From 5e4eb3524e6fdbac7cd70e193cf553d3c7603f10 Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Wed, 11 Apr 2018 01:12:03 -0700 Subject: [PATCH] Add files via upload --- ipynb/TSP.ipynb | 1227 ++++++++++++++++++----------------------------- 1 file changed, 466 insertions(+), 761 deletions(-) diff --git a/ipynb/TSP.ipynb b/ipynb/TSP.ipynb index c71b39b..c37cff5 100644 --- a/ipynb/TSP.ipynb +++ b/ipynb/TSP.ipynb @@ -56,7 +56,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# All Tours Algorithm: `alltours_tsp`" + "# Exhaustive Search Algorithm: `exhaustive_tsp`" ] }, { @@ -65,7 +65,7 @@ "source": [ "Let's start with an algorithm that is *guaranteed* to solve the problem, although inefficiently:\n", "\n", - "> **All Tours Algorithm**: *Generate all possible tours of the cities, and choose the shortest tour (the one with minimum tour length).*\n", + "> **Exhaustive Search Algorithm**: *Generate all possible tours of the cities, and choose the shortest tour (the one with minimum tour length).*\n", "\n", "My design philosophy is to first write an English description of the algorithm (as above), then write Python code that closely mirrors the English description. This will probably require some auxilliary functions and data structures; just assume they exist; put them on a TO DO list, and eventually define them with the same design philosophy:" ] @@ -76,7 +76,7 @@ "metadata": {}, "outputs": [], "source": [ - "def alltours_tsp(cities):\n", + "def exhaustive_tsp(cities):\n", " \"Generate all possible tours of the cities and choose the shortest tour.\"\n", " return shortest_tour(alltours(cities))\n", "\n", @@ -93,7 +93,7 @@ "\n", "**Cities:** the only thing we need to know about a city is its distance to other cities. We don't need to know the city's name, population, best restaurants, or anything else. We'll assume the distance between two cities is the [Euclidean distance](http://en.wikipedia.org/wiki/Euclidean_distance), the straight-line distance between points in a two-dimensional plane. So I want `City(300, 100)` to be the city with x-coordinate 300 and y coordinate 100. At first glance it seems like Python does not have a builtin type for a point in the two-dimensional plane, but actually there is one: complex numbers. I'll implement `City` with `complex`, which means the distance between two cities, `distance(A, B)`, is the absolute value of the vector difference between them. \n", "\n", - "I'll also define `Cities(n)` to make a set of `n` cities. I want `Cities` to be reproducible (to return the same result when called with the same arguments), so I provide a keyword argument that sets `random.seed`. " + "I'll also define `Cities(n)` to make a set of `n` random cities. I want `Cities` to be reproducible (to return the same result when called with the same arguments), so I provide a keyword argument that sets `random.seed`. " ] }, { @@ -143,7 +143,7 @@ "source": [ "# A solution!\n", "\n", - "Now we're ready: `alltours_tsp` can find a tour for a set of cities:" + "Now we're ready: `exhaustive_tsp` can find a tour for a set of cities:" ] }, { @@ -171,7 +171,7 @@ } ], "source": [ - "alltours_tsp(Cities(9))" + "exhaustive_tsp(Cities(9))" ] }, { @@ -215,7 +215,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,7 +223,7 @@ } ], "source": [ - "plot_tour(alltours_tsp(Cities(9)))" + "plot_tour(exhaustive_tsp(Cities(9)))" ] }, { @@ -265,14 +265,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "alltours: 9 cities ⇒ tour length 2450 (in 1.001 sec)\n" + "exhaustive: 9 cities ⇒ tour length 2450 (in 1.229 sec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -280,7 +280,7 @@ } ], "source": [ - "do(alltours_tsp, Cities(9))" + "do(exhaustive_tsp, Cities(9))" ] }, { @@ -321,7 +321,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "But this is redundant: `(1, 2, 3)`, `(2, 3, 1)`, and `(3, 1, 2)` are three ways of describing the same tour. So let's arbitrarily say that all tours must start with the first city in the set of cities. While we're redefining `alltours`, we'll take the opportunity to define a tour as a *list* rather than a *tuple*. It doesn't matter now, but I anticipate wanting to represent *partial* tours, to which we will append cities one by one; appending can be done to lists, but not tuples." + "But this is redundant: `(1, 2, 3)`, `(2, 3, 1)`, and `(3, 1, 2)` are three ways of describing the same tour. So let's arbitrarily say that a tour must start with the first city in the set of cities. While we're redefining `alltours`, we'll take the opportunity to define a tour as a *list* rather than a *tuple*. It doesn't matter now, but I anticipate wanting to represent *partial* tours, to which we will append cities one by one; appending can be done to lists, but not tuples." ] }, { @@ -342,7 +342,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can verify that for 3 cities there are now only 2 tours, and that `alltours_tsp` can now do 10 cities in about the time it took to do 9 before:" + "We can verify that for 3 cities there are now only 2 tours, and that `exhaustive_tsp` can now do 10 cities in about the time it took to do 9 before:" ] }, { @@ -374,14 +374,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "alltours: 10 cities ⇒ tour length 2720 (in 1.479 sec)\n" + "exhaustive: 10 cities ⇒ tour length 2720 (in 1.553 sec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -389,24 +389,24 @@ } ], "source": [ - "do(alltours_tsp, Cities(10))" + "do(exhaustive_tsp, Cities(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Computational Complexity and General Strategies\n", + "# General Strategies\n", "\n", - "It takes 1 or 2 seconds to solve a 10-city problem. Since `alltours` looks at all permutations, an 11-city problem would take about 11 times longer, and a 15-city problem would take days.\n", + "It takes Exhaustive Search 1 or 2 seconds to solve a 10-city problem. Since it looks at all permutations, an 11-city problem would take about 11 times longer, and a 15-city problem would take days.\n", "There must be a better way ... \n", "\n", "To get inspired, here are some general strategies for algorithm design: \n", "\n", - "* **Brute Force Strategy**: That's what we used for `alltours_tsp`; as [Ken Thompson](https://en.wikipedia.org/wiki/Ken_Thompson) [says](https://www.brainyquote.com/quotes/ken_thompson_185574?src=t_brute_force), *\"when in doubt, use brute force.\"*\n", + "* **Brute Force Strategy**: The strategy used for `exhaustive_tsp`; as [Ken Thompson](https://en.wikipedia.org/wiki/Ken_Thompson) [says](https://www.brainyquote.com/quotes/ken_thompson_185574?src=t_brute_force), *\"when in doubt, use brute force.\"*\n", "* **Approximation Strategy**: If it is too hard to find a precise, optimal solution, consider finding an approximate, suboptimal solution.\n", "* **Greeedy Strategy**: To complete a multiple step problem, first do the step that has the best gain. Repeat. \n", - "* **Improvement Strategy**: Use an existing algorithm to create a solution, then have another algorithm improve the solution.\n", + "* **Iterative Improvement Strategy**: Use an existing algorithm to create a solution, then have another algorithm improve the solution.\n", "* **Ensemble Strategy**: Apply a set of algorithms to the problem, and pick the best solution. \n", "* **Divide and Conquer Strategy**: Split the problem in half, solve each half, and combine the two partial solutions.\n", "* **Stand on the Shoulders of Giants Strategy**: Find out what other people have done, and copy (or modify).\n", @@ -462,7 +462,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "While `alltours_tsp` was limited to about a dozen cities, this algorithm can do hundreds or even thousands of cities in less than a second:" + "While `exhaustive_tsp` was limited to about a dozen cities, this algorithm can do thousands of cities in less than a second:" ] }, { @@ -474,41 +474,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "nn: 200 cities ⇒ tour length 11477 (in 0.006 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(nn_tsp, Cities(200))" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nn: 1998 cities ⇒ tour length 33688 (in 0.507 sec)\n" + "nn: 1998 cities ⇒ tour length 33688 (in 0.539 sec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -523,12 +496,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(Note: I asked for 2000 cities but only got 1998, because the random number generator happened to produce the exact same city two times.)" + "(Note: I asked for 2000 cities but only got 1998 distinct ones—sometimes the random number generator produces the exact same city.)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -542,7 +515,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -557,18 +530,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "On `Cities(10)`, `nn_tsp` took almost no time, but the tour is not optimal: it is 3% longer than optimal. But that will vary, depending on the set of cities, and also depending on the starting city. So that gives me an idea: Just as with buying lottery tickets, we can improve our chance of winning by trying more often:\n", + "On `Cities(10)`, `nn_tsp` took almost no time, but the tour is not optimal: it is 3% longer than optimal. But that will vary, depending on the set of cities, and also depending on the starting city. So that gives me an idea: Just as with buying lottery tickets, we can improve our chance of winning by trying more often.\n", "\n", "## Repetitive Nearest Neighbor Algorithm: `rep_nn_tsp`\n", "\n", "> **Repetitive Nearest Neighbor Algorithm:** *Run the nearest neighbor algorithm repeatedly, each time with a different start city, and pick the resulting tour with the shortest total distance.*\n", "\n", - "This is an instance of the **ensemble strategy**, because providing a different paramater to the function each time is like providing a different algorithm each time. Which starting cities should we pick? I'll define a function to randomly `sample` the cities (and for reproducibility I'll give it a `seed` argument, as I did with `Cities`). The parameter *k* says how many cities to sample." + "This is an instance of the **ensemble strategy**, because providing a different paramater to the function each time is like using a different algorithm each time. Which starting cities should we pick? I'll define a function to randomly `sample` the cities (and for reproducibility I'll give it a `seed` argument, as I did with `Cities`). The parameter *k* says how many cities to sample." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -594,7 +567,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -608,7 +581,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -621,21 +594,21 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "rep_nn: 200 cities ⇒ tour length 10461 (in 0.143 sec)\n" + "rep_nn: 1998 cities ⇒ tour length 32327 (in 13.049 sec)\n" ] }, { "data": { - "image/png": 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OkEf10+j7TSDVTMsnQP5uBXk81DbNM534Bus53V02eXPO9miXwHEgw/RMUlqnef/R1r0rrFnwzXDme0Hzk27qOZBDQS4CeQhkEsg2dPyIV0H6gTRKV4mClELnN1wIUi+DPqgC8ik6kP/B5sasOdfHZDREeyNbVpDl6dBS8NcBZFyobZplOOUMsZw187oEfez4LZDZMGRPkDNXFx3VEJ3bsCs6wllSRWIpnT7W7H2dpcgaupVDFIqlgBuCXAfyEsg8ywwzxeKnK0idRDNMQUXT6m34cYL1AjzAB3pKgvwTHbagaVTGrFkaGh0NchJ0nxIFbxSHfpsPcrxpOgLkr6a1ig0t76lhhp1stQNXgyxG28/mo6OH3Q/SQ88Ag7Uhu+ysF0Ae0XTNn6xXBwWSxZYCOQfkHZDfQd5FhxSwnb0GlaQ5YBlUQpuE7gT50FqZrAP5CKY+DL1+Kaho+v0GRx3pMw3no00z15kds2GOPSca7toN8gMM/NXkJCdFf80AaWKajgD5U+jwBaGlPjTMsNPhhqvngtRLrvBMz4akuu6sf7UpGgyn3xZYsh5kmjUDz3jmmQ3FGsCHgVwMveeHpexAjgH50XqxBho4LQphfZ1puGiC/t38iyZJX00EOSO89ow4QIwHaR8Wj4ZjpzjFKPlprgg/O92VH4vhsHmwbC4sXxp2LAYR1inFo7DuZXigfEEf7IcqQ5ePRD7rFBY9UYAIAqwEViq1oS/kHFvwimB8k0VYoBSnovNVfqUUF4mwyu92NKIQ1teJhjW/6L/nDYE+pxYKpRyey1tyhOYrHkZIaQfMBRoAXwTYRj7MvpW9z6jRHhU78MnNz+MbtxwM2ml6ZhbFYmI2aK0EbrXMOoHM9qzwBYVWXv1/N28T77MdThyVMONsEUXznGVe7BpOW63fMbEiQXtfvRaWTI3OxPNn1J6ipR0DLJIAI/+lggh/KLX0O8htESdcKIzwZ4MiCPCwUswC3lSKh4DHre99wtatsGwPnP0WVD0YNq+HF06C/5wNPONfO86weW62w3Ed4esLEmec+qDQ1OVh0JQGApuJK0UV4HSgtS4tGhg6qToXGBBwG/kw/WbO4G3XE+Qt83RUrAM37IyyZ4lZ2ZiZDYLURh/Kegskx8d6e4CMLvRdXWtDt40ZOUfXBm4jv/+ADPCprirWxvZjIN+j3WDHohM6nwYt3siXy3KBewQGCzRbGuRYBKlgWQlCOccQxXjibnEsMN80EXpW9NKl8K+RsGAG/LI6u2Ml+wdLBoGkEUvdNiuUogV6dvyNUlwowmIfqu4EfFiorSVKcRnwhlI0F2GpD+2kAaewCjUiFWdG26gvbQ2lOio1q2nic6J/qz8sWbqzojNtjgK+ASaiZ74zRPgr//o5v0CfJjCoLryEjpqRA+QeDn3GBWUbF2GHUqwCjkan1AsWpt/MGbztRoFcbJqOBHpGgtxrmo64FOkXBdIX7YaYUdxsvQciv4Ec6PB7f7T/fKVweXSaiQ/eAfI0SMu8vSNTB5WS7X85/3ZJA5uZ9hcgg0Ca4yKtocXvUgP7M++CXBqKbMMcbD4LaQEROjSAdq3bCHKoaVriYts/zdHhBO7GY0x4kLNBJif5XYE8B/KR1za80eWkBP/VBmQI+mTwGpj5Cly92ky4CqcXzbmf6GL329C/0lXa9m2H7xaKDlfxrzD6PyvNKUpRFqgNLDJNSx5EWKkUw4F/AT1N0xOjIESYqhSnAO8CjZWihwi/pVlNJ2B0kjZEKQYAY4H70NnRA4ezg8Dry9FRQYcpxdHwzDvw1CFFQxIvGUbgZi8nk8/xLfP/Lvzb/CkitM+8bSNuoXOB6wKs/29kpRJH28KWS4L9KyJ4EFigFE1E+NY0MTEKQrRv/5nAI8AMpegswg9u7lWKEsD5QMsUbfylFF2Ab5VinghvZky4C6TafxBhoVJbNpuLK+6kSL+yXoq53Z393jOFnadU/xUB+83n+YoHj7CWfD4vVS4GGZXePeHYAi0f0a8JMXZCXDz1U090jItuqcaG/v38z+CO7W7HDjrmzwYQ3/OyeufZmxeLH8+ON5u4f89oQU+pPvNhxnMBj68SIFtBqgTer6YHlkcB3Q3ygB8DKADaSoLMitKma1wc++okWLxSh0lwCsKW0YG0ziArCTGORnJ6Tj0Gbt6TDi9+PjvJXE7DdEcFORwdEne/gMfXVJCWgfer6YHlUThvgfRwf73TDKR5ILvTIK3RWcQDjeMRFz/66gyHU30XfA7SAbpOysSzAeQudAwd42MB5CKYPyW9kMTZ44OepizeB+kfcBvPglwfNC/ZahM/FnjY6ceiPqcH1LO3BZ5xibVJOh6YACwQKXi6z43/amGIMFEpZgM3ou3kviMVXV7o3jdRpZr92Di6KXALHHpchnbkYcAJwLNKcVXh8RUyusKxr4pMfd79LZHJz+k3Hgf+TymGi7A3oDbmAicGVHc+TL8RPbzdSoLsxOEUnv3y78q9MN9mNtHuA5DLQV6xlr1r0P7evfSSK6Ol9FGWy6HvSQtSx2E3H+UxW0qqmaYfM1GQHJDZIDeb41P2Q4dETiurDnT7qpjOxBXIdyDnBthGC5BvAufFtDA9COZIkOXOvzs9dG23JlNqVqfWBbkW5A2QtTBoe4ZL6cdAfN9Acebx0q/1C+iKGcXxwQtmPIXzQkSHAVgD0tEMn9IN5LM077kalvwKV60sjhMCdAiFwLLwgOwPsp2AzwxkoznlOOCnwl9aGbSbQZPW9su/Cj9Au2VOgbZEEKUq7YH6raBGdVj7JRxWH3IaFq3L9VLyPli6UKkBNaFcjn9mDccl7pFAc9i/uv3vjVspRTtgkkTPPdMIUgVhyzBIW0I7rFCKS4APlOJ0ERYEwE4ydAXednuxUtwEDIQjTof3/oKfLf6PbADdn7J80LMd7wAPKUUDEeb6XbkIvyvFRuAI8CXkg1ND5t+I7t9sFevA1d/DgJUJGXTqor1VFoP8DL1me3ejKjzjOndPZjPxinWg9wa/ZzHeTQC9ZqF3zH9DHwvuCVK1KM1m80cW52KZ6hYQgutZQpv7o93dUia7tlakd6PzoB5m83sr9KZ9WdOy9Ek2g0FeCrD+j0AuDJQH00J0Lww7JXvDTliyEeQpkMZ6AHpb/torvvkC3ZKaYdKvM3OzBnQ8Hm7a5dUEAHIQyFXotHe/g0wGuRUePDO2pYcxluVJ+HFi4ZR+AbZ3OchHLq5TII+ij+k77uVYiukW03L0STYHgmwBOSig+u8HuTtQHkwL0b0wnBTiaSOLXpu+z6lzfIV2ablkuauz+3QyOAwE8jLMejMZXW5lgA7qdBbIMzA4N7alhzGWa9eFATvCelmCfALSPcU1JdHp7aalWiWAHIs+yFQs0g5afN8VUN1dQd4PlH7TAnQvjGCD2AQxa3au885t6PjTI0CuADkkjUFxsbXU9f2gQhTyR+4LJUzfa5ADrNVWxSTXlEGfvfjS7bhCB/p62LQsfZLR8ehsUL6biKwX3qIg6S/hk2k9BOTFXkiEn0Fs5g3RmWfy2vAjE41Tnf85AWgOTAbOBeYqxY9K8YRSnKsU+yXWolSlOko1H6HUpVNg6Gvwwj9E2O6dLicELeMYGsH7XueNGeg9BW76DSpVtb+O8sAooAJwThrj6h7gaqWo4wvBBiHCj8AP6M1fv7EIOKTwM+0rTL8F3b/Rwoqv0Gs2XL/cLzulG7OGtZRtjA65OQHtlvQVyFB46ULoGVLIgIp1oOeS2CYebAl6Ju72WQGphM4+PxIPWWhA7gEpFqY2eP9KuH1zEHsU6AxTTQOj3bTw0hNG8PEVQG4Becwsn5Jj2akfg9u3hGmnhhc66cEcrQS7xanYK9nLfUsZ5vySuHgCyCHWBmZVkG/h+9ehuSdvJJCKlhniZNMy9b8//Ju86D0suSYo+rPKTzykdF9/AOUDbiMpRMgFPgM+U2rRiZBzRsErgjz2fE0N4EMRrg6m/hhFfc+rHwIDJom8utyfFpzMNbUbALOBavq7FcDwWvBF9cQEy27TlomwTSnuRSenbitiNKRABqg/LD9MLQQQZ/0HAgxLm1VKPCTsBMqZJiIfoQe0Pwn4PqC6Y1hInJAoRQ1YOl+pdlWhUpXMD4U5jZkpnwFD0YflZsGwCvBEgwyV14vATUBH9MQjCxH4HsVcdCz6QJBFG5uhYSeGZ+IFEcSGa1KcBMwKqO4YtqhUFh4R+LAzvH8GjO0OncbpIGZe4DRmLngZmAT8Q4RmsHlTpspLhN3A7eiTjyW90WsagW/ozwUaWKfK/Ydpe1R6dqtQkjpcCPKhaX7teQ/WTg1SGiQ3CPfFuCSTexDurYXHzDPnWPbry/1u17KxTwa52rQsvcsqaKcJWUdA+XeNCzAqQk4QdkeQz03zbEbOcgLIz6bp2NdK8GcgpAXIepDOBb/3M+GDNEUnoq5gWp7eZJT30rt0KgzeAVUP97d++QLk7CBozxJzitPGQ/1hATQWMXNKqIhNKUZQ5YCglvNK0QHtB95DhA8Sf9M299Ft4dx3YehuaDcSRrva1CwMEaYDU9H28ayDyNblIlN7iLzRHIYtg40H+dxEYDk3s0SJhxqY/g8itbEZKk4m3tQMFUrRHe6sCv2X+73voRSdgdeBC0T4wu4arbAnXAH37dZKLKMIm4OAm5XCbwUYNsYA5/lc51x0chDfkSXeKU677ewGb1lsktyzr8/EPzZNxL4CpWgNPAZ128AHubAwo3C3heq+Avg30EEk5erqT6CsUigR726CIixWipFoD5gBXusxj1dnwE8vKLWouY9ZsX4AbvWBuKIwbYtyb6/qs7Gg7e6atbB4rT6scPlSv5K/ojPyLDbNc/gylhJWjI2qpmnJpuJ1wx3kOJBfQdoE0JfXozNV1XPPw127ocvETDfO0VEBN4IcZbpvvPen//tv0OhoLeOLMpZxkbpNC83lwDgYlmyGjqMTPTRAKkP/RfY77F0nobP03AHyEMhLIB/qXfQ7fnPalQc5FGS1aZ4NyPhIkBWm6cim4j3ssVQHWZ7oKeJTHyp0fOzFIElpyJSHFHTcCfKe6f7xRntQnkLBOWZkiTmFf8IRr4h8dnPhH5Rauwpyjiz4bQ5wyLFAU2AzsAlYaH1uhlUPQU6TovdUr0kETmwaQrypmTbSP+lnBUL6GPg/EV7zixLLB/lB4GzgdBHWurszkNOKTwALlaKZCNNSXRytpN5O+2/tuluZmXa7LHvy/+59BNxzUFAnQiOvxJWiAXABUM/+Cid7+bQvRLjGvs6liyC3SdF7SuyFMw6ElpWUmjfe/IAKHvkPUKMW8MfvSr1dx47faD1oUYHTA9/iHKXoC3wgwq/5sqt5CBx2FFwxFRre5xcV1iGb/6I3pluJsMn93f47DYiwUymGoo/jny7ibGfXsuk0Lv9Fkt7Rf//hpE++fAPuvQqtM92Ukvl/b/gP5BTa7PXRMcP08iXFskyBjAO53s+liv09V6+GCRugz6Z9JYqf+2h34fnpZ1NxXnpfMhEdGXAL/DQVrltfUHY9/QyuVNpqayJIpfTvb/FGMNmnpCTIXFKkJgsztro7uoMwLwUctdKEoNIYCOeBzCdFmExvmXyK3gNt34/SgApevu4GV9QetKgUF2nwymuFHozs0FmZPgL5GKS8tzpmPAcDcoN4QYN0QOcTdXx+o5iIxO8T0vusTVwpygCPADeJsCvZtV6iG9rdo9RFVUL0Rw8Fyc0gbpfSofrpZw3yoxHufBGOOBm+/jRRviLsVGr33iBkZ9nWRwMbgMtF+MtDHefAKWfBk6dBu3/45d6YgC+AlcA1wHD7S0IP8JYSfkdLLRq10lcZR1eJA32BZSJhRkaL3oDKBKntjW75Xb8uinKJgp1eP6A8D1wiYvfg+z+mlOIA4FO073EfEfZ4qONQ4CWgi8jrswkgxLMIohS3AZ8qxQgRthW96o6vYGg3uK9k/hgduhsaP+U3PSYRaBhtU0uWFMuwquhYD8eHv4wqPrbfVGYQe35v2AG16yb0RQX4cTwM2B4luUSfESFgAAAgAElEQVSpr0B6g7wQBp2We+JcdFZ6T8m2QUqhM0cNCkk+r4H80+b79vo5H35uQfPFlIfQ2XByTI2vbCpKCzNaUIqngFIi9Au/7bzZnf/LnrCh1EXjdWjTwug8QeSDNvqaRH5/XQMvHAq5P8GNFeHQWlC7HvScCl1uhWr3wKGHQb1TYdbJImPmhctRPnT+yLHdi85w240UmRp04pBCtHAHcIAIt9n/7s+YUorawFhgBHCfiLfTlUpxH9r9tqMIe73UkWZ7tYHv4cazYMYNeuW0dxc8egoccb4IUwpdr9BxyqsBncXDSmNfQuTMKUpRD7gUOM5E+yFlDwoJqZfyhflV6sqT4IBvYWypBBPMCbBut8jCvCQGHwGNAGNKPGJ2+irAFqcf/RhTSnE0WoE/JsKT6d2baHZSe+HB+lC3YaICD9I0JcIKpb57F/aMhbGV8sfVjWvgnV9ga+HrxXLR/B96X2ygH3QUW5heCtgssT4GucU0HcWheHO/TO2JAnIJyFizvEXHYwbkeZA+AdbfEGQNHuJ124+BXr8kjoFw4mm3fjvd/gKpAvITTByabmiDsPIPRKEYJ6BQp7VDHxkua5qW4lL0YB6yE4bsdjOY3bh8adc52QJS0yxf/bZExCb+DkjXgOpuho6xcrG3+51edlfNBPkXyAtw48qgX4heXQnh7tNh4G6/YiOZGq9BlsiYU5SiFPAYcKsIf5qmp/hg6xb0EeDScN9VksJd050Jhp1KMQrohu6z0KG9QhZvgd4/Qa2GMGmUwf2LpOYUr1CKtsCbaBdCj15aTman/Q4EtgHLYPupkFOr6DV+mqa8eul80RvGlix6ZD33eaVwyCfQdkjAiY8jhcgocaAXOrbJh6YJyRRRcH1LQF1YtAJeqwuLxiu1ckVyeuYNgT6nFnJLtIttPQJtrzSixJXiGDiyDIxoDfwG9BYpklkhLFSxaPANStEJeAG4SISvvNfkpDy/+0qEB3Rb81tCbv1gXUhdj6tCcHoJHdkYnJT4UQ0itF8SPEwvBfTyR/ZH56A7yTQtmfMSraUcfHo9XJ+We6CbE2voY9W/hO0GmtD+LSDPWn/PBGlmrs9lCT6GXgXpbj0Pp2ReV+rxGNaY1e10HA13CVw62Z1tO/29jyjtl4Qy/kwToIWuQ8WapsMfXqI1gKDX7ACPfT8M8oChMTMB5Bzr7xdB+pnrc9kMUs2nuvqic1X69nJ091KuWAe6jId/bA44GXcVaxwudbP35T02UnoTl2wuxswp+SaHOkdA3ZPht9PhaVPk+IhIub4BFQ8KkJ4RwGilGCIh+BvnQSmqoF0cx1tfzUKH0g0dSlEC2B8fzCmWv/l1QEsRlmZaXx7cuDhaJ0+vAqaJ7clTv1CtMly/F3L3h41TlHq/SzJTo7cj61tLwtI/4ewxUPXgbD/vkQpGlLjDcfA3zYWf9BNRO7pfqmSA9MxFb46dBkz2oT636ABMEmGn9f8s4KoQ209EJSBXRKcK9ALrcMv96JDLp4vwi1/EpYmVQEWlqCISxEZtpTrQaSzcWgJyDoDcA2DveKUqtUmlyElvQ/JGOOI5kUmDMiQ5O2Bi+h81k4O/vNkt/65cYc4mvmQ9XLGsUNjdVT6GQr0D5LlweZKRINcl/L8fyA5SRLsMiJY6ZJARCZ0W7z+WXd8Xk0yG/HwLclowdQf/3Fvmms0m3V/DLobMKVEzOfgHvfx74Fp4YAz89C1U3h9u3QYvrwibFh3p7oj94OOmsPA+Ld9SCv59HLwk/rRyx1dQ+h6lfjoG1qwOetlquaJ2hPwj7iJsV4qVwLHo1UGY8OxeaPHyf8DhQBsRfveTMI/4EX1aekqqC92goKdW2eNgIwWf/Ryg9uF+tGWhNzBGhKwMWucFhpR41EwOfmPQocAnInRVitLo5X5n4P2QCTkSWCKycRkFjtZzMzBGKU4T28hy7mAtj1+DZ8tCTquQsrI0A1ZIUZNDnl08K5S4UpQF3gLKoTPS7/CbMI/4ETjej4rszaZDgRuB2tZVucCBNfxpjzLAAHSKun0GJcw0O2+I9hHNc+vNCz956/hkd2URmgDfAog+XNMPeNyKAR0mjgQW23z/OPAN8KaV2ssjnPIz1nfw3/UF5wFjbL43tbmZto+4UuSgedgNdIqQAgeYj09K3H583IeObQX6ue+3DG7aTylf+q4r8JMIc3yoK2tgRInrWdrottBuJHSeoD+Pvxgu/LdSNDRBk89oCkzP+0f0YY2JwF0h02GrxEUQoD86IfTD6VaqFEr300nNDJjFzkUnGi6M7zGnxF3PxJWiMjpZwi/ApeIhmUPAyDOn+AAns+nsX/Of+1Ft4Ih70Pk4VbotKFWpjlLNR+iInXc8Ce+P8IPyrIJpo3yhTYlLQFaA1DBNSwY8lAXJBalQ6PuDQTaEeTjG8p/uneT3Kuj0WY7XJFxbDuRskGdAVmo/374/h7lBDVIXZC1ICZvfqoL8bvdbcPKtWAeu+h4GrHQXl0YOApkF8mSYdKYpYwWyDaRy5nU5bWTevBbk9IQ2S1vjsEP68o/OwTpjfWaaAJtBNARkRmElmC0FpCnILIff+oNMwmMwfw+0TARpk+Kao2DJBrhoXOGIbyA1Qa4FGQ2yFZ1I4DaQY/XDHuZJv2YjoM9C6L/I+bDKoO1w2bQwotalyztILZCfQf4ZVv9nMG6m++GhYi+jnoth3G3WYZ9xIKfr67pOgju2w2kj3fZdcfZyS0vOpgmwGUAKnQnkvajOVlLQP8DJ5Q59VH0mSM+QaPkF5LDk11SsA1evLvig9dkEC+ZarlpvglwGcoDz/f4llbWvP9xj49YYLA9yoOVCeDxIE5A26OTd3aDHNLcKBORIkOVkSYhlkJdBrvWv/4qOD2v2fTUsXqmzSaXfd1FMsmyiRCkAFqDttUpxLTAOHeAm2xz2m5J/krAARNhjBbsfrRRjRPwNmpQIa/PsAGB18ivrD4OnDim4+fTIAdBzJnzQSAJIUp0enDZPtw5Xinv0d2fcY3+NvKEUb1hf7Gd95jj8n/hdBWAXeudtu/WZW/D/arXd7AcoxQno5Ab3ivB8xuIIGNqjpEsDqNhWqRmtMncZ3boWuB2dpaca0FQnaKaq/v9pgQfKe4s46OTlVr6sUigRb5mPsg2RU+IAIvypFBcC3yjFQhFeMU1TGmgC/NvpRxG+VYrR6BfU9QHScQQ60XSK4/BOm0+USqXAw4ETffWaA1Yy3Xr17K858HC073ieAv4FW4Vc5P8dkuIEplLTR0CuTXq4fDdZpWiC9kK5SYQ3XTJsDPkugU/nuQR2T3QZtdxlLeX7dyn8f+FSFu0cvhEdpXRjQlkCudu9b47bRUa8YTXcvT8wQSn6QaUdEYooGggiqcQBRNioFOcCk5RimQiTTNNkh4KHGTZvhP+rAYf/lOK2QcB8pXhZhJkBkebkXlgIUffZd6Jv8hixYnwoNdlBoU7/UoT+wdCVPLSqUpwBvA1cLWLrTRNBOK16as1Vir3WF5spqIjzyiq0m2fh77clmxEr9WNjyD2uaN/9tikVtU5xVeClVUAfWDoZepSAhysn9FHQ5xjCh2l7jgv7XFt0WE7fQn36R5tTtng39jy5ChbM1hs5/qeQArkV5FFvPERnhz9KoVTtabO1954Lsh7kDNPyS48fJxvzZdPQnky+71HZ912/32Dm/2XeL23W7wsbn8YJcNcpcp12Qbq0YZTy5mWyOw5VD4cbdgaleECeA+nr7tpgNycz58VtKNVmI3Qo1S7jzcWqkW7odGpNTMstfdrNeHsU7d9rGoFsBDnSW115L4W7bF5IUuw2Po0T4L5zZjzvdRc7OJq8744H/cCAjAdpZ7rfwu8TeRhksKG2r7M8gk4wLQdv9EdnVQYyGOSd9O9LfK7ukX1hJh5Zm3hR3JQDn3vcxfYfOo70wTW925MDDwLm0iZe7JAXpyZUKMU/0KdgW4lkp9y9xe4ODI8DC5WiqUj+6efUSHyurgTuBu4lvZRw2YUsUuIH14hK5ENrl/4luGGrjv3wzOH5g2TAKneDpHRgcb6VojxwEHqzaV/DLHSAjlBgHRW/F7gEncwhq2UevMuoWzrYoRR3AY8oRUsRt+6CiRvhtdHxsP6NPuq/aVxx9E4xFADLC/I6JxG5wLo62kMkHFgK8n2gGtRrrWM/tBsJ1/6o8wYP2gVbHXfWlaKkUvwL7q+r3aESg4BlPkvQsjj7bRi0B5q/EqZsIoKFwMFKsX/QDVlZfZ5AB+XKegUeQbwKVAbOd39L4eB61YAVS2DSqSJTexQ3BQ6gtB0p+rAPa3k30At4YAmMDtxtSCkqAR8Ba4ArJSF4kVI8BqxHx4auAnQtPHtQimrAm4ACLoVKOdqty5+lq0PGpFBkEyUoxTTgDgnQLdWKBf4CcDRwjgR4cGtfhlKchTat1BeX2ZPy3X6r14TDj4FOL4i0vCdIOk0ia5Q4/N0546HN4VAabfOqjVZW7UaKTPV1GVjQB3zLJni2Hhw9GbheCh2iUYopwBBgGjAFvvoY7qibf8jgyrfhuqfRMaSHuB2Q6dHbfASMtfGX9l82UYZSPAMsFOGJzOpJ7P/8gyJWLPCR6NRsF4oUWSLG8AmWuWoc8K4Iz3q4vz76BHU9ETb7TV8kYHpnNf3d53DiJdjv1PfdbO/eJqVBtoNU0v8PbQEDdxe8d+Bu+ChltMBskE3UCzpo16v+93+PxdCiHsj/QD7ARbb2uPjSn43Q0Ssrerx/OMgTpvkIqmSRTTwPjrZxn08Y2p1ee7iKQ8KDE4DlImzV/47rA/eVLBQMvyT863R/aSyM9GWTGI9ZfxYLG7oPCSKcTi+eOgltNrtEhD8zayOGG4g+1fwlcIvHKu4GeijF0f5RFR1koRKfNwQG/+n3hmBRpOUC+HcmHw/3+gi7jEnOssm3oY/tDu+foT87jSsGinwecJRSlPNys1IcCic0su/Dv3ah90N8N4fFSIohwAClSDuVmwjrgYfwkAAlG5BFLoZ52FofFi2F9t9rP+2gfFnTiinSFJ3uzMu9viHfz1e9BVUPg+njk8vGabZpxvfeL4jwh1IsAuoD36W63kqb1wpoD7QDDoZy2+z7cPbXkjKoWAy/IcJypXgZuAedDDldPAn0UYo2IvZRRrMWpu05adq2FDphxEXBt+X+9BrIjyAnebk3IDn1BHFx9L/zBHsb+lVzQErmH4eORpiDNGXwqraNF+VB8yZNrFOBk9CZbCaA3AlySj7vhfuw/1Y9gZDGpvnbF4sVv2UDyLEe7+8CMgekpGlefJWLaQLS7ISzQH4IIhCPfXsV68Cpo6HHXmjzK5w4qrAiA6lkbWqWLnqvmXgk6DR376a4pgnctsn+WPKtG2HxKuizMQpHsD3K4Cb4/rWiivj6bbBkC8g8kMetMZVjX8ej7WBwLvT+OeEFcLEVG2Uw1DgiW19y2VpAbgH5yOO9CmQySC/TfPgqE9MEpNkB34BcEl6bbiLoyZkgX5uWTyFZdXIa6OhclM+BrIHPBzrxB+d9aq/gO47OhpkMSCu4dYM9D23fd3H/KejomT1sfjsUfpoSZACzuDj2SzmQZSCtPN7fWI99e08Xp9VnlFelxglIQ/gdLLNFiIlwUwepspbgKUO+hiyrjiCfF/quBMg11izyaaxEuM7hVJ3cFe/cCbLDWpa+CTIU5CJ03s3SyekK70HQKw1vUexAWqJDyXZyvqa5zdiYL9BsaTYpgGws6HSB3+IxVynMeR+u/cG+n2wnNS2iEhjMlh/TBLjsNAUyFeTScNtN7XcN8iFIV9MyyqenYh3oPBZu3ZJgAjgJZJq1kjnZXT3OLzCQHJCTQXqAPGDJYCHITutF+y7IvSBdQU4AKRteUmU5COS/IBu9RLGzzCsbQM5Mb2wsF7hFsk0BZGOxJiQzvTx3ehxescx+9ek05jtsiXI0ROMEuOy0tiA/hb2MTzUTt14ua0HqmJaRpscpwP6SDdYs3PUqxovStZa6DdAxtf+JTnY9Xyv3O3+3l+VZH4FU89K3BWe4Ld+EqQ9r5S1PgFSFHz6Ba9elkZE+z97dLP2x4fTCaOtg0omGAsjWgk5avYQ0D1w5P9ND/oChe+0nbT1tvhOJyiE64wS46Ky8zYju4bdtp8iuWJaQwaUWetntaVnnP71OA/SMtOMy5/Of+eYsSBno/o39g3BnLsgmkN3WDHg+yFcg74M8CzIM5Eb0Ero9elVxKDQ62n7T8p6WCe0OghnPueEB5Gq0rbSht7Ex2OFB7/ZnlBVANheQT0BuTO8ep9X1JV9BizccXrhLo/wiNk6Ai446A71UL2Wm/URF1ns+zHojgbaLQMaYllE+PdE9du9iVVMKbQo5HqQ12h2sL8hdIE+h7e/jQGaD/AJ373GxX3EWyJcuxthNICtAjvY+NhwfdIfve/8IcoDpfsnmAlLfmkRV9mMcxjbx4DpqIsjlpumwaKmCXm6fYP3/EMhQ03Tl02cmvZY72vy1ibvcr6gOstlppWSt8u6yJgmHBcSfjQK4YhnMesNaedwOUiHe/PQqd3kJ5N9+jcP8fhi4DrpPLfp99FIYGicgRQe1AllsahbuQNMALM8P6wXT3jRN+bRFJ72WM33+PAhuX1joPYvaNv2oQB4FmQtycJD8JUmofAzIe7B4LVy3Pqr9FuUCcgjaHOf6JewuZ6sMBHnGNH+u+DFNQIoO+hLkKtN0FKKpNMgCkHPQJ/2qmKapIH3RnTH4z2fqFxbIpyAXFPquJMgLaG8d4yYNOP+zqK6gsqGg900yilppU+dpIDNM8+amRDZ2ilK0QCdYGGGalkSIsEspbgU+BpaKsMU0TYmISnqtoJFGPsi8iIYfAihFGeA14ECgnQjbQiXcFqXKRiX1YJbiIXQ+zhNFmO1TnbOA45WirEQ8WmVklThwF/CACLtME2KDMdbnEUap2Mfh8oU1C7gc/k6t9x6wB52N549ACXQNMwHT/IZTEo2g2xVhq1LcBzwIdPCpzh1WELWGFIhQGj1EMhStUjRDp716zTQtdhBBgJnwd8q2GNHFLOAkq58+A34DLoqOAgf7EMKD/oDhZa00cJFHBMIaPw8crhTtfazzW6Cxj/UFgkimZ1OK/wGjRHjONC1OUIo56JXMaBEGmaYnhj2sZMZ7gGXAF0B/EfaYpaooCuaFXLcGyt4PEx5F095VhB2GSUwK+9SAPwG9lkGN5X7PzO1m/bC1ETAUaORHHyvFdcBpIlyRaV2BwrRR3mZDoSnISpAypmlJQmMOOn7IEdbOeG3TNMXFsa9qWJuF3zu5Gka1WJvor6MPu0VqA70ora7DENTJ1J0y2aY2OjyHLy7J6INl8/PbjKYLaORm4krxCfCxCMNN0+IEpWgJPCxCU6W4FzhShO7BtGXGzlgcoBR10El26wK3i/CQWYrSh7WSeBRoC3QQIXJ2cqU4EAZ+D8MOzZ+J3wv8g6J2/hYfQv0T8pOR5AL9l0O9XnDHdmB/q1RK+LvQ/7edBHdXtUsIDlOHA28Cx4iwM0O+SgO/wXlNofKHBWnuswRGt43Csxgpe5tSnAI0ADqbpiUFmgDTrb8fBhYoRRMRbxsgzlnV8+yMBQbPqUpVisTgiTKUoh7afPIQsA3oaJYibxBhr1LcDNwOTFGKDiIsNE1XHpTibOBFuOxD6NsehltjdRcFlewK4BWgytnwbJmC2aT+WwfuHwUsAn4vVLYCqwv+/+v9kFO1ICXam0eEKUrxHXADeqPTM0R7os2BMo9HOgOW6aVAoeXLRyDXm6bDBZ3vkhBnGh134+tky/XkcYqdlobRPYEZ5YKOsLgW5Ar9/5Md4Y7fo7gUTpOvayy+GkWAlgroaJErsGJ7O4chSDSteAsPXLBtp+ei/SiLtmPQgdCqZcZjxTrQ92foukMHOFvumeZA+8I0AQmD4mSQX0DKmabFBa0rQI5K+L8kOqaHbdo4b4r6lrUweFemA35fKyAt0PE0OufLvmfap1ijagMFucDir41BGhqB/AwyAoe4JQXHfGKEx/TDAyevO+/+3htgyXqQ0ywa/wvyhHce7dq4JUGRR2cyZZyAhIExijQjkhmi0zYeBzrDj21oTGdF3W8h/GOzvaK+ajac+V48E0+rb9qj45G0z/8u/dVM9MMXSCtLkXcJud2S6CQo63ER2z9hZp4wxp03PNOjpejJZHTAs/XoOPcHo50O6nrj1Wnc5L2EBu6CaY8lW32H1i+mCbAGR0N0GNDyUZ0BJdB6Psj/HH4bA3Jz0e+dgjX1XgBdvvQQVS1SMolCAelsPcAt3MnefjUDUi1Zn5jmM4HOE62Va5+Q2quD9pKZQJrBwooqxOUCQwTOXef3M46ObLgM5D50cLO3vNXjOG42a5r7ngIy3VqNGLUeGGtYCypPYd+8Hq6aGfWQj9YguR/kXoff6lkzwaoFv/cU/rJOvowumQi3bIziSy0KBeQKtK24SNaiFBmKqqHT/g1Cxy9fDvK7zookdg9wpMxYIHWt1d9dQc0I0YHCelrj+h94SI8Y9mQEHdJ4CsgnsPQ3HZsmvUmhy9SM5UHesdo6yNg4MDcA7Tq2+w6dp9BZcKYLyFiQc5L8/h+QJ1Pzahf+0j5oFdp3PiuC8Rjoj+tBVoEc636cXb8dFq/SClsmgDyCzkZ0FEiJbNpQRpv3Zlvjztf8syAHgLwNMg+XyTKc6wo3MBtIOZgzyqvpJo0AayWsWf9SkOONjAFzgy+ZzUkKlZvWoJP/Jk3EGzzNUgLkN5ADk1xzIHpn/OiC31esozcrr5yV7iC2lrIrTfJuutiZ2awZ9GIKpccrOsNevBqG/qU9I25dD58OyFPYzm1Fe0VYiN/90WGR38KnQ3LoPZ5V6FR35U3z6I2HzF7G6bx4rNXKepAOofNpTsBONqfCaa62C1z5HTps6AZ0yq7WhJxv0+qoeiBLXVx3G8iHNt8vBTnSQ7vlQf4Maskc9WKvVPtugYUL0ImYE00iK6wX7XiQhwvOsOURXCbx0G2e/qbOuxh9M5aeecookC+g7XFe95Wseh4FWU2EYuV7k0m4ma7QnlHrQPqFyqc5ATu9JdtudTY7yOHoTCiz0BuhT4I093sZmaSTrgB508V15dCbK60TvittKWJPMyX00j/SR6/DHyt37XJS2A4yPAtkUhoyVyC7/JrdBi8nKQWz3oQb//BmQpAT0Eky3qfQvk42FhNmMfQ+xU/olIKhJLMxKOBk6axcJbY9Br2h85M1+3oI7b8a2GwV7Xs60OW1XdHxOkpY/x8BssK7rO78HS77Jhtmhf7L3WlGddm0dF7gIPuBbAfJSeOezdmk0Ly5VEoJdCabDSBXFpcVnymzGEhlvSKST0EqBc6neSFnttlhzZYaoL1GloAsQm801A+gc74DaZ4GXdP4+9SgnAkywZuMssc+G8w48W9GBfIVadgtrQlC1sjag0vloegE1FNAjjBNv//yMJPpylp5Dwf5gYAD5BkXss+CUyCnoG2fq9C76kNBjtadeeIoaL0OzlsHTUZ5sBXmksYmD0gzi44ckGtB/i99nrLHUyK4fm17HNyw048XGcjdIA+ncf08rMTY2VCcx8vpRcyAIBejE38PCWvpvy8VSx/diDb9nhrUGRjjjAYowBLojYan9XHcq/+AgVJQEVy23L3fqDQDmemBjrf0ya7r5kG/JelvNIW7ORO1gnZz+wZ++Ex7mGQ2o4JXLoLbNrl9kKzV1Gmm5eCeP1uXym2w8CeQevr3Vm/BwLXaRPdCJ9M0F/cCcg4s2QTXrgtiRW2cwXCEeNpIfUIsE3cjuRFkePptD20BN+/x2nn78kwc7QM9F+0tkbGbZbpxVPT1N6/RIRCyZy/C4Uj6tVqR9P99XzbNmeuTcz4O6jk2zlw4Auw8PtPoaSBvgFyZftt++KruezZxkMNAFmKdRgQ5HitAv/c63fdFcZM7SBm4adW+OiEwKPfqINfoE9ciXvVPshKpeOLBYdN62EuGyWibAMPSb7tGzUwymRfM6n5UPTjkqKgEow8KSnE0MBZ4XIQnrO/2A7ZnVrNTX7S6QCm+pkAc60tPh8eiG0M6DVix1UdAyfKZjMUYqaEUCjgOON8q9YDPYc3PkHtaEMmwI5ko2X88thNWbtPp9xKT0V63QufmSw6lqAYcCPycftt5mcwTkV7niWxdLjK1B7zaGB5YA1sPSZ+O7IBSNAQmAvfmKXAL+6GTO2QAp774YSJwJzAc+AT4AUplvcJTCqUUfYHJwIsw9X/2/P8auWxBUYRSleoo1XyEUheN1586CbRSlFKK1krxGDqxxadATeAu4GARusHHPYomw+6zxI3+SQnTy40QljONQdZBjxPzvVPOTcs7BX1I5Etv7fu7LEefBn3JtFwD6qtmlrfExTa/dQIZnVn97vsi2/ci0KFYP0a7xR7jzP8NO+HHiSAHm6Y5ysVedteuhTkfoEPezrRMfyfi4GcflLujceEEK3gphT7d2TPDeu4BeSCzAeBP56ET/24B2c+0fH3uqzPRh03Ocvi9O8jIzNtx1xfZbBMHOQ8d1XEYhU6bFuX/qCOt69aAdDRNe1SL80v98ukgh5qkrVjaxPNzVjZsCjn7wfOTdao+z2gCPO/1Zst+7YsdVYS1lv22CzppYSSQSUJnpegEvABcJMJXDpdVJGObuPu+KLgXUb2mNn9FO0m1UuSgkyp3AC4W4evC1zjwP0QpxgGvK8U7wCAR/gya3uyC037KtlwRVpug6G+YfsP5/8b03Xyh0FEJa5jmLYGmC0kjBkiUZW7NsNeBnJK8/qtmwoCV2eTqF/KYaGx587wKsr/HOqqCfIgOF3G0n/Rle4HLv42qec24cPwXtr+2THRAm1Wm+SpEUxl02Mu0IyJGSeYgfdHR8hzjMGezWSOksVAKfSr5V5BLfKhPWf2yAeQqJ/vuvlT0PtTilXDl8iiOw2JoTsnMpc8GTYHpmdHkL0T4Sz+rGbMAABbDSURBVKmZo+G5UUpt2pCu+cJ/OMm8ZSeluBkYKcKvBU0ulSvDoGpQt6UIS53rrj9Mu/Zlv6uf31CKusDrwA6gkfiwrBdBgOFKMRl4E2ivFH1E+D3Tur0iE1NdZu2igHuBS6Buc3i/FCyInHmtGCrxPDcy3/wxmwDfZkyWj9CDuksHeLqW5jMX6HOqUpUM+Y+XL2cv80XfAA2AoUrN/x66HQePV8+nuf9y+GBv8v0K31/KWQ9LuVwJPAQ8ADwpwl4/2xBhnlI0AR4BZivFZSJMS02bvwpX19dpXP6LPJyxbsn4UaAN0FKE9dY4jd7EwfRSwP+lj+828WkgrUzzVZCmYNzfvATo0UvuxWvhyhVJ4sDvB92neDO5ZLern/99L1XR8b7nElJgLsu981eQwSRJxhKE6ctQTPCSIM+jE9FEPoa/cQKC6YSKdXSQo54zMguWJGXQkQsj5c4XRFAsLw+gZTNdzd9RIpPlCfVGs0NAp61RsEWG3+/S3pL3o4ScYR0dsnaCVWxd6goq3OWiUy0OFmi21PszGHp2ntIgIy0+K5ruczelGJpT8lCiJOzdk2ElDYAlIpm7tvkLJ5PR5g3e60zP9qwUVwH3AW1EWJh6qenNzFXU1W/jr/BSA3j6bOCZNBjMWihFeeDfQGfgChG+DJsGEVYrRVvgdmCmUvSGSrMLmk5qHK37dwXwNNqcnAPkHg59xnkzgTiNm02/+sBWAShFWeBtoAxwtgg7/W4jEJh+i/j/JvVvSQfSD+RF0zy547Hf77BoGchJ3up0mvH0XgBSraCppftUbUJx74bmc78caXnnNDXdF8H3tZwI8iPIOyAHmKbHoulU7a3Rr1BExPP25ic79yuJh9246b8VFszDx2QLIBVAPgd5jyxJx/c37aYJ8H+A+ZoF5lWQa03zZE+bbbjRrpZy65Oua5iz3AYsg6W/w4DtBR+kK1ekq4B9PrnaCZ11p5rpvgimf6UEyK1oV7+e6fZn8PS1ervoeJkv0G1r0WTnecWbCSR/3HSZBEP/hN6noNPJrQVp6YOsK6EzPr1KFibHME6Af4NKyoFcCbdv9WsAofN3NjTNW5o0HwUyG+RN0sjvB8+cAwN3282UdRKB6G0ugjxozZ4cN9tS1xFMtpXMaLi1mWWTnUxEU8M5r9zaTdE28IBiZyMvgNxp/d0eveHax2s/glSFBXOg3wLoPCEbD5MZJ8CHTj0UnV/zV5DPoMt4PwYQOtnptqx8MyPlQZ5Dn+BL+RJCJxBeAJ/dYDdTjmp2IfRBl4kg93i73/xBInsaBu6GKQ9l8nIKnm7nFa9OhGI/IfChzxuBLMuTjZ60LFxU1LSTuj2Q6rDwZ+i7JYqHeNyWrNzYtHw4TwcGoP04RwCni7BQqc/rQJ/CfqVeQj6eAswSYbeftIcB0RsyvZXiMmCcUgwGXhBBHG75DzBVpONT0NHmZ999732BCLuVohvwnVLvLYPH2qXnn+y0mbvpKaW4AyiJDtcc4Gfnq+C/hWi4ryS0qykyNdON+QAxbwj0OdX+OZv6DEx9DNrV9PtgjAgzlWIj0B74TIRFSl07Ez7pWrQfZaRSPA38Bewq9FkDeAf+swIerpzNh8mySokrRQXgMrTyLoNWPleL5MeZ9jFwUeROaqYLEd5QipnAu0ArpegthTxtlKI7cCr6peWAZA+sWYiwTqnXB8KsN2FsyfQOhDgdJDrxTOA9YA86m0je516b71J9primclYeZnJ6zmDrKUBtaH6ByNS/Amr+WaAP8Jn+t+pB9jI86AjgQqA0Wl/kfR4LHKyvq1AtG+VfAKaXAi6XUHVAHrI2ecaAtAt6owfkI2ziWmdjQe+8vwjyMwkHRNBeHhtATkxdRzCxkP3hz2vsFvMHiaJAg4/jrBLaj71FwO3koGN410pXhiD1QX7BclgoDvI3ToAWZNFNCXQgnjPRUdU2og841A2HHlHoyHqHmZaNz3z1tJR2L/RBphkgN5imK3O+nGz2l88EKeF8X8U6phMHR8Eu70yXu43C/GtvWAX9F4VBO8hTIPemI0PLnr4O5LKoyz8tWRgnwFaI162HhQtB5oH0BsnxOsA8DpDaVmdHyq3LJ96OteQqIF8WBx6dZ1O3b0YnO3gapGX+Zlje+Ok5A67fCaeNMbnCiNoqJ70MSGaUIDpx9i8gpd3IEKQF2v32Amf5d/0ahvwBgwNdSfguC+MEOD6A3b6ym0W5f+tS+Xh9+qqyhwFyMRmmAotiyR+svX7QBzKWbCBJGNhsKcnGBMgxIENA5miFPvMVuHp1Ns+8gpdnOuYJc+YItG93ZxfXtbUUeHsX194F8o7pPkhLDsYJcFwKD9kFsgvtOjgP7Tf7jvbnTD5ooELHJlT4YylIEyr8ARXSSjsF8gjIYNOy8VfOtiueX2HJJpArTdPnD3/JZ7Naofeane020GDlKAp6TLd/Jou6lJp0PwW5DOSLFNecbynw013WWQF9iCzjQ0Sh9ZlxApL6m0oZkJogDdD28W7QZ6H9oLlhFUhXaNG9MQfs3Wz9sBmkMQfsTUeRW2/4tqZlE46czx4DMh/kZZAKpukMXg7R9HkPj3/b/acyaGeBp0GWw6BtWTITL0uS5ChaXyTPGpXkvu+JsJ9+AXqNE5CmTc150Fz1Paz75BQqy+ZCT+jmv2fkqU0r6AMk20HSNsNEuSRTXujDPq9ZK55jTdMarByy3xvBO++2ESG36bAKMg1kEEh9fd3129w8k/Z19t4QlnkK7bX2kM33vdA28/oe6lQgX4P0Mt1nrug1TUD+QHC3sZNM6R8Pby+111SyFOR4eNtFBzYE+cm0TPyXcYcPkykva+BejRWrwzS9wY617PZG8M670wvszPcKXic9YeECaPGG+2cy7/ltPwomboQuX4YRyoD8YGhlE7670TKJHJVBvaegY7O4Dl1hrF9NE+BNwPZKH6jchAp/ZDgTvw7kVdM8+isvKQk/f6dnSCndsE5A+5O/CFLeNO1hjp/iXtyYktBnMjbgMWaQlm24G8cwfxJc9rXmr9dsK5pn7czrlZdBHjTdbynpNE2A/x1aoWMmNnFLefUzzYc/sshTVv0Wwy3rYP8WbpSXZV4Zgc4eU880H3Hxazyc+V6K1VhJ9H7Qrd7bCNdcpcf4NWsLvjSuWOZTnJYa6DMqoZxP8UynaQKC6dgKHRuT86cX7xSQH9LdCIliydRsYJlXrrVmZZdFIdpfXDIZD6Jg3hfQd7PTmAC5A+0FlkFUyLAz8QT70gC5E2SU6f5LSqNpAgJjjEfq1uLCP9PxEwepiE7HllVB4e158Wdw6z2CRUtNn2yMS6bjQS4HmQMNj7Y3RcrJlm05o1PK4c/Eg31pgJTTCTA6j43qBMY4AYExpuOL/5XmPa1Bppmm3R/+/RvcfsUTj2fzpsaC1LIUtK2dGx26eD4Jx9G9txXuxnHwM3E7c020JjBZFcUwTfwJKKUoI4LbaGpNyPLIhfnwM3ysU5S4085SiheBlejEiiutslqEPxOvVqpSHehUOESwi0iDMbxAyzsv/2WdetDlVZFmcxwufxCYI8IbmbabH92w4v+0jX3OdL/C0Noj6Aib9YfBE9WjHKq22CpxEUQptgEVgU0ub2sKvB8cVWFi3hC4pQM8Wi3zwe30Qlg+G/gWOAw40/qsDdRUis3kK/WV0Lll0bjZ0XoYigvsX5h9L1Sqw38LK1Ol6AhcADT0q32tyJkHvCvC237V69yWL6GnHeAUrjg6oWqLrRK3kK4SbwLcFhw54UEP7jkToO9hsH1HZoPbabbzeS8RitSnFCWB6milbpX9q0f9YSg+sEt2MbwurPg30A3yFP0pD0Oz8+Hnr2Ds/rB1i49EHAL84mN9jrDGdEATgWgmREnEvqLEU0IpagLlgaWBUhQqGtaF1/qL8E0mtaQ72xFhD/oB/gWYBqDUjIaQ2z3KD0PxgdPssWUXpRgPU6ZDl+7wdC3rpdwW+ozz2bQVmhL3GwVNUYfVhNt3wYOlo5YQ5W+YNsoHWdBHiZu7vPYCkE9N0+wj76VAdoDsZ5oWTc++e1IyfFk7bfa1fAvkXOibMohcZu1LCZC/SDhFmS3FfpxeuBKajIrq4bB4Jp6Ppv/f3rnHWFVdcfhb+HYKWgXBVMqbRqGAWEXHGMCGoLalPERB1MSaWEh81EekWLQ1VWvUQEQLQaRt0iGRTmWkBk1LhJYqSpRHEYuAKFVQQR6KxSoCq3/sM965954z3rlzzz1nn1lfsnN5nDl33X33/M7aa629Ny6+mxX6Aju04Di2pMh58ye/AF98ARvWxJvwastEhb/W/lyVbSIf3xVzaOs04BMtSG77QVgo6o9dYcQK1UVjkrQsChPxHOcBj8RoS7UZCERVIyRCkPCqx/2C/yZpe7JKc+EvEY6GM3rHFed1oYhhs+Gs40VW1Pn3oE5/IrOQNi/ibtANuB+GD4WX9oq8ttGvQRfJAFIm4gE7cRUsRow0k+ybCtdtgcn78z31uw/DzUta854hVTGT/CsjTX8is5A2LeIhg+5ymHy2X4MukoHA3KSNCGEnLnRlVBkRvgfcAmcOhsVH53vqNy2B82aJXDoBTmzvxKylXvTAB4pDEb6VkYaFou4+DD+pT9qyKNq0iIfHv3wbdJGk1RP/EOictBFtDRFqgAXATapsh/3QZIw7h2aiwp9HtWQxlgjHABcDV8LQ8b6FIgoJD0VN+yf8aJYIL6uyK2kbC2kLIn5S9H/7F/8qBRFOxT28/pO0LSHsxEQ8CR4GXtXIxTf974MZnUpxaIJ1AEOBK4GxwFZgIaz6CxwY61MoIoywUJQI3wYWijBClUOJGBZBu6QNiJmv8cQb419N8W/QhTAAWK+KJm1ICDtxC4GMKiHCZcBlwI3RV0U5NJ16BPdoJ8JFIjyOq/9+GCfe56pyviozYdXtrgqm8XcqhTXV5XMPbiuPB5M2pJC24Ik3I+Jh8a/pX0LXh6pkX1wMBNYnbUQEe4H2LdzTxigTEToBTwITVfk4+sqohN7ng0RWPwnnXIL77hYCF6mypfAO8S+BTw5VDotwFfCaSHMzmuojrsA9m4gwFrhGlcj6ztzqrMZB99jncE5vYKRvda65zzLkYtjzLjwzIY2/QCLsAIa42KwRFyII0ABsUmVq89d26A4/WA9Pts85NL8ErgdmvA7zrlRlY+xGpxwRBgFLgeGqbEjaHmjznnhx/CuI99UD80W4JqUhiSJCKm1OB630UupW4+yccjx80CDy1qaseGop5XqgOy523SzOix75OjxSC0dwkdabcNWge3abgDtUWSfCrUCDCOc2P7upmlHJLxuNbwmtXgC6qoyfOzFYsn9f0p+hdJvTf4q7Lb2vZl9r7+BUpn5ZGkNpaaCzQJ8FbZe0LZlNbAbTw7tgWj+R2jr399JQ5TNgFDBBhOvjsrGy+FBpE1XS2f++JK3KCiIduruxfvlyuPNlWDFblTdKv8OG6RlOTLaYXH+OWxaiIXcAJwOJ900mwymVWDmmykdBVn+FSP1BmDnSCWU5iyCqQVRi6tNKbi/aSnx40PhJxKEbk0R++PvSx3x2E5Mt5esOMVHloAhXAK+KsFqVVq12bRVJTwXimepUbloIfxgHtx5KewggPFQxeQ9s/Qh0TNL2ORtHPW/T9bj61kIhSfQnaC3oThe+Sub4wUx64tEe3/Bxwb7hW3H7hn/1qkqExzp3DCw9qjgEsGGmSO2BtHjnUV4UzOkCLAhmFT9TLSqMj438fZnlCNw2GG75AB49PbV7M3uLzXIqS1R/Dh0jwhLgHZx2vA00wNblMPogzOlZ7eMHMyriUaGF1X8FHgd6Be2Kxj+LcJh8cQ/+3K1H8Ze5G+g3EuaekKbzIiM2PdomwtnAY8AaEa5SZXXctoRPR2/eAfUT4Lj50LEvLF2Q9MMvO+zf59vGTelm357w/ly/DHgC6Bm0YUAvqDsD5lDs7FVhC4+kpy3xTIVaVgUBKqAdQYeATgSdDvo70H/ALw4UT6umq49TV9AJwannd8adVW9uOgp6A6gm3R9ZaaCnwOZNMHl32sN+PjSnBZs3wpS9pWvI5X93121T+JXCPcHriJfitjeTnngZx4kpzr3eTcFp9yKzusO7L+RPk7YcgpqCvkv/1FWVp0R4GagDRopwrWplj9AK6uwvg9pLmpner63ke7ZlRPgG8Bz0WQwLZsO/2nxSsjWI0BFYBn0WQd08WFdif+7YDhuB+cC95LTize+KdOge5/eQ6RWblaJ4VefhGlg2uniqNWKB6srU734YCO003GqOyao0VOCeXXCLS24APoCrj8DcC8L6CFb+FPgvcLx6tio2TYhwHHwVn70hcEZifs+meY7kc0GVJCfgPAtMb0l/un4Zsh6eaV91XUh66uJjy8qiFdDzQbeCzgOtKePnBXQY6ELQfcF9BpfSR0GIZUDSfeBrC85QXQT6J9CjqvOe2Rj3Ef3ZEXQ96P2gUt49frwyP3zY2MYsi9P2TIZT4iYr9bSqvFJO0lOEk4BrgSnBP83BeYKf5O5dUh8NIr0bdaUWEdoB83Au3yhVDlfnPS98NIv777fGA89n19twIGT2GXNyOeknoLV0tPyk56k9wupdQQcH3vY+0KdAh5bvtaiCzkj6c/vWgtnPDNCV5cyeSnyPY0EHgV4H+hjoi6CfwrT/hXuaU/cH100KlvsXjYmkaqhL+Kyt9sDzP2P1ZyoWEze+QoRu8GY9zOkPDzQpn7xtF9z2PnznFNyRb/NV2Vn++3ToDre/Awf2wYvP+TiLSQoRpgPjgWEaubahRferwe0/fzYwOHg9ExdnX4NLQq8B1kHt47B0UrGnefXfoGEp7ti984ETgFeCtgpGfwjtGwpWP26FxYmW5FbOA296z8L8WRXGdtJPQmvpanDhgvDSwPHLKxF7zXJcNf7vRm8EfQu0S5k//03Q4aC3g9aB/hv0M9DXghnWlCBPcmJrvjvQb4GOBX0IdAXc82XaSnIr6YEn3SwmbhTQ+fTw0sBDqhWJvWb6XNPYEGESMBV3IMOHJVzfhZxn3fjaCViH865fwJ3Os1FLPJyj1FyQurLVRUFD5I3lUDMs/241wPcniHAWsAXYHLQtwGZV9pZiUznE4YEniYm4UUDUatdKJWdseXgp5JfyHSXwYD/oOUyVbfnXIbg9w5uK9WDgGHKhkHpcSelbqhxpjV0Rq4K/hvd3hI+pF58GHgH6AH2BS4FbgL4iHCRf3BsFfou2YuuIrAk4mIgbRYQdWVfJ/U3ifkj4T8SWBdvh+c9F3j8LJ9SNYj0I+Ixc/PqJ4PW99AhU1JhaPTV4KL3a9OrgwXQaTtgbBX5i8NpLhD2EeO/A22GzitwDsWs36NEfxtbBeZkQcLDFPkYIcSZnIrb4TDzJlSZEauvCE4gPHYJ7t5HzsNcCa1XZlYCZLaJSYyoor+xKvsA3tjOA7eQJfP1+WPJr+G23rI43E3Gj6iSSwfcIkXHL4Onhxf8zfoVq/dDqW+QHIhwL9CBP4O8YDfd29nV1dSlYOMWoOuXFVdsSUSGnHe8lZJAXBKGUTUEDQOSdvlDTOf/KbOVgMns8m2H4ix2TVjkaH4hNyVYOxsIphpFCLORUGdpCDsZE3DCMTJP1B6KJuGEYhsdYTNwwDMNjTMQNwzA8xkTcMAzDY0zEDcMwPMZE3DAMw2NMxA3DMDzGRNwwDMNjTMQNwzA8xkTcMAzDY0zEDcMwPMZE3DAMw2NMxA3DMDzGRNwwDMNjTMQNwzA8xkTcMAzDY0zEDcMwPMZE3DAMw2NMxA3DMDzm//+lR3jWBvr3AAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -643,25 +616,114 @@ } ], "source": [ - "do(rep_nn_tsp, Cities(200))" + "do(rep_nn_tsp, Cities(2000))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "That's encouraging; it found the optimal tour for `Cities(10)` and it improved the `Cities(200)` tour by 10%, although it does take *k* times longer to run. But there are still some obvious flaws in the 200 city tour, which gives me another idea.\n", + "That's encouraging; it found the optimal tour for `Cities(10)` and it improved the `Cities(2000)` tour by 4%, although it does take *k* times longer to run. \n", "\n", + "# Real Cities" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Random cities are boring to look at; I thought it would be fun to work on some *real* cities. I found a web page (now 404, but a copy is [here](https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm)) that lists coordinates of over 10,000 cities in the USA, in this format:\n", "\n", - "# Improving Tours\n", + " [TCL] 33.23 87.62 Tuscaloosa,AL\n", + " [FLG] 35.13 111.67 Flagstaff,AZ\n", + " [PHX] 33.43 112.02 Phoenix,AZ\n", "\n", - "The nearest neighbor algorithm sometimes makes obvious mistakes. Consider this tour:" + "I define the function `parse_cities` to take an iterable of lines and build a `City` out of each line that matches the format (excluding Alaska and Hawaii)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def continental_USA(line): \n", + " \"Is this a line of the form '[TLA] long lat City,ST'?\"\n", + " return line.startswith('[') and ',AK' not in line and ',HI' not in line\n", + " \n", + "def parse_cities(lines, keep=continental_USA, long_scale=-48, lat_scale=69):\n", + " \"\"\"Make a set of Cities from lines of text.\"\"\"\n", + " return frozenset(City(long_scale * ncol(line, 2), lat_scale * ncol(line, 1))\n", + " for line in lines if keep(line))\n", + "\n", + "def ncol(line, n): \"The number in the nth column\"; return float(line.split()[n])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You might be wondering about the `long_scale=-48, lat_scale=69` part. The issue is that we have latitude and longitude for cities, and we want to compute the distance between cities. To do that accurately requires [complicated trigonometry](http://en.wikipedia.org/wiki/Haversine_formula). But we can get an approximation by assuming that latitude and longitude are on a flat rectangular grid. (This is a bad approximation if you're talking about distances of 10,000 miles, but close enough for distances of 100 miles, as long as you're not too near the poles.) I took the latitude of the center of the USA (Wichita, KS: latitude 37.65) and plugged it into a [Length Of A Degree Of Latitude\n", + "And Longitude Calculator](http://www.csgnetwork.com/degreelenllavcalc.html) to find that, in Wichita, one degree of latitude is 69 miles, and one degree of longitude is 48 miles. (It is -48 rather than +48 because the USA is west of the prime meridian.) \n", + "\n", + "I also found a [blog post](http://www.randalolson.com/2015/03/08/computing-the-optimal-road-trip-across-the-u-s/) by Randal S. Olson, who chose 50 landmarks across the USA and found a tour based on actual road-travel distances, not straight-line distance; I would need a new `distance` function to handle that. William Cook provides an\n", + "analysis, and a [tour that is shorter](http://www.math.uwaterloo.ca/tsp/usa50/index.html) than Randal's.\n", + "\n", + "Now let's fetch the file (with a shell command); parse it; and find a baseline nearest neighbor tour:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, + "outputs": [], + "source": [ + "! [ -e latlong.htm ] || curl -O https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nn: 1089 cities ⇒ tour length 52879 (in 0.170 sec)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "USA = parse_cities(open('latlong.htm'))\n", + "\n", + "do(nn_tsp, USA)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Improving Bad Links\n", + "\n", + "There are some obviously bad (long) links in this tour. \n", + "To understand the problem and how we might fix it, consider this simpler tour:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -674,7 +736,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -691,14 +753,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Starting at the upper left, the tour goes to the right, picking up the 5 cities in a line, jogs downward, and continues to the right, picking up the remaining 5 cities. But then it has a long diagonal link back to the start. Once you've seen this a few times it becomes clear: *any time a tour has an \"X\" where two links cross, we can shorten the tour by uncrossing the \"X\".* (This is true because of the [triangle inequality](https://en.wikipedia.org/wiki/Triangle_inequality).)\n", + "Starting at the upper left, the tour goes to the right, picking up the 5 cities in a line, jogs downward, and continues to the right, picking up the remaining 5 cities. But then it has a long diagonal link back to the start. Once you've seen this type of configuration a few times it becomes clear: *any time a tour has an \"X\" where two links cross, we can shorten the tour by uncrossing the \"X\".* \n", "\n", "You can think of uncrossing the X as deleting two links and adding two new ones. Or you can think of it as **reversing a segment**: this tour visits the bottom 5 cities in left-to-right order; let's reverse that segment and visit them in right-to-left order:" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -707,7 +769,7 @@ "15.299342436137655" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -715,7 +777,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -737,12 +799,42 @@ "source": [ "That's an improvement! \n", "\n", - "It is difficult to get nearest neighbors to avoid making mistakes (like crossing an X), because when it is part-way through the tour, it doesn't know where the future rest of the tour will be. So, rather than trying to solve the difficult task of avoiding the mistakes, the **improvement strategy** says to go ahead and create the complete tour, mistakes and all, and then do the much easier task of fixing the mistakes. Why is it easier to fix the mistakes? Because we can propose a change to the tour and get a definitive answer: either the change makes the whole tour shorter or it doesn't. The changes we propose will all consist of reversing segments; here is how we can check if reversing an arbitrary segment would be an improvement, and if it is, go ahead and do the reversal:" + "Below is a diagram to explain why uncrossing the X is *always* an improvement. The four cities that form the cross are marked with red diamonds. The crossed lines that we will remove are dotted blue; the lines we will add are red. We can see that two red-and-blue triangles are formed, and by the [triangle inequality](https://en.wikipedia.org/wiki/Triangle_inequality) each red line is shorter than the two parts of the blue lines that make up the rest of the triangle." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_tour([tour[4], tour[5]], 'r:'); plot_tour([tour[5], tour[0]], 'b:')\n", + "plot_tour([tour[0], tour[9]], 'r:'); plot_tour([tour[9], tour[4]], 'b:')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is difficult to get nearest neighbors to avoid mistakes (like crossing an X), because in the middle of the tour, when the algorithm is forced to make a choice, it doesn't know where the rest of the tour will end up. So, rather than tackling the difficult task of *avoiding* the mistakes, the **iterative improvement strategy** says to go ahead and make mistakes, finish the tour, and then do the much easier task of *fixing* the mistakes. Why is it easier to fix the mistakes? Because we can see the whole tour, so we can propose a change and get a definitive answer: either the change makes the whole tour shorter or it doesn't. The strategy is called *iterative* because we do multiple improvements, if possible.\n", + "\n", + "The changes we propose will all consist of reversing segments; here is how we can check if reversing an arbitrary segment would be an improvement, and if it is, go ahead and do the reversal:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -765,7 +857,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -794,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -803,7 +895,7 @@ "[(1, 5), (0, 4), (2, 5), (1, 4), (0, 3), (3, 5), (2, 4), (1, 3), (0, 2)]" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -823,7 +915,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -837,16 +929,9 @@ " for start in sample(cities, k))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can see that `improve_tour` does indeed fix the 10 cities problem:" - ] - }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -860,7 +945,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -871,112 +956,78 @@ "do(improve_nn_tsp, cities10)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The nearest neighbor algorithm on these 200 cities has a lot of X crossing mistakes, which `improve_tour` successfully uncrosses:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nn: 200 cities ⇒ tour length 11477 (in 0.007 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(nn_tsp, Cities(200))" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "improve_nn: 200 cities ⇒ tour length 9523 (in 0.118 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(improve_nn_tsp, Cities(200))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Can we do even better by improving several repetitions and taking the best?" