XM_40017/notebooks/tsp.ipynb
2023-11-14 11:16:37 +01:00

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{
"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": "5d49d8e7",
"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",
"- How to fix dynamic load imbalance\n",
"- The concept of search overhead\n"
]
},
{
"cell_type": "markdown",
"id": "480af594",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\">\n",
"<b>Note:</b> Do not forget to execute the cell below before starting this notebook! \n",
"</div>"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7e93809a",
"metadata": {},
"outputs": [],
"source": [
"using Printf\n",
"function answer_checker(answer,solution)\n",
" if answer == solution\n",
" \"🥳 Well done! \"\n",
" else\n",
" \"It's not correct. Keep trying! 💪\"\n",
" end |> println\n",
"end\n",
"tsp_check_1(answer) = answer_checker(answer, 16)\n",
"tsp_check_2(answer) = answer_checker(answer, 2)\n",
"tsp_check_3(answer) = answer_checker(answer, \"d\")"
]
},
{
"cell_type": "markdown",
"id": "e1d637cb",
"metadata": {},
"source": [
"## The traveling sales person (TSP) problem\n",
"\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, compute the shortest route that visits all cities exactly once, without returning to the initial city."
]
},
{
"attachments": {
"fig-tsp-intro.png": {
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"
}
},
"cell_type": "markdown",
"id": "bf3dd0e6",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-intro.png\" align=\"left\" width=\"450\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "c303dddf",
"metadata": {},
"source": [
"### Sequential algorithm (branch and bound)\n",
"\n",
"The sequential algorithm finds a shortest path by traversing the paths tree of the problem. The root of this tree is the initial city. The children of each node in the graph are the neighbour cities that have not been visited on the path so far. When all neighbour cities are already visited, the city becomes a leaf node in the tree.\n",
"\n",
"The possile solutions of the problem are the paths from the root of the tree to a leaf node. Note that we assume the children are sorted using the **nearest city first heuristic**. This allows to quickly find a minimum bound for the distance which will be used to prune the remaining paths (see next section). "
]
},
{
"attachments": {
"g25091.png": {
"image/png": 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ySdIoCp/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": "9da5f5ae",
"metadata": {},
"source": [
"Of course, visiting all paths in the tree is impractical for moderate and large numbers of cities. The number of possible paths might be up to $O(N!)$. Therefore, an essential part of the algorithm is to bound the search by remembering the current minimum distance. "
]
},
{
"cell_type": "markdown",
"id": "8a40faff",
"metadata": {},
"source": [
"### Pruning the search tree\n",
"\n",
"The algorithm keeps track of the best solution of all paths visited so far. This allows to skip searching paths that already exceed this value. \n",
"\n",
"For example, in the following graph only 3 out of 6 possible routes need to be visted when we cut off the search after the minimum distance is exceeded. (The grey nodes are the ones we don't visit because the minimum distance had been exceeded at the previous node already.)"
]
},
{
"attachments": {
"fig-tsp-pruning.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "ecf89636",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-pruning.png\" align=\"left\" width=\"700\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "f3c78a1d",
"metadata": {},
"source": [
"Note that it is not necessary that the graph be fully connected. Variations of this algorithm work for sparse graphs or directed graphs as well. \n",
"\n",
"In the previous example, the shortest route was also the leftmost path in the graph. Although it is more likely that the shortest route be found in the left part of the graph when using the nearest city first heuristic, the solution can be anywhere in the search tree."
