ/t7sNsLqQZv2r6F/IXRBbEn/9ukwF80iNqCaHxr9XutiqPKUGzt5vgAfmRZkGkgEhkft30O+Hmh7wD2QKqTz1vnb8Ygedu+RJaYTUTycPVHoi2GI3kA6llKMBO4BDgJeRlRwjME6Q97Ud85nI7kt3gficIb3/lZ/85tHmblh6yHD4AjgdsbcVopNUshUTPr1/n9KcDbSIqGCUg+N5D8o/2RG8MSyFKnevgXkkvu5Tq/r2RLNyT9wRnIPaUevkLuS18hfeJ75MWlcl9aGJk5ree+ORXJK3gqcn9TWp9+SPqfI5HJ4q6IkPFnNNLnJiLjUt9OW0OQMajeqshjkOegy0nmJlXCsTzyfLpGnd+fhIxBnyBj0NjOzwcj49ACyItBvRPA/wR+jizdVxQlHSORZ80KTwLrpLDXCxFBzYmMO4CdyT+v+fHIM1OFmUge9g9y9iMA0SBmvQfEeRd5nlw49tmc0NHK+Z5HILnO4yyF5LlW2ofHgXVjf79J/iL57tjV45dA3t/Tsj+zauBUWAkP7/E/QA5eV7PYLwG/BzZDEs/XQ+9OJ49GlhuY6q65fQb8NO0OKanoQKKHzVxo5jYeufn/AsnXV2+urLmRh4g/Ig/7XfW7e0gmFFZajz7AWYgYVasvfM6sPLWLUp9o34H0n92QHHEfddHGdCQv6QAP+6U0z3LAs9Q+VzORQilnABtT/8RLH2AVJC/XA0ikaK12PgS287BPSrHZCpncq9UXpiDLf45DcqTXO/EyCNgQOB2ZhOlqJcbzSFoRJRz9kcmR6dQ+Vx8jKw/2QO419Uy8dEMEiz2BP2PndTe3qcC5iOiuKErzHId9fTWbxqIn8h5k2ruP+ibXfNMTu2pzGxU5jgZB9A5E/4DoGIg27BRMgeg8jRzVyNE2xFVfY7OcfcgqcrQDyaMatzvSg132RSIdaj30/Q5ReH0wEDlRXS2RvB670p6SPXMAd1L73DyMdPR+ntpcBgmB/qJGm2OBHTy1pxSLJbEHN1OMuBHYHD/5aLsBGwDXIlGF1dp9G6n4qeTPYdQWLN8HTkbEBR/MgRR3er5GmxESzVevGKaUh9mQyMBa5/5FJKrc1wvVcCRC1JWLKT72HYGm+wjBckiERbVzMwkRNTfET6GV7sCmSPG5WmPfSKSQl6IozTEUeyL+1ibsdEcKFZvX6AOESwt2oMOfPQP5UjBUHEXF0XZkAPAdyX7wRM4+ZCWObu+we3Qag7MhAmS1B7B3kPxKWVbOXBN38urK9ibJpQ9KtvwIe8axss1Alo1kGcnSF4lCrRXZdxH55+9RsuOnVK/6PBGJ2sky7+M8SOoI88ZR2SYDB2XYvpKkP/KSUu36fx150O+ZoQ/rIxNA1Xz4DxK1rLQGC1O72NKjwEYZtt8DeXCstYriDmD2DH1QkuxH9VVO45HJ3PkybH8osrKm1r1xjwzbV5RW51rsd5yVGrSxK+7r8zWaL1xyZ4p96ou98uEDsn1eKhEqjqLiaLvye+y+sEmO7WchjvZA3sfiNr8hxarP/kjlumoPXaeQ73KAdan+YvANUpxFyZYNqC4Q/RtYPUdf+iB9sNrLyV3o0rJW4HDspPHxczwsR1/mRZbrV1vqegEavZU1cwDP4D7+Y5H+4iNyuF42QHIzufz5HF3y3AosjayOcZ3jj4Adc/SlGyL8f13Fn1eB+XP0p105luoi9V3kW6RtfuS+5PJlJvKcpChK4yyGnS7jBRqLAjcrQfvY3k2xT6c77B2awl6LoeIoKo62K/Ngr5QcRX4R7lmIo0c4bJ7SrLG5kRL3rkH5UaRQRQh6IUUvXLmdJgJbBPKrHdgFWb5nHvcpwC/JV5CIswTVl7k+jeRwU8rJ2bjP61fA1gH92pDqYslV+Fk+qdgsSHUh8h6yjdKqRR8kSswlmo+j/sJhSvFYCync4BKd/kC49AnzAP/n8CtCUn0MD+RXq9NB9dQKnyI5jUOxBdXTDp2PTtwpSjO4Jh4OaeD3RRJHf4CdjuN9wi3vLyAqjqLiaDtzHnZ/ODmntn2Lowsg72Bxe19Tf92JBAOQ6k2mg9MRtTWUCBZnA9yJ6SeRrpqg4mZLpJKiebxHIwVLQtMLefh3iRP/RPP/lZGTcT8UPoEsJwzNECSZvsvHiwL61arMhSyXN4/1NOAYivHivwXuiL7xNF/IQQnH8kg0snk+xxB2cqZCB5I3yVWgbhQyya345VzcY/6DFON4zw88htvHM2r8TlEUN/NgT5BNQu4P9VAUcXQ23KlhtmnCVguj4igqjrYzs2MH/0wD1s6h7bWBm4yt2aCXHoheYPbt/Zsx1gt5yDONTQZ2btLBrJgfO49AhKjEWiDFH6vhzmn1AsV4GYizJ24R9//QHKRl4mDcD4Q3UKy8SB24Z9ki4MSAfrUafZEocPMYTwB+HNAvFwsjwpTp61dIUTGlHCyKewL2feRlokhsgD07HiHPR7pywh+u6tURkpewSM8X3YErcPt6ZEC/FKWs/Bz7WnqDcuV4vhp7H+4K6lEhUXEUFUfbnV2w+8THFE/zqcVZ2PvwDE2u7HQ9UH1HcZcFzgn8C/cLTFNhs0qCocCX2Mf3YSQnbRHZBnce0jNDOqXUzXq402b8kWJEB7r4Dba/M4FtQzrVQvwd+/iOAVYN6VQN5sWdluZNijtuKrPoi1T7Ns/faxQ3n+fKiABv+nxLSKdaiC1xr0z5XUinatCBu7jCDLItHKYorUg33IFDj5Jv7Y1mOQH3M1SoFHkFRsVRVBxVJBjJ7BevAANDOlUnB+AOpmmqX+/sMDaFfCtVNcNA3EsF7qK4YkoZ6AY8gn1c/wX0C+hXPWyNHUE6E9gqpFNKlwwBPsHuc5eFdKpOzsD2+1skklBpHlcU8URgzZBO1cFciBhq+v63kE4pdXEN9nl7l3A5betlZSSFg+m7FttIxwK4hecLQzpVJ3/E9vsLiivyK0pRmRf3aoKbKFbkuMkB2BM7M4DNQzpVXFQcRcVRRVJsvo3dNx6i2DmKt8cdYLV7M8YWxq5CPhPYyYenOTAU+AB9KfCJKxrudaRadBk4CNv/LylXWHi7cS/2ObuVYuQ57ooO3KJK02H8CkthR4FPozwP9YsgFevNPrFHSKeUmvwE931jsZBONcAm2BODk4FlQzpVYrrhzlv1F8ox+d4NEW9M/x+kHP4rSpFYH3dh2jspZm2Do3FHvP82pFPFRsVRVBxVhBVwT7g/TjEjSPfBnVrxT80adFU9PSu1m7VZBFjJsTWbU/BH2Det7yhG8ZaysTi2KDEBESuaZSiwI3JT/gsy+/A88CKyNOU24HRgO2TGwgdXYffraz3ZVvziynHyNun6QjekL+8A/Aw4Fsm5tg+Sp893vqjeSH829+Ngz+20Ax3IuGAey1+nsNkPWBf4FXApcDfwFHLOnkIq3l+GJOxeIkU7cdbDnsX8GoksVYrFAKTiuBlhk/XqmeWwn4PS3GuPxb5unkLFsGbYH/tYvko6IaQ78kK6E1L1+ljgCGBvZHzyvTKnH+40Ebt5bkdR2oFdkfuCeT09iRRvKgI9cEeNR8gkvt4LqqLiKCqOKrPYFPeE0H+A4eHcStCBBPS5JoLupMkAq20dxp4i22UC82NX/6tsaW4uRzrs3ZjK0/bElVtnzybs/ATJF/ihw16tbSJwHekvvD7Afw3bM8mn6ppSPwOwl9NPQkSDRhmKCKF3YEfDm9t0JLJzL/wtE1gUuzjKN0jKAKV+XBVeH6DxKNwfABcBL+GeUay1PY2fvLEnO2yXIVVEu3EJ9nk6LeM2t3a0WXnwbJYOROg3be6bytP2Yy5kIiN+DL+juYmTYUhRl3twF7iMb9OQaNVdkSKpPvgh8lwVb+czihn9oShF5zDc1+6nhK/RsSDyDl/tmXfjcK6VARVHUXFUSfJT3EvVvyF8bY0hwH24x7snaHIiuwfwjmFsMv6iZqpxB+4dSSuOdkPEDtNmUQt3FJEtsI/f3U3acuUsbWSbQPqoux9hz/I+n9Km4pffYZ/7Rqu9b4NEI7tm9OvZ3gHWSrkfFQ512L/Ik+12YDbsCL7xyEN/o+xDc/0hvt1GuijjHojYFbc5g3TRgYpflsR++BtJ8ytZ6mEO3DnsItKJoyAT0Obk0GcUc+lnUTkf+7wc3qCNnZElaM3el15HnmF8cJzD/hmebCtKu3EAbsFgOjJ25D3x0K3TpzEOn8z3qvVy9q1EqDiKiqOKzQ6IPmj2lZlINHqIAKBdsd8VK9s9pFiFs7vDYNbVN10RQfEt7bKEZbAjhO5MabOdMGccv0dSIDRDWnG0sh3fZPsVLnPY3DSlTcUPA7CjyN+m8UhO1xLsRrcZyNLGtHQDnjNsT0KLYNTLIdjn5ldN2vIhjkZIIbo0LztrYi/5uD6FPcUv12Gf86wjgP7iaLOypRVHQfLNmXYP82C3HZgTO8LzVRpfUeVKs9LoNg0/+f97IWJr3PY4YLAH24rSjmyLvCO5rttPkWj9LCfYKqyDPKPUO6ZMJHyEa0FRcRQVRxU3x1N9TBmDPF/mUaxpZWrrS9eSYvV7N+A1w+DnQN9ULtdmXpKzWlOxd8pHzhYz1+RMmlui226sj30+zkxhr9J5xyFhzychEX5LIg/kHUguiLk72z4bd1XYmcjNv1nmwk4q/GQKe4o/XIPtNk3YcYmjk5Gw+jOQaM5dkGI4JyLRPK5BdTqwVbM7E2Ndh+1zPNhtdXoCo0ket9E0/4JREUdnIEvrL0Qm6FZBxp3end8bgNwjfoZElrv6xpVN+lDBLIwynfIU+mllhmM/i9yacZvmCg2zfR/iqGtl0If4W6rdypyBff1v2IQdlzj6PfAYkrLhUCS6dE8k/cbTju9X+scGTe/NLLZ02P6NB7uK0q4sC7xJ9Rf10chzhe8c992BHwP/rNH2eCSa9AXHv6lA6kTFUVQcVWy2xB05am6fIhPzviddO5DxqtoS+so7/yFpG9rAYfjYtEa74FaSO3GBwwcf4ugi2NGjl3uw2+rcQvKYTUIE7WY5ANiIxoSNOYC7sPvFCyn8APi9w6YK5mHphp2PdiTNVXeviKMzgIeRYhNdLSFdGTuSJgI+wk9RDLPK8dg6fGp3XDmwf5bC3uqIQNrIko+OzjbNJXMzgaVT+LIcdvSoCubhcQlhK2fY3gCS496r2Pc8H+IoyD3Y3DcfUYitTE/sSdp/NWmrIo5OB+5FhNCuIivWwha1I2AUsyZz0mAKtp+TbY0BRWl1+uNefWCKkTcgeaabLTTaA1gDeW4w8/Sb20uI8AUiVLgmaiaiS+wNVBxFxVElyc64gxlrbZMRzW9HRNdphu7Is/jvsINmzO1NYMUm20lwrWF4LP6qhLswq1Efh7yAZiGOAvzVsPst+YT7lpU5sGcFQuVJ7An8G7tvpImymhd7/85N56aSkg2xz/HuTdp6BPgHjYtXg7DzQUZI8Yy0bO6wq8JEbeITaJUX91Dj9jHY5++3KW2aItinNFlJUfGCa4LmgYzbvDLW1gxEwDf7vS9xtBfwsWH7/zzZblVcEzTNrGYASa/yF2DxBn83BBFDTT+aKYxpspPD7mYe7CpKu7Mh8AZdCwfTkAmXi5GlqJsAKyEFPedGAnyWRSZK9gXOQnLomSvgXNtY4BfYzxWDEcHU/P4EZKWTAqg4quKokmBn3MVsn0KCLF1jirlVVu79CSmcvjky3i2GaDMLIykx10AKJJ+OpMOsVrg9vk0ETsDPxDH9sJP1X+HDcBXmRF5y4w/+PclWHHVFxqowUR3XuVg+oD+uB/hdU9o0I2NVmAjLdSTPR5oJjLlT+LEcdpTgIynsVXAJLypMVMc1QRNyAqM38qIR9+felDa3wR7XNP9xOFwTNDtn2N4GJKOH/9D5eVbiKNiRsVMJkzy/LJjn4lOaj6xMc19y5Sm+PYW9Cr2wI2P/6sGuoihyfR1B15GdvrdJiNhaa7XfEGSlggqkVVFxFBVHFeEnuIXRJ5mVJqQ7skLpPcf3stymIoWghvvcYVfeIV+Vml3cGGtnOrOWrGUpjrqEib94st2K3EvyWP03rDvMh903jkpp0yVMrJbSptIc3bBf0C4L6I+Zt2msJ7tnGnYnoUvrq/FT7Otz2aAewUMk/fl3SnuuJbsXp7SpNI9ZkTzL1Bf9SC6Xfh9ZjgnZiqM/wL6ufEQgtiK9sAsxhUx98bLhy4ee7F6M3e91olhR/NEbOBh36iaf29fIGFVvCrRaAmma2g4tgoqjqDiqSDCaSxj9J7OeW+P0QJ4rXat+fW5jkeeXYX53VzjPaOwTJM9aFphCbPxBM0txFCQqw9xPxaYn9nKNE4N6JBef2TcOT2mzF/Z+npDSptIcy2Of340C+nOOwx8fIsmKDrvNFPZoB+LLjSMkh0xoTNEqbe5jsAsGvuHBptIc5ktilhOoFxltbRn7tyzFUZDJzrj96zzbbxXWxh6vVw3oz2WGL1Pw86y+LvZ+ruLBrqIoNj9CikGaKU6a3b5DVsJtQ3MF9oZg3xMipHhumweMqDiKiqPtzr7IUnizXzyOWxg1WQZ5p/YVTToRSUm2CxkHF5nK7g0ZtTMQKW5SaWc0yQObtTi6lcP+kh7ttwprYh+n1YN65I528VFF3Kx09rAHm0rjHE3yPEwmbETlydj9ra8Hu64I2dM82G1F3iV5nC4N6w5gV3m9yYPN3bD72lAPdpXGmBt72fJeGbW1OsmHTVOEzVocNYtffuzZfqtwCsnjFDqi8lzDn6k0V7DQxBUhe5wHu4qi1GYEElF6HZJ39BtqCwOTkPvBzUgwx+r4KaA2N26BdCxhJ4RyItoNopsc21uGOHpHle+1ygowFUeVOPvjFkbvp7l39IWB/ZCgkKew34fNbQpSmPk25HlsHZqbAGqY3tj59fbLqK1rjHY2Mf49a3F0AHZY8B4e7bcKh5M8RuNprMJ8FpxE0qfvkeI5afmVYXecB5tK4/yN5Hl4PKg39lj1rUfbpvDxoEfbrcIc2PeC0DmiF8Z+SNjfg11XypBmC74ozeMqmLZQBu30Jrm08mvsXJRZi6OulDL1LsNsJ+4meYzuCusON5P05wOPth80bN/q0baiKPUzAHne+CFSqGQFpCjTXPiZDKnG3MBrtKVAGp1liKCNbrN33UYpUHFUqXAgbmH0PvwWxp0dWRa/NDLerYiMd0MIOBm9NPaOr5BBOxuSjMq41vGdrMVRgLcM+7/zbL8VuJTkMXomn5LEygAAIABJREFUrDssh738/UJPtjfC7nP6kpg/Zi61P9T+eqZ0Q6La4/485tH+iYbt9z3abhVWx74uFw3oz2xIUa64P5/gJ5oY4DPD9q882VXq5wiS52BMRu2YKTt2c3wna3F0IezrS/PL2bxN8hidGtCXXsAXhj93erR/tmE7dJ55RVHyZ24kUsslkLZwqg0VRztRcVQBiWY3V1JFwD34FUYLRyUMf4TxeYQ8EPqkH3AFs3IjfQ0c47mNenkLWCL2t7n/in1M3grihfSbfRABO55+4U385QZ17dsI4HNP9pWu6QAWNz4L1edAItqHG5/5rCpv7tuCiMj2vcc2yo45Bk3Fb5RUvXQgeQfPRfKEVZiG5OHxdc7eIjkpo/el/DGPeRY5blcBjoz9fT9hKoN/hPTduLg/AngigC9FpRf2fSDkfWlb7AjjLO9LiyNRGzM8tqEoSrH5EtgAeBRYKvb5QCS6fGP85FovGrcjORGbZbIvRxQlMEcitYjMfOb3ADsgS91bloo4ai4b+wzJPeSTc5EQ2QqHIXkGQjDK+HtYEC+KjdknfIvlcU7DzpczGHkwXxU7MutpYEckktQHH2NXDB+OVGBT8mFO7KTOWfa5WvRCbgpxxuK3MIu5b90QgTTki3fRMMeg95D0L1mwPXZERB9gAUQQXdD4t2+QXJQPePRhFFIUpYLel/In6/teb+BqZi0T+h441HMb9RIB7wDLxj4bHsaVwjIU+9kk1H2pL3Cm8dmX+Ml5XMHct97Iyq1PPbahKErx+YLaAukmtJxA2vEc8FxoLxQlMEcjmp3JLcBPkcCQlqby0DfA+Nz3UrL1gINif98H/N1zG43wjfG3uf+KfUzMY+aTXyIP4V3xKlJE4s/4jWSIkHyScXG0VZZHlAXX8c6yz9XiJJIPgwBn4XdcdNnSPpck6/tSnM2AA+r43hjgeuD3yCSiT/S+FJ6s+9xJSA65Cr8mXaRKWsw+p2NQkiLdl84kGWAAUpzA1yQx6H1JUZRZVATSx0guqx7ErAjSFwP4pShKNvwKeb8xuRlJ/9TywijMSupsPvz4jBrtC1zJrNDciYSLlKhgPkzqw5+NeUx8PoA3wwfIxfkQ2Szx+s74W4WJfHFdgyH63DaIYBHnJeCPnttx7Zv2uSRZ3peaYRqy7Oou/AujoPelIpBln1uOZCqh54GLPdpvBvO+p30uSVHuS7sDvzA+exJJVeUTvS8pihKnIpCaKWYGIe9jK+fukaIoWXAsbmH0H7RJxGiFijjax/jcZ96704HFYn8fhxQ6CclE4+9+QbwoLh3YyXYnhXAkxjAk7+i7SPSo2WfTYvZ5X0VWlPpwHe+8+9wPkajAeCXQ8cBPkHyXPjHHINA+Z5LlfakZeiKV6R8BnkUKGfpE70vhMfucrzGoB7Kcvmfn39OR1TShczma15T2uSRFuC+tggQYxPkGeVnx3X/0vqQoisnnSJToO8bnlQjSlXL3SFEUnxyLrJA0+TsyOZtVSrNCUllWbz7s+RKeVkNyi1Z4DviTJ9tpMB/2Qr90F40ISSwd7we+xcg4a5BM+tsXyWuzDFJJfv3Yv/dEIihWR3LejPXkg/aJsLheOLPscyaLIfkj45FCM4C9sR8IfeB64dQ+lySr+5KL04HLY3/3QCKmFkbGmu1JRlCthkT+bYXk5PKBjkHhMfucr4qcx5N8gTwLeMWT7TRon6tNtftSXtGjP8SuDDsVEUY/zqA9vS8piuLiY+Rd7HFg0djng5EI0o2RVVaKopSLU4HfOD6/EdiT8JP4wTgZEcQq26sebPYGRsZsTqG+SJufGb5ESEJ4nxxv2H/Ds/1W4EuSx+ig2l/PlB8gS8jMfnEfdiW1ZvnYsH1Y7a8rnlkE+/wul1PbCyLR7PG2ZyJRglmxAPb+/qjmL9qP80gen6cC+tIPEbSmGz6Nx84D2CxnGra1MED+PEXyHJiF2ZphSURkq9h8i/pE11sNX/7jwReTR402LsygjTKzHPY47et674rFkUJI8banIysZsuIH2Pu7ZIbtKYpSLhZEAgbMceJLJKBFKT8jsM/vD2r+Qikrv8M+1xFwFclVlG1FZcfNvFNzeLB9CsmiJmciYmkRMPcvdD7NIpJFn2iWN5CcN3can28G7OzBfgcy+xnH3H8lW1zHO48+NxRJNj/c+PyXyM0hK1z7puNQkiKNQRORlDB7Ig8OFfrjT1DS+1J4fPe5bshy+ooYGiETwJNT2vWF9rnahLovLYREY80X+ywCDibbYqZ6X1IUpRYfIRGkZiHBIUjKIRVIFaUcnA6c6Pj8SuBAJEiordkRO2oqTe6p5ZGlPxV7b1L/8rQ8IkfvMOzf7Nl+K2BGlFwd1h1ABEwzotVHNNlQ7D63nge7Sv10IMVP4ufgwIzbnBt4HfvcmwWZsmAH/I65rci+JI/RZKB7UI+Ea7DP3aI1f1EfRRxz243LSJ6DJ1Pa+5Vhr5G0QllHjnYgwleeY27Z6IUdLb5rxm0ugAgP5n3p6IzbBUkjE29zCsUYcxVFKRYLITUgXBGkPwzol5IejRxtbTqQIsOuiNHL8bcit7RUco6+ZXzegeTga/ZhfDtmFR4AEbD2rPO3azk+24PkDP53pJs9H2H8be6/AqOQ2cEK5jELwbfADcCRsc9WQ3IBpon0dO2b9ol8iZClOvGl9Etk2N5cyCy3ecM/HTgjw3YrmH3uI9zFMNoZ8xrsjTyQjw7gS5yLgX1if3cg+bbeTWlX70vhGWX8nfa+t13s/2ciole9AuTCxt9zOn77Bs0LuEORyOc42ueSTAU+ILmUPsv70vzISgbz3B+HnxQPXWH297dp43xjiqJU5UNm5SCNj1eVCNINgdfyd0tRlBp0AOcjtVtMLgMOIbk6rq2ZDXkAiqvH+9T8RW1Oxa1I+9reTuFbf5JRrRH1C7ftxBEkj9E4ZonpIdkJuz+skNLmUYa979CZkxD8neR5eCSjdgYDL2P3o99n1J6Lm4y2H8qx7bIwF/Y52iGoR0IHyRySEfCHlDbnRsSzuM1tU9pUGmcL7D63QAp7zzjs+dzSFLjc0mFvvpq/aE/uIXmM7sionWorGU7KqD0X9xlt35Zj24qilI+FcEe6f0F9dUaU4qGRo61JB3AR7mfJPCZfS0Ml5+hk7Hyg6+XrSm6sQzKqFeDFEI4UnJeNvweQrLYbijGOz2Z3fNYIGxh/v4jOnITA7HNr4L9C+UDgfmxB/ULgGM9tVaMDe3x9Iae2y8TXwPvGZ+vl74ZFhD0ODXB9sQE2wJ6Q0ftS/rjG/vVdX2wBzPvep8BnIRwpOGYF5nXxv9R8LuBh7BfQc5CCCXnQE3vllo5BiqLUohJB+r7x+dxIqiAVSBUlPB3IqrefO/7tXPJJ21NKziepIn9E89FzRY4cPdew9RkaJeiiF3YOyOODeiS4IkfT3Hx7IpGioSI1lFmshH1uzRf4NPQDnnC0cSX5jgGuCsgb59h+mTDze74e1p3/8T1Jv85Kae8Kw54ubw7HayTPxbUpbBU5cvQ/hq3rU9hqZdbDPu4/8mh/ELNE+ZCRHGs5fFgtZx8URSknw5CUR+YY8jnJ4sxK8dHI0daiG/a7VGU7O6BfhSW+TPox4PDY3wsgD0bPNmH3JprPNbIJsL/x2QHIsu4KE5q03UEyBxjMKoKhJJkKPI2cjwo7AmeGced/uKJXP09hbxPsyNOslnMrtXkFySs7OPbZDsg1mpa+yPLItY3PrwUOIt8xYEfj76mIiKLYPEYyxcsPkGqo/w3jDiDFBsyI5i9S2OsBbG185qPPK83xGMkJt62RfLdTmrB1IpIrtBl+CawS+/sDpMBTnGbz3C6GXVVY73tunkXSaMSv+R3wE+0/EHgQ+7nmAvKP5DDvS+Oxo2YVRVFcfIBEkD4GDI99Pg/yPLMBxZncVpR2oTtS3HUvx7+djeQzV2rQHztS8NIAfmRZrX5th+2sK4+WmZ9jH6+QVQj7Iks4fEaSmXkuv6AYuVXblRtIno8xiDCRhr7YlcAj4DpmpRbJiw7s/Ez35OxDmZgLO0d02ijNtJirLNJGkrnyXG6R0keleTbBPh/bB/Ajy2r1vzVsTwPm9Wi/1biT5PH6mPRL6wcCz2H3tSvIfzVTD2SSOe5HmqKniqK0J4sh46MrglSjD8uBRo62Bt2BP+OOGD05oF+l43qSB+8bZClqnmQpjl5n2B2H/5yGrcRcSLRM/Jj9MYW9NCJXB1JJzewbaSJZ58JeHnt+CntKelzCxC4p7PVBIqJMmzcRRgTf0OHLTwL4USZMYeITJO1HM6QV2tdHhKS4P2lS0IAUPTFfInSCJhzdkT4WPyd3B/AjK3G0B5IfLm77Xk+2W5UdsMftH6ewVy3Fy9XkP2EHUvxNJ2gURfHB4rgF0s9Qka0MqDhafrpja3qVTVMHNohLmDgqZx+yEkcXwhb6rvJgt9W5g+Qxm4CIis1wN5LzdcEGfzcEO6KwIm6nqa57usPmiinsKenphohN8XPyCs2JT72QPmee41sIJz6ZQu04JLJVqc6O2OfQTL1SL/sBDyAiZyMiRDckvctEhy8HN+kLyAPnDMPeH1LYU/zwe5LnZCZ2EbesyUoc3Ru7D+sETW16IQXi4sfsn03a6gs8jn0OriWMMArwvOHLF9iFSxVFUeplcexJxspk8mIB/VK6RsXRctMd+CtuYfSEgH6Vlu7Am9hROrPl6ENW4uifHHZX9mC31XEJ5r9t0tZjzHrR/BeSj20LRLiO97EewMLANkgkxTiHDxFwaJN+gOS1HGvYaya/ruKf3+AnSscljL4NbA5s1OQ2R5P7BLCGwx+NVO6aXtiC+ds0J3DvF7PxMVK9cXdgWeyK83MC6yDj1Bu4x6CnSSdomJM+M4AlU9hT/LAYMJ3kucl7mXEW4qjrGe9T8n3GKyvnYF//Zg7rruiGWxj9L/Ks1ex9yRy7GmFThz+/S2FPURQFYAmqC6SLBvRLqY2Ko+WlJ/azY2UrQlHt0rIP9gHNMwQ3C3F0aey8dbqMrH7MqIKJJBNu10tFHK22TcFe5l5tS/vwfqHD5pYpbSp+GIgtXI+k8UiWSdTXlxrZNmxyn7phV66eDAxt0l67cTj2uTi85i/cxMXRapvZ96ptL5NOLF8ZO2pU8/wVhxtJnpuZyARHXmQhjrryiOe9OqiszIv9fPIijeUe7UV9Y0ujW7xwVyP0QFZmxG1NQFbrKIqipKWaQPohKpAWFRVHy0kv4HbsczeT5t6XlBg9sfNRfQ8sklP7vsXRDmT5k2lzrXRuthWufFS3NWHnMYedRrevSVavboblsaOC/k3+RRCU6pyFfe6PadBGkcTRAxy2LmvSVjvSF1nqGT9+44D5G7RTjzja1TYTSckyKMX+dEcqQZt2l0thU/HLD7HF61fILyWHb3F0HuBbw+ZX5J9Xvsxcgj0e/KyB3xdNHD3KYeucJm0piqK4GIGsUDDHmg/JT1tQ6kfF0fLRC7s+Q+W94rCAfrUUO2Mf4MdIX52zHnyLo4c67N2S0sd2owP3UrBG85StjaQ3cCXq7mr7EIkWTRvR0BuJ+DLtb5DSruKXQdjVcycCSzVgoyji6DCkuF3czljS5cttR/bHPh930dikxvzAr5Eq0abw1dU2CfgbfqIHj3fYv8aDXcUvV2Kfp7xW0vgURztwRxQclNLHdsMlMI+l/hf8IomjI4Dxhp0vSRcNryiK4qKaQPoBKpAWDRVHy0Vv4P9wC6Np0g+2LbVeKu9FcvPF+S1wcnbuALAAds61J5Bl8Y2yLJLbMl6R/ntkmf37zTjXxiyFRM3ElzZPQJaGvtWEvUUQkeGHSH63oUD/TvvjgO8QQfQVZOnac8iFnpZLgEOMz24EdvNgW/HLnsCfjc9GIi+C39fx+9PwH+V1FfBOA9/viUwsmILa4UhqB6V+ugFPAasbn/8SOK8JewOB1YCVkOIBCwOzI8L8WGQM+gZ4FZlQebLz87SshtzT4mPpt8h970sP9hV/zIHk6IxPys1E8kM+knHbywJzx/6egDzPNMMRwB+Nz15E+uKMJm22K4ciuYrjvIisRprSxW+7I4UgfXMJksevXmZD0ryYRcb2RQpDKYqi+GZJJNBqXuPzD4H1gNF5O6Q4GYE898RZCsm9rxSLPkjE6MbG5xGSRunS3D1qcRbHrsw7A9g6pFMNMA/wLraSrvm1msdV3f0/iMhQBvbG9n8MGsFXVDqAh7HP2d8IV9W3UVyF4F4gnyj8VmQ5RICIH8+pNJ/uIG8WxB05v39Ip5Sa7IV9vj6lubzbIVgX9zWzYkinSkx3pHij2SeuDOlUA3QA12P7/080tZCiKNmyJPAZ7gjShQP6pcxCI0fLQV/gIexzNQPRO5SMcBVn+p7GK3TmzezY+dwiJBq2LKJKEemBRG6Zx/Vxil/tdgtgGnbI+bYhnVK6ZB7cD1KXhHSqTk7G9ns88uChNI+rONN3SARokZkTeB3b95tCOqXUhUtMepv0xSKzZhnslB4RcHRIp1qAhZCJVfO4lqHK+zm4J4mHhXRKUZS24Qe4n+vfRwXSIqDiaPHpi6xeMs/TdGRCX8mYP2Mf/G/Jt2prIwzEnR/zY7QCpw+G4X4puBu5WIvIJthR0BHwh5BOKXWzKe78kKdT3EiXo7H9jZB8zko6quVP/AJ7mWhRmAt4HtvndyhP5H07MzuSPsY8fy+TXPpeJJbB/QLaaJ5exc32uMf440M61QWuCbuZwI9DOqUoStuxLFIQ0CWQDg/mlQIqjhadfsCjuIXRPQL61Vb0BZ7GPgkTkWi8IjEfkqPSFVW0ckC/Wo0NgMnYx/kpYHBAv1zshr2kMEKiiHvW+J1SLFxVdSPgCoq1RL0Dd2ROhORAVfwwAHdhtXHA+gH9cjEMydXkitZaOqBfSmMsiftlbhTFi3ZZB7twUITkzx0U0K9WwyU2Rkh+1yKtUuqO5B5z+XpsQL8URWlflkMF0iKi4mhx6Y87AHA6Wjsld+YAXsM+GdOQB6siRCGsgSR1Nn2cgp2oVknPjsjFaB7vt5AbXmh6AGcgURGmj/9CZl6UcnE27pe7BylG9NZg3BGNEZKPrgjjZCsxLxJ5aR7ryUgi8iKwIe7ove+BNQP6pTTHqkhhJPN8fkFxnjN+BkzC9nE0MH9Av1qVaqLj/1GMyu9DgPupLuIqiqKEYjnga+yx6W2kUK+SPyqOFpOBuPOdT0VWsigBGIo7+qUShWdWn8uLHohAa+aTrLwk7xDIr3ZgH9wC6SSkInwoMWg4Ug3a1VdfRJa4KuWjA6kS7DqvnwIbhXONNRDxweXbX5FxSvHPIsB7uI/7LUiezxD0BE7FPT5OBDYP5JeSno2Q3MHmeZ2BpProFcivOYB/OPyKkGIXSwTyq9XpDlxH9eMeMkf/BrgLwEXIqosiRbcqitKeLI9bIB2FCqQhUHG0eAxCArtcAYDbBfRLQSKjXAV5ImAsUigjTxFgZdx53CLk5WWTHH1pV7ZCoqCqCZGr5OhLT6QPul5cIyR58YAc/VGy4Vjc5zdC8uktmKMvg4ELcOdEjYAL0RfQrJkX9xL7CClGczj5pl5YF/dKi4o/GjFaflZGokVd5/htYLMcfekA9qzhz0jyHRPbkQ7gFNzHfybwF/Jd3TBvZ5uulTMRcBa6kkFRlOJQSyDVFQ/5ouJosRiEW+uaAmwT0C8lRj/gZqqLEyORvAdZvoyuANxK9Qe/d5GBVsmHNZHIPde5mI5U+s1yYO0FHICc92r98irCRfQo/tkX99LRCMkxfBbZvowORl6GXZWgI2SZwxEZtq8kGQjcQ/Xr/xVgJ7IVqldDxPlqPryB5K1UWoMlkOedauf7HrItXNkNWUpVbWIgQpZTFy0PeCvzc9w5ziMkB+xvyTaafQiSTui7Kj5MQp6VFEVRisYKuAv+voUKpHmi4mhxGAy8gFsY3TqgX0oVfo67KE9lewc4Dn8RC32AXYEHqC6KRohoqgUH8mdu5NxUOy8zgDuR8G9fIuWiiED1UY12xwO7e2pPKRbLAW9S/dxPRHJ9ro2/KJlVkaX91V4+IySZ/Gqe2lPqpwM4BneKlbhAeTRSvM8H/ZGovcdqtBkhUVz9PbWpFId+wLXUPvf/BPbC3/mfFziS2sLsNODXaNR6CFaheqqPyjPJJfi7R3QgE9SX486HW9neRsQHRVGUoqICaXhUHC0GQ4D/YJ+LycCWAf1SumB53DkQTFHsSaSq59qIyFkP3ZAL9GDgJqQKca12vgb287BPSvN0Q5awdnWuxiB5GPcDFqN+4ao/kkPrNOA5aovkEfAommet1emPLF135XaMb6OBPyHRg43kR54L2LazjVFdtDETuJpiFOFoZ1YF/k3tczUdGR9ORKL7ZqvTdndgKWRy8DZqixERUozppx72SSk2u1B99URlm4AUbPsFsDT1pyDqjQhpv0ZSw3Q11r0KrO5hn5TmGYTk9KyWbiUuWF6ERAA3stJhHqQo5qXUFmIrY90laEohRVHKwYq4BdI38TexrVRHxdHwzI08y5nnYSJh62u0BT6iqboB+yNLeepZLhQhVeVHIYLmeGS5UT9E6BiMFNlYAnkp6IqZwDVIlOqYBn1XsmF+4FzgJ9TXxyYh/WE0krt2fOdng4DZkUFiCeqPQv4U+BVwY0NeK2VmBeQFsF5RYCzS5z5kVp+LmDUGDUUeEOpdAvkKcCjwTP0uKxnSAykK91tkyX1XzESKp4xC7iPjkX7Rn1l9YrHOrZ7I9+mIGH8SMlmktD4DkP52CJL/uiumIsLWKKSvTUD63SCkz82J3PeGUV+aou+QlRQXIf1PCc+qiIC5Yp3f/wbpDx8x677UgfSHQcgz0AjqT5XwHHJfeql+lxVFUYKzIvAw9lj3FrA+MvGsZMMIRIiOsxSy8krJnnmQifCljc+/R5bSP5K7R0rT9EeiBj+h9iy2r20GElGqsxnFZRlkOWlXkS6+tg+QPtg3j51TCslayI0jj/4WIUse9iTfgj9K/cyOjAmfkU9/mIKMeRqx3r4MQ4q0VStU6Hsbh+RY1oj1YtKBFK7sapWVz+1lZJWEFl1SFKWsrIQ7r/8baARplmjkaDjmxZ0yaQIyKaCUlD7APkgOtq6WFDWzvYdEZwzPaX+U9IwAzgY+xn9/mA7chyxd1YJLSoW1kCXuXaV4aGabgBQZ06UN5aE/cCDwFF2n42hmewuJEl0grx1SCs/8wAnUzoucZnsG+BkyAaCUgw2QyZOu0nE0s32H5L9dN7e9URRFyZbVcT/Hv0FjKbKU+lFxNAwLIql2XO+c64VzS/HNMCRq505kiVAzD3zTgGeB0xHBQ2fCy0s3YEPgHGSZV7Pi+dfAzciLoc4eKrXog0TQXI77plPvNhoRW3dFC+uUnUWBo4C7qV1Yq9Y2FRFaT0WWzipKLVZB+sqTSN9pps+NB+5BCootlq/7imf6I2mHrqLrnKG1tneQ3KY7oytmFEVpTVbH/aymAmk2qDiaPwsh93PzuI9Fc8jnTp5CY6WQxQhkyeGRSLGTCqORvH0TkKX5o5CIi5HIoKi0HoOAZZH+sAQSadMf+CEiYFT4Fok8HYXcDEch0V+K0ihDkXHoJKRAXIVvgf8iAsQE4CvkRvUm0uc+zNdNJSd6IHl9KvelhZHKzyNi3/kGEVI/JnlfmpCrp0qr0A+5x43o3Bbs/GxjklGgrwC3In1uFPAamku0VVkIefkcgQjf8yD3qjWN712N9ItRwOvImKQoitLqrAHcj71S4lUk6Obr3D1qXTTnaL4shKy2XsT4fBywKZI7XGkTXiSpjp8W1h2lQJxAsm+MDOuO0oJcQrKPPRTWHaVAnE2ybzwb1h2lTXiJZL/7XVh3lMCshh1FolFSiqK0K2vgjiD9D8lgKyUdGjmaH8Nwrx75FllxpASgW2gHFEVRFEVRFEVRFEVRHDwDbI6s8IqzLFLZfs7cPVKU5hkOPI6sWIvzLbAJ8HzO/iidqDiqKIqiKIqiKIqiKEpReRr4MXZao+VQgVQpD0sgdQuGG59XhNEX8nZImYWKo4qiKIqiKIqiKIqiFJmnkAhSUyBdHhVIleIzAskxOtT4/EtgXSTtpBIQFUcVRVEURVEURVEURSk6T+GOIK0IpHPk7pGidM2SiDA6v/H5l0hhsf/aP4n6Q7QIRKtBtDJEi0HUM3NP25geoR1QFEVRFEVRFEVRFEWpgycRgfReoH/s84pAuhHwTQC/FMXFD4BHgPmMz79AhNGREM0BrA2s3rmtBPRz2JoC0UvAX4G/QIc5SaCkQCNHFUVRFEVRFEVRFEUpC08CWwATjc9XAB5CI0iVYrAc8AS2MPo5sAEwsvPvnwN3AMcC6+AWRgF6A2sAlwCvQ7SJb4fbGRVHFUVRFEVRFEVRFEUpE08A2wGTjM9XRATSwbl7pCizqEQyz2V8/hESJfp6F7+fAnwIvNv53xnGvy8I3A3RduldVUDFUUVRFEVRFEVRFEVRysdDwDaoQKoUixVxC6MfAusD7zh+8zlwA//f3l2HSVJdfRz/1rrCLsFdlsUluCV4cAgEggQnIQR4seBuQQIECcEhQLAAIRCCbpBggeC+LLqwuCxrsF7vH6c7U33rdk93l3XP/D7P089u18zcutN9p6rr1Lnnwp7AYsBACBaCYJj9yyzYzYAXIj/TG7gawrnS7X73pOCoiIiIiIiIiLSjEcBPgcnO9pWBe7CgkkheVsbG5A+c7aOxwOi7np85H4J5INgNgusgeA8CJ1M0+A6CO4E1gH9GvjAU2DutzndnkQWZwgBbRWsNYEEsyj0n0B8Yh6X/PgeMgGBC3h0VEREREREREXE8iGWQ3gX0i2xfE7gf2BQYX0C/pHtZC7iPeED+A6zG6Pv+H2skvhZMg3A/LNjas7RxI+DMRjoqcb0gnA+4Ajtw1JN2PgnCa4ETIBibZedERERERERERDrxIJZBeifxAOl9WICZRlnEAAAgAElEQVRUSV6SlbWBe4kHRt/GAqNj0ttV8DGEbwFLlza4Cz5JE3pgGaKbU389joHAAcBrEC6bVcdEREREREREpDsKe0G4PYQ7RB5rdvJDD2B1Gd0p9mthGaSDs+ipdHvr4M8YHYVNpU8xMPo/U6r8X5rUy3k+CXgSeA1L/Z2IFXmdF4uEr09H6u68wL8sQBp8lUtvRaQbCodjpT6iHodAJwFpE+EiWGH1qGdUokZERESkqqOB05xttwM7dPJz92MB0juBvpHt5SnPm6EMUknPj7HatoOc7W9hGaOfpL/LsD8wPLLh5fT30f30Ar4FfoetpvUUBFOrf3u4LHALsExpw1zAycCBWXZSRLqr8AfAY9ixJmoBsrkDJ5KycAA2zWuY84WVgBfz74+IiIhIqwuXBI5L0EA5QPp3KgOka9MxxX5igvZFANbFFkdyA6MjscDopxnt9xhsRnfZNRntp1vpAcFoCI6H4NHagVGA4DVgEyqLGe8IYc8qPyAiksQFxAOjIu3kdOKBURERERHxCnsCf8bqhoalRzPuA7YjPuW4HCB1A1oijdgE/zh6E5txnUFgNJwPwouA4yMbr4DgsfT31f240+rrEHwM4d+BPUobZseCFxmkC4s0IuwFLAusgU1hnQMbn/2wkhGfAM8D90Kg8drywi2AXYvuhUjzwjWBg4ruhYiIiEgbORS7ngPLiNuVyuzPRtyLBUjvcNoo14jcDGWQSuM2xbKS+znbXwI2BhKWnQwPxKbrl80CLAwsjq0bBDAdOJfKQKkk0ERwFIB3nOezoOCoFCYcgp3wVqW+O4AzILwT+K1lTkvrCWcBLi09mYIVV9+6uP6INCrsC1yJ1emeidW92q7QLomIiIi0tHARrGwfwGfAESRPlrgX2AUrD9g7sn2d0tc2RwFSqd/mwN+IB0ZfxAKjX6ewj1WpXls3xMby8RC8l8K+pKRH59/iNVvk/zPJrpaCSD0GYKnr9U6N6An8DHgNwg0y65UkcR5WVxTgFGx6gkg7OYmO+twXAP8psC+SinAQhD+C8FAIb4DwvxA+V3r8pejeSXcX9oVwNQh/A+FVED4dGZ+PF907EZHOhT2Aa+mopXgQBGNTavwOYCdgmrP9R9hiOgNjPyEStwU2ltzA6AvARqQTGO1MAOwM3AThhjnsr9toInM07A1sGdnwLATj0uqQSELjgEeB14APSs8B5gdWw7IPB5S2DQLuhnBFCN7Ot5tSXbgBsE/pySvYdAF3pUqRFhauCBxeejIaC5TuV1x/pHnh0thquasAS9D8TWWRDIRzYIuqroKVFepd5Rsn5dYlEZHmHUDHVOJ7ILgt5fbvwIJKN1N5vPwxNkV6G+D7lPcpXcf2wE3Ez7XPAz8BvklxX3/CFnoqG4KtYbAx8MPSttWBERAeB8GZKe5b6hP2hvByCMPIY4smG3uOjgLLIbZohQjYyoTRsfF67W8Ph0J4gtX3CzsJ+IfzQviIM4b/nk63JblwIITvlt6XGaWajUB4lvOezZ9wR3+icoyNSNiedB1nUzk2Gsz4DHtB+EJkrG5S2n64M4Z/WLsdaQ3h9s77Vu3xXMIdPU/luNMNoe5tDSrHQwjMHf+2cLk6x6emi4pIiwsXgnB86Zg1rvKzfjg5cjxLI2C6PZZB6h5nHwT6p9B+u1qC+GuyVKE9ah07AFOJvz5PYiUmcxRuCOFHznm+2hR8aYAnAyIcCOGikcdypTfgGCwbb9/yNwLHQXBPft0V8QnGQnAaBP+BYHon3/sJlj06JrJxc6zGpRTvbGDR0v/Pt/dUpK0cT8cd3esheKDIzkgmPgb+QT5Tp0Qa9TV2gf9u0R0REalPGABXAINLG46BYEyNH0jqdiyD1L1u3BirEe9OmZbubUf8GaNPYAszjc+3O8FDwLrOfs/tPElMOuN7ATfFDhi1/BcrAKtsK2lDwQQIbwSOKm3og61u/2JxfRII1wJ+U3oymo5i7CJtIlwOOKb05Gs6ptZL+xoH3I1ldj4PPAfBZ/al8BXgB4X1TMQWLByBzcYqjdHgA/tSeCv22UZEpNX9EpuWDPA0cFkO+7wdq914E5UxkZ8Ad2FT7Cfn0A9pbTsBfyEeN3scqz86IfceAbYQU3gBcGJpw4LYAmOPFtOfrqGZ6PIr2AFLxd2lnb3vPK93MSfJRNgfK8Bezmb/NQSaBihtJOwFXI3dbAE4GIIvC+yQpCIYgcpuSMsKRtERUBARaUPhvNjMMbBpy/tAMDOnnd+GBUhvJB4gvRP4KQqQdmd7A1cSn239GBYYLfpa9UE6gqMAK6DgaCK+hQUmAe9FHp9iB6qy5YFrgFEQrpd1B0UyMofzPMupG9K504DFS//XVGRpR4cDq5b+fz8ENxbZGREREZE2cAkwtPT/30HwRs77vxX4BfEp9ptgizRpin33tA/+wOiD2EzrogOjEF8AarD3u6RunuBocD8Ei0Ue82Iv9DpYZlf5Ts4CwP3YytIibSTsAfwssuEtCNxMUslNuDpwSOnJV2gqsrSdcAk67tx+h622KiIiIiJVhbth09cBRtKRQZq3W4FdiQdIN0UB0u7oV1gNXDdWdj+WTfx97j3ycxdq/KqQXnQhvsxRj2AqBE9CsBeWQlweEH2Bv9giTiLtIOwNXAisGNl4cjF9EQj7YlORe5Y2aCqytJmwB3AVHaubHmt1gERERETEL5wDOK/0ZCbwSwimFNihvwK7ATOc7ZsCd2BxD+n6fg1cTjxOdh+wLa0TGAXYzHn+diG96EKaqDka3A/hCcC5pQ3zYqnoV6TXLZEkwkHAEpENPYG5gJWxsTqs/I3AaRDckm//JOIEYJnS/++D4KYiOyPShIOwmRVgixVeXGBfRERERNrBpXSUOfuTJWIV7hYsS/RqKoNjm2EZpNtiC+FJ17QfVuYhcLbfg806zei9DwMIwgZ/ZkkqZ6qNQ2sCJVZn5mjMVcC0yPONUuiLSFpWwlZuLT+eAf4BnERHYPQpYBMITiqkhwKEKwBHlp5MQlORpe2EC2P1csGmYv0aAjfjQERERET+J/w5HSXOPgSOK7AzrmuBX9JRSrBsM5RB2pUdhgXs3cDoP8k0MArAlhD+FcI1LFDamXAr4BFgQGTjBTbbW5JoZrV6IBgH4RhgkdKGBdLqkEgO3sFWIHy+6I50X/9b2bt3acOxqvsq7SUMsBkTg0obzoTgpQI7JCIiItLiwiHARZEN+0MwoajeVPHn0r9XUZlMtjlwM7AjlYli0t4OB87xbL8d2IXs3+sewM9Lj48gfAR4xf7PeKAPMBuwLDYGl3J+/nmKq9fbpTQZHI39rA4O0komUBn4HATMScdKiMOA3wPHQfgbCG7OuX8CR2FlDsAye/9UYF9EmvErYOPS/0cCZxTYFxEREZF2sDBW7gxgMnAIhIdU/3agI5kC4McQjog8vwWCq1PsX9mfsSxCd8XybW2f7IRiIF3BkfgDi7di5fjcRbqytgCwewPf/wSwNQStVAu1bTUZHA2HAvNENnyeRmdE0hG8CKwS3x4uCewJHIzVk5kVuBHCnhDckGMHpbIUx0TgEisBW9XqzvOzIJxU+v80CA5Ms3MidYiO4W+ACzsZw8s7z4+HMLqq5MEQTE6rcyIiIiItrh+Nl+eb0/mZ59LrTsw1WIDUXbl8OyyDdGcUIG1nRwFnebb/FdiV/AKjo4AHgfWwLNF6f+YPwJUQuCUgpEnNZo7u4/zsEyn0RSRjwUjgaAhvAUYAs2MnvEshfAiCTwvtXve1YenRiF9E/j8ZUHBUirRW6dGI7Zznh2NjWURERERaQzkr1Q2Q/gwLkO5E/tmFktzJ2HokrpuxzM0c39PgTWCT0qLSawCrAcOB+YEhpb6MAz4FXgb+A8HT+fWv++gF4WYQ3Ff/j4QbAqdENkzFihOLtIngJQgPxKZEgE2735fKcS0iIiIiIiLp+QCrrdiIG+mYWv80ljFXNjKFPnXmajoySKML5pQDpDujAGk7ORU4wbP9GqxsVkGZmMFE4F+lhxSgF3AvhC9hf9j3ACPjq+2GPbAVwH8N7AX0jHzxDxB8lEtvRdLzN2wq7Gyl5xug4GiergDub+D7NwPWjTw/E7uDBvowIsW4kcYWdfsxVkS97CLgk8jzLFfBFBEREWkBwbfAbY39TPiXyJMxEDT486m4CguMXk5lgHR7rK7SLuiapB2cDhzn2X4VFuvSFPVurDw1fsXS42zgewjfw1bGmobVZRwGDPT8/F3405FFWlwwHcK36ahlOX+Rvel+Gl0EKxxKZXD0EgjGpNkjkcYEd2HnwDqFM6gMjl5bqo8sIiIiIq3vytK/boB0ByxAWsQCPlK/M4BjPNuvBPZDgdFuz1dztD+wTCc/NwUrXnsGBFNT75VIPqIFj5W1JSIiIiIiItVciQVGL6MyQFouFaAAaesJgPOxRZldlwO/oZNVVaV76IVlhW6Mrfq2ATC0yvfOwGp63IZlvIzOo4Mi2Qj7AYtHNnxWVE9ERERERESkLVyBJZSdTzxAGpLvSudSWwBcCPyf52vnA79FgVEp6QXBu8C7wGUQBtj04kWwlbH6AmOBr4FREEwqrKci6dodW4ip7LGiOiIiIiIiIiJt40I6MhKjdqQjQDrD/SHJVQD8ETjA87XzgMPz7Y60OmdafRACH5UeIm0i3B64C4JpdX7/usC5kQ0zgL+m3y8RERERERFJ4GE6Vqt/tciOOC4o/esGSHfCSrbtjepYFiUALgb293ztHODIfLsj7cBXc1Sk3VwCnAfhLcDdwEsQTKz8lrA3sCp2ktoT6Bn54mUQvJlLT6VZH1O5MrhqHUu7+YzKMfxdUR0RERERaR/B5p1/T2EuwAJxf3C274FlkO6DAqR56wFcjV3zu84Gjs61N9I2FByVrmJB7A7QkcBMCD8GxmF37YYAC1C5AFPZfVitEWlpwR+xaREibSq4Abih6F6IiIiISKrKtUfPc7bviQVIf4kCpHnpiQVG9/B8TYFRqUnBUekK3CLKPbBg6AI1fmYKdoA8AwKtVC8iIlWENwBLer4wLPL/pSB8zvM9r0KwVzb9EgEITwc29Xxh0cj/+1cZnxMgWD+bfomIdCt/wAKk5zrb98KuVX+FAqRZ6wn8GdjN87WTgFPz7Y60GwVHpStYGtgA2Kj0WLTK900FXgHuBK6DYEw+3RMRkTa2FLBSJ98zAFjZs73OWtgiTVsE/9iL6lHle75NvzsiIt3WeViA9Bxn+96lfxUgzU5P4DrgF56vnQCcnm93pB0pOCpdQPA1cFvpAYSDgYWB2bED5STsAuCd+hdtEhEREREREanbuViA9PfO9r2xDNJ9UYA0bb2BW4DtPF87Djgj3+5Iu1JwVLqgYAKttZKhiIi0r/2BwU3+7Lg0OyLicSY2jbAZ09PsiIiIAB2Zo26AdB8sQPprFCBNSx8sMLqtsz0EDsMWzBKpi4KjIiIiIlUFzxTdA5HqgteA14ruhYiIVDgHyyA929n+SzoCpO66GdKYPsCtwDbO9hA4BLgo9x5JW+tRdAdERERERERERLqQ3wOneLb/CrgcC55Kc/pgJfV8gdGDUGBUmqDMURERERERERGRdJ2MBUFPdLb/Cgvk7YcySBvVF7gd2NLZHgIHApfk3iPpEpQ5KiIiIiIiIiKSvpOA0zzb9wXORxmkjRgA/BN/YPQAFBiVBJQ5KiIiIiIiIiKSjXLm6AnO9oOxwN6h+XanLQ0A/gFs6GyfgS12dV3uPZIuRcFREREREREREZHsnIhliR7vbD+k9K8CpNUNBO4G1ne2zwD2Bq7PvUfS5Sg4KiIiIiIiIiKSrROwAOlxzvZDsAzSw3LvUesbiE2lX8/ZPgPYE7gh5/5IF6XgqIiIiIiIiIhI9o7HAqTHOtsPxQKkv82hD/MBSwDDgQWwKevzer5vSyw4OQoYn0O/XLMC9wFrOttnALsDN+XeI+myFBwVEREREREREcnHcViA9Bhn+2FYgPTwlPe3MLApNi19PWDOOn/u95H/vw48AjwMjAAmptc9r1mBB4DVne3TgJ2AOzLev3QzCo6KiIiIiIiIiOTnWCxAerSzvZw5mjRAOhj4OZZh+aPSvpJYpvQ4EAuM3gH8BXgIC+imaQgWGF3N2T4V2BG4M+X9idCj6A6IiIiIiIiIiHQzxwBne7b/FjinyTZnB04GRgNXAT8meWDUNQgLuo4AXi39P63Eu6HAg/gDozugwKhkRJmjIiIiIiIiIiL5K2eOHuVsPxzLyDyyznb6lb73SKxOaD0mAO8D3wDfl35uYKmtWYG5gN6dtLEMcB1WKuBQ4N469+0zB/AvYHln+xQsMHp3grZFalJwVERERERERESkGMcA/YGDnO1HYAFSN3Dq+glwMbB4je+ZCTyH1Qx9FMv4/KSTdnsDi2BZnBsAGwILVvne4cA9wN+Bg4GPOmnbNScWGF3O2f49sA2WpSrSJT2H/aGXH6cX2x1pIcdROTZeL7Y70gX9icoxppOtlJ1N5dj4T7HdkW7ieSrH3WnFdkcKtgaV4yEE5i60RyIikrUAuIj48T/Epsn79AHOxwKfvp8LgTex7NT5U+rjWsClwLc19vkNFtCs11xYsNZtZxKwUQr9FumUao6KiIiIiIiIiBQnxDIuL/Z87aTSI2oh4AngEPw1Rf8L/BRYGjgLGJNSH58CfoNlkB4DfOH5vqFYBun5dD5beS5sUadlne3fAVth2aQimetZwD6HAisAu5X+XzYdW1FtGazWxAxgfO69k7z1ABYGVseKRa+DTQtYLPI9U4DHsVXxpuTcP+l6+gA7UzllIwRmAVbGatwsgE0jGYcdi6Rrmw1YEVgXO/4Mi3xtGnZnfHbsPKXzkqRhfmAV7Ly3NrAZdgwqGwt8iF0YfJ977yRvfYGlgDWx49D6WPZo1GvY8UjnJRGRru1+7HOnuyDRetg1y7+xgOcj2LnD9Sm2ovz/AW9l1ku7Ln8CuAT7jLwWlfGlADuX/RC4CzuHuebGpvkv42yfhAVGH0m3yyLFCbBAw8HYH8TnVE+99j0mYXcmfoelU/fPt/uSgUHYReA52N2syTQ2Jj4GbgP2B5bMue/SnuYEdgQuw6aVTKP+8TYDeBu4GtgVmCfnvkv6AuxD2mFYUfcvaewYNAG7WXMK9iG1b669l3bUFwt4nQw8ho2hRsbcV1gNr8OBldCsn65gHuAX2CrCo7CLynrHw3RgJHAFdqNvrpz7LiIi2QuIlwErP67Epq37vvYnLOGsCMsQLxNUfjwBDHG+fwHsOsv93onYZ2yRLmER4ET8gz3JYxxwDXaRoYuD9tET2AS4AQt4pzkmXsNW5Jsvt99G2sEA7MLzARq76KwnWPoosBeVWV7S+hYHTsVW5EzzGPQNFnhfG/+UJum+1sRqclW7gGn28QFWp32J3H4TScNgYE8sQ2YG6Z6XRmAzsupdnVhERFpfrQCpL06yUzHdrNAXuBB/H5+m4zy1IPCO53u+JT5zQqQtrQhcT7rBiGqPd4F9samv0pr6ALtjWRFZj4cZWBbYyrn8ZtKqZseys74m+zE3ETv5KzDf2tbGjg21CtWn9XgVO+Z1VltJuq4e2DSwZ8l+vIVYJsZWufxm0qw5sPPSWLIfD+Ox85JmOYiIdA0BNm291rF/NK03o/KX+GNCd2Hl8971fG0sVmpPpK0tg2VoNfIBbgo2zf5dbOX6kcBHWMChkXbeB3bJ/leUBvTAAtef0PiH+g+BN4AXsLHxBY1Ng54J3AEsmvlvKa1kIHAGjR8/xgLvYUGtl7Ex9w2NBdK+By4AZs38t5RG/BDL8m1kPEwGPqPyvDSGxsfVKGC7zH9DaTXbYLW9Ghkrk7Ax9hY25t7BxmCjJWceQzcHW80swB+wc0Qj7+U32DHoldLjPRrPPp4EnI2VMhIRkfbWA7gW//H+DdJZhT4L2+A/B/pWuR9LvMaqSFsZiH34mkrtD2lTsA/uJwObY4td1MqsmRNbpGB/rL5kPTXhHsZfkFjytRKWMt/Z+/UpcBMWRF0Ly/irpjc2fXBrrP7sf+g8YPodcAKqB9gdbIvdMe1szL2FTX/+BTZOa100DsAy4XcE/gi8Xkf7n2J1STW1ulizYplTnc1g+B47bxwPbIrdUKm1SOE8WP2j/8NW36wnWHEvlYvLSde0CJad3Nl4GAvcCRyELbgzb402e5ba3QQ4DlvFtbMg23Rs+p1b00vytzP13SB+A1uVeCfshk6tafGDsHPXLlgW0cg62v8I2D7V30xERIpwHfFj/Ae0/kyBrej8uv1L7LpLpG2tRO2aouUaSLuT/M51DyxYehX+Ow3lx2RsZTbJXw/gWGof/L7CLgLSSJcfAvwKWxilVpbfy6guW1c1CPgLtU+272I3ZYb5m2jIgtgYf7OTfd4JDE1hf9K4NakdKJ+OBSx3JvkCfz2BDbEPq7UW2JmE1aiVrml3ar//E7FyQxtRO/hej/5YEO2f1D7XfgSsk3Bf0pwhwN+ofY4YiQW8F0phf4tSX43/mylugQ4REUlmN+LH9S9I5/omD7+i+vnpC2wBb5G2dQDVp3xNwVZ2XjyjfQ/CVhn+uMr+Q+B2NMU1T3NQu6zC+1gWcL+M9r8cloVaLVNsApYtKF3H8tTOmnkGm8qRVRbnT6g9ZfsDVDMnTwFwBNVnMXyPZVotnNH+ZwGOwUrFVBsT16PFUrqSAcCfqf5+f4llJWeVxbkgltX+XZX9T8PGpDLZ87MqNgW+2ph4HNgso30HwJbAUzX2Pwpl5oiItJvZsABi9Hg+A9g4QZv9sJuoBwDnYjfQ7sYS227DEtKOADYgvev3S/F/Pl8upfZFcteD6quPhVitxzTuhNejL/bBv9rq5y9Te8qapGNRqmcsfItNQc1r0awlgAer9CUETsqpH5KtDbH6tL73+F3sAjEvG2DTIqsF5H6aY1+6q17YDblqf/c3kt+5YABwCtVvHj5N7RIi0h5mA57E/x5PxlaSzysQPg+WQV9tBsV1aOHKPGxJ9UD1SJJdxDZqc/wrAJdvFm+SY19ERCSZK4kfy09uop31sDUSnqbzkojRx1isZE/SuqZ9gec97W+asF2RQvTGLjJ9fzRjsA9jRVgIuL9Kv94HhhfUr+5gBarX1LoNmLugfu1I9Tq1l5B8aqMUZwf8gafpWD3apFOlm9EHm27v+6AxHZtKItnoh5Ux8P2tv4cFr4uwONUzi0eS301ESd98wGv439vHKa6My3pUD4jdg7KWs7QH/jIH07Da530K6FM/4DT8M2qmotk0IiLtYAUsSzR6DH+J2mu3VPNX/J8R6n2Mw1agT2IF4ufLV7EEPJG2EeAvAhwC/6K4IFhZAByMPzjxMdlNpezOFsc/hXQy9l4UbX7sQtU3Zi8rsF/SvK3xX4B+jk1zL9oqWOaq27+ZwD4F9qur6onNVvD9jbdC3dee2J19X3DiXVq/gL7EzY6/5vBMbFZN0Rmag7Gpcb6/iYfQAoVZ2IX4hWsIfAisXWC/yn6MJTC4/ZsB/LzAfomISOfcgOZMYN2U2mr2cWyT+y+7wNPmtgnbFMnVH/H/cZxFa9WzWh//gk1voqmMaZof/6Inn2MBolbRC7gC/9g9ubhuSRPWxb9S8wsUf3Mmajb8Qflp2GqNko4AuBZ/kOr44rrltQW2KI/b1xexWqXSHgYDzxJ/H7/Dbty0kqPxT7O/EWVnpGkz/DflnwJ+UGC/XHPhH7uTKS67XkREahtO/Ab7jQnaKwdHZ2DlBy8B9sXiJ8Ow66m5sRkw25W+Xm0h7CSlYmYFvnHae57WiimJVHUI/gvQQ4vsVA0rAp8S7/PjNJeCLpX6YwdU9/V9j+wW4UrqNPwH9t2K7JTUbTGs3o37/j1MawaX+gN3Ee/vJLQaY1pOJP76tnIJgzWAr4j3+T4UrGoHAbZQgfv+fUPrrgq/J/5M+1ML7FNXsgz+mx73YLWHW80g/DXZx6HyUyIirchd52Umdu5p1v5YGZhGEsbmBP5J/NzxRoJ+gCUpuW226ucpkf9ZFVt93h28hxXZqTpUm/J9ZpGd6iJ8RaHboXTBqcT7PRFYqshOSad6A/8h/t79h9auodcT+Dvxfo+iNQO67WRd4nfS26F0wfL4g/zHFNkpqcsR+G92rFVkp+rgm/I9g9YoQ9LOqt0kbvXSBX3wB0hfoZh63SIi4teb+Ar1dxbYl6eJnzt+mKDN2bAFAqPtXZ6smyLZmgXLBnT/EH5XZKcasAbxlex1UZDMTvgzZ5YtslMNuBz/RUG/IjslNfnq0rwMDCmyU3UagE2vdPt/XZGdanNz4F8E7qgiO9WADYkvKDaN1qhNKH6rE586PYX2+SzxW+J/L59hU62lOVcTf02fwbIzW92sWEkPt/8XF9kpERGpsDXx4/QWBfZnU09/DkjY5rVOe9+iG3XSwi4i/kfwT5LVg+gPrIlNZz4Bq1l6OXAeNk1yH2wVs7Smv+9I/HcYTWtnnLWq2Yhn486k9Wqt1dILeIz4mDixyE5JVasSz3oaCyySoM0AyxbeFisNchZWU/mPwOmlbRuQXvB1Tiyz2h1zm6fUfndzLfHX8pYU2u2D1VhaAwtgroytKJ/FlPf9if8Or1P8Yj4S1wtbFdZ9v/4vhbYHY9Pj1sGyoVcA5k2hXZ9rif8Of8loX13dusTruX5Odu9dFhYAviT+eW7dIjslIiL/496E+5xiPyf2J37uOz1hmxsS/2yyScI2RTKxPPFaVR/SeIH5ocDOWM2M/+IvXO97fI0FZ9Oog+SbBp70j7k78mVdZl2mYBvPPkPgtgRtzkd8msJ3wKKJeipp64kttuRevDWzmuEG2M2Ye4gXAK/2mA7cC/w0yS9Rsi7xaeBvo4zlRq1D/INZs2UKBmPHl0uxTORq56ZvgQewWqZp3lS7wbOvI1NsX9JxOPH36R80d5N4bqzW143Y379vwaQQy4y+Dbvx2DNZ9/9nIBaAd8hngJsAACAASURBVPelxXga0wersxZ9DfOYkeT7/BUCv07Q5ubEx+Cr6CaNiEgreJ/K4/Ofiu0OYNfLacZTehBPvDo7YZsimfCtttzMh+ifedpp5DEZy+pLcoEwgPgBZjKtXyOzlaxIPIPvFbJd4OoH2NS/tIOjADt42rwjYZuSrn2Jv0fXNNmWb9GMRh4PAgs2ue+y8zztKhhWv4B4Bt8MYLUG2ugFbAXcCnxP4+NgLBaMSGM1zSHEj28T0VTnVjIHMJ7K9+gLbBZFvQYDe2GLx7nn0Hoe72KZFWlYifhNmlfQgmCN8JUouDDjfa5P9UB6kuAowBWeNn+TsE0REUlmUeLH5u0K7ZElvLl9SmMR1FucNp9NoU2RVK1PfPDf2GRbSYOj5cdfSXY325eBeEmC9rqb26l87fKYfuXLrEorOAqWFej+TlpJvDX0Jl7v+BssWNGMpMHREPiUZCtEDgbGOG1+SXvUqGsFvmP4pQ22sbSnjWYed5LOoiu7edo+K4V2JR1nEH9/9mywjb09bTT6mAmckug36XCxp/2iL7jaRT/i9Y4/I9v61wOAd6g+NpIGR2cjPpPmQyxDVkREiuGu8TGDxmfvpm0P4p9NFkuhXTcZZjqtvbChdEMjqByk3wHzNNlWNDg6DZsmeylW128rLBC7KrARdvfhavyr+YYkT91+wGlvMjbFWmpbinjGyw0Z73ML/GMgzeDoksSzaNKoXSjJ7U78PU9S4y8aHP0Iyxw8ESv5sRGWfbgedrw6Hf/00xCbwp1kKvyunjYPSdBed/IMla/bWBrL4IPawdEPgL9jmVS/B64Cnqd6tt/fSZ5xFxBfsGs8jf9ekr4hWEmF6HvzDI1nDVcLjs7EpjDfigUs/wBcj023rzZGj0nyC5UMwcoWRdt9nnSyobu6A0geLG/UhZ59phkcBcsUddvdJ4V2RUSkOSdReUx+t9juMC92/RTt010ptb0y8XPQUim1LZLYcsQH6EUJ2tsIu8jchvozpGbBAqhuP6aS7A7F2p42f5egve7CfS9mkO1Ba1YqD8AvAyOdPqQRHAXLiHbvVi2QUtvSPHcl3U9IFpS8E7uwXbiBn/k58eBICByXoB89sQCrG5TTtNbafMfuZm6WucHRZ7FxsVCNn1kc+Jtn/yEW+EpqM0+7R6XQriRzKPH3Zasm2okGR8t1jHekdgbIj7CApbv/aaQzu8G96Aqxm0NSXUA8cP0u2ZYWWpPKG7g3E3/f0giO9iV+0ftaCu2KiEhzbqLymHxvQf3ogX32cWfzfUHycmNlg4mXjkljvQeRVJxDPCBZVLDId8f8+IRtPuK0NxoFJmrpS3wBm79lvM+rIvuaDqyCZdhkERxdhvgB+eiU2pbmLE/87/6IgvqyBvGF6d5K2KYvk2y9hG12de5iJJNorsTC0tjf+21YHeVGnEL8ffuUdIIjzzntvp5Cm5KMW9/2ZZrLrtwbm31zPo3NVOkL3E18zN3dRB9csxGvpdpsPefuwneDZr8M99eXyhkMo7EbNVkERwEO9rS9ckpti4hIY56k8nicZW3rX2BT28uP32KfeW8mfuMsxEq9LJtyHz529nFoyu2LNKUH8Zp4RS5SMxCY4PTnoYRt7kj8j3z9hG12Zb6FizbKcH8bUBmsPLe0PavgKMC/nbbfSLFtady5VL4fU4DZC+zPdcT/BpKU4+hHvHTI1Qn72JX5Xq9rm2xrdpJl3t1HNuePX3naVWCiOMsSfz/2b7KtpbDpaM0YRPzCZAo2uyKpK512x2H1LcXPvUEzkWzrRZ/t7G8rrLxVVsHRWYivQnxBSm2LiEhjXqPyeHxChvtyYz/VHp9jM08GZ9CHV5x9nZTBPkQa9iPifwjbFtqj+KI5byZsz3ehfXHCNrsydxrXR2SXaTsQm6ZW3tcHdFx8ZBkc3Yf4uF86xfalMe/TOjdoIF4UPcTqJCfhBia+wabcS5yv/nBaq3c3al1PX9L4ADcr8cDEGSm0K805lXhAsqiFEI4gPuY2SaFd3+c9TWPz64Etnhd9ra7LcH8/xGZtlff1l9L2LIOjEF8xeEyKbYuISP1GU3k8znJ9gnqCo59h2ZxzZtSHJ5z9nVv720WyEw10beB8bTxwT4598fnCeZ509bLJWP3BqKIutFtdQDwr6q9YZmcWzgYWjTzfF8vOyNrt2NTpKPdvQfKxKPG6oDcV0I8o9xgEyVfyvdl5PhS7IJY492/xM6w8ShGewIIWUc0uVhg1DstKjdJ5qTjumHsAW8SoCI96tqUx5p7AbnZG6bzntxzx2QtZnZf6YIHX3qXnX2NTHPPgnpfmA5bIad8iItLBncnxXSG96DAXtnDkB9j1etqryU9ynmc5M0OkplrB0X8TvxDMm5ut8XEKbf7Leb4kWrXeZ1nsYBjlvnZpWQtbMbXsOuDBjPblGoctzBKlUgvFcANCM/EHB/Lkm9Kf9Dj0BPEPOgpM+Lmvy0Nkd4OmMzOwLN+ogSm17R5bV8ZWFpd8DSSeGZ7Vea8eX3q2pTHmQuJlinTe83PPS1OxY3gWjsOCsWWH4L9Bl4WHsTrvUToviYjkb7LzPMmitJ3ZGdg48tgO2Atbh8a9Pu4PHAk8RrqfUfs7z79PsW2RpvTEBmI0pbnoYrj9ia8Wncbq8vMQX4Rn+xTa7Wr2pfI1mko2d3IGULmC95fEF1vJclo9wGnEpw9I/q6h8n14odjuAPEp8KNTaneE0+5dKbXblQzEApLR12mfAvvTm8rVo0Pg9ym1vYTTbgj8JKW2pX7rEX8f0l54oBFrefqzXUpt7+a0OxMF5H1upfJ1+ndG+1keK+FQ3o+bTZ71tHqAp532b0i5fRER6dybVB6Ljy2wLysRPzeE2HVMMwtV+rzotH1KSu2KNKycObow8bsSz+TblZhTqFx4YBoWqEjqU+LTyTR1KM59TV4nm2nup2GrsJYdhD9bJkvuWJ8Lm+os+XLHXNHHoJWA3Z1tl6bUtvu76RgUN5x4jeMix8QqxGvDjkqp7bewethRGhP5c1/zSdi5ryi++sZpjbn/Os8DNOZ8lnSeZ3EM6oXdHCyXbPkOOCCD/XRG5yURkeKNd54XeU36Alan3C1LuBGwR0r7cG/M5lFWT8SrfOHp+wD0Vp4diRiMrZJ5hLP9VKzWRRrciwt9AIxzX5MsxsPqwMGR5/cRr3uVB9/F5vDceyF5jLl6/Qwr7RCtL/oKcH5K7btjblE66syJccfDTOCdIjpSspfzfCbp1uV+23mu81L+3Ne8PKuhKHs7z9/HVrFNw3vE623rvFepBzDM2ZbFeekorJRG2XHY+5M332fjtDKDRESkPu6CeIsV0osO07BA6CfO9jRmGfcFFnC2fZhCuyJN6VX6d1Fn+9dktwDBcGDByPM+WEB0AezD4ZZUTt8ur1qWxpT6spHYHY+yog86rcgdE2lfEPQFrqYjE2sSxWRKQMdFYjQ4tRjFZy52J7MSrzGcVoaUazAWmI8aWnosA2xO/IL4pdL2KSn1wf176o0dA4u4IG5V7jFoNPE6THlZmvgd8vuwmQhpGQmsFnmu81L+3Ne8yBs0u2JTraP+nGL707DjTTQgrDFXaV7itdDSPi8tCRwfef4s8MeU91Evd7wPxupu5z2bR0SkO2vFJK7x2AzekyLblsfOk27QtBHDiM/KKvKzl3Rz5eCom878eYb7/DVwWJ3f+wJ2B/3+lPvgFrif1ftd3VvWY+JELBBVdgyWFVOE6dhCK9EFqDQm8uWrdZdV7dfFsFo59fgGuBBbnTGtwCj4/5405iq5r0eW56VaegJXUJlFPAM7ZqVJ56XitcqYmwNbGTbqM9LLXC/7gsqLLo25Slmfl3oAV9FR1mo69hl5Ror7aES185KCoyIi+XGDg4tja3QUvWr9455tS5MsOLqC8zwkPpNKJDflafXuQjsT8u6IYzpwEZaplXZgFOK/3+AM9tHu3NckzfofK1BZNuEZ4JIU22+GW99llkJ60X35FvsquubM08BWWEmPNAOj4D/GasxVco9BRZ2XzgLWdrb9EVsoLk06LxWvFcZcb+CvxBcmPIz0j4nueU9jrlLW56VDqTy2nIUtTFEUnZdERIrnLkjbG1iniI44fDfKkt5UXd95PgqbTSpSiGrB0aIHZS9sYZ7R2AIoaa+gqovQ2gLsDlVUWmOivPBAeQr7VGwF6qIyJcrcMeG7KJLs+F7voo9DawBPAk+V/p8m30WojkOVWuG8tCtwuLPtVdLPGgWdl1rBQOd5EWPuAuIXC9eQTT1ujbnasjwvLULliryjSLd8VDN0XhIRKd6rxAORGxTREYdvYSh3MdFGub/XwwnbE0mkPK1+qrM9y4VBbqcyXbw/dmd6QSwAsWzka32B/YAtgI1JrwZFH+e5+/t3dyGWvRt9ndIaE8diq4CXnUmxqwGX9XWea0zky/d6Z3Uc+gibuljWEzsGzQmsCKxFxzRHgDWxqSSHAH9KqQ/uMQjSz05td3mel3w2waa8Rn0DbE82tU91Xiqeu0CR7+80S0cB+zvbXsFuFmdB573asjov9cDqx5aD8SHwG4qrqVym85KISPFC4FFgh8i27bAb80UuEulOgYdkpWZWJL6+gIKj0hJOwf7Yyo8ip/WsANzr9CfEVm5zp5k16yin7awWfmlnX1H5Gv0yhTaXAr6PtDmSyiBUNa86fbkthb64Rjv7OCSDfUh1ixP/m1+25k9kZzasJm50rIbY6uQ7pbSPeYn/vmlnp7a786l8ff6d477XxqbPRvc/kfj0+jSd7uzvuQz3JX5PUfke/D7Hff8f8WPC28A8Ge5zhLO/tG7+dBUrEX9PFkqh3QOcNi+r42fm8fTl1zV/onFLePaxTM2fEBGRLOxBa10n9MA+l0b78zUdiXbNOM9pbzLpzxYWaUh5Wr07labIovwvY7VGT3W2z0d6ixG4NZSKrrHaitIeEz2B6+gIhs7EAq5FZ0qUub+fxkS+fK93USfIb7Djz4+pnC4SYLVxZ0thH76/J425SkWdl9bEVqKPTrH+HtgSK7OQFR2DilfUmNsbW/gtagw2Y+bTDPfr/n5F13luNVmclxbCZsyUfUo2ZTqa4asvquOQiEj+7iBexmXvBO316PxbavotsLKz7R5spmkz+gK7ONvuBr5tsj2RVJT/UNyU6AXIfwqj6yTgH862nUjnrv1izvMsLz7alTsm3LT3Rv0WWDXy/DLgiYRtpmU24heJSVbek8Z9RXxK6yJFdCTiWWBfZ9tQz7Zm+P6edByq5DsGBRnvc0Xsw160zt40bGrToxnvW+el4qV93qvH7sCVVI7tL7DA6AcZ79v9/XTeq/QZ8SmMSc5LAXA5lceXA0hesy0t7jFoJjYWRUQkXxOAO51tu2Mzz5pxOZb4MXuDP9ev9HNnO9unY5mfzdoLmNvZdn2C9kRSUU6Fdmt59sI+NKdV47NZpwNbR573BDbF/sCTGO48L/r3bEVvUZm+v0TC9g6L/H8iVnvWvQNVTX/n+VDPz44BPm+uayzp2aYxka/pwHtUjrOkYy4N5RrJ0b5sha0qnIT7u32JZaxKB/dvcDD2QSqroOEKwENUFpyfjt3ZviejfUbpvFQ89zXP+hi0I7bYUjSj4ytgI6zsTJZmB37gbNOYqzQBO95EL0aTjInlsFrGZc8CH1LfZyHfBe2Cnp99A8t0b4b7u31A68zuERHpbi4DfhF53he7nnYXCq3HEGzG5jHAI1gC2otYXXN3hsBA7Hy1GTa935eYdhE227cZvYEjnW2jgfubbE8kdbMSr2uxfaE9MgGWXh3t1yUJ2+yNpalH20wjE6yrKRd9Lj8+I1nWllvDNO3HoQn69iunrclYIF7ydReV74N7x7QoFxOvPZnU1U6bj6fQZlczP/G/859ktK+lsQyp6L6mAztntD/XoNL+ovvPa9/S4WfE6wxnVd7jp9iCP279rhUz2p9rXeJ/X3lkyrabh6l8jf6SoC1fDdO0H8sl6N+tTlv3JmhLRESS+zfxa1T3Zno9bqP6eWMiNnPkAyxRY0aN7w2Bm0l2nXyYp013MUqRQpSzFcYRn761br5d8QqJZwklrfe3GjDA2fZKwja7Ivc1mQt/hmVXsJ7z/DXsxCD5cu9A/pjkNXLS4B6DBhJf5blR6znPdQyK+xgLFkWtl8F+FscWpoku+Bdiq0ffnMH+fH5E/INms3fkpXnu32FANp+FNgVuobJ80bjS9pcy2J/P+s7zcVjmhlRy/w7XK6ITOfCNdZ2XRESK9TvneV8sazNNA7FF/xbCZk9Vu/aaCpwG7Ebz18lzY4veRn0G/LnJ9kQycw2VEfzXi+3O/4yhsl9XJGzvRKe98RRfX7UVDSae1ZLkrk6rZo4GWPAr2laeKxRLhw2Iv68rFdojcybxu7ZJsqgXIv57/ixhH7uq26l8nf6TcvvDiJ9jZpL+KtCdOcfpQ9JMfWneR1S+Fxek3P5PsGnPbtbGj1LeT2cec/rQKpn6rWYb4sfrxZtsq5UzR5f3tJVVpr6IiNTvAeLH590abGMD4EasxnWj55WJwLXAUsl+DQJsOr/bfpKFpkRS1Svy/4ex4rhlS2EfAN/OtUeVhmIZi1FJi8Nv5Tx/jPhCMGL1R56nsu7oNjRf1uB6Kld/bsT2VGYMv49lekW92mTbqxEvCP1Ik21JMk9hgcd+kW3bAC8U053/cT8MfI6dzJv1U+f5TLJf7KddPUxl4HhVrP5fGgvHLIgdR+aLbAuBA0le17pRWzvPy1N5JX8PY4selG2N3XxL4/3YCAtCRo9x3wFbkG9pjTmpPLeDznvV/BvLkIlmdm8DnNtEW1/R/A3+AcCuzrbHgTedbc3WrnY/G08FnmyyLRERSc8B2HVu9LPDpcBzxM8B1TxcevTCboatVfp3GLYQ92CgD1bOcBx2k/4FLBYwgnhd0mYcRvxc8yTKGpUWNTfxmmenFtojqwWaZobVUp72DkzYx67sJCpfq+k0v0peEq86/bgtxbbdepKTsPp/Uoz7qHw/3qXYDLofEK9RfFfCNp912ns6YXtd2WJY8Dj6ejVTiN61ALYAmHs+OCKFthu1uqcfu9f8CcnSzsTfjzSyOtfBLi7c8407vT0PBxH/HVthAbxW9QSVr1UR083nIf6epZnhPtJp270BLSIixXGvyUPs+jiruuhpW4/4jNQp2GKoIi3LDUy8T3EL08xNR4ZW+fE9yQJXZzntTaWyzpxUGkY8MHFUAf3IKjjaD1slPNr2DSm1Lc35BfGT/7oF9SXAFt9w+7NXrR/qxLKe9nSDprYniX8YTBIwnx94h/j7cHSybjbtEqcfE7E7+FKMAVi5neh7cnXCNtcmHhidjK0EW4Tnnb78t6B+tIv9iB8v8i75kmVwdE1P23uk1LaIiCTXi3g5nBArN+WupdJqlsNmNbh9P6TITonUwxeY2LHJtjYDzsambzVqKeJ3sUMshbxZsxCvs5E0A6w7cAMTn1KZ1p+HrIKjBxAfY6qxVSxfYOKfCdq7A7vwa9RAbPqjOz4+IVng6nqnvanA7Ana6w5+Q/x9aDaoNBc2Bclt77jk3Wy6P25mcpLVsCUdfyYeyJyv5k9UtybxY9oUYMvk3WzKxsTHv27Q1DYUGwPR1yyvxdrKsgyO/t1pdxK6QSMi0mrmJ57UU75O6l9gv2pZBrt2cvt8J6qtL21gAPE/updpbvDuQMdFxd1YttVwqmei9sVSrq8innYdYrVGk6xUf5ynTbfuhcTtSXYfyOuVRXC0N/CB0+57FJcpLR0uo/J9mQms2GRb5YVPXsYWY1uD6rVvA6zO8tHAh8THfQjs0mQ/ABbF6htH2/trgva6iyHEg0tPNNHO3Phvup2PBT+aeczS5O9UdranP+smbFOSW4v4+3JeE+2sjtXuirYzHSub0OyYa7Z2d9mjTn8mYuVDpLYbiL+PzS7M1IysgqPLEZ8hdFUK7YqISPrWI76oY4jVoB5aXLe81safMfoK7VMOQMQbRHSLwNejHBx1H5OAN7A08BGlf98kHjSIPsZiC3E0a07if5zNBn27G18Q8SPyzSrIIjh6CPFxlnfQV/x8QcT7m2zL9wFiBjamnwP+hS248QLxIIb7SFqD+RanvSRB3+7GF0R0FzHqzD6eNpI+6i2E77MgFphKGvSVbDxK/LPLwg224cs+T/q4ttlfCNjc014zQd/uyBdETLP+eWeyCo7e47SZd9BXREQasx3xdWJCLL6ybIH9itoHW3DS7eMHFLN+iUjTfNPPP6PxCH+14GijjzeAlZP8QtjFhNvuzxO22Z34pp+fk+P+0w6Ozo2txhdt8xPyLxcg1flqfW7fRDu+4Gijj0nYatVJbOhp9+6EbXYncxH/kDWaxrLoWi04eoenvU0TtCfp8k0/v7fBNlopONoXeMtpazK6SGnEncTfj81z2ncWwdGfetq8KWGbIiKSvb3wB0gnAb+kuASwWfBfw4VYcpUWf5S2dDTxAX1Fg20shV38uZkx9T4+LPWjT7JfhY2I3+1/FuiRsN3upB/wNpWv4TRglZz2n3Zw9G/Ex9s+CduUdC1GPLA5hsanf/4BW1iumWPQ99hUykWS/SoMIh6UmIZWaGzUGcTfo3Mb+PlWCo5u62nr0Sbbkuz8i/j71MiN1VYKjp7paevsJtvqrpYjPqvhHZKX16hH2sHRodgNpmh7k7HyVyIi0vq2xp+dGWKz4vLOIt2K6mXJ3sBmTIm0tGp3FfoAL2EBzqhdgRsb3Ed/rM7f2lgG6HAs8NE38j1TsGzVV7DprQ8BD2NBzSTmAl7EPlSWzSz15emEbXc3PwEecLaNxlZs/Sbjfe9D5aI1b2EZHM04EPijs+1ZbIwmHW+SrpOBk5xt92ILmYQNtrUM9ne/BrA0MIzKQGuIZRO/ix2DnsFu7nzbaKc9rsNqDEZdQPJs1O6mP/A6lcHqEAs01rO43qbAb1Pu00fA3g3+zALYeSk6/qZj58dXUuqXpGNx7OZc9PPKOOy8914dP38o6WcWjgB+3+DPbAA8SGVN7Y+wY+HElPrVXZxL/DhyK80vXlqvQdgsnqgHsM/qjQqwm8TbOttPw2pzi4hIe/gRljQ0l+dr07AFJs/CEkWysglwAnad5fMwNqM463iBSKbWI55xOQ77MJ2GPtid66ymMvcBHiF+5yLJivfd3a3EX8+/0z5ZuKsTX3F2Gqr72Kr6AaOIj7ljUtxHGovq1LIf8f5/nPE+u7KtiL+eX2F1attBfyzwrgy+9nE68ffrOZIvjJSXhbEFLd3fYbsC+9TOBuHPjDmwyE416Aji/X+X1l3tWEREqpsHSyyrNuNkGpbctjHpXbPPik3ff7bGfqdjiS5a7Fi6jHOID/QxwEJFdqoOAZat5fb9LfJdSKirGUp8caZ2CTgPAz4n3vejiuyUdGoV4gHtmTSerVeErYhPwZyBfTiR5l1O/O/4HayWcCvrib+kx8soKNHKegNPEX/fRpC87E/WZsdKP7h912rkyfwY/7F9hyI7VaedsL5G+z4VWKvITomISCI9gSPpvJzhGOAS7Hw1u7el6pbCZjDcQedrOozEEu1EupRqFwVvUDlVvZUEwMXE+/wdrbOCWztbm/hFQYhl17SqRfAHde+luILVUr+D8N8FdacEtpIN8NcBOrnAPnUV/bGAovvavkDjNWnz0hP/DbtxWJkZaW2LEF+oMsQWr+lVYL9qGYo/S/lVYECB/eoqjiP+2k7Gphe2qi2xMlZuv9MuNyIiIsVYEJvVWStwGX18gs20vQZLijsJSxw6HSsBdhM2W2Z8ne1NAo6l9W8eizRtAaw2lTv438PqcbWSPljauNvXmcAuBfarqzkQ/wHxElpviv2K2IHf7etbNH7HTIoR4F/5cDo2paPV7EA82zUE/oGmlqRlGP6pwm/SegXf++Nf5Xo6Vkxf2sPm+G8M/pPWCzbOD7xGvK9foZVi09IDy55xX+MpwM4F9quaPfCP35vRTWIRka7mh1g5PLdEYlaPicCFwLx5/HIiRVsG+Jr4H8LnWIZUK5iL6vU2DiuwX12Vrw5biAUBhhTYr6htsAV13D5+jNVhk/bRG7gP/42PM2iN7K0AOJr4lMUQeJLWC6C0u1Xw38keA6xZYL+i5sc/+2ImrRnYl9r2wH+h8TStE5RfHX9NzInYgnSSnn7YisDuaz0DOJ7WuFncEzgV/7hth9IQIiLSvBWBP+GP46TxeBWbzt+qM7dEMrMWNgXQl/1yEsVmRK2PPzswBH5XYL+6sgDLFPW95u8BqxXXNfoA5+O/GPgCWL64rkkCA4HH8Y+5fwPzFdc15sDKNPj69hIwW3Fd69I2wqbwuK/5VGzRkSIzojYHvsQ/JlTruH0div/c8jVWZ7goAdY337Tp74HNiutalzYrNuXQ93f+ADBncV1jHmyVYF/fnkY1+EVEuos+wE+xuv1v03wwdBqW8HEqlp0q0q0ti2Xl+P5YXiT/bJ2hWAq3L1NrJroAzcNRVD94Xkj+q3Kvi386YQi8j6YUtru+wO34399vgYPJN4s0AHbHv9hXCDyKXTxLdlajehDyOfK/UTM3cD3+ANp0YL+c+yPp2x0LwPvG3N1YOaI8LQ88UaU/Y7EFhCQ7g4D78b/+32DnpTwTCHpgY/SrKn0agQKjIiLd2QJYaacjgCuxc9jjWDxnFPb5+SHgLuA84NdYMtqgIjor0soWw7/6aYgFKa8Dhmfch0HYH3O1FPHvgF9k3AfpsD/VLxQ/wVa265dxH5anetCsHCRp1UXEpDG9gCuo/l6/hN0dzTprcFMs+6ZaP27GgrmSvaWxjHXf+zAdGy+LZNyHWbGptL5SHiEwARuX0jVsRfUFCsYBJ5J9iZmFgEvx15IMsYUItRBlPvoAN1D9fPBfLJs8y/NSgF3svlijH1djZWpEREREJAWD8C+QEr0YvRlYj3RrLi0KnEL1u+EhMBJYIcV9Sn3WBEZT/X3531vWQAAABKNJREFUBDgGq8GXlp7YVMG7qF1w+mIUpOqKdsfq6FV7318F9iHd7OWBwK7AszX2Oxm7ISD5GgL8jervyzTs5t06pBugGA6cSfWgaAi8DCyZ4j6lNSxO7UDUOOBs0n3vA6zM0Z+pflMyxOp/q5xH/vbDyhhUe1+ex85daWbfzALshd0YrLbfSaXvEREREZEM7EnnBX5HA78HNsECC43ogRUSPgxL9a4VAJuJpYUr3bs4s2FB8VrjYQY2pesgbKGvRoMUswBbYlP2q9WZLT8+BX6W5BeSlrcUtbM3QyyT/BZsMZVmprvOg2WiX49l/9Xa18vASk3/NpKG/fHXx44+3sEW8toIW02+ET2xxaCOBP7TyX6mAxc1sQ9pH/2wGtfTqT0WnsHK0KxG41Os+2GLX/6OzmuFjQf+D61AXqQVgBeo/T5NxJIMdqW51X3nx4KsN+Ovuxx9PIt93hIRERGRKtL48DwHlhmxZx3tTQNex2pZjMIWx5mAfbDrjQU258BWEh8OLIfVFe3MS1im1lONdl4ysRGWrVlPfc+vsBqho7ApgF9jY2I6Nh4GYTX8hpfaW4rOa0rOwFbmOxELkkjX1gNb+fsM6lstcTRWGuQt4CNsvI0tfW0INubmw7K9lgCG1dHmeGxhuouxsSvFmhc4F9i5ju+dQuV56UtsTHyHTZUtn5cWwcbDstRXR/YZLFD7QoN9l/a0IrZIYT2118dj5723sHIQX2HBsilYIH0wNuaGlx7LUF9pmluxm8kfN9h3SV9P7O//NOo7XryHjYeRWG3/CVg2Otjn4EHYzb0lsHNTPWVCxgLHYQtwzGyg7yIiIiKSwMrAHfgXR8rq8QawG/kuwCL16QPsC7xLfuNhOlbza+kcfj9pPbNhZTe+Ib8xNx7LjJ8rh99PGrcm8E9qzzpI+/ES8HPSLSkj7SEAtqf2VPssHvcBa+fw+0nj5sTKblSrT5vF41ssKFvPzUIRERERyciy2F3qsWQXAHsAuwDRxWfr64VNG/s32QUovsCmrtaT4Sdd3yzA4Vg2YFYXn29ji++opl97+CFwDdkFKKZhQdit0HRmsTGwBbZyfa26oEkeE7Aauivn9DtJMkOBY7Hs0KzOS29gpRvqyVQVERERkZz0A3bA6iF9RrIPfN8DD2EBj2ZqM0lrWBi7OHic5BeMH2EXhluhlVelupWx6dUvkzw4/zpW63atXH8DSdMAYBds+vGXJBsPk7AbdQejzGGpbk6sxvYDdF4bsrPHl8Bt2A3HRmu4S+tYA7gAK62QZDzMBF4BzgNWzfU3EBEREeli8spwCbCaWWvSUTtyGB01JYdi9bbKj4/oqP/2IrboxeSc+ir5GIhNA1yBjjExHx1joh9WL3Q8liHzNjYeRmK1ZUfl32Vpc3MAP8KORUti4242rM7oQCwTvVznbSw25t7CsnEew27ySNcRAMtjgYrh2JhYlI5j0BDsfDSByvPSW1gd0aexmzwi9eoDrI4t2rYENu4Wwo4/g7Bao9/SMe7ex855o7Aatq+g2pFdzdzYeWlp7Bi0OPaZeCgdAfAJ2Oehr7Hz0kjsvPQ4NnNGRERERBL6f4q84qeT02aBAAAAAElFTkSuQmCC"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "9797bb92",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div>\n",
|
|
"<img src=\"attachment:g25091.png\" align=\"left\" width=\"525\"/>\n",
|
|
"</div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ecf89636",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Pruning the search tree\n",
|
|
"\n",
|
|
"We look for a solution by going over the branches of the search tree via first-depth search. Each time we hit a lead in the tree we have a route between all cities and this a possible solution of the TSP problem (called a partial solution). In this process, we keep track of which is the shortest partial solution found so far. Note that we don't need to completely traverse all branches. In some cases, the distance at an intermediate point in a route will be already equal or greater than the best distance found so-far. In this case, we don't need to continue moving within this branch and we can jump to the next one. This is the \"bound\" criterion in our branch and bound strategy, which is also referred to as \"pruning\" the search tree.\n",
|
|
"\n",
|
|
"In the example below, the first route has distance 6. At an intermediate point of the 2nd route we have already covered a distance equal to 6 which guarantees that the solution will not be in this part of the tree.\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"g23181.png": {
|
|
"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "f18d02d6",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div>\n",
|
|
"<img src=\"attachment:g23181.png\" align=\"left\" width=\"300\"/>\n",
|
|
"</div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "239b7362",
|
|
"metadata": {},
|
|
"source": [
|
|
"Thus, there are only 2 more complete routes that we need to visit. Using this strategy we have significantly reduced the routes visited: from 6 possible routes to 3 visited routes."