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rep_improve_nn: 200 cities ⇒ tour length 9396 (in 0.325 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(rep_improve_nn_tsp, Cities(200))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Yes we can! Note that `rep_improve_nn_tsp` takes a default value of *k*=5 repetitions. Could we do better still by trying more repetitions? Maybe, but there's a problem: `do` doesn't accept extra arguments. I could modify `do`, but instead I'll define a [higher-order function](https://en.wikipedia.org/wiki/Higher-order_function), `bind`, so that `bind(rep_improve_nn_tsp, 5)` creates a new function that calls `rep_improve_nn_tsp` with one extra argument (*k*) bound to 5. (My `bind` is similar to `functools.partial`, but does a better job with the function name of the newly created function.)" - ] - }, { "cell_type": "code", "execution_count": 31, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "improve_nn: 1089 cities ⇒ tour length 45489 (in 2.668 sec)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "do(improve_nn_tsp, USA)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Not bad! A single call to `improve_tour` fixes the `cities10` problem, and on the USA map, uncrosses every X and saves over 7000 miles of travel! Let's try repetitions:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rep_improve_nn: 1089 cities ⇒ tour length 44901 (in 15.133 sec)\n" + ] + }, + { + "data": { + "image/png": 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wdSfIXmHONpuZDxsXwcnj4bVTSk9kOo9RnZJuk7iUcKIXnoTZHWwLvAA8pcqcUAXLYJxIoM9gghh1VWWpP+W4KmKePsuxy24/Gib2CPsZMdFI+RATjfVKxww68v95wGuq7JtaOUVjR+Mm0Gh/WLIAamxJox29pBDhGqCxKtd4k19OrvFBfaJFdJ/sdD307o2JYvwo8KTaYFUWi8Vi8YEM2AksXhl2VrIL4b9/+lzkNbBfPfjyEOg8zAefpCqY3b+TgMM9nPy2w8wmkjZbdJ8w39zCbIY91wL6tIfHT4WCzdC6vrtJ0yHHiLCfKrOSKz/9zEvVHNMxHhgvQgvgEuBTEWZhdgffVmVbmDJmEs4O61vAfOAoVbb6V1qY/lfBmZXHQoRawNuYQ++vKqkAOiwBmosgMf4fF5G7eCL0BHqocmKy+aUR9fFwJ9CYvb42DG55AApmlTjb9A0R9sPskM8XYSTwkCrL0nV8tFgsFkvmUaX8r6QPqmwAXoNU/FbKRoRjgMHAWbDAmdSLl/lXx/g+HQ4c6fHuR3dMIJMUtnfdJsy3Ypq96POeHLjie5j8ulESI9kCbF0HTBRhkgjdnF20cilWQCf2gDeONZ9dPjJ/Tx9UWajKEGBX4GmgH7BIhDuc4zksZSDCocDXwJtAd38VQIAmTcNTxIrM/iLx/xzCIpzxZiywFrgklpm4M7YqUNfD4t8A2jrH3mQ6PhwUf/YecN9zqm92UJ3SM1KZU2WWKhcArTHv6RkiP70KZ3ya7uOjxWKxWDKDjFICHZ4ELo1XsYgHkZxckfajRc79AvInwNhrIadKaYXk5OkiOUckXw5ZmN2PBkAnVe8mFc5k72xMZMsUKCvCX+RnrTqOD1BB8SS3yKTp1S5ALkZBGgQsEOFGEXYulreozc+YZD6LVrjddmzyhqdWJ39QZZsqr6pyLHAsUBv4ToR3RThVhKpQsq5txokcOi663pUHEXphfNIuV+Wu1BYs4qX+zuEpYrdPh5u2lX5G/I926fS/0Rjlrpcq/5RzyVKguVflOz5tLwMXepVnPLiPLSnjcWAYAI6gnABeqixRZRCwOzy6Fzy2azqPjz61vcVisVh8ICPMQSNR5UcRlgEnY0ycUiKGv9DN0GoGDGkF92MUnyrAsGxYO0Ek54BETXBEqAe8C8wFLlblr1RlL0FHoECVBallU1aEv8jPlcvjiOT3CvCKCP8B+gNzRRgPz7wBXR6MbvOrO0KV2mGbziWLKr8AA0UYglHGhwCPi0wdC926weO5ZjPmv8DtVKRAOvHgKCR3A6cDxyZjKpxkuZ3huvrQb2Fp/yt/FTERWkLHa2H6qdD5/CCjXTom589ilJdT4hxvlgDNgBkeivIc8JYIw+NQQlPGx2BVnu4EOot2bSG+QEiqrBf5dX06j48VNVCYxWKxVFjCPqgwmWQOeNb3vckr1uHER66GwRp9mO9ghQEJH1wM2gx0Fui9ZR1CXnxodbeED60GfRH0itTbw+0Q48EKsyM+kzvUGLQ+6LUwZJN7m3dY5f73o14Ou88l2U9bQ7+5xXW6RdPxIOwA2mFH53Dwj0HrB1huI9BloMeGcCB8VdAvQAeF0N4C+qhTflYC1z0LeqkP8nwPenwwdffnsHnQn0Bbu/8v8XEb9BDQ6elQt3Rve5tssskmm/xJGbcT6DAWeFCE3VWZn1pWu8TwF8rJNj5wJX3jzgfatBOhpcax6+YcgP0+8Kgq98f+XnyrqG6BAWDjauBUSD1yXfTuXrN94K8DYfNP0GcnqLMC+ixMdidDlXXAfSK/nARZx0T/NwuoMx/6bopug+s3wbMHibCPehBBNUhU+VFk5VLI2sP8pciUNpIsIK+NCFmqpWwWM5LoPrp1Ezy6H+w+ARis3u+Ax5CBKsAoYKQqk4M8EN7hWmAb8HCAZRZFCL4LaA90SLBPeWoOGsGzwMWY4yl8xrdAPK47gSnsfpVrCloatyM4Lg/EtDg+wg+CZLFYLJb4yUglUJU/RHgeuAwz2UoK46O36+7u5o+/iTHfi/x7FtAC2Po3MFWEAmAM8Koqa0yekRPgv/+Ehw6Clteo8kLZ0sTyh9v4pAhnqbI51oQD3nsYTvxalVXJtkUkJSL8vQu8ocr/vMjbsGKZe5uvWQiTe5Q0L4XHOgCfiXC1KmO8kyMIIs1ri0xpS9a7Tl1gqQjjMIrL5xrAOY9+4N5HB62Blx9U3RiIAugwGMgGbgmwTABEaIPxhT04hPs4BDgFOEZNsJdEWIJRTrzmZeAuEXYuGif9Y9NvPp3vGsMnMOnIs0dgAufETWnz+xb7QM8nVF8oTCQfPzDm3nXrBnG2rsVisVg8IuytyGQTaCvQNaA7xH9NpNlOx9dhzk/w42vQK4b540CFwhKmLZ02mny0OuhJoGNAfwOdAO9fBb0KovO6eHl85kHdJkWb0RSl6zeBbgEthIFL3c1trl4C2tundj4BdFpZZqyJ5+lmclq2iSnoAaBzQJ8CrRV2/0uuroVOnypdb9BdQK8BnQm6APRm0BZhy594fcM3CQNtC7oadLfg66+1HNPvHiGUfTXoPNBdkrz+ONCPfJJtlN+mseYZmrcALlubyNhSdp7ZuXDkyzB0e0lTT9C9of9C93H79EllyCmgq0B3TbG+nZ3xokrQfa2EHHuDfgU/fwUXFHrV9jbZZJNNNvmbQhcgJeHR90HPj++7bopH33Xm79m50G4B3OT4bRVGfCc/4udzN0L2ES5y1AHtAQOXJTsBLmvy7PgX7Q4XTY/+f6Ejb8/tcPQrfrxsQauAzgU93Nt8E/fRAs0BfdVRSncPu/8lV9fW46DtuFj1diaIBzk+XWtBPwG9ALRO2PWIr66xFjNiT4q9LV9zQAtAzwin/vqg00c9WzSJs9xLzEJR8ooF6L6gc3yS70jQ2X61C2hDJ/8h5nkbtAwu/CkV/0/3d8YFhfDlPaA/gi6Hvj8nOuaD7gG62IM6C+gPoKcE188iF1IPHwNf3OmMU/3Mu6Lo/33nQv95VgG0ySabbErfFLoAKQmPdgH9Kr7vlr1DUTx5LVKshjmfHVbHq6ikMgE2L8+LV5S1ihpdh0ItHbjGn1VX0KtA0yI4izPx6efs9JwZtjw+17UmaDfQ8Zjd5lGgx4a98l+2zMeODXonMHpieuVC+OHFkO5XR9CloPUCLre7U25KCyOg2aBb/VDUnOd2Dmh7H/KuDzod9NaIvy0CbZVavrHeGf3mgh5tFufcFMWr/4IL/1OGvBeCvuRR3c8F/SyYfuZW1yu3wlC3hdE9nT4Z6GKITTbZZJNN8afQBUhJeLQa6GLQNuV/t2wFzbzwJyqcqsU7grOLdv9y45MnNVM4+OFFuPD72LtEkS/h4CJNgtYFXQ/aJOx7HiHTwRizyf+C1ghbngDq2wh0oDPZLQS9teQkN5Xosh7JKDBrEly+PiiTMPeJaa+CEOq+kzMWBRIFM6LcrqArQPfzKL/f/FJiQa8D/Z/Hee6IiT56d5HCgbHM2ApaNbW841vUK23V8PWjoF8Sw2wdE4W1v0f1r+aMg+3872vxv98cpX+hV/3SJptssskm71PoAqRcATQf9Onyv1feTmD2EXDeP+6+gfEqcYn7ukXUQ5yXeV75ZbQbDaevj2eC4mE7PwF6S9j3u4RMO4G+Bfo1Ifh/hVRnAW3jKL+rQT8DvQhO2C/ZvuehbFeDToU9dg/qOIZ08EF06j4G9NGAyzwe41sWc9cpiTxngh7ok7yNHSUzx6P8cpxn/6HIHSdngejHsPoWxoT+NadPlNoJA/3FyzYG7Q/6lv/9LTFLF9AnQQf7LZdNNtlkk03JpSpkPP3eh2G9Rc7+VKT9aBOd0I2Z+eaA6KKI6VuA6/+GbXVEzpgEeS/A0Cqlj4R4jXhDXJuomm93gs5joNtk8/l2vAfl7g7UhLIP0VbdWKg6pSesnECp6O++RmJ7HLhMhBo+5Z8wqvyKOXz8VeAbEU4JWSTfcZ7baapchTnY+0HgNDjkB/cohXnDg5BLhP9gIlOepzp3vuqUnqpvdjCffh4UHX5YehHOBQ4Crg+wzKOAF4HTVfnBw6yX4M8xEaiyEpgEnJtqXiLUASYA3wODVNGIf+8LzE61DPd3Rt9yj2RQExG2N2ZMH1ZC7p2BxsDM1OX7l5FAO+c4Ih8pinQcSZnvnA+A4/2VyWKxZCoiOblm3n7GpLLn7xbfCFsLTSUluvMWbbbTdhxcsKX0zl9hiVXOmwLZVXBWc0f6VXePZPwY9Lyw73sM2do75nj3FO9EhWMWGU79z/48yJ3hEm1fB+PvFXjfgDM+CnMnELSpsyN7cHB1/jf6aUdv883ONcE8LvvFr+cG3rgArl2byrMJWht0smNWWSX6f9m5cOlM6FfgRR2SCWAVIWdjjOn2eRF/6wr6ng99Yijoc/72O7d3zsC/4ct7S94HR6Yc0E2gWX7KZZNNNmVeCmMOa5PLfQhbgJSET8EULPa1t5T4vVPcPoGp1UXHg56b2DXJT1CSlPF00Clh3/cy5GsAsybDlb9XtoElTLNI0P/hsa9XnOV2gYK1cNHSMO63Y/b3IejQAOt8gGMC6mlEyCBeyF6UgTmC40PQFyjh85eOkwrnfq3BCYgDej/oTT6UUx/jt93U3/qUfOcMPgzj/zgBerYuufgG+inoSWG1v0022ZR+qeyI/MG6clT2FLoAKQmfUjTOWNfeFNEZ3Y+E8L4eWgN0A2j9sNu0HDmrYaLuHRS2LLFlbJ8WPmLB1zs7F/p6dj5aAn3iPIyPU6Cr/aA9QVeCHhz0YkiEDFeATgWt5l8Z7LifMXfeEXMe23LQs70vx/9FhOR97Iru7xmfmLNSp/+fW5uni3+oSz85CQpWw3Hj4LoNcPqHPkVxfhj0vhDqVx2+fQoG/lV6/PnyXtD/htn+NtlkU/ok98W6SCu8YI6TssmkaokZj6YbRT4KkT5B8frFxbp20kLoVmjymJnvrz/Tv7QH5qiyLoCykkaVv0WmvAIvvyqyfLFpw8DaKE4ax/AR22NvEUQ1yneoArFxGRT8Bee8CzVqB9F/RWgJPAIcp1rKWcg3ROiH8T/soMps2AjQM5iyc3KNn2XL3aFFa6h1gupNf/tTVtYJban91itsrXkOWV2/ZfwGOO06VV7zvrQgfCsTL8O0d5ePiv1dtwCX/wFvNYOSfTt8/1B3cmZDd4E3uzp16Ax9PxLJiddfPF4eBKaJcIcqv3mYb5mo8pfIlVkwsVppn+Rz94P/2z0oWSwWS7qTN7x0/IJbgfuBa/AxroXFhQxXAmfmQ9/DoicI5Tvul3NtJ9Uphb6KXZrjMU70aY2ZkJ1+FjzRArJaOW12mA+TmRSIpdw33QOYKcJzwIuqrAlFPP/oCq3mqb4TSHAcEaoDLwPDVZkWRJlOuTcCFwNHqbIgqHJN2W4KSd9n/ej/IlknHEKtCe+zXnYCPmBLjeO4cOfv+GNl6eAcXpDKgpqfZbhNGJ5sBfOHU0rxj5X/+tUpi54SecPhgQalFaQClzokjyqLRXgX6Avc7VW+8RFLAa+xA7CjCC1UWRisTBaLJf2INVb8Rfzzd4tnhL0VmWoqNhW6dj10m5iYf0k4ZmSl5dDvQY8Muy3LlzM9za1K31N3vyDQozAHrv8G+jroifx74HNmB5LBHBVxVoDl3QX6DgEdBo05GuNu0FmEdF5lUP0f2LEttf8oeQbMetC21P4D2NH7uqWnT2AiJv/u+fffYEwxtU9JH8Lg+k3ybguJl6X7Y86NdD2j0L86xn42HP/NvmG0vU022ZQ+CbQKXFAQY6xYkIlzr0xPGb4TCM4KfE8RxgKvq1KY6LX+SBYfIjQEWgFTw5QjPtLV3KoY1Y2FIjmdzCp74yYlzCILgc9EqIsJU38LFDwHPWvBfTtF7O4ktLtZbCK4S5MwTGRFOBBoCbwVUHmdgF5AG1X/zWtFqII5ouRg4GhV1vpdpjvB9P/94KlX2FpzpxJ/3wl4ha01T4WngHO8LDP6uelwNnz9f/D1YC/7sSnj9j5w13vw89T4npX4dw9jPfuF3L24AAAgAElEQVTwWH3gv0B/Ea5S5fNgn9kgdlkNqswQ4QfgfOBpr/OPTZlWOYcDZwIjgpPHYrGkE+Y9/uMYkKYwFLid4rHi0kUws0P6WJRVIsLWQr1KmINp+4UtR2IyZ+dC9y9g8Jp4dqDC3rHKhJ3AxOt00v+516nPNGf34FTQQ0FzQWu735PQD2l/Fh8iDsYoqyHoMjw+nqCM8qpjDt3+FI8OGU9eloq7E1iizb8BPcynvAeCPhP/97Nz4fL1qT5fzk7yOaCLTGCZ3oVBPbNBjxHG4mHeQjh8TJDvCjglD4b9VdKyBnRnx/qiut8y2GSTTemXjMWVjoLBK834V6gmKugwhXyF1uPClrGyptAF8Kwi6HDQYYlfF45ildwZh2ErG+HL4H2dYplqDSjEHH3wDui3ZvKof4BuBi0A/Qr0bXOumpti0D6oc+rqg/4KunMAZVUBnQB6Z0B1q2XaWN8F3SH8vuLW/8/3xYQFap9wCPW2FymC60EPod52qH1CAO3+Oj5EIHXyngx6amLX/PKtOQ8ydbN90Npw8U9BL2YF6Xpgygr+mBzQ/UB/ifG/70CP8rN8m2yyKf2Ss5D7MuhEOPOToEzjbYovZbw5aARrMSZxcRMj0ENAgU7cAh6MaAVNp4mwpPT3+zWHoTv6HVygLKLNrdp1hhXz4J2emb2FH8tU6/svVLko8psiCJANNAQamc+/73I3EezYXYQjgCURaWmJ39eoJmdOWWzO1uYwqLIeRmXBRr+D3VwF1ANu9iPzaBO9dathRHPYewlwvirb/CgzEUqbGzZuAld+rjqq0PuytrwvknXSCU500LPJ2f4df5ysuuV9r8tyYTGwm9eZilAPOAj4OIFr6sBe+8DrDVXZmqoMqmwVWb8uaLP2YF0P8obDnbVCeFc0A7d3FwDvAycAn/lYfkqEbdZvsVQ0RKiBCSC3A3AqLHs2KNN4S3xUJCVwHXBIYpfEUsSCUKxi+RctnQtcUvr7y56BrLalvx+sP16xD+ZX98Gok6Dz/0TaZ/ALM/4Is47CttFJ8wFEpp8BW/YqPahNfgVj+N7cSc2AfYDjIv6WJcJSSiuHkQrj+pKKovvixW9+hJyPKJP/YI5laKvKX97n71an6zfCm71Ul4euABYROZkXYRdglgi3qLLM+7K2vC8ijU+g8etzmdFAtUEQCiDAIsCPsP4nApMTVOYOB37wQgEsJnLhZxHwPCYy3cpckZzczBzHIgnNd7s5sZXAD4CHMWNI2hHugrDFUvEQoSYwFtgOnK7KnyKpRPS3+EFFUgLXAg0Su6Rps/ACncTagVowT5XpJb8tUjAPtrRNh/Dn5oV5dg/47y6QtW8mvzDLCSQTB7EGtZ+GqAlSVBDrShFqY5TD5hGpNXBqxO/VHUUxQjns2tmEyQ9m8cLsxvAKcIX6FubdbUHmnhz44TZCDt4UC1VWiPAscBPQz58y9DcRugKrRaimii9nEpZgMdDBh3xPA8YneM2xwGRvxSh6Zoe0gucwZ1RlAVta+HR+X8AEF4imBM0wi1cu7LkCzs0Tmfs5LF6UfouGYS4IWywVCxF2AMYBm4DuRQvHpedbe7aGE25SfbEwTHkrNWHbo3qVQA8B/S7O7zYDvQvy/wgr0Ik3PoH9NsCcmTDgkCD9GitigJjU76U//j6g2aD7gB7nBKq5Ba5eHqRdPehI0Of8bcPgwuh73DYNQNeBtvC5nHmg+wRUp4NAp3mcZw0nOEij+L5f9ExdtwFO/9DrMc3Jf0FFHMfC8t0GfQ70knSRJ06ZBbSz6WeaceOPTTalWwLNAv0YE9CtWjnfvRH0ybBlrsypIu0ErqOcnUAR2gJXY3wTXoRqx0Hf/4WxNZ3oDlTs8Oc9+0O1KTCxWnBmLOl/VESQ+Onvo8om4GcnASDy9e6wpUcQK/0idAfaYXy5fCS03YuUUGWtCI9jTH8vKu/7KTAdOICIfuAji/DeJ/Bo4BdVVpX3RRfTvM5e79CZ8fSMQshqEf2fzB/Hot8Ve+dBo1z4+LgAdt5i7ASm5y6bCEcDt8P8pvDdn5k4/lgs6YQI2cC7GAuoi1X5p5xLXgWminCFBmPlYilJ2FqoVwk0B3STy9+rgZ4F+iXoQkyI8rrF/8/OhasXQ58ZmXhQeBi7cnYnMOx7HszKOmgr0DWgbSpKnfyRXXd02mlPH8u4GfSOgOojoFtBsz3M8xHQIfF9N6ijOGKVc80q0EPD7lce3svPQXsHUNZs0LzSf0+vXX7Q9qAfgRbAB4Og13yYrTBYM3H8scmmdEigdUGngD4FWiWB674BPS5s+StrqkA7gTn1YFBtkZmfwPKlsMs98MbxwBUYH5cHgPFaYrXBrJqyChigytfBy50qsXblWu4hgqj6cZi3mx/c0H/glu+9L8tSktT9GMsnIqrXcFWmeZVvLIrrtORuOPJMmPwqTL8pvfyG3FHlNxEeAm4BuvtUzHT83Wn8F1VUhMUYn9TZqebnRNU9DTglviuCsjSI5c97wdPAGyJ8CQxRje3Xm+449/JGYLQIr6jyp4/FxdgJTI9dfscS6FZMgK7bgRfglpEw0bn/VwD3Y4IETVoIMzPcN9RiCQYn8vMHwFTgysTmnV98CK88IbJisY3KGwJha6FeJPddhEH/wE9vgh5c/vW6ArRp2PVIru6xVrNv3AS6xFmVOQ00K7q9UvMhLO0H9/DxoD87/mNZXtXPprD6ld6NOSNRQih7AeheYbdBgjLXAV0Jur9P+bcCXRRgfT4ATflMQjNOnPwO3Ph7vGNN7DHtiJe8r6e7Py9obdCbQNeCPgzaIOw+luL9fBd0gI/51wXd5DZehL3LD9oGdLzzPuwLWqP4f+m1S2mTTZmWMH7x00DvT3S+YMaG3gvtDnyI9y9sATypRArmQ5iABdtAq4Zdj+TqHvsFC7o36GCMk+4mM7H79Ba4YJEfD50zEX4+llmQTZmRQDuDLiWAA+hjlD8Onw4r91nuQaBv+pR3FdDNoDsGVJdnQC9LLY/kJv/u1w3YBD9/FVT9I9qhIehjGHPf60F3CLufJVmPNs5ipy8LdKB5oLPLvqftRpvDoof+Cb0DMDHX/UHfAF0OegVordLfsa4NNtmUbAJtBDoT9I5kFozt8xd+quLhpmKIpGQ+tAuwSst3YE1LzLb5252g8xjoNtl8vt1JdWOhKr+o8oAqHYGmwFPwWg94bNfSTvp5w1OXhc2qXADcA0wW4WLHFMySIYjQEHNwWm9V/D58PhY/YYKgZBpPAoeKeB9ER5XtwExgf6/zjsFiYNfUsogVEOSge8u6yn1Me+NA2Ptb4DMRmqYmV/yoslqVAZjzCtsCc0Q4X4SqQcngBWpMuj8FrvSpiDKOhzD3VHVKT9Wxx8Btb8Dz7XySAxH2FuEVYCIwBdhdlUdV+aP0t2fmw+ULjHkq2HPLLJb4EKEJ8AnwGpCvmozrkQ0yGDYVxCcwJZ+DMl9emUA80SlV2Qi8KbLySsgqcRC0tw+dKqNE+AYT+amDyKl3wrobzAOfmTbfJmJh3vBMrkN5iFAFGAWMUuXjEEWZDlwYYvlJocrvIp+MgPHjRRbN8aGfFEUI/dyj/MpiEdA5tSxiveCP6CbCIuBHJ/3kfC4smki4jWkiXAVcB3wpwomqgURKxcjDXOAMEdpjHMcGiXCtKhODksEDhmHaboQqv3qcd1kHxZdkNJAPPJFsYW7jMWyshqnjCcCDmOiEm8vKx/giv/cQDLsRFs7xw7/aYqloiNAcmAQ8p8rdyeeUHv7ClZqwtyK9SKn4HICeCzo27DoE005aFa4sDGr7HXQHmDYGrt6WyTbfYfu0BNg/BoJOBa0eshytQBeH3R7J9ZNeBX71E9ABoE8FdA+OAf0stTximfq0H+3c4zNAbwf9P8dfawPoZ5hIon0w5xW6mPBpL9CVMLJbkOejRpQvoN1A5xoTez0w7L6XgOzPgN7pQ763gt4a53erg64CbZVcWW7jcf8NULAedChoToKyvw7aJ+x7Y5NNmZBAW2D89gemntceu2f6/DDTU+gCeFaRJA/sBr0G9KGw5fe/fVRAn4XZX/g5US1dbvw2314ErAm2Dmd+DLpLMrbw6ZacCfdqfD70PE5ZqoBuBK0Xtize9BNvFlhAjwKdEtA9aAlamFoeiS2egNYH7YDxrXwBdDro76AzQF90xupOoA1g7Pkw8O8wJw+OMtPfKKT6PGjzsPtgHDI3B10H2ti7PLNzYcB8uPTn+IP/6COgw5IrL9ZzdsxrSbRHlrP4UD/se2OTTemeQHcHXQTa36P8+sLsL5OZu9vkTaog5qDxmUTGoBnxm7FkJI5f3oPAvrDPcfBWA5jv2/EC0cQyCWt/vAg3A98C30FO7RIHROP/offxEqsOLdpg/LS2i/ATxlxvOsa87Wd18UFJJ7PSYlmaNoc92sCRQ1RPXBiGLJGosl2EGRjTx09CFicBfPdvmAHsL0IVNT6CfrIU2EWEqpqkv3SiR5mosg5jYjSp6G8i1AL2BQ4EWgOnms8fq8HtVcM8gFyVv4DHRXgRY6b6owhPA3ersiEIGRJFlSUijAJuwpyJkBJmDOnyEdxdNG7vHee4PRpzbMXtquX7EomwA8Yn80g4/ET352ynBklU4WRgqtP3LBZLBNHzld83w6OHQKthqjyTet7UAYbBPqeqTrHHi4VEhVECU6AZxnm8InMzcCxwrCqbYeNmApooxbb5XvYzUAsYBBwMV1SDIVlhTupiE6sOX0wAemGCCx2IUVo6A9cArURYAJHK4cB10GVMPIqu38pi8eQtSparRc55J3ylGzDtdiAZpQSuX+Onf4Mqv4rwK5ALLPAizzLK2ibCWkzfTtpnOoXFuSI5/gB+cBJQtKi14EvIKhFcJJyAAmr8rfNFGIE5h26uCHcAI1TZFrQ8cXAX8IsID6qS4qJPrOA/5Y7b38L8ajB4gki1miXHOBEaYILxHOGkAzCLIJ/D4hmw5WiPnrOzgLFJXGexVGjc5wiDVsPLE2GjF0UMAj5RxSqAYRL2VmTYyfGBah//99PTZDG2jBd+D/PmgzYMT5ayTcKM+V/3r6LNe4pS+Oc1JeMTCFoTtDVob9AHQCdC/u/uZkwdX480KU3Rx3UH0GZO2R1Bzwbt5/jKPAw6GvQ9uHZtOodmhklDjIlZ+j5nJdq9AcyZCf1+89NEEXN2Y9eA6vQV6OFht627bOkbWhxzNMEE0PmgZ6WjuTjGh+/51PNJ7pw9M8b1XRf9rFy6Cqa9hDliaAPG3zIf459aO/ra1H20I0xBM/oMSJts8iP5OcZijt5Zmw7uJ5U92Z3AiOig5e2+xNg9CWUnJxbuMvYvhDdre7R6kxDxmISpsl1kYQFsOSwdo0QV1yHnQ/hnO0z/rrz7qcqfFEc/BEBk9iTIOjb6m1nAYV2AdSL8AvwMZ7aGR11W17ePFuE1oD7QwPmM/LkBUBVYC6xzUuTPizA7Kutg1a2QVb+0LOGHZjZ9+KzL4ZFmkNUqvUyDSyNCY+Aj2HM8vPg0TPPT1LooQuhbHuYZi6JjIr4MoKwEmZkPfQ8rMRanRWh/VWYAJ4nQEbgPGCzCNap8EbJokTwACwpEBoyHHeok/45KNrpf3nC4v170GPdgQ+i/BzzfA5ihyt9uVyZqZlwGJwFfq7I2wesslkqAr+4Nw4DRmrIlgiVlwtZCw0yg1TAHxVcvvbo4W6HTRugypWgnIvbKyLmfgx6GCRJSJcxokum8Ql623G5tNvAvuO3osGWL6C8vgfbw4944K2NHG0fpK5e4r64PXIk5uPpWzOHH3UGPwwR1yQWtE++uQzr3k3SWzaVPNMdEicwPqLxzQV8PqKx7Qa8Pu41jy5dcMLDY+Xi/62zeB9oTE0zhLdC9wm634jpftjb13bTk3nXJ7iB6228GrYJeU9PdysCmypPSydLMr/cw6B7OLqDdgU+DFLoAoVWc7Fzo9AYM+dN09tbjijt8ocJgjX6x9VkO/da4v7gGrQb9FhP2+k+4cVNYk9jYL9duk9JpgIl9TyIndR/fALoUdO+wZTPy6XjQLqnVr/wJUxBKUDofe2EOCFeXPhy+aXCJ/lAUKntwcGXe3wlu3BDEM4w5kuLxsNvZ3/YM5jkArYWJbroG9AnQRuHW27sxpnjcvmg6XLcuPrP1cBZ60nncs6lyp3Trm37JAzoW9Maw29sm536ELUAolXbt3D22GuVPFW5R9xdUp3L9qEB3CNO/LfbLtd86uGhJugww8ddHe4MuB81LA1kmg3ZIve+VvXsR3MTUm50Uj9u4KlyxIN13AkH3BF0M2i+4MrNzoVdgkwR462IYuDRdF428qWOwygjmGIwHMcc0DINj9gnnrEPvd+KcXc8ZoCeW/91wJryZZGVgU+VKsfvm4WPCkyk712yQnPI7nPEbtB2XyjMKeqizsF/bKxltSi1VUp9At4hmT+0AdwO3A9txt4WWOdC3UVl+KKr8Hq5/WyxfmY2/wUsHpWf0zdioMkqEbcBEEU5ULfaxC4FsYFMqGcQTLdFDn5eUZQkSEaoCo+DyZXC5wpMt083fC0CEPOADIF+VkcGVnDccnkwmEmPCGL/MM4fBo00hq2m6+2Umj+/HekSh5iiCQSI8CjMegjZD4fZqwR+Lk6wvX2zUHO0yHBgqwvuqsY9+CGqMK02w99tiiZ9YfbNjdxG6YuYeRWljsr+riVeQAHn7w4hakFULtnSFvvsnM0Y5R5XdC9ysytbEZLD4RSVVAmM9bHO2wZYaUAX3F+TmhTC1R/kvrvCCFsR6uULn/2Xqy0+Vlx1F8AMRTlblu5BEyQY2B1FQuilofiNCNWAU0NA5y7JRcGdZxo8I/wEmAANVeTnY0oOcwOYNh0ebZ9qiUeJ4rwzFgyoLRS7bDBOrhdPGM/PhiqOK77Fn76jXMcdkdAA+LuuL4Yxxse53s1wRmqqyLFh5LJYiYvXNj8bArX0x849sICfi55K/71bO/3NEUOJWGrue6eHC4ymY4HWjErzO4iOVVAncvMH9YauzAvqvhuV/wS/7w7PZJV+Qie3kbHkadj8Evng3yEmsm4wi7UOZ7HiFKm+I8BcwQYQuqnwVghh1SHEn0FIaRwF8AfOCOE2V3yH9lGARDgPeBvqqMi54CYJUWCrLjsnQqZB/NgyvXjzWD/kDsu70v+zw2ti8o967D266BhYXeLXQoso/ItwJ5FOOEhgObgu0ly+AAe8BP4nwAPBg4rslFkuqzMyHG7rA3XWi550z8lXZjFmAXpFKCc5uXE1iK4mRvzeCes28GKOcd/zdwPUaI+qvJRwqnRIoQl14bF8YvBYeaFD8sF2yCeo3gbnTYOpA8+3OSe9EmJcsw4HhqukwmXV7+d30J1zXWOToV6BBwyCPskgGVcaLcD7wtghnqvJZEOUWH/fRsRF8/oDID9enaxtlGs7L4UWgHtDFKIDphwhHYw6V7q3Ke+FIEaSFQTg7ZEEiwu5w4jBY2BU6dzdj/arl8HhVaP2UY37u485/2G18YkM48XlVbvY445eAW0Q4QtPrWIwyzFBfKBThIeBBYJYIA4F3yjJptVi8ZWN9WLAVTnoH6jfywwLG6c9/OGlNed8X+aYxbOnhwRjVG3Nc1bsJXmfxm7CdEoNMmCMhPgB9vDgoxmlfmqMgZnvuoA56FOhnYde7WJ6SgUByj4X+GzIwWExHJ8pex/jqm3zQhXSL2FWRkvM8vgL6PmitsOUpQ87jQFenGhTIG1myc6H3N3DVUj8DiVT0fu9E6/wBtL/L/6qAPgP6OWgdf+9leG0M+gboOT7lfQnoB2Hf5yRlPx70F2dcSovI1DZV/OTMTQMLNBafTKmPUaC1nWAwh4ZdH5tKJzE3qeLjbIM/DrQATlVnS1qk/WiY6LLS0XmM6pSUdvBEOAqzE3hUKvn4hZ9195vinZnXr4EHjzOmVcU7mWb3rstHpXdN3k7IoTmT2yidcXYAx2BMT05X5Y+QRfqX4p3fXZpAVYG794eWXVTT49B0Ec4EuqvSzd9ycnKh+7tQtSZMm5rOVgLxEH1fGzWBfgsh7yTV0rs9IlQBngL2Bv92BItlar4b7NUWXthXtbDAj7JKl80vwJmqzPQh7xrAfCf/b7zO328c+QcAQ4DngdtV2RCqUJYKiwjHAs8C+6iyLWx5Iikeo5KzihNhCNBGlbN8E9KSNJXJHPRK4EjgcI2ySa4svi9uZG7dVflU5Pm+MP01mFi1ZHQ99wiwyTg0Z24bpSsiVMcogHVISwWw5OLBlUth7DLjK58WrAIa+V2IY9L+X6CtKhf7XZ6fuN/XfjVg3G6O/2kUaiJdXoZRBN/zyzQ00n9bhGlwWyPAdyVQhJpALjDXj/xV2Sby6TPw1hsii+elu6tBSZyJ+IMijAHuBH5xJrOjVNkernSWioSzQXEXMCzdFEBILYCTCA2AQUA7L2WyeEelUAJFOBW4HminWnImF7ZfRphket2f7lasAEKxotdyPlDVG+Ut09sovXAUwJeA2kC3dFIADW6LB480g5/TKSrmSgJQAh0WAOcFVJaPuN3XJ1rAvJj3NVoR/GWSyGULfPad/hA4Dpjicb5u7Aks9GvSaZTurhfAk80gq1mmHjGiyiqgjwiHAI8Al4twBeSsKt5VziwF15J2nIZ5HwYcbToQ8oFXVJkXtiAWd6qELYDfiNAa+B9mwrmo9Ddy74Oh/5iXFKTbmWT+MjPf1DVT6x5rl27WF/DxS8X1KiIZ5S3T2yh9cBTAl4EdSEsFEDJk53cV0DigsgqAVgGV5SPJ3Vez69PgTnhsL5hwDrxxrDEP7/KRUXQ8pUgJDIL9gFn+ZZ83vPicTyheoMsb7l+Z/qHKt8DhwGNQ8DacP930A1/7g6WC45yNewdwU0XbYRahJWaB7bawZbHEpkLvBIrQBBgP9FdlavHfI31Ddm4E7d6BzpvT7Uwyv4mOlNakKex7OFQ/O3PqHmuXbvlSR3k7NNVIitFttHce1GucqF+h5V8F8BWgBnCGpm0I9ozY+d0EVBUhS7XUSofXLAEailAzmXsWPdaGuWOSyn3d83a4J6e0QjP3IZH2Wzys25dAngg7qvJbCvmUibkn594ENeqI/DDan3uSEYspCeFM0l8Q6XMSvHtOxT9Ds/IQ4jjVHdgAvBNAWUFzB/CIKqvDFsRSBmFHpvErgWaBfgc6JPrvbtGOei/0IyJbukUHjUPet0G7+5N36pE63fOMHbkKnukCN2wojoaaWpmgdUE3g9YI+15lUgKtAfom6HjQmmHLU7asmREVE7QQtGVAZc1LJkpiOrUl3NsRBv6djCxmzFItnc5IKr+yy5o1Gc751MtxMox7YmTfXKK9Niu0Gx30vfe+L8XqD6dPCls2m5K5n+GMU857cQHoUf7Vy9s5VwJ1Oxh0uZ/RlW3y6F6FLYAvlTIhvseBPg8q0f8L7uWUeUrg5KEwoMDrQcPPQbb0sRfFeYI+AHqbx/f0RxvqOKH2quE8i2+nuwJYLHNRn7ppG3R6I90UQKddvwZtF1BZ74OenPh16aEIOEeRfA2T82ONFWVf33acez3yPa2b6XeXrfFzMhrUPYGzD0hW6U73lC792qbMvp+g/UHf8yfv8BbgQAX0Y9DLwr63NpWfKqo56F2Yw6fPVS0Z/rvimal4gTGHOKMPPLYbZLVMxZHfCa9dG9OwWXD0Q95E6ixNrMhVToj3s4CTUsnfhS+AI4CvPc63QhBtVrN6JYyoD/v9DpylaRj5zI2iPiXCbsCjqhSGK5ErK0l7v8C0GWuvATbBMXeqTknI78b0545tYChwO8Wm5VdAqTPWU61b3nB4oIG/ZoYNWwZzT17tAT+Ohc7/VDw3i5n50PewVF0NLOlC8OOUCFmYoClez08cvIqOHj/F7/6986BRC3j5UtLy1WmJpMIpgSJcDHQDDlNXH5aM8PkJgbzhjgLo/F40aNR8S4QJRCl15f4smEZ10n6N3QfZfQ4QIUdLRWz1hEOBTer9GVhfAOcCD3icb8bjHob/xi3wcRvVWRmhAJZgLrAX8EnIcrgRyDERDkkqgbHG2j/99mP8FxHygMHAwZpU4IW84TB6N1gL9AL2x8RTqws0KPHdVN8j/k5GzfN5aJ7f7z8RmgMXQ+v9VacE9l4Nyq+r2E980wjYuz18Nr7iKLiVC3NUSv2dQ5gTXgV8qso0f7IPVrF1f/cv/SDTogFXRiqUEihCR4wz6pGqrHP/1sx86NfehAe3q3jFxBo0dtgR00hrKFbstpb1c8kdH5HPRsMWlwPXd2wALBPhR+ADTHS871X5x4MKnQO85kE+JfkCeEwEKb3LHB/pEyzDa9xWH+/Kgs43k5kBE+ZglMB0JGglsEPil7ntmAxeB48eKsKrwK2qzPZW1GKcYETPA0PUNTJ0PBSNi1nAgZhNxSxgEWYn8Fa8e4/4vUCZNxweyS4t98WbPH7/3QaMUCVgBbDkJNS/IymcMzTPxDyHF2jU2cOWdKT0e7fP69DnDrhqKfSvA4/nFvedIX/ANl+iWopQDxgItPcjf0OsseSv3/0pL/idR4tHhG2PmkqKdnw9cTwUrAE9pvzrvnoABsz3KmBI7HIyxyfQT7v4suzTQWuDHg/6IOhM0LWgr4JeBNosyXavAroMdB+f7uvCZAJlFLdF98LotuheWDF8ZSpWwATQLqDvhi1HDNkGgD4RUFl5oD8nd23RGD1oNfT62nnms0CvA10FOgZ0L5/kzgf9oKRfeGJ5RI6LhQqDtfj32QqdNsJpX3oTeMptnLxwiXe+2UXPZ6HCLQrDnM/OX3rY5gc497VuEH3T/T5pRPv57tc1BzQvyLralMx9cnu2Bv4NEwYYH7bI2ALtR8OMd91iSsRfVuyALKB3gz7tb33rt4ArtkbX95KVULAO9PJUxkT38irWu78ypdAFSFpw14f60lXlvTBBd3BeUr4oCCXKyiAl0F9H4rICuJRos2agF4K+4semo68AACAASURBVCiEs0AfAj0BtHac7X4E6HT/2uqnN6HX1EQD6BiFt9NH7pOVtuPC7gOpt0usidj160Evjvf+pUsC3Rt0fthyxJDtTNA3AyqrNujvoFVSyOME0O9K/C0bdAjoGtBRoLt7KPMBTr7NU8snOxeu+sMvxc+9vKJx8pxPoWAVaCtv8o71fHZ6w8N2nwB6ld99snS54UxCnQXLXkHX16ZE71NiiwTOQtU00MGJlVNexHJtArou2QXu8ssuUj57fwPvz4TDx0TOuUD3xAS3e83LhRobLClzU+gCJC14kp0OtB/o28HImDlKoJE3PkUtOHm0KughoDeBfga6CXQi6LXOJK9E5Nci+a9cAn1+9OfYj+xcuHR1jF3NqqDNQY8GvQD0NtDRoF+CrjAT6R5/u09WTlvtXpfUI7UGFSo69gtw7PmY4yHWYnZ8PZvs+9z/aoD+QRoeCQJ6JKhnOzhxlLc8FYXKeTYWgbZx+V9d0GFO/3gOtEVyZRT18zMmm4WHidd6UO9uMGdmWOMiZtV+HmjD1PNyez77roOCtaC9S46nSch6LGhB0M8LqMAlM9znA6d/6HPZN4A+GGR9bUrmPiW+SAC6qzPunRh/OWXPS0GfBL3P+/q5PdsXLHIbq0BrgT7hPKsH+1f+wL9hZLew771N5dy7sAVIWvAEH2rTSQ8fAzf+Dl3eDyhUbkYpgemeQHNATwN93JkYrcDsIPSAiw8K9/yrGzc4CsNy0C9AXwC9xZlcHQnaFLQKHLPS/fqu/4AuAX0dvrgLLlrqRV2CDhVdzpEduRhTmNWg74GeDFo17H5VTp+bRwBWA0nItScB7lKCfk4cpvbl5DEM9PEy/r+Ts3CyDvQp0F2j+1TsRQw/+rmjuM4kieMxPG774aDf4MGZW27PJ2hrzO7ABBLcoYi4N5PhurUw4YqA20bMmDJ3Npy/oIT52wqYvxR0LGjS/aDs8seeD4NXhnEWm02J3KekNw0Od95X5bp/gB4Ig9e6z0tPWQndv4L8P6Bn63SoH+jZGGuJK1NdADL5lRxbxvYGXQn3dAzrvEKb4rhvYQuQtOAJdPoQDwO1SqC/7dsStC/oOBj6ZzDnX8VafOg+FXSH8q9vPQ4GaokVMzV/11ag50Hfn2OYVf4K+q0zIf8I9B2jNOpo0GdBHwO9H/QO0KGg10Lvb9PNTAOzEtnbqcsCI6fWD7s/xZD1HdCuYcvhIldd0E0BljcKtE+KeTR3FLwyzYJB64Peab77wyjovbAM86oaRonp+ZXX/dw8izrViwlSiu0moP9zlLTqPpVR3VHS14D2iafOYZ5FFtEu92PM9urHUHBrO/Va54yLnh1ebfIvqXhWjLMQK1oy96rv2mTuFSY+wVzQnWL8vxXGt3mFMcMs60zRxPpIvFY8yZpDO7J/Z+ZQ7vVLrd0/HAwD/7LPSPqm0AVIWvAEXkAhOo1bJTCw/nDG5GQGwcTLSa0vmX7btdC8FIY5L4euhdE7ZrEG9B5fY8xjjwTtBHoKxjesJ8bnbgDoNZiAGMPNBOnKJUG0S/LtqW0dBeNXZ6J7UHRbxfMC9M/cFfQB0OvDbif3Og/7G878xO/VVVPWxT/BgMLUTZP1XdDz4/zuznDZLPfnrf880O9Bt4LOgoErveznmAPm54B2CvteO/JUd5TAkX4qpRgz++8xAXV2Lfu74fkBOQrgQ46s9eL4fjPMYtlS0PNBq6Q6blg/qMxJpr/Mm2+swBI36zZ9bfZnxpqsqL9cfjDGKmktZtG1TgyzSDXBmBLrI0HNcUFrgj6CCXh3qLftbp+RdE+hC5CS8GTnGt+vsicnITqNWyUwsL4QzGDjxep3eb6XXtYlUwZhM+HXGzB+Y1/B+1dDr4Ly2tn/gEZ6Kej/wm6fIOvsZ1kw/jK4ZlW8E+/YY/dlc0APw9lV9LqfY3aqP/VT4UpCpiyMWehwn8upTnHAnktjtUGI71VxJq3fkODuhdNnvoZfpsFFS8rYYa4K2shRijtjFtoGg96LWbR6H67fFEb9bUqqzxyCMe1P6nmG3VqVjrY56B/49mnQBtHfjXy/H7MyWgGMv48Ebe0GejrG9HWwVwurNmpo+qfQBUi5AsZ35PKyvxP8RNg8RKd/CNf9Zu2gg+gHQU+M/QsU4WVd3PO6ehv8OBY0K+z7VlperQraBQYtd39mjx3rKIxOOnasn882JsjPF2G3S7RM7QMbz7xdkMjOhV4J9et4y/f2mdHqGDPlo8K+1y6y7YwxTesXQFl5GJPtiaC5pSeGrccF1w8jfQ8vnwO//AC6Y5L1qgI9vizD5H4V6F8UR6eeBPoy6MOgN2LMA0+GUydkwgKbTQroo6DDkr8+WZ/CVHbozvzUXYHqNx90v0iF1jwfB78Np2+H01ZB23FJjn25ZoHkii3ejKXdJtpnJL1T6AKkXAETYOKUsr8TRnCM8HwlKmtKt+im6VKX0nkdsw8mcM0s0H3Drqu7zLFWEG/ahtmhcNJN2/xcaQTdBXRN2O3hyLIf6F3mIGP/6hzffUi8rOSCFyRiEpXaM1N8/aW/mEWI9Bw/ML7Qy0B9j7yHMYu9HgrWQ5910ffhvKXGlD3yb1f9AVMf9lYGtz5w/oLUxsRY/brnN5gw/uX6Xtr3fGYkZ1FnNWhL7/tLeT535feR0osr9VuAXgg3bXUfLy+fg7GYWQD6CLzaM9HFtbJlPuKlVBU3p82HmyNu/p+9846yosga+K8JhsXBLMLqOogYMCxmwijgYkaJKpIkiWQQTMCACXfVdc2uYXU/V1EM64I5oSICggoiAooyMIqSQRiSYrjfH7fHF6b7vY6ve4ZX59zDMNNddavqdtXNt8/3+W8kvhA5Ar4noNnbjsv+XEEhdP5AixaHHUNTOVzw8rDzAupS1ccUpmJX58q5BcjuuaKng8GjoBDG7oCLp0WhWDAZ0hFo8ovvQG6H81+pnJZAP4xUuMqdysbQg5xgMran5Wa8v9ho9E96M3VvrjgJdbsbHEcaDLrPqqR4rKoAcgE+vTn8WfQyZcy2OneG/QhfzoF/tbU7k8z7+1iQ0XD12mBd4f0p/tAs4DNB3gCpk/9G4g2RI+B7AsgmHMYFwL/b6wcTdr0028Qes6JerzzkIRnMi+RLtD5bbIq5O2XKrZ8bsgW+WghybC5wCGFPCtDkFW+RSJhzBmY5jcoaE2jPSJ02MXp6q3yKOzRWbTXI0eGPdYFN4p02qyzwqq8Ki9eGxDWuqLIJ/XnwDmiJkH7++giHXrKdO04EqKC/D3uchi8HOSbLWl/E73GFUi3qvc9DdqhBJW6GwZ5AdWBj9mdrF0KHO+GB/aBWK9gK9G9iGLVbi5SVBovZyhXaf62k320FCo8zDN4G7gZeF+G3YMfNt3xz10T43DA4GXgImG0YdBJhcfR4lZUaRu3WUDIeDqwHq1bAguL0b9XuObi3FfCuYXA7cKcIv7rH4pjx8FCDxHdcC/1/yXigm5d56Tl0zHioW0/PCZ2TYVATONPs9zxgGvAo0FaE7U7mHPw5lj7WMSfAbrvBix7PzAXF0L9JYk23AtdtgUePNQwaiFASMPouWt16qec16P8PrBcFNk6aCG8bBiOA1wyD5iJ8F95om7G+07ZY4bXMMO7pA9+8Cm9XT+y11/vW7j5dtcJdP8k45u4byrdomp61J94GRe1huhjGnLe87m949JL53DH7z3LXBP19WJ3TA5ZCv4nAO4bBW8D1UPu3xF22bjXcAzQ+GThPhE+8jZ1vOW9RS6F+AA1cX+Ts2dxpeu21Ro0aolnG5qDB/YMIsG5Rbtc+vLT8eYhiP8VAMwGuBekSNT4BzakQZCpaV9F1PAi0nWmtYb1whjd8rM6F3sthzv+ZFp2ZIANJyzYXF0BjEn0VqLep5TbI1B5HVo+xMloCk/blapDPnXrEeBvDvr5p2OuZt9rlwQmk8iSnTKoYrxo/mgniO4GCIuhcFuRc7SyQILVBboCSH2DgxtQxB5fBOaF7JeQhWIgcAV/II+eBvOns2dymqs3sBy4GSBFa6HsdyN/JUpMpTpC/lKsugPzZVFA8DE2OqOyCPkg1NKZuLVpL0XGKcGi61PqCbrUK5EL3cPFU6/76fgbSIOq1criWm8IQUtF6kaXmWRhKQfTM40+4pLIWNTbvk7vRkha7hTNGQRG035Fa37T9Digosn4+aBe1gkIYVQaXzqysZ1EewoMg6/NFj7fbYvLdlsAigRsExgi0LrP7LoPDO9ys3HnIHVRqd1DgYOBbZ48G71KSqWUy44sgwHRgumFQCAwGPjUM3kFdRT80n4lpa3Jn0G5y+RaPJsJnhsFJ8PkEOHU+3LKLf3eu6Jqoy/WdhsGbwJNAW8PgchFWZX+7YCVcXx9uJLEG1wMNagJ93WNz8NHWrj/r10ukrpDOmgi/GQYfA6cCrwbc90eGwYnoHr1rGFwiQihnc3pTV9yu42DPIXBmURDuXnZuv4EibjYRxHQLnQgL/mcY/X+AOnWDHfeY/nBLTXgO+A2ogf5/VX/0Lktrwd63psv0GqCHCEu89JFvVblZue7fDNyBntnlv4uXe3eqm2mTv8CG5fDixc6/2eR5l89zawGcafNdZm7Oz629961s7vP5Zt0quxD4J2C5s0cXFMOwVnBPvSSmtkR/H10ToRS4yjC4EegJPAFsMAzuBv4rwo4I0QPAMDCAo4F2Cqcclz8Aqm4TocwwriiDt3epKoK+CAsNgybAWGCeYTBIhBcyv7V5GfRppozEb0A1oA/Q53UR92tgGDMnwNauuVJEhdRmEYIQCCDCesOgDTAa+MQw6CbCu0GPY9GuBL6BNg+LtHnIb2fKSLWdkhpT416B4kaQVAG98VhoMQ/e3D14xU3denAUCUazvNmd+VZxRdHft1G2XCoGdr5mF1uXnHYhnmdtucHAMLgQGCHyeKnzt+3mfcZFhsHhwDeooeTbpJ+/ATakGxrcnVu5NarkW4gtalOkH0BrnfV0/vw718Ggr+OcqhYtln0ByDtoLajRUcQImXg0B7kDZAlal+YekFbQ/ClrV4BmeVeAKgK5dp/O7dykieny+iQZCk4H7fYctRt1EHG85tn0Vg72qDXISvP8Cy3LHMifTJf8wNxxoZlNnM+gr83zdCzIMJCeIO3RzK8ngTQEOQBkN2tauWwZ3HsumhW0m+nmfBvI/4G8BtesD8tFy3uNx6YToOenWoTdbyZFWQJyWNi0Fw6d5UMowl1fO/osrjTrrd+9/AByoP95t34BpCnIJSDXgNwP8jLIZ+YYW0AWoWUcHgEZA11nOP3G8/RcdWAnsgQCnFELznhShJtCw8hnE81i+DLwsmFwHDAM+NoweB64R4SFYY1tGOwG/AW1+F0IrAImAxcB80RUc2QY85dB/1NTNUajf4RH9jcMaotQFhaO+ZarVnU1fSLMMgyOB24D5hvGs6PgnnPTNfRBZ4SLMiOhankvmAqPHJL4ZvsVGUbtlu7Gv3wF1G1hGAvfg5Xfh5eVlCnqlsyzQHPDoIcI64MeB3W/v1cCcMc1DOoBvaBFR2vt/M+/AmuA2sBhwJ7mz3tW/HlEdbi6Wqol/oFCuPlpYA6w2uxrNbBY/125P9Tap+K4QXhouLfsJVk4DGAB3HooUOofl8rYgs80nG/JbUExDGwG/6yfdL59A4s+hYV7VobsryL8aBi8BrQHHnT2lt13OXukqJfZh1ZvGQa1Uf75kMS/BzRw6uGVz65bhVrUUqgfACkBOdzF8/9xYzmMC5ja4bGmZvwtNCFOINpxkL1BuqK1dDahyQWuJEs2xYqJbxo1BHnY1C41jHrN8uCXLgoKYej2qq7pg+e6V9aEIO7mecokay1vxzlobacLTOtbEciJII1ADgWpa54RNtapcNcKpKZpPSsFOSXgvs9HC5tnTaZiZ0VFPSbOB5lsatgfhgte82ORAzGg09TU98vB3hIfdobTxBoM+x76zHOz7yBXgEz2uV+V0hKo306vedb72f3joO7ynR1gbBGM3hJnTy8HtNIe5B137+xbH67/FTq8568eZ8vn8sledj6IHAHPiGumup9AdnfxznsgZ0SNu4857wrSHWQuyGI0nXwtD/0chKZlfxukDORFkF4g+weA4xVouvtzol6vPPjax8OgZK26/lbeSzX7PCtvaQB387Qr9n3JdlMB9ArIFJAZaAmbRSBLTcXTRpAf4frfolorkA5oGYmBftxaE+92mgqjNsNz3Z29Y+WaOetukG9BZqOZZ/ewf96dsOzd/TJ8IR2kMchykBou3qmFut3W9zFupRACVYiXo0CGg7wOshmuXmO9n9dtMr+xf4N0BKkdNf6VFUBOBvkkajz8zaHJETD2J7jkA6dnG8h+IBvcj5V8jp49GaaUViz7UPUUonlIo4OoEfCMOHIgyFqX7yytDJeIg3kYIKeBvGBerLdhlpiwYpDM5xuh8TUfgaxHraLtvQiRDvArAlkBck2+nqDTNYvXOoHcAHJP1OsS/jyrbuxj6jxbrrJmQluucrFW7wWxVl5pXRUTXy2EwZu9MCpehSR7gWzAYpA/Z56jNwWKd1z9jescP/kQpK3Ld24H+YePMWMrBILsZQpxj6Dx89+C/AukE8jemfYTpAHIUJA3VWCUd9B4zyNwUdJmZweQc0HeiBoP7/i7/+b1nXNfglFb3Z2lVmP1W6OlYMI/P/IQH4gcAc+Iq9Znjovnq6OWw1DqKEW4DvVB/qGC3fyXtfh08oc94Af4eql5Kd2LJiEIvQ4XyMGweL5Xhq2yQDDJNuIVZG0qDZaAnBT1+oY/153FEuiu2HdYa+WG1k063AfkSJAWIBdBrzlecfCKf1SKglwJdN5wkx5uGW6QQ0wF5B4ex8ypEJjpbDf5iVPQMI3ppvD2Bmr9O8pKeHOynyB7gLQ1hcnvzTnfA3IWyK5R73ucwaTJJ6OmDe99ujuf/PANO8u9l4fsEDkCnhFXrZvjGAOQeiCOtd6VDUAK4LKPrT/sNq9GoVGE0ybm6qCJwpIWlPAWtwMZpBnIFzuDFtp6D7uXxInhDm6e7UpTi323K3XvShmWm+MVC9Fsz2+AfGoywDvQOLvFIB+A/BeGfedVIPMqzMXt+4wDoJkM1+IyqyrqvTLQ45g5EwLtXYDfvgrkGdQDZ4GpgD0LF2EpLuZroK63Y0BmojH7k1DX43pR00DcALWe3hUNbfhX2tqfT2N+NmntLdSD628gQ6HzNO8KsZ3DAyYP2aFSZgfVTHcdR0HtOobx8QSHWYn+hOPC8pWvibDZMDZvts7uVHN3kSiKz+9fJ0MNm1OAMmCzxb9Wv6vwN9FMqoHV5bJrZna7akB1E2rovyfdHkzGN7taP5HVXewOPBkNzeS2VcxydmgjuOQOkSdKo8YtyGbOsyWsHg/NzoZVX8E7Xd18H8FkhLOj9Wq7Au+SmvVyrQg/JT9pGB/5qLW4cb23jLf5mnfpTTST4ePAFcA1Ll69F3jIMHhIJKWIW8yaVTbPBwph9GBofTNwtYibzOTum3n+zjPhFsNgP+Ac4HzgdsOgFK3X+Srwcfl9uBO3/YB14Q8TVqZXu4zcMycDNwP1gLomHA71jvTON1Td7N/55q7FSgh0Ukw1wfDfX34hd3XI8FdpIVBb3D5sO3xmvwKMAQrQtOgFaT/XBupY/C75uT0Mgx+BzTB4dxhTu+KhfOBHhsFSEsJbkgBX4edsf/sN+NWEX/TfZrWCEd5Wr4zLvhkGu6IlQU7M9dhRtfJU9gCGQVfzZ4cpuitPS0rZ3wXoJuI+XX/yWnlrdmfCvFkiPJ79fXcCWeJO+ePB0PA4uHIT3LWnG2EuIfx+eyucfhG8MzGfDh2Ah4EPDYNxIvzo8J1pwE9Aa+Ct0DDz3Q76k/XZvnypCI9FgZEI64AJwATDoAbQFBUI/wXUMQzeQAXCN0XYGAWOEbf90ELooTRTGXw0HN8kHKWt3dn2ydXmWT0/FZ8P9/KuEOvzXxjbGW6unlds7eQtalNkOTg1sdsXKs8W1yFXgdwZ9TzjsIZVAR/TVWYPkLrQ5UNr14Yec9CCqaeAnADyZ5Bj0BijhmgK/D+B/BFNNLQfmg6/Nsgf0GysNezcIoNyE4P3b4Sh2+Kwb2iyoPejpuWoAGR3NG7p4KhxCXGOe5iuZfvlfuwmR8DwHf5cSp3FylmfP+1KtVyG+zg788z5FaR61HsYF0CTmWTNsJr2Tm+QVz2MlRN3UJAOMGZrZXIBRuMtB6BZfsvQUk/XgBxtd39VNQD5H0jHgPvcDeRskPtAloGUwoAvrWmjyavB5AdwFgfsPXmU1ACZC28Mj2vMcR5yB5Ej8Dsitgz1sG/MA20RyFoY+5sXX2Y0KcrwqOcZ/jrGK5lALvCJKmYHBpwEV/7ij6GVg0DWwd/O0Hl0+0hrHR3iKtYmuDnJCyB9o6SZqAHknyDFUeMR8hyfAekfwbj/gM9fyU0Gy+DPBZPB3ivq/YsLgLQDmenynd3Rch+u6smGLQSaisD/gnwJ/+kUJ4Wqh/U9zzzHvlHBRR4wfxd47GJcAI0bPj2AfuqC9EHjLzehiX+uMxXIho3wtREG57zerBf+CmQIWi5tp1AO5CEzGCISiEXRbzOMju/CC60q/qXvAnh0KLBWoehOeLNLRRP4mU+JzLR0U1KXoD4fwOaNsOizvCtP1Wo2MYEl8GIgMYH24zIBPtkCQ/fwGiNlGPwPmC/CDUm/mwHcKcILwWOdEZe9gVLgENk53YkAMAxOAp4DDpNYxy15b4ZBW2CECC1yOGYLYCJwnEj4sTuG0WUmPN204l86vCfyvzO89cl3QFMJOR6ssjTTLXEZ0EaEz1y8dwtQIMJQF+8sAc4RYYl7TDP2awA9gNuBx4CbRPgx4UrsNf41+pZwYeR8ExqjLrmvAq+KVJ0QGcPgC6CjCIus/24dbmSu0QlAGxMOA94EXgHesDqrKtLGr7Xg3XZu+NIommFQF3UrPV2EL6LGJ99i0KKWQsvBqdbWrQk8bi6SeQiLfnJrAUVLbXyDx3TnZh8XgHxFWtkSkM4gU3O/hnIFyHNR72XUYLr9zQdpFTUuIc5x11y6vYIUmO5UbcLpPz078H86wZhtIVgCvwA5Our9c7cWoZ+FY0EecvnOQSAbcFgcXec0qkxd/4ObE0gh6tL6KcjxUe9d+LQhe5v3y5PqWSWfg9yK1vatETV+Pue2FuQAe/pJ5wP7roRPn0YzES8GuQOkJR5KaEWRbdPLdw7yNMjfot6rPMQHIkfgd0Rc1Y9y4zedT++dh2DBZKC/xGWx5LQ+9jCFyDMs/lbTvJiOy/G8poNcEPX6xgFAhoFU6TMC5DGQq3I01r9AHg2nb6u748pfYOyIIBWAOs7Va6HHJ3FwtXe+FtmUpH7jmKQuLN0ELZ5xyZA+AzIs6Dk5xLma6Ra3znT1C712btwArXXYFGS8KQSvN4WEriD7hkErQfaT2l/zpzRUqPlT1jyjHR/Y8xOQw/2vZW75TG+F5eUvqGvwH6KmvTzEByJHIAWZ3w+Hnp/CVauDSSCSr4cSN4iipl+w+EsxyEs++7gD5IkMfx8H8kju9uLSmVC8HRrmrBhznAFNErSRKhz/ZTIFc3IwzvmmFdCR1cd9//YMWFAeApXFoyRLHcZBqPfBn0H2Cq7OaUEhDN7sIUFFMzTOr5rH/V3q5Q5Bi7nPQGPIjoh6z+ICaIK0y0Emo7FwM0BGK70ESStBK2acJBRsO9OaD7xwRjBrd87RMOLXXJ0P7jznmk6AjlPhuk0weaeO989DRYgcAUukkFogW0Bq+e8rbwmMEzg/tOMpKKIZRdeBeMYHLQC8BhvXFfOZA9FC2ftEvRc7K4A8BzIgajxCnF91kJVBaMIzjLGvadVuEd4Y4Sv6Kss9Yr8WA5eAPATyGlp4ejOM3RHEnLyuDep2/QnI+d7mNMat0FkTLby+DmRgNuFzZwbU2+UskHtUUA8mW6o9rXSfjYYjuITus50JQ02X2ikSAlqvQfD5a7kKSXFy5uXv9zw4gVjVCSxvImw1DOYCzfFdSyhf6DdeLXuh1bCLv3ttZgD5/cDfxUONNbOP6mh9rdEirLF7ToRVhsGrQG/gDi9jZW9hFb2tMu3faJHeKlczEECEXw2D54BLgRuD7t/8Xh4EnhXh/aD7TzS72oNrVwU3hl3dOL+1wYJudmvx6SwR+pf/Rvfmy/eh1mmp73uZU9161muzb2vDqF1od2aLIIbBPcAwNFGJTbObU82ksTKfW4bBiWjSl5XAiSLu68k5qWNcVZoIP6G811uGwXBY9iHUOjX1KWtasVonKPsGOAlOPcOaVvY5CE3O4rLtc5Cz77JgJVxfX4+5cp7iemCPle7HTG2GQTVgCBxzucjMD/z256z9uiN7beH8/Z5v2VsshUCzvQe0wqcQmCj026AEFkyDFd9X5cM7/s2OYWh2tmHwMPA9tDsPHozN4ZW41Br9GfY/GF4aBgu9dncFsAMVMLK1+4CJhsFdIvzqdUD7ZrcX4TC2lZCJehv4l2FwnEhqod4q1CYCjxsGN4kgQXSY2OejG8N+B8HUU+HDILq2aVaKvlFb4ZE/GgZ7iLDFT++GQW0oPCo70xWHVjoOii+B8TUyKT1VAPvu22DmZCekNa4De03Jorx7DrjdMGgkNlkdrff3emBI0jN2Agm7mw/3Aq4CJnih87gqJnPRlFaWLYGtp1bc4x8aGUazCYlMm1brNOIs+Go1HF4LylbB1roV+/noPRGucIubYXw0wVnB9M3LoE8z1af+BlQD+gB9lrkd06KdBWwHpgfQV9Z70jA4DO48AYathJF19RP6GZi9GRY8lOgpt/d7vlXSFrUp0g5AWoDMDrC/n0B2jXpeOzvYu4NcPNV00RkPw1eE7d7lHN/gXCrQ+kNrcZFdEOQjQkrWkksXt8rqmgJyM8jd0eMRjnu06ZK3lIAyI0a1zxVj/w5pgCa+mYVFkgsX61MAMgPmUsMluAAAIABJREFUPlEZ6BekI3w5x4lbWrhxXiMFSp26hd4A8qCL/V0KiyzOrVZvpn4jT16MZl9+FqSOv3WtHO7A4dGVZfKlpD3utkTr5l7wmvU6dXoHpFp0MYFWzw3YDo0neT1TEzQ5ch10nen0/Uxnebb5oO71X6krbEERdC6zf3bnptk8OIPIEbBFTH3SN4PsGVB/eSEwBqCHXP/1mQ7tOB1eQeJiMiN/dflOd5C3gt+DphPggjnQ87dcMLZx2lN3eF9/GhT/qIH10cSmhi1YgfwV5Paqts+mgHsbyCKQgzy8vweaPOThBAObuzI0Huf8IUgHd7Q1YgX0mucvcc4hDeCsH2CcwA2mcFC+/5mVd6Zy7AeQvZ3jXCHd/wbo+0uakPIzvNjP53ruDtIBRqyOi2IyOtoqp/82q6A4bY+3iCYWu3ZztnUK+jty2l/qc6dOht4/ej1TvZ7Jmd4DqQEtnk09P0tF1/qCVVD0NHz5Mcht2lfms1a/yWE/xV1xlYdoIXIEMiKHvB2UFSQvBMYDQHaDkjVw7kt2h7b1QTn8Zxh8cu7xDSbpBMg5ICW4TM9sKkNWgRwZzHzS13aRQOsyuHBGmIyt/Tpe/QPI39CshfvZ45z7JEFxsV6GLViBHAvyLT4TZYAcBEO/ixuzDHI1mhrdcSZINDnZ+6g1sVIkECGRbbO6y/dWgPzJ45gHoMlWlsPVa7zSKcgEkJHOx01n/BtP8pacpuLZoneUtAV5Cs0QPAW6z4qLciNqyHQnxkkJlHkO/vBMvF8qqvQYZwprjSd5G3fcLyC/QvEvqQLgSEm9fwZvhn3ra19nzUiMnax40bMWZAB8MTPuiqs8RAuRI5AROU1PfFdAfeWFwBgASG+Q17M/l37Jz7wDLeDtSFscHL4dp/i91ED+gLrcne1xzW4GuT+Y+bR+IYpL2v7y6/QO6g72FpqW/GuQ/4D0B/kz1D00KkEsLgxNbrJfygKQIo/vHgzyAMgGLUUQ/ZpZ4NgLzYR6koNn/wDyLsjjlUUANPH+H8ggl+/sA1IGYrh4x0Dry01ALXiPghzvR2kCcjJaRsSVAJt43/03Yo3voDKteShT0fCEOvbPDt6yMzLV2UuyRK84C4NeKr5vJaR13Za5Vp/duB2n6neVvLY3SOZ1TncFHSnwtqi79MXT1DJ777lRr3Ue4g2RI5AROaQJyLyA+soLgdHvpwHyOciZHt+9Gy1onpNipyDHQMk66P2dN7ePcg1zvwUw33NdQbR+0wY81FkD2QukHch9IF/AmJ/DFiis8di3PgzfkWkd0ZIFx4L0MxnwxUGlsfeGczxqjNozXR3eDpDWx4A84PKdg0H+iRaZvh3kgDgzgah1Zw3IXzI8szvqgfKkV4Ekork1ROONXZVVAjkN5EOHz+5uCtNzUK+GkaSVsPHj6oe6srbzNn/3Chv7d1q/YP188tyKnobFn8G0m+JYyihcWssWt1YZ3KZ7zfVvCSy2FdK80mnq2o6zuHtE7C2uiwQuzVmtwjxUDYgcgYzIITVQ64Clm5jzfgoK4fpfo4zr2ZkhcSn0/BSu/cF73IlUM5mzV0Fqhouz1EVdyLq6vdSsL8nLlvmhOzSecKiD53YHaY26WH6ExtW+CXINyInQ/KloLIHSFhbPc8scwMUfRCWIxccSWFAIAzak0lOf76FkNcgtek76c5kFaWAKSDUcPPsnkAdNxcStIPtXxDeeTCCacGwNSCeLv+0G8gbI05VJADRx/yfIzR7eGwDyr4p7l+IeWd8U8teaZ+95hGAhBekM8p63d90rH/xbg8YWwZW/ZBeGqp6AGOdv3AGd9YIly/VO9hMT2GmbW/rR94Zuz6wMLV/blqvsLYFWtGtnOWy5qrLtUR5yB5EjkBVB5BWrC9v5+/HVTO8MEHw2MKkJ8jIar+GIEXF7GaPxQJ+AjPWGY/DCA/ynE4zaBB3eS56DqSg5FbXkvAuyBWQGyE0mw7traj9RZW+UD0AuDm4t271Z2WjXx9rtahVHC1JHBfwvP4HLSv3iCTKbDC7LIIegBcfXm0oGX8q5qADkeJAV8M6oxLlQ9DQsfNdUtmQVhJ3TT/hCAMh+qFum6wyYIPeDDE/gm07vQ7ZCyQaQO0AahLwvNUG+BznO33o7VdYFFReW/n7HKXBTC+heEvXZkYcKNNYOdQs/wq8gC6e4jkNVBVrJBlXGes/eqzGwxZIaDzjGQiAV85k8/eXBGiJHICuC6nLyT+/vx0Obv7NCOAKR7A4yDeS+bIyWW0YedUl8EeT/cBEnk9pHsG6E1nO4Yi0seMtk/uaD3AXSBgcuo7nW4qJu3cu8MNc2mQBXqFAktxC6Rbh8rXrP1yyKUWQHlW4glq6fINX8ujYl9TUc5HGL3xeCPGIKf3+trMJf6pzGt9RkU+kxXg0PC45ucqNAABkL8qjHd6eCtNaf7c7q0yfmbl+k2Otccr1HmZNdjdqc5zvC3Df3yhWQlqg1O2tcsHf6ufJnuP60DDiMJMny7nyuycq/gkLokqb0u1Kg5RZrmrshT395sIXIEciKoGptv/D+fjzienZWCGv9QfaCrxYGXW4C5B6Qd0B28Y5bsIKvfX+XfoDP+le5oQF5HgeurPbvW12EUgfkNdTltWEO5lCeQCNUodNm7FkgF9r/PagMtoNPhrE/Qaepus5ji0D+ZQp/t+Cj3l7cIPyMq3b9nxaoQIW6sK4CaeThXQNkHUjdIOnI53z2NxVbOVE06FnS+gUY85P7GMZMCVKiX8uqCN5LM8jxqBv4GcHjk3w3vTcWZLEd/aLeFq5zImSnu0UCx3+viWnSk8U4L9eSh50PahD/9hlwgGFQT4QV7l9fuQK2ArWSfrcV2LIxGPTyLXOzW/9VHvYy0UTYaBgDvoAXGyX6rgU81AB2nWwYzATqwelnpI5d/tyB9dL7NAyGAq2B5iLs8I7dgmLo30RxqYXOt3+J/t5Lq1vPeg4//izCau94ht8MgwZAK6CX1z5EykqBbhZ9nw8MAj40DK4F/i2CeB0nMw5sMAyWAicCs8IYw6oZBicDdYBX7Z/y/40ZRu1CaDsRbt0FarXQ98ddCrMfgFMbirDB0wRcjX/MeKX1lStgQbG57yE1u2+q4rkQbP8tLzYMWgLLgFKLf791cvYk1uvYk6DWL/DoNihzi+QBgAGs0v+Gc1a7aSKsNQwmA32BW8Mfr6zUMOgErAdGujtPbc/5h4AnoBioCfQEDiHXa1k12zHjE+sNiTu/ZDwWdwSAYXA4en72F+HdILGxupsMg1rAS4bBX0TYnvT7QuBQ4D1/o6afLd8AjwEf1IN16Gcz/1c4rjoMQWkP8vSXb5YtainUCaCpr7t6e9dKc9R/HZSshZeuqKqB23GBMN2i7LWtg0tBBoG0hwtfd6LxB7kQjUcJhAZ03tdugO4f+6WtyuzSjGYl/WvIYxwD8hnIC2Faq9DstNfleP2eALk68zMFheoe7P0bi5LGooi9jM4S2GwCyEEgRSDdUVfOf6PxvMvQLNbL0RjaJ9DY3l4grVC33BpBrRfIGSDTotwHG7yON9cgZ1Z3ktxi3dNuipdCUcU1HGlaavIxWf73yZ2FFc2svQykbw5pqRqaXOoFkhJMofVKH/bff/rZkp4QplRgiEDXfKbQPGSFyBFwhCQyGOQx7+9buZM92i5byvo8BLV/BYUw/FuNqwpO2HbCyGVgbIoSCoALXoOS9SCBFaMH2QNkKz7cSh3MIZB1DG/fZV80g2TdHIy1G8idJvNoWwLA5xjtQN7I4fodgLrGZRVs4cs5WnPRa5KD6NzXohBAw/6mrPsfvNmB21oNNAFPS5CeIDeidTOngXyrQuLoQOLNQIaSFm9vKhQWwsCSKBWj5nwv8r8H2ZW8ZvbdL2HA1yEq7JbG/byuDABtXnVK+6gL/wKQa3OPp+wK8h4aXmKYv/vY692USsunTIJ2pYl1SE4Ik1y7sFQ0eUzHbfpOnv7yUBEiR8ARkkgjkKXB9ll5rSuVEdDaW2cF26czRk6fG7UZLp1pr63tuzLIQ9Jk4mYGO9fKlZIbTfLgWXnjccyzUIvu3wm4Lig5jgtEM75mTZKBlmxY70fhEK0lsPvHUQigYX9Tqf0XPQ1ffQHSxydN7AJdPgxivdBkPwMtfv80SLew9z0Lbp1Apntb7w7vavbE9OQZdneDM2VARUa88aSKP5+xJjUGy9ve5MGSJo7RhGB9V1ZMxjKxS+r+nD5RFWPydzwmeAsA371UCP1gPJw9Gcbs0KygbhV0liWnVkLvlTD6RzgzKS+CfYH5qPcvD/GEyBFwhKQGsK8CqR9cn/EJ3K7K9YSS9nAmSLPw1s6ekTO1cj9iZqe0Z3jPeD6o/QK5FuSuqNc9wv0uT1hxdARj7wcyGeRTkKMC7nseSJMczKEmyHcgjR08O8KvsB2NS6bUBXkcxmzbGRgXU5m51i9NBiWwo6VkWqTSQNMJcM1GaP9WlPcQahH9FuREZ8+n069dIe+en4D0BukIcqbzcAHLTJCiAp/dz973Jg/p9+w5L5p1UTtXvPMndtG/pSeJG1QWNS8F1zZTIbXiuZqYR9uZaik+a4Z1hnO7773HR3rPltPmIoHuFjyt5JUQebCFyBFwjCgyEaR3cP35rREUjOBWWV39POzffJA/RzR2I5AvE/+3UwAU/2wKLm+D/APkMpATQHZzu19oHGvnqNc9wv3uC/JqhOMbIJebTPeAoLTBqHtP6HGBpiXkA4fPziJDfT/nY+bG2mwqCEahmSlvgzbH7AxnoDn3y9H41d289+H/zjC/j42YWQzjeA/BjFthcImTO7bifT7Ohhkeuhwt//M/kClwbZkTptmeX7jB5ufi2KyjPzqLRjltTY/9Vtu79LZ+IY6KJHu6aTzJPna0ewnccw7IRSDFcOWqbDSq3k2dy+yVH3l35DxYQ+QIOEaUd66DIUuDOpCsD5le3zrp10PtuRpojNh+aFKAw9BkFidBuzfjeHgFv39SQsjFhjOM3Q7kpcT/M6X2loNAzgO5Di1I/znIdpAvQJ6FPvOyxyGKAbKCAC3XlQnQwPgvQFrFAJcjQD4BeRnkgAD6a08O4gJB3ge52MFzhaYwlfPSFR7mZKAWmKUgk5LPgwTDOWINXDq9qjIs5ho8D3Kvv378FrqWg0BWJf4fnDtwEMKD9tFjqfM7Nl2x58wtzum87RWH42x+brMqbq77bvYlaqWA+9JO8fHscoZXy1X2SoUtAtdtNM/IW6HrzOw8R/l6JccElj+XT0yUB3uIHAFHSFJQCD2z+vd767f8Iu01F+ZPdvae3QF17Q8gS1A3rnUgW0B+AfkNTRKyHo1XKgFZCDJHXW9EKkLVMt+DrAY5MKKxrwG5I3XfXQnxu4AcB9INBn+Tbb9ADjbnG0ksQtSAFq2fE5f5m/v3N1MwP8dfX90aw9gd0PG9oBm8xHnUbTaM2eqkcDnIVbgoPhzhHjRGMzDOJ0OtLpBhBJBBL84AsjdIKcgFEeJwDsiUxP+DqjUZVOZSt0JA+vOlom6ZwcQEurcExkuJm22eINVR9+yTQdrDZR9FqZx2nwU0njke7PG6wMa6N67CPJ3QaOp6lZq0OE6gvSRck6NfjzzEDyJHwBGSOfjAQWqbgltWa5X9AdV1NkhDUwjYH6QAje2xZYbjengFv4eyBaQgorEfBemX+jtvmnRnGUmlE0mWx50NTGb/0qjxsMCrJRpndA8e3PHC1I577RvkI3wWHw52jdOtDX1PBHnYVIr0x4zLzTCfxiBfRD2P8NdJmqOu53+MaPyRIHcn/m93rrV4xl2/jSepS9o4kxEtrXA+OuvHrRDQ4diKsVftSjVpS+Yz3llcuZuYwPhZXOz39+o15pm4w6THOSAvwtDvglAKBI+vnRIgfu7MmfE6ZVJmS6BVTKo9jWZXUuR2//JQeSByBBwhmSNTP8gtIA9mfy5o15n4HV4Br2s1kF9JqpmT4/E/AGkZTF9W+9VjaapWTu4AGRP1uke01ieDfENM3RNRK8xzqJvvse7ebfFMWAobL2cKSH005jGjYJW7tbVklH+BTx4F2dvh/lRHy2L4dt2NO6A1At+N4lxE4+Iuz7x3AzfBlx9D60ZWboQW7oVF0HVbah8jTeHIrUXRrRAgD8DcCeFne+2/CPp/ncgI2v7d1J/j4/6Zinu32dY8VI85qEv5LqnP263/pa4ytvpba3d8UVwzaFvhpdCuNKEwKRa4XLy6bWZWUiTvX9UyLuTBP0SOgCMkc2QtQ+tybSCL26J+cP6KM6f2N7ZI3b/idXgFuK61QLZFOP5qkHrB9Zd8qF+xEL6YlXyJmkKn68LDVQFAngG5Mmo8suBooEl/1oIMg33r28XKoLUOe4G8AsW/hKWM8qLoQt2cY+M6GWDWyldAOkY9nxzQYXWQ92Hm33OdgAO1IDdN/V06s7pvffj0GRi6zeKusyizc2mZMrHp+18s0HQzFBQ5x89N6QY5GWSlU0WDz3V7lBwWHg8A3/ogT0Dxdv+WtV7fwpJvQW7NheJCcRi+HHp/VtX4Ip1begmTS7erMsFPksHy7ze9luAWcVKnNA87H0SOgCMkc2gtA7kP5LYsz+wKS1ZokXH/ghtIWyLMpBj+/skBIGsiGnsv1BU1lPg0k5F7EeQxU7ioaY63Z9TrHsFaF6Jxr5G4/XrAt4HWkhqyNfVsuWwZvDsGzRK7CeQFkC7Q4tmYWQI/wWPx4XDWM6i4MrkGn4lTKgvAyCZqLc2dJwjqmeHojIJmGYqfO3E/E4EuYlo4drgXBJtOgJFrofM0GwGwOurC2CM3+yXP4yBhU9QAUsfkZdaD3OAlA6+1BUv2Q63Xr4HslYN5vAZyftTrGfy8chHilLx/p02ExZ+BXBv13PMQL6hBJWgiZaWGUbs1lIyHen+EOifDD6vgzH8bRrMVsKBYpKw0oOH+AUs/NYw+hbDP/rDSqv/e0GCeyEvnBTTmccDnAfUVx7YHsDWisRsCX4kgYXQuwq+GQVdgOky/GW47Ho4B3n/AMAKly9g2w6hdCMeMh5NbwE+r4Ol9oWxz1HhlayKUGEafL+HNE6CW+dtawAOFMLovtLoKaCeitGsYc2dC/xPhoQb63FagfwksKPaPzYJi6N/Ead+GQQPgT8D7bkdK7Ffdejbnm8e2coXiXSvpd1uBVStcdjQNeMg/PpWhzRwMb1dPpb+HGuhdR7eQBi0ENoiwKfujB9ZL3U/Q/++/D9wB/AZUA3oChwA/pz27FagHHAU8VBNKngAOdYKkSZPdDIOb9P+UWjw2ENgMPOmkzwBabXCybtE0w2BP4Cp0XZ4AjhRhLbxMgoc6sJ5+k5m/+/L1txjjbHTzZxvG7QNhcq/gz5LfWw3glwD7i0mra/NdHVgvqBHS988wOBiYbRgvrIZ/tA5xz/KtErVKIQRC8oVQuxA6fwjPNk9ilpoYRu3WwRBy7YOg/R7wysVW/RsGuwCjgIv9j/V7Ow6YFGB/cWvlCxlFOxz4KswBRNhiGNcNhB3vwzM1zOl2DZYu49n0e2w7JVV42Tql8sy7Tl3ry3j5MhFeSP5tqjLKGSPltGnfAzvDbTNg4QwHl/NFwAsi7hgk6/0Kik7dCbIZ2hyggWGwtwg/+MMp7i18ZjC56f6f8xgcUsswZkzITr92gv22WiprlO/z9UAfYPZm2FqQ+vsh5nu1gAP3co/1qythymjD+LbI/C4egmP6w58KoeFJUPt8katDUfJZtNpAWY7GctwMg92BQcA1wKvACSJ8k/yMnVDntonwMzDMMKZcDaveTCgxgubFAKhOjoTA8JRjVq38u1oHPI4qU34DlrlSMLjBWYTlhvHEUJj3TMh7lm+VqUVtinQLYZrR1XzeuixT/yD9QN4Mdk6yGOSYqNc2vD2TpiCzIhr7RpCbwh9n58jyWtXmHSf8QbqC/M/hs3PxUIcx7PnqGdr2Dbhmkx83edMVt03U9BH+nrd6Llf05z3ZRvo7XbdZx/61LtNYwaZLNTV9sVgkpljqHuee3yTGL3crjSaRGsgikKOjppskfGqA9AVZjtaVyxluOcra/j5Ii/DnktsEfYnEMOllTLqUOs9Ubo+zXU1I+6ykLVclkjvlNj45D9FC5Ai4RjjETKFK9GMs+tb+0XpjpSDNgpuP/AEtRh7LbIoBzbE1yDsRjT0RpFv448S1WK3/ws3e5j2wBGS/KOfufH3ikZ0Xzdg40MFzDdF07q6TM1Tcr/KaUu03BEUfIIeALPfZx1iQ26Omj/D3fP5kGLgxN/Hu3pj2irFhZ82w/uYvnJGgsekCl6UxuN0Eij7xV5LHWRH44NeufA1G/witX4jmfEg+y5tNgFcGmgrk90Ca5B6f8O88kBkgzcOfi5eYbH93q71A5oyW7XFu/obNnVYEnbZZ79m48ud2JBQ8VS9TfR4qQqVxB020wOJOLFrdelCTDP13B5aIMNP/WL+3RmjMWnowRVVqUbuD3hn+MGHSpbcWrutfebObtyHA14bB08BdIiwJZrxgW5gunm6aYWAArYG/OXi83BX0V/cjFRQk9usb4D7gRqDW3gG6MK8E6hgG1b3hCGhc4O0+cIh9Mwzaw7FHw/wmcGZxWPRn0lYrKDrfi+tpxdiiZhNga7OK3/zaZfrzyhXQGLgc6GGOsRnYC/jgRNh6onM6S3eX/Y1cus+C5TnaAfr/OZcudIZRuwjOfw0eTXK1HdMJtl0OF00QCSfmPXPLyZ2Xo5hAd27ZwdytB+3pj5YPONT6/X3OhIeqWcQZPwFH7m69Z9XKn6up4Z7XJ78XZnxyvkXdopZC3UK4BZubTlAtyMg0DWbnMmh4GMhSkNOCnY/0Bnky6nUNd8+kK8jTEYxrgGwmJ1nM4mNRSuCUqwxkdi4pUhetvbkOzbCZc211ZQGQI9CizVmz2ILM8+IiBTJYU7xfVprI5BiWa72sBqnr4/3d0QyWe0S3J+FZ0dEsiytAHGfL9DCGAXK2aU1ZDF1nBFPCI/NZF2TNsjhYAqNyGU/Q31kzoPWOKHBwTwfDfoRPHnNyjjmk4TkgJ4U7DzkGRqywXt+hpSAty+eT2JMLVtm4OzveD790ZZ+h9/ztNhbaDYpvOn/bK20e49LfyxeYr8JQ6SyBCc193Y9g9XL4+ovgNKcLiuGvTWB0A9WG/IwGus8+D8qKgFIRPvA/jjbVJnW9GoyahjHPQZB+pW1RWQIPBLaJsDHsgWJkUSoAjgdOgiatc5GBLMu8xxgGfwN6ARMNg+/Rj+tl8W4lqoqtNTBFJLNG3zA4AqgDTHfTuWEwCLgKGrSA/wl8NR4OPE8tgMnNP33ouTagBqx8yTCWLPbyHYiw3TCYCzQF3vaDj5eWAyv6fcAzIu720RrP1MQQUPYNcD4wDkV+PPAcvHQwGOlzcp24J9s3X/HvPzSCx+to9tDy5pTO0pMNXQz0/1ktFkFn6LVruU3eA+n0V86L5BaHbM2aDureBic+DPMmGsbgXzXxlq8kK6FZAg2D/YCbgE7Q9gEY0B0eTPo2Bi6D3o8DDwCGYUx7Dtr3gH/Wr5j46BDc74dVIq3iHVD4d2fvF6yE6+ubnhxJ+JRthq27WVhoN8J+eyu+5Zl9fwP2JPFtllsFU96LzJsp33LQopZCvYLpC39k8P2Wa3oGfA2DvjYtGjVAloC0DHaceFmOQtyrESB3RTBuC5APop5/iPPbA+Q0kOEgE0C+ANkK8iHI/dB1Zpy0x+Z3dBFaqPorkCtAdo96HeMAaFKHLg6eKwa5L/tzyVasHrNhyXcgh6Y+E7yFI8hzDWQ8yM3R7EeYCcikg0n/f/DXj9Va910JixeAfAbSCaSaNV34r2+bq7W0wLkol3PIpSUwMdeWqxJjjpOoYiG9zaF1Ixi6LaAzYCEBJ81DcztcCbIW5F6QfWzorNB83gA5HYYuy1wbc4tAq+e97Xf5mB8/AjITpJYzulxkjl9OI4tEC85XsMT/Ar1vUa+2lH1JiwHs/nM+JnDngsgR8Iy4FkENLfEEyEHmGLuB9AB5P9j+45OVMAd7NRZkfATjXg7yWNTzD2gutUCagwwDeQLNUrcVZDbIA6hb8XEkJRjSC6bH0rgpGhKXqryEug1eD7J/1Gsc4XrUAPkBpI6DZ+eTxSXdWjjoWZq+79bPdS/xQx9BnmvwXHe4anUUmersk1508OUaBbI/yEoCSC5mv9YXT00X/vyN4zcBRttjlQmN1znkbv7hK2xTx0l2yStn7q3CVPx8q+G4Owd7BgSn7DfvnTZmn6+DHOXufbszoTypyoAN8NXXMPxUr+sKUg3kcRO/XdzT5aVl6j7ceJImnikXLodfod9gudA4RjSb7x6dUoXQB++CgV/lUkmUh2ih0rmDqpvEcbfAGXvDu/cYxvwxYbjcifCdYXz5Jdz4FtQ/CRbPMIy3C4Mb6+jGcXPvCKPpfnXpDNV3M4xPC3PsIhl6jUCvLVN9H8PgD2hmhZOAE81/6wML0Bpq76PJbhZKhoRC6q7z+p1QfC1883VULqoV8ULQxB/TDIMjgRHAYsPgGeAuqP1z7uo1xaKdCCwXYXWmh8y12heYkbm7Y8YnXIxA/73/EFicEuBf0Z3rTw1g6BSRJ0q9TyUY1zn9PtrfCNcdAM8doMXGa11oGLXPEynz5ULprNklvWjY2DC4AHjFpGO37X7gKQkkuZjdWv/8mwi/+e8/KLfYyZ3hs//BmTuidJX32lK/k5NbwOY18GLH4PFP/m6rkaC/nqj3cB/Sw1S84hCuu/OhhwXI23h2B029Y3/cCnfsCUftDwwX4XX3PdqdCdNWw9tT1L2zaz9gOrxdw8u6ivCbYdAXeAE+f94wLvsN9mwKBcDqD+GLK63drvevD7+eCn8vgKOaJdykXzTrWzebkKgNeH057gVwZjuRmckF5R8C7hPhPvfrk2+VskUthbqBXLpQ6lj9Vgc9lqn1vx1Gb67qlsCoXV5BXgRpH/U6OFvAgn9GAAAgAElEQVSXK9bCvOdBPgfZBvIJyEOmNfP4bFrBDGvwGMjgqOfsAM86IDdDyXoYvKWyWg08zn0MyJ0OnhsLck/257ylbg/CShWUFSBzkq5cuDAWFFqXbph8uWmNnQ1yFi4SYKDumV8SkAt0bhI/NfPpyil/RD1qDg57z3IBIANAHgmn7+TvNj2BxyLTcnPhjEwWmmzWPTTh0inqIm61r818uILLH0EeheLtwSUgGr0FLp3p3qJmd8c2PMz7/LLzM9m+Se3jlEmaWKblKrXYVZwXNDkCem13Wkcw+7h2d0LH91Lp5pqN0OHtqnzf5iGNdqJGwBWyOfXNDyNeRvZFiyC/DZcdX9VjAqPPqjZqK5z3cvgxI87cakCqgxwH3WdZr0v3WSAnguwaDF5ioEWEj4iaFpzjfPrEqq4csdin90DOc/Dc5ziomeXnu8NnvJo1o9RruXsXwg7vRh0HBYvnQbs3LWKEqoFcYgp000BOd7Cu5QJ2YBlyw1KymfMrArlb6+KJVISLpjns61GQ23KxX7mhCWkF4mju7vtO/25LRTNQtlnlRAiypofey2HqOJB/o3Gi20DmwfAV1vs6Zgdar7QjSG3rMVLvOpC9QP5qCvu3Qodj/dKlX9oOi/fIFlObSQGn73YpTYvVE7hgs7pwJp8xTSfo3jubA1wy3W7czOtRvF3jEHt+U5V50TxkoOmoEXCFbA4Lcgc9FmrNWQZyO0gN/V3ug/Sr6n4lxsyt9TFLiYRD0EQofwd5Hy1X8SVcuTIX6wJyJMg3BJSuO1qaGfOTyZxcDLJ3xT0IJ5V/+POVWmQohZCYW9dZMGYr7FvfGU0O2uSdgZKncGBxzDx++bnWZQZ89RXIbu76aDpB41asaCH8lOUgu6Ixt7bCMOrV0QMtHfQWyKkZnn0O5Pbg8Sxf6ytXw6XTneyxDSNfHU2Ffz9aumI+yDg49yUb5vFH/XtFQSFpzo1A1qR/r5UZQOqBrA6n79eHwvAdwQs+g75Gk3CdXP4d2j979mSQISBvmPfV22gcegN761rJWtTj5KCKNOaNt/GfTCj3vIeOW/S0Dd5L7ctKFEtC4VXOO3R4t2KphnLo9lHqN3zh6zBsW6b1sudTxreEfgt2NsVrHpJoNmoEXCFbSS2BaJ28tSCXRL2GVXW/so/Z8rnwxrPK0FW8HWQV6pI6BqQ1Zr3CXK0LyFCQf0VNB8Hs3+/MyWsmczIdpBgebJO7pA1hJFGQs7GxLHhVaIDsB0s3QavnvTBhIPuAfI+HWoQWfRmmAJTV3bXi3FuXWX9b4TMnIKeCfOrw2Zog/VCr+0sgjVNppu8CuG4jnHh4iPjeDjLK2bqm09TATVCyBmQuyGiSPAfsafCmFmhG4tUgV2Hh4mquxYiw9yqXYNJzGWZGyQD7PUJ5hPvP8yo8uRF8nLk2yh4g7VBr7kqlYauz+byXg19nf0JcdF5I798IQ7amrWtaBs6RUrEu37gUHDNbAgdvqzjGJWsqWhnT99Mu+2k0AnMe4gGRI+AKWetsdiHGBPp1aZCaIHeh5SWOjXr94rFf/daEaamxP9CKfwH51NyPtumXuFcmX9040uOWRgqc/wk2FrjcZZuTV0AujpoO/NNMBeZkd1N4uhtGbQr7sg9zv1Ar8Tjrv3ljZExG3ldWXDSL3lICKNaOusF/B/IXd+/t0Qm6/lqRoSoIrcB6Es5DQR5y+c5u5nsr4fNXc+liBTII5MHsz9krWezfsbfqgBwN8oKpNBgIjRrqM5fN0XiuP4cm+EYFaImbpgH29wfU8trPXz/uzgs31jqQatD941wJC/4tgbnOH9F0Alw0TZW/PbsneInTv0sIgMnzSC4rUZz0f11P7bNdqXVMYNMXrdem8SQvCoSdKVN9Hiz2P2oEXCOccnD1Ww9tZoblBubHpQHkADTW5/V0gWNngtQ1PO9lTfwRXpIA+wOt6GmQZiCjQN5EtbmmUDj5cq+lFNTNw9r9Iyzackh/u4BsAtk3ahrwRzPZmJPwtZhhXpImDVomYvEyN1Px9B3IcQHg9n8w94kgLKCm0P4tpjU86nV3gO9TIL08vlsLes3NJe6m0P5a9ufC+V5AToSF78Hwn+MUWxS0BV/7G7IU+n0R1LmNWtqewqfbvk087rfBeS3kul5iEHGFTSfAtWVhJTuxxrP/Olj4DsgPcN1W6++tvKzElQKXS8IymO7C2XiSJpBps0oTypS7ilr16TVUaeepWZ0Hi/2PGgHPiFNQqP7o8SNckJPQWKxbQKpHjU+cAM1w+JrfCy8zXWQ/0ExmuakKhSNWeL3coO1M6wP5whkRr3MLkI+i3u/w5xkuYwJSTRk+qz32zTjvB7KRpNqOzubWay42MXYgnUHeC2buHY6FKwNj6tF4M8f7EqWbEsjXIEf7WLuc4g53n63uetmSU4Wp0IiXRSFo5jYMZhmkO5pgKKPF3XnysWQFWq+58NmkuK6ns/GaP6XJas6yzKLpcI2LQe4OB0c7mu88DaSO/d9bbIMWa6Bos9vi7GF8Z1U9P0UeMux91Ah4RjxmF04CL+mJxv91iHqN3OMefoINU/iaB9I9/Hk4O9D8MGwxpsNbQG6JmqbCn2dBIVy+KiRXzSYgH8HVa8PYYzTJzUuZ51ah6Ps3sOBNU8nUDbMoeILmr9mkxcKDmH+wtI26vX2Jw9jo6OJ6ZF/Uiu5ZgZd7q4kzTwZ9tntJON9LvGKL7PdgaCnIJNRd/k2Qd9Esrx+ipXk+A1mEZsldhlrWV8PYnwL+HhqZvELGUBEfscF7EnB5jiiEBZD/gAz08f5x5j56Vjzb8UbZaD7b3unfR3wPveY5Xc+85S4PQULkCHhGPHYXjuyCarq/AmkU9fq4xz+XPvRygmYU+8t/45DR0Q/DFtcDGeRjAkjsURkAFrwBXWcGxZiA1DUZj+9BesC+9UOqGfoIyNDs9GUVzC+ngcwCmQsTu4RTKiD4MxbkJP32W7/gzKqR+28L5FyQd/z1kcvz1G0s2C2tYNTmoBn5uCnE7Om37wK0FMoFIOeA/AXkdDRc4GSQxmis4+Eg9UEOBjkQLp7m93tIfM+dpqrldso1Ya4ryD9A7ohi/a3n7f6+RzNsZ3V1zvC+YQqBnlzkK37L5TUb287MEA4yIfV9u5jacvfiyxe5i+PLW+7yEAxEjoBnxGN04egFIR+AvAyyZ9RrE/f11ANswIa4CE5+GTYoKIJWq+DSHXophJ+4IjM+v1syPBWYr0yAWpc2EUDcLVoW4BqQdSC3ghQk/vbxI9B7bpCXLpp4xbPCyGRuLlaGPlALhQFyIVyzPhy3o/7rnX5rCWbn0pmadKHuoTmgqRtA/uq/H/+MWibm2aTXc2DY926EE1PomRr8usVLIRa8JTv8ZCVoRs5j0eRlw0HuhZHrvAqfpgC7Pkq+xP/9KnuiMfy1vOMgd4MUe8M9WdArFU38tkhguMDZAl0ke/iJVVmWeH0vedg5IXIEPCMekw8IdRlbbjIO1aJeF+/zsNOaXjaXgOP34iTAp9JT0wlaw6/rTHcauejpMBUnuRjklahpKkdzbQ8yJYB+zkfjwF4GaWjx97dAzg0Q70PRemy+vy3oONULk2jNmMh5qBX5M3ixX/AxUL6sGp+SA+s2msyrbdjjZMfD6mzpsRReGwLyDBpPOh16zXFnCZSeIE+Gh3M8LBSKS+/v4hITmME9dRlq1V+NFnNfhLqq3quC4MVT/Qmfn03S+MBovG6CuO9B3gG50DsOcgbIx972O7leaXmZmsslkbmzVDTDZ8ftZvKWorRztciablpPiRsflIedDyJHwBfyFBTCsG+hz+fRHG5yOVoM1/PhFBewP6iv26gMofTBohaUy/XaC6SjW811jvf0FmxS9rtbtygFWnmULG6GVQVAngAZ5OP9I9BERYszCXlozcc/Boh3P5AngunLPQ1aM7RDt8NXi0E6USHWMChXWz/xt1IMcm/I9GSglpO6YY7jb1+v/A6kL0gd+73MFBPYZx4MLo1aSMvNGk65FgaXBEe/fjKG29H+5QtBmqNu6BUUydb723el8/ixXt9GqaQMwq0c5EqQR7zjIDVBNrg5wxPfX3khd5FEvVK7Gn6NJ1Xcq9Zl1s92/SWufFAedh6IHAHfE0CeBemc4zF3BXkY5AuSCuvaPx9+whX/c7JjJPatD3IWyKumwHtL8kGaxV2pOlp0eRzIDLTI9xvQ85O4CU5JOPfHRYH1GMamGmjSkKOiXssczLWmybC7Fs5AaqM1+tahxa5tXWdB6pjjBGYRRwuo9wimL/cWCnsBo1nISVd8WQKPQpN0hOJxoet49mQY/WMczmn3xb8zCydx9Fpwvz/u7lGQO0Gyxt3lBn+/sefl+3vh61CyDuSQMMeMw7yT9rEhPj0nYP5k6D7bKf0kvr9yF9BygXCMJIq7l//9BvN3zbdVnOsYsf6OW66Kem/ykIfIEfA9AeTJoJgph+PVQ7OI/Q+kdvbnK8/Fm3rRXPsDTOySNvfDQe4zNWrPwL/bV5zbZctgyjWmcL4e5HM0OP0sTEtinNcEdYd7w/nz0V+yafgfgbonh1KCIw6QoNOen2rmTldJBqqh7nArQP4P5EAH77QmoLILSTis8yK8Zl8Tvxlxe8zBzIoZhvIqgPigL0BODYem4nUm2Z8trV8Itr/4M51e90eVjtImavyDpjGQa0Gmg9TI/Fz0Skr48+EwfEfqvAducjtv1FvjBO9rf/lK74qyckFvsEBrSVgCkwVEsRH4ki2JkjS+ldUwHnxQHnYeiBwB3xNAHgPpm6OxitCMgaOdaqMr68WLurq+bPO3PUGG2yekGFoK0isTkxun2JG0uR0Lssj58/FiHkGGgDwW9TqGNz/v641apWeb4FiQABlBQG6Iin+bV7WIcHR0b38uXbsBZCXM/Q/0+T4MujZdEj/14pIIMh7k9tytR9RxylaFqJesBGniVki3Fwg6xN79DJp52h/UK6JB1Pin7qn/e89UJL0FcnPm56Kna5BiWPBWYt4tn4OSNW4FOlOZ7DhUw+866F51Lkv9/kYKTBBoKxoTmO4WaiXwLZKK/ehZGlc+KA87D0SOgO8JIA+BDAin7+RLtsdHpguGq+QQ9hdv11lRr12Wdd0ddf+skCQjaW7vRa1lDGHee6Fuq44taQk66TUPrlrtL/GA1zTa5e+OXAuXfhDmZeIEz7BcoBOXebILTrFAY9uiyGj23sdR699lThU4Se8/HoSiKU4Kg0y4gDSE3p9aM03NnwpmfBmNhwycIMeDlLj5Pp31G73FxH6fUplEkAv0LnJXtsSeER69BeRvJGWqjUsIA+q2PQRGbXW7PyAFaKIVz/Ue4wyom/oKkDMy00+3JSqIlLsyti4jRxmsQQ5DvR4OSft9X5CZbs5ikFYgH3nAoQYMWubl+9akLq3LdN3Kk8KMFJguMESgza+p/aVbBn//Lovywl4e4giRI+B7AppBa1jw/doVanbrwtD8KeuLd8xWNAvfIAJIbx/S2v6VDBaQOGgZQ5izgaaj3svDu7uhGfsOCIbenFq4clmTzEma8/DwUabU6qLtuq1iVrZGDUGuNpmQ23Hgvm2zr3NBTvGPe7y+l0xaaHuhqPhnNHvmaNQzYlePa+pVCCyv+dU42LWI195kx/fcl7xZNqy+y7vPNr+P70HmwLSb1K0/N8oKK4ET5Ei07u4GkOeg3ZvW823/VgZaORlkXtR7FS4dyFnmvtneOXouWluiQsbNQK2VV1n8rRrIR7gI5YGGh8HYn+CS6S5iQuursDlihb94zFMmQcdtqnAsTVrDUyZZW/6aLs0LfHmoDBA5Ar4ngNwBcnXw/QbDFMCsu2HotooHcN1DQc4GmYjWOXsejUfL6OOf47U9yLyELWsMxcmyEfC8F+K5sKw8D9I7OHq7ajXIZDR+7S40yc5QkO4gbZQRP+/lXDGwWdwIZ4K8DcOXh4WPjm+Vmc3K5Wb4Dlj4LsjhPmihBmpN8FyjKtFXPK1N7va51fMg7dCEGx+DbAGZhrppnk1SbcUs6+pJCDTfvQPkpmDnW7nOMq+0lFnwl+ogrbV4da7OE6t1H7LNdBe8GTOkwPq5Pt+bz43AwjIM0gPk6aj3KnxakFvRDMeWVjXrb7lcUAnP0gvSGc0sXtPm76dAyWpo8Ww2PJwrH5OVCa8PBVmr9LFvfb/ft/Z/7Qbo/nFCWVG5zo085CEdIkfA9wTUjWV08P0Gkta4FchKGHBSJlcA1AXxCjThzEpUK3t01Gtr4jYR5Er7v1c9n3Y0mcD5Ht/tCvJScPR22Vy0Fl5vkJEmY3Q/yAQ0Y+sMjS+zejd44cIez26z0TTnZ0Lv+WHho/TWaVvFvu2C7/0xriCNQL4KZu3sBKuWq+L27ThlblCXu7NMupxqCoWfoAqLDiD7W/ftLSbQHLMpyMJw5tx0Agz4WssKxGc/KuJa9HR4ipbcKSvsv4miCsKbjWvsISa9PQuyRxqd3IqHAuGVDdAsybNARjjbT1uXxUJn42XKCF7+t4umwZht8Fj7zP0M2uQEj2xKeevzavgOeOC8TPTjcp13AdkO8odsdBk1TeQhD04hcgR8TwC5EeSG4Pv1ZwkE2R9NZ362y/kcaQq236PuEgOJ0F0UTaaxlCoaV2Ez50dA+nt8d2/UndSV5chf+vDcubI5Gcv+mU7vBINDi9cr9m+Xhtsf44pqs/8bDN5WjMqVkupeFB8Gwgtzg5bPaQ5yHWqd2Ihm9HwEpBuMau5fI79vfXWn7zIrDKYL5ABYusmJhSK6vZl1DwzeEo7LdW7OE13nwaV+v1vUDf8x1IPjiKTfvwjSMeq9yg09SH00hv/k7PuZWWFm7Z5b/ruzZmROcuL823ZDZ9kUE0HQbHbh9vxXok7olYc8BA2RI+B7AlpA+Jbg+/WVhbCayQDd6mNe1UHOAXkGdRd9jojcRU0tY7uo9zo3c/VfTBkWTYdL3ndXz6qqxwT2/g6WrEAzvHmKIzNp8Sx1Aeu/LrV/u4K8vi2Bf8VjRjr79Ws6AdqsSsSXJONb0QKS+l48hZIM61cdpDHqwvy8Wgf8KNfCp3UdY/DmXHxPHtf0aGX4h54ShgXCRlnxM/zNNgFJ5r4qxPsV8nu838DFQX23aEbrNfBiPx1r1DaNnYzHvuWALi4CWUJa7HPF/bRTmA0sgf/2rBgP2q4UupTqz3YC5MVTof1bbvbSXrDr8mEq7o0nWdffSxZc3VmvLeiyyD5RVt7lMw9VFyJHwPcEkGtA/h5O3wWFcP506LJDXbYaT3IoBF6FunZa+sJ7mOPeaBHzWWg2sNtJyuSWgzXuDDI16r0Of57OD3s7plx/f8Va78LcyJVa/85rdtDwXVISY3WcqhaZByvU4bJx3doXjW+ci8s4PVOYuAm1kLeo2P8+p8HQ7UFd1In+R65TBidoa5Nt4pVfQeaAPIp6ATSBoiOrChPi19UwF1aqOCeJMRWMM0GuCHec9O/rrZGoZ8uR7vpIp9tBZVDyA+qqeWDQDDb8q60KrJX/W/FIHw9rUXQ7S177dzUW0Iq+r1gII1ZW/FtyDPY4sf5+R66Fq39wJ4jZfWfF20Gmw5Rrof236i1RnpXTel+17IRTq6IVzbW2KXfVdEKcz4M85MEvRI6A7wkgw0HuCafvgkLNCOr8QgE5RbWRYvuMz/keZV6gK7BwFw3DYoDGHHxHwBn54gb2h31qWnx7xmVsEXR6x6cb8UKQY6JeCxe0MQQXMZBoxriBaMbOnjhI9Q9yAMgUkPewKe4OMhS+mK31xPzW4MqFtcmO1k6fiLpgDwD5lwqE436uKkyIfzf78OPV/Auq4Vlt0WzS03BZ5iSgsS9DlTBH+dvrls9ar5d/BdbOzrCrwmj4T+49NcqtXla0nyz42buSul17ezwaHgZyAQz7NlUALS8LNEZUkC3PBt1pKgxcD919xBfahxNUpoReeciDW4gcAd8T0Evxn+H07fZQkz3R+LnQ4xDQrIXl7qIbQZ5VV47uIaXml1Eg/xf1foe7pnaH/ThBawd+B7IArl5jTRdjtsJVG/wxkLIeZL+o18IFXexmMoYnunzvWFPgfRqb7LPmc6eZ6z4eG1doNDnEOpLigfzNKRfWJjdW545TqwoT4lfA1r0pr3k2ThK1u+JhCQxTgYBma16LC2tc8PsnPczvPasnShTMc9QMe9Ru205p107wtn4/XRCztsh5of1MCgBdQzvL44UzKo7VtVS9tTIrE6xpJDjhNg95qEwQOQK+kKegELrPguErwkkQ4PxCQS0cz4UlkGbGU/YGGQBXrw3rsEJd+X7AQw28ygL2h32zCWjR4oNVeOkxx44u/DGQsivIDiLQ8vukjSEgL3p47w8gD6GKk1NTGahmE2D630BWgZyboQ8Ds25dcPPJDSPp1AJS1ZgQP5YfM3ZnRxqjuYMAi1/7i88NZ69MOn+RAONTfeDSXVP7n/tSJmHHfi3sa/v5xy26b6Ui3SwSjVVuOzNXAmEwVux02k+OCUye14UzrBOoBGnVtSoHtEXsXVq9JlJbJNBT0ua4WffuqDfg0q07q4txHqo2RI6AZ8Qjddmy8jOXfmhNnN2iW5NwmVc0w1/kTEjUNJWJLnwmFPoTyPKo18EDXZRbA0/w+H4HKFlXMdnL0O1wbbMs73YjQy0qb/jY7W/XmfGhy+6xLmEQ3lo0f+r/2TvvMKmqpA+/h6AiDgYwYGIAMaKy6ooCBhAwLAoSXBRUUJAkScwMmHB1d80RTOtnzoC6GEBABcMKJhAUGBiQHGXIQev749y2p6fvnem+6dwebj1PPQPdfc+pU6fuiVW/CmORr3U+oAh6zMxmMes8Bg9ZhU6j0RHkSLJEW7ae+wlkN/N9kJcPPZeXP07a2W3P5TB3AchEEN827mXXGc6CPdU23aVh8HqT6C9KZsl47vDTIOg62xXpmMCSerysSKOUiqRz+WsdexsZIjBF9KazxUq4wnLBL5JkTGLCFbVlsZ+HTjHHbJKNC+BacGMuW+mLL5CGGHbTCUMnVjuX4QHdMeqcyWRX3kLD7YSJjif9xrQOXNrGAFzcBiafb/VO5gcuCf1e8rlGmxx1of82ULp/uy+COXNBnseHxPHe7LL/fPhmlOk+D9G2lPVuPAJDtwd50FWq3sdA+mf3jNMY3PkzNLDRWJAF6HyKX6PjPq8FORNkX/s+7/SZdjX/T3vTfVF2G8t6V1MAoqqAdEd7AHwMcrq/8nnNB5fdRgzkBJD7YOi2pD6yz1vqxwbWvozBO2BYTm5adHsajdbAfG2Ww6mjk/3jxWW70Whovi3pUl4SpfnsEgccweSfjTnmqLBxAVwLbsRla+BCmP5/qd/LntYJbTfzOgnjdnTW59Blaq5B1Qeja39PRkEuAnnPdNtcyl4NT7eBmb3PYZ30Oyxe9wJ5EWQmGYJjBKTrA9HgUyea7veA21kXZBjILyBzQYbDuWPCWpSB3A5yR/Z2k4k3gewN0gwNkjQSjfi5AWQhyHvw9aPQc5nfdp7NBsfpt37NvWjAsZ5Wm8dhk+MufJsr2X9Fom+GOm5ObD5KyF4bZAjaC2EhyAg4b2yyv5xi2Zx1pF3gvdt2+tg1aZi14T7UtH6D6aeEnjK9aU0857TBu3B58v/Z92PMMecSGxfAteAGfP+tiXse/LdfcnLsNxd+GE0GKIfh6CUxAQxeoTdrfufP6rE09o0Pqu+kF8jTpuXwIP8AkDHuns0U0MBsfBz6VqoH+ua/i0FdX4NOQ5NT8aMZtGs/6z2YYun4MTRaqtLfh5kTU64FeTz75xJj8HUr4NIpWXgCVAKpD3Ix9PjRbzvPDoyoLARJf99BdCx0H5BfQd4F+Ys5+0u0zc6d8/JC+GAAOgZ5HchzIGcn3sFUnQ2yNpAlb5qSOkLHmDe12m0dAhTsDGrDAXIDyM8gB5rSrf99lZcP57ylvQMyO4hNtV0nl91TR8c3gTHvKmxcANeCk5cPV8wPe0MCT7aBwTtT671iftQ2QtaCfKS/ZVYsgIqoMchtIHealsOD/InbwKwXcZnfoDjeQqwN82Ya5ESQOSCjMBAHbG0YpoL0Nt3vPrRld5D2IO+ArAd5HeRCHOLfwopPQudHfd3D88NA7nH3rP+eLuW4ql4A0tzacJ+QeqtV8rfe4p7L0dceaJCppZYtnJDa38F7nyT17rT4v24JyKUgezrbZqPRcGmpnKWDBbqsg5kfom/lNqFTPD1jtfmsbHLdudTv7SA/gtQMSn/Zy+Q1BlIU2rXaEWG67PcqkXYiOX+k3waXjkmMD75jrjhchRwlkeIipd4YDrffD4U/wfKlMLNApLgo2Jpf6AzjK0N16//VgSfqwtwRQNdg686KvgR6+Ftk7YOT7U5QdeCgg/2tZ5elg4AZpoVwSyJsUYp/ArcB7bJ7trhIqRotoXCEtien93nZUthEqh1uAk7cF17sAr3aK/WXj6BwcJBjgQg/KMUpwDPAl0rRSYR5QdVnU/8fStEbmKgUY0RYHlbdfpBSVAKaosfMjsCPwItAdxHWl/Ws1a9hjLVrgJoenp8B9HT3qJOdL1/qXhyn8fvgo4H+wJ5ANc1/qe801ot8Yb2ri+6FMzvCJ6/5MfeKsBV4VCmeAXoDHys1cxp0PAEePUzXvwnofZpSNVoG834n9P4H9u1f8IsIrzq3obhIqSab4Ok9UtcIdwG9V8BxzwE/APNE+L3ks0pNXwi9T4KR9Uu0tRBmFvjUuDvQffyRUpxT3nsWBClVIx8ajtC2uHg9nPMXeKmO274VQZSiEKgPfFv+E5s3pL5XdYDrgVbjRL74c0xJnYsWrIcWwCF7h7fOjCmmkMj0LtQLWydbrk5a3deZG4lD0fEWG0Fq+FdmfBMYXH/l5cOgRXD1jFyOtdS3gYUroM1/g0mW7YTsVlTi/wWhndZaJ9H90DF6HQ3o+58gr5ju9yzkPRqd83EBOpb6ZpDDTcvlIOtfQMkUR9gAACAASURBVL738Hx9kEXunvX/ti07QJfOn5f3W3SM7MYA9V8dun8b5pyT1LtjaoIMgEfcrxFSb8ZuWgdjevisUwXyGPz8DZz5apix/Q6gNZIKyuImBlLeAelUvj4v/hgmr4FrVsQ3ezHHrNm4AK6E/vPFvn4tdJoU5gucSxshkE9BWvmrdzPw2xWZK5JedVt6rfKrLXbuQiXcAdemI7uJ6DiccN9JkFMsN69HCBE9Vy+UZQFIa9N9X4aMB6Dd079Bowvfb22wIhFHXYbch4Es9vB8Jesgbh93z/vr9pp5age5BuYt14i4zr8NehOo6zCRcH5QY+i/FbpsdjOO+bVGAPkbyGyQKv62r2Zd6FccfiiNk15u99S3IP8Gudne3kvPq1cvgbxmYae7iDnmqLJxAbIW2PCC2XT92ckq94Lc5n/7swvGjrk8nUb7YCHTuA2QyjqBtD9tKQ+pr/xFRbi38yD7goxBx/rY6iigei8AmQdSLSr2gUZNvhSN+vgbGlW1td8L2oD1uifIVi+bVXQaiMjA88P3b8CV/yuxAG6W2ndT/mEdKhxR3iY0nE2gEQC4i0A+dJ/qx581gnVrNwmkZ67rVNfrtKEf7kkOkN7YAKo5t/Os14JsZ8wx5xIbFyBrgSOwYA4LmCC9vuxcNxKTmf/y1KwLt/0OHSdn2/4wg/yjzNYEXwfkMhiwOOzT7uz6y25BU6c+yPEgV1q3X1NANsAtm/1qS9lIfV3n6QVs51In2gnXUDObaKtfrwNZAXJRiPW+CXJXNOyjXzHMX68X0tIVZC/TduxBr5u8yI8G/uhjuh2WLAoN3NTAue8GbYchp2XW72e+phEtgwTnycuHbgvDPHQFuQPkbu9ye18jgPzV6jPfcpOaCmlxXrsVeNwsv94VhizPPJVJwU40wmtvkIODbHPMMUedjQuQtcA5EpPnX3vdnypCj5Nh2DZoP8m/XHZe5MmdW1T/+1F2Qye8HmQt2JdYG4V3oPt00wcbznI7TdzDd6Ahx19G58tqDrKPn4c02m5FnJH6+s2Da9bD9QKXWYuJxAawy2aTdgVyOjp/2L9BqoZQ38HolAqh5i907u9z3jJtuz7pdSEebnVBBoI8YbodlizHoW/5VNl9V/a76n0OyO4QEL5/Ha7+PrxDV3kfpL3p/iohz2sgBf6VZ+om8NXLYNCOVLu5rAj6rIcuX7lDB83Lh25FdrZYxk3g6yCXWHPXWrSbegHICaSkookPq2Ou+GxcgKwFdnyx2/p+4xUFNjFRu5PnuiXW6VoZfN2SqG52/O83qYmGub8HHZu5EQ3P/STI5WjQiNBzn2XfDqdDl46Tg7Q7kCZww2prw2lTvwhcMxvaj0/eFt5u/bZAoNFo87qTWmh3yKkghwa9sADpD7O/DHPxEtVDOb90DTId5BQPfdIC5HOTuighy2CQUV77znkOuHAcGvjnULRr9G6pz2Wbp/D0l+DvU/RBZtdGIeppGUgd0/1VQp76IGtADvCnvLx86L8xjPkm2Y8dJsPNv8FdN5e+IQWZi3U7nX35zuuj8uxNf9/0Zej2HfT5Geb9qg9Jpj2rYwejNx/HHLPfbFyArAW2fbF7LtOIhPIkGeaLiSqnL166zvJ3ova24XJeOHT/HuT8srn79/bPDl6OdhvzZZILvk/SYmMqgRwDcjU6gfDPIMUg49EItq3Ls8uwXYwzb3vXL7O1Iy9tQYNxvAyyGD4cVB5SX5Q30CVs4xYoXAlXLw1STqhdDwZuDdd1zrx7vr39OceSZtl/H4Gc56H/90fHRBoHwbEOJDp47TvnOeCmDejcmUusNu8E2Y5OrL4YblmfSX0m32n0jfrqKPRXqlzTn9MbFe+HOyCtYO5CaPZKkPNNpv0IsiibTXfqfHz28nRgMPlzfeQ0FznL9tgFMKAoamNazDEHxcYFcCW0zYttnTw+pSeb6LhyOMuePpjbD0xtfvd3ovZ2Qu9l0ef87OVfoWGefwOZhoaQb0opEAkTLhr2fXJ5IbzcGeRWtOvQGjQy5EsgfdGJxCubtjVv7ZaqII/D3HlhxOSgQThus3R5F1YcltZ/o9FlIfVFdQOd2r6LPw56YWEGRCN6m/AMYkkzls06kOjqTR5ZBnKYWfuT3a2DqX299l2mdoaOQdwdZD99uHPZV5nMSSYPFggojt6bTHn5cMV8b3b8543cJH0jN8ZXsBmPdrIC5KDM2+E9zYSzbMO2wS2bglg7xRxzFNm4AL43CDkTfRMzGuRQ0/Kkylaee0LTl9MHplkCV2wPaqL2uw3e2i9VQc5Cu1B+hz5BfhPkag3bHf5i01mPN6xCQ913AKlt2rb8bbMcgHZhfR9k72w3WeXfnJb+flx/9Gnw6zicCOfGRk8USG2QZmjAnDusg4EvNZquSDr7t7AwB/iQlw/XzIS+86LQN9qFUMQ5ljTzMRANejTQo118DPI3w7bZAuQr+747/SXoPQf6/BJkbLfzWHrRB6m/M+dijA+gMJnXVf6hph5TLnjPix2HfVCD9n44F65bmdmmX34reTjhzoayA5dxtrFLPouid0PMMQfFxgUIpFH69PEOtFtHPyJyK+M8uNy0Vp+GDfvDfmDqu0VPBJkvgIMc+L25+2X+rLWg7gbyGhRsNTEwRzXmKbj2ykloMIwRbt6bzOIwSn8/cCu8YJvsN/j2Zne7bB1UHKEXOdLXOggYAzIDjSS5CuQr9A3SndZmsJlOq1LxbgJL6OUekFsM224VkIHJscIpljTzdxdkOB5RVy0bSctjFrJu7gW5s4zvzwD5OvPysp8DygjlWGnJt7v+nVE7DgUUpqxxEh1a0BfkDZCVXhGXw9InyEFo75gFIN/C5V9neBO4BWTPDO3NITdsm+XZ2eLZb+RqiEHMMfvJxgUItHHIsWjo+i9BGgblTph0WTt7OVy4vHTsCUhdPagPWW0/mHf9n97w2N0EbhQo2AJSyZ1c7cfDDeuicELvTccJpMjSbArWOvfRD9Pfhw8GWJuYjv7rq/cskBdg8OKonLI6T/bnHYd26W0PcgPISHR853yQbSBFIJ+g3c9vAumITn5eI/u6/IwJtKuj+68hxVJltQn0eyxGI+9+p/vlnhbpsaQJ4KChAqfPz7Q+azH+pEfZuoG8HLZ9l5JhOmXkKwSpjj7E2C1YOWxDOQ5Ee+7MADkJ8ppBqw26r24X7Q0TdGxrQq6h26B11rGj2dfneKO1xRpnngO5AuRwr5u4IA8y+fPWT95Ge+48BXIKiMpkzNO/kz8o48DRvpxEKqDMdJE63pw7BiYUQd91uRxiEHPMfrBxAQJvoB6kekPhGuiz1u9FmB4s2hVpv/SSZXdbDt88BTIb7fP+f9D587IGc/vB7poVMON9D+0/GeRb0/3gvR/LvEXthnWK7H+9dn3SZy3MWw7SwrRe/G3XoB3wsGsQDF2u04Kj91zdT1f9YGIzn51NDd8BMhNkLMgDaG+C80AaeFkkh7GwSK3j0s9h7nyQvOB1mfkmENv8jm5TDLQ/HuQJdNxdF1IQdxOxpLPEbWwgGkr+TY+6ORnkx7Dtu0T9CXCaMlOVWJuwkw3JqEC6QuFq6L0mta86F0Oe4wbWfZ0JW2o91a09uq/baZzsPNVeTvcHSEHcBKK9dErc+kkvbA7Byhvz0J4VO8uuq9FofaAzXJK3gBsl6e5dti4c1lUr9TgUb/Ri3rXZuAChNZSWbwcTI3f6S87ohVd/b52KVdK/zeRkrPSg+f2beEg2bC1c55nWv/f+c9Ldm1eiEfyWoV239g+m7rTT61YgS9Fux4G7G/t/cxJUzGjZ5UYl3gKkCvR0hbybSwzyNMgLIdST0SZQ23HLYnsbOPO18p9NA4XYCd++iENMkfXezHdrc+hYukkedVMN7fIWeL5Ih/ovBRmbwe+eA+ltQsakDMHM02XbkvfY0ezrz24c9B6CUfq96b0m2zkEh1s/j7ZZHWRT2bKXBgVL3AJevDYzF/5ozDkxxxxFrsIuQzX2heqlPqsOHHSwt3JrHwyVsC977VoRpiU+ESkuUqpGSygcoetdvhRmFogUF5X8DdAVQCkUsBAY5kHA9cDeHp6PBDnr7sUi4P+UoiEwCJijFG8BD4nwk191Y/VJCSpSipOAl4BPlKKLCEv8qK80KVUjH9pOgJH1tV1tAnqfplSNliVtJ/PyqAzHHB/M+3DfUijYASOqlpC1EGYW6O9nFkDv00q1pcT3wZJuO5cCt0GNPF1/ST1sQttWhaGBwDSluEKEF0wLAw1HQOM8e9s7s6NSTADGWfyLCJL8zTEPJu0m8cxdlaGVEvlinV1tetzoUATV66bXl5GtrwZqZfA7RxJhi1IsAo4CZnopyyW1Aj4u/2eT58Nb1yu17BJYljY3hUNBzdOlqeGIpC39QTh1lqTsxkGHOSgjSp87N6yDUWfBkxmtC5SiNtAd6AmsA0YB3UTY4EaeZLk18uHkf0HT3ZSa+JK9vTUcAaOqpb7zdwD3AsvHiXyRgU5qHxx+/8YUU27QLrQJXLY0mAXfsqVwLJmWnelgrgfIJg/BKQfCxAKlXE/IxUANF89FjsrSnQgzgR5KcSvQG5igFD8ADwIfpy4m/ZKH5UpxLnAzMF0prhJhnN/1pC5YQP8dWV9P6pkvDJTiQOBqoBfU3NPv90EphkCTdvBqU2g10O6gI5ODkCDI2vxdAtwGrAKugacWwIrSm+vQNqRhkAibleLvwESl+FqEX8xKVL8BVMXe9j5/C3gVuAB9oPO7UowDPoDmhXD4ue4Wc2tWerB1z5tAi2YAxxPyJtA6SGwN3FP272rkQ6de8MihUL2+14Mm9xTUPF2aSm4MKhH2YVByHDx8JhTNhAXzghwHS8+dSnEV8B+laCzCjtK/V4pK6MODXkBz4A2gowjT/ZDH5mCzi729OW3gZm/JfJwOy6ZiiikHyfRVZFgcFDCDc0zgZUVuy/ZTVivWYjsBxcxFldEIsd1AfgT5CaQnSLUA6zsT5FeQf/nt9uUlsN/q/zNAXrVceJ5Ggy/4+j6A9AcpJHJpWaQSSCfLBr603HhV8vtdAwAApBf8MlMniE51KfbD1bgsd1CQPdDxelNg6Cb7GL3OxTaAEQ1BbgSZBMO2O7vdp7t1pbap5xJovyEZV1QgeszOKCZwd2v89JQ8HJ0D8x/h9nlePpz/LtyypXwk5mi4zIWFzJjaXu/5JF3axBEgS7zalsu6Ffw0WYestC8Z5nAwyFB0rN80kGsIIKa4LHsrNR7N1+NF6d+dOjpqNhVzzLnIxgUItbF/Di5dv9aLkQZH+FPuiUfCoN81OmibNHTQ7Mvzd0JGIz4eYFr/ZvpcFMg5aOjvlWjY/owS07qoqxbIf63Nhuv+98MeQGqgkQ1novNmDgDZJ/U3/myAQHqjETPrmOvn9I0MyMXWIcD/QM43sdiKCmt9XLvBZiHUzOsCSZd9zUzoW5i6uZQjrEORlei43YuhTn1d/ixJonW2LBf4Azp9ar9Y77I5HWwicTCX2PT1F7hsh9tDOnSS9b296f/dXhoZ119k6rL7JPN+jVIqnPAAlLovSupnlmWHF00N6zDIGjf/L2z9Jtt/5YJU+7h2I8xfDzKKgAGCnO3toqnpdtvFeoeLyrXj8m3q75/rhPBtjzeh95hjjhobF8BYw3Uy7L/7VFYtkDX+yebvhGzd0Piy4c1lBjka5En0jdjzICcGUEclkCHWwvdif8ocdy0M2pY6MQ7cCq3b2mx8TrDauBbkTZDmQW5+QK5C34DWN9evTrkHf5kJ0mZX3vwldeR0kNBylTf4eTvd91gGsz613oF/lR573Czyk/InUj0kbvQapd0IaDTBkp4Zmd8gOtj4fJB63uyz28IgbyLSD0FOHZ0d8Eg0bgLDfScmD4N+80x5AVjj8xVm2u7U32eVCc4UfP1OIE4Fog98GnlO34HOv9jPtP3FHHMU2LgAxhquc4B94b2cvHydV6h8l5vMy3QaIG9YhYarr5VlW78DOcm0zqPCIDVBbkG74nxibRQq+YnACdIY7VLzCB5ccUH2BVkK/2mfunB+dhQMLnW7MWALzEugpB4cgh4vt3R4pNn+3PUWsNnryBGSfquXAydn3V82BWQP/+TP/GZLe2SUlMkpafyQVSB3o9EzG2KT/kPXe+NquPwb966ywdqnvW46ZpVgfFd0mQN5BeQqQ3VXBlkDcoiZ+s3e/Nrb22VFcNrK1FQQCbmG+/bOoBF/Z8SHgzHHvEuhg6bRWOABpfirCN+4KcA+uLnHRUqdOwM2LHAf6G2HHNanEC66EzgXuFspJgEvAONE2FZOgcVUAIRQv0iENcA9SnE/0Am4A+Y9DJfmwQP7+4HAKcLXFnroM8AXSvF3Eea5EPdeYKxIt3eg2zuJD5Vq8hKMr5IKFvOPPeDciSJT7nRRT1ZkgY38EzhHhDlB11c21T5Y43fch0b6qwR0I0Z/K0lO4AgLl8Kmuu5BE5yAG7ZsF2GrB4FTKDtAoTxSZXIC/lgyG9gOtEcDBtVRikI0eMtMGLsCOgyF4TWhek3YdIq7MSEYdEI9/zQcASe3hJEHpo4FR1fLBgwjVb8n/BV23x3GhgwKEzo1QUNNmqBGwAoJCFG6fDILlpJqb8efDL9Xh83AhBLz721AfzQuUwKB3ZcxfRKwG9AUmOJDeTHFlLtkehdqkkGuB/GQMNXphDezJKZll+3sMoWO9+oOMglkNcjj1s2T7ckWyLsgbU3rO6oMouDij4PJmyfKur1dBdI5y2ebWTdt+6R/Z+4k17pFXwYSibiKdPe/jaL/n+4quKtyGTc9NjGBg3fCPS0yKzd6t7DprpBFkm4f6WMzGsCmEUhXkHt1DJ/3tmkdJWIgE7ccszzpKLU/7W46iyQ9v1pm8xG0P17HTf3984oKlgRyiDV3GrkNArkJ5BFz7Y/OzS/IERqjwckNNJEX0M/bcxnsZe0Xc8wVhY0LYLTx2tVuHUhtd887LcSHlxjEMkexctmGOmg0r18sHkoJgA492PefDz1/qqgTuj96DHZTBfIXkLnoBLt7ZvD73dCIlh3tvzez+Aa5EGQFSCPn3+Q107EdF6/Vf51BP/xBpnSKfwr23cs1djpYSv98wo0gc3BIwJ5eZjQWk6kyXVaUKtNFv2o7ySYO0Z8xwdpoby+lo+3lgeGUXWbJ9790svMia/F8zkr9/nWYBW13QOsvykcJjV5/BmMjcgnIuwbrHw9ykVkdRAMZWR+U3rrN/l3rKl4AYcqocz8NgtP8zbDAmmKOOYpsXADTDN++AD1+dDMQlH0TmPh/hzT0umDaIcq6DXzcOuGcBONvgCvmV/QJ3R/9Bb+pAslDx6HMADm2nN8WgLzndFIdHpR6yU1ax0+gcDXIKWX8PuMFr19tMB3fUhEZ5CGQj0GqZG4j0Umz4YdMfo0JQYwt0GFS6qYvgZpa+tZzlti8j2WghDYanURVTcRlVbz4WpCHQW4yVPceIBvwiDhbUVi/qxds0EjBJWMBNwqc8WsQ44qus19xvDaKeVdn4wIYbbxH1Db7ReyQUoNYQegTKDq31cUwaFHQG5uKwuFtqkSBXI12D+1mt8kDOdLayB9evszBLb7tdXLVrzZudHuCHKZvO89eZm9zzZejc/SdAfJXkIZw7pioLrJ3dQapgk7r8LBpWczpIJqHFCCN4Ka19rd/Z21O/bz0LaE4vhu6vaVdSBPzWcU6UAH5BsT1TazHuluAfGlaB1Fg5zXULIFrVliHjhf4X288Z8Qcs8iuDQyDDqp/7PDUgPqR9XWwMl3Le7pEcPNEaFJX4wk8CNQhNbD5p1ABKkQDxYxWalF/qH5Y6re+BVdXKEr2Zc1PYWMxzPrBPbBPWfUgwLNK8TXwOtBCKfqKsBFAKRQwErhbhEXlyUwGduqeGo5IghOB/vvIobDPl0qxAqiJjtpXaGSWNXBwLQcQjP2AG4E9gGr670n1/AHMsANS6l2oP4/JDYmw0wL/+VopeorwtGmZwqbswGjKIn9AOJRid6AA6AXn3A29+yRtvhZQVAj7rITqpyef+oPM37GGI2BUtdT3/Q40NlU4gCFhkFJUB44FphkSoSUwwVDdESO7OeYOoNUCmNkCRh0MvKUUjwL3WvOnD3TIoUGANcUUU67RLr4J9I7aphcKVxVrZMLBwCtoJKtKJJGtTE2gZhHAco10X/IzcL8IHwdbFzOV4q/AI8B0pR4dBK92gYYnwb4Hwus9oShIETIgp/dj7XLgav7c+LE5MTkrtWC+Pdpk0WIRWpUsSanJL2lEXW/2mbpYb3A0HHIUfNK6giMbBk4i/KYUFwJTlOIXET4Lus4k4mXtg/X45f9BTDbkz0GL90MKpWgMPAfMBU4UabVMqQ5vl96gat1tOj35Tjkho9q9Y07v++wtFexA5VTgR/ERvTYTStr2mRfBnK+UmpBfnm1H7X3wn5xs7sSd8MU2Eb5QilOB0cCJSnG1CJuyrSVVj+vXwlEnxGujmGJiV3cHzd4lIB3I4rM7YejmZDxGIjYjUZY5P/NdJcjfX53JFyBNwq3zw4EakTFa/eTy/Qg9JrBU/yn45Xu4ZHIc8O+XHUhrkOUgdYOtp+KOV7ptZ7wKw37PxiYtV+v7LP3/3SlG2FmHmccEpr/vCRfTNqsq0nuEjre+L/z+z862o/o++JtP12mOubYQDdo3wQqfqA3yAjrncZ1sZLDXY5d16eBR5nUbc8xhs3EBjDa+nEHWZqCxgVMfuA0u6pD8PDFxdtis0eiiMmBHB7QhygzyI8gJ4dYZzfgEt4sQd+ig162Ezp97tU9dXs/l8eTuty3IADSgUV5wdUTzPfBRh8pqV6UMf38mGlH4VZD9M68nbcxvlskckPq+Z5ZWIwqc7aYEZBzIxeHK6OZALXrvg98b07LKQwPotAd5C2Q9yBh9SFu4Bq5anKkMznpsNDpeG8W8q7NxAUyzlUJhAfRISaFgPzi1LHYalOPNVsVgkPkg9cKtM7rolmHZNciDIEO8lxO9hVNFYGsD8zTI2Ew3MdnXEd33wEc9bgWpVs5v8kAeQ+cIDTW/a/J9P3t5LrxH9ulALity3hBIJeuG6cBw5czetp2f6TDZnL6DQLotf44B2RsNpPYx3PZHNjLsCuNKzDG75V08JhCsOLCvgTEivJb8xi5guXGeUwyhyBdFBArSEVNItBdokJbwKLqxm8GDz/xJi4B878U4xZgcXsd72alU8eN1kiSCKEU/NKDFCOBW/2tZvzaq74GPtBUNjrQF7Gxo0IdwyQhgItBQhHVhCpd435XqMBGqH5j6bRSBM455EJ6qkzpPP1UHWjwIXGzzwLHAahFWhCYi4G6Md3rmyJOVoo0I7wchadl02OH24+tedZVq8pKbsTCTOUaE9cDzwPNK/TwFqjdNl8HJNqM7v8YUk2mqZFqAiFBlNIxaCbJbTFaFtJjkXW8wUapGvlJNXlKqw0T9t0a+aZl8pDxgQ7hVzizQQBEJ29ol0S1/BQ73Xkxiwi9Jm4AjT1WKz5RigFIc4rUWbfNtJ8D4LvB2c/237YQK9i6kkAjbgQ7ApUp9OMDPMUApToZRp8P1a1Pfg5s3VbD3YAsaHdfBhr76D7w1XISrwt4AppLTexS1ue7A0+03JbWb2v0aaAp8EaxMduRmjLd7pv+v8Je+wP1K8Z5S1AtUbIuU4lCleBCOapxuF7OBAxqFNxYuKsrONuP5NaaYHMn0VWQUGORtkA6pn9m5PcwS6LxLJxiNarC6T3ZQBeR3ygFfCE6v2bld+hmgb5pBTgWZ5o8e7ezzxCNB2oD8H8hakCkgg0AOdaPLXdntFB46108gI5BL0XkzO6S+B81egV9+ABlkus3+6U4WJNzNo2xDVmztMq99HPQY5ey22u53dJ7LS0B2T8oxeBlc/pWJsVLLcNEHcOP67Mf4iyfCld/ArM8t1+zdQW5G55O9vTwXYw/22gDkGWvMvB8GNU4fX8/bEqYduwfZuXENdP1frs+VMcfsJxsXIAqMDjhul/qZ3UDTuRiaTdNgFxdN3RUHkygvXHywg71B1puWIzNZK9ZmHOQgkJX+6cZ5Qw2yG8gFIP8BWQM/T4deq1N1eXkh3N0cndj5CpBbQZ4AeRfkWxi6fVeNM/FrDACpDHKPtTGyBWMCqQuyAuQ00+32R3cyC+Q4/e9oxyrBVw9Bzx/dxgOHMUZpcI/SADaDBU4ZC3IZyAQNJNL3tyiMlSAngXzr8tmqILNB2pT47DCQN9Gx7Bf6KGcjkNetw5nbQWqm9mvJ8bXtF2HbsbtDU/kS5PSw+zzmmKPMu3xMoEWVKOUOmsw9lvchbNsNFtWCR/LgmJMtd4I/YFKXihoDZEc6kXmDoytwklUD8YBuyS5mdWR9nTcsJ2NTVwJ7K0U1ER0v5ZbKizER7dY4DhinFLtBwQfw/EmpunyyHtw9FpgOLLb4J+Aj/e+vboFNHYKOM4lm3KH3/KpKUQOdVHUv4K8irLb7nQgLlKIn8LpSnCTCGrdSR4QSMYFoW4lyrFLjw6Dx3SK87u55pzFKvaYUtwLzgMUipUMxsqF7J8Mb58O9uyen8QUL4ZeBIhQBryjVZzS80y4iY+V2YDc3D4qwQymuR7uCfiTCDhF+BTopRSvgUaXoBQwUoTCTMtPHlz5j4fLuQCPgfqCHSGp4ROnxVccCbjo93Y5XLnPTzkzIZaz6Nv5892KKKSbY5ZPF/0mVgd9Lf2iBxnwDXevBmLrpk8iCu4EupZ+L5sLNPSlFFXQs0HVwyJHRXrh4IgPxgG7p0MMq0mZchD+UYjFwKDohdlj1blfqD2Wvy5+nidDC7jml/nc99G7kJQF4eZSMGUup4zSlarQ0O554A1pQigbAWGASMEiEHWX9XoR3leIM4EULEMPDpsE4ldgE3jMPbt0K/9gjKBvySA2B4e4fdzosqHk4cDtQH9hPKYqAQvSmsLDEv4usA5sUSs6vhx4GR54CeQPhpvT6KAAAIABJREFUkzP02LfcZr7da+8IjZWuN4EWjQMGAr2BRxMfijBeKU4ABgFfK8UTwL1Q4wCntYj9+FLwdzhkOLRoL8LWzESaWQC9T0st59Yt8PShSrGvGI1tTaGtwO6mhYgppkiR6atI06zdCq5bAt2/d3Adew+u+tHe3WHY7yA/69/IAyB94fWucGVRFFxPvOtG9gYZArIQ5FOQtlC7XrqLz6BtMOO/IPuZltlje0/Bh7i0EOQ8Am7+raK55YJMAjkn/HrduTcmXZL6zIP+8/2Pd4qm67W9m99VizN0yWptuXf2ytI2qqLjOG8x2XbvupNPQFqC1ANZrV2Oo5daCKQayBaQ3dyXUb79guwJ0lDPLTLEcrn+CKQQZJvlKjwBZBTIDfBuL+i+KLt4sOi8RyD5IEUeyzgeZCXIvg7fH6pdOectgh42cZ1tGoKcBd2n+6WXdPfMOvWtNdHchPuzWXvOy4dBv+q1XHTes5hjNs3GBTDa+LTkuAUCHf9M8q75+hVw8Rr9XVGpwfKMV60JrJ2eoOQpGJIT+ZXK1ovUBXkIHQz+Msgp6XorOeCffCQ6z9uvIC1Ny++h3WeDTDYtRzkyNteL6EnD0hfiA7fBtX81LaOHtr0A0i38er3FLoHsY70rh/grl1PM2DWzQWqntyE8kKDUMaDjJzBvKUitsmX67C6QZSBnurSPQ63nzzJhn/7obPBivRAdshw+v9u0TA620wza/Bdu3ujFluzfq4Fb4bmnMrFVa+NfH+RcfcAqD+iFfLZJ16MTPw1yMMhS7+V89zL0nl2WDqHDBHtdDd8B8iUMWGw/vvgXy4eOp15FKcyF8O07Gv0fc8xRY+MCGG38nyeERQJDJD3hbLtSN3rdBKaIRgltvUkHRKcOwFEP9nfWhSiQJiBv6RNq+SfIYVmW0QpksXUCuIfpNmUne14+dJoEQ1ZH9aQQpLfeAEqLpMwlN+NT/4UGCGhgWlaX7RsBMtxc/7u/kQF5GORef2VyusEYsMDadH4Ncis80Nr0IgfkPjRojkrq0+6QYmgzj/W0RidRP8iEnXizr+gtRB3k2q7nOO9ypr9XLS+CwTvcH7i4m1+9vt/+6Vtqgaz23mdXLihPh866aj9Jfx/ODSnIX0EWoQFmKoWv8+jcBMccc9TYuABGG//nIHm72A8SBTaftfwDzt3qNADn2oCDTovwd2tBOQ/kWpC9PJRX09pI/ghyvOn2ZSZzNBdoJXRaFeQxNDLcEeX8tgfIUpCTTMvtop3XgDxjWg6Xslvufe7fnfQy8/Kh20I7u7Rs4hy9+bx1o+kxB424Og0mD9dj4IXL7b0nvMsEcifMngpNX86V9ChRnRec5bo9EDm96iGqesy8/VIDpDgMHZb3uzDnPTT68xSQ0SB5IepbQa9f3BwcxBzzrsC7ODBMAuDgD9IDx1ejwQBvQ6OOdQPqAI0V/Li7/r466UhjdkHSN26D7Xsp1WFi0EAxNqA0I6Fh79KB4UqxN9ADGAAUAfcA74mkA+RkQyKsUYpOwJXARKX4B/CwBADm4B8AT3SRNpViP+ANYAdwmgjry/q9CM8oxWrgQ6XoLMLEMOT0iX5FAxDlHIkwXykmA90pAdjgrcziIqU+uA+GXg+LCm1ALz4BPlHq5+OhevPUp8MFvhBhu1J3Xw9rJsD4ysmxrz+wNxqvoo5PMh38PHS6Hj5qEi3AnLLIO6JqMOQk1x+l/u+XnF71YDe/mgXTyXIe8goMQ+Y6LFtXSQT0whHOoDr+kAjLlaIFemz8SinaijDP73pKklIcBDwLe9eqwGB2McXkiXbxTWBikMyvnzpILAQeBl4kOXjeBlwNVAVOAJ63PoOSA3D6wLpkPRzbGj5tG/SCxQFN8BK4tSocY/3/2mZKTf8ETr4Y+ADoIMI0P+UQQYDnleJztBIvUGpwAXzd3y/E1PKQE3U6C/YC9gdqWX/3t///2SdEcYGmFEcD7wHvAjdmukEXYYxSrAPeVIq+IrwVpJw+0iLgcNNCeKD7gZeU4gmvhylJOv9wOP8pEe52/o0TWmfdo5SiqQhT/ZGlPPpvj+QGEEueR4F7rb9X48/CK/9O+Ee1KB7aOJM3RNXgyEmuSqX+75ec3vQQ5sYlE3KB4LsD2E0plDVPuqDMdJiJrlymWnBFopFeeylFb2CqUlwhwkdB1KUU7YCRwDPw/iBY+kGUDg5iiikyZPoq0jRrl4hGo6HL5qRbREEJ99AiyzVmqMDZAuOt/w/PyB0lTPeVzF17ev1ElvF+7mWSKvDl/TB4p59uJ85tvXENGqBmK8gmkCLtpiYfoIFH7ge5xXKbbAvSFM4ba9rFKB2c4c0r0Qhw3T3ovhE6fqp3WO3waCs1rD5TpmXx0IYvQdr7WN4nIOeVbzul3bounwef3IyOEZ1kuY4GqlfnGKThlkwti/1wNcvFuOuoupxrudLQNn2LCcxMD1cvMa0H9+3Jfn4H2QlSpaLZUnZtkDPQYQs3eAG1Sn/2vONAnkWjyzZN/120UHhjjtk07+I3gX+ehF2sT/TmWydmO4+F6gfqG8HECfYbQFPg38AVwM9WCeWdKoXpBpSpa8/KFaKTzAZOIuxU6roD028IvJ7cO7V1aSHQEVgtwuZMSlJq6kDofZypk0L70+RhnWFzZ5ErXN/iifC9UpwJfKQUBwB3ibg9fQ6DauwHg6rAL58q9euiHM2veT9wHfCO14Ks2+yTgG/L+p3zif8LRUpxH3Ap8DiwVilGAB8EYwdl3SpVB/ac4U9/OtWzqUxXaZMUtRusVLm+mwyDGsGa1ZZcI6GwdxBypuuhssC9DeCZ1X6UHz45zUMNT7I8OeZIiVAIPdYPFpg1Qakli93oNqnDWp/Dht9g1g+ZlBOl/MUifK4UjWHOOLhyGNybl62nlHOewx/ehhMbSYkk92HeeMYUU06R6V1oFDl5une76BPRIdbfxI1gyz/giMmZnCpF8yYw3CD6IE7undva7BV35Zk7KQzaRtBB+d+hwWVCR2fLXP+5fbpt6boKOrdZYx/Kqg/yq09yVQa5BA3YNB3kYr9twb4Ph4j2pvDTnu3q6bUaCleDdDJtA7nE1u37OnxOb5KlDM+DPGZaF+5kb/WOA4JvkTUOrEPnPbwT3ukOV8z3a4wDmQVyQma/jeb4qtNsuZv7ch0kKOaYo8DGBYgiJwfMoaU2giXzCXbYmcgnmFlZJQffQdvgxRf9zuvlAB0dmGtP5nL5P1jb67X/Ro0amFtJ68NwbwPZ23ILfA1kd9NtDsNGzLVFBoK87kM5nUDG+CxbJbQb9DSQGSCdQSr7V35evh4XO2xOooP6P+7YHdqgoejngYwEqWbaDnKB0WjQbxqWYV+02/pZpvWRpdyHw9yF0GuVM1q4HAhyIcgIuG6pX2OcdaizBWTPzH7f9OUojq9e5r5cdAuPOeao8S7vDmpHSXeLhhOhRV3tCnoHGhH0T/fQynB0O6hxjlI1LhApnlJ2WSXdgOQVkHdg/O5+gsVYaIIPQMGNsHBu0K49mZP/iG72ei0aDo/0QaOPtRFhjm9NCJSCB40QYb1SnA+8Aryv1PmDYP0tUXAN0hRV9ERX9BwwXCnyRSjyUM7JlOMKmi2Jdk0bqxTvAucCw4A7LBTfV0TY4cVtLNW9fukI+CmQccfBvatIKU5CA0J8oxR/F+Gn0s9GyS3OJFnuxn0tNkYirFOKPsCzSnGCZOjGb5KU4nBgEhzxELwyGn60dfMVYQUa3Os9pYqaQPXaqSVlP8Zp+z39QThFwaSnlEq3X6WoCZwGNNHc/AyH8fUCpZq85PQOBP+ueJn7ogq2FFNMOUSmd6FRZn263LJY3wiKza2gWH87ZwV44Hzrcepo7zLLKJBBpnVnr8u/vQ83bwza3RIN+rICpLnpdmcm71cPwUDH3JM+66YyfPdKWPVlLlcwN4FeQAc86vnfIA94LONjkL8FLKcCaQ4yUbuvTbwVLi+Mkm24bFN3kFUgPSkBiOPWLc6UHQWjn0RbrvwWbloXlbaAvOz1nQlJzjpowKXB2T3nfYxztt/7W1m2/hzIzyDFIBNA7gQ5D85+wzlUxCnZfPAupF7qgCf+5jfgXMwx72psXICoM+Q1g5bb9QAzXJwTy2czkDu5MXTY7HUAA5lDhnEC4etSjgApDKmu5tZGsIfpdpcj57Ugc6HXKWHFJEbR9TKIBYfJOBiQw0DWguzt8nkFsgakdnh9IE1h8JKo2YaH9hwD8gPI64l+cLb97tNBLgI5GmQ3P+woihvHqMaGWf1VE40Y2cS0LGXImNgAZn3Q6ofune33lmI0+nUfkBMp5eJddrxu4v83rQOZjXapXghDN4cxFmjZzhsLt2zO9D0BqQVSBO/3jVE/Y47ZPRsXIBdYbwQ7F+sYl6GlBsUEZ+6H7jyQF3gaYEEOtU6/Iwr+IbVBlodY35HWpvi+0pNiFBgdj7UYpG649TodQvRbANICmziTMBa0uo6mL0PBTjj7de8HImY3u2i37yEun60DsjRMuyjbNnIzzgakGsjjeuH+TDs4e3nyMK+oRPv6LwL5rz6Qka3WQngcyMNw5f+yTwMQzc2W6Xcig/7qgL7JilxMJ0g+GuxloPsyvAGQeYuh+7Puten2LwJdvwY5FqSBbmvnqWGNBei40HXly3/qaLhwOVy4DS6dY/p9ijnmXOc4JjADEimeolSNE6D+g1CrDWyq4s0PfWYB9GoPo6qlJqPvj46hcU3NgU9FUnJCRIlKO/AHSiLMUYrTgLeAd5RqdQtsujUKsUBK0Rp4GGglwoJwa3eKpdixCRgBnKAUPwCfAp/B+b9C27FZJER2RVZZXax4m1HiLZ6OCMQZPgC8oxSPiLAjy2dPBqYHIFM5VEkqUpyNCFuAfkq91wt+egver5w+5tYCpn0momMMlWI3oC5wpOZ9OtrbUctLraTUO9P52v1gaF70EtobfyfKJBHeVorOwO3ATSZlSY2H27genjgZ6t8nwiNuy/SeqsB9HFyibh0D+GKX9DIK54owK/GJUgsXwKYmIY0F64G9lKKq3Vip++LCyfBUnRJplBrAObOV+suHUDh4V4zrjSkmz2R6F5prnLwV9HbCqxPUF0jqqfRGgaYvu5dNngPpZ1pHZchXGeR3Qk4GDrIbfPcaDNwWhZN5kMbWjW0zM/1Q9i0FSHV0cvE7QT6F4TvCvD0AeRDkRu/lmL/10PqTztn3T88Z+mY21DjGo3WahasWR+E98bdtZXlflN0+52fPeBVkL5B9LPe0gyxvjHy47Mso3qg6t+WUsXY3/SZcWkEOAFkOcqo5PdmmIVll+j3wx6U0szLCvs22+tzW/b3s97f8dzjmmGO2Z+MC5CInJ8arftQxNNkPPvYD7IDNMON9XEL4W64qx5jWTzkybjHh6hOFDYHV/mOsye5Cs/2QuVsSdJwc5oIWpAvIG/60se9vqe/YtRvh2Abh6XlMD7hxdaaLaFNuhCD7oV2nrzaZMzO49jm50bVZHkSf+J3H1D892LXlyo1w7Q6b9jUzGFN7KcyZA81eMRFTGZX5wrkPvb2fmZZR4hBgEgzdBA+fF2CfzwQ53v47p/d3uMXR6JuYY841jt1BXVDSrYIDgV/ggUVuykhPcbD9Tnj4HuB9pWgvwoZMy1OKusAewM/ZyhIybQL2AraEW60ZN6hUl6INv8GTp0L9m0R4L8h6y6Ps3JK2bwnZRXAacJfXQvQ7NmchdF0OqiqsWg4ja8Gj9ytFJxG2+SCrI+m+b3szjKwJ1ZuXdqNVisrAvsD+aJ/EWtDuJniyfphuhEpRFZ0H530RnoVigqrLHDm50a2ZUJ4bmf1YXZ4ruV1anFs2waiDlGJPMZQGwb4tv1eHie3SbW7TpzCykhmX1hpfQreD4cNLg3RBd6bous16dynNvIySv1Pq64fg/x5WqsOSgMIpVqHHQhtyen//AKpYn+9f10dZYopp1yDTu9BcZzSQgO3plcvyKoM8DfI/kFpZPHcVyKum9ZGBnAtB8sOvN/yTXQeXotW5dLOi3dvmLYMey0J0C6qEhjiv6bGc6iCbQPYo8dluIG+BfBD0jbSzzd28HmQ1yE40AujPIFNAxsCgpWG7EYI8aumjiml7C66N4d+wpt+2NDgC5CWQT6FNw6gghzrfsrRfZ/95j5kgVYOVyTSok1P9nSYRcjhDFFjb8pULgk0XIW+AXOJc/2VFqfUPFugpyVCaltshz0iIRcwx5ypXCmuzWYFpCtDUr8JE+B24BhgPTLFAMjKh5sAkv+QIkEIFh0nSzAKdoH5TCTEKdsBxDwZXZ8MRyZsA0H/vr6k/jz4pRXVgrAZEev10aPWydgtq9TKMDexEXjSw0bfASR6LOhX4QYStJcreDnQG1gHvKsWeHusog5xuExbNBo4B9hChpghHi9BMhHbw9cSkjSYouFtXpegNtAQ6i7AziDqiQNpWx7YMy4YTdYp80VXknRb675x5wBXw3UKoPw3Gd4G3m+u/bSfom2MTlLhlKUmbgGXr7D/fuxZQqBTXKUWNYGQyfRNnN18MWg531wa+VIqWSqHCkSUK1HAEPJ6ffivs61y2GoebQP2evnc2tBgDF66Ci0RjMA1FO1HcBjxSFRpPVOrcqUo1ecnc+xRTTLlDsTuod5oKnA2M9KtAEQQYqhSrgClK3X8VvN3NCdXSmoyaA3f4JUOAZGQTaO8G9eBaaPykUrQQYaP/tZpeyLgnpagE/B8wA/i3SLEQrovgNOAU9GGIW2qGfj9TSISdSnE58BwwTinaBNP/Ti5MC+aJsMr+GTs3wt6F+nN/SSnORo8ZzURY73f5USM/3Oi8y8AfSvWrBON398vNMtXl3I2bnqPNdYPez6d/PrYl3FcLGIKep54DHhHh12xlt28PjeDwBiZRap1cgOHpRcAlwOPAMqUoEGFKGDKZpVDmsjLcQf98fy8GUOrcqVCziR7CK6FRfusAjatC1SZwfZNw3Ydjiik3Kd4Eeqcp6OMo30mEh5T6WMGSD2F85TJiIxoAAhQGIYfPZOgmMH0RaG2enwXeUIq2kj2MfznkHs7bBKUuJmvuD0O2wlHNrEOJsGka0MnNg8l2ND0fFs1Q6oP80gsBEX5Xiu7AKOAjpThfRAfD+UfZb+jcxZ9lT0pRD3gNuEyEuX6WnVqP+w2K981NVMlpQd28o1IcASwGfrX+lvz3stJjlBV3OsFL+paybK4MWywCLlWKfGAg8INS/Be4X4Tv3WhFKRqiU0M0hfZPQ58u8GS9oA9DnKiMQ4PXlOIt4HLgJaWYDQwTYVpYsoVPocxlq4GjMvvphgV6o1danqroOMGopGSJKaaIk2l/1FzlZLxH2y+g3U644JsgYjsyiY0A6QXygmmdZNYe+S9IG9NylJCnKjop9LN+x3poG+mzNhfg9u1jpq6Yb0pWkCNAFvrTDmedW/GHT4B8DbJvMHqNFtImSA2Qn0D6hm9Tmdl/VJOt+6MXpzG91Tsgp4NcAnIdyAMgb4J8CfIryHaQpZatvg3yMHSfHgUUS3SajBtBloCMBzk3MZ6Wl2YC5GiQV0FWgFwPUj31uei8Ozbt3g2kD8hikNH4iA8QJYY3r4BBdgiyvvUJSGeQ1zP7bV5+eqquIQKzRKfcksBjqWOOuSKwcQFyke0XKIkByO+B0SloPzm4gbwG0t20XjLT24AiDSwQnUkdnevrG5A7fS53XyhcC61HR3kho2WNFiQ6iAJZB3JA0O2w6noQZDoewWiizmjgqfdBnjBnU1d/B3IHyD3WRudxNBjWCyCv68X04CVRskd/9eJugwtSBZ2H8DSQjiCDof+i8uaHkO1rN5ArQH4EmQEfD4HL5yUX50MFWhbr9BPSAORFkJUgN4PsZbpvPLS7mu4PWQ7yCsiRpmXysW17gSyANy4PclOOzk2bsd1qG2pZrG3qdmv9NUQ0UIxUmPEi5piD5Ngd1BXVfxDy68O/0P7o3dChNffhvwtC2W4YJeIBb/anvmAo6bb0jzqWe89xlttSN2jY26TLlwgbleJvwBdKsUSEUT4VPQjqjRb56GqfyguQohW/KIIoxXTgZOCDTJ5Rin2hUeNs22HVdR1wLzBRKVqJsNKt7BGne4A90S58AZOTTVXbFxBgA9oFbBuw3fpr/fu3elD94PRnox9PWx65dfkVDdyTcBEFQKlpJ8OmLlFxORcNvPSCUrwItIIPn4dbamuv+zuwxv486DsR5m+Eeg8C/cR3V+xwSYQtwINK8TQwAJiqFO8Bd4pQZFQ4F5Tqin3AQdBnukinF6HTiwFWuxqN8pIRiRRPUarGCbBphE4P8dVJ8MAeOjYwfPfhmGLKSTK9C8011qe4XTan3wIWiU5aKr6ewur6Lnc8NQY5DmS+ab2U3w6nW4GWpVw6OhebgnkGqW+5W7X1oax90WkA6pnWvbf+MXeSCnIvyLAMfnccyEh9c9h/vtt2WDeCd6JdJWub7pMA9HklyLywbju92FQU7TGKHHWXc+3JcrvY9+XZGbn+5SKj3WPvRKeAeRzkYNMyZS67mdAAkINBlrl//ruX4cr/Rd3rJuaYo8TGBcg1dl6cFEhysvN3oaL98W9cbTe4gVwL8qxpvZTfBie31qEOG0NjsWingKwCaeKxnNtBnjOt98zlDT4PlAsddgQZ4/BdZZCLQCaALAO5DeQgP2LJQApAfgE5xHS/+KjLJpbb3THh2lQcExhwv+4XZZdzLU/pMT7BFT9eC6QWyL9B1oLcD3JAeTGSptnUAQzI7ui4V1ex+ejcyk1N6y/mmHOJY3fQrMnJxWk+UEAwLggdW0PHO0R41ObL5sBof+sLgpzcWquW+l11oHGedvEIH9VLhGlKcQXwjlKcLcLP2ZahFPsA1wKNfRcwINIuap8+B7d0h8VFQaFSZkfDl8MfrZSaPTHhKgzFvwFXofW7GngYeEuEbfqZYryia4owQim2w7ypSvX9FvL2yWV0SivX6FvAlSLMDqvepNvjygfhlPNg0tuZ6jDVZfKcS+HzN+Hbm3NR/wHTYKj3lshH15gWxJ5mFkD1i7QLaDRcVsMkEVYDNyjFA8CtMP8X6Crw733dorkGT2ZCA0TYphRbgL2B37J5VimqAMcBPwYhW0wxVVgyvQvNNXY+JTtjZUDB0nuB/Aayv813lSx3k8jfWNif7Hcu1sHcpXV5u/FTYpBuIAvcuPGADAd53rTOXcj9MUh703I420vf9TB/PRp44bTg6++1Ktdvoqzx43uQ64LRUfk3GiCHgSz20IZZIA1N6zJqrG8BZTWIrd6jwhrAozSSY+69S/7oovXoqLs5m3TFttzVG7h47jiQOaZ1F3PMucbxTWDWZJf7q898+P4cP0/ykoHZDU+CvTbCM9WheFXq92c9DsfvAZP/qVS0bykcwBBGAuPgmbykLm8DrgYmGgXmEOF5pTgEnUz8TMkQuEAp9kYDA5weqIA+k3V7eRpWMl7z1HBE8h0D/fdfNaDdOyLjLwun/vtr+ZXQO0wqAepwCBxWD7p/BSc+6G/59R+Ei86FUdUyuNH4HajsocoFQF1gpocyKiINBt6RiAOPJAE8WgWa+zI3aK+9owTAZU93zYCCHTCiqoEcjQlwmGxzlzYCd/kpY4ppV6Z4E5glpW9m6hwBvd8WeaHIrzrsEwCvmpBYYNl83yV6LiXpZJd8V6kaF0C7cdoFtCp6A/h4MTzzF6VoIAEmss6A/gEcgnYNvUA08l15NAAYZ1huN3QB8KkIm0wLosnJJSlvX7P1R2mxlk72Y0efnTCmDngfG5Ll59fXgMQZbZK9bgKLgHwPz/tKUUhirxT7AX2AU8Ks1y2VkXh9F6NQkq67JqU4H84ZBF+1hlY9DGzaVwH7Z/rj5Lt4ypmweY1Sb+RHeQ0UU0yRI9NXkbnOaETJ1X6ifzm7Y/SbC/IE9J4ddZeS7NqbnhQYnYB3JbzVzWQQvQVAMhrkZZBK5fy2hgUqk3M5otD52a42LUdSHrPokM71n/OWad2Y1Fuy/OGl6kjwpV/Y2FYtkDXu6svLh+7f6nx45kE0ogJYA3IXyFOm7S3mbPstLx+u3WDafuxlk5Mt8KhAXe3LkeE/IFdlrkvz72LMMecyxzeBHkmEQqV4Fn1r1M2fUp1uIXbsBGYBrXLxlsKJHE6Jn1TqhVXw/aswvoqpIHoRfleKy4AJwD+BG8r4eX/gQxHmhCGbX6QUuwPnouWPCNm5XYeZ98mu/uvXwJMnKsUBEtk8gkHfYCbKr4T9jUb9k5TiHeABYCrUqAMn/wua1VDqk5eyuVFI3jo+GpjHQza3ekqRB2c+lu6mHK6bcK7dAsZUkor3gvlb4IL3oeaBUXGNVYq6wLtALxG+MihKFjeBdiEDueGyH1NMUaF4E+gP3Q3z5yo1aBxU3cO7i5CTy8iM6SI8ptQPp8GmI6LqUuIfjWyX3ACCqUFehC1KcSE6AfASER4q/RulqAEMApqFJZeP1AKYGaWNjduE2kHXD092ByYoRXMR1oQhS3YUtLtZovxu6PjdPxOAozfpiy9EIxb/B+Zsgs4HwYMH6t/cnOUmLthFnr3rbL9mSr16C1y6J1CvFFeH4/8wdQCX3LCe1BRYBy9AbudYT6MouNoGTLdBvX+JfHpfmJWWpVfrUOED4F4R40jjq4ADnb5MbUetYyvSYXhMMRkh01eRFYG1W8I1K/xySyjPzWFXcIPQbbxwub3LmRnkUJA6IItBLrH57laQl03rzWW7RoJcb1qOXGB0Qvl/gnwLso9pedLlC3ZsSC2/SHR+1A6b4dTRpfKXVoZLJntxTXXOLerP++/sOnv9CsstbRhIF3SOxYN035vKobarjPkVt40gJ6BzmlY3r9d2Rfqd7ThZ2/s3o0zrx9JRdxyQtdPbUSAVKSwm5phNcHwT6As1HAEPHKBPoRYCzwN16kPDiUrVaJHtSWZ5tyCmb0mCphLgEwdGKYhehIVK8TdgvFKsFGEyJNxuu0+0AAAgAElEQVTEGAScaUIuL6QUlYC2+CR7RT/JF0GU4mZgd/hlklK9foGaB0Slraljw+mtYM1CGHuJX3Klln/08bDvAfDx6aXLF+F3pXZ6vDUL+lbTyXW28CcRuts9oZSdm3C/hcG7Kft/Kxq9d9Wxja7m0QjSbcC/JXTwrdJ6XQ3UrQMv1Slxi3+OUmPzI6DjMtxBS7ejBzAMuAszIQMxxVQByPQutCJw8sS6SGCIVNSTzPD0mThtj6Y+QVroAPqHztWy9p0HAxaYlstlWxqD/ORPWRX7JD+9rX3XR7mtIGejc+ypgMrfD2QDSFX7773dmtnbU591/t1qnuqQs+3U0eXLlQCyumYmfBe4B4DbW1GnXI5RfFed2zjUk2yZ5rMMtm3SCGQpyJ4h15sPAxan6vP2yN6ggZwG8nXm9lEk0GYLdP8Bmr4cpfE35phzgeObQF8ocWL9PMkYGYgDld1S4oS+Ohqr5D7gD+CzFTDdeBoMESYq9cFdsPD9VNCatROinqbDhtoBY/wpKrPbiujdQLihhiN03sJIv+ufol+cs4FJfhcuwlqlWAicCExL/4U3cJ90j4ff1sAzZ8ITh4MfufG2k36TMMz6vGy5sPpYKWoCc5SingjzvcvkRNnfitrHPPZtotQzg6HN9dED1XBqY1W0bGsfVYr+wAZgg2SQssdeB+GBiyXHuibn6lv5tw/wI1VL+fVyLDqHy99g6zLYdEhSr38Q4Vi6Mm4C7eyjFrDvj/DcTqAlsFIpXgC+16BUuT7PxBRTwGR6F1oROHmqOtTmFFN8i2HZVdh0eoCKImNm7ZDZIKf6U5bTSf7NG0H+AXI61K4XtRsIf9sarXcdpC9IYGktQJ4EGeT8fXr6F4/1tQFZAFLDnz4ssm5Ghlt/i7LuQ5A7QZ4Lth/tbu6uXg2NRjvdcMFZr9uPUTeugetWRs1+4bSjYPDO1DYOsfpEEuPIQpC1IDtAtqHTMy0A+RFkKshHIG+hYzofgZ4zTI3TJm5bQU5FpzRagY5T3yeIWLpsb1cz/T3I3iAb3OgTpIH1Li6AOT9Dr9W5Ps/EHHPQbFyAisLWIDe/ImwMTHMUXZXSZcyNTUDZbZCjQJZQTv7DzMtz2hi3/RDkHpCZULClIrwjuXIIAJJnLZoPDaj8LkFuMh3qHIUDeISJPtQLbVkF0iDYdpfcULecAD12po+RD7QGuRFkMhTsdBqjomi/IP1g5ng9jw4tsSlPlw0N0LQHyP4g9UBOBGkGch5IJ5CrQAZC30KHg6lN1mbxduv3x2Dj1uzFlTQsHVu6OAdkAsgikP6UcjtNtZ1Go+GyIrfza7bzcza/t9qyDWSP8t8B+/4AqQQXfxw1+4455iiycQEqEufC5iVXODnYd/oUhm2H044yLVOqfNFbRGXfBrkR5El/+6xs+4dLv8j1zbNzWwfvgAG+3Kr63M+Pg9wZUNl1QJYTUNyhQ517gcwD6eC9D3ut8mO8BikACe3ddx5/bt1g9fff4MxXncYoZ/t9vWvY9mnpryr6lu80P+dRZz1d8B5IZ5AR6JuzuSBb0DeKr4IMhbHXQLeF7jdL/h4Upm9Ia9YFaQfyNcjPIN1AdsuurOxv6J11et0SkHdAXgF5DuQJkAd03GzmcyX6YNLToVVFOKSNOeYwOI4J9JGSMSwbR8GRjeHz93PRDz0KMVul4m4+gzvrA7+EKUPZZDqZuS/UFrjTr8JSY7jq1of842Fsqdibovmw6fSoIL66JXuE3gdWwmn/UoqWIuw0LWMJegKd23CEZBBHlSUtAnYARwBzfS7blkTYqBSXA2OU4gsRlrkrp7hIqR8/gz6HwMbNHlGWHwHmKcUxIsx2I0925IRsOvsbEfoBKPXdT9D7r3ZjlL399nsPLnlYKaaKsCD4NqTQZcA8Eb6CYvxDv3Yapz/vL5IaV6oUewJHA8cBDWFyH3jsEPdxk/6h29rHNhZ0gjlz4MjbgTEi/J5peSXn1+zJyfbWrQJeAvYowdWgSrUsYxBXo4P9FruTD4JHFo4ppgpCpnehFZHhn+fALeudYzXMo5U5y/7/7J15vFXT+8ffq4nc7s0QSug2IkkhlUJR+CKikEyV0kAqCY1Chp95lvFrKHwNJUNkiq8K3wzNoelSmpTq1iWlnt8fa1/nnHv2PvcMezr3rs/r9bzOvefsvdazhr32etYzhU+bCXIjyKNB9419X7nn7+Rzn9YE2ZTsyXEa5StLQ5Qf+33J+bVIoONWOHdWsn0Y1ucHpKJlkuWJ1i1D3qaDXORR2a+A9AygTbfBwk8zmQton9ijXeLnRpD/+NP25CwRUl2jQAaBfF/SnNDjcaxoabJO9ab89NZpZ23SwF9AGidXr9caTf8tT1LlJfXr5WOQjpmPebj2MYYMhZECZ6CskV58Ll/utPiEfXEK08smwpM0QTv/+2ZyVtYJpA/Iqx7X8SpIj/jvizdlHWfCZTtSeRbC//zIgZY5U4egeSnBV1eQ/3pU9tUgz/rfpoYNYND29M31JA9kG0gll/ohxzr4aOp92715DqzDmwkwd7JfBy0gXSyTxlCt787vwj7z0ekeZlommI7J3yNr3aBf4crv009zER7zRt2mXitT8wl03hPZzIdXQbq7w2frCTB4NVz+dVjeEYYMhYkCZ6CskfOL4+bdIH/rz3AJWZpvqQnSXS+YEoqXTRRvCu0vUurpq6HS+rL4xTh0A1z8hcebu34kCODh/Kyc9S5IG5DTQM4HuRwd5fIG6DMvjM9PiXafYm0SawXNSxRPlUFWgRzlftkP/yuR5YN3bco0D6G0B5npcj9fBzLJn/Z7Y4kAbQ/PRLhOsb8UyHcg5/rRZ6n3r72gDVIJ5ByQt9GBl8aDHOskyIIcB7KcNINwhe1wFqZdBwOXJ69hfuxMuHFTMteDPAJyrYtz7BqQ8UHPJ0OGwkjGJ9B1ONnLz/8c6Kijn+W0i//d3xw9SpEHnAycis6vUxv4HDb9CkW1wmRLL4IoxVTgLGBRUHxkO2z8StpCPy9zG04HhiuFEkHif3Z6Vo5qB+wLbCtBRVClmv09B9V2l/X0IcKnSvEkMFEpOkoKvjoe8rRTKZ4Crgb6uVWuNacegfF5kNPe3zxsTvMn6bX0eGC2uzzxBDBUKY4R4TuXy45BZn5dibBrFNy+h085BE8HqgDvuFxuxrD3m4zxTXwbeFspagM9gNeBLUrxDDBRhM1RxX0LbEa/az9MnRs738b+y4PzQT9tbzjtRRHGJnf9gCrADBE6JXFxglyBaWEO4cndamAQKhgh0HU4OSSv+VWEv5Va/asXDsulBXNRij2AE9BC36nAUcDXwCdAL+A7zd+kfNhV0gF9J5z9bCb8uYD3gKHAPQHzkcVILpm7i/gJvcHLB7tAE07Pyudvidjzo9R3taCobvw9hx+vFCOAp0TY4A77GWEccBI6+/jYYFn5B08Di5TiRhG2uFOk45z6VKkuBd4Glso4+EMLYLKbHInwp1LcBdwCSW14QwPrYPAiOLGTj8nERwB3irDbg7IzRjKCtgi/ArcrxZ3AKUBv6/+30c/cDH2QOf1NmPK0UiuXpfpcxAukB9eFa6aKvJjU/R6gATA1hesPBX5O8toN6P2JW5gHNFGKimE4kDMwCBWCVkWWNSo9oWluPlz7h5umNs51PtkJHazgQ5Ctlt/FHeicQlUTlxdtZvTJTZavS9vg+lX2AikEqR70GGcrBeFXQoKgIen4NTnf89AZIM+ig908DdIk+P6WmpZZqCcBL9Lk6VV3Ta2c5tRQH0wJGzeMTy6ekk/gz3iQ2w+dv+4XkJZBj3cSvFawzJdfAtkM8iZcMN2n/HYngizDJZ/MMBFIDZAhIItAfoQZd0CPArfe+yAHgWwAaRBQ+2aDtErh+vtAhiV57QW4nHsUnVLm8KDnhSFDYaPAGSiLlMhXA6QVLF0JbSa65cvh7C9w02bLvr4zyN6Z1SGng/wGU68JKjIjyFSQC4Ie32wl53lyxhQPx6wvyAvOv6fu11TK87U/OmfbanSUuU7p+uG41P5T0YFiagY9/pqfFy+Am1zz33OeU53EKdG3i317Hiz+Mr35c8rr2sLBmzXMmvfTgh7vSHtj12yQuuhE6StA5qCjgu4fud774EvWen5V0P3jbd+LAjkBrlnqtmCNzvP6TkBt2gxSI/n5N+hn6L3Amn9tE+0h0L66n7vM8xsg3YKeD4YMhY0CZ6C8EcgUkKvdLdMfDY8OADFkZ2Itp3cCItrB+/nkrw9nKoGgyH5z128DLPsd5H6QfdyvUxpZWhFfI/+BVAG5xDqxXgIyECQ3mH6XW0A+AakYvvF3wwqhW2FsmUNFp/4Y69laZPXrFGyiz/rdBwnm3woCtJ5wbu+1f8CyjSAPgzR3vs+79Dcgx1iHI3sE2T/+jYP772hrjv0Icpa/bZH9LCGw1DXd4XnbodcHsX3+0NHAF7rHb24+XDkHrvnZ7AMMGYqlwBkoT2Qtbmuh1WFuCid+RQ5zrqfNRD82V9bp9bpkNDthTyUQ3ByM39yh0xo8ZfXtAFw0z7JOjVeD1AumvcUn8fIayEZL2PWVF3QetOnw5QNBHkp4tU7AaTO1wDfGEvyKNYBjPFyL5EBrI1otDH3gwGMvWDwznGPe9mU/+bDpm9dBrguSh3CMQ6bPnpwBS1ZA25fdnGOJDlBBWoJ8k1m7xzr2g/Vsr3en34v3AcWHUiMFOhRCbqCHM4YMhYUCZ6A8UGRBHbIWLlgA3V3zDYiU32+D96fbTqeZo3fpEPG++JEsAmlR+nXhCqmdDQTSTAsrsgArWa8b2lSQl0F6haB9h4L8H9qXZjLIyVpI9F5jDNe0SKRF96f93lgMJN7oeaZpG0IKVgFe94F9XXXqw+CU8mBmy5hnOHaHg6xPVYDPZvIur2NuPgzc5n2Mge4F0Gyynk/dZ8C8pFwInOffGMf5iE5nszOZw97S6289QQuAQyW2Pd0Ky/uBsCFDIkYI9L6D4xbUUeK2cAJSQ5v0nTHFK/MdXY/zqTJc8rUfmw2Qe0DGln5dcJufbDZDtTRn54Es0+lMevyc6QYDnZj+xaDbFsVPDjqH4WL4aSFctc77A5TgDyW800bYmYT2FLhGoPVyj3zu5oK0D0sfBF1XmHmwGbt/g4z2puzwrr1emNh6Mb7OZY6K+vvynVooLC0/YLKawAs+jb1PfgfZL8N5tof2Qyw+jHKvjwwZKisUOANlneIXwZInYMWUkW/AAyCPpXZPbj4cPxk6rYV2a5Nb0BMlz/XLJFXagcwu/brzPvQ7CEppfRT0XEyxn/eAnt+5MaYwrh2MLArbxgykAnT9xJ95G7xGxsu56WwS6okvYDOQgnQ0BZZ/0K9+PJ9Bj7lua7PJcKkvid+THLs6aLNsD/yPy8bam0Jf7gl9Frm/n0hGe1csFKYVzbmET+CVq2HJcpB3QOrre4Zvge5fpfO+QGua7wP5Da5brU1A3e0jQ4bKCpk8gZ6jZELjCriZJ1Ap6gKXA42TvycvHzp9Bk/VieQCHN0Z8psrldfOKXdRouS5SuWNgkHt4aGDImX2W+ZBMtuZQAOlOFCEdfbt4xi49xgYtDqWn6Eb4bETleJuYJwIhS7zhnPetJV3Ad2c7iotz6PfEOEvpbZvzzRfmJVM/BkYv5f/ycQTQ4TdSu1W/uREyzinXcaIfX73bwzqKGA9NBmnVF6G823rCrj+BJ/a1wN4QdLILaf74Jt3YXAr2LjRJgG4iwhuzK3nzsr3ugG4C1j8J6ycBouHBPjsDQOeEWGT+0UffUf82jvCp5yV/kEp8oF+QC/I3enufiIvH5rkwyigMvpRq2OVWSHqyhx02r8RCfPMOuwZxsOyftF7CHhmDTAYls/WRY3Mg5yWUNQymfeFUuwJnA9cBRwO/BtoCU/vhpbzoCg3yLXXwCC0CFoKLctkaciW65Oo4tPxAoEh4mK+oIkkYR4Ze08ic49MzEhmj4fec700SbXa/DoOUQFBDgNZA3K+QxCUmpY50q8gl6ejTUjMm9Mp6qhd6LxkU9EmrT1AWoDkhO0EGx11bjiM2p6plqw0DXHQ5lv+abDDM8beRQn1LermepD6GZQxB+SEbOzn5OsOpRloTXQeT1fTpaBN2DvD8D9i21sg8b5g2akZ1FYLcho6Iu5GtPVPIzfnmH1ZxZF+h0hEu1/82yjr944z3WtnhzdTmbexWj/5EKQrSJUS7Wobb66enfPAkCG3KXAGyiolXlA7F2hTzG4zYeB2OOHtdDbB6DDba0gx9H1ic4/zfs8gAMj3/myupAfI6zbfH2oJWrbJyUtc2xLkfyCzQI5zj7cLP7N/ibWZCNIA5FyQEZbwPgfkTxixNSwbNnSwlEUg78DItpluMJznWr+f4OWL4fLlwQbO8G+jrusatgEumx2kWay3voGtJ0CX6TD6L7j2eA/mZ2cyyCEGcgA6qqgvCcojfXLFdzBgG7Sa4seBR9CmqA59fxcpui0kUebRIJ+CLIAuH8fO6/D7gsUegjWbrPcFMfkc9wYZDPKT9b7oA5JjX0Zmh6/O60KrX/SepeRepqC4P5d7M28LJGJi3m5tJBWV7AnSHeQzkLUgd5Z2KOR1yhNDhrKVAmegrFKCjdbyyGKWWWQvkI9ABrjH2yhJJ6Kfbsepb+jkyzpdhLd9KwdaJ8qVo747AJ0zaUgK5VQA6WUJ0k+DHJAhX31g2TrouTLZMQWppH0fROLJT38x2R/keXROv85YOaAyfXk6z7X+P8L168OwSYu0sc9CuLbA2825fOPmoUN6PHgvIIC8ADLQ/TEa+htcMisDy4mLQTz1C3bmf2CRXwceYdMEguyD1mDVcam86LQ2/fU6WvJAJ7y+YBF/zUv+0PzaWQhdvQWWbwF5BaQNHudaTbQuaH5PXh/v8ysC57ioCSyet3Za3B4/w+ynSKD1M2TIUGoUOANllZLZaGXyokabhvwULQglz1tufnyaiiECfaIW92T5CMbkCa3Fa2f9XR3kO5Bb0yxrb3T+uN9ABqXap2hzpFEgy0AapCo4BblhswThPmgTu3txOWx74mBC4dJWoDXJ67zcbFnz9Jgg2mfVr7QQ5e18AzkLZIbXcygNvp4FucbfPrdzC3C/z0vvs8uWBWhiPoo0UnrYlLMHyA3oNC/3USLATIm1d3mYBOH4sYmOFO6ktTz1Df/4Ks103533VCIXAPu+ia7rqgVkYApuyJChWAqcgbJKySyY6W6CrY379yBdE19X2mJ72U9wwVZo/xcMltjTvdL5SLad3vTvVw9C34XQ9TO4fh18+3ymm3eQxmjt6kKQU5O8pyLIo2hTnbR8XWBwS7huVwCCdFO0OeyXIEd7V4+9UBw2bYXVJwUgh3lY/vcgzQNqW22Q93RajJ6/eDnf0L57v4McnHlZTvPkhBQ3n6LQmu7D/etzJ7cA76KnxtZd/NxdWwBfjPN3vhXX3/VzGPUn3J3Umppg7M63DtqmgDRKr++D9wWLzOfoaJvuRw13Z65G+suN/kymDH1Np7VB94chQ+WBAmegrFJyi116m2CQS0C+SiT0JNbARJtWdfuvNktJVyPpvzZH898raZPL1MouDjIgK0DeBHEs0zqVfg3tm1A9gzqfhP894ZfPAkg1tNZvPVoL6GpwnNTGMVybNJAXQa7ysPy5XgrcDnUqkJ5oTffNIJX98JFBB2AanHk5TmvMyB0gk9Da+6NLm8cgjUBWZnpYlBrvifKk+XfgYR34rAap6k99rmpvm1tr7HyQDqnz0XqCzmM78g84tlTh0fu+KZ7P0dq/cPgvws0nwohtTuuC++4BBaK1fp3W6t/2qwtyAdy0JQz9YchQWafAGSjLVNqCmc6L0hI8VoCclLhup81Hm3fi6+xeEO/4PeRveKZz6W30X5vjR50gVdEmTBtBbgHZK1azevKrsGimJSjumUE9Da3N+b7ez8d/EsH/gvbZysgH0h2eSgYT6Ruwv5xcCeLh3JX5IEf52J6D0RFpv4eH/5VKJNZMI7eCnAEyK/M2OD3vHd5EB4h4Cu0P/DvIWyBDLMGhYmxbrvgfDF7tZ2AIHRBGJJ5G+n7ggdag+WIKm84aHT/f+h8H8gw6+EdfMgzmYz0Hvf3q79L7Jtrvzd2o4Rn0UWeQd70rv2Tgl5J+f4O2w4/z4LXLwnZAaMhQWaTAGSjvpF98Q9fqzUIyGzMZAvJO6eU6nZ5futv+5Xz85FiBdVKx5uC00vn3d7H2U/uI9hP7DyxdBb3XxLZzwBaoVS/D8l8BGeH9PJN8dDLexVi+lGEjkDdArgiYh4Z4qC0CWQDSxId2lND+NWyQynPqjumXVEb7bh2aWVuS4wWkFkg3kPHWPN8E8jZ8Mc4ry4EEbT8Y5FWtVbEVhpYHsME/3joA8jyYhvMaPex3kEcsoa4tlk+f/RgP+RtmPwmyt0vtbw/yAwFZPkT4+HAoDN4REf5GCXT5A5p+oN/DwUWwBBkDcod35UcfDiTWfpqInoYMeU+BM2BIAHkX5OwkrtsbbcJ3ZOnXOp3Etkva1t56Sa+D965OpBHQi/WFn2nzUu8X62C0j+d96HadlrZiDSVCfrs8t6qA3Ghtxkf4sQHMgNeeIK8FzIOyxqSuR+UvAmnscRuitH/a9NT5mblmmSU0PYgO4X+zni9XzNbpbIpDtI8V/X+qQSDkGZDrMm9T6htCdF66C3UkWn/WC7SlxnC0BcGt0PbwMGk0QKbhgzbMeb51/QTkOpDnQL4G2QryK1y32gfrDgU/ztXvqqDyksph+mDmwdPDKOCgD+K6eVd+bn7kMDV4P0hDhso7VcIgDPgDyEniuhuBd0RYWPqlgz+AURfBuEq66CKg3zLYPB+KOsdWVwSsXV2yBBFmKPXwFVDwDnwUXU4rpfI6iBQW6OsKC5RiCPC8CJcm0Y4MsWAU9GsF4+vHtm3BKO/qVJXihygHqHlQBoXeDtwuQlEGZThCKU4ExgM/A8eLsNyLelzE+8D9SlFZhJ1BMCCCKMXnwEnACg+qqADs9qBclEIBPYC7gUeAO4FDlWIEnHSu/fz96y9gDrAnUNX63A9UbXgWuIXIM3YzUK1uimy9BtwK3J9WoyxYa01Ka4sIa4HXlFrXD3Iaxf6a2bOrVF4+NBkHtQ6CNav12lPYGHgIWAS00M/bFyiV1wGWjdP1rV0NC0YVr50BYBzwvFI8L8Lf3lXjtEZPu1KEguKrlKICcAhsehtyasWWkfH6WgJ5daDbAfBcU6d3mReIzJXaB0P9pnD6vSKDpsGgaV7VmQGaAmO8KlzvFRYthL4r4Nd6UHRgMnsRAwMDjxC0FGpIQOdns01wHjkB7zYTRm2Hoa2SKK+KNoeafGXJ08ZUzbyS1bqB1AD53b8+89dUxG3tI8iJIMu90MxZY/Ec2qyxCz4GwnCB99kEbK4KMgDkWY/K/hEXoo/G+08NbQXyvqX9OxtkqNWX60AeS1WTnSC8fkqJodEmob+RIMCS9+Pp9rNrt4YO3AZLloP8K8i5m+SYfA5yqff1JL9G++PnHYQFSfiCXyWYFzkgf5Ch72UpddREm2lXy6a+MWSorFLgDBgS9CZNro7/Pr1FEmQYyHtOm//UXs7J+d9pUxv5AyQ36P70ZoxcjXanQGaAXObyPKqADmyyDuSBbBwLkLEg9wTLw/2nwfBCL0zGQJaANMysDLu5eN0uWLbeMrHbAPI0SIfiDV3qhz/nzrJ/7lNPDA3yJMiw4MbT3c2mszDR9uUg520K49EBliyBNhODMov0eozs6wgiknX40uAkmBctQb71uI5hIM/Fjnv4zGINGSovZMxBwwEHc9Am4yLmNFiXjK+vTYvsTaOUojbabLS1CGJ3TWqmVWtWaxONxCYbIohS/AIcgjaHKlPQZiyumXWdBewNvOwWf0pxFPAEUBk4Q4Tv3SrbZ7wHvAAMC6Jybbp17uMwPhdy2ntgMuaCOajdunBrBRi+DR6+BfhYhB3Rd6Q+f9cvh6LW8c/9byvSYPg14C7gnjTuzRguP7toE1A709r9a2bIqk/IWwo9D4ZpDfw0i0wE98dII9Zsd119WAwcEXWF1+aHTnPFTTNX19AUmOdV4Za5ek+gb/F36Zh5GxgYuAcjBIYDfwB7xX+d1gvkbuBJEZa4w1py/nf6ZdsnDza9rNQPC6Jf4Hb+MwH6xKQNN15Ylg/M7cBIEXalfn/JvtzjdpjeE/1yHQ08nU65IcK3wH5KUVfEE5+8UpD6wUuKUGB/OJM8nNaFVQUiTHW6K7X5u2AUXN0GHsvP3O82vwAua6LUsllQsDyI59/dzabTwVi9xkpxKTBJhD/cqcsLNBkHd+yZzBz3c+12WyCwDnQ+jn13DdgNN1XQgqAfvuTr1yZziBoSeCIERuZQw8O1X+SjK6HQ7WoMDAzSQdCqSEMCyA0gd8d/3+611Px45CR0CPC4aJNOOb+SyQUWuWbEX3Da5FTyHRq7/5J92HshDPstPTNS2zDqO2HuZJADg26je30lz+NTPrP4ur01GQMpyNQ/zi8TM3iyE9ywMRNTrbL4/Nu36bJl8O4AdFTW3y0T2FZOJvnB8u80xwcsQ6dRqFYWxi7Bc7LcP1/y716Aa7ZlQx+ifUVPdbfM7J5DhgyVdQqcAUMCyDUgj5b4bh/4cT4M2JRoAY1Ntn3jJni3f3z5xQtxccj3kQIdCqFa19T8hGQSNuGjnV+2p02GM6Zki0+Ed+Przoswm/xLMusvuQDk/WDq9q6P9TwYsU0HeUp/A+rXxgodYOa9sPZnkJTIlwmkNjpNxBJ0SpBhIDXt7/ffJ895TPouApkJUgTyvZ+pNbxpZ/cv/fYBjK1fuoEshXOPCrPfW2QujtoJ7V931w+zbD7/hgyVFTLmoOFAjE+gUuwNfASNPoKXHobvbf0kIuYuI+prt5udwIP/p9TF80UKZ0SKbzJOXxMT8j0XOr8M4yunYPr2NdAKeDX2ayfztOPOAI8rseoAACAASURBVNmdRT4RHsHJxLDi60oxyfqiNKoGp9YoJ335IfCcUuSIR+kznGFn/jx6Fwz9OJNSo57VHMg5AYpOSNcPyyv/KRvUAtZmWEQ2+UQljUSmiyL8CtypFHcBbYBewGKl+AJ4DhotgHM/KGFi76NPnpOJ/5QzRcYXKMUeQHOQl7Jx7JQiBxgB9ZoHZYqpFIej07R0FHlrPiH1e7Mxme0K/Zq7NxfL5vNvYFBWYITAcOAfn0ClqI7eBM8AhooUCo4vECfhrvdUpfKaRhbxWgdpIbH4GqzPlpVhA3AvOlZFIXpK1DxTqRMmxG8sJxbA3OuVWtY01j/EyUdm+pvW35dkiU+ER3B6EVaviQ4QUwRssj6LaVuJ/4vgiweg6MKw92XmfkR5+8BVRbBpllKL5/vpQ2YvYPWdDF0eU4qKIjybXsnu+hr6FFChJhkLgckFliqLEEHQ6/gMpbgWuAC4Di5qATcl5ZPnDV+JDxFE+Av4Sqm5X0NRg2wZOyvwSFfgPmAGbDsZ+k30N58sKMVewOvACBHmeFlX5vDaB7pwU3l9/g0MsgJBqyLLO2lTjAumw9ANcPJ/4IfvQB5OxpdEmxKNldLMLbRJxkgbs5jBAkOs6wui/hbRpqMdCnWo+NYTILet9ntJze/P+AS4ZxKTDX2ZKY9hbSPIYei8jmPT8fMKIjy9C21+DGSg+/Ph8uVBj2ew/RqsmWJmYxf8s2jPqzQG+QRkPsjJsW3w1xQTnaP1pTD6g5bgsyL0muvVXARpBUvXQL8N2TCHDBkqj2Q0gQHCxhTjQrhhC7x0vqUBLAVrVusoZ6WZWywYD9UuhqIKsdcq4Dbr+nuj/p4J/B/QMhcqt4YLW8Ot58DwXLsTQ5FZlyY6Wda/7Z4ABzaArz7O1uig6SO5CKulwUczwAzgdLK843mleAKomph6toc76gSlJXGCCD8qxQnAu8ChStFXhJ3Jl5BdGjG9NvU6G7adpNSilunOs/g5W7sO9H1d5IWUyyo7WLEMilqFfS7Ejt1xJ8H2LTClU5DrTbyVwX53wTs9gcuBW4EnRPi7+Hq/UxAoRU+0y8TxIplGAc6UF3uLDCuNVG9N++3pxbqkFL2Au6B+L5i4AOaG+J1lYFCOEbQUWp4pUw2RPuXsUJicJvAjgZ4SeyLXZXfknjHWZ4HNdUMlElRGStDZa5MJbgDSA+SFoPs8uLEuH0lxnTVeQ38DeQ3kBZDx6GT2d4CMBrke5GqQXtB7QZi1JCDV0BEgPwDJTW38e63MhhNxLzVAIMeiI6RWDLqdwfVv3+Pgul3ZMBeixq25pQkPTLvlHB15zn9ADsis3PSD9ETuv/RrGLUd7u3gT1/E8hz73fGToXNBbF9duRoWTENHr30c5Gi3n3WQyiCPgPwIcnjQ89aQIUOJyWgCA0VmTtPWSe2Z0HsqPJPrrGWqdRB0ABoS8f+rAPyu9PUbgAXAKHQy3XHEamJuse4rqfgoApodCLcdmERwgyoQm8C6PKH8JMV10njNmiZSevuVWngKFB0ZVi2JCNuU4hzgCeAzpThLpHS/Of2sfng/DL8WVq0I94m4d35CInyrFGuBM4F3MmQ0SzH+YvjuRehYOYu0I3OA7UBrYFYwLNjNy9sqQcedIrPWp1NivDXOYuDac5TqvADWl5rT0j4XYb/xXgb5sa/zqrY6tMCEOlEBrdDv9uLYYg/Vgv6/wIuHirBNl1aIW9YlSrE/OvjAH0BLETZn3loDAwNPEbQUWp7JXV+xkX/AxbPsTjKd6xkocIHE+gIWa/4KSlw/UqBTiesGlrhO825/SilXgzwedJ8b8pb0WF+xoqz5BMbzKcrSYq5I9sQb5DaQsUHzXjqfTtrcIevQ6Q7ag+Rl0HeXgUwLup0BzZuaIBtBDgqalzR4HxHkGu6FX23su7HAevfZ+bZLFZA6IK1BuoBcC3IXDFzudwoE5/f5KJvvSlrvuJXvtOQ7/tEzLQ3/HeVZy2/IULaR0QQGCnd8xaAwB1grwgnO9fQ9H56sGqnnZmAocA0RX0CI1fzdbH1XBMwDbrS+XwbUASpan0Tdm3801C95MtoKvngFTkzBh8ogG6E1XtOfgeFXwqqCVE+Ws8PvEUQQ4DalWAV8rhRdRJhRym2NgCnec5cpnLS565YCtYFzgWZW27+xaDYwR5JL6fE6cK9SNBLhJ3d5Dz1uBF4SIRSa7RTxMvCNUgwWCcKqwwu/2mhrnOeJj6A9vj7kL0a/7NYBq4Ffrc/VsH27/ykQnCyIKth8tzvqf3csKuw1kaO7wdRBImc+lmn5BgYG/sEIgQHCxQ1vB+CTxPU0nwZ3ddYvigrAQKAGOkNB8QvlZ/SLcDda6PvZumYgeu/SBmhGREAsKasWAUWN4OUq8S/SgWfBiY48GpQltG8D7W8S4bV07s4m01kR/q0Uq4HJStFPhDcTXN4IskHocTqceucSEQoAlKISOirVcRZ1B45UiuVogbBYOJwrOuXAPxBhu1L/ex3+PUWp9WvSSyOSfVCKWsAVwJFB85IORChQikXAGcDb/nPg1qFpNFZtiQiWu7EXrn76Bmgnwq6Sdyu1oDEUHeGv+XqlCvbC8O4S10V/52Z6DFuz3IrQsTUYIdDAIJtghMCA4dKG91RgYuJLlg2BpR3hmZx4n4EitMvHs8AwtFn/kUDvXbBlO7yQo/d7xRrEgdbfX2/VeQmjX8jb1+lk2NHIAapWJ96pMOuReU68sgWlyAXaAt2C5sUviDBNKU4H3lGKg0V4KPr3yBw59Sj4YphS390Y5jmSzOGU6AiM8y36N4BSVAGaAC3QgmEf4DClWEyMxrDRNjjhbHisDuQc7n+y9MBwE/CCCGuCZiR9fPo+THlYqVWD/V7vYudlk2MgtzpMyXDO7EC/B29DH47aCVcrf7YTADW8EEydoRRd4M7GMHAVPHJwlE/gz9oVr6hO7HeLvoeF1d2yqNBrWbsOJgG8gUHZgBKRoHkwyADWifxGoIEIvyW+9vSZ0PQEbdWyDW3K2RV4GPgTnRYiJvE80LsIFs2AhifBEVV1ZOka6BfdlB7QpF/0RlFvdj+ySQ5//mZouBm+m5nJyyhMQlesWcwG4Bnghz/hl2mweEgZ39DaQm9SuEqE04PmxW8oRT7wPjAVajwKjW6D3Lqw71HxgZsy3bxmB5SiKnA0Wii0hMObG8ENleLXiI4TRWYldSAWpnUgGSjFQejoW40liUBCYYTu8/M+hcfrBj2XlWJPtKnKSSL8mH45XT6F+9trC5hNQCHwCKm0LzIXvTVfV4qLgIeAMyBvc8k69VXe8RF53+XX1+cZ6T+/BgYGIUHQTomGMiPLUX1Octc6OZSfZQV+cU48n2yKA/vAHleITjFR/H96gT68ChqSbojwSH86BxQIen4EMB9fBLk6aD4CbP++sPh/cM3WSGAGfwNHhJ2g6+eZBPjIluBBJebFwyD3Bc1HZm1wJ5BZ4nFNfh2Grx+B/j+km9rBvk0FVoCVSwVaLw/LnAK5FGQNyFHBj7953xkyVFbImINmPxL6A8bCznSlL5ALVEZba9qbeYjMKiAJs1UbU7J8eLauNictLi/dcPNOoet3vqAUY9FHuZutz60icU4ScXAI8e1omhargajRWN9zL/YBBYJNcO43LK30mcDIoHkJCiL8rlSfpfBBi8R+RuXZdOrXlZkF+HBaB35/RCnOFwmH2XlkrTg0Hxq1gPVtYLzPdbupKc0spVEipLcOn382PJYPOYelb1JcMmhaDbRVzDhgSIH13gsUStEDuB04VYRFwXFyUO1IuomBRNJN/XcdfFsuLBsMDMoajBCY/TgVbcdZKuIFtP0PgE4/wEPHwJi6OvhL5tHXov0ctbnNEXVjr0h34+C0CTm4MdpZcR90pJt9gL2UopBYwbD4M+rvsy+x31CuvEspLhXt+4RuS8mNymgizvd2wXX26KBUXn45ejm2AX4RYWXQjASLA2pG5oOTn1E48h4Gg0z9qJzWgaNPAQqV4id0ZKv51uc8YI0Ijr4PbgtNDkLNq+n6PabCX6oCVQr153s3l50E++ofK8Us9F4linofC7cdFH99agdviYOmBf+MKkVvYCxaAPwhQD4qQe26kfGvg37lFgEffVyO3nEGBmUKRgjMYihFDtrX5otk7ykW0JRiX2AJcBb0UXDHx3Btff0CfIRYH7ddOekLM26G9U4+EbmllapOrGAY/ffewKFQq6H9hvLErsAFSrEb7XH/JwzMgUurRU5AtwHDrWqK0H32CFE+lQdCv4/LQcCLYpxDVqRA8BrR87QHerMU7WfrXeCIbEDmUZGd1oHPJgNXAY2Bo4CmwOnWZwWl/hEIi4XDhSIUeSE0OQs1qVsHlMafUii0Kceemlo/4FbdsfWPqOvdXD7sSPt1eMcO4GPg71jaXAdyDoq/Pp3DxUY3Q9HZOvF8eJ5RpeiPfsG0F2FJgHxUBF6EvgXQfxc8US9M/WRgYJABgrZHNZQ+gZwO8t807x0L8mzk/2J/jI4z4Zhf4Lyd2jdijOUj0bkgaD8+L3yBEvm5WAnBq4BUB6kFZ38b7wtxsUDbv6GH1U/l0//L6qulIM2D5iVoip+niwQ6FMI5M9P1XTIU3b+TesGQncmuA9bcrAlyGshQkBdAvgf5A2QJDPrZ7efWrcTmIHvD+R/Z8zf6L6sNu0F2gBSCrIcR292oO8JDyYTqY0X7kGfuMwdyOMg7MHxrKmPgln+iNTdehW//nYzPu7fzOton8orZsHQlSD2/+SjRPxUtP++PQKomGxvAkCFD2UFGE5jd6IA+JU0JSpEHXA20Lv4u1oSz+WTI7xyJALYYuLEOnDRbqROmBZX8O7as/HpQrxm83zEzLZuzaZoIgo4hvgPYotTGfeJ9/+oDT1fUWsDR1nfRJqEVgGolzGHLJI4AqqBzjQSKoCNHZkvC+2yEUtSF8+6ELRdBx/OT6V/rOV5r0YdRZVUGGkLRa+77uv2+IVULCMuyozmRFBstgIOgwd/2/P3wNfAvYLtEpTBQavoEKLKJ0JyueWO0+W2xGSDA+QXp+swpRQ2roG7AXTB1KKycmryJsGupGS4FmsAxLURm/ZlOW9yAvbb36p9h0m4dsTQInqgAPA0cApwlwp+QPTlcDQwMkkDQUqih1ClyGnfjVjj3g1RP40BuAnE8MYV2a2NPfsMZCQzkB5Bj3OvP0iKfnjsr/nR9TNTfYy2tT8n+6lYYhv7ydi4OWAb9fwy6ndkYOdJQsmMre4J8CzLY3XJPfcNNTSBIDvzwLQzY5DQPQfYAaQEyAOTfIPMtrd7/QB4D6QHSRGtiUtN6uf0MpKt1s4v2abV7KMhvII+A1Ii/PjktU6ZaKZB8i4+jg5/b3kZeTWMOVwB5CuQLkGpB948hQ4a8ocAZMJTigGX4gtcbFFkH0tj5mk5rYwWb8LycSrTlfpBR/tVn96KONgEtEOgU2v4K21z0b4zKZv+XNwJ5EuQ1EOVimbnw43zotzGTeRwRSLp8Btethjmvw351LSFoOpz1Lnx8A8h4kG8sgW8OyDMgfUGOBaniXHZqz5m+54wpMLwoU7O99OsveU/vNbDkZ5C3QQ4PeC5VtASc60MwryvAVYvdNOHNkB8F8jjILJDcoPvHkCFD3pExB806ZBxw4CrgC0kYanrdl1DUOTbEfShNHKcCt6LjefsAOxOkBT/rLn2qjjaVaoS96VajxkpRUaLMtrIf7gW/cA/ehbE3CA5KcQXQDmgh4hzlM8UyqwCToNEsmHgnzE3LfNfelO+6k+DD0XBMXeBoYCU6KvFs4EVgjgh/JFN+OubFVsCYG4C3RTJ7FiP1/3InnHQhfPJK6f1jtzY8WBMu/1jkzXMy4ccl3IQ2878/SCaU4kTgQai+XxiiCFtBhh4EjgVOE2Grn/UbGBj4CyMEZh2cNrl1ShXKlGJP4HrgrMRXLh4CVzXXgk0FtE/gs8RGhfvhKL/SHyTw8foCOFIpaoiwwWs+nDZj+teOUXkRi+rGv8xr5gO/KMVrwCvAbLc2s8EhjAKXU+TILRsDYsggQyhFU3RI3vYi7jhIWf5Oz6ND/A4QKdxF2gcXdgLP/QfAwGbw3HXAd5nyHe2zHQQsobIncJ7IbUnw4bQ2SEUP2EsJStECuBY4VpLIJesRD3WAu9F++TfB+FmwpmQEWF8jb1oC4D3oVD8dRNjiV90GBgbBwAiBWQenTW6DY5XiY+A5YLIIdk7uPdEbkoTBOyxhp50WbKrVhRkt4K3KsZucZ3L1795uTJIIjz4dOA142Us+ipFgM3ZphN9+Ni/zKR3grqroQAgTgIpK8SrwiggL/ODdfTjNxUhuRf9hp60dtgmePlkpLhThteB4M0gWkYOfgw+BBs3h5NEip7vynFib3XvRAS9Oy1w77yTwbN4swmeZlR0qFJuBJAE3UwO5B6WoBkwErhFhVUD13wgMAB4GemqNcCFBBpOynok70HmHTxVhsx/1GhgYBIyg7VENpUbO/hnHNgK5COQDkI2W78nx2r4/Nx/aTIQRf8I576fuQG8XEEV88VcozccL5CoSBLkJboycAxZYPhfHgtwDstIKCjGCgMOBuzMX+6yFpb+AvAfSJDi+Tn4VRv2t531uPkhLkMWWT9n+QfddeSW7YCHJzSv3fE1BhoEsANnHnfLC6YcKchjIjy6WVwnk7+THueQY9tsYfOqFq5fAnNcDGIsKIJeDrAKZCHJIkHPDhr9bQeZFB+oxZMhQ2afAGTCUxqCVLmQcAjISZCn89BP03ZBZ0IPgNjlw6f8SCaBWWzeAVAx6XNJrn1QAOREdEXA9yNcgg0EOCpq3dOciOgLgYKs9z4IcHFDfLgM5LOr/qiB3g6wB6Rp035U3Kk24A9kXpD30/Nar9QbkMpCf3ZyTYQyQZLXVbSGwAsju1PqleG049Q1YuhbkjODn3OUZ5zdMsd9aW+v61yCtg5wTDvyNAVkIckDQvBgyZMhfCpwBQx4OLqKg87RMN1SxL9IC0RExu/4Bx0/26mUKUlm/nEb9WRr/1glmq6D724U2VwI5HeR5kE0gn4L0AdkvaN7SbM/eIHdamuk7QKonowlysf43QS6y+f4EkB9BXjUn337Mg+Ix77RWrx0FJZ7lwSstwWwryAy4dlWig58M5sMZIGtBjvCujeFJou2BEKissUgrOitIW1j2G5w22Y/nX9cZ5AGmHGJp/VZZhw8Vgp4Tmq/oNfjK72HJUpCaQfNlyJAh/8n4BJZhiCBKVaicafCOSECUBQ9AvbOgcWWoXRX+7gy1z1Cq5QeweEg6/gva96f+A7B3a8hFRya98DEYeiewEf5sD/0mJHaYnz0Dnn5KqY0bgkgO7hZE+BuYBkyzgvj8C7gYuFcpvkAHlJkiwrbie4JOjJ4Iov1KhivF48AtsHwpdAfuqxEZy6vaKtX8e6hX3QP+5wLNgP+U4GuWUjRDR5WdrxQDRJjsUp3lHrFzctUWOLU5TKgTGfOBQB6wD9AD2LoZOB9YJsJupWa7nOz8n2AgLwKdRVicbjlOCDpwix/Q7xMEUJBOUKu8Vfr5n9TZzr/bTV4j8D94lVLsBdyAnuiPAX2j1+wg4ZCUvgAm7RlUUnoDA4MAEbQUashbcvMkFJpNhiFinxA9dfMnfSLZuUCXGV3WwF3wyfDiE+fYHFzDt8Ir3WPL6LUqbKZY7o6h5IJcivaz24L2aztP+4GGzwzNuR1nvmM/F0d5wj/IOSDvl3JNW5AlIC9nq8bVv/FLyp+vLXQohJGic4wuEv18l9T+FecfHSLQbHJ8PW4mO5dGlglwp6D70N/xclcTaJX5N0il9O71XyvnZ52WprQ7yC+WlUGdoOdAGMbAkCFD4aXAGTDk8QC7uKGCdmv1pu58iWzyCtJ+kegXUnSydSm1LJDO6KAOlSNllJ+XGsh+6GA402H0X9nUdi08iMTTGE/4BzkUZHUS1+0F8iDIapBzg+6nMFIy64i+plth7DVDLUFwbIkxHxZ1zfGT7evL3LwSpBbIcpArg+5D/8fMEyFwBw5J7Uu/1+n59y7AGEzqBUN2en1Qhg7C9iXINyBtgx77BGMw3e8xMGTIUHjJmIOWcaSTaNgZOyvp6NZNgcrAhcAjaKuXOqRiYqMUNaBpCx1xPCVznSno8NoDgIfCmavOO4iwEXgKeEqpn2ZATpvYK8Lcdqew8dFR513lfyWwp1IcKMI6p4tEJ+0erBSTgH8rRVdgEOTlhdXU1n/Y5cIbXx92TVCKx/R3Z18NT+fGXnMLOhtDdDq2ImAeMBOdkqx29ZK1uWFeqRTVgfeBZ0V4NpOyDP7BbrQ5aBrwPm1ErCnyti3wRFso7AYdz3Mj9UK8+X3LR+CBq9GpFUYCL0pAuQdLgzZTPbRBGFN3GBgYBAMjBJYDuLOhysuHM6vrpPHFvgQ3A1eicy5fT/GLxMlPzfJzOxu4DDgZ9tik9xTJv5REEKUYBMtnKNWnLVRsVh5fajqv0x5V3G67tz6GC0bBVW3hqTqROTQaGBR1jXtjZ82VucDRwIdJXP9fKzH5nbBsEVy0Gx6s5Z//UpjheNjSADhH/1+zof01O4nIDcXrxgPoA6X/w4tnVSn2AN4CZqDznxm4gxRyBZaEXQ5P9xKi2/u7Dd0IL38rUvime+WPqA+vAUcA87rDSy/BZYeLsDXTOryCUhwAvAM9Z0P/v+CJwJLSGxgYhAhBqyINZQdFzC4LLNOuQQKdBS62PjsXaBMuO7OxXqvg+5fRUSI/AekBkufsE9i9IJG5jr5vwKYIPyXvD69fnDtjIXuBvAQ/LYYeP7vnO+V1frbi8R5lmYAOETjPU1MtkAdAbkj9vvM+zCZTW+/nXOlm187XdPgbBltjHm1CPlK0/6DrpnkV0X6zr5OlqWNc6gcvzEG3geSkf3+xme9FM2DUdmjc0D3evHUN0OXb+cN3c30OuzxmjUCWgtzGP3mDwxXJ1pAhQ8FQ4AwYyg7S/hwFUT4+JV+E3QsiLxe7F3Gv77BJkKvvaTZZ+xuevTaZtBPxdRSnrTh7bVl/qYE0AJmrhUDZy80Xuj+bqJLlLxJovdyrDQnIFSAT05vvIvFUPn1nkvcJLHlNt0I44gP7eTVW4JyZLo+3AnkE5DOQPdNvqzdpTHxOkeJyiojcfBi9A7p+7gbvILNATnePP6dntuvnbvS9vq84oJGIF2ukB3OgDTotSu+geTFkyFD4yJiDGiSJNavhGSI+PrcQ6/vzVB245RuoUt3eJGzTZhFWlizVMq07LzVeSpqm1QFuA85fJDKrzIZpV4pz0IMwFnhCBAE3Q9N77V9pV/4RQM0CkUmnuFNHHOagw7WnCO/9l7IJEd/ivT+GHTth/rclTYWd/I/1r73nwTO58abk01a4zOpw4CTgJBG2p3qzUnltoeVUaJmr/Z7HAbeeo1TemSKFMzJhzN5cMTtMjCO831gZck5yifdJQBd0WhwX4PTMHtFKqe9egC7t4NFD0+/7Nav1ehVeH/RYc/4qleD2I6HeJSJ8EDRvBgYG4YMRAg2SxIJRUPt8yKmq3ULsXoTrCmDlCijq6u3muXxt0JWiInAr2pfyHBG+8qam9Wu97dctvwcwbouBekpRVYQ/k7/Nzn/ppiLYMNYbNt1BZBN4QD1YXxNy18DWFW74dlp+vb8CY0WY7nQNNocSSuWdCZ2jhKsrgTtc9UVSil5AH6CNCFtSvz8vH86aGi+sjsmFDVOVanQM/LQa/d6snMKn9fe/brQPrrNsHKHPMegUGCgj3icBXypFfxF2Zc6jk89hjUtg/NMRATBd/heMgpxzoCg3jO8e+0OGgavgjR9MDkADAwM7GCHQICnoDWDLaVDUWccFsNvML/nBehE398r5X8PbAANhglLsD7yM7vTjRFjvUT0KHqsKN22Du6pF+nXkDqh+pwvlV4JHa8OwTXDPPn6Nmwg7lOJHoAkwO/n7Smq1flsLT9aER8YpxaUi/J0JX14E4LHfBN5cF648Ae5wS+NUH1iW6k0ihTOUymsKRVZ/Tsu4zbF9WFHBXUdCvRNFWG1/TWn93PT2iAAIsdFNW+ZCm5+Av4C/0dFuSn7afRf12yFN7A/PTu6sFG8BS4CfrM8lwGqt7Q8D3LcSEGG5UqwG2gKf212TyvglioStVJcNmfJvlX8m9P0QnqwavnePnaD+yMHwQxYcMhgYGAQBIwQapIDFQ6DfUTo62s1ETEIjL0J3U1LYw486wgClOB54HS0Ejs5U8CgFI6FpbfjmOOg4OtKvjytodo9SnJNq/bEbuP0PhGt/g7eOgzm3+jVumocrcmHHi0rFmzAmQkmtlhXd9m3gOaXoma72QvN06mfQpI6W7RsDB7ZVKq8dFK4CqqZH3bvAffXthZjMNU5KURXYD/g1nfvdiFIc4cVO4L12Fbz+V7HWw9n8ckwPuHUvoGEUNYBTGjhHN60MzP1MhLTNlpWaNQGKLok/PJs3HXjJ4qMVcLn1dzWlWEq8cPgTsCGRgKjb3uZuaH6wUp9NSPc5izzDezXxRov/5Sfw0pNKrVtdUshL9JwkEgSxnWOrtrjBvz7MWPA59N8Htv0RrndP+UqXZGBg4AKCdko0lF0Uca7vOFMH9DhnZlkPxuJ/H4sC6QeyHqSzD/VdCPILSC2b3yqDTIPvXkwlqIJ9kJDLl/s5T7yIdmpFZp0O8gxIhfTKaDY5PqLtEIHBu0B2WREYf7PG5EeQOehE1J+CvAfyhhUY6CmQh0DuArkZ+i+1D4wxxpWgNiCNQX7wa/wS8+IUxOiqBSD36eAwA36yv2bENnSU4idBrgc5V7et7cv213cqDmCUUfCPVOcjSB7IsSDdQMZYY/4VyO8gm0Fmg0wEGQtyCUgLkL3dmvex5bgfhVmXXzK6cY+f4YWuIF3gvDn2z0mzyanXk3oUaocx2RdkC0j1oJ+BeN56z82moDWGDBkKngJnwJAhQxGyhIwXQOaDuBY+uhT7QwAAIABJREFUPUF9LSxhs5nzNWc3gUF/pbIB9DrSaHJt84YHkGogM0EeB1Gp399urT1f7damU17p7R2bcbv1RvqC6TB0QxgOfZwjQQ5Yagl210LfH+2vsReG7YWnngIfZSzwxNaReTRfkP1AWoNcjg79/x+Q7/QBwqjtbsx7r6MwO8/XYetBJsNZRU7PSXr1FKc3GmO1IzVh0ur3/iCvBjn3Hfi6HpYsgytWlKd0SYYMGcqMjDmogUGAiDWZLCqERxpCwzlAKxGKvK2bQ4DJQG8R5jhfufEmeLVKakEVwmCa5A0PImxTijOBj4D7leI6kVR8t3Kx56saqZVTEna+sjejg7AMWZeu35KNWeUlwUe1dAoO9f1XItwLoNS846GoUbImgLFm5vvXhd9qQbU1MGaFWyZ/bpnEirAR+NKif6B9e5d8ATltYu9IZ957HYXZ6flcukCE85SqsBZy9or/vVqK9dQ+RN+Xg34eirGweooFgQ7ONS6N+zyDUvQHBkCDk2BSJfipTLtJGBgYuAcjBBoYBIT4cPQXAvdtgJdHihR6LQBWA94BHhDh7cRXpyNMhSGCq3c8iLBFKU4HPgHuVIrhyQhwSlEB9loPRQfG87X+S6f7kuPJSYgZtgkebg1PpbPpxaPIkBkimeBQqQeQctNvMQiIIEr9UgBFbTKf914/w6WVv+5LHYgs/edEKU6DRse40Q6laAjUAz5M5T63EXtwWHVPuCUf6rcVYZXlD5u189fAwMBnBK2KNGSoPJI2C+tWGGu6M1Tc8D0qvW6pCDIF7ddWqvmhs9nWtStAGju3z11/vNTbOaknDNnpJQ8gNUDmgYxN4tpDQT6FH76By1Zl6p+UIp8XgywD2Tf1e7t+lopZpX/jW7pppVvml9lE7voEDtjs1fNTGp/69+4F6Twnlu/ev0EK4PXL3ekPuRXk/vCNbY+fy8O8NmTIkPukRDKwPjIwMEgLSp0wAT6yiRR4LzB3uofJ01GKe4DjgNNF2FH69XZRFgesgL6vwQk9gc+AW0VYGH9fk3FQtz7Uaw6LWoi8Od/1BtnyzMHAN/DiNTC+s5fmUUpxADrE/YsixKXT0CZ6XI4e3PuAeyDvEN03/pltKcV96FQZZ0qSkU2Vog7c+B2M2Td+rnac6I5ZoIHbiDx76c8vpdgHVqyAPh9D3r5ezNPS+Iz8fmg+NDwOcs8SueGTUvjuAjwCvAGMFGFrpv2hNfgsA86ThKbz3sL5vXHKWyJfnxcUXwYGBtkJIwQaGAQApbp8Cm+2j/9lFPCpZ5trpegN3ID2Ofw9+fvsN1GWWekAYChaELpVhAU29T4L/CrCGHdakohXKgKfAh+J+OO/oxQHAZ/DjP/ADfmRvGaH3w/PjQIaAJeJMNcPfhx4rARMA/4nwvAkrj8FeBlmPANPdos3q5wSoE+ggddQihuBxiJcETQvAEoxCDgXOFUk3vRaKWoBjwJHAleKMNPFuk8CHgOa2tXtF5zfG13/hA8bm+fRwMAgFRgh0MAgADif6HbeCl839eJlrhTtgVeBE0X4yeWyqwH90cLgF2hhcH7U7/nAt8BhImxws24bXsYCJwKnJavxcqfeG1rDzv/CuEoRYWn033DxM9BisAh/+cWLM4/sD8wGrhfhDYdrFHochwKXiPCpG5olg+yBUlQGlgOdgtR8RcM6xJgN3CvCxKjvFdAD+D/gKWCcCNtdrvsZ4EcR7nGz3NLrjfb/W7MaduXApzZ+kncBnxjNvIGBQUowQqCBQQCwN7G8ehd82lHkl+nu10dDYAZwsQiful1+VD05QD9gmFXfrSLMs357HNgmwg3u1hm9UZK/4d5mUO9oEda4WU/pfDgJ9uEym1SKY4EPgHbxJrzkAM+iNZfni/BLACwaBAyl6A70EcFG6xQclKIlLH8HrvwM9q0B27bAgzXgiL3Q2j/XBValqAr8CjQRwbfAVvbviCt+hb1qwhMVYyMADwSGeOpGYGBgUPZgooMaGASA2EiOxdqVp2vA8xcArgqBSrEv8C4wyksBEEB0Wov7lOIJtDA4TSm+BG4FbocVC5XqUw+q76tPtjPTKNlvlAathtf2sCLlpY34U/jSeA1DWozSIcK3SjEMlr6jVJ/ZsO/+un3/ehpGPwp8g9YW/xk0rwb+w9KsDUHngwgZ8tbBZXvAuxdEnvfrN8L7LUUKlnlU6bnAbD8FQA27qLwv1IZ/FcJdeVABTQOBGvgbednAwKAswAiBBgYBoWQ4eqWoDsxWistEeMmNOiyzrjeAd0V42o0yk4EIf6Bz6I0H+gJTYeE8eKoKTOkS5VuWYb45u43SQwfBoozSF9gLl6XxGoa0GMki7zO47EF498Io09Vu8NlYaHd7kH5PBoGjDbA3+uAoZGgyDu7Oi33e790P5t6Cd6kRLgde9KjsBHA6VNpzARQcmErqEwMDAwM7GCHQwCAkEJ17rgvwqVLMLTajTBfWif7j6F2CqyaYycISBh/QwuA9/4XHqrqbb85po3TKhUrRBtiGbn+yn9bf7W5KPTde6nnpgkOTcXB39dj23VYROh4uMssIgOUb1wEPirA7aEbi4a+2XSlqAq2BC7woPzGcDpW2rYCvLom1IjE+ugYGBqnDCIEGBiGCCPOVYgjwplIcJ8KWDIobAhwPtPUzQIodRPhTqa1b3d/AOW2UvnobLfhWs350+twPODT++8bNUuXV3sQ3rJsz7zfTqZvTGkTD7/7T9Z3wIBx3JnyxQ6nv3wvfePmube8OvGWZufsM50OlklYkBgYGBunACIEGBiGDCBOUojUs/I9SfTakswlUik7o6I6tRdjqKcNJw4sNnNNG6X/Xi1CQbqlK/XcCFNkEeUnMa/ZszrzdTKdnTmtQDL/7z6a+i6DfceEbL9+17ZejD9N8R+yhUqsOsH4ZvH1JuMbDwMAgm2GigxoYhBBKNWsE7ebB7XukmptNKY4GPgbOFuFrH9hNCg4b24zzzXmRvkCX2XMR3FG1LObG82osIuVnR6TUsMLv/sum8fI6XUmk/PqN4NDG8ORRIhtWuFt2agd7Vs7GA0QY6gYfBgYGBmA0gQYGIcVeYyICICTrP2f5sLwNXBMmARC8M5f0RvtWuCcs3wZnvAX71wy3aWfq8N50NTsipYYROk1H46P96L8ogerMbBkvL7Xt9ocjv3zkhkY0Q+3uPLSvpoGBgYFrMEKggUEo4bSJbnmKUnQFPir2F4xs5GofDHWPhPNfEmn1H785TgbZYy7JVVDvWZEvhgfNiFfwdiyyKVJq8FCKXOAsoCvQEaoXed1/sULJvZjxAvtow+Prw/ZnleLezMo+/frUg039g3nA0UqhTOReAwMDt2CEQAODUMJpE73pV6AX8JxSfA+zvoSu3eGRQ6JOl89R6rSHy4rWym9YyaEvA1oGzUs0sivQyoJRcF1HuP+A8EdK9RZO42alhOmEFvxOAWYArwN94elcWG9jrutm/0ULPD3QScdvoXyPl9PhW34z4NrMys5POdhUFFYDFYEDgbWZ8WFgYGCgYYRAA4NQwikAwpQLRJ4vUIq9gHYw4YGIAAjupF0o9+gKfCvC8qAZKUa2BVrRQs7COXBVDlAR6jWHyheGkVe3ESv0Ld8CnZrDU3Ui43ZdR6UWLYDGLYDP0Hk8e4qwKVJK4UZtrrv3J/DXX7DgO/eF/jp1I+tGHXTS8XuBuZtg7dRwHzLYI/ODEqfDt5nvi2S2nio1M61gUwAiiFLMBZpihEADAwOXYALDGBiEFMkEQFCqy6fwZvv4u8+fLjLpFH84LVtQihnAvSK8FTQvxcimwB0ASrEnsA6oJ8JGpXgQ2EOE/gGz5inihfXRwE3Ej1ufmfDymSIUJi6Ph4AVIjzoDn/kAl2Ay2H0CXDTHtkyp5wQWScPqAdFTeDhXDiCdIIdeRkwKdOyrWfoVxHuyYQPAwMDg2IYTaCBQUiRnM+W8b1yE0pxFFAXeDdoXmKR0Ed0GLAIWAwUhCTJdztgvggbrf9vBX5QisdEWOAXE16b0MaXf0ROrN9XBezHbfuO0gRAC5uBvTPjkUrAqeh0B2cBnwOPwfv9oGCqj+kWXIe9YHUzWqtZh1StIrwMmBQpe9GDcGgnkI2wZn4KRcwDbA78DAwMDNKDEQINDLIavufNKuvoCzwjwt9BMxILJ2F/4y/AQUAHtPqjhlL8iBYIFxMRDpeKsMNHhs8mSpAW4XeluA24XylO9yO4hdcmtPbl99oZO0YVyPCQZjNamimFD1ufw6Zowa87sAp4ERgswm/6zm/wNkKsH7AL5HIL2qz1ZtKJcOp98KrGTWB8BcjZH4o6Q7+jkpyTc4FB3vFlYGBQ3mCEQAODLIb3of7LD3Rofi4GmgXNSzwcfUS7iVBQfJVl7nc4WiA8Ai0EHAEcqhQriBcOfxDhj3S5shFAxkOTftCuC8z9WKkv8qPm4nhgAHAm8F66dSYPp0iPbvnL2pXfqHKs0NcDbRJ6G2ke0mwiwXy0F0SHnqHUkvXQMAeYAJwiwg9292dRtF4H1Kptr2ktVoaHzSoikznZehucdqRSCz+D1avMOm9gYJApjBBoYJDlyP6NXGjQDZgpwsqgGSmJWGH/oIPhsGPhzNEiLxXEXsdWYLZF/8Dy0WuIFggbA+cANwINlWIt8cLh4thAJfFQKq8tnDUVxuTCa2iFZP7F8HQFSyA5G/odUazlEGGnUgxFawM/FGFn5j2TCIcd6UXuu8S59XoDff+EJ6vq32oAK36GU76H2tXTOKQpxRzUTqi4bz+47DuYdEZITIM9gVJUhtp17DWtxRrY8FhFKEUdOL59OnPSEvbfgxsqQs7JYQ8MZWBgkB0wQqCBgYGBRl9gbNBMOCFa2FeKLsBYpXg9GdNVEbYD8y36B5a/WF20YHgEcBLQDzhcKbZRQjC0/l4HeXWgpSUAPkvEBO+uCqVoOd5Hh9rvDzycVkeUAqWop5mp1cBtf9nSc+vVABZOg45FLmnmSxECnXxFqVTGBcBqwBvQdxn0F3iiXkQT2nsr/L4A7mwGTfuWPCgJgNdDgRHABfDnGig6KPU56bVW28DAoDzCCIEGBgblHkpxLDoH17SgeUkSk4Cr0QLbo+kWYgmQSyyaUvy9UijgYCLC4dFoTWljoAL02wlVLA1gcW653ZSm5bBC3Q8FpivFxKjAMRnDMoUdAfQB7oMPb4KVJQKfXPdbZpqhZHLrLRvionZmE7CP88/lLzCUUhyANieeA0f2h7cOhqVx5vBKcSfwL+AT73mK98uEwl3AcOAi4GngMHilGvyRRv5HJ2E/M622gYFB+YYRAg0MDAy0FvApEXYFzUgysISpQcAnSvGKm8JUcfnASov+EYwt4XB/WP8B1N0fdhIbCbN0gUSEhUrxOlqCyjABNyhFBbTv4+3AR0BTEVbHBz75cys81gaePBAifpSpIXoz7ktuvVI0gWP+B6MuhHGVy0NgqP9v787DnK6uP46/D4IbMK4ooBYQ14qKK4LUFbRSFUTFBbeKC1q11bpUi+KCYhVr1Vpxa23FBetuiwuKO4o/N2RERRFRCwiuwLiAcn5/3G/IZCaZSSbfJJPJ5/U8eQYnk3tvZpLH78m59xwzugOPAXcCF4bXacbt8LcCk834ozs/FG5N6c5lnr0vzAK63QhslizGs/Dzpp3hrrxgX0QKT30CRaSimVEFzAZ+7s7cUq8nF2ZcB6zgzsnFnbfPOLh1aDhWeBfh4nQ2cB31M2P1+6CZsTZhe+ku7rzT9HXQB7gG+BH4rTuvNPLzA6NFbpe8MM9lvuL2azRjNeATd6rS3LchMAX+djSMO7ylF4aKsvWPABe7Mza7x7z7Ilz0Eyz5sRAtQsIcmV4T+9/r/tTB8cxR1RWOqYbRbePuXygilUtBoIhUNDNOAvZ056BSryVXZqxJCKb2cmdq8eZNZD+O7h6SMtcRLk7fAU5bBKtOgwWzGrroNuMMwu/9V7nPz/rAn4BdiSLRbM/AmXEZ0AvYO9dWIOmzPr+bC+P7FOJiPMpyLgFWrr3WUBSFF4A73bkm7nmbGzP6A3cAJ7rzQHaPqeoKh74MV69byMDJ7MBJcF+a/n2Dn3a/f4945mB1mPUx/PpRWLNDSw72RaR4FASKSMWKtje+AZzlzsRSr6cpzBhOaG2xWzH67yXnTZyDatcNFneCDnMbC/xSH8+KwNvAKe7ZncU0YxXgTEK/tBuAP7mzOLd1swJhS+Gr7pyby2PD45dXB+0MP/0AV+8AGx7hzmO5jpXdfHwJbFx7y68ZlwM9gP2K+TcvltQzdiuvCJdsChsOduf57McoTtbWbJsHYN9BYTt0K8JZ0bVjnceMY4CB7hwQx3giIqAzgSJS2XoB7ShC8YgCuplQIGYIML5Yk+bbmsSdJWacSWgZsXVDWbkoWD8YuBKYAmxfuz9ijvP+ZMbhwKtmvJJtZin5+NTnbUZv4CEzhhbog4TEucAvovn6R/NvU84BYOYm9+myrad+Avd+AgtzmKHwxVTCWvfbBv5Acq3nE9qCxHou8xDgnzGOJyKiIFBEKtpw4MZyLqcfBTWnAneY8Ug+zd9L4GFCcZjjCZm9eszYhnDurwo4yp1n853UnQVmHAz8x4y33ZmRx1gvmTEYeMCMQ9yZlO/66lheITSqjHkb4feQ85nGOGUK4rJ/bN1AL/S9C2OeF7XgWEbIrp21AbybYzuEYhRT6TEKbuqS2rrhEmCPN+Laqhmdn+0D5bddXUSat1alXoCISCmYsQYwiHBRXdaibXKTCefjykaUyTqD0PMwpQqmGeuacTOht+DthGIueQeAteZ+BRgB3B/1nctnrBcIF+njzdg1jvXV8jWwenQ+8Dbgn+6lzVwng7iJQ8N5uIlDYf/pZts8EO5L9xhamdE5FPPZd1z6vnc9RkH7bqGw55mEIkNnEv67XbfcVlk9IpwBrIn+uwY4/yc444mcn3D659MattwufbZxvdXimCNyIPCo+/InIiISC2UCRaRSHQVMKHVGJUZnAW+a8Y+mbpUsBXemmr35FNw42Wz+PJg/D0bPgr4nELbAberONwWa/mZgJ5h2p9mJC5uS1Upw51kzDgXuNeOAKDDMSwiojt0IFl8dzh/+wWDTkfmOm790zctvXAUuHwRzdjB74irYqy3QNbp1ATYgBLQfQadumbdqzuuUrDCb+P5FQP9Ouaww2lpapx3DSQ/BQdeY0QH4c1O200ZbkwcDo6BqzSK0bjiEUHlJRCRWCgJFpOJEF3InAieVei1xcecTM/4C1X8zO+HLfAKaYgqBzuDecH1XaLt5uIg+91t4YT/3P8S9tTJF6LfY+0/QaypMXKnu1sQmBIJPmTGUkF0c6M5LTV1bMtt26c+S6zplNty3XtQbryTM2Bh675U+iGsFXLsenHsa7HUX8Arwb0Jfxo/d+S6M8dI4qElTtGXeHFhnZfi8W+p20GMIhYdyk+7cqhlTgIeArc04wZ3vsx3PjH7AaMK10xlw4zswrwnN37OZq6or7DgGev8CnplnNjW2LaYiIgC4u2666aZbRd3AdwF/B9xKvZZ4n9dOm8LvlsJiB/fw9YgPoH3XUq8t85p7j0uu12utu/e4cp0ffAD4fPAdm9O68vs9+Vrg14B/Dse+nn5tF0b/PmBS5nHad4WeD8BR6V6nfWHbj+EYT73vdIeeD8T4XNqCjwefAt45i5/vBf4U+AzwQ8BbpT6f3uPggEnha/7vtTDmER+U0/tYN910K7+bMoEiUolOJBSEKdvqiunZ+TCqdf2zVjNzLKpRTIWv4ljs+d2ZYMYw4BEz9nHn9eawrsYki72ssyHM7wjt58K3s2H0h9D3REL12c3h321hSZ0M2EjgVBraDplaEOZz4HLgne/gk8fhnatg4G3QdYNktc3Ec74EiKXlHgDu1ERbd88FXjHjQKj6rG6hG1jYFrgU2A64GLjNnaWpY+VXJTe9dNttx3aHT1826/Nkc8/ui0h5UBAoIhUjXIRufyXsPAheaGP22oMt62Kq1AFVUxSjimNT5v/q83xGdeeRqIfjBDN+6c6b8awr999LNpU801fsHNkNhvWBG2pg8kD3s6OCNAsXhPN2M66GDfaGzVcJAeDaZNoOGa1hEoyNzgMmgruaVaB/DfQYHua+gvSv4ViLrRB9AHSZGdPgw//CYT/Bn9dJPvdz9ocPl8CGo4HDPNrKWhyZ3se7rAtnD23qdmURkRSlTkXqpptuuhXjVglbrIq9hTC5FW5wk7fClfrvkn7+k7+G92eCb5L/+H4Q+DzwLUvxe2loHPCVwH8WtjsOeSbzFs/Mr6FstkMm1/DHOuMnbgdMCq8hrzVf3XUc/Qr4KoV5DQx4JP2cu95djNdg/fVkeh9f6IV+T+umm26Vc1MmUEQqRKYtVt/dYsYRwGfu5b49tHoEDN8pNZtz1lcxN64GGu71lkuGIn0Vx+Jtd8s0P1zfH3jBjCPcaXJbAXfuDe0EeNyMfu5Mz2dduf9eMr3uu75LqLoyH5gHG3RNn31aRkPZ5Oy2QybWMIaGs5s1hCIwI0lWCK0BTvsUzvoamGXGNcDfPNaKsSu3Tf/c11wnvjkal8zYtu8Gx9XALW3rb7dNrK05Z/dFpBwoCBSRCpFpi9WG2wJvAz+Z8Rak3KZ7I9UD82maHbf6gcPXX8BNPeFvBxGuwGOUuLD/nGQlx67dYauxZgxwZ1ku66aEZxYzzH+zGe8B95gxGri2qR8SuHN3FAhONLviKHjw19m8XuL5vWR63c94Bdgt8Xcym5yhYmcr8t+em1jDMdQP8GpvH018gHEqdc4Lnu5+60dm9CAcGJxpxk3AX6Bq1fzff6XekpzuvGTiGG97QoeNU6OvxV+biLRMCgJFpEJkutB7YQJwJNAJ2Cq69SM0Md/YjFlQLzj8xB2PKxsWp7qBgxkbAM+b8YU7/4hvpk6dw8XqdaRe1H+6F8xabNZtBvBedHs38W93Fse3hsJy5zkzegMPAz3MtrgCVhvZlIDDnXFmE9eFeY/BxNbFe71ket1/8nFqoJ4uizwSGEb+bQ8Sa0gEM2OApcCkWVC9/Lk3lvl0pxo4woxuwFkwa0Z4616xWn6/z3TPPZ5WD9mrnbEdA/wl+joEuJVw3pJobcctKu7aRKQlMvcy3/0kIpKFDAHbTHgo4wWjGSsCm5EMDhO3VYG34OR14cpN6l9g97/DfXKzqcZpxqbAM8BJ7jwYz5h9xsGeQ1MrOUJ4/r8aD89cSfjdbRrdNgM2Br6kTmAY/fuTbLKHpci8mtEe3r4PbuoLl62S7eun/jh9xsHENNm2wr1ezDbZCPZ9By5p3di6k7/bDt1gQSdoNxcWz8r3d2z2wLHw/I3ZrCG3cfvdCw8dGMacDdxGreByj1zGTj734m9JDvMfOAnu2z38VyJbOpvwIcsw4B7Cc5uyCKYMcF/4QrHWJiItkzKBIlIRmnLGyp0lJLN/y5nRAdgSfGw5VON05z0z9gUeNeMbd57Of9TqEbDeYGi7Sur3w1kqd14DXqt9jxmtgA1IDQ4HRl/XMOMD6geHM9xZFB5fmsyrO4vMTpgPT6ySX/uNTFszO3SLbbGRZFCz6zbw3dfQ9wXotlpDr/tCbMsNWbsDRsM3h0D/wfEGWautmQwAUzLS3WD4k7m8Lkq9JTk1Y5vYgpvInN5GU4NbEZFMFASKSMWI60LPnQXAJLOpr0DNxqU8S5Qtd14z4xBgvNnYY+Ffh+aTTQtB9e7PQc3e2T7/KNM3O7o9Xvu+kG1jE5LB4f7AWcAmZnwFvAtHrg9XlKh/WscY2m9k2pr57ZZmVV3zXXtqn79ePeDa9rB5NMfwLfPNvOW+HlYG7gVGux9zPxxzf7wzJH6ft5EMAKE8+mPWVT0Cfr83XLV2ODt5PqGFRhfgTKLtqWoLISKxURAoItJk6c4SjVgCN7QxY1V3vi31Cmtz52mzh0fAjAdh4gr5Z9P+2grO/BLGrJnvWaoo29dQ9nBTWPbX0vVPi6N4SPUIOG5/uKV96rm7a9vDsLwClgx9/kgWFClJUHQ1MAu4pjDDJ95/XbqXQ0a+YQvnw4cOh06ANqvArG9gD0J/xOJvTxWRlk9BoIhIE6XfYrrSpbD1H4GXzDjInfdLvc5Ul++SDAChqVkTMwbBFhvAS72h/wWFOktVO3uYOfPaqsnPI3v5Fw8Jr5e9p8GYPqGaaiuSQVq+AUu6VhAXEYqLjKTYQVHUdmVPYPtCtV5Jvv96TApbQJt/Rr4BJ8KGL7g/MrjUCxGRyqAgUEQkD+m2mJpxJHAi8KIZJ7lzXynWll6mc2nZBwjR1s3rgCPc35xB0bJLmSpYFr5/WjLgWGcyfDUf3q1uWsC7aBac2Sf+gKXu3zVRKGUmIRgcEsMc2TFjC0IWcA93FhZyrujvsgcMr5MFPe872OCKQs4dFzNWBc4GflnqtYhI5VAQKCISsyjzMdaM1wh95nYGznFnaYmXRkw90S4GJrrzbKxLa0Rq5nWtftBz3WL1T0uet1t5TfjflKZnPKtHwB8GweVt891Cm6r237VeoRRg+FKoHpvfHI2LPiC4DzjTnWmFng/SZeQ/mwPXfg/b3WnGPu58Uox15OEkYLI7U0u9EBGpHGoRISJSQGasCfwLWAMY4s7/Srue3FtlpD6ebYEJQA93Pi/sahtaR37Po9hzJYPIjTeH9pvB609Cx/aZttCmFnmZ3xHazw1ZxPTBZ+oaxxCKiRS3dYkZBtwNLHTn+ELNk8N6zgBOh2uOg/FHFrOtSLbMaEtI1+7lnlqFWESkkJQJFBEpIHe+NGN/4BzgVTOOdOfJ0q1n4Udm2w+AK9+Bt57N5RyfGSsANxGymiULAKF29ufL22H1XjDnS/i6QJmndOftsj9/mCGI3CJTEJmhyEs3GNYHLktb/KZONmwAtF0jddSinAn8DaHCa58Cz5MVd/5s9uhSmP3feAohxScZ5PfsBSv+AH9fSGF3zoqIpFBc7LkJAAAfsElEQVQQKCJSYFFxk9FmTAHGmXEDcGk2zdEL49UlwKfu7JHjA38DLCJkNpuJDuvD9W2g7bpQMwiO29OsKuZm2vmeo8wURK70gBl/Bxan3nb9Q+YiL5mDz8T51NCUviZNU/rCnQk0oxdwAdDbne8KNU/uLumVvhDST+PMuBBYEN0+j/qCNlkysGs445g+yP8ip76GIiL5UhAoIlIk7kwyY3tgPNDHjCPc+aIES+kMzM3lAWasT2he1rdQ1R5z12MUXN819QL/lvYwaIJZ1VbxXVDne44yUxC5yhqEzFm71NsWPdP//DISwWfDAUe6Ajrn/wgdHwwBYrzbIs1YG7gHON6dmfmOF6+MAfzGwHlAh+i2lhk1JIPC5cFhmu8tABbUbgGTIdubIeOYX2ZZRCQOCgJFRIrInTlm7AFcCrxuxhB3phR5GZ2AjAFMaoDx6TewBNhjZ1g4F8b/0Hy2rWW6wO/VHmpivKBOF1T9/vPsi7lkCiJfe8F9eWnT5cyey5DJaxV9bdsZBj8D13dJF3Ckb11y5Gfgd8LtbeLcFhn1cRwHjHfnoaaOUziZfvcvT3RPvj6i57E6sDbJwDBxWx/Ypu73zfiJ5UHhcZ3hks7ZBXb5V+gVEcmXgkARkSKLqoSebcZk4BEzLgauL2KGLWMmMH1G43zgNGDtDvB9M9q2lukCvw1xXlDXD6q+Xwx/7Qtjs6z2mmuPwUytMIYBp3wM3joZAEK6gKNu65KQAZzYpgDZpz8CqxKyas1Qdr/7aGv2l9FtRmOjRkVw2rE8KPzmphCc15YpsIulQq+ISF4UBIqIlIg7D5oxDbgX2NmME9xZVISpO5FxO2i6rWqXkGw63py2rVWPgOP2D1tA6wZLj8d6QV0/qGIUoRfekGweWz8zl3krZurPd+gGCzpBu7kwbFZ4zv3/Dm27pz6qsUxS/NknM/oR2hts586PTR2nkHL93Wc/Lk44H7sI+NDsnWlQs1V2gV26wHTEUtjkqnzWJCKSCwWBIiIl5M5MM/oQGru9Yvbn0+Deo6F9N1jUCdaZB/M/jO/8VlVXOPoQWLLEbNpm9cdt3y0EfMsI2w+PIfThS9SwaT7b1qIL/AEwaELYAtqGEABeNSf/vnuNuhSYFvWhezSbtZJD4NzQz5v1aUImKd7sU3RG9HbgcPfczpcWW66/+6ZJF9id9mm612H6wPSaRbDDdWb0c+f7wq5VRER9AkVEmg2zJ8+CCaPh+BXgVuo0+867B15j/e7C/b96KzWzdipwOPAiIctW+H5zuUqeYezYGdq0gkvXg422yLfaY+PzshcwltAz8dvGfj6+edNu2f0RNviV++lPpH/MsxfAA+fBpSvl+5oyow3wDPAfd0bn9WRakNTX4Uqt4ZL1YaMt3alp/LG0Au6K/vOw0lUOFpFKoSBQRKSZiM5tDS1Us+/k+HXHPecD+Os0OGtnuHCd+vcPJlT/70mhGrLHJZzVmv4UjFkdvvm60M3BzbgL+MidcwsxfuZ5awcc8+bABa/AL88FBrjzRp01bg88CpccBI8en++2SDP+TKhqur+ClczM+CfwnTvDs/z5lYEngRfdOaegixORiqftoCIizUbi3FaiFUBtcWzDzHQubOlPwJ2woCu0Xaf+/TsAIz6DH54sZEAVj6oucGB3+OvPitQc/HTCttA73KkuwPhppdviaManwGNmt5wAfz84/L2/XAA37wQbnex+/rNw/rP5zGvGgcABhHOACgAbdiow1Yz93HmksR9253szBgIvmTHLnbGZfjbbnoQiIpkoCBQRaTYS57aWtwKodV8N8HWePQUznQub9qo795rNGAQ126SvtrnGdPf7m80W0Mx6jEoGgFDoHmzuzDMLFXPM2KWUgZE795s9sBpMvy/ZIL0GOPsbuP3/8m3tYcbGwA2EbOOXMSy5RXNnoRlHAfeYsbU787N4zBdmDACeN+NjdybU/ZncehKKiKTXqtQLEBGRhOoRYbvlEJLn74i+nvUV3LSDGZvlP37tcWuXy68eAcctSr1/JGE95VK+viQ92G4kRMq/LuAcWbpyT7hkhdQg+IrVQnDcdGasCtwHXODOq/muslK48zxwG3BL1FYim8d8AAyGD2832++/ZgdOMuszLgR/kLnZfH5/YxGpLMoEiog0E6lVA9t1g/6doMNcWBC1Bvjb7sCzZhzuzlP5jV//XFjmapuXNdDTrrkpfg82d34y40TgcTMedmdBoeZqXEFaQRjwN+AtQsAruRkJvAwcB9yc3UOq5sIhS+DuAcls3293N3vuZthxdzWbF5F8KQgUEWlGGiln/w8zPgTGm3G+e7YXlFmPj/vCF8yqtoKaKFB8vMzOG2Xqwdb2skLO6s6bZowjVPU5upBzNawgQfCxhIOhO0b98SQH7iwx4wjgOTOecef9xh/VYxT8pWNqtu+aznD24VDzP6jpXMwPOkSk5VF1UBGRMhOdzfoP8Ahwjjs/lXhJzUr9ypk3rAhbf+vOMYWdl3bA28Ax7jxdyLkyr6HhNiC5j0dPYCLwC3fejXe1lcWMU4GhQF93fmz4Zw+cBPftXv+ewU/Dk8fCoKfghg3jbCEjIpVFQaCISBkyY03CGa2FwFB3Fpd4Sc2WGW2BV4HL3flngecaCFwBbOXOD4WcK/Ma6gbBTW4FsTrh9zbCnbvjXmeliXoBPgpMdueihn82UzuX0CbG7OET4LmL4cPp+fyNRaRyKQgUESlTZqxIqNa4LbCfO5+WeEkZlbqkvRlbApMoQkbLjAeB1925uJDzFFJ0DvB+4FN3Ti31eloKMzoDbxB6LE7J/HMNZ3TNGA9MctcZTRFpGgWBIiJlLLpYP4vQk2yQO6+VeEn1xL1Fsenr4HjC76mXO98VcJ6fAa8DvbM7/9U8pAbqq60G57SCTXcqVUazpTLjIGA0sE1DGfx0Gd1wzzaXwy4HwYv3w6tnKwMoIk2hIFBEpAUw4wDgJuAEdx4o9Xpqa2xrW/LnCpstjALmO4Gv3TkprnEzzPV74JfAXuVQTCV9oP6b2XD/bgoy4mfGbcAP7pyY/WOax4cpItIyqE+giEgLEAV++wDXmXF2tj3JimO99dOXtO/d34xhZqyfvMCdODQUxJg4FAY+meyNlr8oGDsR6G/GkLjGzeAaoANwWIHniUm63nPXd1HvuYI5DdjLjP2yf4j6A4pIfBQEioi0EFET750Igcct0ZnBkjJjDej282QD+oQa4LOZQD/gTfjNm8W4wHVnITAE+KsZ3eMcu848PxICzjHhd9A8mGFmrGdGfzN+a8ZYM56DPYao91zxRK/Do4CbzFg3u0c13APSrKpraCpft7m8iEh9CgJFRFqQqDjMLwhZqMeiKqIlERXBeA4OeShsW0sEgoltbA8f7s5hwLrwv/eLFYS48zpwCaHf4kpxj19rninAg4TzX0VlRiszupoxwIwzzfi7GS8DXwOvAecCmwDTgJHw8sPpA3X1nisUd54HbiN8YJNF5j7RA7K28DcqRiZdRFoWnQkUEWmBzFiB0KpgX2DfYhcoMWMj4AngZuByqOrSUNuCzOcGT58GN/VzZ37M60tUv/zIndPjHLvOPKsD04ED3XmpAOO3BjYEfg5sHn39ObAZ8GU093TgncRXd76oP47Om5VClK1/GRjrzk0N/2xV36g/4Ip1/0bQ/WrYd1D4bL8VcAywNnXP3YqIJCgIFBFpwcw4AbgYOMSdZ4s05zbAf4ELG7uwTT4mXRByysdw2vOwza+A8cBVcQaz0TbNN4DT3Hk4rnHTzHMocB6wnTtLk9/PvhBOFCxsTDLISwR9GwNzSQZ7idu70ZbDHNYZT39ByY0ZmwPPAX0yvb6T74/zusM9wFJgyiKYMgD4FPafDjeuknzvjCQUwj3lM3h2J/0dRaQuBYEiIi2cGf2AO+HJK+CCnoXs1WfGLsC9wEnu3JfbY9MHIdGZqVOA4YSL5Ssa6rGW43p3Ah4CdnDn4zjGTDOHAY8DT7gzJnwvU+bto33h+VVIzer9HOgKfEQyo5e4vefOt4VYtxSPGacCRwB9a39QkLw/c4Xd8O90910e/fsjZXRFpB4FgSIiFcDsyj1hzmMwqnWc2/1Ss1mtW8HoHrDhIe48Fdfak3PRDjgWOAP4mLDddYI7y/Ic9yxgELBbugvwOETbY18mZANnZ76ov+InuGj51k2Swd776tfXcpnRCngUeMmdC+vfP2gyPNi7/iOHz4M12sPougdqgaHAZWhbqIik07rUCxARkWJ44NcwsXX96pszRxEyEDlLn8067VP490xy24mYlaix9rVm/A04iLDN9QozxgB35BEkXQXsHo13biyLrcOdD8z4C7x9i9nxn0HHAekL4VQ/787uhViDNF/uLDPj18AbZjxaP9M9v2N4f9X90ODDFWHl56Bmn/r3dQa6RP+tKq8ikkrVQUVEKkLD5eWbJl3fsmvXL3TfMnd+dOduYDvCwadDgFlmnBMVYsl1vGXA0cCRZuwd72pr63kP3LJryABuvUb6So9z/1e4+aU5c2cO8BtgXJT1rqX93HDOr3aF3ZEA78IzJ9evvjuSsIM68d+q8ioiqRQEiohUhMzl5Zs+ZiECy+y54+485c7ewD5AD+BDM8aYsX6OYy0AhsKHt5v1v68wvdZWvQBGtQm/o2Oof1E/fCZUj4hvPik37twLvAj8OfWeRbNgGDCG8LoZQ/jvxbPCdu6H+oXzgfu9DoOWhvu6oNeViGSi7aAiIhWhegSc0hf+2iX1TGA+F4eJwLLuNrTiZx3cmUrI5P0M+B3wlhmPAGPcmZbdKFWzYegK8ODgWr+jncyqYiqqUTto7kJIYo4Bpn4F8yaoGqdETgOmmrF/smpt9Qi4bKf6hYTC+zcUUKoaEVUQbVOngugxel2JSF0qDCMiUiHMHjkRnj4fPpoRRwuA5txbLmr/MJxwQf0GcCVUzWqoJYPZrnfDhEPSVWCMo6hGQxUeVbRDajPjF4RIrqc7n4XvNdzCQ68vEcmFMoEiIhVjv/Vgv3+4c34co0XZh34w/2rYfh94+t76F6bZ98KLkztfAaPNuBo4Aj64GY5dHy5dqVYRm93Mnv8H/KIbsB3ssklht7dWj4DhGbM5IgnuPG/GP2D6HWbHzQvvnx7R+2fyR+kftc6G6V+/HboVeLkiUoYUBIqIVI6ewG1xDhj18RsMfAGc6c68xH0ZMoU5ba/MN4h053vgFrOjd4MnhtYpYrMenDUEfvEn4Ep4+myoObxQ21uTQfNMNWSXFOle57DBP6D/GTBxpezeP5kqiC7oVISnICJlRkGgiEjl2IZwXi5W7rgZrwPbAhOS96SrHjq2O6z1rBkTga+j2ze1/l3rtt9qMPDBfILIpI4ZitjM+587fwcwe+uPMLxXITN10bq1Na/CmFX1hR7/go6rw7yvofoo94UvRPd1rf9hye/2hIVfJzPX0Hhbl/ZzYWQ3uIjkOCOBdnML/wxFpNwoCBQRqQBmrA20B2YVaIo0QWCm6qGLFwJTgNWB1YCO0b/r3LZdF86Oqbdh40VslKmTuIUAb9MbYe/+sJnBccDaa8Dwp81OPRmu+w4OPRuurvNhyV86wsHtctuevGgWDOsTig0tIxSAHwYMK9R7XkTKmIJAEZHK0BOY6k6hqoG9Bhya+q1Mgdf0qe7c3NiAZtWToG2dxulNPaOX3Xk8ZeokLvUzfO8QKsJuDnRtDS9fBzwAK7ZPH+ytUAM17bLfntxwBVERkdoUBIqIVIaewJsFHP914IrUb1WPgLP3gyuqmnZRGl8LCmX5pPhqb4eeDdwK3EXyvXBCG6g6N/xcTdf6r/P5L8HwLbMN6lJf4zvsCjVfwEOD9BoXkXTUIkJEpAKYcQcw0b3phWEaKtJitnY3OPk9eG8KfDI7XKgu/BZmvQ/HT4SqNXMNvMxuPxhevxNGtW5uLShEGmN24CS4L8pkXwScSbr2DeG9kr7VSvi5zG0hMs/NrsBf3NkmzuckIi2HMoEiIpWhJ3BlUx/cUKXP8BMDJ8I5baBtX6jpC8ftD0d9De0/g1fObFrQduTJ0Ok86L+1sndSfmpnspeR6Xyf++TGstRN2Z78AtDZjO7uzGzyUxCRFkuZQBGRFs6MVYHPgdXdWdK0MTI3og7/TnffGEL2I/fsnRm7AzcBm7vzY1PWLFJKqR+cJN4LxWvkbvbmHXDt5vDN18Xs0Ski5UGZQBGRlq8H8F6uAaAZawLbhVvvvTJXKjTS35fIfuRW0dMMAy4BLlIAKOVtxjQ4rB0sXQOOAv61YjGKtoQAdMhucF3n/NuriEhLpCBQRKQFCxeDg66FtdY1mzIuUzYgNeBjO2B7YC3gDeA1mDsDajpkLtKSroBLq+jfOVf07B/NfVcOjxFpNtJvnz7xY+j7OnRbrfBbm3uMgmtqtWjJp72KiLRECgJFRFqo5IXoDYkL0aEhG3DkQXD7OqQGfWsRKny+BjwAjADed2dZGOs/XWF4nXL3v10E62wIsz+DE2bDTV1Sm1SfGq0k+4qetbKAF7rzUyy/CJGiq10ZFMLXG38G/Z93v/+Aws+fqUdnU9qriEhLpCBQRKTFSnchOrY7/OkVYDIh4Lsf+CO1Ar50UsvPt+sGnXeEB9pD294hyDtiNuzxIHRcB77dEq5tD11owra3AcCqwL+b+KRFmoFSB2HxtVcRkZapVeM/IiIi5SnThejbL7izmzu/d+dOd95rKABMcF/4UShisXgWXN86Nbgc1wVWqHF/aGeYshUMuwMGPx0Kx2RXFCbKAl4MjMxmPSLNVyIIS5gNnA/8+HOzPuNClr6QqkeED18Sa1DjeBFJpUygiEiLlSkbMDfPbEDDWY4o4GvKuaOBhA8nH8xreSIlVz0Chu8UMu+fA9cQdjm3XTe5LbtwRVqSmfuPR8MuQ+CZ8TD1PBWFEZEEBYEiIi1W7QvROCsSxr/VzIxWhI7aI5QFlHKXun16pX7wn3WLXaQlCvgOM2Nz4Bp3PirUXCJSfrQdVESkhQoXgQ/1C1syc9ua2bDqEXDGgpi3mh0ILAH+k9/aRJqH5PbpNaeXuEjLFKBXkeYSkTKhTKCISAuWx9bMBsc0m/oMnNQFFtfkW+7ejBWAC4Ez3fEYlyrSDJS8SMsUYM8izSUiZcLc9f9bERHJjRnTgaHuvBHDWIcDpwA7KwiUliZ9z8CzvoJx2xbjjJ4ZWwAPubNRoecSkfKhIFBERHJixurAp8Dq7vyY51itgbeB37jzZBzrE2luQiDYY1TYArrwS7hpN9hwT3emFn5uVgC+BLq783mh5xOR8qDtoCIikqsdgNfzDQAjQ4F5wFMxjCXSLNXdlm3GccBNZvRx56fCzs1PZrwK7AhMKORcIlI+VBhGRERy1YtwzigvZrQBLgAu0DZQqTB/B74HTirSfCoOIyIpFASKiEiuegEvxzDOUcAsd56NYSyRshG1QTkRGGnG+kWYUkGgiKTQmUAREcmaGQbMB7Zx59M8xlkRmEEoLvNiXOsTKSdmjAR6unNAgefpCLwDrKU+nCICygSKiEhuugFL8gkAI8cC7yoAlAp3ObCZWWGDQHfmAQuBjQs5j4iUDwWBIiKSi7y3gpqxMvBHwnlAkYrlzg+EbaHXmlFV4Om0JVREllMQKCIiudiJ/IvCHA+86c4rMaxHpKy58xzwGHBZgad6GQWBIhLRmUAREcmaGS8D5zS1mIsZqwAzgV/F0WhepCUwYw348F04/XVovRLMnQPVI+JsJm/2zwNh+k3wwdRCjC8i5UV9AkVEJCtmrARsCbyWxzAnAS8rABSprWo1ONThzl9CW6AGGL6TWVW/OAK10Kx+0BVww5rQdve4xxeR8qMgUEREstUTeN+dxU15sBltgbOB/rGuSqTs9RgFp68LY4BlhNM653WHmaOo1WQ+v/Fv2DAEmBC+jo1xfBEpNwoCRUQkW/k2iT8FeNadaTGtR6SFaN8NbgUuIpkJHAm06xbP+J06JwPAhLZAx87xjC8i5UaFYUREJFtNDgKjyoe/J1zlikiKRZ2SASDR14uAxZ3iGX/unBBY1lYDzJsTz/giUm4UBIqISLZ2ountIU4DnnBneozrEWkh1pmXPlPXYW4841ePgOEzk4FgDeG/q0fEM76IlBttBxURkUaZ0QFYG3i3CY9dHfgtsHPc6xJpGeZ/CDW9UwPBGmDBrDhGd1/4kVlVP1jvDfjfDJj5vqqDilQ2BYEiIpKNHYH/c2dZEx77O+A/7syIeU0iLUT1CBi+UyjWsrw6aKyZuhAIMgcY5k51XOOKSHlSECgiItlIuxU0lJ7vMSoUnqjfe8yMNQkFYXYs2kpFykwyUzdzFPxiP3jvJZg0vACZuhWAH2MeU0TKkIJAERHJKBnk7bwPzH7L7LGuiQvTcN/AJ+tkL+r2Hvs9cL87H5Zi/SLlInrPHGHGv4F73fmoANO0Bn4qwLgiUmbM3Uu9BhERaYYyBHkz4aF+IXOx8zh4Ymj9c0z973CffER0jvBdYFt3ZpfgKYiUlfCeG/oo0BqmTonz3F4Y+9RpMGsafPShzgSKVDZlAkVEJIMeo5IBICQbTK8z2YzFsGf3RnqPnQWMVwAo0rjkhy5jEh+6bJQms97UsfvCrybAee2gbe9QhCaesUWkPKlFhIiIZJCpwfRX84GB8Ow9mXqPmdEROA64rAgLFWkBMn3o0mNUPqOG4LLXBLilfdxji0j5UhAoIiIZZGow/W61O+/AG+c20HvsHOB2dz4t5opFylemD12WZ9abqMco6NW+MGOLSLnSdlAREcmg4bL1qRUNN9oUNtgcpg2AhUuAo4Gfl3L1IuUl8aFL3TO28+bkN+46G0IbCjO2iJQrFYYREZGMktVBO3YOF4yZi0mYTZ8Ef2oHq3eGHxbCnQN03kgkO40VYmr6mL3egmvbw63ARSTHPm4R/HcrvUdFKpOCQBERyVu42Dz4ebh2/bguYEUqTXgf7Xo9bLELPPdQvhU8zfqMg1uHhgBwGHAPsBSYshSm7OG+8IV4Vi4i5UZBoIiI5C1cbE7M2C6iVOsSKTdmbAnc5U6P/McaNBke7A2zgduAZYRyEM+/5v7k9vmOLyLlS2cCRUQkBoUqaiFScZYAK8Yz1PyO4cOYLsDI6Hs1wONrxjO+iJQrVQcVEZEYZKokqsITIjlaQqjkkpewtXTVdiH4q13BdyTQbm6+44tIeVMmUEREYtBwJVERydpS8swEJovMdO0AhwNjSG4FHQYMm5X3KkWkrCkIFBGRvKW2i2i8kqiIZBTDdtBE4/nPgetIrQqqD2dEREGgiIjEJAr4VARGJD8xbAdNnNFtC5xKMhP43Gfwmir2ioiCQBEREZFmJO/toKmN5xNFYWqAiU8qABQRUGEYERERkeYkhu2g1WNh+NLUgjDDl4bvi4goEygiIiLSnPwIrGBGK3eWNW2IHsPhvDapBWHOawMzhwNqEC8iCgJFREREmgt33IylhHOBPzRtlE6dYXOSvQET1LdTRAJtBxURERFpXvIsDtMK9e0UkYYoCBQRERFpXppcHMaMfeBPW8Fpn9Y5E6jWECKynLl7qdcgIiIiIhEzPgO2dmdejo/7JfAvYH+omhf6Bapvp4jUpzOBIiIiIs1LzttBzdibEAAOdOdlWAjq2ykiGWg7qIiIiEjzktN2UDP2Am4HBrnzUsFWJSIthoJAERERkeYl616BZvQDxgEHuDO5oKsSkRZDQaCIiIhI85LVdlAz9gTuBAa782LBVyUiLYaCQBEREZHmpdHtoGbsAdwFHOiuBvAikhsFgSIiIiLNS4OZQDN2B+4GDnLn+aKtSkRaDAWBIiIiIs1LxkygGbsB44GD3XmumIsSkZZDLSJEREREmpe0hWHM2BX4NzDEnWeLvioRaTGUCRQRERFpXuptBzVjF0IAeIg7T5dkVSLSYigIFBEREWleUraDmvEL4F7gMHcmlWxVItJimLuXeg0iIiIiEjGr/i9c2h6W/AjLlsJV28GGh7rzZKnXJiItg84EioiIiDQTZlV94YC94JbW0BaoAX47B+75ABaWenki0kIoEygiIiLSDJhVdYVeb8GD7UMAmFAD9L/DffIRJVqaiLQwOhMoIiIi0iz0GAW96gSAEP67Y+dSrEhEWiYFgSIiIiLNQqfOoShoTZ3v1wDz5pRgQSLSQikIFBEREWkW5s6BIcBIkoFgDXDcIqgeUbp1iUhLozOBIiIiIs1AOBM48Ek4rzvcQ+gUMWURTBngvvCFEi9PRFoQBYEiIiIizUQIBHuMCmcA582B6hHuCz8q9bpEpGVRECgiIiIiIlJBdCZQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSAKAkVERERERCqIgkAREREREZEKoiBQRERERESkgigIFBERERERqSD/D9Bonqum6eKTAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "do(rep_improve_nn_tsp, USA)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We