]
},
{
"cell_type": "markdown",
"id": "d1df7878",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-success\">\n",
"<b>Question:</b> Look at the following graph and its corresponding search tree. Which is the minimum distance for x, such that the shortest path is in the <b>right part</b> of the search tree?\n",
"</div>"
]
},
{
"attachments": {
"fig-tsp-question-1.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "cce356c0",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-question-1.png\" align=\"left\" width=\"400\"/>\n",
"</div>"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ce2f2c8a",
"metadata": {},
"outputs": [],
"source": [
"answer = -1 # Replace this with any positive integer value\n",
"tsp_check_1(answer)"
]
},
{
"cell_type": "markdown",
"id": "4fe017a4",
"metadata": {},
"source": [
"## Serial implementation\n",
"\n",
"Let's implement the serial algorithm. First, we sort the neighbours according to their distance. "
]
},
{
"cell_type": "markdown",
"id": "f2b70f85",
"metadata": {},
"source": [
"### Nearest-city first heuristic"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a50706bc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"sort_neighbors (generic function with 1 method)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"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": 2,
"id": "2eeecdd6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4×4 Matrix{Int64}:\n",
" 0 2 3 2\n",
" 2 0 4 1\n",
" 3 4 0 3\n",
" 2 1 3 0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"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": "markdown",
"id": "f769627c",
"metadata": {},
"source": [
"The data structure we will use for the connections table is a matrix of tuples of the form (destination, distance). The tuples are sorted by their distance in ascending order (per start city). "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6dd0288e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4-element Vector{Vector{Tuple{Int64, Int64}}}:\n",
" [(1, 0), (2, 2), (4, 2), (3, 3)]\n",
" [(2, 0), (4, 1), (1, 2), (3, 4)]\n",
" [(3, 0), (1, 3), (4, 3), (2, 4)]\n",
" [(4, 0), (2, 1), (1, 2), (3, 3)]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"C_sorted = sort_neighbors(C)"
]
},
{
"cell_type": "markdown",
"id": "51ed8312",
"metadata": {},
"source": [
"The connections matrix can be indexed by a city. This returns a `Vector{Tuple}}` of all the destinations and their corresponding distances. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "00608e1d",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"4-element Vector{Tuple{Int64, Int64}}:\n",
" (3, 0)\n",
" (1, 3)\n",
" (4, 3)\n",
" (2, 4)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"city = 3\n",
"C_sorted[city]"
]
},
{
"cell_type": "markdown",
"id": "44025bd5",
"metadata": {},
"source": [
"### Loop over all paths"
]
},
{
"cell_type": "markdown",
"id": "6c91a99f",
"metadata": {},
"source": [
"Next, we write an algorithm that traverses the whole search tree and prints all the possible paths. The tree is traversed in depth-first order. Before we go to a neighbouring city, we also have to verify that it has not been visited on this path yet. If we reach a leaf node, we print the complete path and continue searching. "
]
},
{
"attachments": {
"fig-tsp-output-1.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "987a0273",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-output-1.png\" align=\"left\" width=\"600\"/>\n",
"</div>"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2ddc2ec1",
"metadata": {},
"outputs": [],
"source": [
"function visit_all_paths(C_sorted,city)\n",
" # Initialize path\n",
" num_cities = length(C_sorted)\n",
" path=zeros(Int,num_cities)\n",
" hops = 1\n",
" path[hops] = city\n",
" visit_all_paths_recursive!(C_sorted,hops,path)\n",
"end\n",
"function visit_all_paths_recursive!(C_sorted,hops,path)\n",
" num_cities = length(C_sorted)\n",
" if hops != num_cities\n",
" city = path[hops]\n",
" next_hops = hops + 1\n",
" connections = C_sorted[city]\n",
" for (next_city,distance_increment) in connections\n",
" # Check if next_city is already on path\n",
" already_visited = (next_city in view(path,1:hops))\n",
" if ! already_visited\n",
" path[next_hops] = next_city\n",
" visit_all_paths_recursive!(C_sorted,next_hops,path)\n",
" end\n",
" end\n",
" return nothing\n",
" else\n",
" println(path)\n",
" return nothing\n",
" end\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "723a0f1a",
"metadata": {},
"outputs": [],
"source": [
"city = 1\n",
"visit_all_paths(C_sorted,city)"
]
},
{
"cell_type": "markdown",
"id": "0f68093d",
"metadata": {},
"source": [
"### Serial implementation without pruning\n",
"\n",
"Now, we add the computation of the minimum distance. At each leaf node, we update the minimum distance. Furthermore, as we add another node to our path, we update the distance of the current path. That makes it necessary to include two more parameters in our recursive algorithm: `distance`, the distance of the current path, and `min_distance`, the best minimum distance found so far. "
]
},
{
"attachments": {
"fig-tsp-output-2.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "881076fa",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-output-2.png\" align=\"left\" width=\"600\"/>\n",
"</div>"
]
},
{
"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",
" next_hops = hops + 1\n",
" connections = C_sorted[city]\n",
" for (next_city,distance_increment) in connections\n",
" already_visited = (next_city in view(path,1:hops))\n",
" if ! already_visited\n",
" # Add new city to path\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",
" # Set new minimum distance in leaf nodes\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": "cb9b8353",
"metadata": {},
"source": [
"### Final serial implementation\n",
"\n",
"Finally, we add the pruning to our algorithm. Anytime the current distance exceeds the minimum distance, the search in this path is aborted and continued with another path. "
]
},
{
"attachments": {
"fig-tsp-output-3.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "3c160cf9",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-output-3.png\" align=\"left\" width=\"600\"/>\n",
"</div>"
]
},
{
"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",