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"g23549.png": {
|
|
"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "0fbe1ee0",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div>\n",
|
|
"<img src=\"attachment:g23549.png\" align=\"left\" width=\"300\"/>\n",
|
|
"</div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4fe017a4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Serial implementation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f2b70f85",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Nearest-city first heuristic"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "a50706bc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"function sort_neighbors(C)\n",
|
|
" n = size(C,1)\n",
|
|
" map(1:n) do i\n",
|
|
" Ci = C[i,:]\n",
|
|
" cities = sortperm(Ci)\n",
|
|
" distances = Ci[cities]\n",
|
|
" collect(zip(cities,distances))\n",
|
|
" end\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "2eeecdd6",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"C = [\n",
|
|
" 0 2 3 2\n",
|
|
" 2 0 4 1\n",
|
|
" 3 4 0 3\n",
|
|
" 2 1 3 0 \n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "6dd0288e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"C_sorted = sort_neighbors(C)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "00608e1d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"city = 3\n",
|
|
"C_sorted[city]"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"g25091.png": {
|
|
"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "7384a305",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div>\n",
|
|
"<img src=\"attachment:g25091.png\" align=\"left\" width=\"525\"/>\n",
|
|
"</div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4f8cf018",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Loop over all paths"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "2ddc2ec1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"function visital_all_paths(C_sorted,city)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" path=zeros(Int,num_cities)\n",
|
|
" hops = 1\n",
|
|
" path[hops] = city\n",
|
|
" visital_all_paths_recursive!(C_sorted,hops,path)\n",
|
|
"end\n",
|
|
"function visital_all_paths_recursive!(C_sorted,hops,path)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops != num_cities\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" if ! already_visited\n",
|
|
" path[next_hops] = next_city\n",
|
|
" visital_all_paths_recursive!(C_sorted,next_hops,path)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return nothing\n",
|
|
" else\n",
|
|
" @show path\n",
|
|
" return nothing\n",
|
|
" end\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "723a0f1a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"city = 1\n",
|
|
"visital_all_paths(C_sorted,city)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"g25091.png": {
|
|
"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "8cbc8597",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div>\n",
|
|
"<img src=\"attachment:g25091.png\" align=\"left\" width=\"525\"/>\n",
|
|
"</div>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "65e654df",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Serial implementation without pruning"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "5989f0ac",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"function tsp_serial_no_prune(C_sorted,city)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" path=zeros(Int,num_cities)\n",
|
|
" hops = 1\n",
|
|
" path[hops] = city\n",
|
|
" distance=0\n",
|
|
" min_distance = typemax(Int)\n",
|
|
" tsp_serial_no_prune_recursive!(C_sorted,hops,path,distance,min_distance)\n",
|
|
"end\n",
|
|
"function tsp_serial_no_prune_recursive!(C_sorted,hops,path,distance,min_distance)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops != num_cities\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" if ! already_visited\n",
|
|
" next_distance = distance + distance_increment\n",
|
|
" path[next_hops] = next_city\n",
|
|
" min_distance = tsp_serial_no_prune_recursive!(\n",
|
|
" C_sorted,next_hops,path,next_distance,min_distance)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return min_distance\n",
|
|
" else\n",
|
|
" min_distance = min(distance,min_distance)\n",
|
|
" #@show path, distance, min_distance\n",
|
|
" return min_distance\n",
|
|
" end\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "d1be2bfc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"city = 1\n",
|
|
"min_distance = tsp_serial_no_prune(C_sorted,city)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3c160cf9",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Final serial implementation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "8241e0df",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"function tsp_serial(C_sorted,city)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" path=zeros(Int,num_cities)\n",
|
|
" hops = 1\n",
|
|
" path[hops] = city\n",
|
|
" distance=0\n",
|
|
" min_distance = typemax(Int)\n",
|
|
" tsp_serial_recursive!(C_sorted,hops,path,distance,min_distance)\n",
|
|
"end\n",
|
|
"function tsp_serial_recursive!(C_sorted,hops,path,distance,min_distance)\n",
|
|
" if distance >= min_distance\n",
|
|
" return min_distance\n",
|
|
" end\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops != num_cities\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" if ! already_visited\n",
|
|
" next_distance = distance + distance_increment\n",
|
|
" path[next_hops] = next_city\n",
|
|
" min_distance = tsp_serial_recursive!(\n",
|
|
" C_sorted,next_hops,path,next_distance,min_distance)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return min_distance\n",
|
|
" else\n",
|
|
" min_distance = min(distance,min_distance)\n",
|
|
" #@show path, distance, min_distance\n",
|
|
" return min_distance\n",
|
|
" end\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "998087f2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"city = 1\n",
|
|
"min_distance = tsp_serial(C_sorted,city)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7f0a5d5c",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Performance"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "e1eb74d8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"n = 11\n",
|
|
"using Random\n",
|
|
"Random.seed!(1)\n",
|
|
"C = rand(1:10,n,n)\n",
|
|
"C_sorted = sort_neighbors(C)\n",
|
|
"city = 1\n",
|
|
"@time tsp_serial_no_prune(C_sorted,city)\n",
|
|
"@time tsp_serial(C_sorted,city)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "733ce76e",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Parallel implementation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "354f5abb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"using Distributed"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "7f8f6702",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"if workers() == procs()\n",
|
|
" addprocs(3)\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "5c0603a1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"function enumerate_paths_dist(C_sorted,city,max_hops)\n",
|
|
" T = typeof((0,Int[]))\n",
|
|
" jobs_chnl = RemoteChannel(()->Channel{T}(1))\n",
|
|
" @sync begin\n",
|
|
" for w in workers()\n",
|
|
" @spawnat w consume_jobs(C_sorted,jobs_chnl)\n",
|
|
" end\n",
|
|
" generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n",
|
|
" end\n",
|
|
"end\n",
|
|
"function generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" path=zeros(Int,num_cities)\n",
|
|
" hops = 1\n",
|
|
" path[hops] = city\n",
|
|
" generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl)\n",
|
|
" for w in workers()\n",
|
|
" put!(jobs_chnl,(0,Int[]))\n",
|
|
" end\n",
|
|
" close(jobs_chnl)\n",
|
|
"end\n",
|
|
"function generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops == max_hops\n",
|
|
" @show path\n",
|
|
" put!(jobs_chnl,(hops,copy(path)))\n",
|
|
" return nothing\n",
|
|
" else\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" if ! already_visited\n",
|
|
" path[next_hops] = next_city\n",
|
|
" generate_jobs_recursive(C_sorted,next_hops,path,max_hops,jobs_chnl)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return nothing\n",
|
|
" end\n",
|
|
"end\n",
|
|
"@everywhere function consume_jobs(C_sorted,jobs_chnl)\n",
|
|
" while true\n",
|
|
" hops,path = take!(jobs_chnl)\n",
|
|
" if hops == 0\n",
|
|
" println(\"Done!\")\n",
|
|
" break\n",
|
|
" end\n",
|
|
" consume_jobs_recursive(C_sorted,hops,path)\n",
|
|
" end\n",
|
|
"end\n",
|
|
"@everywhere function consume_jobs_recursive(C_sorted,hops,path)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops != num_cities\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" if ! already_visited\n",
|
|
" path[next_hops] = next_city\n",
|
|
" consume_jobs_recursive(C_sorted,next_hops,path)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return nothing\n",
|
|
" else\n",
|
|
" @show path\n",
|
|
" return nothing\n",
|
|
" end\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "02801b66",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"C = [\n",
|
|
" 0 2 3 2\n",
|
|
" 2 0 4 1\n",
|
|
" 3 4 0 3\n",
|
|
" 2 1 3 0 \n",
|
|
"]\n",
|
|
"C_sorted = sort_neighbors(C)\n",
|
|
"city = 1\n",
|
|
"max_hops = 2\n",
|
|
"min_distance = enumerate_paths_dist(C_sorted,city,max_hops)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0d579e3d",
|
|
"metadata": {},
|
|
"source": [
|
|
"### How to track the global minimum distance?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "d0303392",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"buffer = 1 # very important\n",
|
|
"min_distance_chnl = RemoteChannel(()->Channel{Int}(buffer))\n",
|
|
"put!(min_distance_chnl,typemax(Int))\n",
|
|
"@sync for w in workers()\n",
|
|
" @spawnat w begin\n",
|
|
" sleep(rand(1:3))\n",
|
|
" min_distance = take!(min_distance_chnl)\n",
|
|
" @show min_distance\n",
|
|
" distance = rand(5:10)\n",
|
|
" min_distance = min(distance,min_distance)\n",
|
|
" @show distance\n",
|
|
" put!(min_distance_chnl,min_distance)\n",
|
|
" end\n",
|
|
"end\n",
|
|
"min_distance = take!(min_distance_chnl)\n",
|
|
"@show min_distance\n",
|
|
"close(min_distance_chnl)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "1fabefcb",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Final parallel implementation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "96c649b7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"function tsp_dist(C_sorted,city,max_hops)\n",
|
|
" T = typeof((0,Int[],0))\n",
|
|
" jobs_chnl = RemoteChannel(()->Channel{T}(1))\n",
|
|
" min_distance_chnl = RemoteChannel(()->Channel{Int}(1))\n",
|
|
" put!(min_distance_chnl,typemax(Int))\n",
|
|
" @sync begin\n",
|
|
" for w in workers()\n",
|
|
" @spawnat w consume_jobs(C_sorted,jobs_chnl,min_distance_chnl)\n",
|
|
" end\n",
|
|
" generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n",
|
|
" end\n",
|
|
" min_distance = take!(min_distance_chnl)\n",
|
|
" close(min_distance_chnl)\n",
|
|
" return min_distance\n",
|
|
"end\n",
|
|
"function generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" path=zeros(Int,num_cities)\n",
|
|
" hops = 1\n",
|
|
" path[hops] = city\n",
|
|
" distance = 0\n",
|
|
" generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl,distance)\n",
|
|
" for w in workers()\n",
|
|
" put!(jobs_chnl,(0,Int[],0))\n",
|
|
" end\n",
|
|
" close(jobs_chnl)\n",
|
|
"end\n",
|
|
"function generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl,distance)\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops == max_hops\n",
|
|
" @show path, distance\n",
|
|
" put!(jobs_chnl,(hops,copy(path),distance))\n",
|
|
" return nothing\n",
|
|
" else\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" next_distance = distance + distance_increment\n",
|
|
" if ! already_visited\n",
|
|
" path[next_hops] = next_city\n",
|
|
" generate_jobs_recursive(\n",
|
|
" C_sorted,next_hops,path,max_hops,jobs_chnl,next_distance)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return nothing\n",
|
|
" end\n",
|
|
"end\n",
|
|
"@everywhere function consume_jobs(C_sorted,jobs_chnl,min_distance_chnl)\n",
|
|
" while true\n",
|
|
" hops,path,distance = take!(jobs_chnl)\n",
|
|
" if hops == 0\n",
|
|
" println(\"Done!\")\n",
|
|
" break\n",
|
|
" end\n",
|
|
" min_distance = take!(min_distance_chnl)\n",
|
|
" put!(min_distance_chnl,min_distance)\n",
|
|
" consume_jobs_recursive(C_sorted,hops,path,min_distance_chnl,distance,min_distance)\n",
|
|
" end\n",
|
|
"end\n",
|
|
"@everywhere function consume_jobs_recursive(C_sorted,hops,path,min_distance_chnl,distance,min_distance)\n",
|
|
" if distance >= min_distance\n",
|
|
" return min_distance\n",
|
|
" end\n",
|
|
" num_cities = length(C_sorted)\n",
|
|
" if hops != num_cities\n",
|
|
" city = path[hops]\n",
|
|
" connections = C_sorted[city]\n",
|
|
" next_hops = hops + 1\n",
|
|
" for (next_city,distance_increment) in connections\n",
|
|
" already_visited = (next_city in view(path,1:hops))\n",
|
|
" next_distance = distance + distance_increment\n",
|
|
" if ! already_visited\n",
|
|
" path[next_hops] = next_city\n",
|
|
" min_distance = consume_jobs_recursive(\n",
|
|
" C_sorted,next_hops,path,min_distance_chnl,next_distance,min_distance)\n",
|
|
" end\n",
|
|
" end\n",
|
|
" return min_distance\n",
|
|
" else\n",
|
|
" min_distance = take!(min_distance_chnl)\n",
|
|
" min_distance = min(min_distance,distance)\n",
|
|
" put!(min_distance_chnl,min_distance)\n",
|
|
" @show path, distance, min_distance\n",
|
|
" return min_distance\n",
|
|
" end\n",
|
|
"end"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "67888155",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"city = 1\n",
|
|
"max_hops = 2\n",
|
|
"min_distance = tsp_dist(C_sorted,city,max_hops)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Julia 1.9.0",
|
|
"language": "julia",
|
|
"name": "julia-1.9"
|
|
},
|
|
"language_info": {
|
|
"file_extension": ".jl",
|
|
"mimetype": "application/julia",
|
|
"name": "julia",
|
|
"version": "1.9.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|