saved another 600 miles! Could we do better still by trying more repetitions? Maybe, but there's a problem: `do` doesn't accept extra arguments, so I can't change *k* from the default value of 5. I could modify `do`, but instead I'll define a [higher-order function](https://en.wikipedia.org/wiki/Higher-order_function), `bind`, so that `bind(rep_improve_nn_tsp, 5)` creates a new function that calls `rep_improve_nn_tsp` with one extra argument (*k*) bound to 5. (My `bind` is similar to `functools.partial`, but does a better job with the function name of the newly created function.)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, "outputs": [], "source": [ "@cache()\n", @@ -987,128 +1038,23 @@ " return newfn" ] }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rep_improve_nn, 200: 200 cities ⇒ tour length 9290 (in 15.438 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(bind(rep_improve_nn_tsp, 200), Cities(200))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The extra repetitions did indeed help.\n", - "\n", - "# Non-Random Cities" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I thought it would be fun to work on some *real* cities, instead of random ones. I found a web page (now 404, but a copy is [here](https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm)) that lists geographical coordinates of USA cities, in this format:\n", - "\n", - " [TCL] 33.23 87.62 Tuscaloosa,AL\n", - " [FLG] 35.13 111.67 Flagstaff,AZ\n", - " [PHX] 33.43 112.02 Phoenix,AZ\n", - "\n", - "I define the function `parse_cities` to take an iterable of lines in this format, pick out the latitude and longitude, and build a `City` out of each one (excluding cities in Alaska and Hawaii)." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "def parse_cities(lines, long_scale=-48, lat_scale=69):\n", - " \"\"\"Make a set of Cities from lines of text.\"\"\"\n", - " return frozenset(City(long_scale * ncol(line, 2), lat_scale * ncol(line, 1))\n", - " for line in lines \n", - " if line.startswith('[') and ',AK' not in line and ',HI' not in line)\n", - "\n", - "def ncol(line, i): \"The number in the i-th column\"; return float(line.split()[i])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You might be wondering about the `long_scale=-48, lat_scale=69` part. The issue is that we have latitude and longitude for cities, and we want to compute the distance between cities. To do that accurately requires [complicated trigonometry](http://en.wikipedia.org/wiki/Haversine_formula). But we can get an approximation by assuming that latitude and longitude are on a flat rectangular grid. (This is a bad approximation if you're talking about distances of 10,000 miles, but close enough for distances of 100 miles, as long as you're not too near the poles.) I took the latitude of the center of the USA (Wichita, KS: latitude 37.65) and plugged it into a [Length Of A Degree Of Latitude\n", - "And Longitude Calculator](http://www.csgnetwork.com/degreelenllavcalc.html) to find that, in Wichita, one degree of latitude is 69 miles, and one degree of longitude is 48 miles. (It is -48 rather than +48 because the USA is west of the prime meridian.) \n", - "\n", - "Now let's use a shell command to fetch a small file with 80 USA cities; then find a tour for it:" - ] - }, { "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], - "source": [ - "! [ -e latlongx.htm ] || curl -O https://raw.githubusercontent.com/norvig/pytudes/master/data/latlongx.htm" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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/A16f7ZbG/yzJAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "USA = parse_cities(open('latlongx.htm'))\n", - "\n", - "plot_segment(USA, 'bo')" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "rep_improve_nn, 80: 80 cities ⇒ tour length 13491 (in 0.864 sec)\n" + "rep_improve_nn, 12: 1089 cities ⇒ tour length 44622 (in 36.311 sec)\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1116,129 +1062,19 @@ } ], "source": [ - "do(bind(rep_improve_nn_tsp, 80), USA)" + "do(bind(rep_improve_nn_tsp, 12), USA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Not bad! There are no obvious errors in the tour (although I'm not at all confident it is the shortest tour). \n", + "We took another 300 miles off, but we may be at the point of diminishing returns. Let's try something new.\n", "\n", - "Now let's fetch a much bigger file in the same format:" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "! [ -e latlong.htm ] || curl -O https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "USA_big = parse_cities(open('latlong.htm'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here is a baseline nearest neighbor tour:" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nn: 1089 cities ⇒ tour length 52879 (in 0.176 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(nn_tsp, USA_big)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are some obvious problems with long links in this tour. \n", + "# Greedy Algorithm: `greedy_tsp`\n", "\n", - "A repetitive improved nearest neighbor tour, with a modest value of *k*=3, should help:" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rep_improve_nn, 3: 1089 cities ⇒ tour length 44877 (in 9.913 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(bind(rep_improve_nn_tsp, 3), USA_big)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Not bad! We saved over 8,000 miles of travel in 10 seconds of computation! There are no obvious errors—all the really long links are gone, and Florida is cleaned up—but it is very unlikely this is optimal.\n", - "\n", - "I also found a [blog post](http://www.randalolson.com/2015/03/08/computing-the-optimal-road-trip-across-the-u-s/) by Randal S. Olson, who chose 50 landmarks across the USA and found a tour based on actual road-travel distances, not straight-line distance; I would need a new `distance` function to handle that. William Cook provides an\n", - "analysis, and a [tour that is shorter](http://www.math.uwaterloo.ca/tsp/usa50/index.html) than Randal's." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Greedy Algorithm: `greedy_tsp`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ "We've covered the Nearest Neighbor Algorithm and some variations; now it is time to develop the so-called Greedy Algorithm, which (naturally) is an instance of the **greedy strategy**, this time being greedy in adding the \n", - "shortest **links**, not nearest neighbors.\n", + "**shortest links**, not nearest neighbors.\n", "\n", "> **Greedy Algorithm:** *Maintain a set of segments; intially each city defines its own 1-city segment. Find the shortest possible link that connects two endpoints of two different segments, and join those segments with that link. Repeat until we form a single segment that tours all the cities.*\n", "\n", @@ -1254,12 +1090,12 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def greedy_tsp(cities):\n", - " \"\"\"Go through links, shortest first. Use link to join segments if possible.\"\"\"\n", + " \"\"\"Go through links, shortest first. Use a link to join segments if possible.\"\"\"\n", " endpoints = {C: [C] for C in cities} # A dict of {endpoint: segment}\n", " for (A, B) in shortest_links_first(cities):\n", " if A in endpoints and B in endpoints and endpoints[A] != endpoints[B]:\n", @@ -1267,11 +1103,13 @@ " if len(new_segment) == len(cities):\n", " return new_segment\n", " \n", + "def improve_greedy_tsp(cities): return improve_tour(greedy_tsp(cities))\n", + " \n", "def shortest_links_first(cities):\n", - " \"Return all (A, B) links between cities, sorted shortest first.\"\n", + " \"Return all links between cities, sorted shortest first.\"\n", " return sorted(combinations(cities, 2), key=lambda link: distance(*link))\n", " \n", - "# TO DO: function: join_endpoints" + "# TO DO: join_endpoints" ] }, { @@ -1280,12 +1118,12 @@ "source": [ "**Note:** The `endpoints` dict is serving two purposes. First, the keys of the dict are all the cities that are endpoints of some segment, making it possible to ask \"`A in endpoints`\" to see if city `A` is an endpoint. Second, the value of `endpoints[A]` is the segment that `A` is an endpoint of, making it possible to ask \"`endpoints[A] != endpoints[B]`\" to make sure that the two cities are endpoints of different segments, not of the same segment.\n", "\n", - "For the `join_endpoints` function, I first make sure that A is the last element of one segment and B is the first element of the other, by reversing segments if necessary. Then I add the B segment on to the end of the A segment. Finally, I update the `endpoints` dict by deleting `A` and `B` and then adding the two endpoints of the new segment (which is `Asegment`). " + "For the `join_endpoints` function, I first make sure that A is the last element of one segment and B is the first element of the other, by reversing segments if necessary. Then I add the B segment on to the end of the A segment. Finally, I update the `endpoints` dict by deleting `A` and `B` and then adding the two endpoints of the new segment: " ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1304,26 +1142,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's try out the `greedy_tsp` algorithm on the two USA maps:" + "Let's try out the `greedy_tsp` algorithm, with and without improvement, on the USA map:" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "greedy: 80 cities ⇒ tour length 16088 (in 0.002 sec)\n" + "greedy: 1089 cities ⇒ tour length 46982 (in 0.604 sec)\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1336,64 +1174,21 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "greedy: 1089 cities ⇒ tour length 46982 (in 0.586 sec)\n" + "improve_greedy: 1089 cities ⇒ tour length 43844 (in 2.964 sec)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(greedy_tsp, USA_big)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These results are mediocore. Let's see if the **improvement strategy** can help:" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "def improve_greedy_tsp(cities): return improve_tour(greedy_tsp(cities))" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "improve_greedy: 80 cities ⇒ tour length 14133 (in 0.016 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1404,38 +1199,11 @@ "do(improve_greedy_tsp, USA)" ] }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "improve_greedy: 1089 cities ⇒ tour length 43844 (in 2.958 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(improve_greedy_tsp, USA_big)" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "That's the best result yet on the big map! (But not on the smaller one.) \n", + "That's the best result yet, knocking off another 800 miles!\n", "What about a repetitive greedy algorithm? That might be a good idea, but there is no obvious way to do it, because the greedy algorithm as it stands doesn't have a parameter that can be varied on each repeated run.\n", "\n", "## Visualizing the Greedy Algorithm\n", @@ -1445,7 +1213,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1460,10 +1228,8 @@ " if len(new_segment) == len(cities):\n", " plot_tour(new_segment)\n", " plt.show()\n", - " print('Improving tour:')\n", - " tour = improve_tour(new_segment)\n", - " plot_tour(tour)\n", - " return tour\n", + " do(improve_greedy_tsp, cities)\n", + " return \n", " \n", "def plot_segments(endpoints, plot_sizes):\n", " \"If the number of distinct segments is one of plot_sizes, then plot segments.\"\n", @@ -1476,14 +1242,14 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1543,14 +1299,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Improving tour:\n" + "improve_greedy: 100 cities ⇒ tour length 12464 (in 0.025 sec)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1558,7 +1314,7 @@ } ], "source": [ - "visualize_improve_greedy_tsp(USA, {40, 20, 10, 5, 2});" + "visualize_improve_greedy_tsp(sample(USA, 100), {40, 20, 10, 5});" ] }, { @@ -1567,7 +1323,7 @@ "source": [ "# Divide and Conquer Strategy\n", "\n", - "The next general strategy to consider is **divide and conquer**. Suppose we have an algorithm, like `alltours_tsp`, that we can't feasibly apply to a large set of cities, because it is inefficient. We could divide the problem into smaller pieces, and then combine those pieces:\n", + "The next general strategy to consider is **divide and conquer**. Suppose we have an algorithm, like `exhaustive_tsp`, that we can't feasibly apply to a large set of cities, because it is inefficient. We could divide the problem into smaller pieces, and then combine those pieces:\n", "\n", "1. Split the set of cities in half.\n", "2. Find a tour for each half.\n", @@ -1579,14 +1335,14 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1611,14 +1367,14 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1639,14 +1395,14 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1661,21 +1417,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we have a feel for what we have to do. I'll call the divide and conquer algorithm `divide_tsp`. If the size of the set of cities is *n* or less, then find the shortest tour using `alltours_tsp`. If there are more than *n* cities, then split the cities in half (with `split_cities`), find a tour for each half (using `divide_tsp` recursively), and join the two tours together (with `join_tours`): " + "Now we have a feel for what we have to do. I'll call the divide and conquer algorithm `divide_tsp`. If the size of the set of cities is *n* or less, then find the shortest tour using `exhaustive_tsp`. If there are more than *n* cities, then split the cities in half (with `split_cities`), find a tour for each half (using `divide_tsp` recursively), and join the two tours together (with `join_tours`): " ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "def divide_tsp(cities, n=6):\n", - " \"\"\"Find a tour by divide and conquer: if number of cities is n or less, try all tours.\n", + " \"\"\"Find a tour by divide and conquer: if number of cities is n or less, use exhaustive search.\n", " Otherwise, split the cities in half, solve each half recursively, \n", " then join those two tours together.\"\"\"\n", " if len(cities) <= n:\n", - " return alltours_tsp(cities)\n", + " return exhaustive_tsp(cities)\n", " else:\n", " half1, half2 = split_cities(cities)\n", " return join_tours(divide_tsp(half1), divide_tsp(half2))\n", @@ -1692,7 +1448,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -1720,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1747,7 +1503,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1758,12 +1514,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's divide and conquer! First the 6 cities, then the USA:" + "Let's divide and conquer! First the 6 cities, then 100 USA cities:" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1777,7 +1533,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1790,21 +1546,21 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "improve_divide: 80 cities ⇒ tour length 14210 (in 0.110 sec)\n" + "improve_divide: 100 cities ⇒ tour length 12994 (in 0.207 sec)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1812,14 +1568,14 @@ } ], "source": [ - "do(improve_divide_tsp, USA)" + "do(improve_divide_tsp, sample(USA, 100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Divide and conquer performs adequately, but not exceptionally. \n", + "That's not as good as `improve_greedy_tsp`.\n", "\n", "# Shoulders of Giants: Minimum Spanning Tree Algorithm\n", "\n", @@ -1852,7 +1608,7 @@ "\n", "* A **pre-order traversal** means that you visit the root first, then do a pre-order traversal of each of the children.\n", "\n", - "* A **guarantee** means that, no matter what set of cities you consider, the tour found by the minimum spanning tree traversal algorithm will never be more than twice as long as the shortest possible tour. None of the other algorithms has any guarantee at all (except for `alltours_tsp`, which is guaranteed to find the optimal algorithm, if it has enough time to complete).\n", + "* A **guarantee** means that, no matter what set of cities you consider, the tour found by the minimum spanning tree traversal algorithm will never be more than twice as long as the shortest possible tour. None of the other algorithms has any guarantee at all (except for `exhaustive_tsp`, which is guaranteed to find the optimal algorithm, if it has enough time to complete).\n", "\n", "We will implement a directed graph as a dict of `{parent: [child, ...]}`. Now our plan is:\n", "\n", @@ -1872,7 +1628,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1893,26 +1649,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's see what a minimum spanning tree looks like. I'll plot trees in red so that we can tell a tree from a tour." + "Let's see what a minimum spanning tree looks like:" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "80 node Graph of total length: 11518.4\n" + "1089 node Graph of total length: 37868.3\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1926,8 +1682,9 @@ " links = [(parent, child) for parent in graph for child in graph[parent]]\n", " total = sum(distance(p, c) for (p, c) in links)\n", " print('{} node Graph of total length: {:.1f}'.format(len(vertexes), total))\n", + " if len(graph) > 1000: plt.figure(figsize=(15, 7.5))\n", " for link in links:\n", - " plot_segment(link, 'rs-')\n", + " plot_segment(link, 'b.-')\n", "\n", " \n", "plot_graph(mst(USA))" @@ -1952,7 +1709,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1980,21 +1737,21 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mst: 80 cities ⇒ tour length 17924 (in 0.003 sec)\n" + "mst: 1089 cities ⇒ tour length 58059 (in 0.911 sec)\n" ] }, { "data": { - "image/png": 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+TlkEk28Cfdozs/4COgf0ZdDrQI8D3S6dmSb53AOXwtxloP39Sqytz2wHOhR0VKrif1FO3gzkugxbAL8viMLsT3cA/SiDz82qrwCZjYZ13eQup94Fekn1/6uqAQ+cBWd8XriHolTH5/RPcJWFu4O2yn3+ulWNQbuCfgL6LOg6+X+HVMr1jfNwFarbRv36CGtE1AwVuB3XfBaxIBr2f1x+xXFV/6lKbBRhf6Bc9d75hdltquPz7RJVnsh39lQJmiJ0x7WxnSHCAFXG5bMPF/m2wVRYughmfQr/GAYHPgXsq8qPqbeOzPURChFVFj8sC7hAXTY+C1MWRUvxt8EUoSPQDphR991By6FkV5FPxxWmH3c4x0eVX4FBIrwOPCXCM8AVmqNT2SkMFgOnAPOA6cB5qnxc/5bFf32ESthLm+yXmbo2fP4RnPF9gD6LxrgGSPU2OgH9ErSj//uvWr73ybgpkY1Ux7G4fRagp4AOD0P25Ps4fWmQxwd0XdCRoDNAu+QxzxegnUFfAR2a2Xff5UXoq1CuML8or48wR+gCZHkBtASdCHpPLl3d8tz3CtCSNJ/5GnQTf/db/De4KI3q6+b0mXDOvGI7jqDPgQ6o+3ow9vSav6uykTD3W9D9Az4GAnoS6Heg56V7SEsxxw8uT0XfBm2W/jvX/o31+wW6vlhs10eYI3QBsjj5zUBHgz6Zy8Xjw/7TduTDdc9q7+9+zelWoPPZAXQZWbTLLfQKz1vBLgPduO57qbq8HTGuwMdpb9Bv4Mo9gl7deiuDKbjS4XWOST3bNfKOzzeZ/B7tN5bZKGqfRXXMc/uNoUMnOPUz2PZk1VD8AlV+i6+TvelkPbctzHle5Kv5/tmTzelWCFT5WmTWIrj0dRFpks4HEFC5ih2Bb1RJUtU0NH/CBJGJD8Dy/8KYZoUu1VFr33NF6AVcBrwvwlmqjMhg0+29v8eoksHxsd9YRoStrVJr+2RLw+PnhrUsBH0HtGfmsvpjKirmp54o+1Kc7AOXpTpnoK1Bu4EeC1ruTFaFPQ+gl4PeHvQ1FoVrEHQXXGj64/WZg0FbeKszjdL3i8Io4pVFsrT9+zrB78NEGAr8jsuW/iPh376+plqjqVI9xQRTlRiY60NznYpyGLhbzSfas+aHXTE1yMJwhaHLYLilXd1ztsFUEdYAbYE5wGxgFqxaFcDT5wHATcneqFkMseNmsPlO8OPhwRzr8J+8VXlXhB2BW4EPRThBlbcTP+NVkr0HV2Iki54TyX5jxV2VOAyKWFmkvEA3B47Ghak2xn2HxL/5vJb4XmPvplGlQNYCDhBhGXUUzd4bJJe1rJ8I/bwX5gFzvW2yUGDL/4DpY+GWzrCyEtZqBVeXwuPHiRRGSWb2XrcbCqcggyDV9bV0EXAYsFATzJ0iH28ClVsVygzk9VbYCXgr1WcS8xREeBbYH1dSo8AUR0ipKiuA00U4FPiPCI8AV6uy2vvIKcCuwIXARZnPWywdHYubIlYWqS7QqWNVC38z8p5SGlGtQB4FPsDVwK+lcD64HSoPrSvrtzOBb3E3gU7eAPgSV6SsApgJrCalAnt7XXhsH+gA/LYcjnkJOvYDtgSW1pXFN8WZRpn2ah3202Z+pLq+Zn2qyoK6n0/29HlZJcy60ieB9gKmq9bp0pSK24DnRLhLtdD1yJJ99yv/gHNfL+x+k6PKKBH+h9ePQoT+uFX/dXD2Pzsy4tEvOaqRyPsZ14wrjo6ORU7YdrDUdsTiChkFvQX0onxk9WLI9wW9APQJqmvtfAr6DOgloAeBbuTCB1PN+95joDeFe36ibefN5fqqGVa6x3D47F3Qa326vu4EvSzLbSaDHhnc8UoMVR9+HOhi0Ivwqa5TDsdMQAdWX3/9h+5MmzXzQLvTXmGqhZn7ebzDFqD+iyHYXIr6ZdErQQf7LasXErwD6AleXPh/cXX0l8AFi5LfkMtGgn4Pum6456Z4lHkY1xfo+qDzQY/14fr6FHSnLLc5igwKXBbu+OmmoNNwuSE514zKU4bGoAtgtHannX7v/VC+B+3OBp7CiMYDTLEPcQfcSIcIg4DNVTkngH0J0B5Ofh0e3b7uJ/qMh5FzgCWq+GUGyRrn5B44DZZ8CbNnNkQ7rwg7AGOAg1R5P8c5NsGZONfXLMLCvXLhc3Ahou/msu98EWEt4F5cj5AjVJkT8P6vh2977sJmu73BL83XSXjvB+AA2jOdrpNUX+sVpFxxpIh9FkVHpvWh8kYVBRaKzPwYKrdP4Vi8AXhXhFu13uJohZRz+XwRvgJOV+W9MGQIG1VmiHAG8JIIu6jyTQ7TlAFjs1EU3r5/9yIDzyeh8GCQqLJShH8CA4HJIiMvgVv2T9UPw09EOBzotzWbffBsLUUBsA7wPIvYl587FmL/DY6wlzZRGaBHgL4U7D7rN/V4fo8rQj4uFaDbhX1+wh6g/8ZlG2fdftPzV/0zx/2u7eUV+FpmJjdZHusD568OpveGbgn6rcu/oO0utFxZZYLSBFPUzrRZA2ttH/axicMIXYCoDM8xPT74/aa2q4Nu5f1gWod4XKyHhzsOjUBHgD6WjcPX2+470E3z2PftoDeGfwyCql+lrb2HlNOqX2t50M60W1PTZ9FOocUJYR+XuIyo9+AOksDMUImoLp+vOqW/6sh93d/qJb0qM4FxOBNAWDQHfgtx/0WBOhPSibh2qIOy2LQrsFSVr/LY/VDgn16uRogUPnnP8+c9DPwPeKjqddXKN6ax8m8H0XLVF8BBtFw1nZUHq/7ypF/7buiYzyJz6sngDpXrgTdFuEddX4DA8OphrQdzhvlbDyuaqFIpwmHAVBE+1RR9nmtxAM5Bns9+vxCpmAa3jBP5eUWhfQWpCSR5bxCwBbCHao0KC6hWviEiG/aGBz7hl9NVNRRfXmwJe2kTleGFSX4XthwpZHsJ9Oxg9xn90NkCno89XehzevMc6DjQv+d/Lk7+OuxzUehrIuG4Bvq9bHjHP2wBQv3yWRTCA20O+ltYCUj1fw/tDvpVLs7V3PcZ7aS8AM7JqaAzQdeu5zOtQH/O1+dUTOfC/aYGTIdzF/iZG4VLVF0IemDY57ahjgZrhsq2EJ4qq7xaUWtBsOaedKgyXYRPgBNIsOMWlvCLyxUzqjwkwnbAMyL01uQlOXoB76ureZQHxXMuvHDqZ4GNVPmXH3OK0Az4D3CfKm/6MaeRPQ3YwZ2qUmyXwfVsVKx+C4DBwGVeolYAVNmnE6kEOm4hQu/g5ChqLgCaAUNSvH8AZOTXSEOqc7EyTyWUM01xBSf94mZcjt31Ps5pZEkDVhYbbZzD01goEVGZoMpkXIHCgJKzKspdGeeqm1QlcMY8OGQocDkwX4RrRGiwCVGq/A4cC/QR4YQkHykjT+e2I9m5+NdSuHsPEa4ToWX++8iKJvBnJdi8EKEvcAhwvIbT9MzwaJBPfy7EcJPOySM3Nt9OhJOA51T5pdamPwElQcmZA4OBe0QYnsLs4Rupyzo/OR+42TPBnIrrcPYuzjz2iqo/N5GooMoyL0JqvAizVJkKIMLGwEaQf+Z7qnMB96/G9X/4RIRzoKTCrZwLnl3dBB9WFt41dCewn4ZUpcBIIGynSdADdDPQj+CDZ13nvdqRGyNPBn3Vy4q9E3TrhG3/S8DN67P8buJlER8TtiwJMrUAPR50Iq5K6RDQzmHLFcJx6O05aDf2/n8i6PMB7bsMZs+Dc1YElF19PWh5bttWBZ0cPREuWw5vnBf2ubPhnZuwBQj0y/7ZfF7P4c8S4CmzozuCDvZucBNA/wH6GgGVhM79O74wAC75wRUbLK5Wp6Bb4yrrfgc6FvQY0GZhyxXg978UPp8Bez4D538Dx08N6vy4kurBREyB3gR6SfbbWTh2MY/QBQjsi6JneDHaWa0McCXEj/ZWFerNsVnY3ye5rNH4sXlhyP/wcgyWgN6cSU5C1Ic7P2f/HE4f7T7jaiqKqnHEuAKc39tA/5X9dsUTAmyj7oilg1ukpFSk5zCRI8eJ7PG0yAdPAWcDu6syNpu5VPlNlf+osh/wBrAeME2E0SIcVlxRPzlFeAWOKqtUeVaVfYE9gDXARBEmiNDPK3sdQ7oMhhtah3N+UkVMFaQ1ao4+i+IJATbqEjtlUZ0/MaYfvLAPvNnXVcPsfazmX2t/GnA1sAnwDHAJ8IUIV3kOy5CJ3o9NldmqXAJsCtyNyxX5WoQ7RNg2XOn8JszzU1HuIqQSI6YGznWv+06OobOBKjQjS2KnLJI/XQ9pCcsu9WHyn4C1VflVlSdV6Qn8HRfVUiHCSBHKRMI6rtH9sXkruBGqHIhrpLMCGCPCZBFODCH8swCEd35c1NNZ78Dp7zh/VtnT8HLSBFQfyDF0tqIczl0YkEIzsiSGyqKgT291kvJUmaHKGbgn4zdxCUSzRLhIhPV82GcWrD0Ervw96j82Vb5QpRx3TG8CjgYWiHCP15kuoiTLhyj8+akyy8KzB8DSb2HsybUrGPtMTmYoJ0/fu+DSeQEoNCNLisje7hcFrXyZMilPlZ+BB0R4ENgFOAOYLcJrwH3AZNWaVTL9Z/RAmDESylbXzH2I5o9NXVLby8DLXuvRk4FXRVgMPAg8q3mXygiO1LkphTs/ScraHAYDu6Qqa+MTeWRw7/cX2O9h1ZRZ70ZYhO1h93vAebvC+b8XIuIE9EDQMVl8vh3oeV5BuQrQs+srLJenbD1BF4G2C/scFPb8amPQv+Eq7X4P+gDoTmHLVYzDhYcHFzKbsN9nQY/LcduXij08vaGOWK0sXGOU2/8Ppg6FsvUL8PSWVQa3Kt8Dd4hwJ7A3rknRtSKMAO5Xn/pWi9Ac1xBmkLfP2KIuM/114HUR2gMnASNE+AGXJT5clZ/cE3Ug2cq+IEJj3KN/6yQj1ev1vee9vk/jEJzq+WRw/xWY5aMshk/EQllU3xi26w5t14MXz1GdlW/kUzJyqg2ligLjcSUfNsTd4F4Q4Tvgfpw5pbbnMxsuw/3ARuQxR+RQZRFwnQhDgP1x5UWuF5nx/+DonjC0QyYVhbPB69TWgoxv1hm/18wTdEWtkey1FcB3KV5P3KYSxj4Kl/QrcEOi2uSkLLww9M0g76hFowCIW/pFlxSlxucWwjHmhcdOV2UjH+ZqDByIW23sDjwNPKDKJ1nOsy0wAeiqysJ85Yo6ImwAJ4+Gu7rVvUEeNxpG3Ux+N/hWwCrqv5Gner2+91Z6DxU+H4/gfh/V++Q13Mr5lezk7HkH7HQgjH+h2FeCDZEYrCxSJaLNHQz093lnvlWdrWVO2RQ4BRcqOge32nhBlVX1zeEpnEeAclMUDlWWiPz0Y3LTS7eDgZYkv1n/CCxM8V7iDb5SC1yk0U/CcKqTZehsEoXWz6+VoOEfMVAWgSY6VQLNRGiqPlZPVeUr4CoRrgUOxa027hDhMeBBVeam2PQs3FNuQA2PokKqiLjffgI2AEYBT6qyNAzpgsa74fr94FQfWZqhAn3gM3IkBnkWwSU6eWaC5fhYpjyxNAn0fAxK3lOlDGeaagxMFeFNEQ5PLC3i9Ym4CjhNrc5/LVLlM9zTFTgN6ArMEeEZEfbx/BCGf2QZOhu9ygMNkRisLCrKYeBudW2yBUt0qkrMW5bvRGlau84GLhShHDgKuBDm3idyw3ew4mdoXwpHPaba4/N85Ygb1aaXlY9AaVeYPDrB9DIfmCTCOrin1qHAWiI8BDyhypLwJI8NWWZwFzQ3yvCLsGN3/RjVpcaPHA+Xr4BHjyjcvnQGaDd/5kpVZfPo8aA7gbYHbVL9HU/6qmb+yCmL4C9FWQG3GIZXLfiFNJ8R0N1AHwH9AXQE6AGgjcKWP6oD9F3QXTP//Ktnwnmrir1ackMfMVhZ1LTJinAqLnv6xQLtzsfWqht3SL783nQ7nB9iI+AvIiyFM5rDVe1q2nXv2AjW+0iEwcBjqnzrj1yxoQ1uJZgSVRSYijP3XYBrS3sj0FaEh3HH1Z5wsyNjn4UIJXDI5bCsH5QdHofKA3ElBj6LOjwBbCHC7gWa3xdlIcLa0HGr5P6WKW+osqNrEIINAAAW8UlEQVS6EN2WwM6weF5yxfL1TFwi0+ciDBehl9ng/6QE+DnTD6vykyr3Azvi6lFtimtJ+pIIh3jRZ0Z6mpK5GWow8IbqCSNcvaqR+xa4bpWRI7FTFqr8BlyHKyVeCPLuw+1yAZgA/d5MV1hOld9VWQhzPk+uWOZ8rsrJQCfcE/L9uBvcuSK0zUfOGJB2ZZEMb9U9XZXTceXoX8UFE3whwv95daqM1GS0shChO3AMrtS/UeTETll4PAF0EmHPAsxdp/JsNojQCXgbeAm6DYCX93fVNdNV2ay/YqkqP6gyFNgWZ4brgbu5PSLCzg10tZHVyiIZqqxQ5WFVdgV6A+sCH4rwWvE1vyoa0ioLb5V2P3CJav7BIkbhiXwGdypEOBnop67DnZ/zDgFWqHJdDttuj0vEG6LKPdlvX1XWJDO7rgjr40qLnA78gPtxDtf8SotEBhHuB2aocp/P87bEmalOw5WneBR4RJUv/NxP1Ki+Pvc5Et57E6acl+r6FOEc4EhgH89vZBQ5cVYWTYGZwEmqTPRx3kuBdqpcnP6zicXs1qyGW3eETmer8pxf8mSC14zpAFyyXy9gOK4cQ0WQcgSNCE8Do1UZVsB9bIurSdUfeA8XmDDKM4c2GLIpK+IVgJwB9FLls+ClNXIhrmYo1GVYX4v/vouMfBZ127sOOwCu/w1K/uezPGlRZY0qb6hyOLADLkfkTRHejnfP6/zNUOlQ5RNVzgM6AE/ier0vEOFGEbYo5L6LBWeK63F7ff3fayafDpoC7z5riiJaxHZlAX9WsfwMOFWVCT7N2Rforcpx9X+u5zCnKGonGpU9rTol9BIG3srr77jVRjecn+dBVWaHKpiPiDABuFqV8QHv96+4Wl8nAhW41cZITVPrK0iyKeEuQhugIy46rOpv4r83hCvWwHXN62596ifQdAD8/GzNVccZ8+Cl/SzqKTrEdmUBf3Zauxa42kcHb4YO7lQlDPbsLcIp3g8wNFRZrcqL6npe9wQUmCzCGBH6eMqkxhOh+1tSGqbcWVLwlUUyVPlclYtwkVT3A/8EvhbhNhG2Dlqe2tRd9Y7pB0dPEhl9ttcO+G4RRonwodcn5BvgP8C5uAeLFcAbwBU4s2YrGD8iebRe6xJYd3LdVcd9napWHUZECDsrsNADtAnoLNB9fZpvT9DJ6T+XMjt7HOiLXrbwI6A9QCXs4+R9t+agfUEnuq57U++EE7+IamYt6GzQLcOWw5OlM+gQ0MWgk0CPB20Rjiyprs1BX4LeCjoI9AjQHUHXzeT6dBUG+s9Jdq24SD/VuuOIcWGfFxtZXDdhCxDIl3Q/zEl+3JRBtwetSP+51D8eb54NQS/xFNknoOeDrhv2sUr4ntvCGTODbsnpj+xV5V+u+A32G1FMyg20KWgf0NGgy0CHgm4XrAx9xhXi5l193K9c49q5Vl3rqZRTcV9HNmqd37AFCORLok1g9lw4cqz7ofQYlusNBLQj6FeZfbbqx3NEyn16tYl6gT4J+iPo88VSm6hQN5XCyly/ki7cPnsMy/baAi0FvQZ0Ieg7oCeDtir8MSrszRt0DV5Ns7DOiQ3/RwNJKCrpAP9oBU/s50ObzYyT8jLpI6CKAhOBiV7GdV9cbaJ1RHgUV5toQTg9pSuXR68aaKreCCVvivAyzofxM87uXt+/f/HOTb2kqRw8v/7tqs7nkglw4Tg4/AjgFhGeAx5S5f2cDkFaClep2QvTFqhuEBVSAybDZxqIsugyGG7fwKfmKsuB1iI0Up/7SKjyI3AvcK8IO+IiamaIfPohHLs13LGh3z2lU+FKWtyzI1zwHdy2XkDl330gVWDBH+BChtvgsrBbe/9uU+vfVf9vLvJnd7x6lMuxB8AdSZTTV0MgecRcCgWzK5ywPyz/HTgZeNHr0f4Q8Ixq9mVLUlF9815nHKxcCRXv+3jzbgL8XlvRhtCAyfCZBqIs/GuuosofIvyCu6n85Id0KfbzPnCmCBfC9WPggQ2D6iQmwkbAOOh8GzzzEnwcoSfCVL0RPpqmyo2ZzuKFXVf1365HqTRvk/za2usYEQ7GtWpd5A3v3387OlVnOFX6A9eIcB0ukfJU4AYRRuAUx7RMVjzpcAqDb3DlNiblO18CWXbJM6JCA1EWqW4gS3I1p1RVni2YsqhClV9Efl0VVCcxEdYDxuLMX3d4dfgi9EToj4lFXdj1j95Iicj7O0Blad1ra+wzcM25wMZA+4SxDXTYJt35VNfnezQw2lPeA4BngJ+9Rk1PeyvRfNgcmJPnHLXJpuKsESXCdpoEMZI72M79FT5+DbRl9vPpJ6BdgpM/mGgS0HagH4JeG/Y5y/981x9YUNhrq37nba7nE7QR6P6gz3nBEI+D7p5LlB/o2qCVfodtg/4F9PuwrwEb/o9YZ3AnUrcI32/XwPRyXJXWw1T5OvO5eAe4UJXJhZK35v4yr7uT+z4owa0oJgIXqVpxt0zJvsDjPltD1xkwuGmu59MrEnkCrpjhapyJ6inNsIKr5xN7TJUdMvl8pnjl9z9WZX0/5zXCp8Eoi2R4Wd0X4zJT+6iSUd0mEd4AhqryeiHlq7nPklIYNBNmTYMFX/rpOxChFS4j9yPgbFMUhcWZkWa0hTNW5esL8q7hvXC+jUOA14AHgYn1nUcRjgGOVeXI3L5Fynk7AO+q4ruJ1AiXBuKzSI73Y7pRhM+AV0UYpMrwDDb1sbVqpixfDvyGq9Tp281chBbAKGAWcI4pisIi4spyww7dVKfkXYrEO18TgAki/AU4HhdR18TzbTyhyndJNi2EvwLcPcV8FjEk1rWhMkWVUcB+wHUiXOfFitdHCMqCLYDZPiuK5sALuNo/p6nPocBGTbwOe/cCfVX9r1mlyjJV7gC64MJvuwCzRXhOhP1rXdeFVBYWDRVDTFl4qPIRsAuuMNoLImXb1FNAbzl5tlbNgc3Bv4qwXqHAZ4FfgRNVq5OoDP/xOsM9BdypyruF3Jfnj5ysygCgFOeHuhWnOC4TYUO8h48C7N6URUxp0Gao2qjynQj7w4wnYdsP4LpmKZLgwlpZ+PIk6N24nsSFOfZRtR93AFQ1y8o418MP1IXX3iPCvcDOOIf4Z0BbYAsRJvn8oGChszHFVha1UGUVnLG6WlFA7UYuhGiGyncSzxTxMC6L+ShtYB3dwkCEXYDzgOPDWsF5q413oWQwlI2DfwOX3ABzvxThKs8x7Qe2sogppiySkjbjOwxlkbcZyoucuRvoDByuyko/BDNS4/UtGQ6cpcqCcGWpCsF+qY9rIHlVO7hO4YMtgI9FeEWE3l72eq6YsogppiySUpXxnUiNAnqBKYuq5kNQviPsd36uzYc8RXErsCPwd9U6X9AoDEOBCaqMCFuQ5EUW7+oAZwmuUdOLuIZG80W4RoSOOeykKaYsYokpi6RUlLskqar7aSVwwbcJJSMCcXDX7Gg2uAmMOgoOG5ujwrgW2Ac4WH0sSmekRoRjcV0Iz/Nnvuy6ForQUoTdRBgowv2wZ+9UK2ZVVqjyqCq7AX8D1gHeF2F0YufEDLDQ2ZhiDu4k1C2pvHIF3L07PNDM+0hAK4tU5bazKyAowhXAEcBeqvxQAEGNWnhP5XfhlPOK/OervxS6l9HdFdf2tKs3OuKc2R+6MWsqVB6QruS8Fxl4jgiXAEcB5+Oc5I8DD6sytx5RzQwVU0xZpKB2SWURzgSGi9CTwJRF/tVyRbgAVxZiL1WW+imdkRzP5j8MuFmV9/yZNdWDw3pve0ELLfhTKTAaGALMTAxgEPnvKzAwSdmY5EUWVfkFFzX3pAjb4ErmTxVhBi5L/GUXEFIDUxYxxZRF5twHHIzzDN5GIMoiVbXczJoPeQrubJyi+KYAAhrJuQxYhfMR+USqB4efvgd6A1+lS9jMpwmRKp8CF4hwOW6VOhC4W4QncKuNz90nX9wYJm0j8uW44Jp0GYEQdiXDKA3Q9UEXwX9OgH+vybdFa/r9JatoesqiTPbntej8CnSzsI9bQxqgPUC/Ad3Yxzn3h4uXFlsfa9AtQG8EXQL6FrwxCE5dbO1T4zlCFyBqA/5zIpy/OqgfRM1y20eNg9nzQJvVv40e5/V13jLs49WQhlf2ex7oYT7NtzPoGNBZ8NpZxdrHGrQZ6FFwwaJiU2g2/BsNuupsLrgw1jH96pqGyp5WnVLwJkEivAaMU01u4hChD3APUKZKRaHlMaoRYRjwsypn5DnPX4HBuEiqq3GlxFdnWwo9aESOHAcv7FP3nT7jVUfuG7xEhp+YzyJr/GvRmiMXAJNFGKbKksQ3RPgbzrdykCmKYBGhPy6HpXtmn6+68W/Uvsq27/Xf/jdwOHAzrmbXL1XbFH8f6/x8bEZxY3kWWZM2Ya+gqHMkPoF78vwTV9OKx4FDVfkgCFkMhwidgNtx1WR/Sf/5xPyZF/Zxf/t/APM+BpYCW6pyUyZzFRdHP+l0XWJ+UvYtbY3ixMxQWRJE17r0MtAW5s2C86ZD07VgzWq4tTt0OlyVSUHIYDi8MNlJwPOq3J7ZNqlMmYePVB3jazOiIBFhOMzpAXf8AYu+KkZTmZE7ZobKknzCD/2jpC0cp/DMwdUKa9AieH4BlpwdNFfhDvqdmW+SypTZZh3/xAoWEbYEymDzm+HuTqoMDFsmw19MWeRA+LbjLoPhtvVrJmjd2R4+zSqz28gPEfbEtTPtplk1joqlbf9SXJHKX7GkvFhiPotIErqTvcHjTIEMA07VrBMek9Uei65t3yttchiuvIllcMcUW1lEklg+mUYGr4LvA8AoVV7NdvtqU+Z6b8NPy+CzjyNu278YeFCV772Cg1ZIMIaYsogkFeUwcLdMa/wYvnMisA0wINcJvOJ/04CnVBnpl2BBI0J74DhgK+8lW1nEFFMWEaQ4nOwNExE2x+VA7KvKr3lO9zvR/w3+C3hClW+9/5uyiClRv1AbLOE72RsenollOHCNKh/7MGWklYUI6wEnAdslvGzKIqaYg9swMudq4Dtc1I8fRFpZ4Jo6PafKwoTXzGcRU6J8oRpGYIiwD85H0VW1/lLgWfA70NinuQJFhHVwZcp3qvWWrSxiiq0sDCMNIrTDlVg5OcE27wdRXlmcjYsGm1/rdVMWMSWqF6phBIIXJvsQ8IIqb/g8fSSVhQitgXOAPZK8bWaomBK5C9UwAuafQGegbwHmjpSyqK6U23VXaFoJj/2WpLyMrSxiSmQuVMMIGq+vxA1AL63ba9oP/iDg32Cy0uiZhFwnL6D5/ViRktoFNE1ZxBRTFoaRBBGaA88A5er6TxeCQFcWKSom75bkhp+ELoOrtwP39/7OLtenRgi3KYuYYsrCMJIzGPgKV9ajUARshkp1w1/5iAiPAG2BdZL/3XubDOuRmc8ippiyMIxaeI2kjsPfMNla+ygphX8cAk1binywbTAZ+KkKUJZ2BXoDPwI/4HJJZiX8/wd4/0qoPCyDemS2sogppiwMg0Rb/iYdYYsdYbvTVI9dWrh9HTYWbq8yB3XK3ByUD6kKUE4erVp/NQCRKefBwC4Z1CMzZRFTrFOe0eCpr/shLP8SdwNs6v1NNep7v9Z7fQfBQ3vUvWmXPa06pWAlXJJ/zzO/gBf3zdzJ3aXeemQijAIeUeXlAnwFI0RsZWE0SLz8iU2A7vCPq6uf8qHalt95HiC4J+XEsTrJa1m8t+GWYfQjqVuAcqON4Zy3VJ+Yn+n2pK9HZiuLmGLKwog8mYSDeqW0u9caa4Bp0Kx18pv3xxOA/fz2W4hMHQaVSXpwF74fSeINX4SNgAoRrlVlgU+7MGURU0xZGEVFtnkAyU0rZ+0u8uI1cMSmOKWwE84UNN0bD+DaoS5SRUVmDIfK0ro378WLCuPgLo5+JKosFuEB4N/AKT5Na8oirqiqDRtFMaBNKfSfAysUVN3f/nOgTWnNz2lL0M1Ae8Kxb1V/XhO2u2AR6PWgR4J2BJXU+53+MJy9It1+/f+uPYbBEePc38Ltq345tC3od6Bb+TTfJNBeYV9LNvwftrIwiohUeQDtJojwJbChN5oDi4FvoMPmyU1IX8xU5fJ0exThINjpALh1dyi7KKhmUsXSj0SVH0W4GZdXcpQPU9rKIqaYsjCKiFR5AL+swJlKvsEpieWqzjwkMiVn+78I6wOPAn1Vh8+gCG7eIXE3MEuEnVWZludcpixiipUoN4qIqjyARCqBmR+pMkGVmar8VKUoHBXlzt5fmfD59PZ/LxrqMeBxVSb49hUiiCq/ANcAQ3yYzjK4Y4opC6OISHbjv6wSHu0mQrdkWzhzzsv7Q9nT0Ge8+/tyJsltZwPr4VYshlOcm3rZ6/lgK4uYYkl5RlGRLPELlu8B3AbcA1yvmt+TqwjbAeOAHqrMyV/qeCDCMcDFwM41V29ZzTETOEKVz3wVzggdUxZGJPDyJB4CNgIGqPJRjvO0AKYBt6jyuH8SRh8RGuGOzRBVRuQ4xxzgYFVm+yqcETpmhjIigSqLgL8DdwH/FeEKkZwCNG4CKnBtUo0EVFkDXAYMzvHYgvksYospCyMyeOHejwE7Ar2Ad0TYJtPtRfg7rrrqwFzNLA2AMcAi4MQctzefRUwxZWFEDnWlKQ4CHgTeEuFiERrXt41X2uIh4HhVfgxAzEjiKdHLgf/zTHbZYsoippjPwog0IpQCjwAtcb6Mz5N8phEwGvifKlcFK2E0EfnkDbh1Pfjpp+zar/I9sIUqywovpREklpRnRBpV5otQBgwE3hbhemCoKn8kfGwQUILLJTDS4CLSjtoG7tok+/artrKIK7ayMGKDCJ1w+QKN4NpyGH0qdN4SSreHxmWq/zcpbBmjgEjPYTAmSVZ8+n4bIvwCrKdaJ7vSiDi2sjBigyrzRNgHJl4FP/wXxjROeDJ+rPCd6OJCqrIrGfXbaIJFQ8USc3AbscKFf166OVzbuG5Bwi6Dw5QtOqQqu1J/vS2vhEpTzAwVS0xZGDEkrydjI2nZlUtXZNBvoxGu68GawspnhIGZoYwYUvVkHHwnujhQt/3q0iXwSFe4a19cld5UmHM7xpiD24gdybvnDZybYYFBIwle8uNbwJ6qzEzxmVbAt6p1lnVGDDBlYcSSZAUJTVHkhwinAWcCu6myMsn7bYEvVVk7cOGMgmPKwjCMjPAc2M/jepcPSvL+usDnqvwlcOGMgmMObsMwMsIrBXIacJgIvZN8xMJmY4wpC8MwMkaVH4B+wEMibFzrbQubjTGmLAzDyApVJuP6dj9Vq4CjRUPFGFMWhmHkwhDc/ePShNdMWcQYUxaGYWSNV6ixP3COCD29l81nEWNMWRiGkROqfI1zeD/thc2azyLGmLIwDCNnVBkFvIprRGXKIsZYnoVhGHkhwlow+324sym03gAmjrIkyPhhtaEMw8iTkg3hyFZw96ZeeZV+WTRLMiKCmaEMw8iTLoOrFQVYSfh4YsrCMIw8sZLwDQFTFoZh5EluzZKMaGHKwjCMPEnWLGng3AyaJRkRwqKhDMPIGysJH39MWRiGYRhpMTOUYRiGkRZTFoZhGEZaTFkYhmEYaTFlYRiGYaTFlIVhGIaRFlMWhmEYRlpMWRiGYRhpMWVhGIZhpMWUhWEYhpEWUxaGYRhGWkxZGIZhGGkxZWEYhmGkxZSFYRiGkRZTFoZhGEZaTFkYhmEYaTFlYRiGYaTFlIVhGIaRFlMWhmEYRlpMWRiGYRhpMWVhGIZhpMWUhWEYhpEWUxaGYRhGWkxZGIZhGGkxZWEYhmGkxZSFYRiGkRZTFoZhGEZaTFkYhmEYaTFlYRiGYaTFlIVhGIaRFlMWhmEYRlpMWRiGYRhpMWVhGIZhpMWUhWEYhpEWUxaGYRhGWkxZGIZhGGkxZWEYhmGk5f8D8Nvc9FYmz5kAAAAASUVORK5CYII=\n", + "image/png": 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nXPx1Fr4jDXeHpgfBKY+oHjMnzKHTMfnsxvuhF/zbxmeIMAEYo8rryZcWqa+uEPLvb7+MpU+4NDjw9BrgLmC+CP3Vm1QSt2Da/AZbdkKossV+f3oADyZ2dqTvy9GniXCcKjMS1cfhcDgcjoQI2gqNJdHcwkAPAB0C+pV1n3sa9GTQqqnXG99KIOhhoM+ArgcdDdo61gplpgpoHXsdu6Z6bzzSZ1/QBaB/2Bn3jFwds+5si1IsY2/Qn0HPDvp6PG6b20DvCF6PwlXFvovhhnXQ6UD/6o3vHQE9AnR+QPfpQdDrvb/WgQr5nvUNGDfUH0DHxttPxShvd9Bfku1bMC7qXyV+XqTvy7/uspNA9w3iWXDixIkTJ+VDRFX9sziTpGgmPXL4fxFyMZv0uwIHAe9iVgjf1SQS9UYIVZ4HkzpAwS/AWZhALw0xwVSe1gwJ9JIKIjwLn/8G1+0OdZvAb/Wh4lrYVgfq/gK/LbXRWZfDKW/CuM6lZ/47jlH9PKUVHBFOB54EVgE7AyepMi+VMtOFXV1agcnjtziJ83cHPgHuVOUpr/ULEhs84y5V3g9Oh8jvcroDcYi0GQ1TesbzjtgImauBffzuS2y+vn1VU0sTE7LquRvkNIYqO8H6+fDjcq+8BGx00dswq8RXA6+qJh8cSoRTMMG6DlNldYLnVgR+BDqosjD+83JyjZvz442LP5Mdb4TefYDOwDbMt+VWVX5PRC+Hw+FwOGKRFUZgoohQD+iCMQjbYFx+JgBvqbIm/nJycqHHW1ClBnz9ObQfBSM6Y1ITfINx+XxHS7ihZjMiT50GC8bDiEpmcLIQE4TzMYoGKzcUwMBN8GxtuCNMGo0BP8PDJ6ryXeL1N2wCnSfBrnvD1jXQ70/Yq73aPGKZis0/tlgTjFwpwi7Ax5hE0velRbmAEKEqsAZooAGmHknEEPO+7m7TYHy70n/pOl31jfalj+ct4CVVxqVTrzD1ngr0U+VkD8qqBbwObAbOUWVTqmVGqKcl8CzwA0b3pBPAi3AfsD9wmirbEzz3AWCLKglFlBUZdx7MfgDyvis5uWkjpl4PnItpxzuARyCnfjrd7x0Oh8NRfqgQ+5DsQ5VfVXlSlU7AnpicTqcCS0WYKkJ/EeIMOV6xIuxQC1oeCxe+BVQF2qpygiqTypIBaHiue5EBCDCOIgMQ+/OeHLhiNkwfT6nx3SZg8xpgigjTROhqVzhiItLrUDhzHjzUDO6oCrc1NGm9cjy4rrRTmCoibkTIAd4DJpY1A9ByJLAwSAPQ0HC34BLCF+6TCyVqHsLCfYF+swyTDiIlRGgEfIqZPTojXQYggCpfAIcB84BvRTjfrsonw00Yj4OBSZw7GuiZeN3d94b7nlF9o73q5+eFGnOqzFelD9AUY+gOg7zF0GOWmdAY38787DLVTFY6HA6Hw5EYZdIIDEWV9aqMVqUb0ABj0bTGBBj4XITrRW49RqTNaJFu08zPnFyRsw+Gc2fD/fvDfbVhxO4wtBLkjE/G5S97KBmwYDvhB9A71DRuoX3ziga5hS5Nr3bB5BR7ErgGY3wPFmHXwhJMG4e2+eMnwx6fwF3Vixucjzc2M98Zz4fAYSLULvmH4tfafIJIywkiZ82A6xbDnAX4FKAkAI7BrHIGzM67JmiIecjtc2HIX6XfkYh5CKcDYVYO004+0CgFIwoRDgc+B54GrlJlm0e6RUSVP1W5GTgRk5DwXZGbjirZn8dRzt/AOcAgEVolqMY3wBaM10kitIXoAaBU+VGVgcCecNdaeKhe8f5xVNNM6h9L9+vOQHU4HI5MJQuig3qHmkidEzBJe6sA7WBOL9hwF0ypGOLueCpUrAZ9q8D9GEOoAnDzjvD7ZJGcg8uuC07JCH8VCB/x75eVkSL5hbTNK8ArIhyG2T+5WIQ34anx0OXB4nu0bukJFQluxSY11EQKnAGcBLxc+Pvi+9FWY3KE307IPqA2MKkRlMnn6RjMXqvAEKEjDNoZ+i8rvf8qvQnhRWgCx18Pc0+Fjr2j7WkOYS5QT4QGqbg3JooqG0XYBNQDfkn0fBE6Y6L4XqbKG17rFwtV5ojQAmbeCVs/Kt6f920lkhNz/6cq+SJchumzmquyLs66VcSsBhJnZGURKgMtgJlx1rFWZN3aTO4fI+y9javtHQ6HwxEAQUemCVoiR2k7cQtcq8Uj3V2rcEXMXIHJ61IYwbCrL0mrI+sQGuFvgUIf9SICKOjOoNfDTX+Eb/P2vyaTmzFTBPQS0LGRn6/hms3Xl2BbVMIkP985QB3q2Yir7QJICF8R9FPQa5I4dyLoOQG015egrZM4rz/oKtCWQd3rIl2Sy+9a4noeBp0Qb5Rn82ydMMGs+LZ9OZ5nC/RI0Ll+X1umt70TJ06cOPFPytVKYHgi5WuqWglupbjrza1Ab6B5axGaqLLUKy3inUVNd16+otW91Q/DgSfBzJ+h0c5w6maomQe/L0u2TjVBee4T+f5kqHFc8b/WACougb5/lI7imN4VGw95G7jHzvIDtIUjjil6hiK51mbGTL5XmGf0uMfhwIrw0cMi/gevEKEC8AIm4M50kxbQ25yDMbge+Av4TxLnFrqEjvVUo9jkY9y441qdsm18LyaS5VFe9ofJIMKOcEgLD96xQZgVvSuBR6LXWarfPgf6tohj9SumK2hp5g+Fvq0yt39MLLeuw+FwOILFGYERExyv2QarKxX/fQ1M7ITN/wCzRMgDxmBClP8OiRlpdhC1J7AvdB0BjzUtvd+jYKQIZ6my0S93G1tWFxGmYoIS1AFaqNLbmxq2/Rm+zTcug1k9o7iXZjp/A7WBn4HKwBLYsg427WGuNbJrre+apokwz2jPgFzCrgVqAsN9rBMAEZpj9sIeoQlGmrRMh9RSNSRJ3MFhRNgBeAnYFWijytp0KhZDl3oYg+0yqLIp1XdMlT9FOBuYKcLnqvwv8tHNRhQ961DUb+eNIPqkQ1tgfLw6Gb1iut8HhkmVsdNOZb1/czgcjjJF0EuRfko4d0sjV24s7fa5ICTRsYb8rUOBTVRf2SamH2MTrE+G9wZAr7zSrpOdm1n3n/NAbwcdB/ot6GbrrjYNBqwo7kZTKDf8YY/Lh4Er/HS3Ae0K+gnobqBrQaukWJ6AXg55v8NFK9OVZN6/50kFtBnojdb1b4O9LxtAGxQ9c4Xutfn2mcru647eJsG7hIG2AP0NtFEAz0Q10O9Ae6ZQRgXQ1aC7+ax7P9An4ziuLuhM2/dV9buNQ/TYG3SU7ZseA20aPmF90u7rZ8EPy+HYV8O56IPuB5cvC99vnzEtSrkC+ivonkG1ncf3YT/zPCycCefnl+X+zYkTJ07KkpSblcBIq2iw4lQzMD9xORzXyCzgXAk0wgTwuNv+3ARc/Ad8cXLIzOtkYLJxQ6ILvH8vjGxYelb43jnAfGCRlYn252K14fNFvhxtVk1KzqJ+PAnoAzSBDeOhxm7Fr6wGUP9kkwvN81nhN4FHMSuB3wPtMSkNEsauHIwCmkOTVjBuGyzIuBntWIhQDRPCv7MVxbiB3g58hMk1Ng4bXKP07P2yDaYZd9spm647foJ1CbNpN8Zi8sYt96POEtyJeddfjnVgJFTZLsJHGJfQ0V4pFgfLMLlVIyLCvph+72VgmGrySdqTxQSAYRBFgYf21X+TqRfg3WpZzmzoVQve6V70zbiircjnr0KbE4G6sG1DEqtfewF/qvJj4joFS3FPl19XwT3L4ahLgWGw3ygYvyf8eB+07gLTxpW9/s3hcDjKEEFboX5J5BWKsz8CnWJmetWu1gxXGGZ/tv8t3mASRWWUlK4RZ4WLzo09gx35GoaHPd6bdtNbQB8HvRb0qSTLaAw6x64c1Aj6WUhC/4agF2MCdmywq6M3gB5IieARdpb/J9D9gtY7mLY680O/VwKLr/BftQy+fimg5+R40BWgdTwo6wrQZ3zWf1/QJVH+frRdwbowgLYV63kxw3hF6JXp7ksi97f9F4MeC1oxfL99rcIFh0W5lgtAX/a7DVNvj3DXetVmuLltieurAvp3yb7RiRMnTpxklgSugC8Xie4c2W3n6lXGRbH1aJiicKrCEGtYLVDoURCvYZWqK1ysCIaRBxz5CdeVQNvtBroO9CDrYlcpwfNPtAPHAdkyKLDueEeADgf9n3U3GwvakziiXYKOBL3ef72DjS4LeiTkrYYLf/LLJSz8O9ErL4Brrw36I+iJHpV3IGiez9dQDfRP0Iph/naOff87+qxTFdDeoPNAv7F6JNQHJV93pEm94q6exfvto8fa/ngpaLUI1/Q06OV+tqM37RH/9w10E+iOQevsxIkTJ04iS+AKpPXi0F1B7wZdA5f/EP4DNnQr6B5Qsy2csy383sBEjDhv9qNEr6P1aOi+yRiq+VEHKB614+uY/UJfgbaL85wKoDeBrgQ9JuhnIQ59dwQ93Q7QVoEuBL3PzvhXTrCsk0E/9lf/9D97Ma65qb3Xp/mZjiET9iDa6x8D+qiH5Yk1unzdN2bv4R4l9BgMuhz0IB/1qAl6DWZVfSroCX5PIiX7bIE+b48fE05n0O9BD/HzWrxpj/iMYnuNK0KfIydOnDhxknmS9XsCw0XjhIKtwHXAhZiE5YfBiwIbSuwJvAn460/o9gI0y4WbK5ROCXE/8e5n8id6W8FqYDsM/ttcoi+R2EZiQt2PBbphohdGxO7LegGoDxypys9p0CllRMilaG/fUcAszP6+u1VZkkLR04CxIuysJi2GDyQdpTBlRKiL2St6qypv+puOIfiw9CL0AA4HDvOqTFVUhBmYfYEveFVuHCzDRAj9yaY6eRxzba1VSXuURxHq82+kT6YCp6vyVbrrDU/SKRlewiSC3wsYhvmQACDCrph+cX6alE4jkSJph/3mrAdqAT/5oZnD4cg+0p3yzBGbrDYCwwd7GdTZjmNeAA5WZYU5umTAgJ83wCGnw0M5UKOdOfcWioLCgCnzbxILL16QT5oGwCI0A14DZsKs1tD3LZ9yRk3DRMz5FbhchKs0Quh7EQ4A3sAYij1U+TMN+kQlUsdiwpjTiiLDrx7wDvAU0F3VWC+pospWEaYDJ+FbYI9gjCERamAM57GqPJHOuiJosD3IsPQi7IbJJXeyKps9Ln46PhqB5r05vyFsHSWyeC6MbAD7bwSOUWWjd3WEfTf3waT1OAsTdKaFJpF30MtBRQqTejOAnTBpPp4TYbHqvzkfjwJmqrItGZ2CJZxRfPM2uH+lCBVKfBPWYdLlOBwORyn8SnnmiEHQS5GpSGR3neNfT/7c4SX+3yHuPYHpu04V0ItAfwftU/R7P93u9GrQl0Hng7aJcEw3q+MFwbVVOLfIS1bBt29gwu7PwaTpaAlaIY3tdRHoq/5dt/9ukaCVQN8BfdZvVz1bfxe7B3FFEG6w1uX5A9Cb01T+fqD5/rRluPem/wZo1DS9dVz4E8x717q+Dgfd1dvyg0lRAHo/6AjQg22f2Cbk90P81sfbexj6zbm2FSY9zmQ479CiPclX/wQTLwlaXydOnGSe2H5kaSZs5SjvErgCKSmfUjTO874Mf+6QkIexRwHUbJvu64iup+4I+pI1vg4IUI/amHyII0EfKPG3SqD3YKL2HR5se0Uyhnp94eceFdD6mIA6KeVWjL++mrnQd7V/AVlUMPsnJ5PgnkmP6j8P9BfQI/ycDCmhw5Wgs0hToBLbxqtAG6f/WtI/iRC5jj5fEiXSZ7wBjzJlf6i9d81Bl/FvVNO83+CECTBoA5zxQdATix5fa2WY/QQM/Lt4/3Ppr2XpOp04cZK6FE3WDSnRVxeK93EtnESWrHYHjbxHoenBIhypyuzI51arFv7cacuga34m5HAT4SCM++dnGPcor93N4kaVdSKMh3kN4ZX2It83N+2/zwPw/H32sCNUWR2UjoZIbpFSEQpdg9OPKr+IsBg4Gvgw/TUW/Ax5f0OPyVAjB/Y+Euqdl8bn9xbgEKCdKn+nqY6wiNAfs6G3vSoL/NyDWORu2GQvaHwoVOukOuSf9NSW0wgu2ApbJ4vM+yq9/ZEf7sSfTp7lAAAgAElEQVSR6ijYqMqmcGeEdxnq11rk0SvgyuqYfXd7m5/tWge9PzSEb4DNQBvIWQDnCrxxur2GjtB3allxe1Llb5GrasCUSsX3JD9YF+alfU+yw+HIJgrjF9xPkFs5HJagrdBUJLL7z5Tr7CrBKCKE9IfFC4JyI4t9XSqYvHS/g/YKWp8ivUZ2Lj3bO/Bv+PLxdK2GJK5jpNWAwRtAv8PkO6zr030cCvofn+o6i5CIpKD3gj6eprouAV3iVzuWqHswaB5oE//r9s/d0G/XxmBXAiPXEfmcG9Zh8nbeD3oZ6PHQ8Y3wxx77it/Pin1WbzKeE5mzQpm+a40/cqgTJ07KrxTPyX2tZuIYvDxJ4AqkfAERXMGs++J/MTnqLiJk/xdoE/P7Bk2CcCOLfj1aExNafB7o/kHrU1y3zB/MRBs8gx4D+gLGrXW8cdMqTPjsfX490EMw+cLSvl8Ok8D+rJD/7wK6BrSRx/V0ti6Ke/l7X1Uw6V6+A20YzLPl3/Pv97vmX3qbxOpILC1BuPIv32BcMfUiwuQ/TPMzmwu6GrrNKOsGUjZ8G5w4cRK8QIsJRX1Fvpo4HEPU7BEMfgxe3iTL3UEhUjROVdYBV4jwLPAYcIkI/VX5GugCvKm6cmm4c4NChIMx7p8fAy01QPfP8AQfjj8WMSL65QMfi7AT0AO4BfKegfOqwn21k41QFSUi4VxMBN4DgO88v9h/6+dQTFj/iYW/U2W1CCOBm4GLPaqnJfAs0FlTS6GRaL0VMO/wEcCxGpjLsZ/Pv7/vmh/pbUwdt18Ed70LC2fFF70z/rQEka4B/rsLJsXN5SIMUOUTP0KTq5IvwkKoSNl3ewoXOfQW0hSt2uFwZCGm3+3UygxLbsdE4r8OuHQ5zG9fFtzjs46grVA/BBPF70KMi+hjoHNBTwler9AVqF6zIG8N6HnxHe//yiV0GF/WZnvh5LfCX9NFc+zqwamYSKK5oNXD35PIqxv2ebsxvdegzxAm4qBdDV/txaod6D52BdDX9wa0sl0Z/wg0J9hnpeyuBPp4PweCPhX/8TVzod/aVFco7UpyD9DlMO9t6JPvj1uvXgZz3/I7amkQ34riXjm9ZplZfj066GfOiRMnmSFFY8jCFcBhCkMVDp0QtG7lVQJXwNeLReuAvmYHVf2McRiMYRXeeDh/eeTId8GGPzeulHm/+hmB0p/riuRudkU+JvXB26BfmsGjbgX9A7MnbSboRLj8h2iDddBOoJ+l8b7sjIlCGja0Pugw0BdTrKOeveaL/L03Wg10EiYNxQ7BPyvh3sHeaXFhgQ4HwNV/l6V3zd7T6aCnJnbO97Oh21Qv3PZBq8PF3/pnzGsd0A3QuZl/6XyCT5UBerRt2+WgtYN+7pw4cRKsgFY10ZE1zHir7LjGZ5tkvTtoIqiyVoTJGLey82HRxXDmrvDoHv4nqyyMkBQaTe2/e0K9OSL8VPr4/nvAzbWKHz+qqXF9Sp9LqwgCDAAGQ5NeMGYx5D8MLU6DpbNg0jnZvYQfyd3sq09VuTD0SNsWNYG6VurBP3fFcNubAbwqwq6q/O6V1kXubM1bQYW18EINKAhX/n+AJSLsp8r3iddDTWAy8IIqz6Sodoy6Ql301vwGo/aA/X4CeqvyVzrrjofS7ob1G8JVn6i+kO99bVP6wtw3oeOWdLln+o0IdYDDSSBargg7wr77w+t11QP3eFU2i6xd45errf3mzIC3jlD1a+tBuG9L+r8VJViPcYGfBjwpQndV1Ke6k8IPF2GHoxzzEPy1ATbllG3X+OyiXBmBltOBocBYuONzGLlHMB/LSHt+ViwGLil9/M9PQY0WpY9P3348EWoAT2L2tLVSZZkNx99FZLnCU4dAx2dF2mTxBzPcXpa+eeH2sthBTIGVJQAic7vBpn0jdWqqbBXhQ+Bk4AUvNA4fNn992JDzqhSI8CAwHLMPMoF6qAy8DnyFceBPG+Gv6YYCeKOX6srADcBCQvcgi9AA+E6E4ar87FUdIhwDdIODD1L9fK1X5WYAJwHTEzTmjgLmeGEAFhFxn2GuSE5uGvqx0cClwPMelxuBSN+Wjj1FOBv4x8q2kH//4/Hv6wMHAp8CZwK/ifCET3XH/L0q20NbJ3z/49eEsMNRthGhD3A8LDsF+k6IZ7zl8IdyZQRao6YdcL4q20W2bA0u0EmkgcjSH1SZW/JokbwfYFOL0sev/S0d2onQFJiAyXfVRpUtRX/LyYXeBXBPDtRol80fzNQDYhz5CAw7B26rEKVTews4FY+MwCRm+v+LWQ08ONyzFQ676vk08BfQP/2z+OGu6Z4c+Po2Mih4UyiqrBLhaWAI0N+LMkWoDjyDafOyZAACnAa8meA57YDp3qoRKYjJM43hznTk73sbsxrWUBUfZrwjfVumjoFbL8B890tKxQR/H+ucnYDOwCLgeVh+PjxwLmwX+GsjXPIJHLk5hfqT1asSUEkEpZhxeHVVuKFKwKunDkeZQ4TmmKSAx6lO/K74eGufQ6HTENWX8gNWs/wStD+qnwJ6BugU0N1B74KhW4MKvpDovo3wx/ffAIvmwxVHermvEZM64VfQywmT3qCsBq1Isq1Gwewno+33Aa2LSUtR1Zs6E8/JBXoNaNybr0HvAJ0FWsOfdszOPGMUpeJo7FF5D4K+HPR1paGdqti9q/XiO75wr/agDdB1itf72Wz5S01o8uE2UIGmc2/gs6DX+NPWNXOhV17AewIF9C9z32vmwqW/Zcr+VqtbRbNHSWuA5kD3j7Ox/3HiJJPF7oleCto9wt8Hg44MWs/yLIEr4OvFogtt574W9GEYfkywwVbC5zhM5Hj4/D6vAkhgoqgOA10BelTk47JzwJ6G52kfTPTNneM4diboCd7Um0zSbd0B9GfQw+PQtT/oYiIEm0lPW2bvxALobaDPelBOG0wE1l2CvqY0tFEH0JnxHetPYBM/+zHQ40G/9q+9Bx8FQzYFmQMX9DfQepn+bhdNCGSujk6cZJvYiZZ3QR+IckwT209UClrf8iqBK5D2C0QrgZ4F+oXt3B8E3ano74kZYpkmXn1gQWuBvgX6KWgDP+rMdgEdB3pTnMfeBPqoN/V2OAAGJmz4g14B+k6MY84AXQnaxN+2DD6iYQrPQS3Q30H3SaGMHUC/Bz0z6OtJUxs9Ev+74k//4m/KD61oJ2EO8Km9W4LODvieLwLdN5MnDYv6nQUK12o29j9OnGSi2MnRGbEMPEz0dU8myJ0kLmVmT2DpyF4N7oHxJwJXAj8Cs4EqqlwTel6kZPPZQ+pJpUVohtn/9y7QTWNGYgy3p+bmbTD8q4RUz2JEOAJoC1wQ5ylvAm+LcJVqqvvrpvSAee9Ax40J7mN8ChgkQmtVZpb8owhHYQIBdVJlaWo6JkbR3syf7oajz4Tpr8LcIdmwx1SV9SI8hAm+c26SxQwH5qryuld6ZQp2f+lpmD1icZB6nxYfdy2GIX/CHVXTHaRAlW0ijAV6YvaQppsGwCof6onGeqB2lEA8GRARMHQv8pWYrUt/A9OWwfys2+PucGQCIpyKGRsdoco/0Y/+9AN45XGRVT+6qLwBELQV6oWEX0W4Zht8OwH0CHOMPkyYhNrZLsm5BobmRuzxSawk9dHL6PM13LgeHu6Ecbd9Dp/2kQXb7joVtG8CxwvoMtCDUqy3EWYP2h5Jnn8p6JQwv98fsw+0Uwa07VLQfYPWI0GddwT9JZn7a1dtfgGtG/R1eN8uNXPhlLdh8JZ4PS0i92ltPdsrCXqEcUMafox/+fv0UNsHlNpnnYa6+oE+Gey91/dAT8rkVf5MXqV04iQbBXQv6+LZKvaxNXOhz7JM7BvKiwSugCcXEcMQsgPw5aAHBq2r99ce7gN78arEAsxc8GOyL51t24Wgx9iB8POgC0CbBd026Wtz7YjZM1c5wfPidomLUsZY0OEpnF/ZGlnHhPyuIWg+aJ+g29bqM4EIG8kzWTDBd95I8JyqoN+B9ghaf+/bI7nBf/jzrvgDFs4EreXBfdoJNA/0LJ+fD7H3OuJ+aw/ruhX01mDvv44FPafonrYeDWfOgJv/gj7Ng9StSEe3tcGJE68EE2hpLmi/+I5371/QUsGjBcWAiek+dCgm1P0CX9XyAbNsPqkDdBwDXadDrylwo0JBhPDy4ULxP7qH+X0y9aPASExI+42qnA/cA0wX4WLrClZmEKECcDcwVJW/Ezy9MFVEsnW3wbig3pdsGVbn24DbRRARcjDJ4J9U9SqFRcp8CxwctBJJMBJoKcLhCZwzDFgMvJoelYIkUiqTw++NdlbpPq3jGBh/COw3G/hYhN2S1Sgk9cl7qryWbDnJYPvK0fiz/SCD3EHNPVX9/DzV146D216H51sHq1oh84dCv6XGPRVc3jKHIzls3/okMAcYFe04EfYR4Qpoc2JwadocUGbyBEbac1CntghVMAniJ9qPcJmj5L5Gm7vsDswmhxI03D0NL92LwK0i1FflF1VeEOFLzMC2vcipd8KaG4v2a2afz3fRntMDD4U6DeCZ2bA60WI+AvYXoa4qCeV3tMbnw8CNqv+OWJJlNDAYk7z7GuBz4K4Uy/SSucS/1zJjUGWLyIxR8OabIssXxXrWrbF4MXBI2eybIk3Ote0qwnJMDtJvMEb/N8CywnYIt1dbhAHAIOAzEU5SZWESSvUHmgK9kjjXC14GvhJhgMbce50S9YFf0lh+PKzDGoElGA0MBR5PtuDSMQCS+6aYvciTH4RhN8GyRYnniXU4HJYrgQMweaWLfc9EqAMcD5xgpQIwBVZ+D5vaZuZ+4XJC0EuRXkh496E++fDdh9Y1Uf1wwckUweRmWQXassTvK8JV+elYfgd9ihJ7LkF3gDlj4Oq/stnn28s9LaCvgV6QxHm9MXn7Knj0jPS0938iaMWg27iEbk1Bfwxaj+Sek/jys2Hy5s0F7RW03ulrj0iuPm1G23vcDfR2TFTin0A3gH5s3aYvAj0ctFqYtusF+gs81zWR/Ki2vN9B9wq2XfQT0NPSXMfskv1/ANd5Peh9YX5fGbP/uGly5Xq7x9D2yRcF2VZOnGSzgLa173Rj+/8qoMdi8g1/CVoA+jboAEz8ATHHZe5+4fIigSvg2YWEzaGnAnqdHYC8iI95z4IWO8j/FrtvzbbF07Dg03QkEgY9DPTHkgZFIj7fxQPWZE66Di/91q0xl+i+sR0xuRtjbrROoMz77bV0C7p9w+hWwX406gStS7qeE8yerbfwIUhIcO2R2AcedGfQ9pi9lS9aI3kL6DzQl2xf3gF0F3itNwz8J4GyC/cBBr7XFPQy0FfTXMdPoI38u8+l+23QS0CfjqDfI6DDkqvP0/64hp18iJnr1YkTJ6UFtAEm/c3VoFdZY2+DnYi6A/Q40KqRz8/uNG3ZLmXEHRQipXoQYRvGLXE1MF+Em4DnVNnur4a+8zLQG7hahPuBB4EDYP8TYOIusGREgukFoqLK1yKsBE7BpEOwRHIJa3OiCLdgUnf8D3KqQ5epxdNO9G0lkpMBYbq9DFl//jzY82mRhTPg5xVxtv0NwAxVZiVeX2lEuAroDNNugvefFFlyeSa56aqyXYR5mH2BMwJWJwHie05EOBToBzRXLYtuoIaitB95cfU1qqwBplkBQIRqGBejQzB7u081P7+pBLdXLL3fMG8Epd1IBZMe5X1Vxnl8mcnwGnCvCDmqFHhduHUdr4cP7qDGLTN8vw0FkdxBAcYAL4lwe+LvgKcpRE4GZtlnz+FwhBDN7VqEXTBbSl60h18DfGD/3yfedyr707RlN2XGCIzC6cC9qrwjwkuYDasXiNBXlfkB65Y2VFER+gNfAM0wg6jjVNkIBRtJz0s3EjO4DTECI+3X/HkhUA3TcRwBV1aCm2rEM6jzH2/yXNkB02twQ2WocWw0Q7eo823UGPY6HP5sB1HjacSpA2cCg2BoD1j+PIyqAzXaZZbRDZh9YoeQVUbg2t9jPSciVAaeA25Q5WefFfSdVD/wqmwFvrYCFBp1Sz+DGiWCi0Q0BPoBe2MmxQJHlbUiTAe6As+noYqdgT9U+TMNZZfg4DvCB//JG4F5zmtFOPFLWFIZrp0sUqlqYpNQkfrjfQ4VoRfwqsa/37I7+BsgyOHIBsJP8AxoJzJ7IhzZEtOn5tjDDwC+L8uTmmWWoJci0ymgu9pl6Wohv6sI2tfuDbmHBHPaZarLYmQdh26BfMWHHGSgO9h2bVpcl+guYcb979yZxd17