" # Prune this path if its distance is too high already\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",
" # Add city to path \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",
" # Set new minimum distance in leaf nodes\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\n",
"Let's have a look at how well our code performs. In the following block, we create another random matrix and time the execution for both versions with and without pruning. "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e1eb74d8",
"metadata": {},
"outputs": [],
"source": [
"n = 12 # It is safe to test up to n=12\n",
"using Random\n",
"using Test\n",
"Random.seed!(1)\n",
"C = rand(1:10,n,n)\n",
"C_sorted = sort_neighbors(C)\n",
"city = 1\n",
"@time min_no_prune = tsp_serial_no_prune(C_sorted,city)\n",
"@time min_prune = tsp_serial(C_sorted,city)\n",
"@test min_no_prune == min_prune"
]
},
{
"cell_type": "markdown",
"id": "6088ddc9",
"metadata": {},
"source": [
"You can observe that, especially for larger numbers of cities (n=11 or n=12), the performance of the algorithm with pruning is much better than the performance of the algorithm without pruning. "
]
},
{
"cell_type": "markdown",
"id": "733ce76e",
"metadata": {},
"source": [
"## Parallel algorithm"
]
},
{
"cell_type": "markdown",
"id": "c6375465",
"metadata": {},
"source": [
"### Where can we extract parallelism ?\n",
"Unlike the previous algorithms we studied, in this problem we don't know beforehand how much work is performed since we don't know where the pruning cuts off part of the search tree. Still, we want to divide the workload among multiple processes to enhance the performance. "
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "5e853346",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:g25091.png\" align=\"left\" width=\"525\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "7c72df0e",
"metadata": {},
"source": [
"### Option 1\n",
"\n",
"The first idea how to parallelize the TSP algorithm is to assign a branch of our search tree to each process. However, as mentioned in an earlier section, the number of branches in the search tree can be up to $O(N!)$. This would require an unfeasibly large amount of proecesses which each do only very little work. "
]
},
{
"attachments": {
"g18142.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "73b7633a",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:g18142.png\" align=\"left\" width=\"300\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "052a5676",
"metadata": {},
"source": [
"### Option 2\n",
"Instead of assigning one branch per worker, we can assign a fixed number of branches to each worker. This way, each worker can perform the pruning within their own subtree and less workers are needed. \n"
]
},
{
"attachments": {
"g18910.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "2701cc6a",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:g18910.png\" align=\"left\" width=\"300\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "e3af7def",
"metadata": {},
"source": [
"### Performance issues\n",
"\n",
"#### Load balancing\n",
"However, this approach has a problem with load balancing. Since we don't know beforehand how much pruning can be done in each subtree, some workers might end up doing less work than others. This uneven distribution of workload leads to some workers being idle, which impairs the speedup. \n",
"\n",
"#### Search overhead \n",
"Another disadvantage of this kind of parallel search is that the pruning is now less effective. The workers each run their own version of the search algorithm and keep track of their local minimum distances. This means that less nodes will be pruned in the parallel version than in the serial version. This is called **search overhead**."
]
},
{
"cell_type": "markdown",
"id": "d9edf5c1",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-success\">\n",
"<b>Question:</b> How many nodes are pruned in total when we assign two branches to each worker? Look at the illustration below.\n",
"</div>"
]
},
{
"attachments": {
"g20390.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "673fb192",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:g20390.png\" align=\"left\" width=\"300\"/>\n",
"</div>"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95e952af",
"metadata": {},
"outputs": [],
"source": [
"answer = -1 # Replace with any integer value \n",
"tsp_check_2(answer)"
]
},
{
"cell_type": "markdown",
"id": "d0bc4fdd",
"metadata": {},
"source": [
"In this example, the parallel algorithm prunes less nodes than the serial version because not all workers are able to use the global minimum distance as a pruning bound."
]
},
{
"cell_type": "markdown",
"id": "95643cd8",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-success\">\n",
"<b>Question:</b> The previous example described positive search overhead. There is also negative search overhead, resulting in superlinear speedups. Can there be negative search overhead in this parallel TSP algorithm? (Provided the workers communicate the minimum distance with each other)\n",
"</div>\n",
"\n",
" a) No, because we use the nearest city first heuristic. \n",
" b) No, because each worker has to search the whole subtree before the algorithm completes. \n",
" c) Yes, because the parallel algorithm does not need to search the whole search tree.\n",
" d) Yes, because the global minimum distance can be found more quickly, enabling the parallel version to do more pruning."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fff58498",
"metadata": {},
"outputs": [],
"source": [
"answer = \"x\" # Replace x with a,b,c or d\n",
"tsp_check_3(answer)"
]
},
{
"cell_type": "markdown",
"id": "6190b00a",
"metadata": {},
"source": [
"### Option 3: Dynamic load balancing with replicated workers model\n",
"In our parallel implementation, we will use a coordinator process and several worker processes. The coordinator process (or _master_) searches the tree up to a certain maximum depth _maxhops_. When _maxhops_ is reached, the coordinator creates a job and delegates it to a worker. The workers repeatedly get work from the master and execute it. This is an example of **dynamic load balancing**: the load is distributed among the workers during runtime."