CiX4fE1e+a1HdmM6/vVQt8B0+cmDnmLrfQQuW5DJoZnNKuUVSzL5PSvRtrvAovnQf32MZ30oJn9amXUD9ae943MJtG7qv4PuHbTOJfQ6C3Rqmso+CPS7NJQroHuDngP6IOjHMPSf8P32kD9B/7T/v9t+czuB7me+EzVzoe+aZPo4uOf48K7Ar5+Pyd+6AvQGYqQTCXEF3SXo58GJk0yTyH3sJfMwKcHOB10S6z1zktkSuAJpvTj0AtDXIvytPugYTH60zuZ30Q28RAbnQRmL4XW8ZhtMvtKnNr8f9N7wbRHZ5zvT88WYa+i/GC77Ptn7GTkx8ZC/QdeCfgb6NFzwVSptgdn/1BoTXONBa3SElvci9F+S2Ub3hT9ly2Zx25fMB70z2rMO2swaJHsErXO2S5yTSzvZQcrZQesb5pnZwb7zDdNQ9gnxGJjRvlHW4NsTE7znLmtcrcPk2x0PeiNoBzhuXPi+qsN4TAAfBR2CCRw2BZNfdSsM2ZxMHwdaCfQLmH5zlPfsUMwe0rWgD2ODVYQp6yzQD4J+Fpw4yUSJPF45YxrowfZbdnDQejpJ8T4HrUBaLw6dBNozxjEdzIdp/rvQZ1nRh2mBQocC6PJ5UaCZSIZKj09AW2E2yFYIMuJRZB2HbAat7UOb72U7h1JR/aKfF67Nei/NpIE/6Mug53l/b1qPBq2LiaZ1GVz1UzwGGmgt0DagF4M+BPo+ZhZ8E+j/QF/AzIj3tWX0jkeX4Ns5c3UL80zsYQe2Q2McVwmzUf6SoHUuKxLD4BbQcaCPx1+O3xN2+izotWkotzdoDGMqXH978UqY9R/QdzCR/n7FBHm4BeNFUC++csy3DrQ26Low+lWAsz+Np48Lc+5N1piMGSUZdHeMt89qTATQlsXv9zW/Qq9ZmfSNcVK+JZM8zSJ/h497FTO5dm7Q7eXEg/sctAJpuzDj6lEQyfAp/rK1fRm6h7jH5Stcq8U/bBethP6/h/9wXfObHeD9CvonDP4jqEFs5NmbAStMuob0dzDWGEk49H3xQd1lC2DuxKCfoxLX9SZol+TPj29yIHLn22sW6H9AP8BE49pon7vnQQfZgVrj0AGSNRTngQ5KRpdg2rnr9GQGiAE8D41Bl8YzkMesnEwhRTfQTBokZLKA9gOdQ4zJqGAn7LQ96NdpKPcGwqRmKH5MpD7m0vmgXe3kRlzPaiRj3Bh7+k84gy2ZiR7QQzATjHsm2B41MaHpl8H3s+HiVZnY7zkp35Jp3+TI+nw3FfThoNvLiUf3OWgF0nZh6BmgU8L/LdzD3XOz3TunMFzDf6A6rI714QLdIcj9bZE/rv02lDZs09PBgHYBnZliGdUxId07B/0sheg0HbR9amVEXb2oDdoWPhxcem/ZgK3wzThM7q2TQXPDDa5K6FvV6vxIuAFdJoZmBq0IVy7N9JVA0H0wKVH6x3Hs/pjViJTa1+9BQrYanKDNiXMfYJCrzuZZX/ILnPSml22M8QqIOjERzdXL42tcT5iJ2CTSh1TBpDw6PwVdKkGPjzO9b3FSPiUTPWDMe9piAvTYCiesM4slC7/Eph5zkv1SlqODng5MDP+nZiNKRzR7Yge4G7gd2E74ENSyCPrWKxEOOw/mDy08SpUtIsvyYFOrVKNJJsf8odC3VWkdt2yAFw7zKfrmO8CjIjRXZU4yBaiyWYRLgOdF+FjTEEo9CWoCf6RSgAmbz1XAgZiIWteIcID9fw1gAbRfAFUeg/NbQaVq8OMymDdU9T/58dZjw8S/AKwBBqqWjtqVaaGZRagIPA/9VkI/hZFNIr1nQSJCM+B9YKgqz8U4tiLwLDBMlfzUam5xf/hIjDnvi/AGUABsCJGCEv8uUOWfeGqKFvo/Q6LHhkWEHEy0xytV+SH2GZ6mG0iQnD3gvKrw2qket3EDTOqdKHgT8TgO1mEihK4L/WWi6UOAYUA+pk9LClX+Efnrn+Dut8MRjSD7omjscxCMqgo1qsKmWnB5PryxG2Tud8ARP2XSCBShEtAZiDBojPSyLdwCm3aACoT/QG5cBrN6xv5wRTLE0j+IjfRxhY7P+tXBmI8tT2JCs1+aQjnTRHgfY53390q/FKgJbIz3YBF2psjYC/1ZHfgOWGB/TrY/VxQZa22tJM19QEPgBFW2pVKQH9h39gWgLuzfESbW8zqXpReIcBjmfg1UZWwcp1wNbMWkpkmmvvpAN6A7tG4T/h3eBmZyohawJ7BTiOSE/LumCFsIbyCWMB5P6x4l9H/GTByEEpIPcIoqr8R3lm/GUBiajYD7aqWhjRsAq6IfMn8oXHkMPLpHmr9RhbkCl5X8Q7yTUCK0BC4GDg03mZUYQd5vhyMamfhshlsweSwXFmfsd8CRGGXSCASOBpaq8lP4P0d62VZ8AB03wo6N4fuD4OmaJT+Q8Xy4igyxTU/CXkfCp+/4OYgNp6NIG787mKeBhSJcr8qGFMq5HpgvwiuqfOyRbsmyI2FWAm3S1HDGXjWKG3tv258/pz6YiYwI1wCdgLZq8qxlNNYAfBHYBThNlS12ljGjPjIitAImAX1VmRDH8fsAg4GWqmxPoJ4GGMPvLOBgzMr6AzDjZ9h0Tul3eO5sVe6Mo9wKmJPDGYih/24CuzbOzFnpqFwG7Au0iv+Um2fB0O4wonJRX3/TVqgRsz1TJ9JkZLPmIlSKd9U2DPWJkSjefKPevQ+GXAc/5qVxomU9kRPGx0SEHTCTQ1eqRr+m+AhugtbhiE4mPpuZujrp8IqyagRGcQWF0i/bQmDQdjisDcydYlb7ADomvRJh3f5GACNUM2EwG66DGfInDKovcuwrsEvdxBL2RkeVX0T4AJOg+dEUylkvwhXA0yIcYgwEfylK3N6xIXw/WqTfh3BcfYqMvSoUN/betD9XptPYC68rPYCBwFGqxV2wMhFrAL4E1AG6BHF/40GEYzFuhn1UeTeO4wvdQG9TJS+O4wsNv+7AQZgJgweADwoNeZFv50LfFskOEqwh+oeVFdH1+aIObOqZWbPSkRGhOcaX/6h4Jz5E2AtOGgbLToeO55q+/teV8FhFOPQJEU5SjX/lP3EiTUbm7Ax8L8KdwEuq/J1gwXGsBAKcVBdOel6VWxIsPxEK3UGT5U5gjqo3Cd2TcEN1OHyh6Nms8Co0PBA+mhj8s5mJq5MOTwl6U6LXggkNvhy0WfTjCoMedPwMev2ZjmALmISaHwfdJqWvuet0GLQGHr0XLt+QrkATmJQHC+KNMhejrHGgdyd5vXEHXbDPT13QdqCXw9cvwlWbi7fR5Rvgo1tBO4I29OL6PGrvdqC/kSW5e0ygBh2LyWO4Q9D6RNHzBNuucQcFwkQj/CRa8B777FwJ+jEmB9tLoKeCVo18jj/BfDItUl2Mts4B/QH0nATOqQb6NejlYf5WAZPX7hPQHdOnd9T0Csdgosnmg14W7ZkooXsN0K3x9EmYfH9pzaEI+jToxUmeexwmCvLOQT9jTpz4JaCXgv4StB5Gl+k3w4AS4+MrN2bid8BJkvc4aAU8vyATGW5JvAPzyBGZ2qQckSnTjMASuh2RbMLeBOoQ0O9Aj/OgrHp2IH5Y8d+HN/RiDWKtbvUwYdqvAB0J+hEmiuNaOwB8AvrMzrSIXRHa5yDbPu2C1iVOfSuBvgL6LgnmlEy/bqHP1FnTIW816FEJXFtT+xyVik4JuhvoVfb5Wgf6YizDL/h26P4JDN0Cj58StE5h2lPsczQqsfva73uY926k74S/hmDr0TB4s4lK3ahpCT3a2HfkJ9tPxUh5oU1Bl8XZdt8TY7LUg/tzP+j1SZxXE3QZGRQd2okTPwST9zdsahWf9WhtxhS3HVs08dj2Zfj+a9Abgm4nJx7d56AV8PyC0FtB74//+Eihsq9emepLmMlGoNEvvqTkKbbBFaDjPCqrNyb3V2Xz/2gz6ZGM+/6LMSsva6x8DDoKsyJzPGj90IGhX6HUU2yXPe0gsUfQusSpb2XMyu7kzDQASz5TF/4U78ynNR5mEBKiP4zh9wJo50w0/KJc1wWg/wOtFLQuJfS6DJM6IOpKcvj72ntptPvqlyEYch0K2ibC34/E5Cn9GXQgaPUIxx1FHOl5MOljtqbzGTRtftE3cEV+oqvWoE+APhP08xVdR2odCK8CtYLWxUnZEdvXKgGugNtx0E/hJmFAdwddBXp80G3lxIN7HbQCnl+QGRC0jf/4SMbCdb9iXFmSNgQz3wg89pV0r3KB7mQHvg08KEswiegHR793w/6BYWEMN1W4bBFm9a8ecblMZV7unhJtUhuz2npN0LrEqW9l0NdA38k0A9CL+w3aH3SmNcwHgH6KWVnOOsOvxHUJJufkwKB1CdHpUEw+wH3TdV+LDMGFX8Ixr6QrZyJoHavXgzGOa45x4/wFkzN0xxJ/PxP0jTjqOwh0YfruTfLuxKCdMG6wOUE/Y5F1rN6pBdW3LgVtQfWtUL1T0Do5KRuCmexW0P0Cqr8yxivq1ijHtLeG4B5Bt5eT1KQCZQgRmmA2xc+M/6zc++DmbWazKxQFW/imHSbS3BM2ql4Z5Osb4epfSl+7d9Go1EQGHYcJ8Z1qWYqJAHitCPtFjly14FP48OWi6yrk30iK01T51ZYXg/lDTZukr42SRYRqmGiV76vyYND6xEKEysBYTIqMrpqRkUuTj4YmwlHAY8DewDdAc+AuoIEqfVR5W5U/vdbYD0LevSEi5AasTmE+wHHAVaosin1GcsXHWcAAACAASURBVPdVle2wy53w331h8tkwvh1M6QldppqAUd6gylpM5zIwxnFzVOkGdASOAPJEuMm2B8QdFIYDMcGr0kS40PKjmprfR0aE2pg0HxdqZuSGLYVIjU5HUm3ye2yu2hh4j81Vj6TaZJEanYLWzVEmKEzpVDeg+u/G9EW3RjpAlWnAQ8DrIlT1SzGH95S16KBdgDc1Rl60omiPDRrCrvWg9dsmNUTxaGEinAy8C4wUoZ8mEOY9G7DRqFpDjY9h23ao3RAqd09DNKqRwFsi3KXJhz0HQJV8EW4FnoJfloePXPXzCmu8tUw13HLxaHL7NYM69WFS4AmzbfTJlzADvuuC1CUeQgzAahgDMEONocSioYmwO3AmJqpna/vr3sBUVf5Kp6Z+o8piER4CHhfhlHgmUYr3td5EH7b5AJ8Epmt8uRpJLcrdPrfDPTmlDZrFD4m02eThtfUFXhKhlirrox2oyjzgbBH2B4ZgjMFHgXrESA9h7kmPIVBlR5GvR6cnAmHSkymPABPsIDPjEJFaLag+8T3WSmHei9rA+6yVTlSfKCL1VTXqvXNkHunop1KgcPy6q98Vi3A2cAZwRBzj3fsw6Xj+g8kJ7chGgl6K9FIwe3GibiQP76bSZ1kkNxXMBvXPMPvGEnINzXR30BA9d7NuVYtBz01PHd9/Bd1neOFOBVrR3JPpN0cP/uJtJEXr2roRtErA90tAH7HueRnvXghaBfQNzJ6mjNY3Hjc2zJ6Iq22/sAb0OdAJoN+QYXvm0nQv5xNHVMl0RRglzn2Axc+593gY+E9y7omR9gV3S6q8KNdVDfIV+nyZaD8Jurd9DtW6aYXdT+RX1Ndk3G9Bu9pvUNj9jpkgB8KrS8M/DLoU9EB4NWgdnSQmmRYJGbS7faT6pn5d8UdHN4+v/g7aPAFdc0AXgZ4f9H10kuRzErQCnl0IugvohlgDgyQ/Tjmgn4M+TgLpALLFCLS6XmEGIFfkeb3vxXRGl/zi8YBpf9DVcEMbo+ug9dBtaro7bjvQbxnwvboedB5oxgcksEbDhGwwAIt0Lvx4DvkLOoy3Ifv3wATk+DzE8DvJXt+e9uOZ1kiLmSKYqHErQWtHP877/bSghxDnPsCQcyqBfgHThyYzKQQtJoS/jqEeX1vNXLhWU+knMRE/V9pn9G7QXdN9T8Lr0f3gRIxuTFqeVUQIjJMpAtRqQfWta0sYgGsp3BvogsRkm2Tavn/QblaPYcmXkZhhi5ngXgzaOwl9EzYenWSOBK6AZxeCng/6euzjkov2aA3BmaCPxWsIZpcR2KAJDNiannyJkTrZti+neM+HYiJMCuhw0Ht8eM7+S0jkR//vk/bE5MHcPehnJrx+obOPbV+G+e+DTiLg1dMk2zrf6l5o+D1baPiFHCOYPIdDg9bX57Z5DPTJ6Md4G1kX45WxGLRngufdCDqVJIJ8mef59HwYWMI4u0DNpJk312bqSn0wiomefDhoI8yk5VpMmob65u9dPvfynkTR4x6YMzYeo9u+QxNIMA9sUALVOx1BHS00BNeCHkmd7S44THZKpkUABz3d6vBo8mXE35dggl9NBH0sBZ3PhiU/wnHj0hU8y0l6pCztCTwdeD32YcntDVGlQIROwPvAIyJcpRpPYJFsIfc2uKNq6X0veSOA81IrO9L+kHY9RDgNWAOstT/XhPl/yb+tV7Pv815gNtATmILZT5JuPgV6AA/4UFcxROgAPAi0V2WF3/XHwuyr6DK1+D7MwZvgw+aq32XF/jgR9sTs8TsLaGTlJGCaht/jdz5mA/89fumYIdwEfCfCMap8XPKPItSABnskvw+vVHkCPAHMUGVMAuc1A64lvj0uYWg2AkY3gtVAL+AgoAKwE7BLiWOTu7Yikg9KFEJ9YJUqK4H+ItwJDAIWiHw9ETYf5NU9iYQIewAXw6EHqX4eT7k9McGUeqRWrz/7ulQ3vSfy4PMncFvvcWyo0IPqf85m6+mqm97zui5HejFBTXbeNd3vRIJ4sCcwob7kRsw3rHvy9eV8Ab1qwttnhcRgaCWSE3j8BEcMgrZCvRDQ6qAFxHBPMsfWzDX5oZJb8bLL5l9g9mRFXRHMrpXA9M2GRZuVsiusje3s9Qmg/2fvvMOmKJI//mmSKIIBOQXxfBExYkZEREEFMSOYUECQJCAgiIoKIqfcGe48vfPnqWc4zxPjKRjOhAqioJgFJIcXEHgJKrwCEtT6/VH9uuGd2Z2dndnZhe3nqefdd0J3dZjuruqqb10GcjXIKJC/gTxlT/umgSywitef7d/59reAvGv//t2+3xmknc23xJ4ieDblTdGnDdFA4L7zytRW35Z7NBoM/pSox4qffo6atzRt+3uQa9GT/rUgj6Ew9SNIAdlPzJf2qKjrEFG7dUTND3dKun4UyGz4+sVs5tqkPPuCTCcjP0CpjsY27OO/jvHz4ui408BSydZ0s3JZWYcnqQqyDQe/VJD60G8WzHLgu3N5kFp71FR6jMdnG9p57djsysytXxfII7BoZEMu/BlO3CuMMooUdJ8lr7uPXgDyjVqrdF+cOHYG/wTHHRQNn3IOyBYQvxYTDWHQYi9zid1zrQDZNzueC3PtL5IUthAY+6h7TodrV3oX5D66BwYu8AsYArI7yCcg96USBgpLCAzvIw56gbabnb1ADkL9k2bF8T0P5EGQ51ATsC9BlqKALlvR+FrfoEHix9sN/92oyVgfFJygNRpHq0HyBteWvxifMXy0LS4vTWyLy0vTBK0uAfkW5OKox0nquuWXWU2aMbQ/yDCQj63g9yhIe5Dqcc90APmfy/sG5DWQ0VHXJeJ2HF/RBrZNBlnBuKteq5ijr10N3ab5FAAz9gO0741E44r6UtiAVIHe090Fv1kCbcvh/CnBAE9lN0+qoCer3O9XfJ+lVqAdZf+2mxLgeDjCzrFpY/wRM6X27fsUyyu3m1CQCXa+mMsO4gtcyOT8bQ39GV4fqOMwHkSu5VMw438gT/iZO/woeZPG1pmof+yMDN/bGeQWkO9g2v0qyKYEONvffquts2/fwln7i5TUd1Ez4Jtxnwum/VBWgRyaXfmyO8inIPe6TRSFJQSGq0kNGqkzqZ13QU8JJ4A8kuK5mlawa2oFvU4gvUGGW0HwMdQ3ZbIVFFdawXGjFSS/VMGyVODWX2BgKVz5Obw9DA0EfiLIwaiAWtWZz7bvOG9Wmo9z4bkuetoyOOoxkr4fThqbz9pAF8HvjHjBL+n5Q0AWuNzrhiJUFpyvY8BtWnEyfgrIq6hy7ECH584E+cxH/rXtRjtTP8AjreDoK5gxaqHwsgaJjz8lCFbwq1yu/3kSDST/tfv98AUlkP95navQ091P3b6/zMrN7SbUrjcHgzwL0i2MMooUZH9lNvZBatn1PiP//yD2UagF00yQMo/PG5CLYcEyuGYJXDZVEYbfnKlrcuW5xO6FPgO5Nor2LVL+UOQM+Gbc56ADGQDycjA8yB72Q7rHSRAsJCFQ+Q1PUAufdzkVFv8CN28I0jHZTrC10dO4Y+G5rjB4U+IkP7AcvnnPboA3O29GKqiby/WO39mNp4n1xcnPKOrpVd9kZ2aWnWbSYztVhxlvwKAN+QK1bfkqAbkONSdeA/JIKsEv6d0atj9rJF2vTwAmbNsLoYoTQRUpjkIxenq/hMzgxw3I06RQ7CQ+XzHOL5wIw7+HCdf7rM9BILNRYJUahTIvgpwN8mbq9glT0Sengiz0ohgBOcB+j4cFUK6BPjOc9wMd3w6hnaui5no1UQsSV5PxIuUH+VESoG4CK0DO8l5OIOBOp6GK6G2kAbNC3UQmwbxZ0PPbxG+7xxKnb9vOq49ZBUbWLjKap9tJ6786Rd33RUrTd1Ez4JvxDD9qHaQnjYWbfoIObwa48O0B8jmKwGaS7hWUEFjIpP179fro4l/dtN4KDCtAPgQZC3I/yBg0pENfkB5w5nqXzUrc/07+Rv1/gCl3oSarF4K0QU2v9gWpmbpdwvWVUQFQXgB5DY46KOoNc5zg90mc4NfOi+DnkNd84qwG7AI6Ho8+T9sz2X6/Az0xF5C+aZ6/lQwQ6OxYnw4tDk6nxAhqnKP+OKvJwo8wwv7oCfJE6meCjp36m4JpItywFl4f5IHPKiDvEwDKsv0e79RNcLL/aZ+VsOBbOzdlVc+kMvcDWaG/X7gChpUVERHzm7I4NDjJzgdp3T9AjoJha533ped6HiOoldL7KO6BS7xPqYfGri4DuSoTKxy7F5kJsmuwbZw8t7zQXfm76/SwldBFyqLfombAN+MZQeCGrgHdE+QLVBNu4q4XhcA8HA/ZleOmfLj8YzyAVsDR4yrDzQ8VvS6NVVAcXOpcl6u+QU0YX7KLxEwrdG4hZrL6FQqS87wuEm4a8mDaBY3B9hwK3hNZHEAr+F0fJ/j906/gl5TvayAXxP1/mW33goh5GGJ7H4Cerr6OxnirML+sn+Kd/dBQG2mDgcfyu+v0VHM3elp7NHT9KEtQFQNyM+p7m9ex6lLUYQTIHbkrz7dLxhCQD3Awmc+wvgZVvn4JUtdJwEVdBUbZcTcmiI0vyMkgU7IFmStS7kj7qt9aP32FKlfm4QI8aNftsSAr1QzTaR4a6blcO74+BJkLdycJUE0OtN/PGtQVaQ99x9uhCEhzVKjNCeiNusoM3Vb8RvKXImfAN+PULoG+q7wMrhz5QuxpF6O7+M2krygE5m485MYnJHsEv4q4YyNFgRlGiv4fb68/YGEmdbGboV1Rn7djQNqCXArSP9O8MmsLqQbyDAru4Hoa6T//1GasKKrs9TD3axi5Ga5ZDhe+A/s3Do4HuQdkuP29N+pPfHz04z18E1/3st4YbDchQ4gzVwL5E8jzadrzf6QJSIyaX88B6er+vV09H7XA2ATyDQwt8zvO7bfzX9RXtEHUfZvFWL2fHPoO+5kLUT/bNSBZfaN2zrvXjoE9PTzfEEWa/hb1563i9xsCuUI3/UU/qEIhHS/zF6gVmC9/23th1mQ9casYL/2bofFS16KALLu6mEVKYkzRtN9IS5CP1B852cRzyFb4ZhJJmBZexiKqrFsK0iF37V78RvKdImfAN+NIdZi/BDq+nT4Yba4EBKmLnsTcYRepohCYs/GQq5PAIBy/3U2yQLqrX2MwdQmrXVC/mLEgb4cnADq18y2tQG5AASVWw5djodfyEE/5+4I8bn+/AHJX9GM9d3D4zmUN2QoPnO3QVjujgBnnuuf3ylVw3aoUgr2x4+oxkCbQZ1bi2K2gq+aCtMCeKmZh7tUYZAZ6wl7Qp7tWkL0kd+Vl6pIh1dDT4/5Z1tOgoYA+wUNYqKR3WygPc76Enst8ngyNAhlTREQsHAI5HjXt94kUvH9jGJSEBXDtL/DpP0H2Snw2fn1vU5YoAKYfIyAn6Bi9ZmlQ1m7223sP5I/e6huMkrH4jeQ/Rc6Ab8aRK/EYRyWX2ggUGfJrhejt+LYCexTtoMMfD7neGAfv94ZCjq9SExB/GxRv7TJkK3z1Akgtn3xWBXkSDcHhOW5bZmW4fbOjtoG8iMaBrA+nvhCyuWtr1DTnIvR0KnCBN3OeWuZwPssYVe90FACmktmdjsVujt8oCorUFqTUlrNJ83EzjU6Od5X59x/73qS/381hPpEdpyeHl3/yxrDdBxmOjRGo0igb2P2J0H8uzPkCZHef7VQFukzx+w2hcRB7FU85CofQU3LfoUj8K5nc3jv/jRS8NgP5DIau8ipA6ffR7GXo+Cucvwqaj0tSLt9lv720JthB7qWg04TiN5LfFDkDvphWQIKFeAycnftAst2PgWu2FO2gcz0uCgPFz5l3OQ41kzpJ///gj9B/ThB1qdwubQ+zQtw3ZIjOZwXAJ6xWMa1vl3+e3TSII7badrI0YmuYmkYVNOVXFPzkxIjHyGEgf4KbXRBog9eu+kTVewLk3srX3TZEw39A43ius9dvxpplZjJ3e/3+0ZOk61F/2pMrv1+YAAZ2TWwSTt5OZuw9foZLyrz1jRyN+iJlHLLDeQxcsSi7OdFtXHdOGzMRZBLI6c589VtbaONmeye7X1wNckDw4yX1nOs8RvqshIWrrWBWs/K88/B5+uxoCUIBhgLJlZJ0YunOcyAIp9VBxsDCVWFa6hQpe4qcAV9Mq6Puu5m9U7sEOn+gQYvD9qEpagiL5J1QkI0VIB3jrr0EclmIZRqQXlaY8hTnCkX1exxkIj5PEb3z5+0bCvtb03ljtMCQFVEIBlYIvRYFnvoW5G4457V8PQm0PO+FotYdn3jdbSPV9RMUZXkODv6CQSp30Phfz6DmxPsllpE7RWEI48Sgp6eBIv7F8ncDtDryzXR9A7ITGlMzpS9okGPQf54jN6OgW31wOWm0G+oDKo/Nti/C/FICir1WpGAI5DyQD7PLw/8YdAEs+h3If2He/MpWP8NETUi/egEGrEs3J6XiDeRQu8Yf572u2ZlwoiBtU1GsgL0LWTm/I1DkDGTMsGoYFuHxFDDx3cc7wvVrwtb0Fu2gi+SV7IZ5HsjVcdeM3UTvn4Pyj7Cb78dIcbJnBcBH0PhFoQqAWp63TXmYm3fNu/fKXAsGKDDKFaj5zg9W8D4Na8rjYuK7BT5/nCwRF/32g0MduqH+0dVj11JuVv4D8ljI7Vpiefo3SWbMha64Q81pfwwv/zZlzu3TxjWgdWzzN7AUhizLJ78i93F9WBOQDrpBl/X2bwds7EO7/9iCC+owGltuEcjAqMdEkX7rkxdIE77G/3jJSiFl4DIXk+ob14F0humvpleyuH0fF01C4532zIwvt7lwyDKQpmnqdDF66jqMNDEOi5QfFDkDGTPs4xRQ36tdAt0X58ZnrLA3FEXKDaHw5R+D/Cnp+gHoqU9O/JSs0DEWBcg42OF+FZCHUVj3UE4anPnyat5Xu0T95Eb+Aq2fDc5Hs83zwZ9AOJsc2s3l2Whw9HUgr4BckiysuLdNpyNQE93xqYT57HjuMwsGeTLDs4qMCSDXJ+bjtJF65wY07EaI5sVyulWsXOP0XRW64g7kYJD54eV/ngv66rmOQmCwfkVu6+nQb0Fa+K9T6vkFZHeQ3ujJ4FqQB0G6gCxN0xeNUL/YrASPImVH2r9tnoORP+tcHlRMzOBOtNznnRs32jnLA7qx2/dxzRKQh/3VM3mv3G0hfDAG9aF+Usd4/Fp2yjPw5TMoMFizqPu+SBn0d9QMZMRs7BQwY+f33ILDFLZpkfc6Fq7/TNSEonW9gp5KmKR7XUkDtR8CPwZFwlwDcnnS9X+ATAGpHXW7panD12Rg9pI+v/6rnRfo89P6DTnn5zQv9FwGn//LLq5TQQbg0XfDof417Hj6BGTvENr38EwEDRR5cy1xvjiVN1L3tbdj7tCg+bU8GDSURRnIqe7PFbbiDgUwCg2JWoEmZomaRo+yf2cJNB+XxEdNkBPc46X5QTh2+m66LYT3Rlhh620/e4IM23d/1Fe1oj5/IIX/JciBIMtArox6bOwolLgnaT5OfVjzew/mPu/ctB6NlTrDQ71bweUbK/umzvkSn4jH8FJPuHZFssCLWhyMhoU/VDZVHVgOZx4edZsWKcO+jpqBjJhVH6Z3/L2bW03v9mwHvSMIueG2nxg0mPlbOJgVWaFrSES8HYWapz4MLQ5WJL4b1gd5whYi788TkB8lyDnQYavzAn1qGcj5mdMlk5zz6/01WcZNSxpbt1plWaCCFXoivD4TIRVkuB3nDqdvsitqruTLV8xD2TujZqZfgqQcu/DUpYUc1BhFyw1NcaQbza7J7bMNel6BWuc8CPIZ6pf4lcbslMDWW7f11Co+eqGgOBNRs+nQLChsWTPQGIVlqCXHQJB6Ds8eDLIcpGvU42N7J+c9SWbx+fKH7x5LNPyZ7AOyytv7FQqaEQLtN8KktfgAYYrlK6NJslBKvB8uKneRckeRM+CZUT0FXOxX41fomt58Imj3UrEts2k/uQUF+nA8WdNNlDSPkL866oswTAppUwwyBuTWAPLZHWQZdJxZuQ2GCfT+Dj3FzZCGrQlyY5ymDt3R08U2Aef7Dsg5GTxfHT2h7ZJ03VgB7fGQxsLv0UDiT5PGzNQKEt/Aq/1g1M/qSxMUIm9uLCXQ086/hVVumhOLsaiZbUuyjNuYRf2roX6089BQGe3DEAZBbgcZHVfmmWgQ+nUgr4JcSpwJN4rou5Icxm/cEcl9vI0Ofa7NnvdkBcctrexetzrINlL41rnXu9OE7HgZthYufd/dBaOwzeeLFNeXUTPgmdEsTgH1/dolRaha321vQJqCjAT5LGxY/u2ZUK35IpB9XO7XQeHya0Tb3/1mF5qgbzeBYwPI53GQf+hi6GQC568NItgYn4Y66Qd2EmEF7dsyfKc5empSN+5aT0LyA0RNI1ei4ARpBQGQG0BeB6kH8n325QdjKZGJQAdyF0y5OzyQpEwDw0djLYKGsLkMZBYamP7cIIVBq7jo7nC9NgqGFA/mdCp6en6kjv9Xriq6UITV727jc1TSXNvhTRSZM2/jgqIKrKX29/eksLwIUhjLLBxP8VBle6HIGfDEZOwUsFV2+bx7I1w9f3s00QyhzauCnATyF9TZdwnI33RhO2ms8wTQsjgBpG7Ts+1muBL4StwzbQnRt8cDjwbkHhheXmiCPkgLkE+zzONMFAK+dtAb2Sg2xqgfXynILUGcEqFw62/7eO9vIP+yv49A/QAzilHpoQyDmuatAmnn8Z3fo36LjdFYdtOz56Olywbp6vl2Pr0FPTnrAdLRCuvNQJrYDWpN57HSfTH8/SyQM1C/4WEq/MkT+oy3uGL+6uQnVEh0LhFW+LoYPYX+wrZz1miF6Clj6zTPNLB98yXqF3gnvDUUhv5cVEKH1d+uIT/ifg8st35y36Nm7Z+DPIue7nZHT7IjFxBB9gVZbn/PIYVZf5DCWCZ5FV2Cth+KnAFPTOopoK/j7aR8bgcZFXV98pV08yHnoKEAVtkF9A8gx8RPjM4TwOCfYOZbIHWirkc+EsjxduObEs0OZBTInRHxaEDu1k1T8MiYOeB/T5DyTBfx2Gb14vfh5g3wXNfK94LZyEaxMQapD3NnwFU/Jn6zl5dmfjrV+zi4ZQt0mpgJ/ypUy1IrRM7G4TQlyzrWRE9fppNBUGiQcRVrAnpq9EYWPDQAGQE3/ZT43VRQ3znoqeMYkPtRlL3xqC/bF6iybQ3IVrj1F+fvb/gPqEnu06hf2k3oqarAgIXO5WavuCnUTZ8VBjvYDf8MFHHXdxgVFLX59xk831SFwBEbC20+LSRyHp+Xl2p8y8pzrV0rTkDRXkejJs3T4gTEz+IExCusgFgvFwKiztdSZn9/QIpwaMGi8Po57d8+cS92JIqcgbQMqr/GYrI8BbR5/RukR9R1yidCgzR3QWPprEfhsIem20hVngAOa4KGEZhFCtS0HZFQpLiVIOd7ePYtL8+FwKPRzYp8BVJX+3fwTwW46VuDi6mt8/OFubnNvF1avuK8CU1EdwyzrawAKCDPBtzn+9oN3PNkEMPSCn3zQWra//uBPOJed8fQHlVRxdl41AzwYTjv9Ww2/PotXjQpsw2ZzIBzXgtT0CjkTZ+d385GgVxm2zWvWoZ57ITGCMxYiFSliff+LJKfPg5mfMYJiF0dBMR1VkB8JiwBET2NXG1/vwhyUernH+mgVgBdPs6u3oWn+C1S9lSN/E9XAAtE+DCAvH4PLA0gn4JOxtAQ6ABcAJwATALGAwNEWOMlD5HyUqBr0uWrjOEq4ENj6C7Cm4ExXaDJGH4HvAmMFuGVNM9WBVpQuV1DTcZggDHAWcDpInxnTPkesGgDtH8JflcfylbAzJG23/M5zQMOAsq8Pd50DDzUGGrZ/2uh/y8cQ477IdxUt3msjhWpFtCovTGMBaoDNSzF/477f+C+MGLXLNpqL/t3ZTY1MaZOifZb/Qbwy1a452hofB9wlwji7d19G0KT4+CYASIXb7a39wW+dX6nwzuxcbIRuPokY6a9DCd0svV5BOgqwgZjJpVAv6Tn+y2EmSO91E8EMWb5t/pefJ9tRL9Dx7QP1O8B/Q7xW256vhzn/IJIdly8bgxvAG2BUcBoY/gjMFaEbR6y+T3wrQi/ZM7ByuUZ9mcxZZiCGp8ifA9Ms5SQjKEucCDQxP5tD1xt/69iDAuA+fDb34rfa9PNTZp/nRJodje03MOY956CB36CY+q5P89e0Pspy3eLTOqZOI9uLIeRRysS+N27hTF/FFOepqil0FQUdwp4UkD5LQI5MOp6hdtmlTXWVgt6GBrn6BOQ71BTpE6EEPwbpBXICpDrd+R4gigE/qd4ANLQdjr7VbhpUwT+M7fpSUIM5txqQP8WdRv6qMu/QHp7f37HQDmDNmXOWt7266zG+xKQC+xpSTsUXOVE1FftSJBD4LKpftsKNYtbA9IWFn6nYz3zOcH5NLLXCm8B7FOfZNqx06vye26+Mv3nghzlXpb/U4nMQBqkBshWkCr63uVTYGjZjjbfZta+YkDagLxn9xh9SAPGhfpi+gxRtWNYHOzIBFI37gTxD/YE8RPUQmCd3Qs8Y9fbK+z8ulfFCaLzGOn/PXz0V5fyqsKsyTBkGdy0MTPzfKey+q7WUDCFedpfJH8UOQMpmUN64wOEwCWvqqgpR82o6xVeezlOIj/A/EWoP87fURCCSrHpQui7/WDudBj44/a88KUwE6uOIg4+ns5MJMoNAhpT7huQ38VdM6h/UrOo29dHfW4E+bP353cMlDP1jRkqleNoHZ2BOai/tgKphZqJ99Cx3ne1f5NS//2V7l2QCSBnVn4vGkWBV0ESpCEWSML+fwYB+NDvKIQqLd+ya+QAfjMPTp7b37sZ5NGw+7NI+U+ZKretgNgitYA4eLGbssk5z2n3w+BNfubSHWXdK1J6ipwBV8ZUu1lKcKeADbDOttsruX/Y165AT3aGo6h0/XRDJp1R7f+ZVivaAkXIOwSkBA1WugcayFf9cwAAIABJREFUdDljZDU4+ZlcTTRRnDimEt5AHrNCYPXEd6QG6sN0DBrLqhtc+XkUEzKKUjgLZO+k6y1Rv5m8hdFOUadOIC9n14fdFm5vGzSt5wWlipY3SvTvBaXZn8Kl33Sg6JVP6O/sNh/ZCGTp3rXfQtPK7+X3hgkFnfo87v+jQb6Omq9CI/QU5zWQ5fD+H3QeSD6VmepZwVSk7ZOCBWMRExMQ+3zjPD8NrRQwHqSDgpj5VYjtGBYwRUpP+ewT2B2YJ8KU5BuJtswrvfoq7QD+gPUbOPv9bN5k/9kDqOmRdkr+3xi2AZtdaEvla8ee4szPkccbQ68UeTnmK8LPTrV29tnp18KYOm3D9WFz8ycrmYO231PAs9YvsIJ2BdYAq2O0az3ndtqnQVicG8MI4HLgVBFWJd3uBvxHJL0PQx6mCp9AT0mkvNSYOm3Vr22fBnDAYXDpPSJPlobHYu6TrWcbWGXrmbmPZ+W2Sp+HMfQAmgPH6xW3OcrrWF+5wr9v1brv0rzbEAefQPWJ6dciLF+7AFJ9Ev0sV6NzTTFlkESYBpxrDMfBuHHw4H6Jc/uf94C+J8KJEXJZTNGn4PzI7Rr7HfCdMTO/hI2HVZ6fqiSsw8ZwEPAILJsNtZol5uh1Ls1mHi2m7SnllRAYE+4aNISDm0GTK6CHwzO+Nvw7gBDo9mF/+bEIo7PJ2YKH1MCbwGjp+4NgYwOHSQ2gpUtebnnvbAyCo6DYvz6M2jP34B5uG9oqOwEPAjNJEPZYDawT4df4N4z57CnY2CVXE7Ix3IgKeqeKJAKoGMNOwMXAcWGUnYO0EGhkDNXclAbJKR5QwBi6Al2Af4TGYUQpCOCETPIwhsOBPwNtRNioV7PdfDgJZP0XuQlkcUAw+8GhR0K/9fBQJeADY6gDVAXWO9VZhd+ld8IpF8O7z+QZSNI+JAqBa4G9jKFK8lxTTOmTCJ8bs3QB1Nov8U4toFrNSJgqpjxK2Sqy3JLT3DZomYac0WQMuwLjgJGw4BTY2MzfXNrrv3BLZ7i9ap4qtoopVynqo8gK8nrE7h6oPK1fynUgjg622wvlm/N58MG2pRoKtrIX6gdzIEhT6PZpFKYN7mZi7cfna7+BXA8yD6SBy/2OIO9HMV4CrONifAJAgeyCQoHvF3U9CpmI8wNMvN7iYBiyNZuxnuhbNXgxfPKA+3PeYoeBHAri6HsTVycD8gtZxJkLqa1vBbk96dr3IHWj5q1QyX1ub/ti1LwVKeqxcfarzmPj5NezdUmp7DfavxnIKr0nBuQ51NXEZGGeXw3kC3hzSNFHtUiRM/AbI66T7jVL0Nh1s0DWwC2/+tnwo6AoQ6KuZ/jtmF/O58pPu5fg5s1h8ROVzw5c1QyG/pw4CfdcFszkH4oAOAwFfNk3xTMvkgG6Zj4SCvJwdhbvPwgyMup6FDKhSJv/drh+D8x4LaixjvotryFLXz4UEfVdD+WVg+wedfsm8fQgyICka3NADo2at0Il5w32tb9C3UZR81akKMeFdFR04z5liWOjzzrotS1oRa4V2LaBVEHjN39GHLihjtMbvlNFuLe5FGQQyEQK0Oe/SMFTHpmDuh2xbygHRqN+VGvgvb/C8MszOQJXk6BeHeHHdcbMapZnpjyBpnyL5aSmVPQF5oqExVdUPjsPDYHPHoWL6sNxZ8K8KfBmTz9jK+x+M4ahQH/UBHS5yzN7oDG0eoXFR45ShV/g6z7ffwx43hj+JEVzuoyT9QM8gd/8AH+73hroDE2PEpm6NoiyRCgzhluAh43h5MT+2r9RBmZbLv6AlVI5UBtY54/jUFJ9YELStQq/wNm5Z6fwU6L/67EtYeda0H+DyD2Lo+atmPwln1gS9l2qoLEle8IB7eHZtTAzzjf6p1rw4QVBu6SI8LMxlKMxnYcDJ4iwOXa/vNTydpYIaedUY6hv63GKSEH6/BdTwCmPhEA3X5FZX4swseKKMdNHQL8TvG74Yz6EYxpCrYawsWluQEOKKS79BOwcVuaJC3aTQ6H+AfByqP1rDKcBJ0Oz0+CNCcAAER4Lq7xskjEMBgahvlnLUjx6CfCWSF5tcP2kecChWbz/ObABaA2xuaeY0qc4P8BT5Tc/QDCG2sATQF8vm5UM0z9hbh/441RjNm7StaTfeGh8TAb+hw3BWTmSlH4E6gTAc5ApwSdQ17ye+8OG/zNm1tfbg9Izmw2831ShmDOGfVEFwYIwyyum8FI24HF27noSqAc0F6FMdUEx4c6YC98LEdytBvAi0F6EJYl1Ou5uaFUb3r3PGE/fxD3AoyJF5VAx2RT1UWQFZRYct3YJDFwIfWalOwLPd3jvHYGsKcOvuTA/sGUtczIPC7CMnay5VVe1rZdRUbdxCl6vtj5y+3t49kOQ86LmOYA6n+HFtC9NHteAFOeIzNqsFhpz8kqHe4+APBJOubVL4MqlSTEQf4Zbrs0g4PpDySaVzuVcvwau+CwfTO3jeF8CUhLj0bufUFChdcIM0ZMPvu4Ve4eo+zracZafY8VLftDqaZ9YEo1BZoI8DFLD/blw9ploSCkBebNynTP7JkBOR8Ou7RL1WCpS/lDkDCQwk4FfFMgDIAPT51mMh5IPBLIF1yC8wS7mIHeD/DHEuowAecP6nv0zX23rQfrbSd/VjyXWF5dNhZE/QRNfgCr5RGiMy2VZ5rEXGsQ3r/y/8pmsH+CTyd8DyDlWEVE7nHLdN2AZBFx/DeR89zKiF0Rc+DaJc6tbW1z1jVUInQdyJMjuQdUp7LZJ0b+LchUXFuRLW3ZezvXhj7P8HCvu+Q1vCXIpyL0gH8F1vzjvA8+fkqLP24GsAumXno8zD4drfwnBJ/ABy+vFide9CZ2x+e/CSXDjehhf0P7+RQqeImfAN+O60R+e/rniSWA+kN1Q7+EdBda/oIgGYl8UxoINcgDIdyhY0asg1aJuWxc+r7InBAe4P5OfG9sA6l4V5CeQWlnm8zxI/6jrUwgE0h1kNsiuSdfrgiwHaR1e2dkr+kC+AjnW/X5+riMge4L8kL4tBixATztfR082foRbtgZRp7Dbxr1OI3I2b6GAWQLSKsr+jm6cBdPHQY8V9/xGbAIZBzIcpDW0XOymSHDoawNyLchKkFM8jo+rYcbrQYK7gVwBMhfk6eR1yMuct72u70UKlvLIJzDjlOzs4ZLyPtDvjpKsX2D6QKsBBH//Cg0yfwLwcVAVsLES/w/YHY1f2Fk8xqLLZTKGPsAI1C9rkfuTwQW9zackwi/GsBA4EPg6i6weB25HYz4Wk0syhsOAv6DjbUPS7X8Az4rwfngcBBL4eF9S+gQ2/H2IPj/ZpPoQH+szZazYfhVXdC6b8z7UOjkxOz91qr9vrLwlqOvnr8BObY2pU5K9755bnarb3zmZt/aHGa/AI08as7w0V36J+ZPcgPsOOswYdhFhU8VVJ/9NKF8CNIMTTgv2O3Lja9bHInSM8bTrCri1BP5AbE9xK7BrfHxNjGFn4GGgKQrCkja2tAVmGQRN+4pMneyvHpXyPBr132sDXIqCPMUlL3Pe9rm+F1OwqdCFwPrpHoqBhjReCDMnw4rlO9bknTfJCoFuk3bL9sbwMLAcLjgbHvQ9eYkgxvAMcBkBCIGxRe2wo2C/ptB1GTQ+T+KAL/IlGUNPFP3rNBEWpn46rKC3brzlFNyhAiE0GyFwAvCIMRwpwvRg2Nq+kjHUAl4AhoswU69V9PPhR8NeDWFCc/gsRC6yU/QZQ00U7GWNy/06UHJoAIJmGCkpULy3ttA58tul2dbJGKrBvvvre2uB+4nbaO8N/d7JHoTNqU63olhXFSlsgXxRY/hrPfi/30OtRj4UkwWe3ISOHw6HW9cbc/lXcPBb8NxsuOA2ePCAWF9dewbMWwUH1YLyMthYP7jvyKsC6MfF0Kul6qp+BaqgINi9Flc8YQwN0UDsC4BW8YJtmnQGur/5wF8dEpMxlx8FJR/AmiXwzU1w53w4pV7iU07fRO8fYeZDsWdyu74XU4GmqI8i/RLq7/RQBs9vAdkpar53VEIBI5q6m29cMglkAMgYGLIiAPOuJtacI6vAzs4mFT1K89GkAqQHyLcgB3l7Pncmbrk2TQG5gwBi/YHcDnJf9H0brh9tFu3zOMh/KkyvozJByibOJgr+sNjlXm2QKfDFk/loWoWCUz3tpy2c++qKRV7rBFJdTaZnTYZuC2GkhDWfJNVpEcxyKOfUt8L4RkDqwKhtuZor85Gcx8pQgVL7u9dymHY/XLfauZ0uehekigY/D853TvnqscSbe0ky//1/gqPH6Xjp8CYsKAO5AY9uJLExOWwtdJnq/btxn8uhbiMYtDEpBmEZTH/VIZ9W0LZczaJHi34Tsbrnqwl7kfKLImfAN+NqL/2fDJ4vCoHR9tdnIMfrBNjvu1STdnD+B/IpSNvs+C6MidR+D8tBDkn/bMUidPEXcN6vsQ1VeBvbXLcjyJUgT2afz60nw8jN6lgfjfCVr74ddszNIc4PsFC+l6R6nALygcP1XUE+QJEBq2QjaIbI+3Ug92Q3tirqdM1SeO9mj+XuBDIe9YuuqfmcV5at8s47z8nfQ+/voffPYXwjIEfCjRtyUbd8pthYObdMBf7SSt94Ol81kNtUoRKk79wnDyrwkRelR0W5J4yHnpsTx0uvFZkJcpnPyaneA6kG/WY7z5/nbaksMKaea2H/xnDNlnxbN4qUXxQ5A74ZRy4EeSmD54tCYLT99YHdbNWEhavhrFfcJm3niXLINhh4fIZlXgvyWHZ8uy1qXT6Ouk3j6tnFCoCHpn/WqW07l0O7KWFubN3b8fof0FO780D2cuc5Mw0/yEkgWfVRvghf+ShYgRwKsgbkCG/9nL+bZZDLQZ5NulYLBX96DKRK1Dym4P0ekOsCyqsdCpCT8iQEZBeQN0H+SxxsPnT+ILeWBSc+BT2nq5Kmna+yvYUXkA4w9Nt8+wajG3Pu33hqpF7ZGUXbPDg4XqQayAova1/ie9nNqe7vNx/n771RP+vvUQ7tWnE9cf2BDlPTCNz9YfbUfFNcFSm/qNB9Aj0AwxRTnqSKgPGXwwGfi7x+vtuDicHf92mg9v33lMGJjxlDaxF+8Fjmc8AMYxggwhZ/bJf/4OxzUHKEMXyCgoc8KxEFWDeGy9Dg3G3FUwDYE+6p7Cz+aG1ot1hkaojO4m6+G4u/QEF8BgL/MYY1wFTgI6UGP0KHt32ABM0DDjYGI4L44zlfHOvzy7fDGHZB/QBvFGFG4l23fl69kvxNDdFg4MBv9XsVWAz0EeHXqBjzkOoDXwaU17tox7VAv79KyRh2RdtmOdBDLDCWMXSBPx4Eg5bB/fuFDcJWEcjdlt0GRr6d6TeSAQBZCXR9B/q1Snz2xo07GsCcAgrtuZe7H15Kn9QuwKcizA2QpfbAUm9rX3zKdk51e3+/9qnBkNzeW/g50Ai+/gI2tq/ctlWIX3+MqTMSTmhauR9mA2Ulxlw6GQ46Hn7XSWTqG97qVEw7ZIpaCvVLICeDfJjB88WTwGj762WQjiAzQNr5eN+A3IcGNPcc7BRkIsgFPnneDebNgn5rK58G7d8Y5CyQF9DwF0+DtK04NciFDxcaB2klSNMUz+wOcgHI/SCzYMS2KE5q1NdhyNZUp2poaIemIH3RmHNz/MLY2/HyPUg9/zznx6mWu/a404Rc8hHXto8R5weYeM/p9HTwJpg9BaR+FPx6qM/fQYbY3zuDTLD1y8qfOEe8vwdyeoD5XQfyb5d7u4FMAXk0vm3Q8CDLQQ6LymQWOr6d6TzhPdaa3AcyLLFurZ6GudNh8m356Ksb0ljbGeRZmPM5dF/sNpc7jQE7H88kS/cMB55eBOmb+XthnQSO9Dnmhv8AMsB5/hwmiaa3Fe06y96reHaWQJfAYxUWafumyBnwzThyLMiX3p6tXQK3/hKlX8+OTNr+g0sV8GX4D/6dwKWK3Zz9D6S6x3f6gjzno6waIO+C/CPdxgaNhTYIDSi8BD6+T8FjwpuMQS62AmCSOZ7sbIXRO0A+AfkRDWp/A8hxcNLYKMyaQDrA3K8y3SDCJZP9CmIgH4Oc5J/n/DDD1PHX//sk/5XlFsjgjyDVcgUcA9KNJD9AZ37j+7n+ASC3omZbgW4CA6rTi/Z7qomaOT5dCAKg5X02yOHB5df1aLhli353sXGExiP8FOT/iDOPBemJglGl9UUOsQ1qwKwPVNngfc71quRBfR87VX7/llYw1NUPMV/BnHy28T4g0+y3UTNTYR/kDJDpBBi7F6QeqoDdLfN3szP11/e7bHIW1tzXpjRC3k6J48aL72WpKCjMKIFO4rxetSkr9PFXpPAocgZ8M44cAjIv/XP54dezo1LQ7Y8i0r0KMhYPvjoqoC0qh9bPel2MrbA5Fg02m9FmEOQY6D8naOEhcUPRebL6VcpRKgDICSA3W6H1R1RbfxtIa5JOv6NDb5QPQC7J/D3/ghjIkyBX5svYzaLtdnLyowXZW4WWOZ9B91CVDpaPCj/AI32+fxp6YnQ7SLVctqF7/574FNywXk+SvnkP5LmgeMuRNcAPIHsGx6/TeO99HMjXIH+O38SDXAWyFKRJdH3421w9XpUNbV9UEJervkk/z/ee7vEk8GuQYyu/n8r/LT/mjoDa+CiQJSCj/ApxIG+A9AyYryEgAayp/k6tFVl0pBXARksMKdWrH2rH96D7pzB/oW2fiSB7JD7nBiLTfFzlsTci6f8KquxPWKQiVVDkDPhmHNkPZHn65/JDm7+jUhjtj552TQa5P91GS+8nQy6n0xDL3VaQ2tkff8GaETovBlevh5lv203gdJB7Qc4FqeMtv9yZbIG0AFnsZ3OdzWYKZCTIHdnxHg9Aca1n9LiA268riKPpp26Cr/w87DkOBQOZAdI7y3z2Rs0tJ4E0yHVbph5XAzdAkwPDyz9wa4CdQTb73ZhXzs9trr5xHcgfkgTAq61g0DiqPrR8/Dl5rkZPLT9Cw5c4zjkqQMxfqCExUpqoG5D18Zvz2D1/AClRtpeP9j0PVfxcmkUeh4KUgdQMhqeKOXn4j9BpQlSCjUvYjG1wkyfrE5BWKFDOAagrxF/Rk/1Glesar/yrXQIXlGqIjviy225wHnOjC3b8FSl8ipwB34zrRL8u/XP54dezo1JY7Q+yO8z7JuhwEyDXoOZudf3zdsqzQW4A3Otw2Qcge0fdxx766gWQwf7fr1gIb9qop2Ge45hdTAYIwmny2hOkHI9myAG338cg57vfd/vGBi3Vza50RM3n66YSGFLHr5JHQZ4KQuCwG55bUHPm9tGMyXA36bkQAkBKQJYEl5/bOBqwIKnca1ClTqOgyvZZ/yF201zpJBRFd30TNeWsmXSvhxVgf69jvt1LMKISBL991nWfkfoksLD3HVb4HYae3J+QZV4Pg4wOhq/8OmGtLKRNvg1klpPSIKlN6tu2PSvp+iDUbN4VCT027uJNQUcKNF8PV2xLbJvK/oRRj60i5RftAOigbmh1GyJBc9zxklv7l63IJlcR1hnTfza8fFhl9MadxhvDVKABnHKaVxQwY7gYuB5oJcJ3fvgyhj3gn01geDncVScYlDw3RLHN20RY5S/P3CRjaAycClzpN48KJEBj+Bi4Q4RSj6/OAw7yW24iD3xvDIuA44CPg8jTSzKG44G9gf+5P+U6x60BDkDbvwTYH6hmDEvgNyrVv//aAp3+Cg+UJCMlQnkr4GSgmYhfpNVYEuEX4HZjmAyMNYZ/Q8nj0OAPOtZXroCZI9Ogv2aZwkZcDTd/RbY87SE4eHdjPngqmPZyG0df/jbejWEYMABoI8KS7Mrzn4yhMzAMnau/T74vwkZjOB94EnjTGDqIsN4YOgJ3AKeKsBTKMYYLge+AYQ7zaQm4zTdOSJi3/AIXL4b/nhTGupeLZAw1gAeA5sCJ2k6+86oLXAIcEgx3+YLYrCkepbYiGUMtYLwxtBdhc/I7xlAdeB54WIRk5M5/oGjZnxjDo8AnKAJwfaCB/j31SK13LeDWeG7qQB/gTmD6r3BkFRiETvtQKOOvmHKcopZC/ZLVVP1MXJwi5+ecNEf91sLCNfDKVduL43a+UpiaO3dt68BS1FypI5z/hke/j9Ygq0GOzmJM1kdNM+8J0uSykE2LUFTSPwWU1xvJmtM0z9cC+YmAQD5QlMAbc9x+T4Jcn/oZ798YivB4JGrmNRA1p3serl/rPMbOeoUs/AA91O93MGtypqAe2ZdbuCeBYc2p6fIFuRFkPkjDXIz9FGPmNDtXH+Hh2aog/wD5Ao0HuRpH/z6ZhANqNRqP2DX2W+V5vntXNQlMRm4sDJ8se/L5Hup3XzuA/G4GeTw4/vL/hBX1U33OkkULl+qoC1NzkFLL9xiQR0BeA/kctYzYhpqIxtdvDMgA3c9ICzjDwR8w3uxTRMdfZ1fQoiIVqYIiZyAr5tVWf/f0zznZVT96QTrI+iIF1U/h+KB52Wi52O3/DPf9KaYAOPtVVQr4h1oHaQSyAGQEASKgudch/8cqan74PQGFBgB5BuSyDN9ZBhLQeJMLQN7MYfv9Do/AH9mDHLhtrm7cANIn3Hq2zLmSI+xvysXn8MdglF9hCpj3tdfN5E0bk9BBR6Jm8pH5cVo+jrKCXBtvfVAxx1+7wprFdXN+rv8c6D/fwQx6GMi9/vqmwlxvhMCJiwpgvj4IZB7IXwhAcYYibC/3Iqz7a18JdOz7rGNNu/a3tAqDgSB/QlFUK3hcDbLVtkXFtedARqPgSueDNAPZlzh3A9TcexbIfQp6VDGWm49Tn8BUZp8icI2omeiFm/Sd/B5/RYqGCtkcFGL2FilNO52P7FuOgQnV88WsYHtOTu0fTEoZmPa3stWkrfRP0Poi+OQ12Pu/IE/E+n8jMHQVPLsQyjPmwhgOB95CTRUfCKZusRSrw8Ixak5WlgNzuUBSf2CcCEEFCl8H7J7hO3OBg3E16cooTQaeNIbqImwLIL90qQ/wojiYuyWn7L8xN1PAjWuAR/3n6yU1Pjhc08zKKexvKpb/1idgv8Nh2gR4/Bi4/3Tgsexyb7BvGO1lDMfCNf8GBLhKhKeMwRjDaNSkr40IZdmUkSV/JahZ9EARJlW+X6dEzQXrN4Bv18Ppx8BT+8fm+Js2wTV3GdP4CxG+ib3T4R34c8UacmBSwPhGqFm5Q/5bgQN2S/y9+/GwFs1rf2Lmep1KRaaWhtU22SZjOA14BhgpwiMBZXsJMFuEGQHlh4sJ7s8w+PXE/snOpNyadMaZYCZQ/LVaQBmwMo5WAO+iY/Up+PQFGLo7NDoQSupCvQtEBr+ZjgcRSo2hJcz5H1w0He6oFatz3yXQajw02g3KSuCxRjGzT+wze6Djb+PO0G5jAewXiimKFLUUmg2hpikH+Xs3f8wKtqd4QtG1XfoTEGt6cX32gWLj++v8N2y4hi5Rt0U+kdWQlhFoDDO5A+TmDN/5B8igAHn4CqRFDtqvOhp/zbd5cmbl1S6BbkknV0O2wpmB9Z9DHeurMmbEpnzS7gdcx4tA/mt/H4aa1h6aRX4N4LpVISAut1BriEvfhxvWaciM2iWoKdoMkN9F3I517UmkI8CUi8WHVI6xdvmHqLldC30v9VqAxqQ9P3X+br8LYyyD9LFtcmqAeRrUxPEc/3k474sqr/nPXK5rcDqQODGoOfwhIKei5sHXgdxjT+4mgsxFAcB+AlkE8iEKbPZ3kJtQUKEzQI4A2Ys0YapgeEs1D3YK81BRjw5T9aT4jCnO4EStnk49Rr0FmI96nBUpPylyBrJiXjdkx/h7N0hBwL/gVqimfoVIduL/IhsFgHN/9Y4kdEA+E0hvkP8FnOcNIHdn+M4QkPsD5OFv5MAv0AoPH+S2z/5xDgz/AS7/CEZuhr979r/MsG41UV+htSB3wrlNt9c50G40x8b93weNO5cxXD5Ie5CVMPUvAcdePQUWroVeKxLz7P8DzJsFUi+atqtYYy+aBNevgU8edH/WbT0fnXSt43sgZ1thvL37WnD992j8QQH5lyIxp4Pfj/89Mu/HMuoveQ9qAlpJmZ7NHkfHlMxNJySl7nvPfs5GXTqc+mdwKRqjdgHIJjSO7jyQ90GeRcMyXI+G4TkdDWexO6GHXWk+zllwmyXQbaGaZcvFICNhaFm6/QrUbgVty6GruASYz3tz5CJFQ5Ez4JlRhwkJjQ/Uyn9+yR/hlUu9xR/LTHBDA3rvajVHDUEOBGkK0gwueGt71YLnG9lFb4WCXfhr83zzSchHQh3jZxOgZtnm2xfknxm+czbIWwHy0JEc+AXaTcolOe63q9EwENNB+oaQv0H9ZhaBjCMuxlyuY1fmsE17gPwrqQ1eAPl7BnlUQ/2MvgVpHWR7gbQDWa3x1pzmtVOfzzzP7BWkma+xbsLcKMd5GuQkkFXQ2UW46zQB5Ap77TG4NhmswyH/+N/nluXbWE7sl9bPwjfvoCAwDiE2slNO2+97gH9e3dbZmzek74d46j0TBX07iACAbjKvh9u4PLfMXamwQWxsznEgd0KXqemxD+LDRiQDElUIl/mpjChStFQQPoExu/0E368WMHsFHOohTER8XhigJpT/CNd1hYtugr32gbr1YWRNePxwC8u+s6Vdkv7uDN3bw50HVPYn3PdLY/hO808gA/wEbK5MBx2Ya3+YHTWJ8IsxPAe3GvUddPcldE9hQ8tvF+lsYBNU9tvJMvn1CQwkTISmbouh0WnGzJoIK5YH6UcW82lp3AT2bwrPf2HdkXKVTgQuA56DwPyCADCGo4H7gD2B3iK8F38/PL/hyFMN1GEMABHEGPoCXxrDBBFeTfWyMTREfbU2AseIsEbzyb69jOFc4HGgE3Cb87y2+16Z5em8Vsf52HlMmYYCcPNp/TXud2yOF2GKMbSDMW/BtWvgr/US14IJfdA57DsRehnz0VOwsUvl/Ku4/P7uHZGpeTOenftleDlMbCbyzffGUBX4HdBQqdNN8IAQwBlQAAAgAElEQVSvUAw2LNDJ6Z5LndzW2WoVzM8Aptu/M2DaUNjYoXL/fPOVCO/75yPbVEVcwvfgXL9f7d+5X4jQEcCYV0rAJH9TSfuVivaqhYaF+IvNawZwL+ovWMS8KCaHFLUU6oXSmHosQYORPmk1rP+z2q2PUbObeVaD+h1q5/2r/fs9itY032q+Z9m854D8F+Q/Nt/7UF+kW1D78QHQd7azdqfLNJAmKBRwPZDaqG9PigDNxZOl3I4lOV7HhD9NerG/PLXxJDJE8fSY7xkgEzJ8pxrIZpCdsy8/zHAn0ZuFx41p3xrzyqdAvY+z8+gqkH4g1XJVn3wgNPhzJXNkexJVBrJvinfPss/chE+zuhR5X2j7pLn+7zavtX42s3ybu8DXZzY/ZmqyD52OqOx7dXkpHD0u1RwPcgDML4VeXyU/B3ICyGexce3VJzD/Tlzc+/f61SBLUfTKMtSP72UY/G0m7Z/Upn8DuTMcfp3HUT7Mn85ja+Ea6PltIl+9luu4THUSmBzCKvV+JRNz6KjHYpHyiyJnwBOTqU09vrCbi+6oDfW5aByhE0GORs0A9kNNMXdJtZiC/BHE1e8g9lxwgkA+Tl7bM6HmWAtAmvl736m/rija28fa93hUMVM9hLybg3zq473ZIE2zL7/1s2EpAKJWLoC0suVWiqHmPQ+3cCyfPQqyRy7qkW+Ehhi4x+XeLajCsmrS9eogd9nNuS93hzQ8dUFjkh0du1a3EVy9PrHvBqyHOZ9C28NSA3T8dr0VXLLFr/AQx18VuHF9ZkKAPABfPOVPsSf7oPgCf4vfH4BcCvJC4viuyL/5uJiAGf87f8w/E+votoe64jM0FEGNxOfd5qPLPkzTlruhCvasYkn62Rflk0k5yM4gX4IMTuTrwndgwQq47CgN8zDS7mNHCvQRv2ab3oGRisrqIiVS5Ax4YtJ1QhowD6RfcOXI7+wEtk/q54IV3OCWVjBiYz5MXjsCgdzmtjHz9n78pN53Jsz+OHkR3VEJdbYfGlLeTUDm+3jvZZBO6fuzsg8Tikp4JchrMPLnbDe47jxEh1ZsNyy6GmSVT/GU3KFtbwK5w+VeVZBJMPXPsfHX7iWY8xnI6yB7hcBPL9QC5vAkPh6H2dNU0VGxDtVtBF8+C4M3Oax1rSqvgd1/hkHiMgZ+hNppBVpUWWs3r72WewQGOd4Ktb4VDSgYyAeoT2x1e+1GMgSiylcK5mTtyqWwYCnIncmKi7h2HAbydDA8549Ql+FYMiBPoMBClazAVNkw/WU9qY5v38t+UmVCNiCD8UqK5FiCPb8tlDYsUu4ocgY8MekqdH32CMiwYMuS+0Hu8sZTMBMUSAcCRlIsUsr2PtRuhIIIiFsFZDzIY04T/o5EVqP8HSE54KMm1mt8vHc3LoieznNL98Xw3giQCSDrQV4E6QKtn9seTwJRc00B+UN2+eRP2J18IZBbU7UrDGuhp6Xx46/fWqjbKARerkZP6Q+Ku1YVdaWYCFKr8jst3cblIufr10llYIorxZ5wbE0lCKKIkhX5tYytscPWQOfJLgJgVdSE8YoA2mcXkFdV4SO7gDxEFuAm+URBnaxZIf09q6TYPan9qoGUghwfdX2jbWvpj7oYVfqe7P2dFfgl3Pk+sf8ufR/mLyIAt4gibV9UEMAwiYF9G+wLex8PP5TBv9rCQ82Nee7FAANh3gOLvjSmVwnsWc8t6GjAQAZHQpABVYspVRJhtjGsQZ3XJ2WZ16/G0BX4ED4cY8wN+wcRrLaQUgzQ5PjWsKUMnq6rwEuBp/XA7sZgRJAM3psHnOR8ywmA4oESuLk3nHodcIEIGwGM+WIK9DvOH6BQuuQUBDmovBNTYlDlnWrAbQ3gwM+Bj7LL2Q2co2xFdvkWdKqBAoy4pKkDYULVxPH3l7rw9e0ECOBgDMOAq9GA74vttWrAk0A94BwRJz73cQHoqLdnDHyiCtADBZ/YCehD7N6vwG7AocBD1WHhk8ABSbxVBW4CbreXzhZhKpQDdDWG2wBEKHWo2gDgR+A/3lrCPYmwyRg6AY8BbwPVgZezzTcfUuIeap8G+k2mXp/c9jjG0B7t4GnG3D0Axl+pc0mNajB6jcjBn4ZWkTxPxnAi8AegZcW6kZxE+MmY5fOhVrPEO8ECzCX3nzE8A4wxps79sfl/x9mnFJNzKgghEGIDWjcwnT+C506KbZY2v5M5+phbqtMQTq4FJ12ia8AY4E8+0M0ySkcA40PKu5ic09MoEuKkbDMSYYMxN/SHnyfDhGrZoeIVVnJGndsY4PcYSyJsNYataEEbMnh1HnCl8y03FLpli0V4MbH8zDdSXlNi3kccBzVqwMuBt6Fzfw36Fm45GBpNyy733AmyBZRqAD+43w4fbdgYRgLdgFOgTjVjmj6lytR9G8FVpXDYWSL85Py2m2C/qRZcR6yfbwV6AdN+hJtq6/8V14fE1ysB3dcY6gNPoaiU24C+IryRyMP/VsI7NxuztJXdtD4ETfvB70ugSTOoc47I9ZkohVyTCNuMoQdwj2V8cxD55kMKSnEtwjbgGmPeuR7K3oopMTYCQ8qMea6kENe8ROVY5sKRMewNPA/0FGFB6qcXzIWNzWAt8AQxhcni9SHyPAgWzYKLL4G/N9yR9inFlCJFfRSZKYVpNqXH553LnWOshGeWhSKSZg1cUaSM2vz3aLDqQHz5dlR/qFzXG0X6zQh0AAV+cDQjzcd+Q1EJv8htf924Lpj8a5dAhzfhhvWF5McTYl/+HWRw5v0RxHomBgU7m6nfgJNJYLeF6U0Ck9/psknXxGSe25arr+CJi6CjuAWtjuPvDJAVaMDumSA3O5ffY0mSGePWWPnhAKmhZv5i+WscZN7bC+Xj3Om/LlnHRayGomLf5r28jqUK3pKMaOu1THee3fzcocO0xD4rtd/peWUxcKfsYnwWqbAocgYyZjhEv5PUMLvh+LVY34OfCAFNsUhp2/4DkHODySs//aGCCNzsr94DFhIOsMXMTBUmdjO8Hs9Bka9cGjGy3K4gmwghnELl/iq189tlW4IaHyD7gyyLqv3yiVC/MlfwsrDQoe2YvxdFKNxLr/nbtFf2DTtjivM3f/6U2Bj7UKB70ga3q0Crz+CksfDJA1ah0x71MXsARxANL9D3wQseIA3QkAn9QJbD38+KenMc9lyeOT/5ueb5q0vm30Zif/SbBd9MJAOcgWzDqbjzfNKbLnNKK7hoU+LcH++/W+G3W0Sq35GoYMxBYylMvxM305xtAeXvmA4D5omaWBRTbtMzwOXAa9lnlX/+UMEFbk6V3OptBJhvDE8D90pa8xjPaR2wRyYviCDGMA8NGv9x4r1kE886u8LwrfD4koD4zTiJsMEYlgNNgNnB5l67dqy/lgD3oy4stWpoMOxAxsdKYG9jqCrCL9nzXNApIVh8cgrDxNgYqgAPAMcCp4lUmKP6Mz2t7FvU8inY2LLyN79msf5euQKORn0Dr7Bl/AjsDnxwHGw8Dm7aBP9qDf+4HjWXHSzi5OfrxvOvSf8HZz5rUyNgsQgPGfN6VVj8aqLZY25N6Iyp0wrOeR0erZ0/Znz5t+b5T5l9G85r64CaMG4/8NofDXfLzhT8dwc4v79nO3ioSqKf8UONYeVLcMjOsT57Ajv32+eeR/12k98rBpjfrlPUUmimFG7AZjfNStvysLQhKPz8f6Ju1x2RULTJdbigeGWWV+0S6Lksn7RouTDXSW2SIvVRc7S1KMJmiwD67DWQ83y8NxYPCIJojLY5IOdE1W+Wj5dALg04z4GJ2t+KwMTBjw80EHn9KNsw+zpkf/KChhzomsNxUxXkX9bKoU7ivWDmg3RrsPeYZf1mg0wGqeleVmQngV1Bngmy3fyPvzOmQNutUfCQ+Ti4ZjN8VnBI2e59PLgUpE1FfWJ9cl6Zi7mz5/7Idly5I/Se85PzCW3nLYnz/6ik+8n/V1DhnewWyTtFzoAvpqldAtevVpOzYWVBbbSdJ7XO5V7iG/kvr99s6L8gH8w7dkQCeQPksmDymnQLXD0/X+Ia5cpcJ124FNS8cRDIYpAPQS7IxGwmKa//gHTz8d6tIGM8PnsuyCxCMMfMgN/RIH8MML+rUfO2dTBxpO2v78MYHzoebvgOun2aD9+B/zpkr2wEeR7kknD5rBBUTxqr8cfkHSfFVpAK1PTffPz9NmWJm+UKunEDaWL7ufCcC5/AkSB/0t+5N3tMrPdogRF5uUGHtofByM1w2VQ7Do8AmarxJU8amy+mq5m1d8W4umIRTBoF8o2uB++P1mvJmBGlvvojez/EM6ZUDscyTODk1anDulS4AHSUxOfCUwoWKX8pcgZ8M47MBbkC5NNg861YvPrP1w19WCeA4Z1oFimjcXQFyCsB5fUYKfx/cl+3LlPzaVJHnecvBvkEZB7IVWQYtwiN4znIR9mdQZ73+KwBeRekf3R9J51AXvX/frxwcMU0WPAtyFsgz8W02sGfcGwv81pwp2YyHuSCcHh0autBG6HFwanfuewDGLoqV5tz97Zs95L3eiYInK3CDiJu5/K+QY6FzOrapixW5qgUG/QzxoXdf2na6WqQlxKvtT0MBm8qtDnAKuVnQb/5iWAqYkBOgcGLU59K+z1V9zeW9flZtvyKMTJLNOC80xy860Vq1TbCPjtBEv12iz6BOyJFzoBvxjUodWuQWSHl3xDke1KYqmSX//aDrFXIBFIHF9AQH3l9RR4EygWpBfIEzJ8PPb/Nt0k9tqjKK6jZ4K0g9Ty+ezvIKB9lHgvydQbPH42enO0WURsdCFLq710n4aDfWpi/mDgTwTAEtiDntSiBMNxPfzpldPKCBtU+Kxwe3dq6zfOkOGkHOR1kYq76IR/Blzz027sg7dz5D+P0Mb6ceNO8is198qlPt82wcC1IF//lZdOvUsUq8072Ni7zf28D8jeQIc733OaEUQljIlfzlvO4vKxcTwiPHqfAM/GKk+Rne/wC/xUYtQ0unJQrBUuR8osKDhhGHXKP/COctgd8MhQeqAONAy9HhG+NmTMbRr9lzLZfgg+qGX58qHxI2cbeCTuJUG4MbwMXAo/4zccYaqLAIzO8PR9OuxjD4cALwKdw4DFwUQ8YORyWzA8yrl02SQQBJgOTjeEQ4FpgrjE8C9wLdbalaJt1wL4+ip0PNDGGKiIJqBJuPH5lDK+jQaxv9FFetmkRsJcx7CZCRrGjtO0qAAsgFoC88zSRV8srngon7mEw85oz8ELv842pc7ZI+Yf++fOa3EAvmhxtDOcBr9lxnC7tRApgmOySW1u36ghsNYYN6PeSTPsBbYxhqMv9dUC5CL8EAS4VG2frHoCj2imK4rtXRT0PpUmNgMWQ/J0c3xp+XA0vXxg8//HfbRVi468HCuDUC43Rvg2NxzjtbHhyIzDWGM4GrhZhnZeSAgINOwcoB5K+x/zY2/hcY6uA2/rgNidMXgUT3onFQw0GjE35b3wv7H4i1AZWfQSzh1bkkzgu6zWCX06AP9eGQ1vGYrRqrFkFc0peE/6vCrQbC1NrAgtEflvncjC/FlPepKil0EzIxeH853DMQWqXQN9VYWn/Cllbll1/RX8SVZlP6QSSpR+UHA/yVVTtYk/XrgRZA9Ij7vpjIAOjbmMP/O+tp3wLv4OBG9xBJ6QnyOM+y1gBsl8GzzewFge++yXLNpkG4tkfGaQmSHcYXu6ssQ7ffyiIeU3H8lmv5BqkK5GH2iUwYF3lcTi+D8h02zdnkAYAAwVoOTkcHls/69bW9pRmNzRcx1Go1UwHHR9yh33+XhREZhzIRDScxGKQH0B+ASmHmzcEsU6BHGC/v05h91327SrVQLaA7ORwrz/IP8MpN/6kyQm+v205nD8l+YQGDTP1AEgpPHlxqlMokJ1BmquJeNbf6btOp5DBAhD5O1Hzu8aC/APkar95pqu75nH0ODX3Pa9MT+sq86TPXVDqNY5g+nLdTjEvnKhr78LVcP4bheLDWaTgKHIGMmI2p7b54ZYFTQ5UATa/BaR8bkP3cjNbPOzm+XuQfb2XITuh6KIHaAypQYtgxBbo/AG8MxzkWtTM8S8gD4M8gyJbvg/Dvw+yXVDglSdRMJPD464bkKUgrj5C+UZwyjOpFzPpRJIPSgbtNBHk9AzfuRWLEpj7tpBHQAZ4eK4E5C6Q1SBvwMUTo1IwuZj+LUv1Ddpxeggak+1ZkDK4ebPzpmVETuqhfM39Ci54K9k0ygpYl6IospNBTklRt2kgJ4QwNvaAOV/CgPU+NrrVQLaR2mTUCpGdXWICXjw5A17roWaDjpvrfCNSxLkEORXEc90zKzd5vawI5H1umbd17KWelfcUPZdZcJPHQb5G449+BUNWOPdrakVRbG3t+gmM2AiHNXF+JjslZzZ56Hp+ySQ/cyAa19PVFzw9IJI7iJCzYDdLoO0G6DA1cY458Snte291gEs/TNWf7nuxkT/Bp/+Eft9tz3vRIrlTgZmDupkZ1A/BzCBsk4Z5TWDu19BudnCmWPmWcm8WksrMBcrXAHVQ24oKqvh/D+BTY3jM4Z7T/wDlsHATLNwb7qhhy2sFw4+E3V+A41YAq1BTxB9jtPxuqHV8Iuf+2sUYmqLmnx8Dx4uwMe72wYAA8zLNN7q0197OY+a0i41hG7AFNdX6LWVg9lMRK/DdDBj6C2qq2kIkMcZgDtJ0+PJEY65umVw3GwuuHTAQaAn8GzhJhPnGvFkC/ZK/gYUxc6XwUmUT0513gtH14PGyimeMwaBjs00cbQEmAm8CN8LEMRq3MNn0qjq5MCszhp3goCYwrqUIm+LviZoTP2cML6JxRp8whgXALSJMS8oqZZxAn7zVA96GgyeC9IG7psCsqbBiubc1pE5DuOYXmDfJmGVLnN6xdVxvzJLFzjEBD25uDKOA+0QoxyUZQy3gf8ALIjzgq8K5TyVAqcu9OejYDSGN+gRGXgJjbKy2vYDShfC+R1PCP58Wi2UI+vfvDWF4N2h9D/AgMEOEzcZMe8r5+3KP8ee8ti55I9nUMXEOqL8vHNYCDuzpVAc7F9QicZ2tDWfeWtl80T1mnTHsApwJXAycBfuLz71HVXCPbZocM7NyWl1W2WR0NlBWAsd9DE33Vu+CijitjwHja0GtE2HjiTCsvTFfvwennK2WqU51aHxQ4pr38xZodGzqmI0zR0K/FpXXhEN6wyP/B3/dsxgfcAdNUUuhmZC7NqP1s7krK6iTQPk3yOCo2zSa/gpPk+9e5q2/gmzUUwaZD/IFyCSQV0GeBllknx8FMhSkN8glIGeBtAI5EqQRyF7EmQn5qWNwJnPSCzX/7O7yzGCQR6IeB8H0X/vxaJiJlfb6hyAj4cFzvWqMQYaB3Jc5T9KD/2fvvMOlKJY+/DZIUDwYP0FMIObIVURRzIDhqkSVqKBkyaCIgKJiuF5zuOaMOWCOiCiCORAEAwcOkqMEAQGlvj9qlk0zuzOzMzt7ZPt56oEzO9Nd3V0dq+pX/PRtvkFK4Jk20Hd9ct0umgWfXm/J8PeWnNqEAxh1ikK3d/gqSvMeS05fQgFSEjR9MgfkCW3bdHNbvTVvszq57oOsm/N8aDTlWJDvXb5bCaQbyFwU7KhevA5XroT2XwbVB2jszR9BRllt2wXE9frnVcPi/P7Ik9BwLYtBBmOD8mu1y9uoyWm5iRtnyeRTGeQ5ECCxlHwP1Ln83rP9o0W6D2WhCJ7eLJGc5+bm71vr5AXWmtQfZATILSD3J7w/DuRrVIM+H2Q1anacui5/AleszFYX1ALmAjQMyyqQD1HE6Rp+11jUfaKL/378ZKQi9CZq+i7aHAf7SQX8seOx45dw7jvOmsDe65LL+EPgwiVqKprJVNVeixlFCJQiFQ5FzoAnZm0XpIF/Q8/6+SkrqKD0UhX1uyjXwZSz13OXOtA/BXK425IwN6TOE9rwv6wF5g7UN2an5O/2qaumEe0+97L4qhmHXXnnTQxLtqzF72lrM3hIhvfeIsQYZeH0X7ZA1FLH2jCcAXInDF3ldrEHORfkHX9y3O/PfJvLwKkv2tet72yQE5w21tb88j0Rmd+Rbt650eJ/Lg6HPvt8tm8NTf6OQ5rHIMzDiduaUoe+IA94/Kaq9d1CmPoWdJoTsN/vXqhZ5fCEZ2+BtHGfh59LK2cTOJBDQV6xNvW94JD945clvWfCj+NAKkUhhzm080iQ6zL8/iVIwwDL2w71M+2WWz7u+xZkCEx5w8uB03ltvWIlyHvoZc9jKMLmKC1DelkHK0FRaRuAHIyir++AjUkySH24ao3ThT9IO5BX0YPfe+jBc9d0mU1dRzqWujCVfgKks7d2j42P8z/VPUSnjgntmhBXcKQkH+ycg7Nn9gls+Lp929Qb4+cCYWvApyhShv6PmgHPDCctSN2Ww2DxunH3VtbQVUHnD9KCHIFIygOBNIVffoz319lvKvCHe3AO72U6TWiNngU5HmQoGi9ttbVRvkPBHlKDwLr1P0ic5BPLazgru2w1HA2XTIGB8z0cAA9Hb1Ifw0YDlPBeZWuR3CVqOfDehxk3nTuB/B7/28vttxwIMjM4mQrbt9XfDS0KEvESAWhf3PjXYuvTl6zpQw/tv4Hs6K3d7eJg5UUT+IzXzWDCt9Wg83cB+/3WQa0VBiU8296ax1yHMQnr1h/kaEX97L/J68Y73H70Di6CWunY9r3m17sUus0IULv7iCVvOY1Xt5eLaFikJSAHe8vft3atImrBkeY/mPKeseaQJfBmD5sYmH/ArDXoxUcnsmhjk9eR/nNh0q0u+uIpHCxr/LR5OthPV4kf7DIHZ08GkTlnC4hM0GO4vAD4FSkcipwB34xTUhu6Lw1bcFFty2EB5/kCOd76lQdCb+u6pzwbgZqGhWIe5GEhrATSEORKPYT527BpTJ7U+E2DBJo4agJT+NjZ2shVzvJezPRrKchFLvI9GeSrqGUgBJmqiJoQVdC/Pd1+VwL5M1tbp38XjbmMc906f4dD/FLUPKrUy8HAuXznsZTt0OfA270gHkyeozNTQk3TDvX/fXC8gxyAHqB7pTxvBfJ+vK+yH3bCvNAoNI1CDgiRn4CcGlR+WcrqiF7qbZ+9Lm76N3vwcZBhXsZhEPUHuQfkqgy/VwMZjWpED9B18cPLYcA8teLpPxfe64+HS6SU/GujSM91srz3DEiHoGTeHuynj8DJ6+C0JdDGEQnbb5n+x0oxPuDWSJEz4JvxPC04aADwegHmtz2qodk1qDyD4y24IKcge6CImyUpzytZbdox/HrkauaSfcMWhLYCNVM9IcPvJdbiNA2Xt7cgN4DcELVMhdO/siq2GdC+7rrIvY+T/OK2DZP7OApNYElt6Pl7ct06zYFp71uHrg7xw3BJbfWbHLZR/UmC0FA41XvYOjeHPpu2387a8F5Y2O0uu1gy5oiemS/eUXPL+SCX2Pz2NEhPL5tzfbdjaThuDpnnUfQCp6o1n+2MhoXZE9VyHmDVtR4abqchyEmoCeGZqCl3SxSVtQMaDqcbyGWoD9rlqJXH1SDXg9wMPab71Fz9ZifTzn161hv4uNQEOQS91Ds883vBHT5RE8ylIAf462N/hwWQE0EmO/x2EHrZ/hZqTv2+Nf5eAWmbuofwL58yDOT1LO88B9LOud7Je6PsMp9NU+i9PYuauyIFSeUMHTQx5Q158i8ItJ3OBSaKsCzAPHNOAQWPTUxdgOdFWJP4UIRNxnAJzHrfmG7NYIedgw4inx3BKzU5BYF1RkqLp2nD4UYb1C1PSIzjgNOAiak/GMMRKPrnBKCBpCAVZkhNgMs98FCe0u/AjsBKRaL78QfoXh3W/ekCZTeGEDrDfXHThsPAJnD7bvlE29S6vT8SrhoAc2fF6/Z4mTGcCPwXGGDM87dC81Fw/74Wf2dBj7E5jF0rOc2xpd+LcIL3+rDOGDrArHeN6X4BVN8p89i3Q7S7aj38MsJHZbykBsA3Is4ogdmTExqfe5kxhnrAu8AgEZ5N+a0SGqz7SjjsP/ZIipueNIb/oZCqFq2uBN9/BrfuC0tKYeNa6P0JPN3DyjMTbZP59wP3sJ9HjzjZmC0BuDe5pL88vGv3zTowlbzuEYyhMlADmJf+q9N4qNcYWGQMnwDjLZohgqTnH0N13GNP2K8eNL5R5PSpTvxoSgwiHyvTN3pjf+BtEX+I0d7X1ljadR702M+Y2V/A7JkJKMd9gbusl/ZEBeYRoJUIf/jhMUO6FZhqDOeI8JbDO2nooOl7oxlA3/OMaT4N1tTNtHdIR0t2Wp+M60q4z7OYislFivoU6pfyqAn8gmCdwF/HhTlfeW5PNA7VPJAj7H8vqQ09VxTKTVbuQC0ljeDURdB2o/oIegOuADkb5OOUZwakq3Vr69o8xfo2psnwZPZYXogE7bylXXKN1gdyO8jl3sv8+iG45Lt8m8tg+YA6/GZALoChDiAKuc2F4ZkduY9JlXxTfsIz8NM3IP1DbvORIDfmno9/EysUQGOx+kbZaSDkdCxzb2dtxMAlKHLiM6jW9mE0GPZU652bQK6ztGdDUZTPfiiYR1dUy9teZUxagJyD+naejmrpGoLUR4PRH6KItBeXpfsEHnkAOWhV8ym/IHVBZnvND2Rv1LTzUdQcO9b2vbRtxPg3Tw3GtBj1p14GUje//WBX7+7L1DRSBGSGJV/bhc+LnGH1TxqarfX7yyDnp4zhBL//Mkl2/5gu0EGy9amdJrGo0StSIVDkDPhmPE8DCGQCyIkB5bWTtWHN2V8n+PZ0Wmgu/g6Ppi4gzUEyoGMWlu9IXJ78mLkEERhXSkD+iC1MxM0/p4Ac5EPOLgB5K2qZCq+vZDyWz461eRjr4dvu+AibgcKPnxVBXSuDrHfatOg7XX60H7udJ4PUdP4us/l3OD5QuY19a5O+jAyouAG0+bsgzfLd1wnlN9JDxKudM/hk3o3lY+W1Ta3D3dPh8F44vkXKyyVzvcgvSGMcQNu8md3aHQr7luD9pm0AACAASURBVPmRfTjv3dzGTKxPLpsNl/2a7z5xls9rNmean8LjR14GGenw2xiQlsn9PSyBbzswl+kCzQUu/Bu6LYQ3J6ov46Bl+u+bE9NDOvRZq+8W1j6oSFsfRc5ATsznYcEB+RgbJ3GfeXUGeTXqdrPnrcUH9hPSlStBJqMwzI4b0ZR6voeNzx/IjiCtoN98+01r+YtLE6DvzyT0hv1IkJ9BHnLb3jZ5Pcw/OAYlyGsgLaz/P4WHUAggp4J86qPMxSB7RFTfySBHO/y2n8KS28ngwAUoGMJ81ALhalTrXMM9gNJ1J8OwtUHNsUFoNayD/LeEEHoA1a4uJ6LwPdYcsEQPIxk1T7/FDsLal33XufcJvPQH6F0W9SEtP+05doiiebr1D5cuII85/+7bJ25v6OpwWWMv+yAVQC6H0qXQZWFy/3ZZWF78xwotDh0aasVWI2rNk831/7Hxl3jwcwrrcLX1zpmToMuC5PY+Y539OG7/VyG1S5G2TirHPoHg3z7dU/oL9XnwneJ+ACecBfOmG/N27UKy3zaG4+HWo6DfArirVrIPy7tN4Kb9gX7ATcbwMPA/Eebrt7G67V5L/XvOeAiuORpobgwVgfrAGRYdAUyEVQthbS1/PniFlgLzTf0YeA51DugnKT5AbpMxGKApcLuf78tJ+h3YMcEvaqiHb2M+ga6TMdRA/aGiks+p6Nj5NvGhMVQFXoQmN0OPjun+Z683htvmALWBo9GxOED/37cKDN0uu5/RiFrA+yK0DKYqufjfbkkPAc2AEcDVwfAVm8uOvxOOrgYf/9eY/PrZGMPZwBNAaxE+NWb3q+znlroHABvY4te6ujLM+gPOfA3+r6aTj1Dct+mumJzsk6Pfd15T+lrjpn9OrwGnPyjCLS6LqQPMdvrR755DhN+MmfY9rD3Ejewbw27Ak0B12Lc+vGDgR8sH7O8NcMcx8LBkLzlQf0KfKZAxn3NKlp8df4NBDxtzyOkiSb6bCT6BsbW9E3ANcC1QAfu6TANuAdbUgzu3TW7v+tvaj+P5y2BtjajbpZi28hT1KbTQCQ1ncLb/76O/ictSv2Osm+czst1yoghud6Oon8/DYy3S69Z7NcxaiYbBWI76n9wG0pQt5o6F3Sbe2i93TSAat2mx9f2BOfbngWhQ7lBCcBQCwTePQKdvoNP3cPlSj6a3BjW99RBbTZqQ4rOZ3/rKFSB32Dy/F0XQM140FPp+20n2t9AXfYvlv2X5702HXqXBxUQLZuyD7G6NmWODaeNo5yTUrHkxyHHxZ05zy2W/gvw34dv/gNySvYzCM8MPu39Q095zPPTDM4SEXO0hfNHpqPb+BpBtHPi8AuQzp9/j70WvhYPOR0EfV5rq/MpP/43wWteUdn0H5N/6/8TxUmZpBHsLtJHkfC4WNQkVSTYdjZFTPMB6Y/4p+6AilV+KnIFCJ5A3yME/pJAXXpB/WRsP14uk9d0OIP2dASmuWI6avjqazxWS70hubVhSG3os8w8qI/XQsAVPgvxFjnDYIH1AHo26XUJub9fAIg5t9B1IfQ/vDwK5Ozj+PQevPpMUv0eQ1qivkc+4WU7z0pAVIAvhuyfh0vlhbFAsk8TvczVJBDkfNZ3OGVAiynkapA0aa/Go9HZK3ST2iAFqDNTfT3gGhm2AM1/3DzDSsuDNz+B4v4HK5+ABCAU1y/cE7OWtHs7rHgqoNgpkAUjjLHxWQEMpXJ/5vWj3HyDHg8yFL+9VWY1mvXduh6v+SJw/rDY9M95XbVYnj79BAqMFThdoK+oLOD0hTyefwdR8Yr69/4x9UJHKL0XOQCGTDtB+v8GlU/0O0EK4ibPnSw63Nh4t/OfR8uNCrFue23E7KF0CZ7/pLdaPGDTY9lKQtvpsxiRoPc5PnMb4YjJoKbSdEOZi4uYg4+ew465sp8W8wRgPffY8NrGgMrz/JEiXYNrNlzajliUnxvq7Lqq9d32Q9cILyAF6SAtv8whyFYEgcMpokHtzzyeaeRoFaZkPcphzP10wXsd1w9EwopHyVfo7dFvsDfQk40b4JhLAdsIavz7ap7pebA1d67V/0Ji86/CATGodwPaMoJ57oSB074PUcPlNDYvf05zfiY3zWCzbYQKNV3tFsPZRHwMyAB+XzCHwso2C4tjJz4DFiQdpFACsaUL7NdL2GibxGMCDBD4TDfp+zt/J+aWih24Zl42Kh70iFSJFzkChUnBmS4WnCQQ52Fo8XAVtLk91i6Ate4O85vGb6tZB5AesoL25aLjyacrmpqww+XHerLdaF19oM29cUVj8az301/cgDXLn3d94IQ5WUhOkCgqK0ieYvnTSSoR7KArwELgTCpLSNLd88j+XoZdAc8liAg5yERaaJxoY/RENUO6NX+dxeecZILdYh9Fv4dPr4OLZ+TJTs4fPl4NQc+cVIC9C8/ft69vigwztVh/kew/9sS3InyAVwupzh3KbWYelIV7LRk3V54PslqF9GzlpokKqT3UUgfMbkDphyokLXuqATFKQLDv5afwKChKzv/X+OJDT08ttMEbXmOHWQS/Whg3G2Gv+Gs4qHviKVB4ocgYKlYJDfSws/zfUr28eAfg92Net41Zj0w5SCaQMD35JqAnuryD3g1TNLm+DF6NomI+D3IEiPPZF4cfPAWmkWsj8bGCzmBFOAvkQ+s8Nix/n8oeL3thmH2cgHUCe89DH60Gq5c67/4MVilLcFOQeLD/AcGU73ENRUIdAK68m1mFqJ/955Heetg5zs0H2dfFuPyxzZDQ8yjl+ZSmLOWJFkMbQZ1b+5hO7du+zTq0r5HoslwL79y6db7030G48oIfnZz30yYEgv4bR3w7lVUF97GeTQyxikJtRXzbbA6T9WI4dVIK21JAjUPeGpPUtuzxmu7hze/mYmNe7fVGLiYGwS50Mlg+DUA2sISH8kD0PQ1ZAx6+Lsf6K9E+hyBkoVAryJjw+OXX6Xv3lIjsA7oveml8aXJ6xuvWdC12mbE2Tn7XJ+Mjluwakp7UopWlgs8RpbAFyibVYXY/ekI8GeRtkIlzp2VTKf52d+OzwFcgJuiG/ZEpY/FiL7p/pfhplku6Ub79xRcGQvnXZb4eC/BJM2zkdrE5Z5ALM5S70kD0Ln36APto5JG1uMD6BKe1zD8gzufPVcDT0/FXDCoR2ALwKvQja2+X7I0GuBdkVjTO7bZiH9HyaxjrXo1Ha4c3uAAuyD6pxegFk+5R2uxlkuId+ORPEUbMYsAwcgPomv0IOlxdWXpVAvgAZ6K4/HU0Wa7srz/7gBtIJSpdDu4luDpde5phs8u4M/HLf2el8d5mml6tb+K4E8iNIS9Qk9ySHdo7FbN3Ovj2Kmr8ilT+KnIFCpTAWWfSmdS7IEfmvj+yD3jj2DCHv7VGznb2i7rc8tmcFkOlkceC33t0B5EXUrHB/+3f8y1s+TdnclOX8TmtXB+bsPJz8kWr+rhb104iZ54y02bheudY6IDSPHZ7QeJVrcKFNA2kL8nIwfNttVAZIsnmRownrDVadjsmfjAe/uQnicOlgPrgdyE8gF+TOo+wGs1bByS8EqSlBL4Kut+YN13EIrQuAASAXg7wSVDs6l5ef+UTbuXdZrgdOkKpoUPYfSTCtRWO+tfKQTw+Qh4Kso0M5HVAf355u5iCXedZBLxjT5of0/nRCq0w8UKWOr9izphPTTUs7lsL3z8GvM6Hzb9lk0lo7a8C577iVs2wXE15k1jr0zQWpl/DsFJg5TzV9F32briUvqQ3/fkvXk+JBr0j/HIqcgUKlsBZZaxOQBvcebl1kD5CZIP1Cyr8rHv3iCpXcm6dIC5Cv7Rbx5DzOeRt+LQO5jwzmMbnIW/Q+gV0WZPcJvGQezJyPhgupkhsPQ46HAZuS82+zOhmlLfb8nLdROPUPrIPfFygCn+DCXwXkRpCrg22/a/6GcxfF/UsS+bXTgEiVOER5tEAdudffabPWZgLIv0FOBjka1ZTUQv2LKsa/zwho0wD1raqVex/1XhPkeLIOgLeCTCaD/5bDt0+iADJjSDDjD0sD4XBZsQlucgQgyZxX2oG9Nlv8/Xr9HNSB01qHlsDr3bSsoevUd9I1UvN/QIaGJ/uyPcgTIDMI4SIYRcudCVI9c3/ahTEQ0VAwL3dK9wdtXgbtyuIXbXb9dfVfcP7H9r91m4aG3vgEtWTYoIfgIWvs+Wj3eTLv9cbACQ4B12MHV2/aa5h4i2r7t8hlIw1vZTevFE0+i/TPpcgZKGTSwd9kApy7QTdtDcYEcAiMIftVzk8dpCYKo35FSPkb1KzlzKj7K5j+dhXHycDPP8CFn6SbxNjl0XWh+8PciI2q4fKLDhq+SUpyWS0+gJmLQHbJxg/ILqh/47dYgDg+Za5Eg2Mn5d8ou8+IVAU5jbhWTUDeAxmM+mpWSOd/0DJFZwzMZ6YyyCbnTcvwv63x9AhIL5Dj4Pvno46zFZzsONV74GLUr+lTq/6/oOBVq0H+RlEelziHpYltBuVaNDacbw1L0JowVPNxL3pptLOP799ANdKr/Xzvj+fU8fvhYNSX/CBveaSOyctWK7Kp3KxrU7AbbHi4WfoFkdvLNHkRpE047SlHoprqxwnAvzhDOQ/ClNecNXktxqkvoJ18d/8RBi5M/214wsHvapuxK6LotZf/bv9br1LUdeJUkP3YEi/Y0b97PchnMHYItPhNrSViqJyJ/dpjeXzdPeVF95rAktpw0azkvBL9yZO/LwLgFemfTJEzUMikk0WnOSFoA8fjwUzFO8+xBeDUl+CXX/DgF+GjLg3Q2728IqqFUxenyf6EZ5Lfe66d+hukysWwRtD6o1wWDGujICA1o24PDzJwm7WBcmNeaazDzVJUu+F5s27l8RdIpeTnngKmP4Ki8bVAtbQ/Wzy9AB9dCZ3KwjG1k51AVjrL2knPgRyLmoo9rM8zm2+VJ/KzobL6ezuQ3ZyD3MfMwqQS6iPWwz+PTgfVHr+igbx3zfx94hx8wjN6iJeJIDv4lJkJ1hiLOqzQxSgS5cG59fUpL9i3V+4XWLmZ1ctXIMcF3GaJ812H8Puo0UHQf0Pmy7BM2nQ72U88+DnPRV7b3pmP/fcDOVfDcyUeQGPWEMMEGs2B8b+rprf1eOi2DLqtcjNn2/PppB1tMa5Qw3wVqUhBUOQMFDKFdQOE3oq9HTy/dpNqzxXhaoXkMZAhUfdVMHVxmuyvFvQWfi7INOeFcNhaGLwilwUDDQXwGVbswPJAqIZtuhee0TiVP4I862dzbLVTxs14lu+vALk15dleIJ3CREdETbMXuEO7k31BlqiPin+ZKiTKVfOjc3Is5lnMJ3R6Ut+gIXCWgeznj0eneb/nT6imcpV1GHoHNRe+EA1pUNG+fn3XQeND/PBi1WcaerDtG33/yUVW3bPWJ4rNc44IvEtxGaMvs3zHLgBOeRGmvotaPtj6ggdff3d7FqeDt/33qQcxe1AZP2M70wWAtqGT5rHJROi+NN1stcGYbJcJyTISO1i2cFjTi5rAIv2zKXIGcmLepf+W//zDWcRAqqFAKjn5rqTnm9/JCtVq/A7yf1HLQrjtd/xoFNxlb5BLnRem2OLj+ya6CshGFD7+4ajbw6Ms1MejPxaq3bkf1SQf62U8g5T63eRb3zcHedP+t/A2r6iv26/6/4xw/VVQ88F+/7RNSC6aH8vsN1ULv5GU4NfabjIJZBt//DlvZlHtTh1Lhq4BedWSx7Vw+bKg+wo1w/wLZJ+o+87ipyOULlYtjPNYdZZb59h+ufPmb6wQDyyfgxlxqtxMFzh7AzT/PF9+vLnOXfayn+gTGKtX49Vw3kR7AJUgtbqJB9Ck/vR9UReXkcQDbZmo2WlivdusViCcg9+Dtmv/Ceb4RSpSKkXOgG/G8+CsG+bmC+QhkCuDbZP83rxaGy3XcZgKnVxqZ8bAxV873xrmAvAie6PaxsNBZkbdHj7kYSQ+/LFAWkLpMuixzG27oZqR+jnwegjIz/a/hTru/wXyg4v37lJZE1MEJvDeN6gf3kf4BPrws5kFqR6G1lYPl+6DnoffByW1oeuibPLo4B+9CH6djQblbhQOb97HCshhINODk01/YRhyvdgOYu5Kl/1d6iiQyrB1GuYqXwfaktp6AE09nLUrg2YZzcLdyUjqAbNM9Nm/l+ghd3rC4TBmfTBM9LeSwGW3SEWKgiJnwDfjebgdt19QOgYSPwqkIQp+EFjQ53xqDKzb8BkgJ0YtC8HWK7YAdv4hMZaQVedDQBap30UmTYG/21DUv/JrawO7pFBu/j3IRMwfq5v3b5u86lZ2tX0HLsxlQ4Jq2v4kxa8wnn9Y8PvSCGRilndaouFcdkrmqRiLystFl3WpsoQEKPjw+QtuDtY+b/SsWh50mVwofe6ljg4AUduAdEYtAD4gh0Dpzu3m+QB/Dsg7yd97O4gly6Z3P94g5p3ggXZkZ5C3UK36nvmXtRg66CmL4Jwt4Hy5WdyU1NZ8mm+IhxhKzOeUhAuOf44/dpGKZEeRM+CbccfNwFXrQW63NlsVcy8ncUHpNwe+ezIY/rccogK7UcqPdjTWHhd/B0N+L5SNSfDyJdXQkALVE549BXJVulwEFkesGZaJIhr8uFPU7eCjDoegvjV1vX3nbnMfpIyjJnwOcRvDgt+XpiAfZvg9Fu+rQdR9WYjkHXxCOqI+dY7hWYLlLxj5DGsu92ZybRveoQb0meP2IJ6ZF6mEhnWYg/pX5i0Gpg0vfUDus2/39uv0IJJNi5com84uA87fHx/IBULyReYQ35gAqIn/bGs/lXZZFiX51/jafTco4SD4hygSvPjuxyIVqTxR5Az4ZtxxM3D2m6ifxmSQRSAPgpxBACEZUL+wUnj7siB8EUEuB3k02HaJLQADFkP7ScEfALceszTrlrq59f/aKBjJjiGW1x0rWLH1/6eibgOf9RiIIhq6voRxb+YXpKZF3gU5J89t0wKHmJpo+IivQPpH3YeFSvZz0MWzM5gNG5BXQP6bXx5zu0AIw6rDy/xt/26vlTBrpQLkBMcbqpXviZrCvwHyr/zLldym67Fj2IKsa11ym/W3vomBF5UltREa//IEq94PgEyC4X8FeeBALUp+weNFszVmeliXUaGgmAfTZ340vk79G9P4dZgJZ35S1AQWaWuhyBnwzTh2sV7S/LfqojHAJqFALE9bm7Dt/Jd7/zkw4K+ANBE1UWCV7YNvH+kL8kCwef6zACpctOGgWBuicb5uDrm8a0Cus/6/PwoIEZi5cB7brQIaGHiw+2/cmV6nawy3oLut8A4yIneBDMxz23QAecbhtzvROIrlrs/z24aJm79Lf4Afx2VqM5Bd0ZiDJ0fNu/s6Bu/f7c2M0+nd018OT0spVVGN3AIUbOeI5P4OBwDOKvtVkNaZEaKzr3Vx88W265PbZ4BA+99h2nuoGexa68LnEavOJ3uJdeehXn1AXvTwfjWQ0SBTyCGWq/vywu/b5PIcx5W1fjQ7HGb+Bl2seIl2gDH/3IvvIm19tA3lNImsLjPmxath5G1Q+iMsWgDThousLou/QylwK3CrMewBNAMuA54whrHAq8DbIqx0X/JTbeDDilDN+rsa8EBdKB0FdPBWBxYZw6fA+cDjXr51kT4HugSb5e614vWOpWpAzVrBllMw6T2gtzHUANoBB4dcXk1gqvX/mYAA+wO/hFxuoEmEzcbQCfjKGN4TYVr2b1aXGVO9sY6jmrWg9gHQ42WRp8qS31y4ANaicjcHuAe4Fli2EzzSHvZoacyx78OMAYlzgUP6GTjCcwVzS9XQCiQlY2gBNAeOEkHyzFO5Sla/dgAwhkrA19bfT9u/zzJj6IbO+0eKsDpfvPpPiXIeS2vRdc5v8jJ/O71bfef0sZq+9vpJIvwJ3GMMjwA9gA+MmfYNtD4C7tkrPnR6HGdM9ca5lpeSagNlzu1eATdrnbbN8Wvh4arJe4TrgR6L4dDHgMnATBH+TvzWmG/nQI+jdD+xpa6lMG14DvV6ErjWGPYUYV6mF43hIOAVdDwdJ8K6HMp1KKN6bThslMrXrFVw7r/goX1C7tuEtG6Nw7h6R2RSB2MYDbwNL/wHfrTke/YqOA3YY4egZL2YiqlgUtSn0FwIRSO8ycd3u6CBqt9A47+9i/om7Jb922BvaFGY8QkhtE0lkD/wGaDYPs+tThNoUBOlV0HuC7esktrQfy5cOjXB/+YpkO5Rt4O/ujQcDd1mwBXL4RDPMbLQGHnLQfZOzzumhYiZ6vhF4pPG5DkAN8gAkDtTnsX8AI+Nuu/KI4EchYYnqZnlvYcJ2Pw+vDoFr23zpglsOyHquV61Up2/ywcfqEXOLpl9xtwCj+QSqzBRMzbkd3itSwB1uxvkBudyGo6Gd/qgvtxdMmnVg5Vpx/APAYP7xerZ4gMYvxy6LbYbV6j/8HRysBQrUpHKG0XOgC+mtwzswSvg/I9zWxilBOQCkOdBVqLBgPvjgMwY9EHIOqwtDsP0AjXJaxJsu289PoFWG75k9XNodXRu1w8Hg7wQdRvkXpeevsAJ9JJn6tvp4BRbzAFXaBmZ/W8y5L83yLw8y9PwxA0ZcT/AAVH3XXkmkBusy5pMZqElqCles6j5dVenYMGJ7MfmpQvSTa6lG8xcBJ1/i3quz0fYI5Adrctgo3/3PxYGbIBW63ReKfNU/6D2CCD/RsHjPMe6TMnnAOuSqaqzHPTfBPedHW5fpraLE+jKpVNB9sr1MOog7/OhpJENYm1d6xB8ZD7lu0hFipoiZ8Azw+HCt1e1Jt5HrQnhG5CrQA4Ks3yQW0FuDL6t5GaQa4Jv/9NfhmEbtwaoepBvQSTcMpw2DU3HWIt3hWjbwJ3fBkhFDSBtV5dz3/Fe7nEH6ubEHqlPeZku0FmS34nd3GfeKKK+i2sJwSc3Q5k3YSHMWn/fAfJ6WLfvhSQfIbdrVWvDfH6W904EWYgLq49/IsX76pLJcM3fMH4ZNH4l3nef3YQiQu5XCGFJ8hMKSuqBTEn4+zyQ9yzcga+g7zxvoSKCQogVA/IxSNcA6vguFtp0VBY96Qd6J9CV/nOti/H5KKjT5da49aShcw82JpVAvgTpm2/5LlKRoqbIGfDMcJ4mMDSW0akg96AAHdNBRoEcFV8cL52aGkvOZ1mHWhOe7Y2f/7hFch7I+8H3wS51dAPRerx3MI7oN4we+mU7NJacgGwbXjnOt90gM0EOj64NnDY0+9QFOQI1q74b5DOQNTB0nX1dhq712oYukPoaaeBep3fcmG7JZPKIRmi1VT/r/81BykB2jqp/w5OPSA6CDa0D3q5Z3vsPyJjyfPAOoK22gZkLoPcfKRqhjTDoOHf9Hv487gYALoC2aAHyesLf12Jp60F648MVIKgDNMgx1t6gWo51PAvkOz1Yhq9dtechdT53Bl2xDsB1QNqiAF5fohd236AgbR30okKMQyiTQxQhPXs9USuCd7bm+aBIWy9FzoBnhiOYwFCNwbHW5uFXa+N2B8hp1gSdczBikC9A0swxctlkQZejYcQGaPlxcLHscuGncDaMLvukN4rWOBGkaXjlOF9sgDwUOzRE0wZOvF29CeQnkGdRFNVTQXZyfr/vbFJ84bKXnQ2p77KZ0GeV/Tut1rmTSXkJ5MI8ytQjqN9NbVTLm3XDXchUaH7CaEwzW/TVhHeqoOiHF0fdftH2XZfJfvou9zXA2+ERJoyCPrPC0kiifrp3Jfz9FkhL6/99QO6Jtp/keZDhOeYRCxdxQnSawOfapVt2NC/TwO3Z+xZkW5Dj0RBEL4L8BqUroM/a5Dx7r4HSpXBJVn9Sa91aQIplQHm6rC5SkXKhyBnwzLDjBNbsvfyULwbkMJCrQX5I4COnWIRoXLiX3df3gvEgR6NhJtLMBcOD8XbiZ+B81OQkAw2cX0gbxiz9Uck67B8LMgLktvDKcu4rkDYk3FLnvx2cDmKtx3urS9sjUY36qbnL2kjr/91mQMsP7d9pMMZlP98AMiI/bVlSWw/DXafD5Uthwqhwysgn5Hqr8fbyEU0wZVR7PxNe65KpHUCORE3+94mCz0IguPAzP33nPC7PfQfkIJA9QXZKXQ+9xymM9d/QVfBEaPHqUO18/4S/F8bkAg21dHe0/SR1UZCsnEyYrbq8oG3b54+g9wb2Zcb6sdV4uHIlXD8kWD/Xxq84XDqWwdgrMvm1Qod6MGwtdP4hkZfydlldpCLlQpEz4Jlh2wHadSGULga5nwDRMN3xI8dak88v5BCLEA1EvxIu/lfy5qXDdPuFetAy6xC6FGQjyBw0HuJLIHdC52/DOHA5Hwo6/4CanGSgzj/YfztgEWreUTB+OiAXYSFHwkPn6QIWZpyq2GJ54WcwfD38798WHzVQ5DrXgdeD5avD517lyBqjn0P/BcmLq5xtHayru2+TzEh9uS7YIBeDhH4JkY+NRb43LyC7wKBFhXaxA8+0gQGWxqFM1DS49TrVOCTFkR2C+lxF6nMbXTv50wipG4BIOg1ZA/IzetmzEmSTtTb9rs+GrrIvr9VY1LSvckRy/AZIc+v/tUCWsQUkRvqToCWMrq++fQx6/pTLGoQGqF8B0gl+nQONng3T3zO8i+jEC4JTFukYT5XF7j/rXuzX2WoNNXg5dJ0Cr3RiCwpsqil0h5mw+77w77cKbU4rUpHCosgZ8MW0jb09evP4kLUAtcwvP/I4yJXWAtILZCyKNvaqdbjZMZ339MkcJr8K3ZcmT0zn/O3CpKEKaj9/Iqo5GgR9frNfqHO7oc/FlMT5245fWG21ErX5HwVyAik+kvnzQ5EKqA9okyhuBS2ZmQpSxfr7R5D6eZbpSiD3wa8zodMcr/VH/VHfsnn+EB5g+rX9G4zJhNSXi/8NyHEgX4XfnvkAuMifmRfIwSAz4av79RKucG7N4+2QOXQISEXUl3WrRGbVcXPpArd9h6KrXgHD1rmVMxT9dieQvaDdF/Zr0uUrUDCaDSBz1c8+f5twDcz0gAAAIABJREFUa6490vr/eSDvJfw2AOSO6PspN7/I+BzZb55aUuQeeiJ7mcHPR/br8QBJPgim7Y/+D+Qca18xFmSVMyjNiI3OqKXRWDcUqUhhUuQMBF4h5CTUV2kMyJ55KvMoXbzihxbisQhftw6E78FHQ+Hi2c6bklZj0yem6QJtVnvfhIezIQzTJ9A6eJyEIih+j94gvwRyqcJ25+cwhmpyvwYxUfhPaLnyGnFwgntArsjjGNoNDS/yFsgOXg9Z+n6z9+CKVekXHVICM3/T0C5e/ILCQSoE2Rm9fAgVFCA/UPdOZQxdB/I26sfcE+R03ZT704Chpu9L2II2+P3zcPHXUaJI2reD00YvaYMYg4Y/NEqeo2urXerAVWug49dOfYeGUBhh9flzcHtTP3NxtrkUBWPbBy7+Ll+bcGuuXYNlQUQCKIz190CQ28Np++yXmsrf2W/msgbZr7sdS8M3FQ9+zssMFuZOFkEOdT7ojdisvuZFTWCRtg6KnIFQKqWasWtRs47LyIMpHcgEkNYOv5WAnK/+QHaTy5AVIIt1AhKbianJRK8b4DA1WLlpXtx/C7I7epB+Hob/mY+J2doUfMUWYICokNSkpsqENLAOpfnyeT0KNS0e5WfcZD/ol9SGS+YViuZI+Rn+J1w4IVztcpSawDNfBzkXBfB5EDWBXICi7U1GL1puQE1jG+KAVmqNjT6oz1SjhGfzCSHOae7t4O5GH6Qripzo26e7PBPIUJBHbJ7vYs0Dy0CeADkw/pv3NcDtmpRnjfauICsS/t4CCmP9PZgQ/MGz+IEfjFoUvQiyxBlx2d0aFB0QTHDlJsjbings2MR8z1nkck9RFeQHtT5ymiuLPoFF2noocgZCrRxyCGru8znIYWGZE2q+zb+CdhvVRr3eGPtbPacDRYev9MBzwjNBTtZhaU/y2H+7gbQHeUrjEtq1XbCHMVRLMgNLSxIl+iHIhRYvtdDb6kA3qenj4d2+qFbE9jLDXZ5O7dVjuvbjgHlRtad9/fOlXY7KJ7Dz3CzmfUehJuRXg4xGL0BWWRv/Sdbm/yoUqn0iSClInYQ8jkTDmHjSpIZp2h1vh+ESb4sy0c3jMIGGs1K008ba/F+fbxksBCLud7xDwt+3oGAkD4HsG2zfZF6ToKQRNFmjfTVS1BomNKuP+noBEONr2AaNz7rFOuVykFuDL9dRo7UeZBbIY6hf+t65rkHRXWTamm5ugpc75Z5PzDfcXVvE+7fPb9BvDux7WrrrTTAuBkUqUnmiyBkIvYLq39UDSpdDzxXhOCm3K0u3UW9e5vWGU/O6uCwfm9JCJNR/5GSQG9Eg7atQs8iecMZredIEjsUyc4v3Sb8/o+gTa3P6krUh+xZL+xJM3nYLa/9NcNeZueXrtOHo8StIJw1Sbfd7/v0t8n3Az8fGIrmMNhPg11kgJT7kbjeQRiCXWAeBxHb6zRon/wNZhIbNqYtDnFMbHq34jt43+W4Pj/pevTHQfp3m7+wbaNW5plWXch2yw7/cyIvWvHsXCh5yL8je+efDbl5qsxpKApv7kstq8ylctlzlcXqafIBcAXJL8GU7zZNtJrprEy/gV9EhqqfPeU+0Qi1c9nefR70xeqFztcS1gH9I3Nw7m/mn02H09fEKAlM86BVp66XIGchbRR2hhHP1kctko56ct5vJXN8ZuAC6TNsaJiZr89gL9Z1chQLD3ID6Blby0nYB8NIANYVMKFfOhV+mw/GR3AqiTu0L4advNK5XMJqT8HxGs110FE5cuahuyPNbR3kY5Kkcvj8QRT6+DQVSqYiCUJ2BmobG2m02yJ+o5vp1kP+iZpYno2bdFtpiSe10H+dB1kGw90yQ60F66LiTf1mH0Qrxb73NAdYmdJYbmQNpbdU1p8Dc5Y3QmJU/W21zG8ju0fGSn/nBrXYJRZD9T9T1zN0FI7WuA/+GKW9EJG/dUeC1rJdTynv7dfb91GKFOx/1wllzilSkQqPIGchbRUPa8GUOaJ2etztzGGkD8kHUbRZOP0gJisB2H2pGtgjkSZB2IP+X+dtwNSkomFCfhL8roAA1zaJtszd7ZNNkeKxnxbA0cu58AgvD38J5c9B/LsghUfZ5cHWU7awN10U+vm2M3tpf6vD7TqiZ8rbW31VBDgVpiaIlP4aa4y9BwbG+cfaLHika91GuQTWPb6MhcJahqJGzodcy+2+bjiGDqbSXuR8N8XNf1P2WJ9nYz+qj5SA3wayVCugUXYDsfF3MOI/9kUllov6SNwdfz3yHwUhcOxu/ArNWgfwFskdEsvcgTHtPL1czAeO4v2TPIFMf50OmilSk8kjbsNWkhQtgLVAt4dlaYNGCcPLdbJu3yOoyoEOWTF+DWfcb03MMbL+DljFtuPVtuUrGUAE4EjjDovrAV8D7QCtgigjiJi+XbeeXz0OA44H2CY9bAn8Bb4RRpvt0YyP4kLiMVQMeqAulo/DQHsZQA7gU6A67bBfGeBBZXWZM9cbKW81aml9cdrP9nt80bTj0OE7bshpa/56zoNtzwHhjeAO4RoT5+ectmCTCOmO4EBhnDF+K8LOb74yhJ3ANcIEInzi81gT4VIT1Vll/Aj9alJrfTsD+sPmlZJkD/XsTUGkbYD3wDvAzMEuEDcZQFUYeA0s/tP+2/pnAH8awEpgPzLP+tf5vNnuQ9T7AFGN4Q4T3HepdrpM1110FnAncC+wP1atDu67wzBnxsdDjOGOqN87v2AxrnU5Nu9eyl6XNqWWahIeBpfg8uPc0KJsGs2eGOQ+mrp3GcAnwKNADGBFGmZlTvdvg5MnwQdXM8ubUTzPW6/ztJlUvyY9MFVMxlcMU9Sk0XxTWzZsXn0BvefZaWQjaEn/8y25orLunLU3CL2iYg39ToKZWljZyWMLfFdH4fGdFz5v/23HUv+tEkOdQ8IeHQY4qJI1ctG1rr11GYfFvtrQkN2KBZpRXAukOP0/TANEtU+qa6Gd3wjPw7ZOW9rBuljwfB+ntouyqKMDTZzBsrf3