]
},
{
"attachments": {
"fig-tsp-master-worker-2.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "c6d51e00",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-master-worker-2.png\" align=\"left\" width=\"600\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "497bad13",
"metadata": {},
"source": [
"This avoids the performance issues of the previous approach: the workers are not idle since they get new work every time they finish a job. To avoid the search overhead, it is also important that the workers communicate the minimum distance each time they update their local minimum distance. "
]
},
{
"cell_type": "markdown",
"id": "5e4fdbe1",
"metadata": {},
"source": [
"## Implementation of the parallel algorithm \n",
"\n",
"First, let's add our worker processes. "
]
},
{
"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": "markdown",
"id": "26188ad3",
"metadata": {},
"source": [
"### Visit paths in parallel\n",
"\n",
"Next we will write a simplified version of the algorithm which visits all paths in parallel. The communication between the workers and the coordinator is implemented using a `RemoteChannel`. The coordinator calls the function `generate_jobs` which recursively traverses the search tree until _maxhops_ is reached. Then, it copies the current path to the channel. The workers repeatedly take jobs from the channel until the channel is empty. The workers receive the path from the job and continue the search. When they reach a leaf node in the search tree, they print the path."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5c0603a1",
"metadata": {},
"outputs": [],
"source": [
"function visit_all_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",
" close(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",
"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",
" try\n",
" hops,path = take!(jobs_chnl)\n",
" consume_jobs_recursive(C_sorted,hops,path)\n",
" catch\n",
" break\n",
" end \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 = visit_all_paths_dist(C_sorted,city,max_hops)"
]
},
{
"cell_type": "markdown",
"id": "d3bbf609",
"metadata": {},
"source": [
"### How to track the global minimum distance?"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "d85c8e7c",
"metadata": {},
"source": [
"<div>\n",
"<img src=\"attachment:fig-tsp-master-worker.png\" align=\"left\" width=\"600\"/>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "0d579e3d",
"metadata": {},
"source": [
"\n",
"### Simplified example\n",
"\n",
"We will demonstrate how the workers communicate the minimum distance with each other with a short example. Each worker generates a random value and updates a globally shared minimum. The variable for the global minimum is stored in a `RemoteChannel`. The buffer size of the channel is 1, such that only one channel can take and put new values to the channel at a time."
]
},
{
"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",
" @show distance\n",
" min_distance = min(distance,min_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\n",
"Finally, we add the communication of the minimum distance to the first simplified version. Like in the serial implementation, the workers stop the search if the distance of their current path exceeds the global minimum distance. In total, we need two channels: one to communicate the jobs and one to communicate the minimum distance. "
]
},
{
"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",
" close(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",
"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",
" min_distance = take!(min_distance_chnl)\n",
" put!(min_distance_chnl,min_distance)\n",
" try\n",
" hops,path,distance = take!(jobs_chnl)\n",
" consume_jobs_recursive(C_sorted,hops,path,min_distance_chnl,distance,min_distance)\n",
" catch\n",
" break\n",
" end\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)"
]
},
{
"cell_type": "markdown",
"id": "48b54da1",
"metadata": {},
"source": [
"## Testing the parallel implementation\n",
"Next, we will test the correctness and performance of our parallel implementation by comparing the results of the parallel algorithm to the results of the serial algorithm for multiple problem instances. "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9d950905",
"metadata": {},
"outputs": [],
"source": [
"n = 18 # Safe to run up to 18\n",
"using Random\n",
"Random.seed!(1)\n",
"C = rand(1:10,n,n)\n",
"C_sorted = sort_neighbors(C)\n",
"city = 1\n",
"T1 = @elapsed min_serial = tsp_serial(C_sorted,city)\n",
"max_hops = 2\n",
"P = nworkers()\n",
"TP = @elapsed min_dist = tsp_dist(C_sorted,city,max_hops)\n",
"println(\"Sequential time = \", T1)\n",
"println(\"Parallel time = \", TP)\n",
"println(\"Speedup = \", T1/TP)\n",
"println(\"Optimal speedup = \", P)\n",
"println(\"Efficiency = \", 100*(T1/TP)/P, \"%\")\n",
"@test min_serial == min_dist"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "edbea7ac",
"metadata": {},
"outputs": [],
"source": []
}
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