N/hlrYdxVqDnim6h54p8oEM27Gig7Eegl8duGo1GtfU2Qo0GawccjoOtU6L8QeiyBCzfG/YqGC3ReD5NfUQ2Y9EYReI9BQZiaoiF/bFFSywul+0/efRbqY7zY0nDtEH+3MEzm8jUvZdYEJvkEDiMhZESwPMh+KLJuqOFpHMo28ON4BaJpPT7/bg7O8pYit7PivpqJ7zUY47Ke9RQPolPZ1r7WFalIdhQ5A3mt7JbJpcOXuhnZf79g8j3yABj0t8IUO6ODus+vMBZk9/xKZZBTrA3Vd2jctTGob0+dqPlzwX9ta7O/Y8Kz9igaYt4X6CDkAaQ66ms5DY2b2TexfvrOPwcBLTzkX9nLOuwsBukPUiXquvpvn95rbDZCjdI33X3WQrPDs7RLBdSUe1+ntrc2ubeg5qAf6EFrn7pugT/QuKH76+VRj1/tg793Fihdil4ynQayq/3FXLtNycAfnRbBB4OsTf7/UD/Gb606JSIRvwJyNwoQ0t6a5/bDMoGNWj4zl2cHhjFhFDYXcYXkH5s/ACU7OYyFY9oiwyNARoVTT+kB8mS+2zdef+eYxeGX7yRv501M75f2An0kDgjjFkRKtkN9lNvHZerCCTBiQ7b5rUhF2loocgYiq7gGw74woLx2BVkeHG+FsyBnqHMqoMvXaEypE0kAVikPhCLh3Zzw9zao9vK0qHlTfuw2LP3+hKbNUjeWIEeA3I8i/L0EcmohHGTz3z6BgwYdjvqpzUL9V30FWo+ujZwuEhov9XPhhGrcfrZv+y4LYfonaLiR/4Lsl/ytnxhzMf5joR5iGr1uy9PnycFiX6fBrupoHT4Pst592Tr834pq0z+1ZOBPa4xNAXkX5BE0Nm1XkLPR0Bm7gpj8hQdJnAsajPEGPFK+Lh6DbbOM/vlXg1wXTvnyEj58dYMpO9r+zlC+A4jTcFGAGPcX7GhM1Kdtnr8IclnU8lekIhUCRc5AZBVX8IJJuedTUluBCYauD+rWMuoJ2qG9UgFdFqIxxNqSBdClkAmNibUCpGZ8U9BtBgxaVEiaMeXtxOdg+F9w8vPw6IN6s5+4sey7HmYutDYutaLmOX9tk9fg0qegsfS+BTk96rq759sRkv5PPxdOIMNB7nBu+3YTQaoGx//u+0L/DZkOUiBVQP4F56+2r1PHlL97/IKaqO+PzcUVyDGqZWz8io2W01iHvCOtPLpZh8BHQd4DmWrNK+th6Jow5dP+kHnhJi/9WjQPd5Tza0CuDSHfiqj1SUTALNFeNNvLW7syOG5JciiIGF9Xexoz1v6uFKS6zW+nWePzH305WqQiuaGtCBgmLb0O3G4Mx4jwtZ8MjKleG5qNjQNLzGgPfc8zpvk0WDLLv6O3HWBFr9nuHaFzTxagSz3igC5H4xPQpcBTP+B5qF41uS/XAovH5h8YwT5ZPLQ1hprAU3B8O/hwm2SwmBurwhnjRD67LjJG85iM4UCgOZx4LiwDbkUxHCoAnVDgmWCTCOON4VjgfOBBY5gJDBFhctBlBZucADfmLIC1dXyAJpwNXAO7D7UHbli/QRQoJqC04GT4aTI0+cUJUEiEDcD3xixdB2tL0uv0R8rfZjPQGzgA2MMY5gC/xOm51fBZZXitpQN4xTKLHPveGLaDOR9BteOSf6lGrvKp689ho+CUxlC7hrJSzaL9t/EChpEM2HTEMVClCrxeEHNfxMlAKOtcPWCxRAY6lS8AHvuULG+HHw1/V4N1wNj/i4+1a1Ccpl3ROd3dmDGGPYH7gWYirLZ55WOgMnAC8FkwNSqmYiqnKepTaJQEMhjE921s8i24nb9KLjD+iaYqvX6BKW+EfXNFOqDLz6g/TMECuuRY3x2s29g6hah9deB5BMitUd/kRlT3CmgsxxtR4JIFIP+Dpp8pGFMqOFM9V+ABOfBTGQUVWQTyFMg+UbeRM6+Omh4bn8BssfdkFzTkQ5V8jBvUt2cuSEN379cbYy8PfbJpEQ8GaY76/z0CgxcHUbcw2ih7nLsySY+v5taXquXh6jd14YTy7iscgOxdB3JNCPkOAbk7unoVjuYXZD9nwKjhCXLtyky9IsjHJIC8Obw3IJe9X5GK9E+hrVkTCAqRPMsYdhdhoffPE+GLnwCuJVkjUbsu1L0DaOE150RIZ2PYFvgC6AY86CWf+G3x7rVSQ00YQ2U0LEJM27cvMA7V9o0Qocwr3+Us9QLeEWG2MU5Q1MFrk3JM44B7YOH0QoW9NqZ6IzjsKai5IyxaCdMuEllte+OaST71dyoDJwPNgWaoOmcM0Bn4WoTNxqwcA9eTrBW9HjgttDoCiLARuNcYngIGA98Zw+PAjSKsCLVwjylTaA4fITuaAuNF2GDMtOHQsyHcv2+Ctqw0YKuFvsCXInzu7vXSAVD7X3DzPqpB2AyUzoPfvoGWO2TQIs6wCABjZo2Darsl5+1nTpj2APS4AB6olNBGm/S533TYqLjVQoyva9G15xpUe1L6BzRZBLv8Dst3gpLFcNgoY6o79q9l3TIGhlSGao1gbaNoQkUUTAolRATQGLgnhHxdpcIK1UMpyDb2628ZMAqVZ1fzyhVon92c5b0nYfZIYy59CXbapTyH4SqmYsopRX0KjZrgu6egyxQ/qG3JN7z9RIEH2lm3V7Gbq/brgvETlANRoIV67r+xu+3rNAfGjwB5AwV0+QrkepBGlDNAlxzbc1tLg3Noel9KQnsVnCawsmphOtTLD5S6N1RDS7O0MYWvjfboj0630Y0PAWkNMhr1q/oCDT5+kH2ZhaEVBdkdBSNYCnI5AfrEFRJZlgI94n8/1gKuWB4GmiPqd7cM5AB/cuufp6DmBM1nusQBbUaK/p2LJtBJ5mO+UwMS1qAOG5ORUZ3nCdWiDpdkv6zCmwfzRSjY2fCA86wKsoZyHnYmuPYoqQ1nr4FhkuwLGAOKcTeGQY5FLZj2clfmZasLQRNapCJFSZEzEGnlKamthyJ/E0F8EztdFKrczjQnSAAAaYuiVpa4e99pE9O71Mpr16j7ILq+l8tAXk/vy8JfFFA0wpZhQ6m7bRPLXG8vkHpwykIn1Df38jliI8j7ID1xAXBTaAd4FFlyDMgckItBKkYtMwHWrQIa8mGfhGf9QB4Iqbw7Qe6Lpq7BzAlhXFI4y/zJ6+KXkInPR2YdG1rfVBPS2Dr2zzUzzyJ/N5LFtNBHnqeBfB513QqBnM2ap3vci0l1FAimlbv3C2vNKFKRoqKt3Bz0sFFw797JJjUP1FUTCTXFzJQSTCrGwYd1nE1zgjEpFOE5YzgFBaRoL5LNYd3JxHH+HBGeC4Kn8piMoRJwOdAm9izel7t8An+shumTC9g8ZBxwmsjqV3Ehp/6TncnZA3Vhv9nGOH2zF/Yyt+8+FvBG5Tg1rmb/7k+fi3CGez7tgJQCN0l0nUT4CWhhDCcAtwCDjGEI8F72MVvwqT6wVIQ5Cc+OQWUy0GQM+wIdgUOCzttNCs5kLgwQDieZr7IYrj8++d1qJFs0Opm0HjYKHtw2fR27OUdey3UKwxy0MTA24DzLaXIya24yG6Z5MUG+F/hIhFfcvb7HnuXE/aOYiinUtJUfAnP3A9ONwiWr7fPZTAh+Wv1R/8CuwEOZX40WAayAU1tglghfJD7UvuQn4HYR3s8nQ9l841LSx8CT4XPlND7+WAG8ASwAFgIrgQ3ARpj3AKytmS5zvy0ATtJ3YvTxg7C2bfq78+Z64TJ5s77/QbDHgfBR06gP8CJMNIZGqC/jHcDlxnCFCN9EyVeO6Szg3ZRnDcjug+MqJY+DPetA2ydFjlscRN5+UqJvtv9kd2AbsDiXSwqnA6q23drj08dUhZS/7dYAp/E+Y31UFyoFkAJDB43L9knnwS9fGDO2drY5yuO6UA6T4x6sTGRSmZscjKE9ehFV3/mdxHZctQLqHlHcGxVTMbG1m4N6NwlI95H69DoYts4+n+GhmBQS9w88MvN7JbXholnlwcQxf30uFVBkySYOv08COT6/PHkzO0MR0H4HqRkuX77GRyO4aHNuPoH+5RPEwM8/wAXj/fj5hih324B0RxFNnwPZN2qefNbjS5DTEv7eyfJvytnk1V4eOpYWQv8FU7eY6Xaz92DmIrdm/bm3YapP4IBN8Fav9G9Tx3uZtYads7RQxlH++03+AzIkpH7JgsJbmC4KXv3EM+flzywzzkPbSTD8T7jvbG/t2PV3aF5WaG1bpCLlmyJnINLKZ5lkbSY7Gzj1fhvgvFbpz9uvUyf7cCYVkPa48A+E59rC4CVh+Y2VN0Ih4L/BIdwGyBSQI/LLk5/DlrwG0jZcvvxsXGQ/GP87HD8bWqxQx/70A2ByGcH5NWp+XRcV6uIOUg0N87EM5C6Q/4uaJw+8/x8KJlU54VkTkE+CyX/r8dMBeRLklnDyThtTjZL/vutMFECjcfp3sfFeJulhNgpnHNnXN/hLH5D/glyRez5Osn31JpB19nT1pkIbD0EfTPNxOHZu+wZjwvSpL1KRygNFzkDUpBNKn9nQ5cfEicB+ommzOn6jKkmTctggHfa8y0MgzzodaKx3rgK5Nep2LgRSLZF8BdIywzuz8q2lcQaO6PBlBj77gjwcPm/e5NraNP03uj4uHwcJNCbnPdZhcBjIdlHz5ILnDiBjUp4NC6q/CwXlNU9tWdPq+wMjKv8kFOCnfvLz2Hg/ZVH5GEcltaFdikanXVlQ6y/IrSCDc8/HSbZbj0eBtWyo9fhCGw/hxbz0ssZ442FrmleKVCSvtJX7BILlB/Yl8JoIz8d/sXNYfqQkDvZCwvOatSz79RBBOmxTP+BLoAvwsMM7xwFP5Y2jwk6nASXAaxne2R6NRZfH5OS7uc/hxvA8cI0IP6d8NA7t/1CTF58oK55lJ1TmIkpOPiZ77xN0Sbn464iwBOhjDHcBNwC/GMO1wOMi/BU0rwGls4F3Up41AEYHk/3W48MswiJjuAFmPGTMpXPz7fMlwqfG0BV40xhOFuEXfa7j3ZhW46BajeSvChE44+A74KF9ktfph/aB03zF57VJAfkEOsn2/HkirLMt2MyfV3jjYa+97efX7esYc/xof3OhV79br1gOW8+8UkzF5DVVyP7KVpEqkoYA5jTRbEp5Ft1kIsJ64ALgRmM4MvV3YzDohtxlkGV3yZjqtY05frQxrcbpv9VrB5l/iGko8B+RjGhvJeT9EDhtuCL7rbX+jiH9fVkfmAJ8ZgyPGUPiQeZHYHtjqJ1fXjOm84FvRSiNjoXYgp+Y1gIHNDCGT42hrzHskWspVlDtsfBhe3jlVP232VivY0GEmSJciG5Y2wFTjKGZNXYLJhlDRTRI/Lv6t84BMPxMOKNdMHOA3Ti4cu0/F5TkgDfhoeNylSG/SYTXgWHA+8aQsoF2GkeFtnGu0dB+nd79hIAKqEAgh0CnOT6TbNt902duFOPBGPY0hjvgwGPT5WIGsFu9/MmxV9n00/bFVExbSYpaFVkIBPIKKfFlnE0OGhdcgFHUP/BnUvwDQfYFmRtsWYXprO6ijRqA/EaCP5PNO9uA/J3JvDY8/kpqQ5cpcNmsVJMYkB3RoMXLLRPCmvp8ypvQflKhAKCgQd3Pi5YHJ/k88gCQc1BfrBUgn4H0B9kz/p17v6JwzKLEgJwNMhVkAkjDKNsyhbeGIFMyt3Hu8pdsGtboWfh5Ckj/qOsfTpsWhukyyBBL5nZK7oeuC3Pt4zD99TR/J7PV5n+jsUYvAKnilw80TmUg8ufHZST5m4u/hukT8rk+gewP8og1Z94G/Y9NH/tnrs+nHPv3I7xiOXT4qhDWyiIVqVAocgYKgVCQjebJz1InmukCTf+Ac75VsIsmEwtpMgF5GOSZxAUCpB3IS8GWUxgbFx/tMwakb5Z3dgBZFSGPw0FGZfh9N5Db9TD41f3QY1mhHMZBjkKDo0ceGD3bZguksnXYelzb8qdvoXtKW3YshRtORQM7X4T61v4P5A2Q72DYxrD8TFD0184gc60Lqkj8xlJ4uh7kZv1//uYAkDqo79pxUbdB8HUrDF8l6/LhNutiZLv48y/uhK5T/Pq55+PCUMHXUgFsBgjUf91a/z6C0uXQa6UfPlDwpn5Ry4rFSyWQGSD/zkNZ9UBeQFHIR4LsktyvifNriy/zLcfKw/njYPAK9wdq+byQLtaKVKRCoK3eJ9BKFUgxB02Ow7R9HahxNLxaDaodZZkTbIYv2hdQzJ6+qH/gpcAj1rPjIDkWXu4p99iK+U7GcAhwPNA+y6sR+AMmpb/IELtT1I9soDHcDk+Mg1t3SQ/kXjqK/PumAvQEHhLh7wjKTkrZfExE2Ij6tr1jDJVh+LvwxFHJbXn/vnDD68C3wDyLfgTeB/6EjaNh7a5h+JlYbfi4+oNOugbenWzMmmUw7Qv4anBEc85ZwCD9b/7mABFmG0MX4AVjOEqE5UGXEV1aVBC+SiKIMVwOPAG8aAwtRNgEx+4Fx94gwgv+crbzqw96jrrpY3jpLLi5SnwZnz0Hfu4nQhnwrDG9XoNXmvnkI7A4gbkmETYZw2DgNmP4QPsot5Tu19zzdejYGagH3AZ0EWFNMh8xv1EqA71gRKt8y7GF5dAW+AnoKOKqjzYAVcPiqZiKqTymok+gpoqQvnkVWV0mMqkD/DEbHqiSvogcNsousyh85iTuH3iTMRxhPW5I4IfA8uIrkpSGAHeLgwN+QorAHzApZTwExpII82DRvEI5jBvDjkBr4NF8l51r0gPhZmPflj99I8KpInQUYagI9wGrgUfgglehZ8h+JtVrwP2t4coqcOce8HoraP+tMWcdGlwZ2ZMx1ATqApP0SX7nABHeAF4Enjbmn7Rm3TQTrvqzEHyVRP2kL0UPPY9Y7XwYMM1/ruFcFsTX1ws+gc9ugpJ+8NEzMPVj/fejU5IvSqpVz4GPtAviiNM7wG9ADzcvZ9qL2Ps1f/csjJsA7CvCbakHQP0OYwwXoM6ATWHnZlH43ImwGFiDzk1u0p9AlfA4KqZiKocpalVk1KRmBQPnQ+cfnMwKvJjtRO0zh8K4/4TG9FoLsm3w7ZVav/4bYOrbIDtH3Z827VFbTf5kRxfv1gf5JkJe+4Pc6e7dwjHLRcNVPB91X/vnP3tbWqZYN4LMB2mqz8INC+PM17B1IL1AKuWpfzuRYFZuPwdcMi/MOc5q/89AhkYtLwHVpy7IMjU5LpxYZWh4gokg94KsJ4MPdZZ8toHuP4YTTsCrP9jpL/vlA+Q+kMuilpcUng6zTKR3yvyeU1udcxjIydDpGx/xaRuhvt/fgZyeXFb+5Rg1l88aL1f56z8XLplSCOOsSEUqFIqcgUgrbztJxoO8xye28xbDcNEAupJxsiyEzTnqyF0G8nV47dZwNHT4UjekbY9EfdXmkhKAOGqyNjP/cfnuKSDjI+S1N8i97vsgeoAe1J9oBshJUfe1/zpkbktrw/4lyNsgu+WPL6fLp77zQKaA/ALSWvsg1IDZL4Bckt5msU1f649g5gIS/IaS3wmGJ5A9QRaCnBy1zPiXs4ajoeXHMGgRTLghap7s+6nBWTBS4Grx5wsoO4N8oCAmF81KHlf9/oTHH/IqFyAlIA2h45feYsTJTvDLDL/+06gfcK+o+yidr+9GQ48ZmdowS4D6z615xGZ+sbvclgNRv/o56EVzhajbwOLrSpDbs8t39GtlkYpUiBQ5A5FW3nGSHC4acLZ5mQLCjBQYJnCuwGeizxqvhmaTkgPMyylwxUq3E2t49ZLtrHLX5aGsl7CC6YI0AZlnHQirRt+/UgNFNauZ/d2S2nD+xzBoWVQ3hSA9QB5w/340t68pPJ8KMo0IEFWDrYd9W6LIu0tB+uW7js7zU9/Zllxv1mc/faeauDDQOmUbq6xaWd67FeT1WBuFtfECaYpqY2tELTPe5avwNqIOfG3UNc47nyBHgJSC/FdlJ3VcNT4PBmzKcOFSEeQAkFYg11oHj1LUquUr6L/Aw8Hjgc/tAAAgAElEQVRlO1R7fIffuRLkAZCeUctPep9dPDubLDlfIrX8WH93ZQGxG6oNXQpyRSGs6yn9czrIhMzvRH8xX6QiFSpFzkCklXecJK+WOMrYIEk+CDbaDBeuTTeFmjEJ5FdoP7EQJhxrYy4gh4dczmEgi0G2t/7eBeRlVFMRatkueLsR5H/Z3yuMDRpIF5BHo2wzHzy/RIGZSwVUrxKQp1DT6nrR8FBSGzrNsZNL1DzydJC74Ko/wppzUPOv7128VxnkGxh/tW66nKD7A+HpOpg+EU54plDCo2TnuTA3os58jfTMJxqOYSlIO+/lXfarHvJkLchs60LhepDzUS1URS/taI2Pt60x7FtrBfIgSPeo5cePLMFZb2R6L9O6Zx2gh4EsQ8Nk7Bp1vR36Z0eQNSDbOPxuoPvPbi8OilSkrY22cnTQhQ7obBWsZ2XAviiuyH+Ag4ERBq7cLhkk5u49oPtvMPpgeGNPMGPjqGhrgT4bQEqMaTVOy5w2PCyEvzja16n7wZKp0OZNY677AnbdLYyyRZhmDOOAPsBNIiw3hvOBi4FxxnAjcJdkDtDuK6Ujm8XrZgw7AN2B+tlzygeKnau0CRfAMIWSrADTjVFAiX9MMoZjgOeAj4GjRdJQUPKSFAHv3Vth2GD4rVSBV5LG70fAR8b8dDhUOzX568BAgs5GwSiy8MpGY24YDMvHwocV4TrCAy6q9QScPxjePz4+x/Y4zpjqjQsIrTklFSqqshNfm1P+3v9gpxyMoSJwA9AGaCrC997L++tvYAAwTYRVzt9PGw49jkteX5NBSCxQm8etSlya49qTFR000zoUTsouS8ZwMNzTAAYshjtq2LVVMgJ6zVo6v5RdDatPRQfw58CxIpSGV5fckggrjWEBujmbmvibBWj1KOywayGg8BZTMRViKjcbznCS3YJyDXqeWQscClyf8jx2QExM1YB1f4rwF6ROrLNXwXFNYex5YW9Y4mhfsfrMOBxu3gzv7BNy2dcCE4zhPhFWiyDAE8bwKTAaONuYAcPhyz5BLZTpdU2rWy/gXRFmZ8+tYDZortBBCyh1AV4QYXXUjASRrM3j5cBA4DIRXo6YJeCsveGsh0S4wfkdp8usQDY5ZwOXuXv17S56AFyGAgeGxVPt6+DGbQvg0sZDCrWPckiZLkIT/977EGM4QoQpiV8bw87As0BloL4Iy/yVN+UbESZm49b+4JJ0+WeAO4C9gTMk9zAKFchwCHSxDoWQMsuSHgAZC3Uvh+cnwDTbtgJtT6wxYwxnAK8Bq4DWInwZDv+Bp6+BY0g4BBpDc+AB4BF4qz8seDfTxUExFdNWm6JWRUZNavrQYAy0WhcHf4mZgpZZFDMFbSnQX7w5puczsHJqWSM98Zpb2fI0yAib59vA57fBgL8ymVuq2YZUscw7aqFgHIeDNEABW84CaYk6pXeFi792qhvItiCLQA7z127htVNmOWwzAQYuLh/mbbIN6v95ZNS8BFSfWiBjQT4F2TtqfhL4+gjkzMzvhOZ/twfqD2hrapX+fsy8fqSoCf0gSeapzepg/BQLI8i6N54Lw+Tcnq/Ov2X3CXz7Mmu810mQj8NBZoLc4V5Gwm0HkOEgP+ACDdplfo+CXOr8e/7XjixmnIegPrMdPdSxHsgHID+DNCfvvs/+AaQs/8ivod88/fbMQ60+KwU5Ib2MwkDhLVKRCoXKk9YhlGTdhLXQG70Fo2B6Ldh0AtxTWd+4B7V2exG1OJiMKkAewd2tUj61TKllbSaPGq7rgM+N4R4RVsYeivCXMQNrqIYg9eZ+72nGsA7YDtgWjdW4Dlhv0TqHf9fDDjUz1O0S4EsRtzGupg2HK5vBzdtHcVNoc5vcvvDN2zgXmCPC5KAyzL9ZVaxczgUeBv4H3CjCX2GX6SZZWo2jgO8yvZdNO5JDOhP4wH17xDQUm9G5sg9wq/V3BWD51GD600kTsjaDGWG0Kd5H826BRi1h3PMwNS/ynZ2v78dD/3qwfJklOw9AaY9kWXq6zBg2Ax8YQyPgROB+YKAIT3srLxRZxRh6Ap2ARolrUK7ZktEc1Gl9P+woYzgI+EUSzFGDmOPibbjrBFizEqZP1rVq9XbAWGCIXZ+kl93oPrilB3AGun4/LAEEoPeSctGkxr+9L2HdHH4hTH4FjqwnCTEOEzWexVRMxZSQoj6FFiJB41fizvGxG+1EcJjGm+Gg8W5ulbYWTaCWL4+BXJv+3Onmvs1EFH2sxO1NcvZ2Pek5NDzGcR74bgQz58OJz0VxU1gImkgfff0hSPvg8su/puT/2TvvMCuKpQ+/A2JCMCtiIphFxSyCgopZFEUQiSKgoGRUREDwitecE596vXrNATFnwYgZRRARWFhAAQkGBAyI9f1RvZ6wMyfOTM/ZnX6eemDPOdNdHaa7K/0KZEOQ2816aWF7TF34awyy0GL7T4N0y38ORwa677ivlfOXQ9lykPa25y2HcZ0PsqttPgwvdUF+Atk+x9//y8zpjyAH2OY/ia+zjKWykc/1/hekh/f3xz7jgeBbjgLc/ATymo7bMz0qp8wofI8DmQGyr/l/Rgug+zszZB18fDtIXXvzVvjZV4rnZkwxRY2sMxBF0g2z9xIV+NJdm8pFLznt/lI30swbuHdy9Yce8juvV+W2Zoi69oRzsQZphCZmT8sX5v9m7T6u/VeZXI5T8+C5BpoDrou99VZa7m0ohPtSkA38qzPcA91cmr4CeZIsSZctjnN7kGcttV0L5GfyTMWg72XTCZpvNbh9x829C+Rg1D1xHMhGtucvw9g+D3KmbT4ML/1Ansrxt5uBvGzez+lEJF0AyPEoQvW+AdT9IEh3j+92gtnzVQHhmfJiW5A2IGNhyCK/9jg0lcZvKIpnhQDoeYZFVWAq5uwrtXMzppiiSNXeHdStGHeLw+CIabD/JuoKegUKePCPe2hN2KMt1D3GceqeJLLy/Qx1pbm/yKMgz8AbG/gZTO7hauPi2hOMC5IIcx2H8cBQ4LLEN9kR3fJvy62vi0bDbXOAfR2H3USYlUNVHVFftUcL5aX4Ej5oRJFuSX2A+0X4wz+OwnGbNi6W56OIT5ei/RA/2/CxHEgWV9Agiq6N1vfAbjXg3RsdJ/e1kepeP3cs7NEENt8GnvPVtdnDvavccTgABYT41HE4S4Sv05+15XacVKYC+4Fd4CHzLlxgKNtv90JBQ14BTgf+BzziOHQQYV2gjGbm6zAUfKytpIHW+NUEVN4fHIedgEmwyy3w6AT4ytW9VYQfgBeAFxyn/HCovV1qTfnvcbp+m90MBznwxeOKAtr4IhEe9n4qfX+dDzwA1DvJcQ5/2OsdCP5d8Tr7/vq98Gdtgy3FJS4lVGxLoVEmOHs/OGWdWgTFxSooUgjgQUIrVwE6c7mxLjadYLvPxY+Z7GysgVunfh58YDYa1P4Zmm/vB5Cjs/x+I9Q16wi7Y/bRLTDw9/AstoW7XhrN83KSACL84clLU931Y5BaxfW1wuLe6kmY/grIFyB72Jzz3HiX10FODrdNf91yQQ4CmRLyuDkgPdCcdb1JArootH/FgFe48HcmyPP21lVFX7pPgWE/Ze+7nG7GsnvSZxugLuH/R8hAIkk87I0CgJ0UYBsPkeZiac64uSCD86ureGuc+/rtvST7HCa3Xe5yh3FLNh+8i757G0MNj/IoyMaZn73gl6iBLcUUUymRdQaiTnDZQDj+b91gLhfvOLsjHsu9zjMmum/EnddUhQ0M5E6Q60Ju00GTDbczfx9lBMFeGZ4ZDjLe8lhdCDIbzj8oLPSy4uIwpAfIS/7ztHNjGJTmutxjIcx4B3Xx60SeSZ/dLxgX/AT77WZzznNcF45RpmwXbrv+uo2ZC7OVuEaQPUGmgjwBsmnm/vX4HORUkD1A1s++jgoXHEF2AZlvZ0xy7wvqKv8vkAUgB7t8XwfkU5ArLcxtA5CF+BiX7NHOIyS5WSYJgIP8GfvBf8FDHXKvo7D3M7VtrzvMsJ9AvjH77XwYscbPvSAzb8ln35YNQW5Mavd4j7nZR+OAWz0JXT7JRaERU0wxpZJ1BkqB4NHHodtatdaNSNsUK2j4GpBjc6uv2cNBgyfYHS/ZAQUOyCueqMg2jwGZmSwooLFrs0BuAKmZ9vttUYvWLhbHqSNpsOsBtFETjRnpBHIdyBsw4k/3NewdS5E4qIethPYT/T5sQXrCN5PdBGEj0H+EQr+fTI6Wh6jGweQ4HjuDLAq/Xa84mx5TQTYpoB8bg/ye65wFMI4boUqpuXBfW2izxL1//ReAvAQy2/A7B41/uxW6f5LvOsoC418D5FcsxKLm+k6AbAryApoyxXMfB9kaTS0wIMQ53cbs64G3iVqjOpn/N0DBXgYWXl+6wPNYJzS+OqPXSuL5YmLo/mn7R/c6unxszopdta8dPyi0LZ/GvnlSu0+povSQCfoOt1oCPX+Ad0ab39YCWV3IHhVTTNWZrDNQCqQXiVmz4ZRPofVa90P0zIkoyuDDINtkrq9OAzhzjc0NNoQxuxXkphDbexPkHJfPtwCZCPI8tN4roZm/YBZ8eo/F8TkOtVTu42OdtUEOA+mDuml9bA7G2XqIyggVoirQbyWnS20Iub02RK0NzTL8xgE5DeRrkPfJwYW3lIED0JyYL4TfrpeQMHSJEVzeBrkMdfOsmVudshqkjt3xfP58tbpkV76BrA+yOwroMRQGfu++jkatA1mFAugsR10Tv9NzYPjKTO2ATAZpGf44ZH8nUAvqtyB3kGYV9ZjfnVGrXKfg+Ze6IFNwQaH2v606DWDAPOg1HY6bAHMWEIDgCdISFQSPy/5bP1xKc1UE2FeigWwJMkk9pwYkvbszBNoInP5bBUAfqig8MizeYoqpKpB1BkqFQA7Qjfrk0zUG0FXDWxvkerOh9ySD9ls3LrcNtvkjtvvq03hth1oD64fQ1iFGiHC9sOil7ovHYeAfqfPWba4N9xHD71KKSEuAasOPBxkG8hhqBV0D8jnIfSjqXwtc4L/zFeqCvgyADCLHGCnUstkN1ci/BNLU+7f2LzGFjUedBtB7Glw4L/x0JRktWLVBTkSTg39tBJ8nzF63U4Y5K8dn6P78+5Uch509Hiq3dXTEYyCboKiZW4HUQ70gGkCnDzMJWyB3ByFQ5D4O6X056Dn97tyvYOTv8OYlifWQPRYSpAmq1DohON5lQ1QJcWemszW49+D8ZQEiazc3Z0LG+EY/FHK51mEjbY/H2NSAHlOyxzR+/iDI0DB5iymmUifrDJQSoRrwt9RnvfkjGiN4eKWDEaQpGp/2Dsie7nW5bbAD1sC0F/ERet/yeN0IcnsI7UzIdqGKikCAatmXgJyS4+9roO457UGuQl3UFhkBeyLITUYo2oc8AFQSl7t2b2vsx12eACRBWtTQuKIl5AnvjgJT9AdZbITgSm69BjjgZ5uXmHwBRaJw8coVxMkIPD1Ql7llaDzRbSCnkOSWhcaNHRoW/9nXcDIgV6scQDXynxPv/abFo2ZM+oDcH/44uPWl+yrot9alfy3yUxZJc7MOfJnr1Hen+SMw/TXzrucVG1xY2+GfF6gXxw8gp+Y2LoXHj+f+jv8zB5NgxGq4NTAhPzO/ye+vV0xj58kgj9vgL6aYSpWsM1BKBLIeyAeYoHDUFcjVzQm1WPQzh+IVuORUqrwRH7gbyHgUdc2q+5RP47UNCm6xY4Bt7GUOTk8UMf2dHdfA1IvMsc/AnO/wSMBtNN0Houimd6BujytRS8oEkNGoS+TO+KgJBxlABkscnPpKUBcikFEgBVu/UUvMCNQqNY60pNfw7VRo+1oYgDvuc+99iTZ7xFZGMXAEyOnQ9aMoKCsKmIcaqLfEpUY5sYqE6+jSbBfb4Pkr7lKf78XbO4/p1xPROMlmIJ/bGYv0vjR/wX1sTl+XfyyknIwqdVyVn/nxWGn8VsNeu4YzRrbOCznInGdn2FgbmXn76Bbo+62fuY1zbzv5/b3cRZkzRqDNFJAy2+MUU0ylRNYZKDUCaWwEu71Ri8z2WX6/A8gzaIzFUTnUXxPkXtSSuJXt/vowXteA3B1g/Q+CjMj+OxuaXVeXouXGtW4LkKNBhqAw5NNQd86ppk+DQVoRAniEET6/AznI5bsdYM4S6LXYb+sUGu/hCziPqes6o3S4zoxvbSOMWElq7b3mLv3F9Psvw++3RuB/FgYtsnH5DGBNJbuOVvQjq+tocPyEb2GtLGztugsaM/4ODDgELl8L7SaFfaFOm6fd4dLV7mvu7LwBpEyd3dDUOwUr/2x7bthsH2R/I0ifZWNNuPNUpwF0n2fLQ0Hb71SeQDetSNU1w/w9QqD1n/DOKpAtbI9XTDGVCllnoBQJtdR8gcYl5ZRvDLXgLAB5IJtwh4JgXIXGeYV+YfJ5rLYyF90GAdTdwNS9Wfbf2rgEel0kLlsF8guKvHcbyLmoFcWaGzCaquKltM9qoyAMw4LI82iEtXE+92N71CK4HAULmmpvTL2sCZ0+QlEV18t9zUTbEphlTm4w6zzZdXQmLq6jwfIRfK7SHMaiBkz5X5h5QT342AKNHRZv97pmcwtdi6hyawbIloXxZxfUybZbNsi+qJI50BQYufNjf1/SOTlkAhy9FFr/XTln8wyB4/6Gzl/bVKzEFFMpkXUGSpGMkPa82QwPyeO5OkYzvgSkO1lc+lDAjAVwQ2u/EhVbGq+xIPcFUO8dINfm/vtwL4HeF5mzJxNCXEueY7kBivB3qPm7Buqa/GC2dVpge9ujcY0ZLelF1L9r0pj3tyFgF3Jxsn35DGguhoFcn/R3uutoBeroCJCDyRF1tFTJ/1yM2eNOUfCaU835MzWp7Qlw72nQ1W3N5RUT6NLmNShiY+0818t+MGhhNIQOe0oDNNThe5Du9tdstJCW4bTJqcqL/AGfYoopplgILHzgNM+cgIwp4NkDURTHiSAZE1fDa4MV2rx0NzejdV4O0tjn8f8JpJ7t/nnzaF97mh+/E0fAkO/1wO89DWZ+GpTwhKIjXh9M3RWXt4tWQK+pJg5rHuqmFpqAoXycuzDfd9f25dP/MejyIQxanEFA8UAdffMSjaMtTeWX95j4d6H2VhqcsDfISSha9WdG0H7DCGaLUbCe+qn1uOXoLHwtGmXpf0BeJbdUE03QVDaL4d1/QdeyUj73/FkrsrtRzvWyy0e0zjLlJzlns6c1O5JnbUwxRYWsM1CqpIfj6L9hoMDh5aqZyv2QREFmBpsLzyivy3bUNt/Cx0tGgzzgY33/BrnLdr+yr5HSsOoor+nWgGBSaKBxtcsp0FWssDH/X3s07m46SFtCSl6urn89v6wKAp1/c5FNCJYd4I2LoN+vqc/2WgSt97Ldr+LHxb893buuy9eCTAK5HAUd2gC1jn8Nck9Qyh2XuVwPpr8O/ecpwmTldwBkDxT18weQiyosh1VJGVLkGO6Cxlj2tcfDU91gkBuCrJU50bXROilV1+Vp70AFlVYsdUwxhU3WGShFSlxu0n3S898YQXZCXUtn4JIAO2puGIWPmWwKZSvghOeK1exrXbICpKHtfuW2VqJ/kQlT2YCCY1wedj+MZeJk1B3uI3IAaiqynxsRMDpulKkwd1hZXy1CHd9zf3bUn2jqnZJ1HfVTOeR9PrR7O21cT0RRWs8Pv6/pFr2OK9XVVHZFQbGWoq7BocSGliKBNEJRoi3klpRNQObBk12jdJbpGqrI2RxbAmOKqRBaj7gUUBrfDA0awwjgIaC2+bw2MK4xlI0FuuRSkwgLHIfTgNOBxxyHV4BhIvyov1i8CFYntQH695JFvnQltFJ3c+gs8PSp2pfVQJ/DHKfuOdCkD2xXX/s6faTIyvIslV0AvCLCvKC5LraYvuS0FuyW7eqnrjHQv+vV97MVx2Ef4Figr5/1mro3h6aHevVDBAFeMu9YR+Bex6EMuEyEz/3mB32nPxVhYQB1l0DxXlOOQ02gIdAkjRoD86H+Fu7PfjMZuBY4DngAqOc4vAm8AbwuwoKgeuNXEVlZ7jh1W+s5Ua++7uU57Xsuxet8WPQdgOPgAMOBC4HTRfig6A7kVZqMhbsbpZ6R99WBDhNh7ipodDNwoQgrw+WrtIoIcx2HlsBEx6GWCDcG2Z7j1G2gc7ddfdimHvT9XKT9Q9D+oSDbzaeIrHzfceruC8eOhU0awpwDYdwGSfeLMpg+0jafcYlLpIttKbTUSDWbndcYlxtfXRCMhet2NGajk1ou3Nz0oulSmLlvblaBGUYrnALzvBLqtMgwRhuhwDpNbPepKlFYlkCQ50AG+1znXigi6E/QP2dEQ2N16ouCLzxFjki/efD1JkgH23MbvTV1yQqQ1cay8SIap9YFpCkmnUeu6xFNwXMO7qijJZ9rNfsY12kAfX90Ox+MBedpkI8JCIApO39elsoRAq2esD1+pUZmvc8GuTTYNZVuqQ4mNMBfvr94BLp/AhfO05j2aPMbU0xRIOsMlBqlXk6CcUEAOdS4rL0G0lj98S9ZHhU3jML65HYZSM73U8ldyLWPaCqD52z3p6pRGPGLIIehaVKKztuH5tNsg4JdLEZjTusV0g80efcwI0Tchw/um2j6kuVYTPsR/hqSrUGOQtFY/w9mfgZD1qXOxXk/wH1tswloBc6jW8L6knYdzWHMt4CyH+G4Ccnng54bMg0FZrGSJ1P58xLmxxSsLC11ygXNNcuc1zfKjlHhzlm0XSvR3MrNURTc12zzE1NMpUDWGSg1ShVmgoMlBqkFcrG5SArIENt9L64/bgfLiLwEaTMm5SCH2e5PVaQg4xfReLyJ5IFy53ZZQqHuB4OUmUO/c7qgVWg/QDZHAYdWgNwEPQ4o9LIGMgbkNttzGsw6kU1BDgc5z1jd3kJBPX4CeQ9Ffr0QpCV0318FlMt+y38MK+Zx5Dpo+XgBl+V01NEVaML6XpR4/tWkPl4Jck/aZ8eb+biAkACQMs9hx5WpZ2RFku8z3rA9fnbGo3hlG4qO/TXIv/ye41LEIUCB9lajabi2M++61bUfU0ylQNYZKDWqLMyUC4wUaPszXLzMbysdyD6mrcUgzWz3v/B+uB1+rVemwjxLxgMHhfifZLsvMRUy/9IaZBYuCdJzXy8X/AxzfwZ5BJPPMCBe68HnDxaamsVYpMpB9rc97kWOw0bGstYN5DqQl1FL7ioVwL98Anp8Dj2+hNbjM1jvdwT5rgg+ZuCD+zdVzHWUROqdBuZvB7VoL8IFZMwen3VaJPb6ZO+Pub+W+juS/1j4iQwrW4N8BXK1nwJPKVoCQfYGmZX093cgjWzzFVNMUacYGCbvMn0k9DlMAWBqA1sB8+fCrBNgwsdw3Vo/WkkEZjc5ADb5Ho69Bk4c7zg8BwyHupslArdzBlSxVjzAEMYBL8PqOpWBDVYsTX7ecagBXAoMCpHtuPhQDDjFv4FRIvyV21NNxibeMdB/r9sU2j4j8kbnYDjVIsISx+lXE96oWSDo01HATyJ8ESSfXiUV1CH73uA41AJ2IxWgZW9gR2A2MN3QOP13K4HGN8FObWCPjaAXsNV+0Gc/x6nb2qWtdUDNIrpUjoLITC+iDkT4DgWTecDsJ01RgJnBwOOOw+fA64amiLCumPZCKIOBZ0QodxxqA/cDjYBDJUJgRAkAj9Vm739tEVwzBxqOBl51HJqLMMc2n+GUnRr4BcAlwjLH4SgUFKmW43CxCFI8j1dOg5FrYWytEgJZaQp8mfT3p8DBwFw77MQlLqVRYiEwz1JZmNl5F+gzXuTw2Y7Dy8BpwF3FtKGXuNPeTFyCVwN9BsF9x8P4C6FsJnQUuLleGtKm2wUsMsUNKdNx6p4EvV5WxLiKvgxbCfft7zjsKsJs89NTgd/QAy8upVXaArWAp3J/xAtZss7m/rFVSPs5XdbORS/koRePveMw3bNWLsAdkXMXYAEJYe9R8+8cEdZmr3800J8MQnKxQuA8oEERz1cqIvwNTDF0jRGijiQVdfQtjFAoSaij+QrZQRTHYQsUYfcgx6ERMAH4AjhChN/D5CWX4r73swhVLLxuBMHFNngLoxhFSz/Y9SA/0b5FWOE4HIOu01sch0HFCIKOw4lwzCD46Dg4tlfx6LXBlsS7eNCRsGaF4zzZwPBZIQQ+YZXBuMQl6sW2KbLUiUTi6/og7UCKjnPwdse4cDbInep2WlruGpn7WzmGC0VtXApPn6OfXfILdHy3FEFxqjOhAC5fg5yU33MnPm9zjXu/g63HZ+nv5iA/g2xpZ7w9ETmXGzfOcpCXQK4F6QqyP8hGxdc/xvz/7MkuY7IVyIrC+lOnAfSYAv0XhAmKBbK9u+vohJ6KlGgXrRkTC2jcrJegYDwlFwNl1uA6FAhtM9v8BNTHI1GQntfh6qOh369+rx80TvdDkLtAahRYx4F65pZGzH2m+EqQY0Hesc1jTDFFnawzUBXIXKgeQIEIVoJsXlx9XoHZ530D0g/6zHb/PrqB24WNw4NnwuC1ti9cMRUzh9INBQvJ+YIKsgPMWahIknbm3v2C0Wc5zJ4Nsm0G3vuCWIO+9947un0GUje4+i83YzTyd5BnQFrwT4qbVk+qe1khwDBBI9ZmR2okgTo6Fkassa2AQ2MBV4DcgcaKt7K13nzqT3uQtSDv5qOQiDqhACUPo3G0Z+r7IE2gbCkc+ZjfAFwgdUHeB7k3X0EQpCGaKud02+OWO8/esYtGGfcrVRAROKaY/KTYHdSfchXMnQ2DnoLd/oAlLzrO850Ld5/wSgA87XMR7nCcqYfB6l1KP4F8tjKuLbyxXoFxWXGxXByH9YErgG4iubkoOQ5bAq9D41vhsadhmg8JtfMvXgm94e4ewJuOw1EiLHd59FzAYuyM194xe6b4kpDbq/6/0bih79qgMZH/hVmroWM9uHlb/f2lnfNzW3eLC/Xv/Xd3bb2wheM8NhzO3hiNr2uEutA2UgbW/e1XTFdh/Fa4vm25BZzdEnY7VJJcVUuxiPCU4yqtZfoAACAASURBVPA78DR8/ZzjnL8Mtt2uFGLd3YrjsB7QD90H7gX2EmGV+W40NLpO5J0b/G5XhJWOwwnAi8D9jkNPMXGtmVyYjWvxK8A1Ikzwmy8/S2o/NtgLlpP6Puq7KMJPjsMPwB7A1zZ4jUtcSqLYlkKrAqk22T+rRTYNeBgacttkLAhL1MIwRhSFVaqkxbOqEpom4OU8fl/buDRdZ5v3DDw6aHLzKekWf5B9QRba1D4HvTe41995DTSdkNwGSE3o8HYxVrOgoeq9LQkX/QDyX5BRaAqSw0Hq6dzbQU50H/euZVVrz3+yKwz5u5TPNRKun2+A7J723b7Gcls7YB5qg7yJoiiv5752OpXrO3vm27reP/0/22OXvV9u/RicdjdIvIsgj4GcY5vvmGKKMsWWQF9Kk7Fw0zaqhZqP4grs3BiaTHScukfnq8n0skJU1JPt+1IvSRr6bSuDT2xF1bN4Vp2S0NRuvwPsfghs317xK7I9Ry3gaWAmMCxgNgsuIojjMBzYEL6d6DjnfwtbbqPa9dt/hwMfEIuokql7Q7NjYcV8eK6DX3tDav17NIEt6sHzh6XXL8I6x/mrSKuZl9XRr/ffC/yn7GsRerg94Tjp6NBhISe6WUXvbgRzCraKRgHgJrXcfDy84fh1joZZHIftgOuAlsAQYLxIJe+H0cD1IqwOkhcRVjsObVCwoEdg378qr517doZrdoYrMWv4GMd5rkGUx9j9HbgSuIakfiS/ixXgMA+EzWlc4lIyxbYUWhUoobEOLnl8dSJvbfvISI1nLvFE1YkKtUKZmKtHQF4gxzyCtkn7esEvaVrpv2DMkbZ5SxrXVmiOvUAAQ0wM0iqQDdy/L85q5r6e+v7kn1XzkAnu/B0yITtfqUBWAc+jU2gcuNceFUVvkqDO0SD3abW0ySAUHO4akE08ftcUzd+4cXjjKRuCvAhDlrqvncvT1n2LR23NfX7rI506/gY9pkLzR9K8EY4A+cQ23zHFFGWyzkBVoMRlZ4zYcBWqauS92Z+yJCqCVhQvUbYp10t/5UvZ5/ej4DGhXZDC6qtdHsVBkVmPDrCNz0Gau39X/DuSKnAd9RSU/QDii6Ct7nCD04SNwQJNMwqBIc/hRiAPw7Af811v7uPfbS7cexqc/V7U1m8Q52iQ+7QRMr4yrp97ZF6/Q5fBOZ9ZQJFdHwYtzIzoW0Ej/zJupJeBHBY1hZz3ntv1Y5APQH4AuRlFPHag1Z5w+Vpo93aspI0pJneyzkBVoMRBM8JFcBGJY9jyHc9SuGBHn8fwx8RLeL90Nch1IC1h110qX8oG/gEd9rXNvz99jda7jsZlZkxrUWT9t4Bc6v29v1YzkFNA5uEb0mm5uQwnxx5HYw5BdjJC9iPQYo/K783Zy9Wa6W7hgpZPeKQLWeFtHbLX9yDO0SD2aTQ+9CE0/rc9Hpb2qCgKdc/ttyp7LF3LJ0DaGEFqKsgvIC+CDEEtmTVS+5a7ddUPa2x2rATZFeRfIOUwayacv9z22McUU9TJOgNVhcwmNzcWDPwaS/uHZ2Yez3wnapco2+R94WrzMsgVIJ/BqD+qwjtSKkoA1GXzJ5AdAqr/DPIA//Gpzf8D+W/x9fT8IqpziLryLgYZWiFkpArULd+E/usq75E3HQdyCcjbxrLjukdFdf36fY5mUUw9DTLGCHJ7gtTy4McIL80fgXeuQPNGerp+Jp6NzhhrbOWAeXDRCmj2PLQtz3a+gmxtxuZukG9Rl9enYdIoOGd+ruezn+d5LkolkBpw+utRGfuYYooyWWegKlEpCC+lQmHH3eTHmxwBw3+NDxm3Ocu8/uGs990vZZ0/9tKoR5E8kOrWwoBDbPNWmVe5E+RfAdW9DcjPhIiICrIJyByQM4qoYzjMLoPu86K0X6MuvAPQBPCtvX/nJWBc9quZ75M1F537HuW9fp/oYnOtat/8FBq8xumkF0A6glwJMgFkNshvqHvnYyAj4LnzKgs7A9bAdcfk1ra/3gLFWtPQ+MWHQCaqq2R+5yvIDiBdoV+Z+5gO+d6M5WMg96OJ62+C86aHfVaWiqdGTDHZJusMVDXSjbrtazBiLYxYHSXhJb8+xIAnlcdFNkTdGhfBs70qX1Qu+Lm6j1U24d37Ujb8VzSp8l0gJ1ECSaMTfR2+Bk59BT68CeRtIhdLI3ujVqX1A6p/JkjTkPvUzAhK9Qp4drixbNSPkrLJ7C8PoK54DTP/NvslN7dUQ8l9f/gsM6YZ2w5nLPyZF/j4dhj4ey4CJcjGIAeooCPXwuDvigM28s8S6JdgDFLTCGjvgNQpbEy91l6PL1HPgE4g56Ku6EPhgrKwBbIoWWFjiinKZJ2Bqkhw7TEw/BcYvlpd4dIvwtEVsmJrpte4SFM0/9N4kK1T5/H0idDqCY1DkItt8xplqry+Zggc+yucNhlOfB7e/7e5oKxE0ULPJ82VMUrvD0gLDAKnuWC9RUBWtyL5nATSMaC67wEZYKFPV8LXE/OLTUoIgLbnJI2vHUE+BXmcHPLI5Q/ClJswBTIQ5AtKCKQpQ1/6gcyCHgcUIlAWa00Kx6JZiEApNVCX6g8oILY2X15sCGTxPSammHIj6wxUNdLNp9vczNrX6G5OsQYtfTxkPZARIEtBupDBZRF1l5kP0tk231GmxMX02A+g659u7wLI5qi71sNoLMqXIFfB/adH6f0xWvWLkv6uB/I9GVz5LPF5Jsh7AdXdFeSp8Pu06y65WnkMn1EVAI9E0wdckml/SX0mmHPEKDMehqkToqJoKbAfHUC+owirph9nYWKvG/i9xqDmbblzQFrC4CV+WtOMIHgnyMcgm+X3bH5rL9udKLg1UDH2lwv0mFJqazimmMIg6wxUNfI+OEb/DfKX/htdISv2pU8eC9kN5CMUNnvHHJ/ZG4WqjpQQkOAvSla0XK0ZUhOkOcjVMOynqLw/aGzaTyDbpn1+tLnUb2d7vpN4qmUuxb6jsMKIFjBiTdhrKp9LehQFQHPBv9DsF8fn/3wwrqyKRJq7cB01Mu/fUpD9iqvHT0ueHAQylySEzSy/3wbkYrNmv9b0Ev7ue2b93QLyGcgWQa49uPMk3bvDd7s24zXF9rqMKaYoknUGqhp5C1FnTAJZD9pNirKQBV0/isol294YSA1zOVuOuhTldHAnPX+kuYSEGieVna9oWaELUThESUkB0gPkWY/vxoBMJETAlBz4vRxkXFVZU95r4cx30vodRQFwQ9SKPA2ksW1+UnkrXW8QNEfcUpBW/tTnV2yiOCBTQI7L8JuaIMejqKU/mfVxuD7r9p51LfPJ8nsd6mmxVYDz0hbkBUtrYiGI2Gg7ppiiTusRF5/L4kWwGqid9NlqYPH3IvzlOIu+d/9+yaJiWnWcug2gyVjYrr7yMH2kyMry3J+nBjAWLt8W+i2AO3ZSHlcDI9fCKf8phr9SKY7DDsD9QF3gcBFm5VuHCO86DhcCLzoOLUQo95nNAkuTsTCucWLt1Ub/LhsLdAmfH693JdO7UEOCeH8KLOcCN3h8dyXwBjAKGBMWQ1nKvcAMx2GYCL/4U6XbmrqsMZRNdJx25YXsRbkXr/Wzx6GOw1jgVqAXcA5wlAg21kilYvaY8cACoJkIqyyzBIDjUBc4C45okzqmoH/Xq2+BrZyL49AIeBHoK8LbftRp1m3Re6MI4jiTxsNz9zrOwrLk98Jx2BHoAfQElgH3AT1T39GV5Y5Tt7Xu1fXqww4Nod/LIv8rL54vhgFrgYmOQ2sRlhZTp0fZCZgfQL25lMeAiy21HZe4RLvYlkKrGrlr7Ab+HmRMYLF1gmwA8ijIZJCtKms/37oURY1rYXt8g5s3cdCYv6VoDGDRCI8o1PtMkC1t90/5iY4VTfnJN7ZEtoOypXDud7atmair8BJccosl/aYe6haaE6R8SHw/gY8gLok1VZF0faBADwljfrzXz+gjQMYlrfGDbY970vi3QGNGhxOBlCjG6+FoNHXAzyDjof2kUrMEou6Ts0H62ubFnT+3uLheixXYSH5EUZH3z6O/2xtPlV18Gj/HeC/MIAA3dpAbsQSahnrmCMjmttdBTDFFjawzUBUpVYhq/giUpSRr1u+7fgwDv/PDP74Y9x2QLVA0xqfJAMtv3FSWwcv9ohJT5t98ydam/9PzOYhzrPs6FIXNesqDTDmz7PFUpwF0fBeGLM20nkggb46JAqw/yNUg1+fwu2OMIJh3KoNg+H6oA1z6i1/vr9YxQ2CoWUtjJEwBwmstGCHrV6Pc+hFFMG2c+kx4e5i5ZPcxSqYTw53zyv0FaWgu/fOMK+BAUlCPo+M2nsPY1kHj2q6wzYs3j157b+fJFIjECjIM5EWfx3IE6jq9vb/rb+B86DXdrL8WYb5/INuaMY9knH5MMdkk6wxUBwL5H0i/tM8GgdziT/0Z8/ZkslQ0BPkG5AZyiHuD207UhMLZ8k5FQ0DMhR+QU80l/XqQDQOY+xogj6BJdK3Gh7lf7oYaK468bUtTCnIyyEtZfjPC8Gg9xg5FjF0EsleOv7/CCLARnH8/vBBar0zUebnLPiQSprWZtBhAkK1A/qWWk6+ehR4LwhRwUE+Le42SyRfLTXFzPmANlK0Auc1L6RUFRUuOY7s+yBtoygPrllVvPv33wjDr6luQk30e00tQq+pOxdfllhKoiysidHBjX6eBKqf6zY/yWo4pJhtknYHqQCCng7yV+LtOAzj3C782JW8t48VLjeb5ThRd0Uni6WBzke1XfDvNH4ma9jh7omSpC/IfFLHtyIDnf30UYfRO2xcVt8sdyJCkOR1EyMnOUWvZWxm+b4G6XvqmnS6S35NBPszj9zVBJsGHN9tUkgQF+KE5HsUoE84QGCF66Sr3rY08xtoTBEbf+XOnhGupHHAIXLxMLd0tH4/OnLd4NEw+AprrGqild0LYe5Z/81DsuycnwOx50OJRP/cVePdKGP4rnD25OECc9H7b8BToMkeFzzFmb2q9EupU2dCWmGLKh6wzUB1IIbdH/Qkd3oVDJkDb8rBiAkEagYxELX7zQK4CuRRkGcip+bXjpc0ctQ6G/xKlOJJMhy5ISzMW94DUCYcfqYu6XQ23vR49+KsHUpY0Xq0TaytYwcUoKCZ7fLcFmnvRV213ahv59RFkPEjv/Nrod3AmK3o4cxxMTGhll9CK/g0Vo/kPCS00OwpomHGxmtOyas65bSKR3uBdIuBqn53foPI61mkA/VcFf5/oVA5NJ+R7DlRef+F6CnjvTR1XxhbBmGKKhcDgB9h1Qx0sCS15xWfFagQrLrLt31WBs/Veqd+Lg8Jn/5a0+V5EUqxi9ja8tcrQ+eMoXTa8Lz/9F6DADKELFSD1QcpButlel+58i4MmWTZjNeM9OGd+0JdYkANxyeNk+HkO5MZg5yovcJqtUQCNuqhbaF005qQhmiPyIBSI4ATUA6AzSG/o/qlNJYnyesGsYKwR6S6hKXXPjYoAqL8LJ/2BzvnI32wrxko53UOW8R2GptfYPPXzaIUkuPPmn4ttEPPrXefIpP93XqNCYTaFWa6WwPYBCYFnTAzb+hhTTKVE1hmo6uS9oY4JTFgCeRWkQ9pnNdDYv29AGsNjZ0OPcujyN7T5A06bAh0yJpLObHGM1mXDO9/hgHICROvMwQ11TzQ5tGe+KNtkBJ1n/Do8s13MQPYCmeHCxwCQT0HWD66vXut24HyQV9A4xE/QeK5kS+mfIOtQ8JEfjHA/AwWoeA/kNdRN7VGQ+2DAwtQ2Kih4JQlIbZAX4eu3KyMU+iPUJ1xCrfQv5zyAuhZ7fh+UYgN1/R6n+2ynj2yNSaKvh0yA9r/rBb7c9/7aIJBzzPu2fern0QpJCGEcNoTeM/xeY94K1GQrXoVQmHl8c4sJ7LkIZs8FeUHvJv4J8vr8CJe+FDdGMcVUVcg6A1Wdct9Q/ROWQHqBPJn090YgT6EooFvoJtspzSV1sECvdTD9VZAz8QBJ8UbjC/ZylWf/j9MLT79fU/npvSR4JDIvoaLl40n8tUDdcQ+oPK7R0WDDuV+5r93ha0BeN5fdS8x6ORAXYJlcLmaoy/LctDk8AI1nDTSRtvf72XMayEkgrUAOBdkHZBcUlr2tueznHN9pS0mCWik/RRNP10qss1M/UCvdcR/4E5d80guW+pd3Inj49P+g11S/QU9Ql+r3QZ4FqQutnrSlGHN/73Kz3kSZ0HjcJSB7VP7O8x2bG6V91YcxaAByje6PQ773c42Z/WGue1xvxd9jzP3ldCPUZW7L5c7QwiUufQOQYVD2I/T90a97RBYvhdgSGFO1J+sMVGXKvKGO9GWTc29XtgL5BWRj8//JqEViA/0+k7tHlw9RJMMfzcXxGHJENYRPx0GvryxD9+9n+jQTrj0GLl4OF62A1uPDcUvzEipGrkNj215GkUifM981iaoG23udnPAc6u54AWpdfgaNd1wJ8hPI56jS4VpNheJ9AJtDejyM+CPpQlAHZBbIWfb6WPmCgLp6lpEDkm7lZ8OfYzSXYRmaCsAJiheQI6FsmSpZQu1f3gKgee5LkMN95uVQkIUgoyvWB0wdDxf8bOO9jppnhk9jfBiqPDvM/XuvvXdE6OMfQN9rgBxnzo0VIDfr++3fu+yNHj1DVEn8vrjH/R77gX/9bD3ef/fWOi00BjBa52tMMUWBrDNQVSnzhloRZH36RP33kLwDrrO3L2+BXIxCPf87+eKa2Tp5+o/Kx6BDQYaCTEFRRG9CrT2e1g+QL/y+XOXZ552T+jPIXBj6ZuLZfx46vO1+iDV/BLUknQZyGZo2wnw/6s8oXtjc1/AFv8ApTTzG30GVDoeAnKWX9IHfu6+1PrPUJdnNPXHqBJB77PXR/YKAJnQeWVxb4cDugzQDWQzSs/J3/gkIIO1Qi23rkPtXqAC4DRrT6RuaJEhPMwanJn12GsgcaL2XjkX3KTBgFRz4bBhWqaoGCIO60S8BOcn7N7mEXtjfV1N5TvYAqXwXANnMnGWzjPKiN0ht9zqKe++8x+/oH6HLz6okdre0BrNuk62OrYry4imVlCcxxRQ2WWegqpL3htr2L9h1F/1NcNYBkIdMu+flzttIScSBVYpjuxJNpzATZBRJbnraj2OehpFrK9JFhD/esk1SfyYbCjknl/SGsh+gx8Jc5xTkehixNqoXttTDs+UT8MWjqEXz+OLeg77fwkVL3b8b9hMFJlAuro+9v9aYUVcBcCNUA7+j7TnJYR22JUNScr8EBJALUZAl11xzwczRGROh5xcwuyxfAdDwfDbIcz6N8/po2peZJLknGkXIIpAWic/qNID+q8OyRlQlSyDIDmgMYPfsa8QzD2oE99WmE9RFd5XhcbCk8n7hLzD3F5DHSEvxFAxPXvvC8DXKXyeX70TgVB8tgRXrtlwqWx1j611MMflN1hmoqpQlFnAeyBhv8JKicwe1S6qzUmyfd0xgb8mU2wu19DQDucNcMj+Cd0YHBTaRR383TRvnSwkxMbcZl5Go690u+Wgd9dn+c0vpwgbS2qzh+8mSYD4zmJDXO9L5I0v92gkFeal02QLpBPKq7bHPoQ8VgtmB3r8pTkAw6/0q1DrRKPg+ua2h7vMKc3mT/5BHbtQM9WyLAgC9ALJp2ndPkIRomwgLCO8ddx+zrmWldokG2RwFZbok935XKAva/K6eN+GMef5zk2xZ8wLhOubp8Pjy2hdGrAE53C/FQqb4d/exic7cxRRTVSPrDFRV8t4wL/oBRRa8AgYtcr8EF6apNJezISDfgewP33wE7Sd5b7ZdZ0H7X+GoP2CQ5KMxBakFcqItASZxkJz5dlK85VqQ/cKdZ6lphOIvQeoVVsdeu0L/NakXtnNcLVJRITRu7w6z1trkNlfpYELRs1agFofdXT5/kzTE3SgRGjN0LWqVaph9PnotKkRxY977+1HE1K3D6ZvXOjk8z8unOCALcAEVybOeg009V5AWH4q6QX+DyV2XuNSGj1CY+t4NKIf3xoa7JosDu0Kt7++h8W95W8Hg4bNs52l056tiPSeDw4WbP897vtIVBwP/gOHNvb/PbzxzAwqr0wDaLLE9HjHFVB3IOgNVlbw3u6uPRjX1NXyOzakJcrvRmu6k7Z+/zN0CU3E4D10GHd9Vt5TC+LARe+JxWP0O++0W7hzLBqjWfxJp1oD86zphb7hkBVxQBj0+h28+TL9gRpFAWoLMAXmYPFNvRBEQB+R/pCWCR9H4lmOAlaJGZh0+iiJT5jQH8M0n0PE9TWMwYg3snBWFFU018TLIS6TFJQXbP0/Ajz9RUKKBKCBUxvcFBcpZWIhAkVTHOWiscVuX7+qhluRDEp9V7PF2c5WB7Iu6qIaSWL3YdxvNwfmsWdcF74OKdn3uF5rHdsQaODDUM8Kdp4r1nLwmopHLTuftqKfg4p9g0MLK+YaLi63zvvO0WqLfbdkQpD1c+ksUxiOmmKo6WWegKpO3BURmgBzqflD2WlyAxrQ2ihr2ZoUw4r3ZNn+hcpudyqFtunvoX3BfpYtO5bbDt+bYg9tP1my3fBxmfADyNB7pNPKvX+qhcZe9zIV+oO01nCPfG6PAQYtA2uU/ph3f1biTlo/b19JLT5B0N+jRILfZHmcPfjczSoins13wE+u322cw/NcKwQ/kI1wAN1LX+1FPwcwvQP4LUivcPnq9763Ho26696AgMT8awWEwyP4kuYRrX7p/ot4XBVmlaoHchrrA7uXyvWP24KtSP6+48NuPcTL8Fe0KW9ycee/Rqevtwtkw412KzBEKsqtR4GxjFBi9wly7mccmeU24xQSGrxAD2RsNa7i6GOHbu/5MYTIVytxvv4Inu0ZNQRhTTFWRrDNQHQmNp7lG/58sKLZ5GcqWg7TMo65tUdesB5IPTO/Ntsvf7ofzIRNSBdZnehiNd8ak5nag76NifbzgF9jO15gokN1RFLz+ZvwruSZGlUAOR90RnwLZJsdnGqLxpQfZ5t/wsytJ1iLUzbIcpKlt3lx43RG1/N9KlhjYzLGZ0oekvKLev+/7ox3Qp9z2GJDtQDryT7J2+QnkeXhvLJybM1iTyzhvA/I2agHdzOM33UC+Is1anCoMVaAdjhCNEQz9gn8I6sZalGCVW1tee/TFPxph+nw0X+rm3nPczZcxArkFRfY9yuxPVj0s4PWhMOjPhPA3UqDdGtj3VT2H7SBYojkYl4J0Da6NbAiuCUVBjOgZU0zBk3UGqiOh+ca+xR2A4mizEWdF3APZA7UcjUmvK7PbhUhlqixAmUP6B3jpwkyxHWFv1nB4lbY+ouA7y4xg/2G2C36UCGRDNJHxD6iVJlNKkVqoFWqIbb6TeHLQ1AoNzd/HgHxhmy8XPvc1wuqQTGOc+L33+kXBN34B2SL19zMkAdE+RnJJDB1cf/PfY1DLegdFoi3U3V0ORNFwx3q9hyh65VI3RUHUXJ5BXiMEaxh0+sB9zM98y6zZ+0E+BvkV5HsYsiio/RVkC7Of7gXfTtU0PnaSx6NKvmVwy/FREXBIYAksAmkWbFt1Gqi3U/L7kI7gGsf9xRRTWGSdgepIJAAKKrkVme/bmQ3ZM8UByJHmon2O+/del4/84v/g1hOiFlwPH98OA36rytZHNM/YEhSFc5jtNVsA/weDTENd0Lbz+M21IC/mIsSEzPvjGDh6NJ9jf9s8pfF3jBE6zsrht41AhsOwXzOtX9PnCxLPHfdB0Imhwxuvwt5dkK5GeKjk4pzqujhkEXx4o3c9Fb9tNwlG/QFDXZOdh7R2jkDd/XzLk5hW/yaqvJo9B3osyMF6WwNkZ+gxNcj9FWQwfD0Rei8O+yxLBTEb9iNMvMzW/LuMy/ooYu6XIDuH0+bXb0LnyXDKErWCJguAcdxfTDGFSdYZqK6EusSMyPD9eSBzod/B6VY4NNfVUpDWmduorD3PVzMdNQRHFJihDHodGK710Wscek8DqRtQX/uA/GHINUF7lAkFLPmXWavnJAt7ICeglqytbPPpwvcF5mK0OZpYPC/Am4B566rKn4c6eMOsy44gQ1E38R9A7oLTX8/0Hpv5+CRRh2dKA98SQ4c3ZvntYSgoyc0o4FGl984j/UKu6Kr/BRlkeQ29A9IlgHr3Rz1c7ldhMJ9UOcGeMyrsDF8ZvgdJtCzBaWOyNci7IBNANgmpzXqom/YmUR6bmGKqLmSdgepKaHzCZ5l/M/l6hWhO3iT7LIc534HsU3jb+RzO4cffZRmzpSB7ht+2V66yL59CLXb9CAAwA3VDE5ApQdQf0rw1BfkC5BUjoNRHXS5b2ubNnd+bjtML4/nfeiWPtzCGDshwkHK4obX7WnxnNAootALkPpBjMRafbBcuFF34e5C99e/TJru/9/4lhg5v7HK/bJqL8USQV/HIgVmMwGKE7cmW11JrmD0bmj/ih1ukWZsDUavp2UHPUeF89pwW9lkWNSVq0pw1QUNJriLEGEmQi0HuT533aLjFxhRTdSTrDFRXMtrm5SA7ef/GGxUvPD6jcYih8Y8/gBxtb8480V73Q2NtZqGuvL65N5oL1gNm7Efb6rsP/agFMsIIKAIyxjZP3nMcLe202SvuRl226nu/k/3nouAOrsAf2S5caCzndfr/aLz3/s5r5ssmaskqR5ERPeNwi1GMmfcg474fzlj4405vhOYXUatz1jQjxc5R4XWeMRGazw/fEhgdJWrSnJ2CKlM7h9yugyKjH2Gr7zHFFFMqWWegOpO53A/w/t7+AZI7Mp93YmAfkgZvjcax9LA9Z1n4PA5kKsgHIIf7WG8tY5lYC3edXMxY2iaQx8w6nkSWpOZ2+IuW8IOmf3ke5HXUleoE6D8/iH0BZE/UQrueSakwzx9Bobj3P6Rx7oRastoHvUZA7gUZaq+vufOfeV+Xo0C+A7nOS/Fgd07Tz64ZAt3+DlPBAy0ejcp+YoSwi1CLf2hxqWmpaVZG8f2PKabqStYZqM6Egn9M8v7e67Du8Ha+1iavwzyXC1riN5f9D8QowwAAIABJREFUAcdNcBcAveDni04avCHIZNLyb0WVULe67ijwz3iQ3XId5yz1bqL5kwb9ESUrVZ59OAJ1nd0J5BJjEemHZcj2VB7tK16Sxmv7JB4+AlkF8g70mhogkuI/OQPh/9rAJSuKscxE0bKa1t/1QG4wSqZ9w+gT6qb7sb0+e63xC8qMYLdJ5n7u3BjkShS87Hjbc+jdT7fzc4bASb/ChfPCiSWf8iD0W2V7/aPx2fejbvmhWaGj/v7HFFN1J+sMVGcC2QiFZncFx9DYpHRkzl6LYNY35rJ2dO5CXJc5Ccj3EQKtV8ImZ+YHEiPPgHSs/LmXsHrcBDjhuSLiZ2qgqIWPR0lQyGNuL1VB5/MHNedVcQchHPN0VLTKBYzHlkYwPinps91Rq+m7ILva5lF5Cs4SmO1dNet9f6Otn5PEw/Ugx4PUTtQTzMWKpJyBIG1AXorqePq0Jt9Eraxb5PdsxVx2/ABG/g7ds6b0SWp3Pc0He9wEG9ZR7zk5f4Z5H1ersOCVWuPipWbM6tmew8z99BJ2O36AuqXvEPD66qjv8Wn72Ix7Qz1p3jPnd+3K3wdnqY/y+x9TTDHFQqB1Qq1Fldwc+QcG/pUBlRE+pQbI2TC7HPqvqSzc1WmRWldFzq90yPfWf+aJmjcM5JbKn3sdtpcbcvsup/iZsagVcCPb81TE/G4FfWf6cRBGyUqV5xg4aKqIG1y+q4mCSixHES2t5kQMSsDyrveqo4zg9ZQZg5kgn5u59UwNEhSgAkk5A0F6g/ynuPq81uwZVtcsGsc7F3VlLCpdApqc/pr81sIFv9iyjuQAErQByGHQZ7b73PWdQwko5bLkxvw3yIMBrq89UPfiSrkjwx0D2QdNMzTWbc6CttSV6pkVU0zVhawzUN0JpAvI82mfdUNBUFpmfrb5I+7CXceVRljcCuQU6FeuQmL6gThCNEdPRULoQQIXCZz+o7ul4uGz4OJllV1KvQ7bgQvgnM8KEYBAeqAuWlvbnqPi59ifg7BUtKqVNcvvXIECR3jGDYE0Bnkb5CNFv7QXQxYMQIXX3I1YDfKgeed3QF3El4GcbG/+NGcgyCiKdMP27vfFy0EOtNS/s8wYV/JqKLC+nUB+BNmmuDEJ7z3ODSjHPp/F9fHiZjD4L/cwBamLxr8eEMD62hjNkdrbbv+lDQoA08nWWoTW40t5DcUUU1Un6wxUd4IO+8KoP+HMd3RD/vAmo7nLmgZBL8luwt0qgeG/gKwEeQN6fwX9koS9MUb4GyQw2Py+POn/Iipctl6pUPHNHoY6LaBrWeqBev4ymPYylC3zSihfiKYR5GgjBIeeCiKYOfbnoC2F+Ap3Hgf/BaOzIsKB1IBJI70ubrb7Vty4ZFcEgFyIxlkdZJdXzRkIcidIf//XQ7e58MZFaHzo7SCbhtSvmiDXmv3VVwsNyB24WLoLXQtRIJ277Anfo0ogz8CHN3sJuyDnowBVvqE5m3rvB3nI73rzaN9BY66/Bzk0w+9qwrlTg1qLIIfBnMWa1qo011BMMVV1ss5AdSb3C9LA36FvTpdAPdRGuGzgItD5Y4xrnQpwZ69LbWeowPlJQl+yMPm+QBvRusckCYRugkyn91UTnqxZvngpvD40tZ+55iX8JxXEUbbnx9957rXYj4Mw6nmVsoAZnYUmje8LMgRNGTEW5CY0BcIDmpev6mmOs7im1UDTM3wL0sg+r1IT5iyBS3/W3GrF5pFLXrP9yuCDa0w7W4LcYy6rZwd5aUbdW18DeQuPGOwi698etQZuV8xasD33Sf1xQM6DshXQ5UPovwB6T7O93+Qav4amQZgFsmGGPq4H8jXIaT6OWw80DUIoyddd2t9A91GZopZQNzA42R5kNMhC9ezxfy2CnItaIU+J+pkVU0zVmawzUJ2peKjxOg28hbNEHYl2Kqx/pwt0ETj578QzFbF75QI9kgTCGUYg7OQhbJ6yxOWQaaYHjGyc33j8kwriHNtz4/9cT3kQekyp6geht5Vj6DKQJ1HXx3EgN6NxOaNQIJQL9eLQa3pQmmm741KnAZy7sLIiYL/dQB5BY199F04K57XvjwEBzxyE5uKrmfRZMzS1yhsYNF1/+yP7oEA7N1Jk/F+Wdm7BJWbafXzTlX+9FkdlTwDZDI1RnYrxxkABi+YGKagXNm5u6YpkY9Ta2zqHvp4As8s0tKJQ5OYKIafLxwoSdEPWdv0Zi1QBD3odCBcthSFL4fDnoW156lj1XATTXzPKirtA9vP23Hjj4gLXTi3Uuv8tyB6213JMMcWUmawzUJ3JD7cgtfJ1XJnpYNR2ygV6S6rL58ik/1dYApMtguWSiDe8SNyFzZGu7ZoL/4jc+/FPKoixtuclmLmWGVh28wunn8UqNqJvJSl8bF4bAgPmJRQBZ+wDMhFF7YsM+FHwcULyMUibtM/WAxmMguP8y6/xAGmPxv8FnhgbzeP4I0j97L9Nto60eVnRQuU4+3MvhxsB6naSrGgkEn37lv80f95yW5dGufRYbnXWaaDgap5hEA2yPx+ui76Hi/Ui6JkWkjHYnOHJY9X1I9KslJUtdVcfbRQ1w/IR+lEl7iSQl0A2s72WY4oppuxknYHqTP7Ginm7W+hnI9OEvgqrYDdJjQlMdi8dk/RdugDpdchUaCWPfxZGrNW0BtkO0tJNBZHb/Eg9kJ+wjHwZTl/rNICe3xd6KSqFuMci1sGVIGPM/3dEwSNuj9q6CDpmDaQryGse3+1grFBzQE4ooo2aIFeby6zv4B8Z2r0B5PYCnmthhNUj7cy51AS5DHXFd3WPNN/fZYM/bT+nuNo9zThmdcvV3yefwclKT0nZe0DWRwGAmoG0A+kPcg30nxu20sr73jDS5bMxBb3DqMvoNNRV3wNVNNkSecdJ5l37d9T2s5hiismb1iMuFsv0kdDnMBjXGGoDq4E+Zfp57kVkZTnQJXM7O7aHPdaH5cBI4BfgdmAIcA1QAxBgmuGjNvC3+fcG4Gb02RvM518BtwA7J7VTG6i3HzR+M6lP7aBPU8ep29rw6VauBHYEjhHh73z6XiKlFfCuCOtsMxJ8WfkDzK+v62TqJFiyCKaPzDD3KUVkZbnj1G0NZWOhXv18n4942Q14znHYF3gJuBW4UQSxy1Z6WbwosQdUlNXoXPhSngJucBx2E2FW8hcifAe0dxxOBO50HD4HBovwfa6VOw6bA48CGwAHi7DMJ75zKdcB3zgO14mwMNeHRHjfcTgbeNpxOEWET4JjMbU4DvWBh4D1gAPNHLiVR4HPHIdBIvwZFn+JUrdupnXpODjA3cAVIizOrc7t6ifOtanoMFTUXxs9xxp8A9QEfgAWAd+bfxfB77+n8lPxXL36eXcv57Jdffc2a7h8lnyc5v4Oi/C943Ak8ALwP8fh3Io5d5y6DeC0N1PvLaM6wssDRU66s4AOxSUucbFVbEuh1Z3CCJpWl6hBv0F/Y72rsAiWS2qsX4V1sEeSFnGVuOf680IlPfWPfDSjVKFUEBnG//9ABtnmI6S+jjPz3sE2L1EjkC9ALkUBE3xJTxAMn8FbY+HjO6DPN5nisEA2MtbT5SCDyCGeD2RvkNlozGlg8X9ZeLgW5O4Cnz3FWONCyS8HcjKK0jo6FwsOyLsgp4Y8njVBboVZs6B7ude6RNOsfJaPJQqaTkh4uHjltD3rPa86bbivK8hWrpZA93CNPMZ+Y5AXQF7FJJqvyi77McVU3cg6AzEFPMFIW71U3HEStFqVetiNSRII3zfC3wwjCLYVOPYv6Lgm1Y20gmaIeyziaZOzuewk8VaRCqJkA8hzQatDUer2s81rCGutvblQCkhd2/xEhRJr5HKB0evgkcgKgJV59l85pXV7X+Yr/152R1E9vwQ5zLteOQN1Bexqd+xkK5AVIAWNmXmPFhNgihwURfImkAXk4YIKbw1XBN9wcngaIWQCGju7WWJd9v4ahnyfJABuYcYsr7hrOGRCQiF6hodi01u4Cdt9HaQdzFsLQ/5ObbNTeWUgmE7lKuQW9w6j8br3g3wEXZpCqyWpqaYqxqq0wbtiiqk6knUGYgpwclWrvBSTlDkhoCVb+Cri/dqIe+L5Nr/Cvq9C5zUuB12L9Iuiu5ZwhkCrRalIZrInBaSCyBUiPJzxdbsAdF6jB+8/l5MdjCWjysU6pq21hmatXY1HvFd1osQ6PW2yAk3MCOWSWApUiCUBBSbphOZR/D84e7/EPnD4w/Dx7SDz8xUCguujXAVybxHPdwP5DqRxALztCvI5yLMgW+b+XJ0GmuMxNIFnGxRE6H8g66d9t0GyAhH1QLgj/zYqQNOGepx/2fsXVgoENMXOX8rbR7fouk8+e4NU3IgDn9wFg/5MHZ+h5g4RWwJjiqkUyToDMQU0sZrweSlJyWJTU0UMlYSF7yJJ5AT0ymWW2wFTWTCaIdA97WDtNhfmLCDPVBBBaV0LFSwzB+j/AyjQFWS87fUQ8Fpb31zWBpsL24W2ebI7Hm7rtOKyJFLdL0zFAM+oNejzBxXGPnl8B6yBXgfa7lsSn1sYa2DBeR9B+qBInTv5yFdXYy29kDzTPQSPGpu8D5/wHMyejyLFuvIJH90Gfb+Fbp/BiDVwxj75t1kBmpYMDjPGnIfN5kZFWQPSGWQdyG8gZ9nhIft5Z3ucYooppvzIOgMxBTCpSGsjAB6e+nny5bRcNEaw898JAdAr8Xx+bh5pAqMHelrvafn3y+sQOusdkKNAmoI0ANk0V8tbvoJl6kWlzRL38bo8SXiW+0H62V4TAa+369C4kVrG6rmjbZ7sjofXOk1G6qu+rlPVJY2IWmv6zSnGawFkCBrjmBPaZeK5dMXWCXsbBc03FOiaHiRqrPs+fN4Pmffh7vOKVQhqPWeuCapf/qwj6Q7yN2oFP9geH17zf8qSWACMKabSpBgdtIoVx6EV8BjQToTJyd95IC+Ogyb/g/80hGH4gQqYjFbqOO0mQu2Gqb+oDawoALHPCxVt+z2B0cBmwOaGNnYcVgI/AT+n/Zv0/1M6J1DOKuob1xgWXuM4dBHhr4qWKqOijaLyeH0DTEdBAjdoDWV/QuMb8u9raRSD4tgROAA4HFggeaAiVs3itU4rkPp8RdoswVIsKrLX+BaOyKjvdpOxWvfiohFptb7TT4W7GkLtxqaPh2VBSa5URLjJcagNs99xnPOnwuZbZuPPHb1xZAf48hloepAIqwvrT5MGiixdCzgHRYb2ay03GVt5H75pG5g2Flfk6yZj4c4GlfftMo/fuxc9Ew99DVa3DRANt+DiOPQE7gWmAKdJHii5/hcv1OAVb1YR9Oa4xKXalVgIrELFcTgChV8/S4R33X7jlk7CceoeDf9+EwY0hv5o6ojlwH3AzN9gXW3HqdugsI3e6+BYXMAB61XXh6+LpPeJ9YBNSRUM0/+/E2y3q/uF8ogzUaj6v4E1wG/QvzZ02SSRJmMVMBy42jzzDXAt8D/z9+ptYdQ6uG8NrMy/uxEvBlr+fnS9LXccTgWes8xWBIrXOq1BoWlgqlJJKKN2mgbzpkH53PyELn9TWLgLTfkLbKmlyVgjAJq/CxNStNR9CLoMhhfOdOPPpEaoBWwEbAjNbq4sUI2tBcf+JTK5QAHwtDdhXMNE+6OBnsC/fVrL+Qr2fioCvhkMffYpNlWT38Vx6IOmvHgS6CHCGpv8+JXSKi5xiUuEim1TZEz+EJrEdinIsYU9X+E+dOwHcMACOH2t+vpfbnz+25YX5s7kXxxfEDGBmVzLUDCK9Y176XZwyueVgQPOFmj1l/7bVkrBTc2n9VYTRey73PztoAm+97fNm21yX6cdV+q7ZRfMKCpk3qs/QGr5M76F7wNBuJf66Trpzd+oP0DWGFfBP0FW6hlw2e9+ujdmGB/fYubynQO/5ywscJfceDhjInT/BOb9jabuyCt2Mxwe7Y1TTDHF5B9ZZyAmHyYROcQIgCf6U19y7iQRBXdpI3DyskI2fnjsbBj5G3T6sNiDI3EIXfY7HDeh2EMonwule3xjcs7FruazCnCBChjtYz+wvUYCWHOjjBBY0/y9Fwo3b/3CEgUE2fiylHX97AIyLwrj6y2wdZ8CskFhdbZ60i8hxZu/9u+C1CYth53/ApJX++d8gU+5GHU+z1+WX2x2eKkZgib3/vReXKr9iSmmmEqDYnfQEiyp8St//ga3HgqNeojwij8tbNYMrkRdPuYD/0HDDGtvBas75+Mq5TjsCR1vBU4U4e1iOatwZ3Uc9gauFCErD9nqc4mT9HBN22ZJ5fjGGug41QYaoy6h/wGuIOEyM3Ofwt1po1cchyOBC4ADoe6OjtNkLOzfDOQ3eHhnsNfPYFz78i9ubtdxSSmNgLJCH/Z3fL3cS7fdGVjmOLwPvAa8DswUQTLVpjF84xrDJT/DdZsV7zrnxd93C8Q1vs9vtz2v9rfeEVjsODwLPA1MFGFtxS/yibPUffjbBXDOV7DOybwP57tvl0Jxi4m8uR5ML8B9OC5xiUtcciy2pdCY8iN3jWEvXzWGqaiX3mkjstcj24DMBenu/zjIWyCtwx17Nw17Orx4m4LHqxQITYS9EOTEKGrjSwU5sroTmv7gHtt8KC9u67jfKpg1E0UdPhPkXmPpXgByH0gHkC1S62j2MLR7G4Ysgi+fgi0b+mGtLOQ989dS6t0+isY8FORDNCXG/SAnwV675oe6LDua5/N2D64KFCTyakwxxRSTF8WWwJIrbhrDW+rB1z5qDH/4MIGW9jcJi+AD5u8awCYNvZ8Hx2EjFCTkEREe9IevlPIjsEUA9WYobhr26fPhPOCenRUtbzf8Ri6MSjEAFP8FHhfhFcdp8rA7smoh4Be+8FcD9tynqo5/FSuNgbm2mQBvqxLcfgTwBHAr0BdYB+wOHAd0B+5zHL6Bjz+C9u3gtu0T+0Lf/eFPEZlc9HtQiNXLT0tpDu3fCNzoOOwEnAFcBu0OhmHr57E3nAk8K0mWxOpV/AU7iktc4hKXXEosBJZc8UJF2zmjUJZf+WYwnLe/CjY1yNfFUS/jPAjMAy4vlhs3tyJYuQLYsti68ynel0WAYys+awCrG1bRw3wgsA3QTv/0H6q/kGKQYDsAl8JW27tfpnbb33E4H3hYCoDIj4vvpRHwqW0mKoqH0FTuOLyNIuC2AbqLMBOYCdzmOGwANIf7b0sIgKD/3t0Y5vimDLHtXpxL+yIsAG4BbnGcWe9D7eapv8i4N3RAD5hqWmLkzbjEJS7hl1gILLnipTHc5UDH4Q3UUjNBhN8KbcEIO61UsNmkIbx/MDxbK/WSc18d/d71YjAWqA+0FskcP5OteMV4wSevwiEhWwIzXoZMXsS6DaBPOr8lf5g7DgcBlwGHifCnfuq1FhO5FQPmaQPUIjMM+B64BO6eCYtcxv/kUcBZwFWOw3+BO6XIeNK4FFUakcES6HfevkKLCAsdh+NRS+AHjsMV6Nr5W4Q/gImOs3wp1N479cnqbn1eUA6rm+eiDDMWxF2Bt0JiLnKl6sU4xiUucSmJYtsfNab8yDs+48DdQM4CedXEVowDORTEKRYtEU6bnGu8Asi5aKqArf3pr1eMV4/PQW60PR/ec1R1kCFB6po5bZ99LfZeAnMWgLwE0iQgfjYBGQLyPcjLIEfkOv4gDUGuB1kO8izI0UQA0bS6UGJuRv6lCJpuKLzRizU1a2c3E/v2JsiOic/jONTc5rDPCvf5liEg/wl+zdlDC44ppphiiiJZZyCmAiYti5BhguxH6MV91iw4f3kxF6pcLzkgx4D8ALK7f33t8om7ANp7BsgDtueiqpMqEeRRkHG5rkWQDUAGoWlL/gOyg0+8bAFyuan3CYrISYhC658P8jXIdJDzQGrbHu+qTNmEOzO/R6mCJ5pCFch6IJeBLAPpllCyRU9otU2pe8MxT8OcJSAnuIzphyDH21hzMcUUU0zVmawzEFOAk4s40PY19wtV+0kgO+ViBUk9SMtFETHPXAOHTEi6wO1lLuetfOK9ll74R/7mzn/fb0Getz3GVZ1AeoJMA9mogGc3A7naWKb/DbJpIVp5kO2M9W6FESp9VDKIY5QXzxrr4PUgWXmKKZ8xrpjzNkt07yhPe5cHLQSZjyY7fw8GLHRX/EQHKRGkqXkvJoBsU9Ws/wGNWQsoW6b5XSve/2GHm/cuEFTQ2ErrNiaxZTSmmGJSimMCq3ARQRynRi0PIJl9gY+AjR2HacBXSTRdhF8T9VTEK0y/GRqdDHvVgu03gr/awvYnOM6Rk+C/TaDxRZJnLkCN/Wl8s+YmrIMik3a4E4ZeDayA346CPg+nxngNWsz/s3fm8VaN+x9/fxulOhGN0khEpmuIRKLk0nVTylCIUCIZIxpQ5gxX5vle8TMP16xkqi6iRERJpSiF6tRBqO/vj2dtezhrnbOHtYdzzvf9ej2vc87eez3Ps9Z61tnrs74To9sD7V08SVG1QogfygfZjJ0SYRfgOqCrphFjqspaYJQIdwJXwjdfw4nATdtGz+XALiKd5kCLBonzF6EtcDEulu8RYC91ySdCQxXFxSK96Y03DPhYhHeB24C3vc8YSRK/Jpevg8P2cvUjI+d8OFAEbA0MAtavBY4BvlFls8isya4eaeEmV1LlEy9O9kpgLhSfpWr13MqmaLm7/p/tHV0LFx4Bn0xV3TNLWUGDklcdcLgIRwOvahXKSFoodVQNwygQ8q1CrWW3lfckFLQRLi5qhGdlmQVagqvv9zzoeNB+oDvB356H8xW+ULhQ411szvo59VjD+q2h9xLXZ2xfwzfBm6MiVsoAl8O93ecXrYGhGbm7VtSWTVcn0DqepeO08OZ75Ivxa3GJlj73A7+Gm3qAPuJZ/q4GbZzb46r1cHXsvvCOwZmgW+b7fOe7JWNBgPpdoHsxXK6uxugX3jlOtP5F6o+er7Dnc6XHSVzXwzcU6jUNeiAuZvZh0Ab5nk+htuDvomPfzP2YJ70POh0XvnAr6J75Pj75PQdV1zJqzVpVbnmfgLUsn+C0Cg1rdVwShGNBr/LE4CI4ZrO7qeujYXyReAki0uoLtKn7Au/5fFX9UsvmFzroPaCPEmLSlNIFka8IOPeX/wI6Kt831DGuoi94Lms3VFVX0WT+j7jPHF8c/5kLPSF4nne+x3o/R8R8Zr/n/MeLPPjp8hgs+Ar0hHwfhzLWSj3QOz231sPyPZ9CbMEF0fu8lb0x67eGc38pIw51B+87bgnoXFySmib5PlbZORbaAoZ/638OCsfV2po1a7lr5g5ayUmv0DCbgAVeezryusiqn+CShtCATOvDibAt7L6vq0OYVl9esfi6RYVQqy4/BLk67bW/CEfiXHu/U03NnVGE/sChwN6pbls2iSUlNuM//68+VOXa8MZNl6JW0PFUaFYfSqbDhK1gn49EeI8q5yracULUhQyixb83TRbhDvdar7Phvvrxn7kSGA2sA84EngT+wJXamwEcCGzXIHG0xFIsnuvlyyJMU+WH8PcvM1TZAAzzykk8LMKzwChVfsnz1AqIoJIyK74La4TS7vGPTYedlkLP2dC4WeL3nypfA2NFuALoiis5M0aEGbhaty+q8ltw/4UfeiDCjrgyOgNgmy2sKL1hGBFMBFYBwig07L78jixyReMnUtYXSdAXpQhbAL2Ak4CuUHuNEwLpfCkVNXfWBfkbjAFOB1qlsH3FRgSBevX8j92m34HzgD2AGiJx8Z5zgc81IMZP5IqDYNO/Yek8+PpOkTBvcuaNhoFdoGMrJ/4/BeYDHRLm/93ycMZLn4DYmUWw8mCYcjBwB7BJhNuARyv/zX7QA4emOwBHu7+b7uj/mSXANbj/HVcSHxvYkGSuVVU+EuEB4C4R+haq+FbldRF2B24H5ohwsiof5HtehYFfQfQR34dVQ9X/mh19HKw/WXX6/5W1rSqbgbeAt0SoB/QBhuLW25PAv6HoB9f/Ze3cw4wOQN2jRYqOVC2eHsY+hIkIewKjcA/0ngSWwTGfwVl7wF2Vqo6tYRhpkm9TpLWK0aKuh0s8166TNd7F5sQlzvXGz23stOUw5zEvxutN0EGgRcExga6v4Ln4jRGJO6r8MYGgW7qYuQXzYdDSsl30tAloD9ALQf8D+gnor6Bf4sosXA76D9BWsMuOMOK3bMVXuvM2YEl8/ydtcu6C4Y8XznpXX1dbz1W0O+h/q4KraDKux8GfOfrPYNff7sXJnm9c6ZHPQY/P9/FIcr79vJiz8aC18j2fQmhRN9+TP3JrosvO4fUdvns8LoP25aAL4NJ1/vHwxye9hnNzjPUgXP3U77z/+3/DxayOJ65usGWytWatqre8T8BaxWgunmNJTIzPGeri+cZ6P3sviX65+H0RnzabmALL0X7rt4Y9n4NDVkKvlbFlJ4LnEjTGISsr+5eaF8PyqROBumU6X+i48hu7gQ4AvR70NdDvg2/UQ4kxrO2SMfj2/00h3ZCANoBhXycbOwPaFvQm7yHHs6DdqGQF6JOPCUz8zPHFsM/rLlGM3/E8ekaK52Zf0JXZjNsKM4U+Lnb5RdDZoB0rcnr+kI/LRd4aCK0+IBz7tv8aO/adTOaPi5E/Ci7fmM3/kZntuwro30HfA12ES2a1BWhn73o5Pd/rx5o1a4XXzB3USJIV38P9OHeuicAtJLghtoIrP4JaDfxdwtasVWVZYq+eq+Exqc0lyDVt6y9Un620adq9lOb3A1cAd6mikLqrr7qU6J957VGv77/Dny9B3Wrxn84svtJzrRoCXACNawe4FC5RffbQdMcICxGaAiOAM6B6cbJuyqp8A1wowjicq3OlcxWNxhZvNRV+/wM++zgxHioo/ti9u9WnUFK/9PFcvTi1eTBLhAfJkluoSFEX6PQKdKoPNYEJwFVpu/ypstK7bk+Fb96BAQoTt6lo6fmzUFqgH/AG0Bd4PbO50Rg4C3bu5H/NdthfZPa/oe8hcHvLZOfvyg8xGDgNWAHfzoGWnQopBl2E6sBjpdzwAAAgAElEQVSxwKVAdXjtfpjQCZocD7UGwtW7QNuBqryWj/kZhlHg5FuFWqsYzT1FPfYX9+RzbMBT/ZM/gm5PZftJaVVLc+09ib4a9FvQ/bPQ/3buaXHv18M6rqANQceBrsa5ne4Fhz1diOfNs+TdBfoz6O2grTMpv0G8q+hqz9raKjf7ErF2/HOms7AePiNMixPoO6Dd0phXl9KZQ9Nz/SVLbqFlZzftXgw77uCs71oEug3O1bqFWy+6I2gH0N1x7nedQLuAHoJzx/47nDKrENd/Oce6CPQwGPxJiP8bWnvXRXucu2z1NOe2M+i9oGtA74OJ3f2v2fM6wRmfJjN/nJdEH9BXcZb9SaB7RNdH9+JCOIegtUAHgy4AnQnay/9/1qnLKpK12Zo1a7lteZ+AtYrTnKtmbI0vLfVFmM3addF5ZH+MQmm4Oo5TcLGUodfL8wTmW6Bj/I/riI1wxK4p9NcM9EZPUD0AupP3eg2Y/z9XT7IwzhvoHqCP4WL6JiQeX3c8RhXDif9LV0iBtgO9mair6CHExeWE5xbof/4iIia0+pHLQVumP78DJsN538NpczJ0J9wXFq12DxbKrFuY9HGGAx/1/792hTp31nGbQX8DXe+t71W4uKuluJirL3F1JWeDfgg6wxPNU0Ffgwt/jO870gojPT9oNdBdPXFxn7cvG0Dfg+FLw5o7zhX0Pu/3OaBdy18z0fOHc7d+yROQV8Ret7BNGxj5E5w+L/Z8B5encPPHudlfB7oC9F3Qk0Dr+MwntIcZaZ6juqDngy4DfR20K3/V061aD0etWbOWecv7BKxVnBa9yfQLjo+tvZT9wPOqENwOup93g3ktaI0sjTHWE5jV/Y/rnEdxSQbKHJ94a9q/QFvG38AN+Rw+fxuatc3leQu4iTwI9GXQ70EvBi0qY78Wgu4YwnGuB3oW6HyX0Gfwj6kkQ0pujKCbwCtCuRkErYNLKpSW5Samn7956zrtNe3OY9kPFIIfFo3pAno46Nm4QuEvg34FYzb5C4VI4fvMxFoub9KTEb+g24IehUsYMgV0nSdmJ3vHZm9n/TxgMhy2KkRL4IegPdzvMyfCWV/6zdPtw4lL4s/f2Rth4de4mDcfkaaneeJb4l/f87loDPsVGk0idsJ00Gk4QT8RtNxENfn47sF5Voz15vk06N6lP1O20LVmzZq1xJb3CVirWC36BdhjhnM3OzpUdzNrGnEnHOp94ffO4jhdvSffzcv4TA3Q12D2f/xuKkE7ejeNP+FcVhtH10niDfjJ3+RynfjP4dxfYeES7yZyiySOUSgiMP7c9prhf0Ndumh6an0H3QSODeVmEHQX0C9DOg4zQI9Jf/sgQXXmPFySnkkwbIH/Zy7b4D34uAdnlfqn27cuj/l//h/qHnxlKqJz48HgP85JX8OdR4EOwyWVWghajLNSTgDtBdoouJ8lWjqLc+pzJ+oKWsP1H5zdOOp5kng+OvleJ6ANvP9n+5Tej0Qxeb7C6X/CF++B9getHeY5CO9cajNc5uGfQB8qS6TC6XPNEmjNmrVUWt4nYM2atWjDxRz9G+eKFZr48BlnW5xL0RHlf7ZXR+cWGnsTddoymPc6ziVrFGiD+G3y75oUPIcDH03hOIUqAl2f/1jpL9Z6rczO/kYsgV2fSL/v+q2h31vOpTHzhz6gJ4C+mf72QYJ32NeesDsXhnyVimUkIKZKYUpoYi03XhJB6+CSNaD3g57uPbwp06Jbup8l6qxpvdLOwoyzvN9b9jzP+Az0bOi7JpXrBOeG/kDyx6Pb62Ef+/DOobYFvRvnWXEb5bhguzW/cBGcsrhQ3O2tWbNW+M2ygxpGHnFZ9zpOcBlPS4ph0o6w4yfA/qqUZGdMBHgY+D9NKmvcT5fC47WiWfHqAre1gLNXwsNt1Df7ZWBx8Rxm0QuaQ+NmuZuDH+vxz2K4IcN+/Ypxj8MlOBwHPNRThFuB29RlNE0Kn8yQA0LIavkMcLMIu6jyReqbr/je/xjOeV+ViW7en+4HJe2TyfAKEJ/dtFEbWN0M6q2AsYsTM6Gmi9dHljMYB637BXNUOT39floB44E+X6jOTHcf+gGXlz3PWnWBjrCxTrLXiQjtgVPdduXtR2ScrWqmswPZRITdcJk+ewL3ADursqqcbc4ChsEOB8OzNWBBXHbeQs88axhG/jARaBh5onQ6+v7ATT/CY5erFmdFAHqcB2zLXzdj5RF0E1W83l8AQvBNuv8NeHYohDnEI0I1aLgKxjRxN9QRsTYGWPu/TPoOFjEXr4HbDoA2JwMHAx+K8C5wMzBDtbwyCx0nRAUg3pzvbufGSU/QqPK7CPcCZ3stRfwE79BF0ZIUyX4mcV65EGnZJqx1H+71I0IboA3wVtn9z56pylkiy5vCmN5JXic3A9epsjLb+5ENRNgfuAzYD1d/aZgq6/w/G/vgsM4WcGVraNdFleVQDBV+/RqGkTPybYq0Zq0qtrLT0WfPZRJ0H1ysYZvkt0ndtbMQMrjCs6fC+X9kMocw3UFBW4JOgy8/gr7LookqRiv0XpLNY+O5Xy7CJZio59ztdCHoLO+9msHbBhXhzjjGsLnn7tYgve3Ld62sCgmk/Pd52LrM4/fqt4Zha8O6hmNdQaP9B/+PcO/3XlLedYIrkr4AtFbwfhReNmlc7HcPXHbmJbh4zVLJbsrfl0FL870v1qxZq5jNSy1sGEYuEek8GaYMKP10eiIw961sFE8XoQiYA1yiytPJb+dbKHoRvFCmO2D0iXWbdtB2L1iwn+oTn2a4G0nOme2Aj+GR4XDXP9N1jxJhIXCkKgszmIsAJ+NO7k3AjVC0vTs2uXPbEuEmnLvckapsclZJegHnAzsAtwP3qrImZptWcMlsGNuw9Frt8WgGboGR/p8ApqsyKZN+jCgi7AzfzIDT34Sttk13fYmwNSxeDGdMhaKGma5TEWYBo1SZGn0t8j/C/zoo/31qAZ8CF6nyUvDYZfeTS7zrrjfO8rclcC3wuCp/lL9t0PfGoc+rfnBMViZsGEalxUSgYeQBkb7T4Jlupd8ZDUzL+Oa69HgI8BiwVpWzUt8+s5soER4AvldlTKpjp4oI1YE3gamqTMiwr5REYLyr1orvYddb4L7RQDvgJFXmZjKfTBChBvA68KEqoxLe2wsnBnvh1sm/gO3d79Pvh3uOT/UhQJJzOgi4H+igyuZM+jIcIjyPc/O9McN+LgF2UeWUEObUBvgQaKbKn5n2F9Pv+cDhuGu0oG9mRKgJnIiL+VsPXAP8N5V1H/y9ceyv8MYuFv9nGEYqWEygYeSFoDiVD9aXFbOUAYOBXYFO6WwcQqzUeOBjEf6lyo8Z9JMMY4BNuCfsOcPfYjrmeJh1H+x7vCobczmfRFT5U4TjgVkifBxrDVZlDnCyCM1xMXoLvLfGQ5dxcOT9LgYwdEvKdOA34DBgSgj9VWk8Ub0XcHyG/dQEzgH+Eca8cAlhng1ZADbGWdMOLmQBKEId3P/fi4Gvccd1WjJzLv1QadM6/++NDnXg+7RjdA3DqJqYCDSMvOCXtOLsTfDVP8N+mivCrjhBdLAqv4bZd7KoskSEx4GRXguN+Bsl/RMm7glt91BlU5jjlI9fApXx1aFHfdWZeRWAEVRZLUJf4DUR5qvyecJH1uGsll8Az+Nu3v8BxTcDp6nye8jzURFux90YmwjMAM/afyMwWpXfMuyuH/C1Kp9kPrO/+rs0jI6i1/t+3WDjj/Dor15ClIJChAbAMGAE8D7QX5UPkt/e76HSKd/BWZvgrurxGYCHA5/nMPOyYRiVAROBhpEH4jM5Rqwr920LD/fjr+x5mSPClsATwEhV5ofVb5pcA4s/FzmjLTRo6J5sZ2ZR8r9RGvE9PFk70xtD1/c5TWDpf0QWL/KbqwhbAPsCB8GBf89/WYzyUeVjES6Gr18UOWMWNGzkzsXf74MxtwMfAfuo8qsIY4AjcK6i14twB3C3Kj+FOKXHgGtFaK3KkhD7rWr0BWoDj2bSiScmz8dZ7zNGhLa4+hLvZN5Xqeu9OWyYmmG5klDxLJTnAUOAV4DDfB62JIHfQ6V/bwd/L4briqAarg3HJXsunGynhmFUEPKdmcaaNWuugTbwstydFGKf94JOBpX871/91jBsTZhZ+rJVlD44o+ARu4L2BL0a9F3QDaAfgd4Mx72Tjblk8VwkZH48/094a3TQWgHdHfRB0DVeIeudQ1ynN4Fen+/jUlEbaC3Qr0G7h9BXFy9zbLWQ5jYS9O5w+srO9R7SfrYCneRlvL0zlQzM/v31meaflbfHjELMdmrNmrWK18wSaBgFgirrPFe9aSLMVSWjTJoiHAd0A/6mWggxMx0nwA1bla43V/91Ed7DWTHKarVKv9ajTnasb0G18W74BJgJvAdMAP6nynoAkVdaw1CfLKpZifHMkI4T4IYGPq6rO6vO9F0r3no8TYRRwFnAOyJ8jKvR9maGa+xO4H0RrtA8uSxXcIbg3DenlvvJ8rkAuFXDS9TTH7gknK6Capbmz9ouQgfc/v0DuA+XTMenXmGqBMWNb1gM7w/IUoyuYRhVCBOBhlFAqPKZl/HuGRH20YCCweXhuWBNAo6IiJT8E3QDtxngA2Bjku336O9v3gsjTwy/EHTQXD+fropPdr4gF99CvTlL/2ZalR+AK0S4DhgA3ApsFuEW4P/Ui0crndQi+FioskiED4ATgAfT3q1KRLLHz4s9Gw30yHy8zrfCPkfCe7+LzHk5hOyvbYGWhOAK6iicwu8i7AOMArrg/tfuoDHlVTLHL258aKxbuiWBMQwjM/JtirRmzVrpBnoHzHvNuT/1SanQtecaNgv03HzvR/y8wnflylYh6EJ2Oyu0c+EVvT4c9FXQlaDj4PS9Uz0voEeAzikE1+V8t1TWNeg1oA/larwU18YlYbmCZnOeKeyPgHYDfQN0Gei5oHWzuw56vw4j16byHWDNmjVrybS8T8CaNWulG+zRHkb8ls7Njhdf9UKh3Uxn70azfmt3g3RMSmI5H3MtlJbFm/5dQO+BMRtTFZmg1bxYtM75Pj75bsmKdNAWoD+Bbp+L8dJYDx+BHhrusYlc72cthLMXhn1NRvuPPnzz1ubRoP8D/Qr0VNBaYfSdxDHsBvpWvtekNWvWKl8zd1DDKEi2HAtX1y4dk7aozFpQIhyFS8e+l2ohxAFGyZa7ZDZcoyqWa2fqZO9c8AUwROSrXaBul/h3y3Y3VWWzl330HFzcZZVEhLqwyx5JuuteBdyryrL0xoq4nDY9MuxYO88VdHvg3XT78CNyvYuwPfAJ3L4irL79sw2f3x0WroUdf8EVeH9O0yg/49/30P2TyGxaE/gj5Z0xDMMoBxOBhlGQBMVsdTpUhGOBKerFC0Zv5Fq2hh3+Bu1PVj05zBT+oVGRYlkq0lzTIbv7t2wplHRJI3brYWCcCM1UCe3mvtARoT5wFHAs0AMalJQX+ybCbt427dMbM1aUTCQLsXahF4iPRZVlInwG/B1X0zIE/BJC3dIEBn0OT3XP7MFaULKpsh/s4e7TsnIMDcOo2lTL9wQMw/AjkgAhlhJgzXfAacByEd4RmXkdHPsuTBkAjx8Io+rAlOvcDZ5RmRApai3SebJI32nuZyGf43mj4YJV0TWcXKZUVdbi6lqeke0Z5oqg8yZCAxEGivA88B1wMvAy0Bbu6+yOV+zxG/079Lw3pusbgKs1zeRR8aJkEK7oeGrnqxz6A09lsH0yPAacGF53QQ/fNknmnhVpJ2OqgVkCDcPIAmYJNIyCJCgz3Av9VB9e4hWBPwQm3wKTtk/j6bJRgcjAlSwvOHfTzz+BM+vBrxtTdDe9A3hNhGtVK97Nb3xWz+Xr4LC9YHKr6Hm7oIfIF/Ngl32Bt4GngVM1LrNk8U+l3XWv+QoOeUqEgYDiLIC9RSgCtga28lrs74l/x/x+WIwoaYUrOj4RmLsGVr6SiXuwCO2AFoTsCurD08CNIhSpUpxKRlp/spl9NKjvrbeOzD9gw5qYJdAwjCwgqgUVNmQYhkdMvE5gzJZI32nwjE/Jgj5vqT57aG5mamQbkc6TnbU38Qayx6OqMwtO7IuwBbAKaKvKj2ls/zZwpypPhj23bOIv1scAI3BCC++1M2bAY0cC64E6JC/g/glUjxlyE/ALsNZra2J+T/w74b1DroeXj8vGmhLhUqCVKmdl0k9yY33+BlxbD1YrNNwN7q+f8OAs6QclIlceDOumuZqZ6fUR3Lff2hi+DM6fDbt1wdXKvC3xevHqvfZR5bhMxjcMw0jELIGGUaAkF7NVOHWzjGwS5Eq2w04iVE8nUUWWOQT4NB0B6HE7cC5kJgIztwwl0/8e10Dz7aH4Z9i3qHTc13ichW1czGut9wIW4sTdZsoWcD8AX3q/3wUMA44BXgX6q7IhvbnPvhSG7uNXhy6d/hLoB1wUQj9l4o7/8bvBPU3dMb6IdL0inHfFuEnwzlXQo33YCaGiyZgW3go7Hg3f/wg/fwwHng/FNYCRwAIRHgJuUiXyP9wSwxiGkRVMBBpGhSa4oHC+Z2aESZDYb74DsEqEqcAbwBvpZooMmV7ASxls/wJwqwh7qDI3nQ6SdaEVoRrQgJTdKRdtC2c0hqskxrID/Ej8eaqL03kRSoBP3gTOBNaq8lvy+8QWwP24ZCiDgGki5w+HD4anKnSzlSE2h66gOIF/S9PoMU4vw6kIAtwLfApdx6vOzKKL1I4d4W6Buo2gpDcM3Q2KuqsWnynCVcCFwDwRnsDFfVpiGMMwsoKJQMOowFT2UgZGhMAY0e5w3R/A4V67XoRVwOs4UfiuaqkMQ6HhY2m7GzoOhUP6wtypIu+1TmctqvKHCHcBZ+PEUhoEZWNs8r4IK4kKu/o4t8yyrHELS7839Ap4vk98/5OA63DWvwglREVg5LxNP1eVlWns1DnAXFVeE+F1mHkdyHSYUiOdWNEsZYjtBzyTG+t0rIW8Ghl4RZwNdAQ6Z7e0TtkZQlVZDpwvwjXAecAsYBtgZrat2oZhVD1MBBpGBaeylzIwEsV+8xaw095w5BjVR5Z4H3kIeEiE6sBeQE/gUuBJET7ACcLXcS6aodzkihR1gU6vQKf6zmNtAjD+BDitGnQHSnrB0A4ZJK+5D/hKhEvik6YkS5AL7Y/fA4OJCrriVARLTKxuN+eCOIhovF9dYP6vUFInKsrOXApfzIHPG2TykEaEhsAlwEEAqqjIRdtFBWBk/LwnhuqPs2blgFgL+SCcy+2VpOIVIcKBuMDNzqr8kq2ZitAK9uuWjLVSldXA5SLcAHwGSzvDKfPguroVITGUYRgVAxOBhmEYFYBYsS9CX+AKEZ6KrcPmiZmPvHa1V3+uG85K+DRQX8S5jeJqTf6QzlycEDrqlfgkHOOAMdWcTtkRJ4zSFySqrBLhJVxJlJtSn2WQC+2CL1SZk3p/QS6m43BuoK28v5e9Dj1KsmCZvwxnYfsy+lLaZQeyggg7AM3JiSsoxFvIW+G0fe/1UHcedNwTdh8S86DEb75NcSVJTlVlUTZmKEJL3LnrB7+ugJLmyVorVVknwo1w4wi4Pp0ag4ZhGIGYCDQMw6h4PItzYRuKS6Liiyrrgf96DRHaAj2APsAkEZYQtRLOUGVjcsN3nBAVgOB+XomzjO2OV/OdEATJ7cBjItyaunuhnwvt8OWZxcv6ufNF9vsinOVp/vlhW2dEaAOcCuwa/07BJYaKFIjPSaKistzhRbgWFzv5pt+2ItTEJR66T5VXMpmHn6smFG8CRgHH4azaO8H/1YNfEuNUy7NW1oRqtQpJ7BuGUTkwEWgYhlHBcK6AjADeFOHxZLNwqvINcA9wjwg1gE44K+HVwK4iTCcaT/hlsOtokAXqD5xraGwMXEaC5EPgZ+AIXCH1pCktELasDeMawYPpxOJ5BO333DXQI6PaeuUwAZhUOo5w7Icwuj9MqFkgiaH6ARfkcsAy3OEfAGaKcHnAw40bcbGg433eSxp/6/DIXrAYaHMPsLPn3gkU/5hGDHcN+H19gYl9wzAqAVYn0DAMo4IiwiSgRhj12LyYs0Nx8YQ9vZcjrqNTVfk5+tmguoUnANfjDCwRy1hmNdZEOAU4XpW/p9uH1494E1ummrpQcduf8Qncunsu6zWKsDfwItA+thyEl4XzfbjzFJh8Yr4TQ3muoNOB7QqlZInIlzPgyk3w+5+xyVREOAEnrPdJL940doyga+Hop1Xf7JdJ365/LoMPm8PkQXBt3Xixn3n9QsMwqi4mAg3DMCoonnCbDxyebimFgH4F2Ilo1tGDvXE8K2H7ldDptQRXS+BE4IH18NNnsGFxSCUHtgC+BQ5UZWGGfW0DzAVOUfV3EwzYri7wEHzVDq5tCHe0zsXNuHce3gSeUOWemNdr4QTXo6r8K+xx00GEUUALVc7O91zgrxqC78MtTeLP1T5nw4jJQPcwrhmRvtPgmW6l3+nzluqzh2beP+OAhrD4VDj1VWjYyLJAG4YRBiYCDcMwKjAiDMWZ4A7JVnp7EWoDnXEWwsOBtvD5+/DEobB6DcwtgXorwhJ+PuNfC2yhyvkh9NUTF6O1uyprk/h8S+B54DNgCBQ19bKDZt3yJsKRuKQ4u8UmABLhOlxJg39kt6RB8ogwBzhflbcz7yvzcgjBFrqr18M1w1SZnOk83TidnoNpvbNlHRZhPO7pyqeqHJNpf4ZhGBFMBBqGYVRgvLIQHwPXqvJEjsZsjEswE7mRXkQ0lvAtVYpDHq8VMBtoFesSmUF/twNbqZadWVGEzrisqjcBN+dScHnndS5wmapL7OO93gNXEmSvaKxZfhFhR+A9UnAFDRJ6/jF2qVtbgy10I5ar/mv7ZPspfx8OexvatHKhhbFlQV48JIyHA94DkEuBE1R5PNP+DMMwIlhiGMMwjAqMKptEGA48KsJL2SwOHzPmKm+8dbgC5iNxFsJzgMmeVSiSdXR2pjFiqiwV4V1gAETdIjNgJDBbhOOChLMIg4AbgEGZZo9Mk1NwSXFejJlTY1zq1ZPzLQDjRdzWW8PZr6vulYIATBR6wzqLPHYZ9LkA7gihHEJQ5tTZ7yXfR3l0nACTW8GPuAyxm732xZwQrcPNvJ8vlvkpwzCMFDFLoGEYRiVAhMeBBaqMzeGYu+Hi1XaJeW1LXAzh4Tj30abAVDxLoSrL0xzrMOBWnBtnxl9cIuwLvAT8TZXvYl6vjhN/RwNHqzI/07HSmFtd4CugryofeK9Vw2VInaPKZbmeU/z8fK11G2Heq7Co3BIZwa6aV6yGDZvhrialt/rnTNUXDsxsjuOA/U9RPfY/yfYT3D81YMhncM/Opd8NJx7QG+dXnCu0hNGfYRhGBLMEGoZhVA4uBj4R4UFVluRozG+BViJIRJip8gvwmtcQoQXOdbQncIMIq4i6jr6jyi9JxoBNA6rjBOY7mU5clVki3AE8JLLtEGg/Hlq0hO3bwemLoUOn2IyoOeY8YAYU/SDScbI7Lg0awCXATuPyNKcY/Ool3l0brusNS3YTKSrHdTOo1MaiebCytb8Fb3UzUiBaImTVLbDvUfD5W9Dnfjj2XyI0Ik33Xi9ZTx9gAhQ1zEHphi0IqHVoGIaRCSYCDcMwKgGqLBPhVph3p8iZP2eSVCOFMdeJ8AfQEPgp4DPLcTFsD3lWtr1wgvBS4EmR+XNhwM4wcZsYq9L+iULCq414O87lNGMR6HENfDULjv0Qbto2Ov5Zv8LzRVCccxHouXyeD1f2KW3JOmcpPLMd5C8rpIv/O+BwfxFXjeRcN8sqcl+/NoxrA1cSb8GrtyL12Rb/ALQGRqpyqzf/D4AXgD1EOFOV35LtTYTuwLW4e6cL4J75sDLV4u9JjlXUGvabCAcCSxuIPNvasoEahhEmJgINwzAqDQc8CfuPhSk1yhJUIbMUaEWACIzFiw38yGtXi1AEV/wXHtwmyRiwR4AJIrRI1600YT5/ipz3LTy9Z/z4d7WDr1OMQQuNMcCj8PqZMCXB2nZ7K/gqL/PyymuMBQbA2m+hpFFpEVfNm+fOHWOtw/H9FLWGDnVh8J+wYw04HdgWTzzdDbs+BoOJxthVw/09aFWK8xXgLuBLiJbRUOVbEboADwLviHCMKmVa7kToBFwDbI87P0+pshmKSaP4exJzL+XKug9smprl69gwjCqGiUDDMIxKg4yBCTUyT6qREhERODvVDVUpFvlzs79VqWlzn8+vF2EyMBTI2Nri2LJ+suNnGxHa48p97AzNnsz1vKJuuY3bwqqmUH8F/LIUrv0GugwBngA6wFN14XefeLvh3u9NWgNvi3CJKu/H959o3RzyK3z+Oiy6Cf75MFy2PTxAvCVwDPB7qrszBNgb2D9RjKpSIsLxwCjgQxH6QtEPiS7JUFwXuNrr5yrgYVX+iO+reAmhX1uJ7rY/Aq3bwSHvi3SeajUCDcMIAxOBhmFUGcKoP1bYBMVaZVXQfAu0TH/zINfAP34N2OBOnAVnvCob0x+3vPHX/Jh53ylzDc4E1hhatQ8r3iyZdR+QSKUNDO4Md5XAzH+qjvRi04pXOwvY5pdhU3tn0RtO1KL35uFwbVfgKRE+Ai6Dol+h4zRo1cbt4iDcs4N76kCPEug4NDr2cO8w/AHMB24GljRIfn/ZHyfaDgzKlusJw2tE+Ay+eRlO2AQ3N47u+yVHwze/Q9trceUZgtZjFoi9jmfgRPEkoG4TKBmQA+u+YRhVAVW1Zs2atUrfoH5rGPg1bFBQdT8Hfg31W+d7buHt4wGTo/unMft5wOTsHdNTZ8Pwb93YqR9L//Ny+gpY9CNod/9t9A3QgdlbF8PWwsJFoO1zd+70ANCNoA+DroJ3x8NJizJdr2Wte9DaoC1BO0H/t/3XzhWBawh0LjzS3537Y6YlrgHQOqAXuXN59rr4OVyosMT7+5hp0Gda/NiRNjalNQzaBHQZ6D+SP0ZHvui/710fz9X5j59P5DpeovAPzeU1bc2atc1S/FoAACAASURBVKrTzBJoGEYVwTejYTvY8iUvS+SymLZGNXeFwcNj3mgYun+8NefiNWEkqkgkajmaFBkrLQtFNItjfFwV3Lc98LQIF6jyaMJmtwOXES1Wnzbx43fY3bkyLugMOxwITBdhoCpvZDpOWYhQB5jp/bkG2Fn1oJ9FjnrAxSZmEm8WtO5bf4kLuFsFrITtW/tbkTfjZ00WYSegMQx8RnXgk34jq7OeTRQZvC+81D9+DlfirH0XEbVu+lk+NwOj/4Q7EGFLddlnfXFlG3gc57aZQl29Ler673vDxsn3kTnx7ri9SqB2XWhEvOU0MrfcuysbhlG5MBFoGEYVIchVskFzYAIuw2WEX0TiRGFs+xZYpsoGKCwX09KCau1PcM+ecOexuDvJEImIi9hC2a3bQbtbgGNSnTel46qWiHAo8KoIzYCbYoT5y8BtIuyryqyMdiNhfBEeAkaoMkSEr4AnRbgWuC2MBwPx62Xl9zD2I+h5i/f2Tqos8JtX+gSt+wUfAoeostnNa+ZkJ+T9kr34uqH2A55Wl+ynHBo28p/DH8Rn00x8gBGJF2wxBva6FPhYhBNU+STSS/zxbNQUzl0Fu1xR/pxiKStbaW7wd8cdA4zAudlGYi5b5XxuhmFUUvJtirRmzZq1XLSyXCVBBbQ56BGgI0Eng34K+oePi9qvoL+AroEF82F4Sbyb2+Dv4KquoFvke5/dfmsL0CWgp4bbb59pzl3tQo3f/wG/hOli683/M9BbQKvFvD4S9OEsHK8i0MWgvby/23jj3we77OjWS59Sro/J9e3nmjniN88tsmeu1335c7tQ4QtfN1TnCqoHZziHb+LdR+u3DnIt9cYcCLoa9DzQav5zPvmbMF1ms3FOUjtGV/i45h5fXJnc2K1Zs5afJqoV0OPJMAwjRfyftA9dBC8Eui+KUAvYGdg9oW0JfAcjG8E4n1T512yAq2sB6/C3Jkba95qQbTAbeK57bwNnqfJ8OH12ngyHDXDl/hL3v8ejqjNDy5gowla42m4rYc8xsOVY2L4l7NQJlh+g+mDKmUnLGe9gnFvhHqqsFqE+fP4M3NsFrqmT7Pop3W/nyTDFx9o2dgXctJ1q+C7IIu13gF7zYXyN8uYdtao1auOKs9dbARsWJ1q3vfX0FrC9JmEJTOfaC+6LtsBjwBroXgIv9HV9LgUexlkXpy2GeYem0nd038Mr9ZAKIn2nwTPdSr8zDuc6C3ASsHI9fHCkavH0XM3NMIzKibmDGoZRJQiKPSvrRk+V34FPvfYXIjQCdoP1d0PdRvFb1QXmzwK6A01wtcVi2z4xvzcWYTUJrqYJ7Qf1XPbS33e+EqEXzrVynSpvZdKfY95o2K4P1K0T/3r48UqqrBWhJ8x7Brp+Ei/ELnpDpGifMG/YVXlXhEeAe0Xoo8p6kTNXwRt1Miu/EeSa+d2qsAVgVNR03Qt+XQtdpkObBmWt+xTcT/sBzyQjACP9hlVPT5VvRDgIGAudRkYF4CRiykq0gaEp1dXLTqmHVAhySa0W8/uilMWtYRhGECYCDcOoMoR1o6fKamCayNwPoWRHv1giT7it8NqHfv2IUBNoRrxIbAt0jfl7KxG+p2yL4k/liQhVPhahP/CkyN2nwX+OzySO0d3Yd3sXSnrmIpZKld9Ehq6F12OE2I/AtttkqX7aWNx5GwQ85MRLpuU3gm70f2orUtQ6nCLjkcQinTrCbfWhgzfG0N3SsbwF0B84O5UNwhRZnvV8jMj8TlDSw1kAIwIQclQfM2TmjYYLe8JN25aOCYxYTudZWQjDMELDRKBhGEba+GXjHP073FWzvEyG8NfN7Lde80WELYDtcLX4IsJwN+DImL9ri7CcgCQ2uEQ2xaq8LfLf0bDgeZhSPcY1L+WsniII3F4dLvoZJjaMd/MLPxupo0mz6I1+nPUn9PppqmwUYSAwTYS3w0keMm80nH403F8/vsj6bfVhcEaCJaDOH9FkIuGIIhF2xmUqmZFJP+Ew9UwYNg22b5OH+pghU7wKvlE4/hWoWQe+Wwe/AzUPhS9nwltnmQA0DCNMTAQahmGkib+bW+2rYY/Lgf+JcKwqCzMbg9+ARV7zRYR6lHY77QQcG/lbhE3AMnhnaxhfPQSrSW/YtQX87wDoMTY3sVSxQuxhsm39UeUzEa4D/gNLTikt+FMTvG699PwMJnZ22VSrERVpmQoWv1IQkTIM4whRFEWygmbkohwG3vV3qCtCX9ImFxbpLDIE2k5XfbFP7IsifAyMVmVJfqZlGEZlxUSgYRhGBvi5uYlwEjAEmCHCWao8k905sAGY77VSOKsdWwHbw5pHoG6CGEhNILhEKdwGDFT9ZAE5c7mLtbxG6tfFkhXrzy1AL/i+PxR1h8YzYc0q+HJeeoJ3/WK4qHNpwSJJxdcFkxhvGEmUsggnBvsTkijqR4quoNkkKgSHJlhBL/sVtr8h3/NLBhG2BEYCPX3ergnZTx5lGEbVw0SgYRhGyHjxeXd7T/GfFOFA4JJcZAItYz5rgDUiX34GJbtnaDUZD0xR5Z0w51ke8ZbX2t2hpEm2rT+qbBZhEHwzG7oeBFs0hO8+SN/iOW80jDoGrt0yKlhGrIAbdhNhIs7q81vq/cZaSUslSgGG/gHz7k693yieK+g2FIQraJT4ddF8O9i2CYzqAK0eE+HvqizL9xzL4Sxghmp8AiqPGsCfOZ6PYRhVACsRYRiGkUVEaAj8B9ga6K/Kd/mdT2bp+kXYG1esvaMqP2Z3tmXNw28/hi2G50LPnujGOv59uKVJ+uUhIklb2u8CW7WH6VOhZVHEhRaKNwD3ADsCA6GoOJrkZVVTqL/CWRGj4tOz8NYBtoY3B8Cr10ddQC8i7NIdIowBGqlybrp95AoReuCuu81w22B4fGAmiZCyhQh1cebaw/1EoAgLgaNUWZDzyRmGUakxS6BhGEYWUeVnEY4GLgE+EuEkVabmbz7pp+sXoTpOqFySTwEIsfux8j+wZSfYcjNsXp+d0TpOiApASDX+MEB4d4yISBFq4B4SXAaMgKVz4bTfXa3Jv5K8tIHBneHuviILl8GO9b1tAH6Bw7aGHYDRy+GHxlC3VvwsQnGV7Y+zWhU8qkwRYXf44v9g6cswpVomiZDCJvpQYM9OUGsjPFgMxX4frYG5gxqGkQVMBBqGYWQZL4nGtSJ8AEwW4S7g6nwl18ggXf/ZwHqchaVA2G57uKQWPAn8sTv8/KlIUcjFtIPq+yUrqvySttzdDlrOE2EzsCWwDvgZWAN3F8PVRf5JXq7ZAvp/BS8PAdao8qsINwEtVFsdB7d4RelLfIrSp+8qK0IHoCEwM90+co0qq0VOXxkVgJDN8hFRYVe2xdH/ocBPQXUNzR3UMIysYCLQMAwjR6gyTYR9gCeAziIMVOWnfM8rGURogStc1iXswubp03ECXNIaHiAm/q0+nP6KSNHu4Vl6Mi0PESQiF3+KK/VRHPtAQGTBNKjbrfTnI8lwateFolrQ8T6R9h2gRQdYfqBLBAP+pUvG/AlNn3cCMS23yILJCpoamQr45Aiw9u7vrNXF3wFNcKVetoM+l8IdPg8FfIWpJYYxDCMrmAg0DMPIIap8L8KhwNXAbBH6q/JBvucVS7xFY7lXr+zQA6F4BTyxMcBtLQ80a+4sgImlIu6vDz1CtPT4iapUykMEicgl36iyNvnPV/N+1m0Ofd6GO1rFzOepiCXJ3+X3pFWgj8EjNdN0i+xHBXEFjSeM+o7JEGTtbfUFTsitBr4DvoetUhGmZgk0DCMrmAg0DMPIMV6W0JEizAReFOEq4I5CsLD5WzTGAOcC2zaC34Lc1vLAiu+hA9m29GQSR+lIVUT6fX4cMBg451vQGlEBCH6WpESXX2cBnFIzHbfIiugKGiVTAZ8sQRbHRXOArqpRISfyYSruujUxEWgYRhYwEWgYhpEnVHlehM+Ap4EDRThTlSwlN0kWP4vGeKJFx7MTT5Ue80ZD3aOdC2i2S0WkHUeZsoiM/3yjNrC6GdRbAYMXu33u8SDUbRe/VXnCNyO3yArqChqGgE+WIItj612BASI8Fi0Rk5IwtcQwhmFkBROBhmEYeUSVRSJ0xhV2+1Dk5nPh6VPKKg2QCeUnr6jfxgm+zTj3w0FAK+9vyFJB9rTwbvCPhNNfcS6gkRvqsZtBx+d7frGkKiLL+rxI5zRcHDNyi+wPDEnicwVJJgI+eYKE3VFjgdOA8V4Cn/tTFKbmDmoYRlYwEWgYhpFnVPkVOF1k6sWw/FWYUr10aYBrMk5rX1byCu/GtDUctZu7538SZ4AYjnMFreb1ko14qvRRLZ4uUrS7iwFs2hxqVoMbusJNnYGv8j2/7JCOi+O1C+DyjXB17VTcIkXYBdgK+F948698BAu7R5YAj4mwL65MzOUi3A7Ft6smJUzNHdQwjKxgxeINwzAKBC9uyydWKFL8O9Ni30H993sRXjkHDr0J7jg2IdsmcCYwDNiTVIuk5xpXQP2LN+Hfe8DXcwutOHhYRC265bs4ehlpX4Xxx8KrZ6TiFinCOGBrVc4LfSeqICLsBIwEjsGlc71ZleUBn60G/Kn61xMYwzCM0DBLoGEYRsEQFLcVKQ2QqRtmUP97HAZMh85N/bNt3gv0+gE2Ti18QVXUCvq2g9sbujILhVEcPGzKdheNdfn9eTXctz/sMEx1zDsw5p0Uh+pHBXYFLTRU+QoY7Inr84FPRXgOuMF7L5ZAV9BkaxIahmEEYU+XDMMwCoZI3FYssaUBMnXDDOr/nedUaQnTnnQuoH5CcesvVGcOLPwbzY4T4PaWpbNgdpyQz1nliqjL75QB8Ew3eKk/3NIAimal3pe5gmYLVZarciGwA7AUeE+EZzy30Qi+NQJLn+MpA+CfU93rhmEYyWEi0DAMo2CYN9q5W0aEWqQ0QH9caYBM09r79R8bFzZvNHyw3l8oFk4cYNnkpjh44eKX3fWGBmmK4AqbFbSioMrPqlwFtAHeAZ4RYaoI3aFvWxhbU6TvNJHOk6MiL6gmYdV40GEYRjiYO6hhGEaBEFwa4MY6cNEq1YeWZN5/655w40L49O3EuLDgbJvZqKuWLXJVHLxQCVUE9wfOyHxORnmoUgLcJsJdwImw8C5o2RouqRF1ax7RTeTde2G/blX7QYdhGGFgItAwDKOA8Iv1EmEL4EsRuqqSakxXAktWARtUOTRg/IRsm9mqq5YtclUcvFAJEsFF9USoGa1VVzYi7Ao0AN7PwiSNALzz82+RQT3gjR3irX3/ag4jB0DJd1DSvOo+6DAMIwxMBBqGYRQ4qvwmwihgogidMnTP2xL4pezxclFXLTvkrjh4oeIngocvg0s24pKQXAS8okp5qcH7AU+ZK2i+aBpg0V2xHKaeBpvfhLvaVs0HHYZhhIGJQMMwjIrBE7hsgscDj2XQT7kisKJTkUVspgSJYHhwKXAkrt7ICBEuVOWzMrrqh7mC5pFgt2Z3jv97PYy7Cr75ouo96DAMIwysTqBhGEYFQYSDgMnAzl6B+XT62BV4UpVdQ51cueNaSvtCQISauMKPY4EXgLGqrEz4zK7Aa0ArswTmB3e99H0nmuk2Yu1zNTpFeAKYpso9+Z2pYRgVFcsOahiGUUFQ5T3gY+DcDLrJuSXQUtoXDqr8ocodwM5AMTBPhFEi1BEpai3SeTKc8xKctQGKWuZ5ulUW94Bkl9Ngwjro8xb0eBRe6A4g0vVxGNMXDj3MriHDMNLFLIGGYRgVCBHaAzOBDqqsTmP7rsBVqnQNfXKBY3ae7IRfomtbj0dVZw6Mfs6shblGhHbADbCoE1xfA25p4md5yu8sqyYi7A48qspu7u/Iw5TEpEd2jgzDSB2zBBqGYVQgVFkAPIorIJgOeYgJ3K6Ff5KLA3qIMFiEFmYtzA+qLFKlL1z8RVQAgtWeKwhqEFcs3uoDGoYRHiYCDcMwKh7jgeNE2CmNbXMqAkXYGtrs4l+A/odFQHfgEzj7E7vBzSdSw2rPFRw1gT+jf5ZdAzLizlu6uLxhGEZpTAQahmFUMFT5EbgBuD6NzXMmAkVoDrwLx73g3NYiQjDixvbfE1U5AWgC3y00EZJPItkoY7Hac3kmwRIYfI7Mkm4YRqqYCDQMw6iYTAL28GL8UqEOORCBIuwATAceg73PdEktejwam+QiEsekyib4+isTIflk3mh/oW615/JIDeIsgfPuhn4bYTRwJTCf6DnqcItZ0g3DSAWrE2gYhlEBiSkgf5MI+6WQyj/rlkAR9gJeBsapcp97tbzafX5Fziu3CCmkRDhB9QUt4Uhe+csd1LP0PQx3145eH6evh5cHuY+27BkVgEuBh4HNQO3uIkWt7TwahpGIiUDDMIyKS6SA/Im4+oFl4m4k+58CdbYW+bhRNm7yRTgYeBo4S5Vnkt0uXoTsdwhsWA0vHFNZb14DMj3uL1KUt0yP3rhlCHUjx8S4g3acAJe1g4k4cVcNGFsflg517+9cx62hH3FOAlfirasmMHRqPteVYRiFiZWIMAzDqMCI0AV4DNiprALy2UovH2/NqlENru0IbY9T5c30+2Q/3D7tqEql/JJKtmyGUXURoRcwVJVeIj1nwG6dY8QdLkHwpzOh/ka4uZsTf3WAS7F1ZRhGeVhMoGEYRgVGlenALGBE2Z8MP7186WQUD3aFq3+FokXp9ukxC/gNOCjDfgqOaEH2Fr0tEY5RDjHZQdc3iwpAvJ9XAhuaOVfibYHhOFdQW1eGYZSPiUDDMIyKz6XARSI0Dv5I2enl08NPWN7WItNkFJ7170HgtEz6KTScaO73nhPNu9a1RDhGOcS4gzZe6X/9Nlrh4mZHrnNCsB22rgzDSAYTgYZhGBUcVRbiYgLLKCCfjRIA2RCWfzEZ6C1CUQh9JU22aq2JsCOc9o4TyXWBQbjTZdk4jUBiLIGrvvG/flcvhuKlcEEx9H8JpnwMvf/wzyBqGIYRxRLDGIZhVA7GA1+KMEmVL0u/PW80nNMFbm8VXvbNiLBMjD8qWZd+nw5VVokwDegP3J9pf8mQTLIWEQSXYXVrYKuEn36/7+Q1oAHRY9UK5743EZi7Bla+Ytk4jQRiLIGdJsHYE+Cqaj7X787OAvjecG/91kzMIGrryjCMRCwxjGEYRiVBhIuAg1U52v/9F4fAW2NgyYIwSgD4i6aLfoKLq0HbccAdKZSu8OmfXsBlqnROt4/S8w0uySDS9XF45bjSovbKH+GGn4kKuz+BtcAar61N+LkG+B04FdgbeBu4EA4ZCS/79G9JO4zSiHAa0EWV00S4AWZvC+fUSizh4V33O0DnevDAAHiSaAbR/sBgW1+GYZTCRKBhGEYlQYTaOP+vwaq85fP+VYCoMia8MSPCKnpjCsVb8Jf17rqx8N/T0qmFJ0IN4FvgMFXmZz7PRMF67ncw6CE4qA2wN4xpD+N9wiRO+Rj+PRAn8taq8ls5cx6E88V7D7hclUXBc8g8Q6tRORFhCHzSFc6rBl36wqyX4H/nJ64Vz2J+C/S8NCiDqOobB+Z+DwzDKGTMHdQwDKOSoMpGr4D8RBH29bHC7QU8FO6Y/rXlXL3Ad0bDqjdgSvV0auGp8qfIrOfhgadFVv+QjIj03DXrA83i24mD4abEJDbbwcX94aDrgRvhrZFQcmJpS93CL/1dbEuNexRwPbAa6K3KrPj9sYLshj9+Vmp4sTE8eSS83MC7fnrD0N0S3JMbAPsC02D9v/wziPZoloddMgyjwDERaBiGUbl4EldAfgDwSMJ7ewKf5GISqmwWGdU+KgAhWpZi0QSSKEruboz7HgW3t4S6uzhBNvxgkacuh37VKCX0/moKrIhv1Wv7J7FZ+Z0qD7rxPr0chnYqbakrO27Sq2t4A9AIuAR4Oai+oRVkr5qIFHWBjv+BplvByrUw72TV4unee61LW4jPOwye3QZuqFnO9dMdmKFKiUjjlVC3TfzIkQyihmEY8ZgINAzDqESooiJcCPyfCE9HCsiLsC3OQrY4d7PJNHtoxwmeAIzZdtL2MO4G6PcmTuAtBd4Hvvf+XqHK+sSeROZsCyXtSlv5otlRU7XUidAOuBpXz3Ac8LBqJJujYUQE3k73QM8esLPA6cC2W8PQt0SGD4NJv8LxI+GWBCv1rU3hJE3i+jkKeMX9uuobKDmg9BpfncNr3jCMioKJQMMwjEqGKjNE+BA4D7jWe3lPYG6QhSo7BGUPTbYsRZCI/Ga+aqrWtHmjYej+5Vn5krHUeYJ6tPe5W3ExmIn5+40qTmkL33xcRtgOQOsa8P4k4DmoVd9/nVcvgZJ6QdePCNWAvwPXuPeSW+OGYRhgItAwDKOycinwvggPqLKKHLqCRpk3Gkb+A24oSu+mNFMRGSWMeDwR6gAjgIuA/wN28Y6tYfjQcUJUkC0FHsAtm8i1cGZNKBrlPlfSuvQ6r7UMLm4KN24dcP3sBRSr8jUkrvF9u0LJT/BCb4s5NQzDD8sOahiGUUkR4RagtirDRHgUmKLKw+n3F1xiwT+xRfEvsHghnDEFihqmKrwKJZumCNWBk4GrcK6nl6myMFfjGxUTkb7T4Jlu7q8rcc8OSpcHcdeK3zo/5yVQhQsa+T24EGEMsLUqF5Qem67ArarsldWdNAyjwmKWQMMwjMrLBLwC8jhL4I3pdlRWIXX3iUS3t3OPhjPXQc0f4MOL0hFt+c6m6WX8PAKX9GUd0F+V/+VibKMyEGvJ3kxQfJ/qTN91Do+cAfyiOvP8gAGOwrkl+zEdaC5Cu0iJEsMwjFhMBBqGYVRSVPlJhOuASUAb4Iv0e4t1bYOETIWUdnt7vj7Ure9ugounJlsWovQ+5Cebpgh748TfdriMn//NbTylUfGJjdGrRlmuzX7rXISa4J9oSIRGuODC9/zeV2WTyCdT4banRNatTbVGp2EYlR8TgYZhGJWb24GJAKr8nsqGIjQE9nbtgMODMxUK0fcepnStsuTLQuQbEVrjMn52w+3IA5bx00ifBZ/BCfXgj62dR/F/aqUQH1sD+CPgvSOAaaps9HvTWe77HwKTmqdTo9MwjMqPiUDDMIxKTVEzOGMl1GsqMnUyfOZrDYgXfOwN7ANsA8wBPoYVC6Ckkb8lo1mTZNzeQt+1EPH2/3JgEHAbMESVDXmdlFFh8XefHvItdJkNbRok6docaAkEjgReDt604wT4V/OK+jDGMIzsUy3fEzAMwzCyQ/RG9Kqmzqj1xgD451SRk/YU4XARRonwtAiLgSU4EdQIeA5nadhKla4u8cRLA53lIlIJYT5wzHpo0QG2OwjO+cG9F3F7iyW9jJ65QIQtRLgY+ArYEthVlStNABqZ4ec+fU9LqFOi+uyhqjMHJmGRq4GPCBShBtATeDV400xrdBqGUdkxS6BhGEalJSiO7/oPgZnAx8CzOPG3UJXNQT3FJ2mp1waa7wfP1Ye6f3Mib+BvcOjz0KAxfLkb3F+/kGuVeTXWBuCS58wGDlLly/zOyqg8hCLCgtxB9weWqvJd8KbhlVcxDKNyYiLQMAyj0hJ0I/r5dFUOTbW3SPIKkc6T4Y7O8eJycivoMV31jQOdBbJHXjJ6JoMIPXBJX34DBqgyPc9TMiodiSJsKXA/8Ocu7vpJ6poIcgc9Cnil7E2tcLxhGGVjItAwDKPSEmQNWPdzZv2WbeXIV0bP8hD5//buPcjOur7j+PtLk6AkWZSB5qKWEMEF3dhCbRGUi7DhElQuLQGFzjgtlWhtphSVSLcN0QUEySiiwDCgRhFrgo7YNtN2goiVy446RdkGBHLRsZu0itGE1WqAX//4nXA2mz1L9jwney7P+/XPmezl93z3j5M5n+f3e75f/gC4DpgPLAO+asdP7RsjQ9jPgBuBjwDTZ8HwRXvZpGXM46Dk5wHfM97Vqzv3P74WTlwM3/wyfP/KVroZI6m5DIGS1LHG2g344C/gY78utm57HTWL4PfIn8BPr7zellLNrotSYbsfn96/F/55Vh1NWvY4DhrBq8hjSwb2pgbgHREcBdyYEpvr+FMkdSgbw0hSh8ofAu/phYVfhPPuy6/bToajT4/gtfWvPNi3e5OY1jxqFsHLIriO3OH0x8BrUuLTBkBNhpS2b07pwYvhoPV1Ph841nHQM4F/S4nnJlDKAHDsBH5eUgm4EyhJHazGEOpryc/EvbXeNau7HK333F8E+wPvBT4EfA1YkBItuUupMqh753ysxjBnAasnWMAAcOoEf0dSh4uUfBxCksqkEpLWA+9OiXubXU+jVDp+XgBcAzwKLEuJ9c2tSmU39szAD2yDO48Z78ZJBGuBT6eU5wFW3rc/BQ5Liaf3/vq8DrgnJQ4v8ndI6izuBEpSyaTEbyJYBtwQwRsmeLSsJUVwCnl383ngXSlxf5NLkoCxds63/xxuOxluPvBFfnV0Y5iTgMGJBMCKx4FDIjg4JX42wd+V1KEMgZJUTncDl5GPiq5qci11i2ABueNnN/n45xo7fqrVjD6WHcElwG0RHD/OTZjRx0EXQd4VnNi1eS6C7wJ/zIuOlpBUFjaGkaQSqgSly4H+CA5odj0TFcErI/gMsA74V+ColFhtAFSb+Ax5TuV4ox5GN4bZi/mANdkcRtJuDIGSVFIp8RDwEPC3za5lb0VwYARXA98HtpI7fn4yJX7b5NKkvZYSzwOXAssjeGWNH3vhOGgER5AfKHykzksaAiXtxhAoSeW2DLgsgtnNLmQ8EUyLYCnwBDAH+P2UuDIlftnk0qS6pMTjwKeAm2r8yFSqx0HPAtYW2OkeAI6tNE+SJP8zkKQyS4mNwOeAq5pbydgiiAgWA48BZwC9KfHnKfGTJpcmNcJHgSMjOHeM741sDFPX84C7pMRWYDtwRL1rSOoshkBJ0tXAeZVW8i0jghOBh4EryOMsFqXEo00uS2qYlPgN+VjoJyPoGvXtKcDOCGYAx5Gffy3CI6GSXmAIlKSSS4mfk2frXd/sWgAieG0EXyd3Lb0R+KNOMHy98QAACSZJREFUmmcojZQS3yI3N7pm1Ld2NYY5FRhIiR0FL/UwhkBJFY6IkCQB3Ay8L4LelArvONQlgrnkY6nnkI/JnV/ZKZE63Qdh4+MRl70apuwPW4bg8y+Bw58lPw9Y91HQqlU/gvV/F/HUUXn9wb7xhtVL6myGQEkSKfHbygD5lREcM5kD5COYCXwA+CvgdqA7JbZN1vWl5us6EC5McNcZuQnoMPD3z8IBs6F/EbCyyOoRXfPgnOvhloNg+lvy+kveGNHVaxCUysnjoJKkXb4CPAP82WRcLIKpEbyX3PHzUODolLjCAKjy6emHy2bBDcBy8utfToEffpg8T/CJ4uvfMj8HTMivt746f11SGbkTKEkC8gD5CC4H7o5gTUoM74vrRBDAueQjn5uBM1Oqe/6Z1AFmHgZ3ACuo7gQuB6Z3A18pMBqiYs7cagDcZTowe26xdSW1K3cCJUkvSImHgQfYRwPkI3hTZf1/AN6XEqcZAKUdc6oBkMrrCmDbwTTkecAtQ+xxT2cY2DpUfG1J7cgQKEkabRnwN40cIB9BdwRfBe4CbgGOSYl/b9T6Unv73a1j79R1TwPuL77+YB8s2VANgsPkfw/2FV9bUjvyOKgkaTcpsSmCzwIfBt5dZK0IZpHPtZ1PHkHxzpT4v+JVSp3kfzfC8HG7B8Fh4LktjXi/pLR9c0RXL7ziP+G/n4ANT9odVCq3SKngMXNJUseJ4OXAD4FTUmKwjt+fQT5SupQ87++alHi6sVVKnSF37zx7XW7WMvKZwLdfldKJKxp3Hf4LuKCe97SkzuJOoCRpDymxLYKrybt3i2r9XP7w2tOfG09sGYKh5bC5l/wJ9j7yoPdNk1O11J6qO3Ub+uGEt8GTA/DxhXDo5xp8qd8hD6CXVHLuBEqSxhTBNHjqCVj2FKT9Rg+YHnv3om8nXPodOHJpSnyvmfVL7SiCNcBWcuOkaPDaT5G78T7ZyHUltR93AiVJNXTNhQv2h1WnVkPeyAHTPf3VAAj5tX8qLNyU0oMGQGmC8o2Vi3rg4PNgChEr5zXqub289l/Pgk2rIjZv9JlAqdzsDipJqqGnHz4xu/aAaWePSY1S3Vm/4Uj4yH7wfuDsdfnrhdd+Mxz7A4gZ0H0c3HFRo9aW1J4MgZKkGl4s5Dl7TGqcsXbWR950qU8Oemetha/NhH5yuLwDuLLw2pLalyFQklRDrZB36BERHOPsMamR9tXOek8/3D5zz0H0qxuwtqR25TOBkqQaBvtgyRt3b/zyno1wyReAf4Lt34Gbl8LCd8Lh3fCqo+DRRT5nJNVj102X0bMCi+6szzwMbgCeJ9/7fxdwKLCzAWtLald2B5Uk1VQdATF7bv7AmJtJRPBS8iD5K4AB4CpY/3G4bgY888zoTqKSxjd2t90lG+Ce3nrfR5WjoD+o7gTumj/4F8DSHTDwet+jUjkZAiVJdYvgAOBS2PghuOlluTtoYz7ASmVTvekybz7MWwCfWlDk/RNx/J25CcxqqjuBi4GlO2HglJS2f7sxlUtqN4ZASVJhESd9CdZeuOdRtoVfTOnBi5tVl9SOIugGvp4S3cXWOf0BWHB8fgZw5E7gI99Lad0bGlCqpDZlYxhJUgMcPMtxEVLDTAWeLb7MjjnVAAjVpjC/Oqj42pLamSFQktQAjouQGmgKBUNgPlo6bQZcTw5+P6p8ZzpwyJZi5Ulqd4ZASVIDOC5CaqCp5Paddak2mfmXQ3IAfD9wEzkIDgM/3dSQKiW1LUdESJIKyx1Du3phwx6dRJtdm9SGCu4EjjV4fgXwUWCzN2ckGQIlSY1RCXw2gZGKKxgCaw2ef+R/4H479koyBEqSJLWYQsdB8zO6j7HnaIin1xkAJYEhUJIkqdUU3AkcvBWuWQy3jpzbuTN/XZJsDCNJktRqCu4E9iypBkDIr7dOzV+XJEOgJElSq9lHzwQ6t1NSZgiUJElqLQVD4H44t1PSeAyBkiRJraXu46ARnAnXvR6W/sS5nZJqsTGMJElSa6lrJzCCM4BVMP+tsGYrPObcTkljMgRKkiS1lgmHwAhOBz4PnJ0SD8N2cG6npBo8DipJktRaJnQcNILTgC8A56TEQ/usKkkdwxAoSZLUWvZ6JzCCXuBO4NyUeHCfViWpYxgCJUmSWste7QRGcCpwF3BeSjywz6uS1DEMgZIkSa3lRXcCIzgF+BLwJynx7UmpSlLHMARKkiS1lnFDYARvAf4R+NOU+I9Jq0pSxzAESpIktZaax0EjOBn4MnB+SnxrMouS1DkcESFJktRaxtwJjOAkYA2wOCXun/SqJHUMdwIlSZJayx4hMIITyQHwgpS4rylVSeoYhkBJkqTWsttx0AhOAO4G3pES32haVZI6hsdBJUmSWsp3D4KbT4v45UJ4fies/EOYf2FK3NvsyiR1hkgpNbsGSZIkARFdb4YT7oWjp+UNwcXAyiFY/aaUtm9ucnmSOoQ7gZIkSS0gomsenLUWbp8G04FhYDlw+VxY3w9c3NQCJXUMnwmUJElqCT39cPvMHAAhv64AVgOz5zavLkmdxhAoSZLUEubMrQbAXaaTe8RsHWpCQZI6lCFQkiSpJWwZykdARxoGBnbAYF8zKpLUmQyBkiRJLWGwD5ZsqAbBYeCSHTCwyKYwkhrJ7qCSJEktIjeH6enPzwBuHYLBPgOgpEYzBEqSJElSiXgcVJIkSZJKxBAoSZIkSSViCJQkSZKkEjEESpIkSVKJGAIlSZIkqUQMgZIkSZJUIoZASZIkSSoRQ6AkSZIklYghUJIkSZJKxBAoSZIkSSViCJQkSZKkEjEESpIkSVKJGAIlSZIkqUQMgZIkSZJUIoZASZIkSSoRQ6AkSZIklYghUJIkSZJKxBAoSZIkSSViCJQkSZKkEjEESpIkSVKJGAIlSZIkqUQMgZIkSZJUIoZASZIkSSoRQ6AkSZIklYghUJIkSZJKxBAoSZIkSSViCJQkSZKkEjEESpIkSVKJGAIlSZIkqUQMgZIkSZJUIoZASZIkSSoRQ6AkSZIklYghUJIkSZJKxBAoSZIkSSViCJQkSZKkEjEESpIkSVKJGAIlSZIkqUQMgZIkSZJUIoZASZIkSSoRQ6AkSZIklYghUJIkSZJKxBAoSZIkSSXy/z2AhrX0AtMWAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2005,66 +1762,11 @@ "do(mst_tsp, USA)" ] }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "mst: 1089 cities ⇒ tour length 58059 (in 0.842 sec)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(mst_tsp, USA_big)" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "improve_mst: 1089 cities ⇒ tour length 44810 (in 5.488 sec)\n" - ] - }, - { - "data": { - "image/png": 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g1lfn+wQm3m8Xnvw7u7ZzgO6YHfJEmAO0SV7/IIn3fmnaSoR+wAupLJxYLBaLxZIoohr9mBoFA7gWx8Jee8Fz7fx2oI8TkCYPrp4Nzc8K+wUtwr6Y3cB94piWpVH2wtlw62+woyJsqAd7/wLb94Oaa01OxfkjYMtKOGsyvHZ28YFMp/GqszzZwRHhGuBm4AxV5nlRZtQQ4WDMBOBOVZ4OWx8vEeFj4C5VpoSng+tiRW4QkThF2owzCegTe0ZEmAv0U+VzP/VyOe91QFNVBqRXTn5fXa8+rHaigzbcJx1zXhGOAd4BjlSl1EU4EVoCL6qSk+y5giJ+m+x0M1x2OWYn85/AE6r8EqauFovFYimbZMQkMB8R9sFEpGuuiu9R9GIHNOvWwJpRsOJ2oC5wjprEwKHgmLVtBhp4OUgwdb74M3i4XmyKjT7As87nY1tg4Db4Vy24Y6/ipdywGh4+XZUFqZ0/37x0/9owpAY06aAmnUCZQ4TamJ2y51S5L2x9vESEvYCfgQPD9DFNdiLm7bm7ToUJ7Yv/5/xpqm92KP59/gGsUeUeP/VyOW9n4GpVzgzyvIkiwp1AU+CC0ha9nN3DX4C6qmwLQr9UKP5+KZgki5AD/B04G3gOeEiV1UGZ31ssFoul7JMB5qAFqLJZhNcwM5ExwZ1ZnM9NfwI9gWeA90Q4S9XducdvVFGRPSahHq4U54wpmACC+bwVYyWa/3lPFlw4HX7dAnkug+u8n4EPnAANjwKTSzMthXir4/2XGze5UC6zrzhpAd7D5A0rUxNAh2OB78MPMlT/oPD8e5P2aZ4O9IVgJ4F4Yg7qK7dhckpeCLxW0hdV+V2E+cBREF3z8ZJ8XlWZD1wuwqHAQGCeyDcfQNfW8OihfprfWywWi6V8UKH0r0SOJ4ArneTCniCSlS3SZpxI16nmMyu7YELybA9o0R469IDjv4WsEzCT0AXA+45ZZljkJ4z3kHgBcXYX+axaw/EBymXPhmi+SdOrXTA5xZ4CBgHLRBgqwgH5JbpdczMBLZoo+vGG5u+ZS2xdW04UOX6iyIUfw42L4evvCChASQhEwh8Qah1AsU173xPCO9z2DQz/vfgzEtc3biZwopf9W4KsABo4FgaRQ02C+t7APwr3I26YvqT/vnD1cwV9S2aiyg+qDASawD+bFkwAoSCiaHT6R/d+3WKxWCxRJKN2AgFUmSvCauAsTLqAtIgX3AQWz4PLG8MQoAUm6fwjNeG2dyCrBWy5GngI+EiE01T5OV1dUiA/YbyHlBThr/DnujUJhPF/BRNkpiUwAFgswmR4egJ0ebD4Nd+wPuIRWZMmtn1txARdvZ1C9W4Dkxo4ScPLGm0xizahIUInuKmW2VF+vGGQwaVEaAgdb4J5naHTZYmkulDlJxFWYXax5vipX5HzbhMhD2PqHpXgVzGo8oUI4zC+ct3cvlPwvN2X37c0KQu7ZapsEvllU5T7x6AChVksFovFI8JOVJiKmATP+p43ZcVLTnzebuitscl8Byt8tydxMaiA3g36LWjd9HXJT1p9fkJJq0GHgN7n7bV1S9KdX+/8z9SSGoPWAv07DNsaJyH0Mve/t3057DbnTfsarekkws4kAa0Euhm0Vog61AVdDdo+yITwzrkrgn4COiiFYx8HHRzC9ZoN2jrstlOKjtVAF4Oe5/7/9JLNp6ZTcv126ufp/E6U+48wrr0VK1asWEldMm4n0OF14EERmqiyNL2i4pk/bvgNXqzq7htnVl5VURGGAjuBj0XoqMrqVLRIdBU1NjDAXpVh2GY8DIIXu7t3QEP46UDYexP02R9qrIU+y1MNRqBmt/Q+kYVnQvV2sf+tDhywFvrtjr0GQ7bCM0eLcLgq36dfw6Ap3L7yTWkLE52VfK8wbbTd4/DXijD9HyLBB68QoQLwAibgzrSgEsIX4u+Y0JgPp3DsdKAH8ICnGpXOCoxfYKCRSZNBlR0iXAG8JsIMLWaBEWx+1wDT5FwGDx8PN6yLDdoVRLqkRIl8bl2LxWKxFCIjJ4Gq7BTheeAqzGArDeKZP+4j7i+0PyjsS6SKAqNF2AlMF7n5MpjRP5Hobc5A9VCgKZw/Bh4r4g83tjFseUKEC1XZ5j7gGLZT5LlsLwccfiTpzsf4HFWvFicH43KY1qOoeSk82gGYIcINqgnnCosIhdtXviltwkFCMg6XNtojJJOwQUBNYHSA5wT2pCgYDByjyu4UipgOjBWhoiq+5zIsRNSDwwCgyicivI6ZYPeM/W/SgXjSxM2PeWxj04el34eKUBmzGHAGNGoLr+bBgnjm96EhQkXYZ5+y3r9ZLBZLmSLsrchUBbQx6E+g1RI/prjZTnzzx4FxTPdOz4tn7gMzboMb/ogt69KlcHYO6LGgl4LeDvqaY0K63TFXmwrXr4o9V74M2ep8bwUMXJXJ5jaOKdezsHgx9FpZ/DrFN6MCPdIxA3sStGrYdUmuzfX72dRxRZF2VXq9M02iYBIGehzoBtAGwddfq4IuAL00zXIWgR4VsO5Xgz4VZvtJQtfqoLmgZ8f+3a0/T/0ZK8nUE7QZDFju3m+fN9WDOtYBnQ76Nui+YV/zEvRsBvoZfP8Z9FpRlvs3K1asWClLkpE7gQCq5IrwP0zI8H+X9v34AWAmdTSSOxU6NDQBYK51jhpJbBCPq3bAkG3Q/noRhqqJWFeIIY3gg0rFV4Xv/RqYDyxy5C3nc7E64fNFZo9zT7cwYxJwOdAINk+A6gfFnrM6UO8skwstGqvCboiQDUwAlsJhR8OE2rAo4RVtVb4RoRXwNPCZszuapilwEGz5BZYJXDAZqtWE5ZuhA3BQWgm0o0u4JmFO2o2XMTnvVgZxziLciXnW092xng6cAsxNW6PEWQ6cH+D5UkaVPBH6AONEyFHlV/P3fHP2Op/CLxth4bzUk9S7vTOuOUlk1qvQ5nSgDvy52Y/dLxGOxfSXLwCjNLUdZc+JdUdYvxbuWQknXgncAs3GwoRDIetj2L4NFswte/2bxWKxlCHCnoWmI6BdQD9L7Lsl71CYlV4t8v8VCqdsKBxMwgluMgH0G9C/xp7DrQxVOL/UVeFEVrDj12G06/ejIqCnga4DHQQqaZYloP2dnZ6uYdctAX1Hgv47bD2Cq2/YgTmuWw5fhbIzDnoq6CrQ/T0oqwfohID1bwq6NOw2lKTOj4M+6/L3laCN0ys7Xlvuvxj0FNCK7v32DX9A76PTqFMvx8rFNfhNeNfara7XbYeRJxXR/3PQNmHra8WKFStWSpbQFUhLeROB8AfQlqV/N94EbeB60BPjv/A7bik6sXImIn2cF/WA/IlNugPg0iIYxjddXRGK2V0C96cC6DDQNaCneFx2K9BloA+DVgm7rnF03MdpI38J5nzBRCksXYeibfT/1vkXMdHtfD1zg6476L5OX3S6R+Ud7LSdtBZNkjxnVdDfQCsG3W7S0Lkm6IrC1x20BsaEPq16xH9nxJp6Fu+3v/gn6KckabYOWhn0nxiz9+ZhX9vi+iX2fnP6+4PD1teKFStWrJQsoSuQdgXQESTgxxL/BXb5l6BLYMpCuGR3SSkhXM79F9A5oP8BPcBrfxT3c+4ZcGwyO4ArShyghHhf9gF9C/Qz0IN8Osd+zjm+IAT/rwTb5ovBnMv/tpecLvmD4jP/A7k/g7by51zh+yA693oc6D89LjOXItYGAdRjDeghQbeZNHXu5Oz8ZTm/twKdm365qbUtZ/HrNdCXEp3EY9KZzHDeJZHz/zMLn1d8W9qkGHQv0N8zaSHBihUrVsqrVEjBgjRi9H8Pbrlc5KLpIm3GGZ8FN+aPMOG085zf84Ahu2D+aui6Cu7eF2qJSQExCvN5LXA48fyZVFkMtAEWAHNhS1PjX9hpPJw/zXxO8jQqouqWFaqzLoV178CNxOaKj0YkNhFygC+BVcApmmLajNJQ5RfgPOA1YLYIZ/txnlRwfNOuB8YEc8Z4UQpzAjp/AfltVPXNDqpvd4ZGfYGJIhzo/dnCD0svwsVAK2CIx0XPwPgFBslyMiBCaGFU+QB4H7jX+dPhwHfpl/zgehj+W+w7o/SUDGr89y4HGgO3lHYWEY4D5gAfA13U8W+MCiIcDUyDAw4puBb5FHvnHASs0WCj2loslgxEJCvbjNu7Ti15/G7xjbBnoelIsrsfsTsUx02EXnkFxw7XdJJ5g7YH/RH0IdC9olb34O6JXuyYsV0W8HnbOOZ490CDxuGbRepw0AAjYiZmuhZiuxiJ8RXyNLJr2DuBoAeBrvdjpxPjG/ZqcPeoZjZcuxz+7zu/nhu/TJYdy4Mf4OVL4Mr5MGBZOuWD9jU7sVe3KslEv5Qy6mFMVS8p4TtXOP3luUHd5yT0rw/6HMaf+yrTr5bmt67tQGeErbsVK1aiLVEdw5Y3CV2BtJRPYwBY/NjRjunnYI1tlN2K+QTGLzMmaIzvPh2l+RAGey+0MuiDjglboKHtC+lQGxZMM8EKwutYQLOcgV2z4M4ZDbPIEq6JOCZyzydqIpdYuW4vkl4rg7jfjtnf+6AjfSq/oTMA990vMDhTdv/OAW/0ck/Rk1z5oOeArgU9zIN72MLpC9oU+XsVTFCbhaCH+31/k9R5b9BbQH8GvRvHzLbgHrq/c8z/esyCgevCfh9ZsWIluuL0I8sKNl+iGdeiPEjGpogwpGMKVvTYXsA/gT4YU9A/gC+2whdnJmrOqcrPIlzgFDJDhFuAJ1TRRI5PFj+TuieDCPWAVzG2QceqsikMPVTZKPJ/q+H9an4lb06Qa4D3VVkY0PkwJmo3/g3ur1UoBUqppmtBoYqK0Bv4BLgBeMibcvNTAuQ66Ub22w8GrVJ9boUX5ZfCACALuMun8lcAvwN/waSU8ZF45sTVJovwBrDLkT8L/ZyIFPp+++GpJFaPTUuwtoS0Kg90dE/Rk/izL8IJwLPAWaosSeSYklDlWxEuh2VviVz9KdTYBzZvgscaQNO1wPGqbE73PF4gQgWgBybNySyglSrLC38n3jvHJZ1GD+jXWiTLU3cIi8WS2RTqKxoWjFVGYdyvGhCkK4eFTJ8Erl2Teo6mosc2wMzd+iyHeitSzeHmTPieEWEmJlfY30Too8pPyZQTVYoPyK58E3o9AjwD3Kah57OqF2dh4LBmIohfE/J8RKiJmeS09fM8xdmyGnL/gG7vQPUsOOxYqHtplAZganK7nQt8LsJ3qkzxptyCgakI1YElIrRU5Wsvyi9MQftv1AQaHgVV/6Y6fJfX5zFkNYBeu+C3SSLz5vibcy3eglqVGpj3RFWgovNzKlIRmh3hfo6TO4vwKmbSW1hWQlYdt/yu7pOL9PxDRWgGTAQuU2V2IsckRtZ30F3gzXML6nDjJnj9ItWNUZkAngw8COwGLlZlVnIlxFtECHTxzWKxRB63vuJWzObLjUQhrkW5IuytyHQkHfOiYMyftIrxUdPVoKeFfb38ud4Dd8GbvcPWrUDHeGaRQ7eALsDkKqzj3/l1KOhLwddbLyzsiwN6L+jjYd+POLqe5PjR+ZI6A/Qa0Le9Lzc4H4ag/SWCMCeOf44u74Fe4jw7T4JOAV0EuhNG7EhUr/TcA7S+4793eSZe29R100agb2D8qbuDVkitnGj7JFuxYiUaEr+vGB64644VzexJoGphH4W/b4LzP0jOcb9mNpz1X7h5m58+DKAdMEFjHiSAoDH+XevoDmZi76n74Bm0LegLoL9ifDfPZE/C5/SDVWBylm0Iw8cHdCbohYV+r+349DQI+57E0bev4w/leTh8TJj6FaAneltucO0/6Gctij6BoBXg4k8SnVykWgdMUJlvQG/259pGb4Lk1Pk+p48YDrp3JrVXK1asZKbAURNhhMItWuAPuE2Nj6CdAAYtGW4OWmAKJsLrwBuqrEjmWBG6ARswJkC+mDKqMlWEo4CngS9E6K7qRQjzoAk/HH9pFPcRizHrXYHx1dwH6AaMhtxn4dK94L79Sjc3c6fARLBla6iUB8/tgC2+1M/9/ByFCev/Vv7fVNkowhPASKBvYMokiCrPiHAk8LIIZ6uHIeWFpg9eAAAgAElEQVRV+U2EW4E7RWin6pUJcJDtP9hnrZTnJpRzqLJb5IcVkHdiIib/yZRf8MzWPxiym0H3d+Hoe7ypaVHScVvwFhEqAVdiUlf8F8hRZW36Jc8fAf1ax5rt3rgpKj7JFoslfEy/27kl3ExBPzES2PArzO8QJfeVckPYs1CvBPQJ0P4pHrsW9OAAdBRnB+Qn0KuT3YHyK7x64vqXvdVek8w89TpFIcwx6LOgw13+vh/oRtAmYV/nOHpXBv0I9F4fyq7k7DR6ZoZdlncCoyrm+bp6k5fPV/CmtsH3EW7vCtAzQL9znrkj/TvneVPh1DcgdwPoyWG3IStWrERD4r/Xei0LW7fyKqEr4FlF0DGgtyR/XM1suHE9XP5VUBMr0KawaB5cuy25HIdhTzbC18H7OqVnqhX2YB2TluQX0APi/P8W0H+HfZ1L0T8XtKcPZV8IOgePUiy4t//LfDFhKYvPWurXYuEc6PqhV6lwwnhmg0zn4952rs2DJbmgnb16HkrXQ88CXQm6X9htyIoVK+ELdJ3mPt4atCFs3cqrZLw5aCE2Ao2SOaAgVO3oOlC9DuS1DCKstSqLRPrMg/dyikdTO+hrEX4sflT/Q2DkvmFGX4s1tzqhE6xbAv+JVATK5EnXVCscE9lYE9QKm+CF6rDFLQLtw8BSEZppoCkrEkNNWpVzgI9Fnt0Kz15QeiqAhJkADAXOA95MX9ei5ob16sN1M1VfSEfHBM51xDFQpQpMKnfh9kWoAU2bwRt1VNnuTanBP7PBpvNxi753197wty9UZ/4nGB1AlbdFmAQ8JcJFqv5GZk6XxFORWCyWZBFhP2jQ1H28VSHSfUOZJuxZqFcC2hN0fHLHhLeLE38HqscXmATDReTSL9LZsfJe/1n3wVULwjJN9a4e8VbNE6tPeLsKSQXYuBn0lbCvdcl1eqsvDEw70bdL3c90TOAqeq+zHgi6CfQgf6+Ntgb9X9j3KJx2oaeDzvS2zLjPbJkITBClQDSgVTFBd/qGfV1K1tPuvFux4peAHg66GOY8Az2LPGe9VsKSJWHrWF6lQqAzTn/ZCNRO7pAwA53k70AVJg9YtkSVb4sK5C5x//6mDf7rGotZMX22BzzQHCa0hw96QJcPzd8zC7PSO6kjdBoP50+Dv70M166CLccnVsL8ESYpe/69yQOu/dHfgAjxcnLljIlzwKNAOxFa+KdTutzTDm53SfQdt06J8i6wCeieZjnFUBNQ4xlguNdlF2E+cLgT1KO80R6Y5m2Rbs/sKODZhpnaj8US790SfCAaVXYCl8Cye0XOnCzSdapIm3HRu8ZJ96kWiyUBRDgTmA7crXpMX3ir0Hir03jQc6HJ/mHrWW4JexbqlYAeCzonuWPC3AlMdjfH7fv9N8Oi+XDNsUEGjAnbDy6AtnQi6BoSTF8Q6+/TYxYsXgRazT/9kl/px+RHnBj2tfWyTkncz7agy0Cr+NBW8lNxNPT3+uhSQkg9El57yH+mbtqcbOqfJMpfZnJT5Ycp1zLRj0VtV8voc+WGqOgTq5sKaCfTzjQSu6dWrJQFcZ6tm5yxVJsSvlcB9A/QymHrXB6lLK0s/0zSO4FuYa375QYR1jr5cOnu34dLB0ClWfBBpVRTHCRP9FNFpIMqn4owGbgb6Ff69wv8fUQQ4CXgfmCAPxqm5Mf4BDBYhGNU+Z8/eqWDf2H0VZkhwmKgD+Y6eIaaVByPYeJcX+Fl2UX4FmgBfO/jOSJBga/2nn65I/T70Ms+zfSnXVfAmIax/8n8fiz2XdEsB+pmw0enheffljMGHjwgTH92N0Q4Bbgdlh4Ec36LShoPiyXTEaEaJiXa4cDxqm5xLgyq7BbhZ6AWsC4gFS35hD0L9UpAs0C3Jn9c/orz0O1wxuQorE4mp38YPmlleyfQaU/7gq4mhYTjzrHLQbv4o1vH5qn4z4FeA/p22NfWXTd/dy9Aj3HuZ1pJsUu43z+B/sW/66OjQe8I+z4F0xaC6V/KST8moDNALw9Ph+j4KDrXpA3oh6C5MGWQ8VH6TmGwRnG30oqVTBLQg0Bng76S6PsWdB5oi7B1L49ShnwCs/aH0XuLXPBxMj4HqltWqM66FO78CN75V+ZFA4u3K9foMGdXygfcfGpG/gmjI7jDlBqq/AoMBJ4UoUoKx/Zwjj3Ie+0+6Aa93461q08ocuTTwBEinOC9TulR4Jt51qumLZ3+kpfRMNXsfn6OD7uzzv1+CBjtddmFyN8JLAcEZWng1o8FYwkSFKooMAy4VYS9wtFi86Yo+CiKcJwI72IsNV4GmsHoo+GJxmbD4lqMAccIoNPy8hiN12JJBxGOB74A3gIu0QQiOpux+o21ofcL0fQXLuOEPQv1QrzYRQC9D3Ro2HVJvu7xVrOHbgX9EfRJ0HNAq8der/R8CIvnvXr4dNDvQZ8rfK5MFmcV/W3QYSkePxJ0Kh5GpgRt4PigHZLi8VeCfhD2tS1Fx2WgTX0otznoBtAsH8quAboO9AifrkkT0JVh35vk9U6+r4nfp530kj/6nfOu8QnL3CjHCbSft0GvCeG8+8PihdBvY1i7bKAtQSc778N+FPINjtoupRUrmSqglznv186JHxMt/+XyKKEr4EklPDDrAb0C9IWw65J83eM/RKDNQAeDfgS6FXQKTB9tQvJ6/9A5A+HnMSH5c8K+Nt5cX80G3QjaJIVjKzqmWDd7qM/LoKPTOL6yM8lqG/a1LUHHiaAX+lT2C+lcv1LKHgT6pk9lVwDdRoLBiqIgqb7g3Y+7Zit8/5kf9QfNAV0Q9vXy915oS9C1QS7QgdZ0zMLuLb5o6P8gD/QI0AmYwBTXglYt/p2ybxJsxYqf4oxz7scEL/trcsfa5y9sCV0BTyrhwWoexk9gdth1Sa3+pb9gMT6T58OAJX4/dKCXY3yk+oJK2NfHg/rciPEhSbouoIc6q2PHeaBHG2c1O62BnHN/pkf13mD838b4VHZDzE5qbR/KrobxOzzGJ90/Bz057PuTuL7xXvDtXiv92KJ92oGNQB8B/RaP8zJidtd/CPt6+X8/9BUCsnZxnoWPQZ8Iup9xFj9fwezMD6YEvyTTznrm2p0IK1aSF4w//LvORkOt5I+3O/FhSxmJDupJZMGFQDMRRBX1VD2fKRydMv532AK8KbLuOqjeJPa/3vrbqPKCCLOBV4EOIp3vhJ9vNr4+a0uMghpRHobFveDWT0R2/pZMHVT5QYT+wEsitFRlayoKiFAB+Adws2oxB5tkGY/xEzoV+DDNsvzgW6C3HwWrslyEV4CbgRs9LnuHyMdjYfJkkZWLfGjr+X6BMz0qz2cOb+Hu23fS+SKsBOYWkm+A5fl9r1ufJsL1wE3ApyKcoepZpNStQE2Pyooyt2Cu3VhVfvHrJI4P9RvAKmCAH+9T4zeUM6bwOwW2VMLU8W/Ag0BfVbaVVI6JpPrOg3DLMFi+qLQo3RaLxSBCU2AyMAUYrMofyZfiX1RwS4KEPQv1QtzNhwbugrf6JleOrvd6lTlKYrbtr1sR1Pa7WQ3+ejzc8Hsmr7Sa9nXFj2n6nD5NGubGGHv7z0EreHRvLgH9LIq7gaCN/dyZAa0Pusn7HSV/dxUw0V3Hhn1/EtCzGujjMGyre1/TZhzGx/EC0DGg/3F2uDdjzKcfAe2DiejqYsKnPc0uz3Pne5EfFbQKJk9V5J4FH+7N06B3+lh+RdDXQN/Cp7xf7u/7AZshdxPGDzspn1/Q10H7hH1vrFjJFAH9m2PhlNQYu3g5DRpn+vgw0yV0BTyrSDHzoafOcSZ1Fydehn4MemrYdfHn+qiAPgPffRKk+UsyNt9eBKwJuw4lXP/qoAtBu6dw72qArgJt7WF7qAA6H/TMsK9vHN22gO7v4znuBX0iau2kFJ3bgs4K+/6UomNzjMnmq3D+Ecn4BILWBj3VMeH7t1PODkz48BcxZtkdzfdev8ws9HnTj4H+5jbhLGsCegjGHLqed2Xu6benwTVLzTvGv2uZjpmxy/Wo7iw+JG3KZsVKeRNnHDkY4198kgflXQXffRq0v7CVAikj5qAQx3xoBfCeCNVUeT6BYhZiYkV/5LV+YeKkingQaA6HnwZv1YalCSWpT5944d7bnC7CKOBLYA5k7V0kQTT+J71PlPRD1quSJ8IlsOxDkf4XQfWsJMwFhwAfq/J5koqXpM9ukf8+CjNfFFn6TZTMdI1uzMOYPn7s02nuARaJcL8qud4U6Xtqg3mYFB8VVNntUZme4PQxfYG7MKa2z6pO0IKk5aX3NapsxPS9HxUqtyrQHDgKOBLobH6eWwlur+hhAvJtQA1gZwrHZgyq/CjCC8BwTE6EtDBmmUX77asF3qoH3vUlIuwNHAecBCee4f6c7Vc7haLPBD5X5ed0dbRYyhqxZtcb1sFjVaBFY0wC+B/SK5sawCg4vLPqrDKTXizTKDOTQDdU+VaEDsAHIuytyuOlHPI90CwA1YJmFNAeaK/KNtiyjdQGSikQz+Z71XdAVUwuvlZwbWUYVt3DQZ2HeGW3nvULdN8NE7qUNtEt6HwbNIQmx8Bv7eHetGpRvPwuN8LY/aF6+2hNugHjI3YkPk0CVflZhEcwuf16elPqpo1++jeo8osIvwDZwDIvyvQCEfYFngKaAidrIV+9RPyVS0KVncBXjuSfT2DZp1C9SL7LtCbc+X6BG1M8PpO4C1gowoOqLE+vqJwxBRNAMJ9PNDKLjCXfdze/vvy+R4TawInASY60wCyCzIQf5kHeKR49ZxcCr6dwnMVSpnFf4Ll5G8w/TnVaWhNAh0GYxW07AQyTsLcigxDQRqDLQW8s5Xung35U8neiabIYX8fe/4MlS0HrhKdLySZhxsSg+2ex5j35En6UKK9y2cQ3Yzr1jcL+SEHkzol6aGaYOsyYlvn3nGFC2K/Hg3QmoAfAovnQ/1d/75v+F/TcsO9PIX1OcPrWR4M0p/S6/Tomp77keIyigN4K+nz65aQW3c+9j7tyPXz9EibF0GbQKaAjQNtRKMKnd/3xHlNQzyMFW7GS6eLnGAG0Dib1VsOw61nepUzvBOajyjIR2gIfOmYlt6u6RSwbtg0qtBb5fqqbeZz7ykhpOznBRsR013HACnhzb9ji9+mLYaKvlWwSpoqKLM+FvNZRjBJVUIes9+HP3fDtnNTuZzxzwdZdgJ9F+B74Hi5oCf9s7O+uqO+miylj2vCFV8MjB0P1xn7tUqqyVYR7gduB81ItR4QDgQ/hL5Pgxafgaz9NrfMjhL7lYZlJ40SrHQLcAFylGrQ+80dAv9ZF+uJc8/eU2Eb5iBCazwOwLFfkmslQrUbq76hUrSTcdhAfrAMDDoPnewDzVNnldmQi75QEORP4QrVc7P5aLEni6xjhFmCcpm2JYEmbsGehQQpoXWfF9x6KRIJzX13stgVO+zR/JyL+yki3maCtQQ8ErRDETk78OkZ7hye+3oc1gRv+iHKUKNCXQHv4cW+clbFTjKP0dT/6vSsa5XYSpG6YSJarQI9N8fhDQBeDjgioDXYDfSPc+6MHYvJmzgA9JDw9vElAbsoZtAZ6z42qdYc/1+6qjenvpqX2rgszP1hBuxm0Hnp+Xh7ut5XMkChZmvn1HgY9zNkFtDvwEZDQFQi8wmgt0Dnwv+dNqPL8h+24ie4NfrTz2WcNXLHB/cU1aAPol45p2W8wNE5odP8H2PFfrudPjVIH43JfesP3kY4SBToZtEvqxyc2YApiEmR0uWxZFCfdJsqgurRhfwaIZuKt76dwXL6Z+eDgrs39HWHo5rCeYdAzMJHhRoFWCrutpF+f8Bbswq23d32MuYYjdsJFMxJtk3D6W2G8I8vr/bYSfYla2/RLH0xKlqFhX28rzv0IW4FQKk2XI+C6HbGN+4Lt7gPPWwp9p+PG0l5cZmchPP+2+C/3K39ON9edfzprJdCloKeErUspek4D7ZBeGaXvXgT1MoDJV8Gg1VGadINWhGuXBTlABK3stL/2SRzTFJPbrn9w16ZmNvQMbJAQu2h00kvw5VOgP4C2DbudeFfHcHfEw1qY83onDpN3M6E0C6AC3830Yicy0+63FSvxJH7bPHF8eDrVzIajJsLZO6Drr2azJPVnFPR4jOXN3l7paCU9KRc+gcXZMATGV431R2hWzd23oUKh7+y9CPrVLckPRZUd4fq3xfOV2bEZXjg6mtE36QGsUmV6yHqURk1MFMGUSSRaooc+L6XQuQV0fkiV+70tNzVEqAi8AFevhqvVRBn0xN+rRFT5w0lXcocIJ6q6+QvH6HkEMAUYrspzfujkTs4YeMLFVzRrighvApsxjr+bC0nh37eo8mciZ3L3LR6aB/84SfXFud7WK0zC841Nxsfce7yKeLwHgZKfm0J0h8NrwtTW0Gl0MKmK8omuL7SlvBOvbZ7aXYRzMWOPfNmS6u+q/JacXjlHwNiqUL0q5J0L/Y5IpY9y0gjdC4xSZXtyOlj8opxOAt0etr7AVTvgyWoFL+RRFKRSygN+Wg7TepQ+OPc8aEHCxJtAQKd/RfHlJ0IlTM6qq8LUI0HSngQmSrqh9ROkI3Cxz+dICKcdvADUcXJZ1g0ulyUArwBDgbOA/5ag59HAO8BAVV72UR8X4g0S/gTTLvcFGgD7OJJV6Od9gJoi7MB9gljk93MuLh64467q0OlGwl808hDPJ0NJ4BYcJaiFufkj4Nq28M9DPHpHCZSeu1KE/YH7gS6qi5cSeFsK835bLCURr21+OgHohRl/1MT06zXj/N6glP9niaAkPGk89wL3hceU+qizgNqY97wlIpTTSaDbw1YbWDAFOuXBAQ1h+xHwSE3zTBW8IJPbycl7CpocC5+8HWQibjcdRdpE9eXXDViHf0nBvaQGJopgxiPCocB+mGiTYetSCfg35iE8R5UdTqLpwAaIqvwpwghgjAjvqEsydhFOACZhomFODEq3AuINEr79UpU7SzvaWYmtgfsEsfDvjU0fGL1FI+8Z+TmMuAjGVA56wQ4OaxbWNTbvqHfvg+E3wg+5Hiy0VCCxncB7gddVmZ3iedLkitdhZDe4vWLw99tiKQm3zYO//wpPtQXOVOU1YG06Z3DeAXsRf5JY+Pe6sP/BXvRRzjv+HmCIxon6awmJsO1Rw5DiPlffKXTaBl1mFUQCTT/yHGhb0Blh19e9ztsUrt8JEz+Etq+EEWjC+H/pQtBTw74+pV+7E8bBiF1wyqtR8J3z4NpfAfpyBPSoBPoyJidYtZB1EdDZoBe7/K8d6E+gZ4SnX3CBA8qD7xRoE3NPHz8ryIBUoAeAPgvDt4frj6i3g97qUVlbQbNK+U5bx4+2xO/5WN8qoPPg3euiHIDMSvkVt3EnJvL8905AlUDzPXv1HgDtAzqdIlH5rYQvoSsQWsX3PGydPoWev/kxsIrSJDC2zvkdTHZ7GLA5rGAxoN1BP/GrY/Ai6ELUInZ5eO1fAu0Tsg6VQF8BfY8AE42XolNHTMqHSoX+drozAUwrKJA3+nmTFiGx85S9dl/onu4F+hXoNQGesxLoNU5betAEKAvvGoNOcFvwSLGsbaA1SrneC0HPC/GejwT9jx2IWsk0Aa0KejfoOtCLg2rDXrwHQPd2gsEcH/Z1tFJcxNyk8otIm3HwQY/iJladxqvOSssczUlQP0aVtmkp6RN+1r30c1MRmA9cp8oHqZeTlW18aw6sXzjhcZygC7kwKSmH5jCvkV84ib7XAsepsjIkHSoB4zGmJ+epsjMMPYpizGUWfgJ3VIDtO6BSBbgrBxp1UeXTsPULkoJnK8jAHf4R21fUrQ/9l0POmaoJBzRJ49ycDDwK/Axcq8qCWJ0OaQBNj4N/N1ddkeu3Po5OC4ELVJnvQVnbgQNUyYvz/1uAY4Bzg7jeLudvDkwHWqqyKujzWyxeIMJxwPPA90B/Vdb7f8703gMiDAWOVuVC35S0pEw59QksTHmOFhZq3S8EfgU+TLWAkqLreRd0oUy2jxxMpMiwJoCVMRPAGkRoAmjIagAXHgpjDy5oU9etgtdXG1/58kNAwYkCwb2v6F8FJjZw/E99Oi8HAvcBpwCDMf5weyZBha+xCF/DbXUB3yeBIuwFZAOLvSqSIj6BBYPHhk2g0VHwW3vVe8OYAFYEngFusRNASyajymwnONktwLci3AC84ufCSjrvARFqY/q9E7zUyeIdFUr/SlknP9hCYSIRMCUAwqm7sxM1Erg11c5LhFpw5gvuE72BS6FTD28mb2WyfXSE1Hdf08GZAL6EuRnnR2sCCGbQ+sjBsW3qkYPN3y2Zi9ui0OMNE72vIlnZIm3GiXSdaj6zskv+PpVFGAzMA34EDlfltVL6u/eB0xLRxwP+AixX5XePyouJDlow6f6gB4w/Hm7eC9a+WNp184kBwC7gSa8KTLY9WCxeocpOVYYBZ2Miq78pQr2Q1YrHCMwkdUnYiljcsZNAsu+DkX8WDPTLU7Sw+SNMXQOv+wWYKJtTEj1AhCwRzhbhAbNiznI4+K/uE70Fn8BHL3kzeQvtGvlJJ9LYgU0VZwL4MlCNSE4AoYzu/FrSuK+xE5oJ7c1nlw/jDfxF6Ah8g3nO2qgyVDWhqMJBTgL/CsYk1SOK7ATGs8QIdjFFhAaYXZO+6hLxN7Uyk2sPFosfqPIlxsR6AfCNCD2c6J+RQIRGmB3E28LWxRKfcmkOGusbUrsOnPBfEx20bPi+JEpsTsH6B0HzE6HyRX7W3dkFvAW4qaRVcRGqAycCHYD2QHPgC2Aa0B+YA7OegzwXf701q5zJ2/Hp5mqMvUbNcmD/esn6FUYJxwzsRKB7wOetjMnFVwXoqkknrA0Km0fMS+L57AavSTr3Nd6EZvFDIm3yCurW9nG4eyDQCrgBmJykpcOnQI4I+6ryaxLHJYW5J92GQ5UaIl+N8+ieFEkREf5iijMgfhJ4QNUzs1fCze9o8YPo9FPJ4bxHR4gwEeMreJEI/VTTSyXhEWOAR1TZELYilhIIOzJN0OIe7ejy5f6EWY9WdNAE9J0E2t2/637COOgzD27aWPR6O9Gv2oHeBjrTiTY3A/RW0FPcokeWFrkKnu4CN2/2KpIi6D6OXlXCvldp1OEU0NkBn7MK6Jugk0H3CvsalKxr2Y6KWV6vJdx7KgzclYouJrqwanE5Z5dJL5Rf3qA/4fOHSSPVCSyYBhdP9ytlj1/3BHRXbETd8FOMgF4G+jVoZW/LveIb9/Zw3tSg6mbFy/sZnX4qvXroXs74aQNoTy+io6ehSyvQNSVFDLYSDQldgcArHODLKfMmgdNGwjW5Xnca7p1sz6Xw3PmgI0A/wuSZ+hz0LtBOoNUTL9s9ZD7o/aC3eXxP52ZyqGNMbrA7AzxfFdCJzgJDpCeABToHk4ahrEsUJgJGD60E+gVMG5HKfYWjJsIIhVsURiuscOoxQmGw83v6dTPt7qqf/ByM+nVPQP8ErVjw+0UtUp10e3TP64KuBz3a43J7h53f0YrXbSUa/ZR39dGjYfF3cG1eGM8fJt/uR6BXhX0trJQu5dActP5BYZupRBFjDtG1DzzaAKo3KhxpM32zCDfzmScaw21PY0wYHgRmqiYffjFe5CrH7PQi4MxUtY7DJ8BJGNPUTKQjxpncF2LNajasg7G14K87gAvVuyAUvlKWomKGS/gmgQ43Aluh3Z2qs5LyCzPtuXNLuJkCs/KRGJfm4UBt4H5gFOnXLWcMPFDbXzPDmg2NvrsxFpy9gAZ4cE+KmIO+2gPmvg6d/gzJzeIR4HlVvvKiMMe0dAjQD2qcDf2eStfVwBIVItNPeYIqX4lcMRfeOzxIk+WCd3+zHKjbEF6+Elb4cSqLh5SbSaAIDYE+0Ox46/PjRs4YZwLo/O5lpxGvk13yjSqD0ys7LscDW9WDHFhF+AToBjzgcbm+I8I+mPQQs/wp3y0M/9A8+Kil6oKMmABavMH49B54SNh9rQg5mBDlrTSlwCA5Y+CpIv3i7cBozOQJCoJiplu3eP1k2y4iTAM2YfIMbirpZ40TcMk8n2cdYebE+c/nKKBPmnrvQc15OBToC0cdoTorwHudPwg9vAXUzYZpx8JnHpRLBcxC5anAiao3rzZ+4lvHQrM2MGNypviQWWIxPvK1Dgi7n/KeOvWCnNi6v/tXTfFmE8HiJ2V6EugEozgHuBITRWkc7N8F+j1hV/GK4udqWCjBNi4CXvOh3E+AR0UQ1VTTW4TmhN4emBVvkJg+bju+d1WHTqOwO2vlBhGOBF6BK7+F/hVNKobg+1qn/38eGKYp58SM1y/u7fych9kE86Ju8frJBTMwi077A7WczwOAZs7Phf9eS4Q/cJ0oXtIGHqwZ+3zeCpy7NR298yMSFuoPbwPGqhLwBLDoIPTHt9MdhIpQBdOGDgbaqvIL5AcM4wJgA9BblT/SrYPFX4q/d/u8AX3ugOtXwYAa8Fh2QdsZthN+z+ColkGPuWywpEwloyeB8QbTIjQB+mJsXRYBTwHnqrIDBlEQ7bF8RQMtGT87jfkjoF/roCbezsrthZgQ7Z6iyioRtgJNgYXJ65aVDad+DDkNzOCxOVD3JJGsdgG0wY74mhqibJnVWJLDmQxcg4n+O1C1xTiRidmwZAyccBr8tBwmXRxgXzsEMwl6JvUi4vWL+RO/vlvh53kwZXn675F4/eT0AaqJ2VU596A6xSeH+0OlU+NMaOeleU8q4GyHitACOAOThzBAvB+EilATmABsB04344cCVNkmwo+Yd4HXFicWD3FfJBjZDd69Ac54DN5sAIudMeH6NfDkfvCPYSL0TnaxNxqRRhePhKHnw13VglmAs+/+TCVjJ4HuD/XAU0W+z4XD/wK8CLRTLT5Qtz4/bvR7C0ZeDLdX8rrTiE2zEMjEuw3GLOp7f4r/9mu4/3mRvO3JdPIi7A1HPwMNGxTxMWoAjR8CzvNH3z10BC7xr/h4A+a/HCVCX+AlVbb7d35LWIhwAPAvoC5wgipLoaCvFeFvwIBAl/EAACAASURBVJhEJzMe6NMCuB44OtUde8P8ETD8Arhjr4Ln1cuJXwFe9JNOXbc58kPh/4l8fTLkNSr+fP60PE3VC+cIvBu4Q5XNaZaZJN4OQkWoA7wNfA30V2VXnK9+DbTETgIjjtsiwe0VoVNr1TMehdgxoZOi6hNgEEm4friPS72KrZDIufMnn2fXgLOWwenfQJ0D/R9z2dRKGUvYkWlSlfgRnS6ZGZUohJkSHdQJLfw9/KdfJkdFLIjqeN2P0GeuP2k/ambDlRvcom6BVgQ9xEnD0MsJ1zwO9FPQtaA7oMsf7u22w3r3uqQfqdWU1elNGP47tPHtvsYPtf36ZU56iI2gD4I2CbutWPHyvuupoKtA7yFO+hTn2VgJ2tI/PfKfma7TYMgm+ODvHtTtfFg0P5P7xdjr40t6iMqgf4C2B82N1wb8rVu88cC5U1KoT0PQxU7/LaV8dwjog2HfWyul3dN4aV7ip/UAPdRJc3BG4ucJJ9Ko+7Pda2Vw0Xjdzj9wFzx3ftj33kop9y5sBVJWPMmHOoycKRk0CbzVCeNf4gsvyhJUrp/4nfzQzaA7nZfGJ6D/Bh0NejnoyaAHgVaAzuvc222PP0F/BJ0An94NfVZ7UZegcyCVkrIjG/RuTB6jd0HPolBYeSuZJc7g/y7Q1aCdEvj+KNDHkj9P6X23H+3cPK86D/SssK+1d/fM2/QnpryTXoKRu03+13euDa9eRe///62FpatAXwNNqJ6gRzrteUBi33/9Mhi8LoxcbFaSaR+pTc5AT3TeV80SazuDN7q/38/2tY1EIc1F8b7l9ctB18E9p4aVr9BKAvctbAVSVjyJRh9WMtBMmASC/hX0J9CDwtYlqPaQ3nniLT50/5wEkkTDcRPd9TxuImhj0Eug3/de1SUKLweXNlfVmRx/CboM9O+gtcJuQ1aSuoeNQL8AfQe0ToLHHAr6M+jeiZ+n5L4bk4fyKLj0M6/bOWg30M8yeXHM3zYQrSTbbhNc0GqgIzFWCGMoIXk1aDtnwH9h4ue7bFlU6m+lpHv1dJdU81aCXoHZGd4vzv8bg44HXQuXz3bvh0ak1EYS3bxIZaczmOv+/mAY+Id9RqIroSuQsuJJvIDiD4R7fo7ZpTnAjxd91CeBGBOtz0D7ha1L+nUJphNMd1Jl2m33FbHttvuK2B0z7+oS1ZdDoTZ4HOgLoL+A/gv0mNhrlcgLMPhd/rAlyDoXP9e71zkLRzeAVkjyfr8Delni34/3vA1YAvo/0O2gC2BgnB321No5JsH8ItCOYd/rqEoUF5hKuJ8Hg76IMVvuCVohtl13mwG5G0E7lMX6l2fBWCx8A+9dn+ouOOhD8N0MOHF8QT94dSvQx5wFhpGgNeKYRSqsSLqNeDPGDbctRlUvKwWSsYFhCpzo93oLqu0L//skvuNrPKfxWocC92JCbasIC2GPLHI+l2nZDf98NbALEz01w4nnmPy7x4FI0ot06rTbdtCphOAPXjpZR9thW5XZwGwnsEgf4E0R1sCUV+Hca+GJRiU52IfpiB8WQdbZ/VwjLoJl56r2fyf5Ev8zCWbcJ7KsV2JBleL13bt2AwOAb1XZLvL5OMjr4WE77wGsAz5K8fhyQOZEBFRlFdBThNbAP2DRILiwNjxycEG7vnYVvLEMtiRYaubUv5wzCFgHpz+ierqmVkT2o3DOPJhyckF7ueUSmPMstGqmykbzvS3bYoM7/dIcnq9bkFMUEm8jyUS89TYCu3cRTu0zEnnCnoWmK6BPgvYv+Tslr0aACmgdZ+fu/0AfAH0b4+S+E/R70Lcw/ky9QFvHMw0oOGfNbDjvfbjp1yjuTmACmGwkAVv3TBD3VbMr1zuru6NAK3t7Lv8CRZjyr/jRP5/AG36Hua+DVg/7vhXXVyuCdoFBa9yf2favOzv3jrR/vbytNJrgPsHU2cuVXNMWeyZlPpjo+b00TXR2DpaBtg37XkdJiu8IHxXHtN2PduhloCytAD0+TVd3u8sRfQFt4oxzGqVXTqo+hfGOO+fd0s95wfRErRuc52MyXLob2q8zz2Zqz4i3fen5H9hnJNoSugJpV8AEmDi75O+k3qgx/ks5oBeAjnBMSr4E3Qq6HnS6MxEdBHomaCM4sFGUfCVc6iSg/wEdGbYu3tbL1SfkYIwJ2legLcLWMfG6zLwDrl7oxUSz+HVpdzjGBHMBaPOw6+quczwz1uG/Y0wRHRn+e6IvykwX0Oagd5pExsHU2VvT5OQHUsmZRKW3OFNw/JULzSJENPrrKIi7Gfslq+DcFX6/5/wJ+pN+u3bXq99G226iIc4450PQG9MvK7X2Ej9gUe4GTDTlqsUXOGo1BO0Nw7cHvQBmykt/ccNZSBsDueu9CnJnxR8JXYG0K4DOBz2y9O/VzIZuM2HQBm+ioqlgIj52AO0P+gjo+6Ar4ZY4aQCisfoBerFz3QIP5R1SfQXj3P0Txnbfs11BH3V+E/SSgK5Jz7DrW1y/RHeA/F2ND9vfELS+s8D0Fcaf6V4467+ZuROYzkDqhHFw1UIY4MsAImpBTqIm8QNatZril1WE00fVNxY1Xgf98aZdxy48dJwAS1aADgr7fv0/e+cdZkV1/vHPUGy4GHuJkbUlSlCxC6KAgl1pFoogoCIgIIqICiKWaIoxmsREY/QXFRsWxCgWLGAhKKKISpG2oNJ7U0F9f3+8s969d2funXKm3OWe53kflt2Zc95T5pzztu9bIgGkm71v1glfV/D14qKc3gPkWfhydnWvn6u+g5lTFMym8J5k+gwMqyBBUcAngrwKsmfUnlMlCrm2k2YgdAeQtRRwzcw8+3A7GLw86gsdnD/elPY8gvHaBc1Z1yRpXhLo+6/sjWkKyGFJ85OHTwtkCUiDGNo6DGQmyL/xgG4a3xh4u5RHeXlPEFW4DEVPHUcGMOcU7HQaLi6+38OUhzGccsOsa1BYUCU5GuSzaMa85NqXf3zcUttcsAHkPJB9nNdOodQeUsvel1uioRh/sBVg00A26j543RrT52mEORP3Q12J+yU9Z1szoeECS6kCNBauvkhS0Fia1zpfqNIfToUbN+QToEyDv7nvhQO/AmlUoE8XoAi7g/AJGlaiZKhogWEALIudgNrAmsLP1i+H9nfDfbtBvZbRAkh883WKwTjuAp4R4X9JMxJ3EeEry+JMoCfwlmVxD/AHEX5ImLXcsj8K2LMw6oZE+MyyOBa4H/jAsrhAhFlRt1uYr0rgp8oAeycAncrn7h8It4+EWR+7PRes+AnM91bcAu4ti7rAaXa9ZwETgAeB80T4tmodzmOz9x/gqHuB5yyLziIYAUTKbqvRUbDddjAm4J4ZGrzgM+AAy2JHETb4bz9fKQEY5C/rcT7TNggKMHasZbEZ+Ejp+YXQ/ma4rzwz11e1tKy3/wEtdwYOsukA9PyeY9Ns4En757kirLOsd02D/njeX/zXy0LL4lRgvGWxWaQmgK4VZbkbPhoDA662rLDgJtGsFxHEsr7fkn/fue4g4HkRurnXZBr87fNhcOWJ2d9un3nQ60ngTcviNeBmqC+Zs2zFUrgXaHwscJYIHwVru1RiL0lLoWEIjdWb7u3Z+DS9aXUtAjkVZAFImZk+Fi8sv62xfR3ko0LarQR4uxhkVMxtWiC9UPfQzkmPgU/erwH5h/l620x01rAO2oy6GY0FeQjNP9YPpAOaXPgAHHLhOe8LPb+CKf+xtacTUdfy3QKOwzZorOeHIHtGMM6/BZkdro7KfWPYD9Diaf9xezKJCABbSpbAQuPTeLRC3edC3zcebc+LBdLA/gbudAd2unI2yBD7uSPIk7cve82k7zzNz7McBPIVSI+kedlaKLO39JgKV26ALgvSvmY8gBY+AXJpgX43g9M2wFCBEQLTDVgpn++p33C2BRKkPsgImLsa+q7JHt9+6+CM3yY9piXyOddJMxCKeQViec3bs/HmS0ubHzTIDiBzKACi471vxXUou4yJhbogLQe5EQOxA4b4+gfIwITaPgJNjPsAnPCbYhD0QV4Euch8vU3mOR/QzRaAHANyrr1+httzNhrNu1mBogqvRXPNjQd5CnrPcK7vsk9BDjQ0FhaKhjsP5FDD41zL7lMgITWnrvkEQOwD+RvIIPNzPfKiUlLjfONT1gzabdak18NF/223GcqaOT9v2kWtrBxuWAedJqZ5L8rmWX4D8g3IxUnzUtOp+p1kmBSDUiffXcreyxeBHOTv/Y7r3L5L73zJCJA73P++9aFy11QqandQ4Fd4dpmLN1+a7SYQyGUsonIz8JEIL4Wv6oS7TbvJJVFEEOBB273hIaCdZdFdhC8SZq0p8J8kGhbhU8viGPhsJBw/DX63TZrz71kWtYGTgF7may9bDDfvD7eQGYObge2/lgLuLpaFBfwC2AvYW/+1jnZ2/Vm5UoS5Jji21/QtlkUF6pJ2kQjjDdX9k2UxGTgeeDlkdauBnQO89yFwTsi2s4q64nYZDjv1h9bNTLh7mcuzlZZ2G/WG39WFUcBPQB30/0t6A+9Vf97seWu7TC8DuokwJ0gdcRcRZlkWrVEXus0ijEqap5pbcl33a1EM7t353Ewti4PRjy3P2eAUsvDvMmjt8l3mL5n9o+kZ8PUXljW23Hn/2HnXYhjfUilcil0I3A/4ytujnw+Dq1rCvfuYSKZZTMWyOBLoARwW8H0L+C3QVum4w2vSBiAax3EacDl6cb4b+JMkECtoWdRHY2Wmxt12ZRFhnWVdsQ7GbVMEgv5hwFIRlpivesdNmr/+LvQsroX+/9L5hd60hbHVNs0AsKypZ8HGg+JQRInwiGXxFTDKsrhGhJGGqp5EskLgZFQqN1muBhbAOQ+InHN/2Mr0ItXmjZzYR98KFL8Cnal2ncve+8ChqBKkanHb880mry7WIsJ0y+J04HXL+u/OcOdJcSsGto6SG9NbC2clxH4H2TGbb9l7dOIlj8GgOTAhP5/mYpkd9o+TofcbzvtHvEaVUomuFLsQ+CvgbS8Pqmblrb/BkEth0VdmASTSWyyLOsC/getEWOrjvdpAE34W/KgLvAAMhvGXwcbO1TeApUW7Adgb7b8crILTY2blOOBjETbH3G5OKRqgjBYoiIqxYlnUAobCnw6HOxaZUxzFezEW4S3LoiXwsmWxP9R/zICV6AOgvwH2VgG7BHjvS2AXy2J3EZaHZcKy2A+4Djje3KXwMBdAoZ3GWRZjgLXAOvvftQ7/Xwf196ou0F15omX9rS/0/xHYA9gz+98+x8PwXaJR3Pi79EUFvFKMRYRplvXPS2H2GBhXO82eFcVbctdnd+Am4DaywU16PAzcA9S2LP4BPCrCugQY9lKaU/BsMymM+QFCKyl5akopdiFwP3whKJ5SD055TIRbI+MofWUgqnV/pNCDlsV2wKmo0HcesAQV/C4AplZekixr2nzofXz2BnDjd/Cv3S2L+ineVAsWERbYLjxXABMsi7uAP8doFWwKTIyprTylaDR9zSGcm1W2xWX1Svj77tDQggOOhFHbwHQjF9kkLsYifGFZNIEvX4d2g2G/MtWSNwT2bGZZ9Vv4a//yRbB3c8v64m1Y/E0I/gNZAm2X1CnAMcArAdrNLfcAfzXhjmtZ7AP0gOYdnBUoW34ElsHP1v6d7J93qv7zNbVhcK3sC9l95XDbE8AUu56l9r+z9N/Fu0O9HMHalOLG/6UvhSERCZbHOmUEQEixZ0WRltz1uRswfwGc8gn8cqfMXvtohWVxB3AycCVwq2XxJHBfAgpf12J7XzUHbs//pElhzLvit6TkqUEl6aDEMAQyF+TXPp5/BKR70nzHOD4HgKzIBzoBsjNIF5BnbNCHCSBXFwJtqA580/BgkPtBpoMcnHTfDY1fOcibIB+YBtnI0+ZrIOcl3/eychjwbZqBMmygkpU45Cjz18/cwPo+q6CBEaCWtBAc82I+dMfgYxU0Z6D8AeT6gPP+e5CbDayfs0Fmg2znre/VQZJAatv1vIDmdHwAzh0bMh+iFSTXbNQIp5kxuOobuHRq3HsBCmzmCpKRZoobmG5rpCBgfCC/BLkFzZ38Fkh7UgAQB7I/mivYKvzsrvvDzT9C+7fDgCZBi1ElsJetjxJnIDDjegH8Hh8JrkHeBjklad5jGh8LTTZ9ncPf9gW50v77OpAxID1AdjfQ7hVoktYzkh4DQ+NYC6SPLUxfh+Fk3Dlt1bYF8dDzYICXg2Ducjjx8bQg3DrweDjIl+Hq2DpSA0CLJc79PHsTyOMgo2xBZqy9L0xAkU6noIm7Z8IN602NFZom4I/B+vLiFXD110FQazMXxfPHa39GdfX2Tq7we8l8mHQPyEJbSXQZdroDE8JykHUZF2ozSGM0/UGsl+XiFgK3jn2mWAlNr9MR5D17bQ8lgjQ7hfmo3J8unw4DKjwKsruBrAzeVvu34PQX4I2K6mkf0qX4LZF5SpyBwIwje4Es9/nOvGI9RLz3seomct1KaHCgLRA2RNMgfIhaTx4BaQdSL4K5aYZCGw8u9nyCVfq0v60pnARySDTzdtZ/4YZNaRgnFCL63qTHvQCPA0AeDFfH1qGhh3OXOPezwxo0L+WFIG3RtDutQZqDNEFTYRwOcojC84cfK13rXSepRSmIEHfJ/CAXlaBCkvsFvs8skCPc2wqeIig4r2Xl0Pl9uHpJlPuIrSBoE+8aLmYhsGakVdoayFZyPIha9kfa+2BBi1wSa0TfOfNFuGGjn+/dua1eyzQVTHpSm5UoekqcgcCMI8eCTPHxfG3UcljQ9adYycW1bTXMnmdrrP8KcgpI3Rjm51cwaxr0W19TDj7UKtgXtQoO1jUVXshN2wXBVhrMATkm6TEvwOdzhMzBtbVo6OG40c79PM6HO2j4sQq71sPwEPTdpBQFQQVJkNNAxkXLm3QDeTXeNRyvEGhagZmpr+8c6D29WM/BrYXQUJlr0LCjKSA9sT3PolBu+92fwuylW8u5V6LClDgDgRlHOoC84OP5fUCWJM13tGPi9mGf83Icmqzq/Jz0ZFwbTZwWRzTWcjzMnALdF/jT3Mk2aBzCkSCng3SFHlPStCGDNAWZkcSa8cFjLVsY/1X4dZN7kHadW9MuaLaFqCK7n509uRvlH6vo3Ryz3w8ukAV9t9guTLYl49OI29gOZDl54s0jaDM2ITBKxZy979coT4OaTPZZcybIy7rmJz8A3StMrw2/+1M4hdjW4QFTosJUlOigiubX4Qaov6dlTR7pEZXIJ5JoMRY3dKe624skkRNn9z3jSDMQbX6s6kWEeZbFKXDnJLhvv+qIb7VHWRavoPDtubQjsBxF9bNpx91Tlo6hK/BYMmvGc2kIrBXxmifUuVRHOTugIVz0Z5FHK8ywmY5i97MFtA6M5mYGES5s6pEwqLVrVgZ7t+jg0Jehe01kRYTvLIv/oCjK10XZVjLFD1y+7zIVaGxZWCnfY0sFEOEnFIn4FcviQPj3f+HvDcyvDb97W5i9tGjQv0sl4pIqIdBLctzMhf/vlQdyF48X/q1ACEzbhx0XP5Ee2I5FhJ8sa/0G5014p30AAT4jS9hjGbDGPlR+Lpb10Uhdx8nPm2WxLZoS5Oi42/ZZmgPjTVRUFcresrgY6AL8w0TdaSomIPvD1xF2T3ASyPrMcxPIMmfKL38Fhx4OvdfC/Tv5EeYywu/C38PJF8CbT6YcDn0FsJtlUSt3rzFcHgD+Z1kMF+G7CNtJoOy7X1SKORGWWhbfAQ2AirD1lUp8RYS5lrV8CdQ7NPsvJtaGX2VTmL300mfhpo5wW+0iUWyVSlQlaVNkJXl1v1C0wiBxHXItyN1J9zMNY1jT+HGHU7/o3Wj7Z8ZNLE3zhoIFTUhivfjk8xmQbhHUuwPIqrBupiVyG98TfgMDN4dzKa0aKzdgPnx4n/tzud9V5wpoPDoI8AEaK/sjESIEmxtnWQWyawztvAZSEGHVUFuxuIOCtIehG6NNtyEvg7RNep2UKMjcuZ37J7xsBh+gyUgY9gM0f6owKEwQ8CipA/IxvDqwBAJTosQZ+JkR1w/rqgUoXPl09ce+6adgcR3yV5CBSfcz+nEMh0oXHT/t34Lr18BTXczWL3vD4OXOa+em70HuBflldH0zlTctHfOGgq1cluSa8cCjBbIMpEFE9f8TZFjS/ayJBPJn+OwlU2sdGyUapFH1v5mP5UNT6vwi6XH0wOdMYshtiiLKToypT5EKgfZaehZkFjx6QZSKOZDbQW5Jep2UKMjcOZ77a6DfFlPrBUVw380bL9ethK6TfeRG7A8ynhTH/JcoPkqRO6ibf/OGdcAINI5qObx1Nwzp7McEri5Bl7aD9Wssa/oxKXflCVVMuHyZLDmudt2AHsDjJuq2LI4GXoB2j0DvttXdKMo6Ah2BzyyLp4A/iLDARNtgKkYqUxcJz5tlsTPQCrg0ST48lEOBjSbnMqc8BIyyLO6QaN3ptqpiWTQHOkKjI0QmrjBRpwhLLIubgAcsi5Oy56vB/hG49K0DyoA1IeqIo1TGBc6IuJ2XgL9ZFkeI8GnEbUVSLAsL6Ab8Cfg3cLFI1+8s68rJurcf1RTkBxhzmsF7wyfAJYbqKhUPxUu4kZfifO7/WA/eamswJOU7YDtvvFALOFOEgnuqZbE3MBxoLlKKRy0VisESmK219Wt9SZOr3dZOIHXRVBXHGqjrQtsC0D4zz87WBZDdQe60tWsPghyQ9FikkUCuABmVNB8e+OwD8n8R1m+hCdJbJt3XmkIgZSDzQc6OoO5aitTbdVLGFeuR82HopggsgTNAfpv0eObnsaxcPWgu/SwOrwKQm0Duj75PN6yDzv8z2SeQctul9ROQI12e2QfNGVff4JgdCPJV0mtla6Go74Gm0TbRnNZ5kXe1Ty1GqeuoZyvg4yB3Jj0fJUoPJc7Az4z4+Ej9uM4VG7x3TSeQq0CeDfF+LZBbQSpAGvt8d1f73RUg/wH5ddLjkSYCeQ/k3KT58MDn0yDdI27jKpDSHmFuPB8EeTCausvKocfC7LPj6h/gpmtMXvy0ncHLodtHaXC1d+fRr5I0bByT7A3z1moMk/kUPVFc4O1zpL99FtxAgdy5tptoX3N9kloga724/KWFTKVhii7/ont90OyJaGM8zd4zbWVTw/x99ptYXk6x7031kl5LJUoPJc5AFjM/f8zdP4Frl5rJyVPKh5ImAqkHc1fAGWP8HgL6rjxnCyt7hODhF7b2ermtGXPdbGs6Zb65ThNh2LdwcGzJmAPOnQWyBGT/iNvZDWQNRRD/lXYCOdu2ApZFU7/7BcxUrG2xeJS4j8UVX4BcCXIuyOG6B5rpk9bTb310VhanPk0XaDIviCABcijI+/Y5cojHd04F+QyDcVQo1kGrpNeM9zk2tVZMK2ac6hvSFOQikL+A/A+u/dH5Hnje+2bG54zfwjU/GowJdLVM69/9eM41GQkdxsP1a+GFy5NeSyVKFyXOgCNTetnfYEJjUbIEpot0U+q9sjAKbK5274YTQaaCPAyyrRlepD7I9SBLQUaBHJ70+MQ/F+m/2ObM2SEgC0xexvK0NQqkT9J9LmZCre/fgDSPro3oFX3Fco64j0XfOSD3g4wF+RxkPdy02USfoh6b6n2qEBgkAVAR64IMRa1/V4LU8rGOLZBZIM3MzZXcAzI46TUT5xybt5i51Td0E8hokCEgzaHpfJd25xmayyvhs7EGAa8mgTRx/3vhPa8Yz/cSxU+1SGERYSPwMXBi+No+H6YgIRvt/5fyoSRbGt0Od+1SPYC60e2VT2RyQY7rAs+11H+/Gw/vvQRcKsL3JjgRYZ0IvwcOAD4AXrMsRlsWR5moP/3FLb9iZi5SWJoDE0RiCWp/GOgZQzs1ufwDeEqECdE1UZkvq2oxnWczurxxZovbWHwySYTeIpwlQiOgPsycZKZPbqBuu7bSvTxsye3Tf4Bb8LNv2SBik4FmwNEi3Cc+QJ90v3nvGRjwqGV1eMuymo400LepwJEh64ipeE9Mbln1y3V8MuNkWViWxbFw/ClmvyM3vqZPEqGdCH/QvWfHRXAz2ffAm4EdFwdrN1NsYJb+0OhOkYkXizx/iv4bCkToe2Bb9z972fOK8nwvlZhLKoVAu7wNtAxbiX6IY1rBn37SfHKtH4cxhRLLl0pkxcth4rR53VYHriuP4vIvwkYR/gwciCYgf9GyeMmyOB6cDzXTPCRTvB/sJoqhcWyBoSTxHso4YC/L4vCY2qsRJTPPl38ON5wOxzwQbYvRKvosi/pQfmj0gqaJ4m0sdB/9eqGZPrldSBvvCW3eCL9f5vZpC94FEra3LH4PjAX+DJwlAVCFtQ8PdoY7988oJkP37ROgcYj3Yyxuc7y6YdW93FmB2+lD+HIa8DSsW2L2O/KqAFo/X0Gv70KFv7vQ/2+YH6zdrHIa8C3wnoG67DEcdDD0vMf9nKz8JmagCpFhQNv18Pn9mWf2a1AciqtSSbQkbYp0IzXhywcG6/velBthicLMQ2F3kKTjOEG2A+kLshCmT4CeX9dEl4o4XdxMuKbYLlmLKICaZngt3AZyT/JzZRZMIVo+43dBiirPJopq+j58/GixuFZ5HQvnueo2z0yc1yDbbdPMfpLTp3nO+1az17K/kccuBPkSBZLaM1z7keScrAuyCWSHpNdMsDm+usocXzwH+hwD5451Hqfz3wSppfkXBxrMp1dWDt0XeAsvyeW/z7fQeHTQPTWzJgetgC4TvWMbuO/lPgESm0HHddWf3XV/kF4a459+F/YSJUuJM+DKGLKtxi3ITobqKwmBKaBCMYEg20DPj9OweSkvXSelgRfzc9BkJJw7Bbr/FMfF1sQlCuRgkK+IMckt3HwSDPtOA+uTEb6KKbajWGLnvPVFdgR5F+QBvcBGI2gm28eqfbpqIbx1Y/B6WiyB4QIjbOGgcv7NKu+cv4cuq6B/DjDH1VtgTC8zbUajmASZAnJC0uvA+7gPXgbtVsKwnDneICp0DFmfe5iZ/AAAIABJREFUb5xA3oJxg01+R/DhPxX4yIvSo7Ld41+Ant8F3VOD7sn53gOpA82fdt4/WyypLjCe+Ljzs4OXgUyEe88olnOjRMlR4gzkZQ4ZhyHI+pIQmA5SK9vcZXDmi7mbNgphPAO+eAu6V6Rh83I//LtMSnosg/Un9xCaLtBqHZz3fpQXW/dxHLwa5A4UtdARLj1zePeaCf19WyrMjVUy67CYBKukrfjm+iH1UPTGh/ABIFLMBNIaBd8KpGSJ37OgqiBx3OggbXu1sEfVN3t9FQX4lK2Y36hhNeL4jedH6pUWIHNA6hjkqQ7qHXJonGs1836FqNJjuKhg3Hh0sHaH/wDyo+b8cxrb4fZzXefAU11A7odBm52f7TWjcs+qiYqrEpmlxBnIyxxyI8hfDNVVEgJTQCA9QV7J+d0vQZ5Ec9i0AbHSsnnlQR/bCPIhSG+KKI0AtHouCYHCfRzPfxNkBMjraN6sL0Eescf1cNj7gKQEsbQIX8UkWLmP2YmPJ82b9z7IDiBvoblEtwoB0O53LZDZ5EElzP9+ckqTIN+I/9zEuc/22xDeiiX9QP6V9Nx75PV4kE8Kp2RxtXRNAOlmmKezQXwrZMPuqfq+E0ptl035c/W5tdthvN573MZ2RJWfB6+A9+6E0za4IZ6mPWygROmhxBnIyxxyAshUQ3WVhMDk59NCcy21tv9fF+QaFLL7d6QwNsL9UGtwIMiZIM+g+eSeAGlVXQOX7GaM5kRsC/I3kOkwdEsSAoXGKQzcnO/CBVIbpBFIL5D/A5llCsY+GM/pEL7cLwbtxyWxpvLz6vS9DNgEM94H2Ttp/grzL9ujHiiPgdROmp8E+n8tyCPh5v/apXDJlDj3vSAKG7/vZCsmmz0Bs6bBO7eG2edBTgT5MOl598jrVSD/LCQ8Oylw0TyLX2LQCmjz9ByIb5dfM5bAYWJ6zeWPr618vnJcpzsIoZ1+1N9Xn5cSlciJEmcgL3Nq6l+Li5uY93rKyuHmH5OM69maKXModP8Ehqy2D4WTbYHwdZBfJ82jN/6drZJoLrT+qiWVBTDpnqTcWe1LbCuQO1FL5XqQ10CuAznaPY4gakugtIFZU/1ad+HCd5ISxNJjCSwrhz6rstfTpd/AnCW28qROWpQOGX6rzvPeB4DcjLptpTY5NgoI9aqt0NnqBEAdg4sbw03f63cXbB2B/BekTbx8+7dChrcG3dQMrv6hsDDk/k2iwEMbTQtH0YyxPIltyfPjqYMqf98D6WKYn91RBaxv3IiwVmt9//xNftePvjfg23ztZsb2nCXOsZeVa0ok2x11hEA/h/OqejxhiUpUSYkzUJBB5CWQ84O/n464nq2VXNxo1sGcRSDnE0vS7/guyCBHQp+ZpoUHtz7YipLjUdfpN22h732QW1GE3W2r15MEeqO8C3Kh//eSE8TSsneAbOsURwuypwotMz+CSxJROvjsxylo4vjb0nDpzf6mmj2hscjytCne0iSYe+c3/HoHeRTkkuTm05uSCS6bZiYuLPf9Dm/Arc2h61xvrqbyJUijpOffw7xWBFHYgpwGMsO0YgVkIEjIM/X0F+DG74JZcf3HoYLsB3NXqTI2CHpvpWutW9sjcn4nkoknTN+ZUKLkKXEGCjKIDAL5R/D306HN31rJffxPfspM/fkvWklc5E27ETr34Yrl8PlrIKtBpoH8BeQckPrexyyeeEvUrXt+kMt10oJYZqx6ToNrFiUDTiQXgzi6foLUgh5TimWPswXXcSDjQfZJjg+3GK+DD4qu/nRfwkydlSB/BRmYdH8K8DgQZs/VlBhBrUH5wK5uWO91LG3FQ9ekx6TAeO0NstKv0ha1Av4PpKM5Xir35CHrof24MN+U7p+yFmTXYHz4tT7LIJAH/fe171xFQC0rV2pboSk6qrbdcUPGFbTqmhuRd/2VaOumxBkoyCByJMiM4O+nI65na6Uox9/LJpyEEsB0m+71dXqXkPmv4lkD8gzIgHDznCxIEMguIOtA6ibQ9iSQ89z/7vaN9V9oa8vbgRyFui27XuLislyhsZ83gSwGOT3u8VQeot0X3Os/6ckk+uuNZzN7NcgtICOS7k8e/rqDLADZT9d86+dh6Pd+13x+gBTvYwlyPcifkx6XAmPWFmRsgPfOBPkCQ1bAKJQrIO8Q0E1d+bngbc0V6MX6LB9gYyL45LENyMvZ6y4XmfTIb+CiLRkXUud4wqTXUonSRXVIf/kU2MOy2EeERf5fX7wINgL1qvxuI7BhjRn2SiV/cRv/JQHmMrc0uh3uPzBTdz30/9u+YFlMBPaBk1pmt1353F77hG/frXw+DHqfkOFtI9B7rv4+SNl7H+c+fLdFhKXheI22WBYHAi2BHkHrEFlXAVxsiqdgPLDKspgHHA1Miqtdy+JYYE/gZfenXPe45cAB6PiXAw2AOpbFAviZKvTf//se2t8N95VXWbMnWFb9Vvb4Gysi/AjcZlm8AzxuWTwC5Q/DPrfoWl+8CD4fZrrd7OL2TZnaF9zqb3GhZdECmI+Ofe6/C0XYXKh2y6pfrvufyfEytlevQdda6opl0Q64E2gpwkJYh2XRAVgJDPK3n7ru8/cDj8IwoC7QHR0O17H8BBgSoltxlBPwue9ZFhZwCzDC/uYNFLczf+7tBD8jPgEaA2/4fVFkXYVl8S+grUj+9i2LcnQ/fjsAj18AjfTHyr2lHnBzVW72gdvRddbrR9i1Ngwi8ymauneVSk0qqRcCRfjJspiAXmQe91+D00Z97Uq4/yTLeqk33NEsvovH1lhMC0RVi9tFa/tfANOBN2DmtrDxjGiEUOeiB0P9VvDLT2DRHJgzK9zailKQjrwMBP4lwoakGTFQxgMtiFEIBPoD/8h/iXL7xsZ0EHm4ouqTlsVO6K2gksqBY2BGS7hvV8OXq7xFhAmWxVEw41loczXcsX3UAmimRP1NudX/5pNw6/XouO9v/9sE6GT/fx/LYhnOAuJ84Guovy+0eSNnvg2Ml7G9eg16qU5VsSxaAQ8AZ4gws/L3IohlMQ04HBjntb7MPj/3dlUeLFmkAmCb/8D9+2fG8GbgUuAOt7GcCjS2LCwRJEQXoyxNUAnDTzkb2A54zhwbkShvPgFah3i/DFjv4bkLgOdF+CFAG/OB3SyL+u57S13753rAv2pDu59gt1qZv5u6d5VKjSpJmyK9EJpL56Hg7ztBFv+7LQzcUkwxG8VKUbnzeXHpcnYfufoHuOeOKF3fQHZEUd+2MTN+1fqwBS48POm5LTAGu4KsoghSA3jsT1uQV2Nsbw805rNgvErYbyxJt3lomoDLdrQxey4xh+s9uIvVAWmAJtbubrtWPmK7rC0E+R5u9BxvFozvK76AvnNCoIO2BRkT9brx1pfKPf68V2DuCpCTnZ/rMxP6zA57FuQ5k+YViBVbBGJk7ZkfR6kDsgEfKJxoLOAUkPZmeTHvxg1yBMj0EO9fg4d81iAfgZwSrI2ycrhuJXT7SEFh2lbkTyMhAoNtN9EOm/Sd0t22RNUp9ZZAu7wFXBP0ZSd3MstqejuMq1Nd873oT6jGplQMlejc+Qprrp21tQeOBfkPjKsboeXhGGCaeHDtKlSc+/D3zXDUCMuig0hqtcd9gNEiLE6aEUPlHeBRy6KuCFtiaO9y4DkRVhZ6MPw3lqS1+cDfxO2yXf2bOuRoaD5I5LGKaOpfvgQePhL+dirwkPt7/EDGVbdasSy2gYoJUO+E7L+YGS/bve1TYKwIIwNWswb4RVhe/JZsF9mv18KpR8LIBpk9/qrFMGohrMt5p80b8KfKM+Qgt7Ogev2bgQN2yv55+0awguz1XA/Yq0JkYlZ9OaXSJTHfM0mVw4AFIqz18c55QG3gBbOsOJ35N/0AA8aGcJGeAZRbFjuIsCkAU3ktgcpX03vgmMNh/KWWNW2en3tGZo0O3wXq7QIbj4ZeC6DZC7D/TrCkHB7aP9sDu3IvvxnYuD203ljycisVx5K0FOqFbK3SEpD9zdXppvketsXWYN2BQuyHtuQU5qW4oMTTRDp2546F6zd4zz3npk085RlT82UH+xfUDgbvt2xrr9N+Sc+BC3/b2d/sb5PmxXC/poKcEEM7dUG+BmkcT7/KyjWpe5wourK3KmOGborbEujAy00gf4u4jYYgy0EODVdPNKA2mX3tujXQ7vWgc29bVqbFNXcZ3qt5S4hTjrUgY5m/frefvc8NyO0gt8Q5Zj7msw8+PLFQxM2phMwV6Z4WKdfr4cnOmkKn98rgSK/yMcjxAcfnLpDrvK/LyjQPlf1oM1Etxae974xwbibBfNLrqETppMQZ8MyoJirtaa4+tw/rxMfRROa/s833a0HGgPQFOTDzvhnBrRihxNNGtrvKOjzCPBdQACxBE9j/GeQSFFVxO7/zBTIag7DYLv0+yL5UHpn0HDjwdhk2mllNIpB7Qa6PoZ3zQd6NsV9NYM5CL/mrDLS1HZrXcgXI7+GcRknvgSAHgCwjYvRXkMtBPq26p/ivw2kPGvg9TL6fgHlXTZ5DqDvrwvBj5f2MdT/Pc/OmZV+G86R5WAXyOMifQK5RJOZ89ef+PMzXOIJ0AHkxrvXub/yvXgxdJ/kQqNqjCsrAOYD9rkdo9VwYxQjIQyC9g/EqD4D08bcujxvtLLhNF80vee8ZIBeADIOrlziv0cxahrJm0GodXCwuCebzuiOXaOulxBnwzChvXg/955mylvm4zO8O0hmNy1gMMgc+fgQuW+x9g5I6aIzYbiD72pf3RiDHQNvXktaC1wSyBTdXGP3sZ/NBe8u+IGehlrzHQT4D+RZkOsjTcOnUwnGIYqExHsYs13n63QlNNlyW9BxU4akWmhy4ZdK8RNC3dsQQFwgyAeTCGPv1IkjfiNuw7MvuPFtJ4qBUSzQNyHsg58QwBs+A/DVcPbnj1ekINB/bQwTKx2nOughtDoObNoc5q/0LAW7C3PC8/XHvd/txIF1BhoDcA9csLVx/1Z/PWeJnLYMcCPJVtGvPj1AdTClg7/3Twn5H7vPS9QOQoWhe3MdAXgGZDDd8W0hQKsB3P5AHgvEqj4Nc7G9dnrPEXamwQeD6NfYe+XvoMrHwnaNq2ohB4ixclowLJapOiTPgiUnKyqF7hWlNsd+Lh32AHwE9Pnb+KIesBpkN8hVqoVkPsgXkRzSwegXq4jUH5HOQj9T1RqQ6lcz3/uZSbgL5k/d593PBkG1ADge5GPotKDRfIL8CWUoITajPvv/bPhBjac8DP+cQUhOcVoKLG+sFt8PbpoWVzH508QcwdKOpxOUe5uswVMG1fYRtNEYTxE8jIDhCDOPQG+SpGNrZGaQC5FzD9dYDedW+PPqyNJrLEWjGouhXKHV/Pr9FzrsyuJClMfdnf8IzmaTlu0Wz5vL3E83duTfIsSDt4JIPgygFUOvVh2H3fvf1eNU3aKjONSDdUIXtcXD6CyEtgc1APgj43b2Ii+ur+7pp4WLdq1QkZFn5Cq7R7PGqmj+wnWSsgiXjQomqU+IMeGIygYTf+flx26C6fABysC0E7A5Shsb25EnQnK6+FSuhaHr/8/58MMuDN0RSuYAYXXtAdkAT8nZPeh5sfsaDdEqaD/P9is51O0m3cFSTPcTcGFW1Nlx2NOoutdQWsnxbqeKbX9kFZA0+UBBDtHUi6nr+S8P1bgPyFMjbIPW9v+e2rzX3JRSrm1v488yvUArtD1PE5KrfT+cKaDy60B7v5SzwFxMY2I12AgGTlgef38HLUNTZzfZ6nAIyBgZ87Wf8bf5r2+fQmdHx66YECLd/2ne1jUH2J/tbO9U7X5d+o+synyXQKSbVfY0GdYcuUYkSZ8ATkwnClzvzY9J1phQTaGZOZAd7E98h2nac5qvbvGytnNwFMjTm/jfCAOiEAT6OBVlAxLFVyfSt+VNRKWySUgahsXAr/AgM7nW5pWP56N8gOyc9fx7HYzRIj5jaugnkLZDahuutDXKffaHfI/jc9V0LMydDq4b5ATp+/n0zOH9T2LMapBb0mOJPCJD74OORUboUZ1/EjxudETCr/hwGH0DuARkczVpzu0N1mwJSTg4AXpD9CKQjyCQMeIAEuReFT5MjXxIAyAzFjjjOG18d3oA5i9R9u22FWqqHi/57uQR12wwKjFSiEiXOgCcmU2YtMy24wU3N1P0ruXiYmkBoTEzkcWjZm/oVX8CMSVUPUZB3o9LoFuj/5ai7XWRufR54eArk6qTXQrD5rB4rg+Y67AHyEgz7ISplVFKKLpD7QX5npq507dMBx6M9SCzKRVtYmwAT/2QaHRoNXbjFvtg28PZO7iV61/3hk6dcUGObVT8DW63Ty6zjGlgPZc088L2bfmszP4ZLKrycsbbiaXGxKBry9L07yBPR1B2tZc1eyzNATjPHc1k5DPwKen4ax70IZBRIlwDvzfSjfAW5F6aNUUt11fHt9K0qE8KADFZVUuTmEiycp7REWx8lzoAnJlNoLTMJZADShhqIpBj/nMgfQYbH3GZtFD32IfviVRefiXUN8mLZQtg/Exr/cpCVpAikpjDPTnvLJfPhraEg49A4nedAOkPzp2uSJRCNAVqNR2tR4frS5bERcEy2tdfwr+Jpb9AJai2N5mwD6Y/GqAdK1QJN8yQ/z/39UHEGpughtoVjcz5BEEXl/srex+tmzthBy6HjOy4CYG3U4tkt6bVjYK6OAJkRTd3RWtZAuoC8j+E4cJCxIGfFNP43gNwV4L1vQPb18fz2CvwS7X6fPX8nPQmzPsWQ23+Jag4VRbL47MS7+/wS9jwWVi+B1g9bVlM/SUE9FS9JRw0nQD8c+MxQXVtzeRfoH2eDIvxoWXQB3oP3boM/HAmNgAn3WZbZdemBF7EsegEfWxYXiPBMHO1mvpdjm8P3S+CJXWGda/LcdJVGt2cSD4P+e1853HAZtLwWaCvCRgDL+ngi9D46O1Fx77mawDhscUqCbKru7JKZr2NOgh+WwsgdqibQDl6STDhvpojwvWXxLNAZ+EP0LU7sB+NqZ6+/+w/Usy78+SLC3yyLVcCblkVbESb5q2GvfbLns5LHPXap/vu6wG7oFnwX8JNNOwGHAvfXhbmPAgdUfcuyqA3cCFwJ9BDhFf2LnrGWxa12XyocGOyLJup+zF+/UlmmAw0si3qVe46pkn2HOuZk+HY1jGmT73zycsfRveTw38HJbWHWRBjXwJ43U6UO8IPB+vKVT4DBAd4rAzZ4fViEby3rm9lQ75jsv9RDvzczJXf+LIt9gQ8s69klcHfrfPfbUtmKStJSqF9S7cblntMzBKi/GXRcF6fV0XZD6Jz02BY7oa5760gAfAKGNK0OTJCMtRrkGDTnWQwpKtJnpffHv18AiuhSGWTqPn+8IpC2alhM81XsayHTDzkJRW+OHN02LuspiqK4DJ7p5sf11NlCPV2g1Rbn33f/MXv+qyWtXpXD194gb6JgUo4gOfBSH3ULrBp72GQkXPQeDPsO/ugIylGMZFs1T4i4jeYgU8LXE/33bq+NWOYXrjhG15N3t2zb++ZHv3eO7JQOlUiewwQaj/Y/B36+5/90iNLzoETFR4kz4JvhCN2m9INqtS5qM331dmUmSKOkx7YmkH15Oyb+dtMVDwVyNcgH5AT81/R+++f/7JfSyL99+TGaQiCO+dI9tM2rcN3aYo1vRuH654M0jr6tlqPiWn9BLoDOF/3TN6rAl+v22XEd9L0Uzlyn0PTOSaurjPPpaCzfCFzAcez0UAtyeN6s7XvrQzERGlbgmHjcYBt1UDCoUC7Pcez9KGJq8+jHPXBexHogm4K1165CwVuqttm5wjuiqTvPbsKhO3pviyXZChZz8cklSjclzoBvhiPUnOqiH+pQt5n6nduUHdBk5DUOTTGZ9SH/JAFgkrTFQ9kayv/C5Aei3NTd+913LhHlvDI4RufA3BVRehaE4O06kPvM1+u6TlcZBCVpQMSJr2MY/9sJEB/kv51pL0DfNXGsv6CX9urW7zYT9d2qVowRAq3fz6yx9wQuqXLBnS7Q+ic4Zwqc+Dh8eB+aMzcvkJc36Ps4UHT9WVxCrLt+IP+KmgeQR0CuDMdr9GceGmd4YpRzm3+d5UNDLSuHU5+FoZuDoZGGS6fizvOJr7oIh3nQe4dLTVewlMiZiiImMLtEGXdy0G80riHWuJaGwJcibImo/q2tvAt0AP4Sb7PpiocSQSyr+3DY5UMYV6dKnNkJllW/lbkYALd+WwLMtiyeAP4iwhwz7YUvloUFDACGwAFnw1NL4fPbNR5jSVpiJF4Fnjdfrdt8HbEzPNbF0PpYDOxpWdQW4ccw3CZYRgJvWRZDouqDZdEODvstTDsBWg+Lav3Z670lNDvbOb4vfxxS9diipiNhYxNoANxs/3Yj8Np8/XnxImgMXA50s/++HTDagnpHwcaj4IZN8K+TRR6ckp/7vV1iEn/y1YcwRePe2ryRE69reB/9uXxCZtCq8tAMjh8Lx5fpHeV24I4wPIwBegP3BWc1ljMvpphAt3XmvK4c1kSAvXPfnYJ8j5myxwHO7+/SGu6vVT3OePHzcMj2znNWq/K5uhrPezOm45NLJaUlaSnUL0Xhh44iOt4Cw751d3OJTPPXA+SxpMe1phDIfmg8XOTxPNntpi8eKh53nXwuKbI3yO9s16PniDjWxeP6qAPyD5DP8AidnxCfFsgikIPM1us0X1Xjtky51stSkL2THsdwfZj1qeb1Mm/9QVMhLAIpmDYh5Bo63bamzIIu75vYDwrtddX/7po2omC7abAExunyTpWk5RnLX5uJ0CrHQjNI9P/BeADZEY2fD4xi7bwOrvoOPnrI1PmLxkgeHdXcFp7jARUgLSv7k5mTc5e4uDt7no+w68oZoXeDwNnfOlv7On7vjN6bG7c7POe94kF3LpF/SpyBQExTVg6Dl2mi09BuEQ3RZJ9jYcBxuqlNtw+ZoaIxgoXzGwXvR+8Z0GdOyf/a5LjKApDfxN9udKAhwfiJC3Qif7/tC0d/NM7qPZC2GE6Q7XFd7ATymn7r4ZOjx8Dv/4H0M19vi0Ohy0TovEX3uQqj60PXw3UroevkNHwHwftwxfIIUzc8CXK3GT6zXQRt4e8ckA9BvgDpBFLbpKKq8Ddf9e/nLgm6D7nwHKvLWtyu/iBfwt2nFVbWjAjFA8jLIB3NrL/KddD+MJCJml/yxMfDKlBAPgU5Iqq5zb/Ous2D8cPtb2g6TBihv8sLfOR5PsJ+j3Da+84C3UnLXITLedlgNF3FWZCN19W6RMlS4gwEZhyZBXJIiPdroeAZK0B6Vdf0tHtLE7iPODka/tNnOaopBDIS5LKk+Uia0gbaotptuRBksl50pDcxJbYH2d8+zP9GAuixAXm+COS/wd51FA6OQZPDrwL5L1w43vT6qCn7WrQAZNLeXv87hKvHaawvWwyzPrcvz+eD1HJeF/EpqsJbPKrx3CyuPqjw3O3D+CyBZeVqfeqwpvAFfajAab7QJHP61gvkSfN9aNUQBmwyo2yQLwiY4zLY2FdfV7ZS5WQYMD+/VTqoVT3YWtbnKw0WlXG500UTzjvtwTuer0aNofaz40QVKlWf67qlFBO4dVHiDARmXBP6BgKeQJNaj0etEgfmeW4USNdo+E/XBb0mEcgVII8kzUfSpAdMruYy+U09c6jKi6jb4M0gu0fYXlMUhdC4VS3icapMebKt/3mv5qb1PcxZCDIUG4o/Gtd6c/taXGAczm27WX/ah7SSyu72Wmwanke3sb5wfK7wF66dcPMAbQ4rRlh6kKNAPoQZH0CPhVHzX9hVWyTjqrdB4MzvFNhKugRrr9+xcNP30GG8ye/L7B4gs0jAq8eZF7c9YXjWmogPRMhpvXRapxbCxqMVeKaq4iT32Y7rVDCsKoT+8y/Q98u0eDOVKHpKnAHfDFNWrm4GN/2k//rRnIgF0hNkOYq+l9clDd65VT+IKGJC0oUmGe18xXuRA/ktyNyk+56GcYGx/TTHVjo3dZBDQR4EWY3G6h1sGAWvExojembSfQ3I/ySQU/y943YJa1rtEmbaMmRqX8tccOJxzfc+hkNWgZxLwJgnkKcxhDoaDzpjeEUByO9g6qg0ucoX4Lc+yL22gqq73hsqv5MBX0GPKfGit47I+flnnIJmIEeCTAd5HOQXcc6re91dJplalyBzCRgXbfqMdZ+fn9MrlJt3uW48Wus/d4kKdW5u1+e9D2f/4GbF8yqYo54i/aP8vkqULkqcAV/MhvjAQPZELQ9TQQ7z1lbPr6KLCan5lsCkXMNQV9+VIPskPQZJjwuadyr1FjCQvUBug7krod+GsGNjK3xuBqnw8r2nldAcan/0904yCiaQenDlbBP7WsbVKT6Qruz23b7RFy4HmYbm4DzNjzCIumfOxJALdDzAT01DunLKL+29OFROujjI3jMuRFNX/BtkV4dn+uKSwiF8+4UsTR3XQev3cwUaNM3UfbrXPXpBPsEHZHuQ46DbB+ZdwWVfHbdh35rZA8rK4cYN0Gmif1fJKLwcCtdZ6Jv0Ithlnmtb4TWPYOF23dZWh7cz7TUZCdetgfbj0qykKZFZSpwBX8wGPPRAOoAsQZEKPSXPjvqAhYMPKkYXGX99bBFbIuTsdsvK1fp12edxaJ29ahxBaoMcDl0nxTEu9qXmK1LiTuON55OfDDs2INuhmvFJIHsl3aeQc9gEZJq/d+JXMKHxhrNg6jMmXJD1W6q0esTXj2weXGOEaqHxmjNB3gEpGDdOxg3UGEKu8tdntekzxO5fM5B74MbvnC+PF7zjsa5/g/whjvkK2ecDQV5FUYNd89KBnALiqe/+eShsacr//vM9q98pen5lg5s8jMaJbgKZCgMXOc9rfkWRS6zxL0DutIX93ys4TFjrcVjQlGj2wMKASO4KOGfBbrpAqw2KAFt1j2ky0g+qLlz0Xr75dB+PYd/C5H9B9wU1+S5aojxrOmkGfDHrU8Ntb06PoUH4TaLBlMzoAAAgAElEQVRsy39f5EyYOaVYXGR89MsCOQlkJAzbEuUYOrcfr/UxX3to0uwLQP4EMgFkvV4cr14cx7iAHIIipcaaLiMcz/6/u+yLSctnYOZHqNtdLKAz0Y5HgwM1buei97zuEToeV66NydJcG+R61OX2ouz5CLav6R7SZ6a6gPpbC/HOjdQBuQRkHsjrIMfneXYUPi26Hto/QmPCTnnGz1i7XORrg7QA+TuaumIayHA480WXy+N3+nd3lF0UeXsZyM5Jz1UeHrcFGYYCxA0GqVvg+X1AlkbDS1SCz5WzURCuY0G2y/9soeToufxdscKOS3wIZN/qayzoHhAWTCgpb4hmT1Tne7ooMmeLJdmCnVO6hiuWw9SnYcj66qkaKuniD7O/4fNegas25Rsv97V1ewvo9XlN90orUZ41mzQDvpj1sTGAtAZZaB9q9aJsK1hf5BGQAUmPqbm5kV1RtNUZNg2ElrFbAvNoU0fF296wb1Hr8xgUjKMVdsxGXJYakAEgDya9NsyMp/PYOB9ufVbBrvub5SuJ2NZgl0KQ3WDeWhWIo1MwgfwKBdiaALKfoTotkLs1R1/r9c7od+m6nIBsg4JRfYWGHDTOXjOXfQ7Xr4Gjf22wzdqopfvy8Guq71qYuxzkY5AbqeI54L4Gb22OojAvBbkWB4WLPRbXJD0/ecbwFNSaOwaPOUPt9bkOZJdoeAqDFuld8Amyt7jvzWcFQjDO35euk8MIcUmF22gaif4bsy193X7S/w+XbMHOzdOh6wdw7lh3S2C/TdltbBC4aJm6iuZzVXXzbNg68ClK5LJmk2bAF7OOG1fXnIUu9WzB7yuQ08y2ZSpwWrZDgTCKPJmyWCDNUde7NajV9SSy0m3kjmGvZVFeoN03tGE/2Jecv4C0yT3Eg17y1Y3Dqb3zP8LFAheXtRLkJZALk14n/nh2vKSudnexdTvsO70Lcp4tfDcFaQzyazRuZRf7G/RkIU0utjWw+/uNIA9Fy5tciFp5bsBQzkd7P/k9yCcgOytyXZcfc8Z9c1zgMAH43w5VvCyGz16O0sUKpA+Kbu0LBdR9TZ3+gvs77oIJCsL1HMg3IH2h4cH6zCVTNJ7rCGOCr8F52tM+qxaAtAnw/of49CyKp19BFGjeBc54gIhkR5A/h40r1L71XhmPN0TlOF7wjvLdvWuVca3iGj9CsgU7N0ufm+voBlFBr8kY57FpPDqIAmFrwKcoUZ75T5oB3wxnbVy9VsI5EzMX94faoa6fIzHggqJt3bAWOv/PpDYdpB1I0WpZQHYDuQbVon4BclWuUOU8X2f9V4E/ogMJcN/Qmj1hCwM3oAnD19mXzb8o2EOwOKbsTb5qe03meVvHHd9X16oGrqlKAs7RNiBrcQA3SDtlr5lTnoG5q0AOdn7W7WJy9VLUEvEGyEQUEOpLFPRhFch3ID+BbLCFmQoUZe8jNM7rVZDndS8xA3bifxyCuMZKXbuPh5udi8o99ozfoknsvwQ51vCavQV1Q9xN/1+clxOQetDj46h4B9kbRbhu5OOd+iC91c3M35ryWP/R8MXbMHBLmmKLstdv05Hw1lB77P4IsmOw+vrPg14z0hbCEbWyyv177DsLJLSwD3KWvQ8/Bj2OCh9X+Pkr0PFdGLIuKrCTQmOevYdXCFwuGcEuf8xzNojMOT+DyJgWxpNScpYoHZQ4A4EZp6xc/aerLtyrf4CX+phtx3yyUjReqVfSY+iTZwuNGXkCtfo9AnIiPuPNQG4CGev3PX/rovCGZl+Wm6hQeM2ioBc2zcmT69c/SKD1+z7G5GM8gEv4HOfmIB8mvW4M9WUIiGNS5DCCAupStyPIHmju0IYowMnJIGegSb0vhl4zo7g4F+bPPzIjmhLjbTPtO31LAzfDJ08GuUAXmIththC+R+Z3bpeda1fqvJjlwWx/orOagDwFcmf1uaoW52eBHIeCs6wGeRY6vBGdcJouod15/Q74Fu453Vx98VyWvYOPmU35Urj/l8yHSX9FFWn/BWkZ4E6wJ8iTaDqI1qb6AjLb3tOHgdwTzby4rfmWzzj/vUKgv0DzTXDKMujoGwk7iu8synVTonRT4gwEZjy+uKpPsWM8DNW3I2qhCZToPtoxdbxI7I7GfMwC+RykPyGsrLbwNRWka/T9COvmcuV8kEMLr8NwcUtoKoO7zY6B/A7kd0mvKUN92Q5kPkgL57mO9mKWxOUWZBuY9oJeWgv3LbPmr1urycJNuK3HtscOtveXvb213+ldkJfJuKCfDlIn6XUax9jZyol5IDtkz72T2/2XX9gX6+uxUXKjDXNIV2yR6Tlwr+/MF/0KPv7aTY+lxj2uTHYA6YXiAUwF6UYBJHYUhfYyW4D8fdU1HZ5PqYciodYFOdz+ZgLPkZsQXiD8ZBL87+58qcaCCF9pWg8lKn5KnIHAjMd04IBMATnGYH2dQMYmPX7V+XLaWPqtV4AJ+T/UambkoAM5SoEITn02TqANd37cDvcrpqOxLp/YF9V9q79rJJlyY/uyZuwigcatNE96XRnsz4WoxbRa/FnUWkytv9fSuA5dW1H0KsiL0OyQQn2L6lIQ1R6bfaG6ZDLMrgD5pd9+oRbcAfZaXwxyN5o8O3E03CjmxL5ozwM5I/v3bvtXhzdwiBmM6ntJnyXQtNucW303bEIBckaheQQbuq3BILHnaRvXAmu0FsiZKFruIhQUbbfq/f7DqSig1IcgR0TAx7EgU+2fLVSJGChfbPVvebpAq3V2WgeXcJBmT4CcCvJnmD0bhm7StBwd34H2h2XXHQSLoGS5K5EZSpyBwIzHp6WehMEgcBSJrFvS4+d9PFs8bb6tsnJFcEyHJivfhQ11GWwJ8iCaB2k8qvHcpcr7zaDlEui0WQ8Ff8AV9iFVEfSQcqhvV9Ta7CknZjGQPUbvg3RPpv3J/4KeH0d96KKW9w9RyHVP1q3orE5RuR1VcymrCOvehqZDuc2+7H2Bxv4aQSwN19dwF7XsS2Kvz2Hai9WfSYcFLm0WivgsgU1GguwH0tX+buc6CYVBx8d9fi/9DAfFZFoI5DAdj3lrFYE2N3RnwggMgUo5tN0T5LEq/78XZFiwNV1V0KtM6zBdYKDA6QKdpXD4yc0nwSUfwqAVcNNmmDEJ3rsTeixMy/dSoq2TEmcgMOPxISy+B3KSobp2ti/nOyU9ftV5i+8ikUbNppcLG5pTqq19uK9VgX5sP+g6N+w6DHpIudR1IchLSa8p83Mkx6OW2dhjwVDN9pkRt9EAdYu8Ax/WLPdvt8en2G6Azu/l10JHY82KPPVOZaLz+6sobS7FTs9STOQeg5U7T25j2nUSBfLeRcNzOiwUykvPr02tXz/fg/0td0OTtM9ToXBARZC17z6/V3+Ngtx8ZZ9JV4OcALKt85wk43WjHj+xu9P/BWRwlf+fgs8Y+cx8V81XWhnuURXgpUIU9bPDtzZ4S7Oc8W5Wfd1ctgh6L0/bPahEWx8lzkAo5mM4cEDeBmlpqK4eIM8nPW7OvLV7PeoNCeQXIB3gqm/iEjijGy+pD3JJGFCZnPpagkw2xNuD1KAclDl9exzklgTaXYKDy6LB+g+zL3NX+X/X7ZJ4zSJbEPpGFRYyHEXg29M7gNKtzWHoRlN7bLzKJtkWRWJ+3lbajELThhSFhdyrwOw8lz2/hunvoJbRyyv7nLRAEP8YvjEE+s01t36D3TlUKLx8epC1r206o1ejHhIHoVbIf6ChCxtRROS74aW+qjhIztqUhKUaRYU+o8r/66Ko0Pt4r6Py+6uK4lkZ9++Ww6/x6OrfYqt1zs92+aHY70ElKn5KnIG0E8g4QuQb1DoqD45rVypkcboOXpCmMHcFXPqNf1cV90sF6kp5vH35fB9kPcir0P2jmqIBM3XAgdSxL+yh3HvsS8ECkEOSHptoxlv2MzFOPtvc024zIkRbOQkFR+gU7P287swWyP4g56PgC+P0MjR0ozcBQzphUHGVlBcAmhvyCpB3UevJfajVxMo8ky4ByX/yb0fAjhNRK3YFvHmD5tUtTvezYPF0cjfIdUnzrryEQTJ+fRAM/MqL8InGFLcEuVGthcmetQkBay0lR2mnQFtdP/C6fjLfX6ULaKVAOFSyc/xVSAYY7sRN1fs6VJy/4xZLkp6bEpUocQbSTiCvgJwV/P10xUk49O9Y+wJ6un9UTTd3pTeuQ9NgrAT5DOQukNYg2xfDmPgbP3MHHMijIH1DzudvUItS4uAY0Y35B3/TXF3xXNbRhPNvR1T3ebZQYkjR5OmSaEGnic4Xk25TsON0tM7e06HvXFPjnIZv3xaKh6Gut7NBblaLZ7r2JPe9pdVzAfrc1JTXQjJjETSeTl4FOTdp/pWXgcfDNT8GWWMoGm5n/20mHy8a9zePAkatqq7guXyxHx6yv79KQa+fQCvJWAKrCojiIvC55QN0shoW5z2oRMVLiTOQdkITTp8X/P30xb9V6duRtsbsHLN9G1CBur66us+lKXYk3BiaO+BAOoC8HnJO+4E8lPS4RDve4WMwfY7pNSB/Ncd/pTXj4v/B3GUYTrrujQ+3b3fIKpDF8PEjQTwDvI/BpZ9Av4okv30VhuVYkHth2Ldp26ed95beK2DOYpAT/FrG3AWC9ql3PwuSM9Oe4wUgBybNv83LP2Hy/f5TAvyMJVDmv8103D/iPO9RVM4JYcdBee64Lvv7GyQwUqCNaExgrluok8A3XarXU+mpUTPuQSUqXkqcgTSTfqBXLVQUrqDobpdMSVoT58yXHIbGObULXkfyWsY0kKmNHFo1VOSwCyb4rSfDw6DlmkctykO28OUzKte6zGFe1QVnmEBjx2TyZtqU/4BcZmbcci/13RckcfAXcCH9tQpp0V0eQW4EuSPufrvz0+HtNO5lTnsLyLnqvu8vbYn7RfjGDSB3gjSs3m6yrrFo7HV/uGGj3/kBKUNzxUWCQOmzH/ujnjG7Bni3J4hv629mHi+ek8llO1Q0Rs0fgnUxEchAkL9n/y7YXUVBXVqt03GrBIUZJPCeaNL3c37Mri/XMvjzd9msJOyVKI2UOANppbAWHjT321i4YX0aNHE5vB2K5vC5KFw96dAy1gQKs97idLfx0laU/Ohh7nTQdtnkgMpmpP9ofsLjwteTru8ln/IiagVP+oTAdM1NYX7PfDGYZcPpu7zndJA/ogBCU+CdW+MEE3ESONGUH39H3fpGQdvXnPvbztVzgiq54pImNNduIEAr1KU18Fmt+6KzJSrpcQm7TlzG6yGQK7J/FyYes6xcUT87bFKFY0WVMTxutLPlr8m8ksBXomKgxBlIK0Hr5wO6nxwE8iSavPhKaHhwmvy+VcsvX4N0DV9XWbm6J6Wjb8VM4Q6p+C6wBdwIJ4KMUwCDaPjR9p2Q2dxdbsK1J3Vsa0K98LwXj+U8hlQOKRMCk49VjGMt5Rf8pTZIK423jWs/cRr3/ptsN+nbsEMKnJ+79Bv7uWtwiIFGUzQ8kfxcySFo3L3v1FBkcr4G3n+cv+VKQSVpS69Xwc6r8rHJSBiyDtq8WlgxOfB7mPIwHi3FWseQVdB1ckZZUVz7RolKlEuJM5AmAtkO5CKQ12DoFj+HLMg+IP8EWQEylCq5zNLi9w1yAMhCkEvN1fn5a4p4WtJ6hRvH4AJCvLD7bm1d/AGKRNgaek6Lih/9ls7fVL1ut+D7sAnTpSHIl2bGLvcyVplf6twlaft2orXmpiMm0JmvJiOhzxxNK5AOvpx5bfZEdIqWNOSMbVZNeHNxjW0A8hEKRLZj9vPyewzlXg3XR3kK5PqA714GMsrsfLq6LJZ7qy8fIrh3N2I/e0whpZQ/IbFy/bQ/DOQtkNEgO3iYi21Avs19Ni33uxKVKAglzkDShIIDHIW6nqxAIdQ7wUlPejlk0aDtO1F//z8RwOc/pn42QHNG9TE8dsuIEa6/plLxWwIzbbk/c/6bZnhwcsFxg+EOd3EF6QjyrBm+q15UKiSTbLhyfNKlQY7icmNCuIw6Xg1kD5i3Fpo/nbSlxJ3HSfdCvw3RCOnx7Cc6zv0qwn63qPL2IZAvQH5T5fdjQDokO09yBBp7H8iSZ99Hzg/HwzkvFwYvyRWoct1zK3932vv5QU685B6VWiB7wrljva6zQoqJoGvWFuweBfkALjs6v3B79ktw/cY07gclKlFQSpyBxDqO7AZyFchUWzgaDtIg8/f8GxrIDiBDUHj3B0F+lXSf8vT1lyBzCJCIukC9B4MsSLp/ZvsU/oIZpI6aHxPY82uY8w3In0G2Nc+DW0Le0JbAO0CGm19fbjmiqltATK3LNJD7Za3juyBngzQHORp1W98HBQapnXk/+rWubfRbH8f3FHBN/laVbwOOi8IC4TzGV2+BO08JVle1eL9yfo736zvL1HcLcrmOy5he2tYNmzR2Msk0HzIGZGDAd3cHWYMHK1WeOn6jLrOXVUmP4KYw6zsXnutePR60bQV0rtCf3QTIC8dDu9ed/9brc5DHQSaAzAP5Xu9NQ9Y789H5f9nrp/Fo5/x7VQVXf9br6uvyPw/DwC1hhNsSlagYKXEGYu2sxjycCfKMvbk+BnIKSC3n5ys3oBZL1GXruNFw8EEgvdEg+mdIeVJukL3QfFjGE+aCdAd5Muk+muuPH/cU50t5eGFu0GLo/klwdNALJsCw7+D2FtGOU5OR0GG8Jh3/Z7UUIy6uW7uCvAAyBeTXZniorH+Xk2DAt6YO6kz9g1boBce0tcnt0jLsR3t8/g3SF+QEaHZITbmEuPf7mqUgY0HeQYF4vkTBq9aB/IjGZS6LA2grzSAxqBVlIjnAF+bbyf2+xl2LxpJ7Pu+c98Ir18Hc1air5l6mL9jwYBsVWJP/VkCOR3O2bhfw/SuCnK+Zuev4viK/jrs2Zz5dYj6v+AKuWVz9b1VjsIfn/K2SBi2HwavdhUvphiawP4if8wW7fWfDvgV5D94YAu0WqsdEJSpn1XntvTJz7rYY5d2q6LTmOq3XNqq/n+b9oEQlCkuJMxBLJ9VidYd9iE2yN9eCQdouwcSbYfq7JJDby1tfqwonLZ+BL78korgI1ALaL+k+m+uP22Z/4uOF18XFc+CmZnD+m2EODNSlqVHIebkJ5PEwdfhoqz/Iiz6et2zhZrmtRDCS1B5kAMyYpPnEwqbqiMPa5LbWTn7Svjz2sb+vKTB8S025hAS5UNlrZgeQPdyT3JuLV3MXVPvMBmkNskfh9RON1RbkSltQdlRcRjt3cgmq/Dw03Fy3eNp5vMJbNNN0YQd5PYywDvImPlM4BffUqLR6Oa39qoKfuyup37F35+Pgg0DO1fRcVQXQyrRAQwWaLYDxq9XSe/546LUCeq31psB143OE475STIBeJSqRX0qcgcg6huxoXzLfQROi3wXyW391pOdA8cav06baZ1VUWlBbYDkq6X6b64/bZj9cUIvEVyCfw+Blzuti6Ea4dlWYAwONLd0t5LyU2Ws+lDDpsa3t7Ivh0T7fO8xeP08QADUvp64GaDzvb8LUk6kv+u/en9W5w/iacgkJK2DHMzdubfSZCTIeZDWK/vwamlqhC0gjkLrRAurIvqjyJDHvE9Si8w1Vcgq6Pxv/5TnpC3tGoL3kY7VaNzw44Djvaa8zX1ZEr9+H8nnOy+qSWdWTxen9XEHMGVQmyNrPpwDQuXSzPLZ+H65YXt1t9bjRhZQJ2Wukar7Ztvb/s8et2O6BJSqRH0qcgVDMO8cbnIgGia9G/fHbgNQNVn9xaYDiBQiRXWzBqE7S/Y5+/JqOBNkJZD8VXrpNcVsX4QBeZFuQzRjQ8oNcC/J8POMm/UHGBHhvBxRRdx7I8cFiKcUCeQXkRnP9iee792oBqWmXkDCWHyhrBhdvzrlobsZg8msP8eAWyK9AzkGRoEeBzATZpBDy5ufKbnMMBuNTQ/DSFeYuVSuM+7fqvm7dc/uF5y25b6X6upkuGqvcZqL/dS59QQLERXrfu1DQmk8Lr/2qMYFV+3Xe+84AKiatuk7pgDaIu0urHyA1J4H2avv3Vefu0Feh08Y0uBiXqESmKXEGAjPu6qo5ezbIYJC9wrdRXJeveKG95SwQI2iPaSHv6Gbu68IFVOEHeLKThzHdD+RrQ/OzPQEsdAHbqrQGBrIKg7SHuSuC5JwEuRgFdwqk6HGuM13fvfOa6prqFAbRjUWTkXpBq9Tej7AvbKaRK/1fZlWp0XWy8x587Uo0Dq4TmnbEl/IM5HzUcr5N8nNQVg6XLym8Tzqt28uXwOz5KDS/McE9f5vxXNiz941gaRgy627w6iCxyH72LtQb43Mva9+kcOdvLttWVEdR7lyhwplIdfKSUqlyjbgJmCcsyyCgVqI4V+45Q23h0JzSqUQlSpISZyAw44m5bKX38hWzJfB3ILcm3Wfz/ao87HpMhWuXuoPC5LMU5B6Yj3dEU2nkFQRBjgOZbHCO+oK8Es+4yQACWAMz77d+3vvlpXJ8L3wXhm6CB841vwa6zUviIll4XbZ7S5N5T34gKV6SpLR7Z7jvwReOR2N1n0VBbzahAEAPoyjVLUF2cZ7zC95RV/P/a590//L3Md+3mgUQVQekB+oB8DpIE7P8hRNYgsZ0Zq9N/3lLTQiw/tzMpSHI9KTXU+H+VILznWOD81XOT1BLYFm51tP2e52nipx6qiI3R5N/tkQlSgslzkBgxhNx2bpqAXz8SNJ9z89rHPDplZrK899Mq0Acvp9SD2Q9SP3C66LwRcHWui5E3TQdwVBAzgP5r8E+bANSEYXG3aGtSstjQGugt+85Lk0/vD4IBi5MYwJgNF5oGcgRSfMSf9/TZaWtzp/nXGk7gpyAgpTdB/Iembjjl+CDv8Pli02vcz8Cjku4xZ7Qf4GJsxekLprWYQGKDJs42Jrz/HXZpILI/7N33nFSFNkD/xYghpVVDCdgWsUsIqcegoIKAmIgo4AIgiAuEgRRDCyYUE9/hvM8T0499RRzwHBiAAEDiPFUVhQlrEjOriwiwff7o3qc1D07Mx2qd+n3+bwP7Mx01atXr1+FlyrT8Ymy6RTL5swjr2Q7Pm8jV0Kf2c5u5nIUyDzTPPdunrK1tKY+NyrhILhRdCZ4yXseI4ywKqFxAvIm3MBmAB0XtgAmD/Ur+5t7GhMXgN6zvD8AVo9U9VnO9zsgnT1s70CQUpD7SKh9lvD9ZSAPezyG/uj6TJ5k4aykr+Egr+T3bLYJDYJ5761NaaUuvKYQZBDIRxjIEml23HY66OJFYdJB+Vqi0OUfDgHpDAO/8lrOc7MS2f328g2wcAMM9qy2nzXundHZcH8CeQ3kz+bmzrFsQaVrXTLPRljPxFyWyyrlkdcX2yDng7yd4fvDQX4wxWv3c5WPy3amzKCx96HppMgSGOGOgsYJyJtwQy5b8OB5OsYr3Acha0M+wds2w30L7wMPR3nPQ9kTnWHwBVIyv4HcgMcutmjXq3kgbQPgV8wamPMmLlvX6/SNUiy7W5d1Xl3IoJMe/QxSx7QMZqCxBshMkGLTtAQ/9sTN34Av4ZtpQVxyBDtG7z1dnPV3z/fRMd6t0OVJGkP7V+1/e+aLfl0GomOLh6HrQ74M0jh5vv2/dM2cIXqjQIunLZ3q4M0Rc1/slVKzdKTo+LZMh0hv11e0tflnkLoO3zcEWWhWzoOb28zzG18/kuU7FhMY7v1ehBHmi7WooiBSXqbU8+PgxrthwTewYhmUloiUl/nb8xM9YUpNKLD+LgAmNIQF44GL/O07J/gIGOhtk/UbxMcdgwKgXgNv+wkNvAUMVQolgnjRoAgblOIs4AngbaXoLMJ66+t6wBwv+knob5tS3ACMV4qpXo3Doa9fleIO4Aagc27PlpcpVdhGv0f1GkDREVD8osgTZcm/XL4MKtBy9yNwP3ATsKYuPNIb9u+q1Mlvw7cjXeiCzsAUEX7J83nfQYTflaIYmKYUr4iwwjRNQYE1rxcBKMVOwKfW308aJMtjSJTzGFSg17l8wUl/NzgKGAbsBuyq8c8N7X9buFf6u+rN2ivCZuB+pXgEKAbeUar0M+jeGO4/UPdfARQ3U6qwjT9rvRPfa1ifteoJ9ABqKMXvwHZgm/XvdijfBmML4NpdkvcItwCt/5eZ5tISKG6m9xN/jHWB/jx3EGGjUkwDOgL/sfnJdmtggYFShUXQaLyWxSU/w5l/hokHBzO3AJt+cXivJovM+mP/puV735mwYTX8bxG0BvbfI7h9ZgQRBASmT6FuEORGkNuD7TPciQkSeLMTyEZc1mBLbnOHswQqy0XJk/pzKW3XALkHnfHvQH37OGIxDJjj9Y2o1dfXIB0D4NmuOn38eW+4ud0FORRdM/Gg5M8Tb2ljrjr5ZeLL0PfbIBeYlr8sab0D5GnTdBjmwQnoupiuM0KHBf2wtuWW0MW8rgcpgP5fBElH5pixeL/W2lAL7cq6G0ghSF2QfaDHB/nuEZItY9esh1cGuuThRSCv2ffT9mW4fnOw2T7TMmeLXW0+b/uM8bPLOzBjLQxamWXinJdAzg9K3iOM0AQaJyAvov94sa9aB+dPD9I077w4nv6sab6k0yrv4aEb4I4WE2jx8BGQK3xs/0qYvwz6L/Y3oY90AvkKn2PItIykFvHNbyz6kmfOG+nJKf5wB1yn+8g9/iZDn/tYLlQFpmUvS3oLQBaBtDNNi2E+3Gq5EFYbt1Cv0/Lb6+8By/LJgBwcD0wUnB9xMoz8Dbpt0nqlLKfxe5fgRc4FmYuLWrzo8INyElzbTc1t5ng87+fWQd6XQp0W2bxXIE+C9A1K1iOM0AQaJyBngg0vTvb9DynXG3nvkoh4Q6v8FeQG78d/5oswZkvYkuL4xMPuIJP97aPXB37fdls315+A9MhvziuP2wCpqQtIezMWaHYkjNjqlKkvXjOuv9jf3Oe+mUBnK3zOtNzlSPM5IPNBdjXTf7BxPQ482AXk2+jmPtu56hKzjKyBNi/ZzZ3Xh9D86DWSAK6j9gbIN+dt9TMAACAASURBVMGPN3sUS2dPB7nU5Xgmg/Q0yVPdb6Z4y0Q62k0Kg+yAPARymZ88iTBC02icgJwJDoWbim3tozNAvgN5BeRAf/rLtW6RXsy8H//eh8AN26H7jFw3B2HYMOY21j9uUn3bYAdX7kTaoZPEZH2z7LyhObghuuzFxSB/R6e4/wWu2+TVWLLI1NdCF+51+k1elsCpIN1My10edL8Ackvw/YbDYmTxoDnIcpB9TM9HVUA9d8Vr85m7oPS47qffj0HKF8hNILe6p9v9ARrkL+hkW3l7JoAMAHkh/reZkJbM+jz2/+K1sGA92rKfVWIuh1Imx+gM6fmPE53Fe6SfPIkwQtNonICcCQ5xTB46PuAGkDUgI3LZbDu3mf8mCwaeCGN/g67Tvcuc6Iae8GwYc5zXmfjobhdg2QOFdhHu5562cVutS4+n0FlUW+kDs3djqTxT35D5MOxn+99025THzfufQDb4eeD3UUYbgKwGOTrYfs1fyqXw4R6Qp0zPR1XAfOfO/RqQ2+ERvnxOZ4ENxiIJ8l+QrqbnJ4GeZ0FKXDwfc3Hfzc28ux/HMxeme3ZcWKY9O5Iu1A8AecI6/PYnQwiDvSwO/QUWrIZL8o4n1e0OKoXLF1SFy+oII8wXjROQM8GOCqzTW6Zpi9MoR6LdOD4HOdGf8V4wA+REkHp2StK/NN5O9Fy5FOTNzHjl0jBtGHOYz7Egd/vXfnCHY5CW6Biy2tn93ukg1n2G32OpPIZk0LfQdYr9b5rm7FIEUoyPSVb8tp6ADINvPwpJynUjl3LoJB3z4ZWBVcnjwAyv8ps75/eyw2Rr7TsAnSSldvJzudYpbD4RenyoLzIvahKgDC0HOdj0/CTQ0xB9sfwnF228GzvYBrvexOax2wy4dgPcck22FlKQpiCzQL4AOS03WTz92crG6aSPq+pldYQR5oPGCciZYNsX9NLlOiOhPIiH2TDd0SkKpC/ICpC/kbdrQ7e59gv1qDUgX6Jv/7eA/GgpzBd0f/0/9+PA5bxx6P8lyNmZsf+X9s+OXIHOYpb3IufvXD7UUS9g/m0og4y/AXkLZHB2v73oo1zlyDtXqMoz9Xl76JRp+BTXG8TGAuofCldsDtZ1zmkT1up5v/qsnKanesJIx1hSU3SFDfO3BDqtAdf8AvI92oKzAWSbtTatB1kC1/2cTX8mN+Foi/oaQpZgCD5/FAZ/l+8aBDKYBAt5XEdf9yuc9Yp/a5q7ebT2UT2s/c2LIIcm75HOWJGcXTSG+iLDaS1ypq3+oXDuf6viZXWEEeaDxgnIi2j7mLy66EDeJYTLlWMfkMdAFoN0ymQNsFdM/X7XyS/EUSGh3VAPQVt5eoKMgmGL7Rdqdzf0blxJnJ/tMxud2W8DyGcg40FOJcWd1kQ8YXW8FSQeZ+Lo9oguMfIP+GF+0DE56fxvOilTpj4vDp1oi/p6kF38GYf/LlhmkmjYvR+D18H8xSDHBSEj2fOhJFDZDTvmq9uy3SRbG/idQfYCORAunJ3NmmTSxRif4ujdz1Pfhe4OU4NP0hbVbjOSD0PuvZWc+/QyNEB2BRmj4wUHr0vmRe5lJpxpG/sbXFfhx94pwgjDiMYJ8HxAyGnoWKVJIAeYpieBrjP0hnrYRmf3BCfFlJj8ItuF2p+F1M+YQOvgcTrI7SD/szblL4AM0Gm7w5TWumrfClrvx5UO3+0LMgMdG7NHroesyg7r+cUF+WspBRkC8qTLNhRIfZAW6IQ5N6NjJj/S2XRF0tG7jYW5hA9/xM/MT7iU6w2yCqRL8LJdWSxp1X53vZ+75hOh+HsYPK/yd1t6woK1cOkK79akjm9mN3/+b8LxIClM7rx31oNap5zzups1KNO6i3YTbePP+LyfR53J1umCJxdZdKLtgver65ofYYR2aJwAXwalbx9vQrt1DAGpaZomTVeLpzMpF2fF1HFmrhtgPy1YbjbkuTxrbaj7gTwLJZtNKOawxTx5Ny45Dl1gu07K5yeAlKGtsTm/N9nFYYTHshqXx6vXZ1Nz1LqoOAzkLJDLQe5GZwSeA1KBds+ebR3+brYOgy10WZXqZwlM4MvtINelfHYSyE8g4/C5PmV2fIjFklbtd9en+WsB8nGG72tZsr4QpEk+a0CGUI5V6HJGO2eeP791PXseTOtlMOci//md8WB2tKVbntcXKe4yLmfiJ7ogend/xuilJTCxNmysFmxiu+etyE0Wz3jemSfhWqMijNBPNE6Ar4NDjkGnrv8IpJFf7oS63SaTtH96hxXafS3RzVOKtFIftSaTMvd68Qsyzsz/uew63cRhrDrfCsLXr+ise7H34c3h1iEm702BM7+K54I8ASOXhIWfzot9+2P1Rle6glwNMgFkirUB/g2dWGcqyL9ARoN0s35fmHtfXsYE2vXR/6eAYqnSDoHW5/Ut/fsiCWnu/XTtziKWdGFV1oU+zV+BdYmRljAKnTV3OjqWeC/3c5MWyrEf2jNhDsgJUKcF9PolyE047Na+KbttXgjyFwp+g93a+8tvR5flXy398ig6p8BBbtegTBeZIP8GGejPGO3ew5Fb4cV+7tuJvc/Z8SJZ35z1Ckwtg8vXZ76srB57pwgjzITGCfB9gEgNkGLtwpLqS+5Ftsw6RdC5TPulJ8XyrYBPHwKZi7a4PA49MxYFj26gMvHZaSG8Zh3aWrizP/3WKQo62UYw/LSrvzViK9znavPjvOEo/kHP0yVfmTjM5yZT47aClIK8ii45MASkPcjhdpvk3HjefKLmwei1/icY6vUB/LCQLJNSuevX/hBofbeztan9CqRIb/J75uzinjy+zIdH51jSUaJjrKv+O+zDHM4hJT4MnaFxMXl6BuTQtwK5CBas0bXi5oq2+IwRHQ5Rp4X3fcZkqeWXJ7GXrLOUwDqQv7DX734eBJ31ZM+Z9nTmvy+oxBJ4N8hV/o0z9TD1eDe0m/jh2bfRZJJ+h8dJ3AoYs+xXzgt7/g1apfVQdNCLcMdG4wQENlBHX3K3MXLNJ2oFZdf2gC/RZRxq6N9WrszjSvP6zdAuymaXxBc73r1wMcjb6LTe40D29bZf6QDfz4VTjC4WXltO/IsZzdxumCyr5mLopIa14T7L/zHKwyBPBNCP4yHQ+l6BXKFd/86qsJeB057N3Efum2HrvVmoDxOJbmTVw5rv8Rw+ClKc8PcAtGdAYHGdfq3TzrK0RE6iwR8HwBiuA2nKbpuBPf0ZZ2560H0IRup7U7zWssKWgIwPWM4uQ1+OV3o5BXe1gb4pmX5jVsAu67KLUQ/PmhNhhGFD4wQENlCfNny63XE27dq3na0yR2fL7Gmab2HCTLwDaQTyCDqZzMMgx7rvT2qgy3B0Mj9uby3E/r0PM++EEVuqQkyg4Ri63iDvBdDPbtaGq6/P/WQ8BMZ/122qPpCJDZZsQ7vZXglyFClp+rVlL/f5qq5xvd7P4fQSGPKDziB5+ffwww8gRwVLQzBzFXv3D+B8WWjfoSwEORae82ectpnAf/RLDyavnW1e0hZXOR5kKMgDwcua/AtK39KXq6l1+mQnkO4g02HMJge32az1dPT+RxihM9Zih4Hly6ACKEj4rAJYscx9u8eQbdsi5WXARZW3O+t7ePIGpVYN0n2UlljP7rCQiXcilAIDleJ6oBiYqhRfA/cCb4sgeXTZFdgKvJYfxV5Bo/EwoWFcvgrQfy8YT1ayZAfevw9KMQpO6QzPnAptr4B6DXR7cdkVKS9TqrCNpv34plBD4NWzzMh2aQkUN4vztgIoXqA/9x2eA25RilNEmOVXJyJsUooewDSl+FiEeX71lSVFNWAn7GXvgxeBZ4BzgBHAdqWYDLwJrRbAQWclP4PVxgEHZu7TSdb33kcpCkUodzOi6gBKFRbB+ZfB3w+AgsM0fy5fBJM2Eyh7/FqnU6F+AyhgCQ9xATN5h2XUTfh2PdCT3X77hk2XeduvhmQ9WK8B7LknjFoh8liZX/2RsFYoxSXAY8D9wJ5+9JkZmtwNp38F7+wS171DTlVq9iRodgGwCHgAvlNQcHryswXAt79mr6eDkqkIIqiCYPoUGhT6ZYFwjgm8sCzftnWblywJg7WkqiI6DqkfOg7pG5BLyVAXz+b5mtZzviYIyI4WP1Jte/s+gAwDWUAOZVnQ2SNLzfLWXAIAdAHn1wPq6zKYV6ozFKfevLt3Nc7eEth8oo73GpWiL3uWp1j2lWXdH60tAmO3OLvdj/0N5B8kxBklj6nJJOiVok/7LIGvXkLHa4/Ap5jicMh25fMaFpe5oDwFksf7lZzEfoHGBKbTI7uha7f6UrPPpj8F38yAq1fphHVB6z4nebv8e/j72Qlyu9C+TnLTSWGTqQgjrIponIBAB/vHonjRxzCmAg4/zJt2jz8CRmzX2UHPS8sOmnt74ViQqwNam8kz0TXvVqLT9tfL4rneIDNTXdLMjMHPmo/uD0AgxeiyEgfn+FwtkHKQfdzzyL9sk/7Nq+wCsowAiqpr/gy1y7jYwu0GSbc9qBQuX1D5YSO2Icst8Qec/56OA0o9PPbeBMObgtyKjl97HZ65UF/MxZJJjBQ4a0v87xLR39cpAmls6YYydDZGX5KfBC2fuW58w+QyF8TFjO6j/+I4f2bLX6jz+0JisYDBHQDjNMnlIG8G01edIrh4kamDkbO8tZ2ZLre9BYZJPCFM7nTGZarHB/rSqJPvOjfCCKsCGifA2MCR90B6eNTWPiBrvaMtPAtydUKQI0H+iY4bfBzkeIff1QL5AaS1aZo1PW8MgRG/JS+MV2yGNh1NH3xALkHXgmuY5/NvgXR2R0PVvem1LF1P+d+P00VCm9Xu0s/nnawlxxpzMfrLrMNj7DDXZFL8N7IbyCAY/HO6Z8ZISa4tljxGkJbWpc8ckPO8vPwJrjxIoi5oklP85I548QgzxsKQ+XE53KXxsdpN25dkMJXTI7XR5SFa+t+X2fnO0P9C5xjA3pu0XLv13pLnQYaYlr8IIwwDGifA2MB1DbBZ7tupU6SzeF73q1cbcWcFefUadCC3a8vJjowge4Nch3a/mQbSAaRGfCM16FsYtSIMhwiQutpa9FjX5I3zow/pmkvmDj4gfSweHuGijetB7nFHR9XdwIIUgqzJ9xCdfT+OKek3u7lwCor3uRyktEeGHU03Zhwj2mugI7o8yAcgp3rjKuvEo9MzZkN1x5u+W9MLajvPa1W+SMmfb/I0yCWm6Uih6WJL9nz1QDF90Wwvb53L4PRVyaUgYnSN80yvgLS2LnuMe/lEGKFpNE6AsYHrmK8ykL/k34adIutZDu1munOvs2u3z3x4oS/IUyAbQF6xDrLVLpYlQBmojXb7/Bx+WKBrB4VrE4QuSP5g+uemb3Klhz6cytEu22kB8mmezx4Jcg2M/jnZQhTbQFQNyzm6BtsEf/vI9eY9fJn3srEg6oNctw32NI3LaozW2tAP5i+BYRvd6gRnHpVsty5R3kV7KAwHOQukCKusUHb86LAiXgsxcXwlOc2ryfhYE2it/0eapsNG9ubicyy66fVD05Aob00m6TwKdqUgEi9w3OsV67JnHojntScjjLCqoXECjA4euQokb6XnrEizK2Kaue2M5RAKQfqDTEdbEf4J0iy62cpbDhR0ecf0omhDVwtrk5jmnmTyJte6fFiOB7Fs6AQ+G8mqZpTUQBevvs3aKC3Tst/uQ3v3vyZZJw8wLH/7ovNR1PevD0dLj01M4MhtcHtWrtBh2Ewm8LE1yCcwZL2zS1nS2Isyt9fiaS/GFk+Gk3hJMVd0enw5GKSddQB8AF0iYwnIJnRSq+fRccy90YmU6jjPZ2zTHKP1AsdSLZXLStWKr81DVva31s7QrZkg3UA+95O2sFl+nfVIScph0Bu9AjLSzd4vwgirCxonwOjgtavd+nw3X84b8XEJSiz7LFZ5jqEIZAzI9xaWgBTFv6/+C7o3fAxXHCbaSvkNyPn235vZfKNdZ1eCNHH+TZ0W2sLUZZ3+1znph5bPq1ZC/y/t5NPiQ1trg7wE5Dt0JsqTsawlzvXj/H33PObrfSB3+tuH/cVS+udTR1u6pG52bfZZYNgt+USQd0Dmg/SEvQ9Jtyr0WqKtDbnEIXqjE6yDduqBbEvm90J2BzkB5EKQm0CeQ9csrQBZqt3VM7m8bhRo9yu0WQPnfa7fw8o9VMJ2OPBRZi4Aec00HQ60KesQ2M3ffsJj+XV+1y4SNwlhMvB4L1j4M7R6IdobRbgjo3ECTCN88QQM/DofRZDZEhj7u9umIJSLtXCcbG2W14DMgClXQ9+F1X1B94Z/4bFoWPNZAvK6021wcKnUEy8Rur9rFRk+KcPvs97wOo+hzTHoYsFPWZc0s0GuxaFwddgO8HnO90Ega7M5eAVEz9+sg1Wtyn/77y4wem3Qm0mQw63D0TJ0uY2d0uU2f5q80gle6ha0NfxgfWkiNjIfi52KJcKJvX9zE/rNlCW0yaR4FtUbxWsLTFjQunS5xjQdGehrj/Z28CVbbZjQelcX6kzBibGAMXd17/WK7nNIebQ3inBHR+MEGB08dYqg34/5KoLKXXJi7gxB11qSnUG6wIjFYTrYhBnDdAMOcoR1kD+ocpqvWAwD5vix+bbnySU/2VjrdgM5EKQJnLHcKfYsvX2nzfHYLSBvWxv7BpXTGa4DvIt5fwxkrGk6LFpqWXNwXxa/HY7PMY0p/dUHedB6R64HKfCnH290gj91Ph2TzWyyjw+8MeXvzm+DHIVOklUjPt7em+zXs6pzoZKlDH1KiGPCrEvdD0D6mqbF33E67aHm+rr+Vpc1I8II3aJxAowO3gNFEL/FGiVwliTfuJpdQKuDhSRYfpl3j7EW/2kgI7P8/Rsg5/lDi9P7ceVytGvaT+jYpc1oV82v4MKtDjK3Lr19J/k8/73c5y0cB3iXc38U2tXWl0NNHvTsiU6gcGklv5tIAFkWLXpuQ1tM7wLZ2/8+6xRBj/fgylWmLYrpdNnJfLuZ9u/UuJS/R2+w5nYdyFaQVXDtBue4rOqzOQYpQLvV7mKalkrobIkuGVHbNC3+jTFTwir/9Dd0nxHtjSKMUKjFDg31G0BBymcFQL0G2bYgUl6m1CXlcBcwEngaqGHhMGAfYMUyjwjOEZYvgwqSx1hhkJ5wg0h5GXCRib6VKiyCRuOh0QlQdz947lIoy+bRnYHf/KHK6f1YtwIYAKwB1gKbRBAApRYthIpDbGRuQ3r7TvK55KdcqNTvYGEbWDAeDj8K9j8S3m1nzWeVARG+U4oPgYHAfSGgZ4NSdAA+VIp5Irzv8NO/AH/1os/4e1C/gZaP0hIoXwkMBa4GXgeaiJCTjOQLWrYoAW4TyVc3lJZAcTOY0FDLegUwcqX+3A1dMZmv10Dr9NISzbuKU9LfqRopf3/w39h4lGInYG9Y8ioUNE3uqQD49lc3tIYQmgJfi7A5yE7tZDuTjhLhA6XmlsEdHyi1sSKbZ6oeOK0xx2+DWVu86iWZ9z+vgyMbR3ujCCIgsgTmekObnmjl/ZthjOVCU2ZZ/8JhkdC0RjGBYUc3lizLZciX4sJ5vh92MYFbc4sJzF8+tSV13pdwwYyqGPCPzgC5OEy3/+jslStADrH5ri7IL3gQu2QvD4NWwvxlIC/jshyJi/EfDfKt+7HFvAw6vQXzV5BFRlxveJhdTKDz+94ybytoGBEdb31XsH3mruv0M/1/Ctv67WWyOWeZG7oAHQ/+LsgAUmKlc6HBnve916cnjzLP2wgjDBqNE2B08JUoZhtFY5NO/YrfoGO3+OdllvtMt006a6Fphf1ML7hqVRgygEXoNEf5u4uBfALS1B+68jukJWcHbbceXp9JxgQ33rng6vYuXVGVF3d0Qpb+pulIoWk4usBynZTP24Lk5L7r3IfTe9DxTcNj3xdkjcdt/gefssHavFMtsnnH7N/3pAQzoXyPcj2UgEwG6RIsjU6yPW4r2qXeBsdtDVvcmtcXd5naA9kVXS7jJZCfQSaBnA/NjsyFBmfeN5lkOvwjwghNo3ECTKNWNsMWwcBv0tOmpyqaNuVOSjkM8WT245Prg771jDDXOco/dhPka5Dj/aPNnVyjSzx8BdInGF5W/YB/kFboeK3QZAbUFlZ5GORVEgqZe6lfwhrDjE6Ss83L+QCph05sE7Ji5bH3/TyHAvTheo80vZ3L4hlNS0T/7XQgkBqWhWm/YOl0ku3uM9CJtWwwfHFr/sW3Zl5j0PHA/UGmwNjfcqEhrHolwgjDgDt4TCBYMR8fA6+I8Gz8m0bj4zEcoP89uY5TDKHIrDIMxZNVAs2AJ0wTEUEmcBW76WNMoH4/cCHXImxRin7A20oxVYTlXtFmD04xJgcd7HVPucb45AAzgPVAF+BFD9pzDSKIUgwBpgLjgeutr5qiA6E9gHDGMIuwTSl+Buqi42C9aHOFUtwK3z6k1ICffJChPOnS77tS3abBLfslf5tbvHww0PBeOORguJZ4vOXYg/XndLF54BhgjQgrg6TSWbaXLhFhk90TSi1dEr734cCD7PXrvocodcrEfOQ4mzVGhA3AY8BjSn3/IRScmk6Dk2yGU69EEEEYoEblP9khoCbwe/JHdpvJndDKIxHCq0yUQqEPgbO9bbewSKlTJirVbZr+t7DIy/Z3PCgtgeIFcdmqQP+dVTKGnSHYBAe5ggj/AyYA/7Jk0keILfiJUAEc0VQp3leK4Uqxv9tetMx3mgpTesNLrfS/naZ68S6IIMDtwHX+8yt7EGEL0A3oqdRbw/Wmb8zZcFYvb3SA3XtwbUVIkpKsRmf58hCOeB0eauaHDLkHp/cobGvdns3hFpIva28B9jrV4YFTgVlBUJYM+eh4V+uCp6AUByjFvXDkyfZysblJcHK8uCw32QwPHyOIIHRg2hQZBrR8zrslf2bn9jBXoGeVKTAKcijIT962WT3S8YcNNV8Hfg1DFmbrdqmfGbMJenwYJhdke1qltuW62tt/PtrJ5/FHgJyHjsVaB/IhyAiQA+LP5RJX5K/bqeW2VgrSzvTcpdP2t7Ng5DY/dECya1iLp2HeVyAjzI9ZPsTjunJhdl22YmuXu51jL5OI2LffYYW9q1/v7eg6lxeA7BynY+Ry6DPbTPmfOkXQ8U0Y/XNuOt5cmAnI4SCPWDrzbhhxso1+3RxPPCS+y3H+SXZGr4WLPgn7WhlhhEGicQLCgCCvgHRO/sxO0Vy4EVp8ppNedJwZdmUCciHIC962Gd6NS1VHdNa68dn9tuodxkFORNfBq+dvP5k3TtaB9Bx0cfa18N3ncNmaZF72WQC3tgJpDdIXHfv2T5DXQL6AMVv8jjMBuQhkuul5S6crOB0AcoglM83Mjjl9jXDfZrhjlWD2fXDpnPzjgf3XUTr5mq0svmqtf1NhwVq4fEMYdCXICSBfmJ7bLOhsAvIcyGqQG0moyZmuX51qU/onx5ZsfaQP9dkeqOUjkOameRthhGHCHT4m0IIapLiDJtdh2vcQ2HIi3FMAR59ouRP8DtN7h7xmT3M8dAXVrmmHH+W2tmIEjrANsn0n7WJWJzTU8hrK2FRE+FwpHgYmKEUXEV1b0Pt+MseYiHZrnAxMVoraUPImPH5CMi8fPBRufRX4HFhi4TfA2/r/s6+Dim4+x5k8CwtuU2rUW1CzdhhixjS4r6+aLYiwSCkuBZ5TihNEWOt1H1nCGmBfb5tcEfJYpZMPgJPHi/Bcfs83vtV/HXXTdLjmHLijdjwmcNCPUHqFCGXA00oNngQvdw6JrtwC1A64T0dIj2se/Cr06Q80Ae4GBorwS+IzqfpVu4Xb1ab0T46tXA7DgYcl+/qdvwG7+EVTBBFURYgOgRpqAttTP4wHyZ8yEaacku0i4mPCiFyhGSQmu8kPlKIWOhboStj/iHBvXKo05HAIDG4j7jHcgj5Y9QSeMUwLImxR6ndlz8vvPhOhtd1zSn1yFRQ3SS4A7nWcSeEB0GsXeOqshD6aKVXYxuxBMNhECyK8phQtgSeV4jyR1PjtQGANnscE3j4frt8Mt+3inwy5gkbAuFweUIp9gPbAuXBGdz90VHx9PeBAOOIkqDUc2rbU7a6wWW933yNEujLQQ2CmvUg8rjlRh5X0gP3HQeuuItnGmp94H4ztCbfUDFiOvwGOVIqdRNiaxe83o2PoI4ggAgt2+EOgVoSXNoH1tyr1XS/7A1v2G257xRr8xk0pdkVnQvvCRRt7AAOB4UAZcBs8Pgd+eidl4dgCD9VVir1EWOcB+TsqbENnH8oCqmbGMxF+s7KFvqEU0yTwLH12kDsvkz0FmjSDWjXgVY/f8Ubj4Z59Q2LBSIDSEihu5u8BOA2uB6YD16CT5gQNa4D6XjWmFA3htKHw4TnQdoDzAcYMKMUuwMHAD5X8TgHHA+daeCx6nt6Aj2tDRVcvdZTD+no1lLaxMnTbQKh0ZWCHQOe9SIfO8Pre0P0euD/FUju+FrQ9VmRWVgdAPf/3XwefPAht6wYpxyJsUorFwBHoA2EGOguLYMCxUH6nUt9eFJb3LIIIjINpf1STmByzECvy3v2PIu9x3/dWK7ONgQlLzBzIqSCf5vnsISB/s4LBnwI5KZ1viTEBJx4Bci/ITyBtTM9rVUWQoSAPZPdbu3ibK36DoX8xPY4sx3obyMs4FJEPlhZ3sUvoGlbrQPb3li6nmLFB34LUTx+Dfwk47HlWWW0vb2kCOQBkOcjpwcuI9AP5jzc86zodRq2AD24NehyV0JVQXP68N+DajQ4xtQUgHUH+BbIEZD7IfSDtQHZObjdNR22GRx/KVy7yWV/DFD8N0gBkmQ9zljaWSgrUfwTDl7iN5QM5H2Ru4rwHzM8XQXpVzqtwzH+EEYYNjRNgdPB/KMkygVGSrCQ6l8GFZfHvR6Z837NcB0QnFpiXM2D0hjAE+4OMArk/h98rkFMspboG5A6QA3Pss621KbgHZBfT85sb7cFuoh34Vwzyr9xpjm3EZ/0fyEKQw03z9xvBQwAAIABJREFUM4ux7gzyDUgP07TY8zLXJBhyH8hfvaXJaRM3fJF16PwY5Hq4p13YNjl+bbysg8ZSfE4uZNPvuSBvhI0f3s/TXIGLtqTTeUNLkGEgb4GUg7wLciXIkZkuctLfqzYdYeTW/C9cnC5Ges6sfJzmsmwmyNE+IGu8nbONAn3mw33t0cmk7tTzdP1v9rzqOl234+7CGmRv61LGWLIVkHEgt2f+TTgu5iOMMIxonACjg/9jQblR0pVEScpnMUthh9+hZUU8JfJGgUuWwLezQH6A3jPDoHBAXgC5MIvf1QLpYW0o56OtUbu76Hdv6yD5Nchxpuc4O5rDsUEDGQjybw/aWAZygmm+ZkFrU5AVIH8yTYsHYznUujzJ+91Jb9NZLkF2AjlTHz6v3xgGnROnuflEnbq/xNKb3tIEcjN8OxNOfSo4y6ecDPJJ/s+HcyOaTpfdWrhRdCkaeQykO8gepvjg/HzJZpCrQHYyyc8s5KgQpNzbOYvx4NoNIM/qiyE5D9q+nInXHnhAPAlyr2F+dgb5b+bfhDsLb4QRmsQdPCYwFivwO+kxf1tSPjsYndOiRMHXu8Fu1ucFwN/3h8sWw8Sj4bUDQKX44Y/+DbbsrlS3aX4niokHgrfqAJ/vpNSsxdCoODUw3Cbe73bgdZH0BDm5gAhrleJ84GJgmlLcBtwnPiRz8C4BT2gybW7FZZyuCI8oxVrgLaXoKcI0b0jzHkT4RCkeBx4AzjdMjisQYaFSzAD6A/d702Zi3KFtrM27wLtKfXccFLRKfjr4xBf2MUg3AMPQ+tMrmho8DudfBW+fEmDctcvEMGFN5JRKl91aWAB8O1uE/t73F2s/Wz44xaMeMQAYA/RRistEvMuKXRnkuA55EBPoxMN5X4jQM07X7FIobuwUu5uFfnEEpTgHOAVo7G4srmFO5TSEKiY0ggjCBaZPoSYxfhNmZ/Xr4HAjeqPAGOtfsb1VSnY9aToJ+lUEYWXKzrWnXxl89m8c4v28pUcagswCmaKLzHoZH+Sd9S4sN4UgvUGe8qit00FWgXQLcgx50LkLyLcg55umxYOxNAdZAFIz2H6dLANXLsXjAuf50XFjwv+9sAQGb1UD2cONBafqWwK9odMLPji5dqJDGnpZnhAPgtT1n3+5rUMgNUF+x0UsdC489MMN1rJmLgZpbVJ2LVpqgPySaa7D4ukTYYRhROMEmEatIJpMgt6b4kqixDpA9ZdkxTHK+vxGgXFZLWLBFlbOdkG/7BtyjPfLnyapBR/dDSO3eamEveSrc1stng5WDnt+AFeu9HCxboKOn7osqHHkSWcztFvovqZp8WAsH4F0DbZPpxihd69Fx4hOR7uO+pqEB3o6FI0eJ/E4ai/kOvhLG+uAsYU8E2DoORq0KmwbUU1X/8WVxwR6Q6e9rA5Y6m0BedkT5J/WYfBCP+U+v0Q1sg2klrc8DE6WQCaAPOStDOabKKhOEVy9Gi7+PNOz+nclm+GCD0zGhEYYYdjQOAFhweQbsw4rtHJ9UaCNxC1/cxMOgiVZKeAgNyzpfY2z6defvjPT5f1B2Eu+6rkf+kvyojp0I3z/PYjv2Tb9XNTR1tgF6AB645k4M9B5J3z9uunkPB6MozvIh8H362gdqQXSB+Q7tFX+HK/lAB0v9wyM/c3+Pe9i6c+2GZN3ZN+fGasaOglGg/yfn/cVdH/XdHKSdLq+eAIGfg0lW+GM53V2UP+SqCTLavd3Yf5iPIylTZivZiBfgkwBOcwf3jmtQ5fOBTkKpEb62Mdthe4z3PBWtzPiJxgwJ9t2vEh+BnIGOgt43nGh6TTlt/bl8izaYriNkMeMRhhh0GicgDBifJNxo8BEgXYpB8EeAse9l80iGU5LYNBJarw/CHtpvQNpAfOXQstnEucUpCfISpBb87UAuBuLVy5YUg/kfyD/SN2UhAWh2ZEwwjcLRHDjkFogi0BONk1LCl01QS5AJ2z6HKSLG1lAJ6bpgbZ8LgQZAZ2OS9+UjRLtXu+lPNcpguK1QcuKxbvj83z2OGvzHKircBZ0FYKsB9kfbY2vb4CGx0H+4VPbtdCZsteAjPVajzsnXxleZumB9SBvg9wML/eHvgu9klt0duXG2f3W/UUjyG7o5HHnecc/p7Wv45voxGEZsOOb2bvFyp64TMgTYYTVEY0TEEaMK8zYwW+K6BjBMQJXCQwT6LYtVk8wu7YSle+I3+DJJ722emSf7jvorJd+WALrFMHFZcljG7bRytK6V/btSA10ZtTeDt/XA3kFZA4+ZdwMwlqMjmmagc4eZ6SmU9AyYm4scgXIc6bpcKCtBkgnkM8sme6Zy8EEZC+Qa6wDzQx0dr6a8e/rFGm92G1TPDuo1y6FUkNbjzpMDtKqBjIN5Mw8n70HZLzp+behawjIC9b/y0AOMUBDXbTb+uk+9nEQyKtoi3gr79r84Ue4bI3TGguyH0gHkPFw5TLvQhikJsivILtl9/tTn3Ifiyl341HMerxNp7Vv9M8gn2TGa8qzXTfR2ZsXBS3bEUYYdjROQFjRcp1YGD8IbpR4PcFYXOAYgTblUCdj8oV0V61m5+iiuX64/6W5hfnq2pM9TX7UDHtnlL5xjY2t/qEgd4F8D3JEdm3IhSCfksEqgo4H6o1OtHIzSG1v+RPMAQidhOVlkCnQ/tgwuV46bwaGLwEZhHY5zGrDYxpB6oCsBTHK00poVCDtQWaCzAO5GMtVys5tDORodLKN9SD/qexCRD9zykQYux1Oe8bjmK92IF/k/3x+bnEgz5NHXUuQ2pbu8MUl0aUMzAU5w/r7O5CjDNHSEW1l8vUdty5AFlsynHcMsnWoXAAyMtvkK15d9un+2k2C6zc7F4qXvdG1LW8FmQ4l25L7LLP2MF3WVR5L13wi9P1Mlwm5+M/ezofT2ndqpYfN3BLkyF9APjch2xFGGGY0TkCYUSvANuX6sCeSHBeYeKDJLeGBs/JqOsn0mP3l5bn/hWs3epj45HGQwTafD0S7cWbMXgayK8iPIC2z7K8ByOvoOJMm3vFm9t/8uhSwGUNN+N/TQfWXPV1O78TFn6Lrk30BsgmdSfQZtDWqPZUUDfciDiZPPv8fyD2m+JkDnQqkFdrKtQimXQ99FqRY2CtgwWqQmyrjt03734Ec4zHNz9u999k9m9+FlH7u8nlw2bzck1dIF5D3TM918liaT4SLv9C15f6wWn3lpV7LY16fCuKdAdkdbdVaCTKAHN2iQQ5Gu0CPzO05rzKj2snv3W1BLgV51HrnykGmoi8t2+tYz9gzscvszO9AEAlo7PsYVgHffUYlyetyjAk8C+QdU7IdYYRhReMEhB21Ja2N5VI5TryIs3O+Eey2ybRFxl9eymEgCzxqS1k3urY319bGdiXIwAxtXAfyYh799kXf7N+Ay0BztDvWD3DZSUFZbMPoepnNgo62qDS2+H83yLtoi9sKkLdA/opOEX+0Puyay6IHciC6DIsnCRSCmQM5FUYu9TJTLshkPI0hkn1BNuTLV2fZ7/852hp1FCmWfncHx+YTYdQa6D0rDLo901jQbvHGYlnR1qvlIKcE1F8Ta8wfgByb5TOxA+AIL3nvXn6vKwd5AmQwyPGkuHgn953dHiY4D5VUS+reh4CMtvR6Rt2RvRVWeoE8a0q2I4wwrGicgKqA+iDYs1zHuIxJUYoxzN6lw1m5lhjdiPvPR6kPssKjthqiU4A7ZjoEOQLtGnpX+qIo+6GTBTTMs//9rQ3uF2QZnG/TRk+QJQQch+N8CTFkEUhrbFyygrCoZbugp/BQWQeuDiAlIC+i3coqdOpwc4ddkKdBRgU5t/7JRn7xqehkRMM95OlVII/nL1+xzM+pOGwxyBsgP4BstmRoMsjfoO8nucqR6TT+znQ5b+xB3sfHuLws57c72pK1a0D91bQOTqtBbrfTfQm/LUIne7ki//7c1e1z834m9L0umzZM188FORV90XsnyE6a/iaT4IwV+j2uPCdDQltDQR4IUpYjjLAqYC0iqBREyj9UqrAxNLwX9jkPKmpBQcIvKoAVy7JvsbQELusK/9pVt1MB3AAMA75p4CXtIYMKkhnnBloB00UQpx+I8L1SNANeBCYp1fZaqLge6jeAegdA/5dFTlqQT+ciLFWKc4H+wLtK8TfgDhG2ZfO8UrQD7gPaiLAoHxryh+XL0qeiAthaAYwHGivFV8B7wPtw9k/Q6VWY0DAur8XNlCpsI1Je5hVVVlsX5fYMAvxk4euxz5WiEFZOh4J9kp8oAOoF9Y7dA7ysFH8XYWtAfboEJ9nIRb8lwULgUNdkAUqhgIEW5vhsYRF0mgpF+9mP77P3RbTsKUVt4BDgCI11909XW5XJUaPx8fcl9vsJDWHBeHKUcW+hfoMMY9kM7Bw8TXEQ4UWl6AHcCFwTQH/bgQeVYhJwL1CqFENEeFPLTKPxmmcbf4Z/nggN7xLh7/n3l7uOS4b8389Y30qdMhEqelfehue6ICcQYaZS/Bl4AubNhrZ/goMPgFuANcAjneHA9kqd/BZ8O7KStWgvYF0QdEcQQZUC06fQqoZxq6C7G159o1UicRfTWBa9ygOiqypat67bM1nvcmjraTK4eqb8tjb871m44rfkeeu70KPYxAPRacA/A2mUxe+bot1JMyYU8m8eMlspQArQxcVvBnlP17UKl/toduM07/aq+Sc9c58fM0l7vLZgobOHvuYRL1uiE5nkrD/ispBdPJRbOTJtRclA1xT7sTSZpOvOXfJ1cp3J4GUR5E9oV8CmwfNHztJW4DlvwMWLkuXkstXmLbleuJTatZG+FobFmg1SA/p/ofdL+b7Dch95uPBGGGF1R+MEVEWML4yXfK1jaPIpumqnYIdvgjn/JYQp/L3jnfzq1tUH7QK4HOTQ7J/xvRafQgfmrwa5FqSWw++OJotYB//nIXu3JF3YWCQdzW5osxvj5RtMbmLglYEwek22m+gwbLzcuqwltyWNQUq9oUueALkyv2cTD2WxzIjjRLuWeT8nXtYx9Yh3tfSlzoKVMGBp8lg6l8GFZTbja2EwprYXfP89tHjaQFKnXeHSOaYvkDLLo7v3M7mNofPh04cy/67rdBhTAfe1NzPmrtP0+yqST14GkCdB+pqeuwgjDBsaJ6AqIzqubAN5Fl1OV+YnHgHyEsgUkDqmx+cTz9bgIjW31cZR6KyeWVsEgrqZRycOmIpOOHB08k1625dh/pKqthjlUpQ3bAjzvoLOb5sokZKFxbUmyD6WPLcA6QJ9ZldVXtvzQOqAVORjvUtpZ09L1+alO9xeAuW68XbIergRvplGwKVO0PHL71l6qV76WJpOsudNl+2mZFHTOGyjqcuQsFpyfZKP/azLy4xZfHUW68HzzHgoNJ8YtwTGDoOJlzk3CrSdmWGMk0HONc3rCCMMGxonoKojOpHAcR62VxPkYXRB1H1Mj88Hfv2Iy/ppIJeTY3KIIF0DLatgMSxYB8UphYQvW2PapSjHsRwA85fDwOWm3YLyoH136wCyi5n+nWTu2g3WZcg2dHbT70A+BHkFRiyrbptPtOtzTqUlbNoYAvJc/s8Hb2FNP2wdfhjIRH0gO69REG6WIOegPQ/GkJIcK/4bpwNP1/X2nw8sxWVW5MrpNuvKbbr/oBFkuHVJYHtZo2U51T02yEN5nSJtsR4p+jAYK9WVVLN5Cw41m0FmgzQ3zecIIwwbGiegqiO6hlmxx20qdJHX70AOMj1Gj8c2lyzTcWdo44VcrWlmNoHtHG7Yq8ZGAh0b+DnINV66CAZIf2uQWeb6d9pcXzgbXeogzWW4Om4+rQ1Y3mn/LX34JUgbd3TEZHjgN3DFjyZkGKQGfPGk33U6QXZCZ1X8CeS0zL91lLmF9p+PWoHO2nglSKE/fDKdmdK8W3bAclkLZA5I9xxlJMD46lh20GaroO3v6TWb51oHwU6zUtco9GX9Eab5HGGEYcMoO6h7mAmcAUzwqkERBBijFKuBD5W6+xJ4qZ/OUrZ8GZSWeJmVMWBwlSFUKWqg+X1lLs+JlJcpVdhGZ+er10BnOPObj7vvkXtWwXCAxef/AKXAnSLlgtGshnnBqej30xA4ZddbNF+E1fbPlJZAcbPkTKxjt0GfZ3wn1z+IZQidlefzJwKFwDQ3RMSzI9IAmAN/W+ymvfxo4HelhiiYsrNXmUOTs1guXwZnPAi33QWsB05wlrUY2Mlc8QIo7QfFj6d//mobuGsfYBR6nXoU+LsIP+VKuzOYzkxpYr0wByJsU4qhwJNK8aYIFcm/yJhVNhCweN8FQKnOs+D55nCTRcePwL+BV3aCguZQ0Twlg3WUHTSCCGwgOgS6hw+BMX40LMLflHpHwdK3YEpNP9PzBwhuy0Q0Ajbks+Fwn547VzC7kckVkjeTe+8LozbDkS2sS4kqA/FxnHo2LJ6j1JtFZt4Vx811idMT9pvP6z6ADo8pxYUiTA2Ofveg56LncVC7mVJftM9lIx2fx6atYONqeP4gcD+PIixTilVAE+ALt+3lDt5tqOOlL5IuDXrCzDvh1BIRfq+sjUwHngwHoTKgl1IUAVcAXynFG8DdInyZ6zjSIfd3x2sIfr0wCyK8pxQzgWuBscnfhm0tW7UQtjaP0/M48QMhJF6sKMXFwB7oS5EIIoggEUybIqsqxl2LOs2CztvgnE/9cJMLgxuGt+ORN3CRGRPkChDbTGZhw6rkUpRt2vCwY9h47pUbLbo8wkqQXqZ5HMRc+D2P6CL2VwXPE6kLw8u80ulhWR/QiXtGgyxFJzY7KxZflm+ZCSsO7VMYvqSquKBXdQQ5AB2vfFj6XIRNr7ZJKNU1LuUdiGGXaSB7gaw3zdsIIwwjGiegKqK9QowFKXsd21F9spRpvg0v04kF8k1tLa9UvY1w+GPpwrKZjMaRaWzSyIrFGmmaFr/nIoCSLl1B3gx4/lrr+fv8MeizwIsNddjWB5DaIH1BvtYxZu+Mgj7zUxJ4lDsl8LBp73qQv5oYy46KINeAvJ7+eZ0iOO1ZGLsdTjG+liXXbHYuGwFyGMh803yNMMIwYuQOmhc0vBeKGsKdQA2gH9oV4S7cxHbYQ9jcMPKDuNvSbQdb7j3HWm6t/aBRcTbxjkpREzgdKA6OcndQdVyKzMd8uAWlqAtNTq7q43ACEUqV4lTgbSuu7RrJwt3PHLiRKd/lcQbwuFLUFmGLR23aglLsAtwK9AQuETnhbaVeKYL5HsSbhWt9sHj5hFI8CbSFtx6H6+rreK2Yu15FHRg4WanCxlmMuQ7wi69ER5AKf4P5g5S6fjpsl5R1uadStIabR4tgdA8iUv6hUoWNoe142P0QmH8iTNjZxn14P6J4wAgisIXoEJgj6MNMx7O023xM2dwADAN+x/sNZ2kJDG4GDxqLjfAGGo2Px3eA/vf6hrBtMoyrA88DRwMFHZUqPEek/EObRpoAy0VYERTVOw44bSZrKUMEZQ1KcQwwHOgBtdaHaVPsNYjwk1K0AF5Db7Yv8fsQkz+4OaD4e7gRYZ1S/AA0Rcd1+wJKcRzwFPAD0FiEtbp/ry6HSkvg6nPg/+qGaX0QQYB3lCr7Dp6vnx6v9UgdvXmvlAe7A8t9JDWCNCisDxfsAo+d4ZCHYBFwCJg9BELye6TUl0/BkMOhfGNyXCtHEx0CI4jAFmqYJqDqQaPx8K9dkxe0m4BH0Oz0dsOplVzHm+HmtdB1OrR9Cl6tgklh7G72n0cfAP8NXAWMB16pA+dO1oftNGgFTPeXzh0VSkv05jGWFK4CHYtz+9FKcY1ShOowqBQ1laKDUkwB3kVvFI+Gx1unj8P8pthLEGEd0Ba9Qf6vUtQxTJID2MlUtnPh5tms4V3gTA/b+wOUooZSXInOaHoP0D12APQWysu17uz6SjjXh+XLYCsurLrVzhKoVGGRUqdMVKrbNP2v7VpnEBqNh/saJO9xJjTUnwPxQ2DIoMnh8PhIkZdbi8y6KOEd2Bv8ePciiKDqQ2QJzBmc3JQWAiX4s+Hs3g663yTC/d62GyTY3exvRR8Es74lbo0+MUbgMThlAoR/bwNeARorxUARfg2KpvTU96UlUL4B6A8MRS/s9wEvxK1h5XiV2t2u/7BsrkX4VSm6Aw8AM5TiHBFWmqYrEeIytepeOKk9TH8pWx4my+OZveCDF+CLaz3m/zTgOrQC8gyU4kB0usKdgZNFWOhl+ykwEg59UeTtQT724QJKS6Cgo3YBzcuqW60OgfbZXMOW7btSV+zQHQKVohZwLPC1zddReYgIInAC00GJVQ2dExa0XOVPdlDZHWQDyL6mx+5uHHbJdNqU60QBYoPJiQ3QxY9/BtnH9Fh2NATZFeRpkE9B9jcnL5dvgIUbQJ4COTn4/sOX2RVdSH0cyPzUjH7BzFHlWR9BDgRZ4mKMc0GO84F3BSAbQQo8bLMnyCoroUlNn+d+LyuToy3fw4LJCTzEepdGboVbW2UxxndAzjI9Bu94Ee7EVSA1oP/nmWgEGQTyqGlaU+g+FuR7h+9uArnRNI0RRhhGjCyBOYNd/aLBC+HLM728yYtbIRqdALtvhEcKoHx1+vfhs1LYgYOlaQIwOctb4hOBMhHWBEZ0BMAfVqfewGjgY6XoJsLH/vZqF0N65x7Q+WWRKb397dupf6+TPrkHEQS4WSmWA+8rRUcoXOOnbtC6p+G9OjY65hqf0aKxHajpossyoAiY46KNNBChQim+AE4F3nHTllLsCfwDOAk4R4TPPCCxMhgJvCxCWQB95Q3JCTxiuv+Wr+HMiUrRVoS5GR6vA2wMilb/IbwJuCwL9n/gmt9h6I/wj4Md4kwXAb2MEWoPTcCxPuVe6JjcCCKIIAWiQ2COkH6YOfgwKH5J5Ikyr/qwdxlZPTW2waoaLiXpYJcMQanCc2DgZO0CGhvLsJ9sXGpbo923IjAA1mHjDqX4BnhdKa4S4Qn/enTaLNWp61+f2fRvfrNmByI8rBQrYeFbcMFv8Zgeb3VDXPcUNYwnx4JKDsluD4GL0IdAP2AaOi4w60Ng+gXc0P/ChXcA/wVOEGGTT7Qm0MBewGD0oTP0YK/7WQq8qxTtRfjK4dFq5Q4atmyuMVCKHsD9wH1w5B3w0gEwz8mlPjTuoPF38aTTYNNapZ4vstFzewOzg6cuggiqAJg2RVZ1BGloueQ08K5NJ5eRIT+A/BOKvw2zS0nu402spdf3E/j2Y5Aayd9dtQ4umBE2d7wdEUGOsdwP7/LL5c2025Rz/21eMs3/zHR3esvf+noxvjgVZ+41y0Ze9gFZm19/dYqg/xcwbLFP7vYtQT7NjZ5UN+GRW+GlfsHOs9wC8pBpefNgHOeDrAQ5yeH7H0EOMU2nd+OtUwRDf0mXn2ljDPF/D5AnQeY5zYHNM7VBtoDsZJ6Xlbvsg7wFcrbpuY8wwjBilB3UJYiwAJ2s5DbvWnWyQmzdBswFalUlK0VlIFJeprN5vdwa/tMcjlLAxXGrw5TeOgX6o6dDp6nhy6a2Y4Fo962maBec/1qucB5DINkhc+z/qrXwYGOl2C8YGvKBmrX91Q0x3RTLhJwIFUDDE5TiZaVooRRKv6ut/gljC3PNhBh//+//M/z9QK0HvH7/j10B445X6oL3s6PPzk34llpwVxvvaMoMCVZAD9ccMyDCC8ClwGSlaG7zk2pmCSzfHUb+Cuc8G8/museZ0KpYKS4JkhKlOA34Cs3fEyRLF2bRSbhWAAf6SF4W4OSy/0cW0xjsRZQdNIIIbCFyB/UGboWFPyg1YjLstIv7OBwnl5E5n4vwD6W+agYVh6V/v++flKKuCOvzHYhpEGG7UhQDb8JJ71eFuKwdEUTXWWsP3I2OE+wowjzv2k90uz7meNhznyBT3+v+/zkcxj8D8z6PZ0t9sD8wVSlaSSjjU/12N4u13w9dH/WPAuDoQ/OSDuhSLo/B9xXQsx7cu5/+zbW9c3NN9Tcu0zpkvgnX7AQFLStznVWKI+HElqYu4OKubyecCqyHJ4Byv7v1HUR4TSn6Aq8q9dQweKBD3NX26d2hqBodArkBDr1T5L27Ej9UijbANKXYIsJErztNdmFetQLuWQ9/6QJcKsIbeTQZcwn1M/NtGiSPY+djYA3J76Ptu7g3UXbQCCKwB9OmyOqA2i1h0EqvMglW5uZg//3Fi+B/z4CsBhkNsqtpvrjj6WePQI9N9i5nyZlDIzQ9VzLQyojY3qf2dzGRBRFkBMi/Uj5TIH8F+QKkrmnep9Psb1bT5PbLBEoEum2CppMS+wCpqd2383dN1VlHxbf3PxuXY5BCS75ngqyAy74x4aZcVbLVuhvjM71g5LbkMY6S6jJGkMYgy3HIRmtluFwOcr7/stOvAlpOriyzb4axPA4yMFj+2bpiW3pIHN9FkPVh1NURRhgGjCyBnkCj8XDPn/Qt1I/oElEHN4RG05QqbJ2r9cKpZlusHefvHy9TiqOAW4FhSnET8LgI2zwdrs+gb/u6tIbDdw1jEH0EySDCI0rxHfC8Uh8+CqOLvMxMKcJmpXgWbX660TXB2cPpwAsptIhSXAfsAvOmKXXZPNj7T2HJ0JusG5q3hbU/wqsXeEVXcvtHHQd1/wTvNE9tX4TtSm373Z3VzG+rppPbff0GSnEGuh5lJ2A68FfgLXh6f6hITcoVgJuy91bR8GWY/vu5MKVm8jq6C/muoyGEG4D/E0nzowZAhG8s74q3LYvgq950myo7a4C6u8GbZ7tIHhWzBAYItq7Y6FfzFuzeRat+YB3g52BpjSCCKgKmT6HVAeM31mXWzaX521qQk0Gmg3wL0hVEmeZT9rTHbujDw097OrOrk7ajIFxzClyx2Y/5AjkBpAwrYZD/Y5EalvXRti6invvLfw6rbFpjOB1dY8+Xdx9dp+4XpwQRbpP72N/8D17vnVWz6SR7+q7YCFIKciXIn+zpiiWyCua9z9cq6qSjwmhZ9GsdDYOeBmkCsgxktyx+eyI6Wc45/sjOjeLWmg2gwIhAAAAgAElEQVTSF+RpM/KRiuetcHoX0Ump1gQ93xFGWFXQOAHVAeObHffK1Vu6RIG0B/kS5GOQSovzhgGTlX2ZxddxAmesCMsmO4ybKNOY7aY/n02ZJctfgbQOZixyHMh8t2M1Ox+irMOMbzyz2nfI7Oj+HUk+cLV6ARasBDnNG9qbTNLuZKnuZa2mhe3SLB95s+d/34XwcCfo9UHY5NePddS0no7L76jV0O+zbPsFaYYO7Wjrvew4ZfbN3s0anVX3IzPykZ1caN63fxWu2xRd0kYYoT0aJ6A6YHyhGeNaufpDn9QAuRBkATpdchPTPMtMb1XYYIefxuB54nRTe+1GkNtAmkP9Q/PdlKFj9J4MZiwyFOTfuY81XPGqIJeD+FbWAuRBkBHO33trNQM5D2QRSKF72rtOS75kulH03+GawzgfU9+bAWv0Qdb+MgVOf85eR41eC1euCpv8+rGOmtTTbg+g1kFrNcjp3tJR4vqQDaOawZhN2V7keWGNdYgJ3AajmnnN+wgj3FHQOAHVBS0ltzDMBwN0fZ+h6ODzp0EamqbJmZfhVuBV5RAQLE+cNlyd3gK5HWQOlPya7zsCsi/IBpA9/B+LvADSN/exhuNdTxhHHZB1IAf41H5vkBcDHtO/QB5z307VmMM4vYkH6jZTYeC2dB15Tzt0YrAZULLNSUeFdexer6MZLqYqQF4EuRFdq/BobNya3RxevOAxSGvrIHiKd7LTZBJcWJYsO31yOJzmtj57uZ6nXyrNvANkVurchVW+I4wwbGicgOqEVeHwoumU3UHGgawF+QfIfqZpsudlsHE3udEXLTL2c5ZZ/qHXLDeHZ5CXQQb5Ow5R6Jicg3Mb68itMLyp6XmwGc8/QG72qe2DQVYQoPukpb/mg3R1107V0Nf2tDvpn+t/AXkA5Fw47RknHeUsv89dZH5sXh4anPh0zusgvUDGg0wC+QHkV5CvQZ4BGQOvDoJ+P+ZvyfPmohDkLJBV8FBHr2Ibk9fXUSvgLUdrfvY8vXKpxctnQB4F+SfIPTCo1K+1Eu3l9DrIvX7wPsIIqzsaJ6C6oVaund+G0RvCeHhJplX2BbnXOgzejOViFYZA+rCj5lHfhVVxA+k/X5wP7+6ThUgHfI5FsawCZbmP9aN7QGaA1DI9DynjOQZt/a/tQ9sK5CeQwwMeU3Pr8FnPXTvhvmxyprvyTW52pYYSxz6xh8XTQ8yPz5t5yeVACbIbOgFVH5A7YOQSd7rKu4tCmDQgvXyGZ0m3zrYOv1ld5DjLXv8v0UnoLgS5BGQIyCi4fIGfBzKQuiALSSitEV3SRhhhdmicgOqIcMeZcN3PzrEa4TpkgRSB/AdkJbx/M/RZEB1usuHbY13h6tVw6Vy9YYh4VDnPUjdlcwXa/gKdZmUXWyK1YMEqOPs1v94fkGKQx/N4ribIu/hkdXM5pmkgPX1q+xmQ/gbGdAt8My1MujS4seeahCm7wxTIFSD/I4ssllUFNQ8Gfg1DFuUiI86HnWGLQY7Jrl+/LZqeWNNiSbfO9oOWIA5k1uF9NciRXvM+wgirMxonoLphZRaiMCsnkOPc3n7uSAjSD+RJ6wZ5LRncByNM5FtsY9p2JvTZksu7oJ8dvN7P98fNoQakHshSkDam+ZxCVzeQD3xqewgZkuj4N6bDD/OrJEnY0a91xDoQTISvJlWnwzXIBJDLc3vG6fBy6Rx0uYeZ1hpgW/w9Pk/NJ8IVS2HA//K3aPrr3oiO7Z3hh+wF5TUDMgidrbggnfd9P67qMhxhhH6gcQKqGzovHDf8DrJN/xveQ1bkS58Lr+R2kLHW/+8DGW+apsppDo8VOr+09/7eKlub4GUgh7poo7XVRn3T851A004gS0Aae9/238/O5PkQJvmpTuiXKyu0OKq6Ha7RsWrdcuev/WFHeyRIR5DX0ImXJqDr+9m6VIKchHZZzKvOaQB6byd0HdaT/ZA9eOAcuGa9n27Xlu7+D8gTifOAToY3wbQMRhhhGLEWEXgM9RtAQcpnBcCc94C2UDoFCs5I/75eg0DIqxSWL4MKksdQAaxYZoigMMMRwHPW//8FvKsUN4mw1SBNjqBUYRF0mgoTGur5rQCKmylV2EakvCx4ipzelUzvQoP9c38mJzgM2A4syrcBEaYpxUPAU0rRVoTtHtGWN4iw1aLpcqDYq3YtmbofJhRCQatgZcpJfvY/0N9+wwEWfy/yvuXtJXDrznHeFqB1xoLx/vQXCOwHrMjlAZHyMqUK2+hx12ug18DSkgS5fg14TSn2B/oBLwA/K8UjwFMibEho7nNgA9AGeCd38ktLoLhZsu4evFB/7h4s/XAPMBroVvnvc5W9y2sDH4rQIU8SKwURRCkGA7OBQeg1GeBLqq7cRhCBr1DDNAHVD2KHqESoAJYvFWEbLFtq/727Q5ZShUVKnTJRqW7T9L+FRfm1VFoCxQviNFYAJVvhvH+7oa+awhHA9wAizLX+38koRRmh0fj4JgLim7tG483Q4/Su2L8LSlEDGhT58f4kwBnAeyKIy3Zusf4d67IdL+FhoIdS7OFdk44yNc29LqoMnOTnqJOVYrxS7OtPv9UTlKJQKS6Flh18vmgxAfsBK3N9SKS8TGTWRSIvt9b/pl9siLBUhFvRF0hXAy2BMqV4QilaKoXS+mT6SzDi4XzeC93vq22g7VPQdTpcVwZDJ3t80fJvoKVSHOlhmzE4CPjRh3aTQIRNQHdgvFKcZH38NdBIKWr63X8EEVQ5MG2KrG6YXUY2b2M5vG4z3dVj6jXorHEtTPM3LIhOAvJrYjwISE+QqaZpc6Y5XK6+unB8dm5nlqvPA/DtbD8TF+l4KLnUo7bqWW6hZ5qe+wSangUZ/v/snXm8VeP+x9/fBsXpnERIUadBSIaumRAKN9FM5lLRoFspc1E/IeRyZch4uReXooyRyFwyplJoOoUGJXVSKPX9/fGsY+999lrn7GGtvfY+5/m8Xt/XPmfvtZ7n+wxrPc/3+U7Bz6lhgZsSer/3bjrBMc9bj4l+HEiOxIpAmBD7p2B8mzeAvgDd36loZragm0HzM1hfXdChoAtAv4UPb4WeRf6t0doAdB1oM5/5HgX6cAD9cRfoVRns/26gy0B3c/5fDHpApuq3ZClXKHQGKiKVHyY/vxAumg2Df/DDPj5D0bdOB10LU6/IFp+ycMdYC0G/L/VdDUx+ueZh85fcPDnjpZD6cDAsnJmIbwnoLaCfgxYE5wv1V7oD38YP9FRHEEwrlYF//PynO1zrm/+e95w6S6EocAGirLkAWt/ZfK4HfRi0aew9leMd5tZe0MbOhn8Z6BzzLOoekeuzM3hZau3XWqBbyGAuy6i6BfQ4uGKx32s06DWgr/rMb13nefHNn9nMp8HLoc98Z/61zsTzB/pP0Fedg47nCSg6siVLuUyhM1BZCXQI6D3+lJUZDY8JADF0W/l5p7JjcxUkP6Cngb7t8v1Y0LvCnl/e/RGXIPpPWLLeWTDrZI4XbeScZJcrcIEOB11YskkNkKcmmHx6vm4WQUdjUkdUzb7x98MKoUdxbJnD1KT+GBXYuyjJ/q+LyYO6Dua+CL1WVBQBJ7Ux/8cWWPIz6L2grbzvy738iR7j3xR0abg8+L9GO4eO34Ke6XN/jQcd609Zru+creb9oIE+f5hgNx/BzDuh9xy4Ynmuz2VLlvym0BmojGRejJd+6ddLyfs0vt9CnATw/vDtVc/xT2fb6XHQ/IAOAn3A5fsmRmOqO4c9z7z7pWRzd+rzsHgF6PWgDzlazP4EnOzcOR1/FfSGBK7t62grAjfpA+0F+mwA5VYFfQdm3R3mIUlQFgNw2kdG4LvREfxKNIA3+laHT+NQAJd+kUlTx7APxrzHvPUzYY9HBsf9ONBZ4fIQ1LOnZ8CiZdD6Gf+0+1poDgZPejbdMr3bPSpDz9+Qo81BZ8mh1A0KbYsh37q2WLKkVgjMTCfHbASOmgKdfPMNiJRfWuC5eCnMeQ6Ts6yHH9oN79PMkdtNiPjs8SPJQEjt8aBDPH57HfSisOddgu1o7mi/zgY91AgrOg8nz10Qm1jQc506dirnunMwppT7BdsHJW0csiqofFJwxZFmMxLeIUlQFgNlb/SyS9OWSb/YbDgYyzY/4HDGXLuAvhguD0HldcwvhEG/+r+fuKKUdr9Tkdm7JLcOeM+/GzMyHw2vC9RYJ0S3p0dxtryTLFkKk2yKiIDhHpZ/JLAO83/64bdjQ1nv0xAOOAZWdlA9dIEIxwMPAH1FGKjKN6m3xit9xDvPQaOmkHdU7PVhRpRLJf1AUtgfeN39p5cmw0d3iSzpZfosJqx4VkGV70Q4G5gKdAJOcT4fEvl6KXRtDvc19CulhAh1gLuBrqpsLeO6M4DxwGmqLEqlrsT4iXs+68GOt/xPcfD5YJheNdyw+0Glf5k/AvqcDY/mR+bJIKeedstgfkgpSNyQyRQ4XpFTK8KYZyfM89xyjHn/m3cvFKcUGdRPJJBuIkW0HAO35fk7x1qOgbH5kTLXAY0bwVONzN+PAg26iBw9DRYOLbsNXvOvSqn/g9qK7l0fJgKjie2jR/OhXS6nPLGw8AdhS6EVnRIzh1BfT8JA3wA9J+r/ahjH/3Wgt4LmmdO+w6ZAm9Vw1mpzyldewteykudmV+Jm6PxmkEFQMIl1m7r30UVZYxabRHvOwJiDtnD+rwG9fDGdi9UmDlwEnz9ZDi+tMSa1xwXf7szM22zQyASpmfI2Cc0ujZPpg94/ZuL5DHvMI+/4CytU4vey2+s2vz++B3R02Pz5316tCX0X+D3H4udtiUa/yEWjVvZcSswnsPdKWLQU9BXQpn5an5j7b3Dpn/T6yJKlikJWExg4vDRSO6L+9/1k9nlMwteJAKr8CfxLhEnAOFjyDbSvAfX3MOnM8oDNneCyViIFbbxO9so6zRQpGAGDT4Z/1Y/SGi3xK5ltMhDhbzDubzB4ZSw/w36G+08Q4Q5gjCrFKZa/M1AP17xHLcfAgy6n/9+PBXp4lxl/gp1J7Ykqb4gwHHhdhONV+UFk4wb3udumiwhvAktLk8YmSPbQhA+oKjKl0K19IrQCJgPnqzLT73bGI3CNsYPwNTKxz+8eLUAOBn6ClmNECtKcb9XWw3CyXeNk+uCzV2HIMfDzz/5pZNywfl1YYx773K0DxgILf4PvE9De5CoOvdVd89q9FzRcLTK3aTZbZSQKEQqBfsClkL/NzznmrEOFMAKoDvTE7FXygHFAb+dzB0abd32ZWkePPcMEWNIveg8Bj64ChsDST01Rd9bxx/pk/gjIOxs252f7u8nCIhSELYVWZHJOtJaak6jo0/FfFUYEdjKLiYa3AXQX99+7TDf1+x2y+tMJ0GdumBHlQPfH+Lh1cYtwh8nd9m+Mr+TFoFVSqONg0IUefetx+j9iO+hy0Kmgd4L2BD0yopXNjqA6oFeBzgetU1ZKCUdzOAB0HOhkTJj5TZjw4p+DTgK93aRC8Z5nsae+Z7wES34C7Zq59mZKE+g2xkP+gC+fBa2R2TH2O6+onghL1kLf1dkwhxPgd05mtMxfvQADNoTRJ9lmmRHweApoJ7hui/u794asn5MJtLEKJiL1S6A/Y/JfNvfzWXYva5jCUOfvwS6awGEK7T7yr51tX/B/X5LfOj6CcW7OA0uW/KbQGaio5P1CXaBwfpEx0+k8w3wm73Bdfv36Nmhn99+6zIh3zC5yBNXO61PlI1ObqzLqb+gIWr0SuPZo0E9AZ4IekWQ9XfEINFB2BFVtBtoRE43zaae/foPrN2XLhs3ZUP0T9AM4Zv9kNhjOvXVBj8IEI7oehqx035h1nuH+jFy2JrOBMzIngMcfSpxxkCNAz8THvFzl8+GfgOA8Cz+Bts2FtAKge2IOyIKOgNsRdDG0bWH64pIvYMCvcMxLmYgU6n0YNXApJlBKM1I4AMs2wgSzmmEOrrq+FWYkytT4jz4Ei98LgO6KSSf1nbNe9AXNcy8jvefO+73wtxVmz9JJPd4bvqXf8J63HVanH+wmu99NliyFQaEzUFGpjI3W0ti8ekH56Gh/0Ke9eYvWBCZv6x9bXn6hSTcwYltJuojM97fuicmZNDSJe6qAXorRHD4CumeC910Heod3XyQlOFWD82d5CUrhzF2t4gipL5qAP6kvnmUJHNmirYhsEPp+bZIaZ1II1SqgN2KS1B+VmTr98VUDHYjRqLvmmgtmjNINWa/ngfriF1xGHXUxUW1bR77LL4RBmzOljfB+tvrOw/heLcdo7meBTsBo9VvjY0qhgPt4L9CHiUpr433wWpTWPA+G/xJ/zQu2RPztSjRuJbwP3AhLN4L+D/R4Ak52X9Z7wfB75lr338/2URPoNW9HBPq8WLJUWSl0Bioqeb9Qh/8M+ijoKLjo46A2wRizx19wMTUzL/RORZFFp8TxuzQfrZ8pb+HJBlNG0NqgX4D+X4r374rRfq3FBNCpXs71T4D2LrtPEhecskUYKtXGnUDfdDZaKW8+yg4mFH6wlFJtbuhsKgPdbHnU3dGZf5cEX1d68w2j8b0Fo51oEjy/fpq86WOgVwQ8ls+B3hXLv5dbQJD5CcvuM9A6oCeCXoE5BJsNuhmTl/NF0P8D7Qa6H2jVoMc5wb6tAXo1JsjZXaB14tv917t3aSQAiQbe58mPTfRBrNcafOrzmeOr7PeCX+tUWQc6ZQvy4Y+dJUsVjUJnoKKS9wuz+wzQy8wC620q5w8PCz+G7u94v2xLooN2+sOdj5E7QLdjTozXOJuDr0E/BX0P9HWjOcm8ABNZSLq9C8PXwOdPpLt5B20BOt1p46llXDcT9AR/21J64etZFPapJ2g+6Gego/wZq1ihOEuF3yLQA0Kq+yDQRRh/n8DMFc149FmZilAFWh30cYwp9R6Z6ReveXJckptPFdAVQY4vJgfmQtCdI31dlnYquAOPVEzgQKticod2A70Z44O2DPRXR0h82BEaTwDdNbH6/YjyqIIxY13i8NQ8sfZnh6+1+3yOdsko7Z6hgc+PZPsL9m4C/9iSTn8mdjiRX2j2JaUjDWe2PyxZqgwUOgMVlRJ72QW3CTb1X77WXQNTenE+aoq3yZ5Wc4SBeqBNQFtifL7agLaH3vMyvXgFbEbrBBnQZaAvgMaViTmF3sv/NpVs2Hp9DgtnkQU+Oxgz20Wg/XJpHNNo739ALwux/jqg00DfAt09uHoWfgLnfZCkgJCHCWz0GqX8koLtk4s+dX/H3LAV41M5GOMbVubz4gg336d7WFRG+fUwh2VHRb4rK0VQ7mg2MNYWrTEmwA9hzEg3OYcmL4OOAe2OCcxV1WftbSvQd0HngbZN7t7s8wWLWEBEa/+8NIFhmcbH9xfo9bBwpnH58Ms9oEiNRvSs1ea33RubeXTtxmzoD0uWKjqFzkBFpvIWoGCFGc8AJa/E19mpyDh+p6IZyLw2JxN1gu4MOgITiW006C5mvE6eaHwfg9tQmE2Ufgg6OOw57PDTFOP75RpoKL2yS56Rru/AyD/g8qSC9ATQ1t6gIZuLaVXQO0CXgh7sf19f/BlctwkaxeW5dL++yww4eRJ88yUmsm6Z5tI+9kMN0FtgxG/uz3vbF0DPx2invsVEpn0RdKgjOFSNbcslnxjrC/+fXefw6CXQW2K/9zJ5viH0Aw8f2lwFE2Cmi/OOnILR1G2Gq9Yl+46OP5zsfwTGdWI16OUEHMwnc/1Wsn5F++K7+QRmz/zAHPyuAd03vXKinwe3WASDf4dv58LEi7LtgNCSpYpIoTNQ2cksfMNWm+hxfkYH9dp8XLjDw/9vWionppmNrqhiTqOHeTio+699xPiJPQeLf4A+qzIX2EGbYXzE9g97jjr8/A0TBfLEAOt4HrRnyO3cjwC1RUnycoEzB9JOmZF8wCK36/uvz9QmzJlv84xg1f+IRHgHrY+JSjsBY5L5C+jL8MEYuPT7IJ9dTLqZryjlg51IgLCKRqAF5qBBNZ6uWg96ryPUtcbx6XOfb0P/hE8fohyz01wjeHMYDNkaEf5GKHTdAoe8Yaxyskdr6YxnLYw1SPf0y4p+HsrWfmajFteSpYpGoTNgSQF9FbSDv2V6bT7arHZfnK//AxMx7t+gF4HuEymrbN+OoF/WzolzJ4wv3mK4uMzcc8GMUec3M1+nXoExu8qWoAxtndNg37RTpcrvBTop5DYKJlps47D72+HncIwf282kYR6crPY8LH9NTECi0c6Bw0UlwniK/m31QM+B/t8G2RbQfRx+D4v/LftMnjMzb73mT7e3Qa/EBOj5GGNS+iNcuTIT881PP8UU58r+5mDnntNzRcBxxupx//q/5DA1fD9IS5YqO4XOgCUFE03uXH/L9Np8HFaW/98BmHDbkzB+b9/BF09B34xpwEr1S03QPhhTr08xwQp89TdJnJfMR7J0hN8ZoNeEPUejeOqB0ZQ1CqDskoi2GTE3LIOPZ8lAlM4k+NkL9AOM71VSIfwxfrzXwTWbkpm/0HGm+/X+hYN34fVQ0C8xPocN/CvX/2c3Vpi4ciXMuqv8a0tMnocdE/acCpoSfUc7hy6NoNdXQb9fwxLIY4OYXbMeZlwf9vgkzrt2w2gBa/lX5tdvwQUzzYG09fuzZClMCp0BSwpG++aa4Dydk0u30/MkFucqZlPW87MQNGB1zMZVV2ECUbShlHlepk1FQtSMFJqTY20Z9jyN4mkIxtzO98AljrB/csjtG+DXybePPO0E+iDoAtDmZYdZ131Bhzl9uQb0gWQ12cZc0d2MMYC2Vcf4367FaIN9NcX1+9l1f4delGh01X+DDgl7PmVmzib+js6Mn3cY/uu5qwl23iMxgY58KLPkoK9WLveNJUsVhUJnwJICej/owPjvg3lJJrc4Z04D5iw6d2ECPPwH9JCwxybosUiwX/pg8iCGqiErxdPtGFPVXXwudxTouHDb9s/T4LrisEzGyumfy2DJOuhdKsXDJcvgvZswAYVKcpG2xQmmkbxP4GkfxQdtGKbQzldNICYtxmeYiKhpBZ3wrsPfZzcdYQL0DNCZ4c+jcM0igx4j9zrCsObIvjQ4ifGtVUHfAfVVawl6VfQBm/X7s2QpXAqdAUsK6J2gV8d/H/4C4s3D0B9AG/rU/oMdoW+9IwQGshlMn89wFiyMydRU0JvC7oNSPD0J+go+Ru0DPRJ0QbhjnN2n09BpmvszOWgp6JmgO3m3LRnNzAI1wRtK8nUt8O3dg0k9c42j/evrt/YvnbaXX1bqwoSj9Vzn17sz9b7IvjkexPs1Vtg9PuM5bcMQPP3hW68BfR8f/dGdNWMBPubYtWTJUnoUOgOWFEwghFHx34e/gHibPs0c52xmBvOXn56XeVr8b86C0MYRblZhzD/rhD0W2UqgDUB/ggfOzJYTfGdDOxUTOMCXTTzGDHkNIQVmyYaDl/J5DP694KRUWOaHoBD//N9+KiYoyNu45OHMdkp3joA+AjosF/jPNo1hcu0svXYtULh4e2Z9yVs/k+3vk3ie9XCz1vh1yBuTmqY4l+aQJUsVnUJnwJICejXoHfHft5novoCc826ym26vxTyRRd7rhBYT6ew9kz+s1wq3xdVdiOyzCr6dgwn40he0ZthjEPwYp7+ZgjeGwJA/sukEH5NAfDal8qOlWeYToFeE0x4vAWvgMtCumJyJKUfp9IfHzAiq8NBZcPXP6WhmvEP/vzMy7H5MvV/OOAiGbkv1OQRtBzo7PP695viAJaAn4wQByVaNYeLtdHtOFqjxd73oU5Mrc/dAD5vgiyfhil9zpQ+d9/m3+BSoLtfnkCVLFZ1CZ8CSgkkFcF+p7+rAt/NgwC+lBKiV8N1C5yT9lMSFuAsXR8y7blBoWwy1uqX7gjaam4s+dt+UnjYF/v6y+2/nvuenqUk2k18LYbZqqUDrOhuHQT6V1x309XDa4tXHfedionOuAC3GROscj0kuf3giBxl+aVUytbEC7QD6WjD9mb2akAT65S6Y81yqpoug1Yxf52lTwtCweY/J5QswaXg2g34RdGqN4Nt5/ix3YbfzDIwlypeg7QKcJz1AF0PHg7PZ7y32vTRwEXz1fPBzLTfmkCVLFZ2qYZEN2ALklfwjwq7AdGg+Hf57L3w5BurVh9UrYf4IeGQFcC4sfhx67gn9d4aJwIFA3tkiBe1Viz+MFN9yDFzfFB4DRjtVbc6HTs/AhOqRqvOACU1hyRjgwkQYV2WHyOYtUexHlXXEGeal7/bb1u2qbE+wf3IcLceYfi3dz1UniTDZ+SIBOnUP976sVz8TrfCCKutEOB34UIQ1qkxMs8g3gcdFyFNlsw8sJoH5I6DfMZHx2gz0WwIvna36cBGACLsDhwKHAScBg4H9RFgMzIkmVX429xQUQse3SpV7jEhBW9XiomQ4VC0uEiloa57TyHsh2XISQD1gdXpF7F0/G+dsqhDhYOAiOPQg1ZlrUyulYB+4qDpM7pTuXEgNejOM7AE3Vy01x9urTigSoQbQCvS/uTh2IuQB10OTVqZt0W3YDKxeqYqK8DBwGTA9AB4OAMYD7VRfnEeC62mm4f5eGlBVZEqhP3OxYj3/FhYVDVYIzA5sAXYBEKE2ZhP8ITBMtVhxX0D+J9KzAzxyfrxw12eqSMEhkZf43vWNkFhyDc7n0dVhHTAO2AEUY6ZEvfYixz1VemNpFoyWY0x5q6I2nqtWui+277zg/H2B20KcQj/lKLwWwtr1gF0xHfKL81mafo38/cHdsPmcbOxLVYpEaA9MF/lfVRh/Zvw8SRQFdeCyzfDLTJGF8wIScFyRiIDlCHYzHAJAhJpAC4xgeBjQEThUhGJgDvQohLtdDgISP3ApzWcq9yUJH4RAr3dD+HM2WYhQBXgQGKlKigIgmHfoHQV+zYXkMetYWPA+tFvpNsdV+QP4WOSr2bC5Wa6MnQgCdAPuAj6EX0+Cfk/HH+jMH+Hc8jRwqwj1VNOd5zF87AJMAq5XZY5f5QYDt9Y6LLAAACAASURBVAPKBxrDIp/mYvEvFeX5t7CokAhbFVnZyZhidH8Hhq2Dk56Db75wzMzK9fkz5hujtDxzC2OScYOLWcwQhaHO9UVRf6vjO9G22CSNPvYpyG/tZYJWlnma9QlQoMNrfpjE5EJfwtM9jM9Xqv5S2d/GxPtCBbQxaGfHp9DVNC1sPsvg/750TXzdx/PipTk6nj1BP0nXjD3MgF/OnPwctH1qY5edzyJoC0ygoXmgJ8W2wdsUE5NK5VqfeXncaFGDjXjrA59V4dKvgpqLoMfA4lXQb10uzCFLliojhc5AZSb3RXbAhsQ3zF7Cnca8xI0A1257vCASLfRFC5MfKpylpuyS0PBti8sSZMpabCtzLiDQA2DJTyYYjp+RFrOzL9OPnFgxfUhyrV1mng1eDr3npZ9SIXrOXrEEPhobdvuSb4PuBroa9PBcngtmY65LSDAoT2TsBq2AvvPCft/E+9V2aIlJK7QWdBBJpqsBPSqZ/kigvF6YNAi1wuwn9776K6BbA9CbQL+Hq9YGMRdBL8VEGO2Q7WuWJUuVmUJnoDJT+hvm/MLyhLNIPdMVemmsINJ1R+SeG53PolLXLXAEwvNdBM0ihTarczF8eGbGVxubhVYvqSwLYbpajmxIixJMv+QXwuCsiuxaNq/BaIBAjwAtSleblvk+0QdB7w+uf/usysRcAH0K9MoU7msFujRM7ZZHpNltJkiP7plifwh89zV0fSvVdSzybr9wNoz4Hca1zUxflE67FP3dUVOgU1FsX/VeCfOnYfLxPgB6qN/POiZt0HhMoLADwporlixZSoysT2CoSM9p2vFfag99psKj+R5+D049bYH9iPj/VQHWS8Rev4pz7xMYf/Y8YDnG3/B/wChibfuXA/8CXt0L8vbKfHCD7IYIDYC3gLGqPGn8LbMzOIC/SNcHzOv+DT/7xWE4KN4HFv8Ap82CvYIM5pIWTFCQ1ve6BzJK32dNlc9EWAOcCbycJrsZgQhHAp0wPp9pI97v9M/f4Z6j4JHmQJEfdbhBhL0w/T4ohdvnAL8DxwIz/eQrcbj5r91cDdptU535U2plFjSC8/aAJ1uY8hYC/zhbpNN8+Glpec+oR8CnCUGug+51XtbahBZ4qlHku5EYn/+S2GL/2hv6r4D/NFTlV1NaMX4FmRJhD0zwgS3A0apsSL+1FhYWgSJsKbQyk19mQeY074YtcN5Mt5NM73oGKfTUWJ/AaPPSUVG/9dVY89ER6sV7LicY9mdcdQ/HJMhXX5NcoHSTjLufTPdf76RF2SPs9qUxJ54BHRI2Hw4vNYyZsp4FOtTRCrwJugz0d7huS5DaWNCLQKeF3Q8J8loV9DPQiwOup7Vj0nhigHWMAH04jfuvB30gvLHw30ogdm0sUhimbu8u0J1AG4Iei8kXOgh0LAxammnTXu/1fITLd6MCeoZLr/H3tXc0/LfmmpbfkqXKTFYTGCq8wtFHa/ESQXEesFqV47zrubwLPLRzpJ6bgGHA3ZjD/erAeqAGEU3MDudznHNddCTRIjy0mIdCU19C4ecinPQe04ApqowNm59Mw2g53nkUrusDPyxL9mTZKzonPNAHeFuEUzWtyIyZh6OB+TswIIN11gAaY9T/zUp97g18DywCFmPUH684/y+Hd/8dcETfScBdIjRX5TufygwKl2M0G/8NshJVPhThPOB5ETqo8omf5YtQHegHtE+jmGeAz0QYospWfzhLBkFEmt27fmRd+wozzKU14IULgarAGmAl8KPzuRJ+/z3zKRC8LIiquHy3I+p/f55hd03kyB4wdbBq+/vTLd/CwiJzsEJgiPAx31db4O2y62k1DcZ2MgtFFYxFUF0gH7M3HAWMxaxz1wO3EjERLREG8zDCI5h0E24L8vbmMGGn8MKfhwcnP9VrwAdAkoJ8RcLJx8PJ12iK+QLd0h+IMNL5MxcFwd7A8+qzeVQ5gl59YAUegp4q27zL9etwyh2q/C7yyUT490siP61KLY1I8HCE91HAKapo0PWp8pYIlwKviHC6+pteoCOwRJW5qRagJg3MAuAMQjHlDWJeLt1o3BpuBu7AXbha9BnQRl3y2orMbwGbD8xsCoRqVdzX3h2lrov+zs9n2NUstyq0OxasEGhhkUuwQmDI8Cnf16mYnEdlYMlQWNwOHs2L9RnYBNQicpJ4N3AdcB6wbTv02QrNdo5fdM4B+myK90WUnyDv2Ni6K25y2EjuxAb7QMP94eL34dChmdg0ZiNEyAdaAz38LFcVzUVBUISqsGQgDJkjstOMZAWeoAS9shB0MnrzzHTpAPc3grwDstha4A7gSVXmZ6pCVV4V4QrgdRFOUWWhT0UPAu5Lv5gZr8NL94r8MCTTwnvsvGz5N8ivDS+lOWd2wgiA64D5uAtXK5a7CYAGwR6YlIYIXeG2FjDoBxi/T5RP4HKjsN7cKPa7BV/C17X9eobNs9umrU0Ab2FRMWCFwByHCNWAkzDaBk+YBfT0r2DUcUbb9yvQCKOwehyzaFTBvMzXYfJED60Kl22HBdNg2Ymx5qS3LoHXekK7frFmey3HwOZjYxeJhcDqQpGuSW+C49vrlbA+83A3i7n8LPj6BZElQ7NsQ5spnAbMUjWRcPxELgmCUYcDh5vASc+29zKPDkPQKw/BJqNvOcYRAJ3/S6wFVo0T4RzVOJVGHIJ+D4hwInAKcKBfZSYKVSaJsDMwXYSTVFmSTnkiHIKZTy+mV05BIXTuCw80grxGYQjvJfNShJrAcrirRnol7lPbrHfjgTEYS5fRJCrQBX1gEg0RzgXugSanwfMb4JtSJvMA7QLjI7LeFe5lE8BbWFQQhO2UaCk9chzV5yR2bVkO5cMcx/hfFYZHOZXfUCrYS9kpDuIDeyxQuMTV2T75tgYTuj7VQDZl92d2hv/PwHz8D+jAgOsQ0DGgc7MxWEzsPI3Ovxk9RwZ8GxWM5Q/QRaCvg97rBJ34O2gz0Opht8f//vEK8HHDVqcvikA/Ap0IejfocNDzQE8AbQKHNw8yiTkmzP180G7h9pP2c+ZHwzTLeQh0ZPr8BJvfMNn3MMweD/2/SScAmbkvOshZUfS6tzRb3uGgF4CuBD04PB5Kxt87gE7Y/WTJkqXkyGoCcx9l+gPGws105XKF3cQEiamLOQkdhPl9GyZgTL36qjOLSEAz4HIyWgjTG/vjI+jmizChKWx7UoRRwC/ABudzkyasUYgL8e15uh2rgajbwttBv3L4QUbD0Uq3B24Ish7VbNcIRs/TEn/aaOSBsS67m4A1etkJrwAfMyYCfTDazwal6KjI3x32hauqBOh3PBj4AXghnULS1VaqMkGEXTBz/ERVViVf9z4N4YCjYd3x8EDyjYhBeimNykJq7+EuHeD+QsjbP3Wt5PwR0KAL5O1s/m9ExO+9S5Gz7oUKES7BOOm3VWVBeJzUbxCJDTCISJC499fA59lmym1hYZEArBCY+zgVuD2RCz1MVyZAy//AI42NwDcIsxBuBuY6RU9Lyswj2pTMmIDmNY69ItWNg9cmpMGBmJW7DrCr87mLCMXECoYln1F/d7jAXbD8fqwIF6ryZ0lN8RuVkbhvZkvMandvK1JQWIkWx+OBFap8H3RF2S0IRs/TkuBKpefI3E9VeT3jrGUFvP2oVPkdWOqQK0TmvQN5bWK/TU8YiQhNjRpDs8Oh5hmqN6Ts15usUOMFVf5pAk4tek/k8q+gzu7lCZQedT+bjtmm0z+Fxn2gOtCTyDrhhxmg1wFf7bdEmInZq0RRn8Ph5vrpHgSYNfHoabC5UzaaN4rQG2Ofeqoq34TIRzVo0DjyLisRljcD09+qRGuchUWFghUCcxhONMojMNEoE4J75MWCU+LTOgwC/gHc8hv8lpe6MPPTav/8B7w0CLPeVI2LJlkNqE2sYFjyWfJ3Q9h7P3fB8oRuQHcRdmA87n+DQXlwYa3ICeivmCA6txGbemOQ8/dhe8Gub2VhwIugcDbwUqYqy15BMHqe9iRZP6OKjvT9qFb96KdPkofQ9Gh6z62XUJOKtrLgv3DhUHilm5tAKYJgIpzUNHTs3f7VHdM/jWPfc70xvuF+zOX9D3J/D2/dCrwF/BlLGxpBXv3461M5CFg4FPodnKngLolChH6YUN0nq7IoRD6qAv+By4ug/3Z4sEk29ZOFhUUaCNse1VLqBHo66Pv+lFXij3H2R3DMCjhzq/GVKPETPL8oNZ+L2eNh0K/++QReUuSnL0JZfi6O79lOoLVB94YOn8f7Qpyn0OZP8xndX9E+lsElDs4WcvpqMWirkOrOGh9Bd7/YtsXm2UrNd8lSdP9OvhSGbvPrPRCEr5ufic29+Rv5B+gW0B2gW0GLQX+C63/3q+5y+idtnznQA0Bfges2JTMGfo9Zoj7vwc7raJ/ISz6Bxd+DNsk0H6XGp6rj5z0ddOds6CdLliz5R1YTmNtoizklTRuxJpxHT4HnSpnHPNwI/v6JyHFvJnpqL8KxcFR3eLwNtBuSbtQyc+o963m46ixY/aM/EdDKNE1TYKtDG0V+rhPR6OB8NgUeqWoizA3FRFotycPYyLluj1LmsBUSB2K0EX7mNksIqqU1gpf2hG+uDCuCbCYjBlY2iNAYOt8GG8+Fdl386V8vM/PmLUSoocofyZe5fp1/2kov/r6ZDfwd+F2jUhiIvPMUbL7AP/NGT1/AolR95kT+ckDvAYyFqcPg+6mJa+P8Tc0QbDTc8uGujR64HCbvwP9AywnyRBXgEWBf4ExVfoNw+8nCwsJnhC2FWkqeIqdx12yCjm/4fRoHZ612P0m+KOFTd9A8J+JhZ//4+kvbdGQw/Vle5NOOM+P75Maov70iQbYtrqgnppG+G7AY+n8bZjvN/Jg9Hgb/YSPXVTwCrQn6Oehgf8v10ipdtdbRrk0FHQx6IKgkwGcefPM5DPjFHwuI5LRefkdRTlXr5hbtE7QG6DDQtaDjQevGX5+YlqkiaaWCjryaPD9aBfRh0A9Aa4XdP5YsWQqGQmfAUpIDFlCahNg62qx2X5A6J7EB0PtBn/S37doadEEiG7Fg+t5toS4dXryXxo7NMDXmgBXPJDQTc9GfMaocJrkVnTCpDp7z+/kvax6D1gHt5myIl4OuAH0U9BzQ3WLLOPYp6PouXPkjzJkEuzc23/X9GgYvT10IS/4581NASr3+0vf0WQWLloO+DHpA2PMpmwgu/sxPE970eFEBfQB0Jmh+2H1jyZKl4Miag+Yc/Aw44IUNs2BkJ7iZiGnKSCLmjXmUZeIowunAWcAh/vDzF3oCT6iiPpebINxMkOYvh8sw5rKNMN+XBI6JNgtNP4x69iETczFZBBfG3iI8OGHyTwKO9Pv5T8B893ngeScAy/7AacAlwKMiLITZH0P3rnBvg8h7oX8r2KqqMy8UoRHwCdyzPCD+XO/Bp2cwUv+K2+DEc+Dt/5Vvfuv2brinHlz8luoLZ/vBV0WAkwLkZti3RTYkYHfm+D3A4cBpqmzKZP0WFhaZhRUCcw5em9xGPvqdLRkKha1gbCMjyJREwixJ/7YZ2HKwW8RQEeoAjwK9VNngBzfGX6LVbSZi5+yXRWbH1ZsJeG3GzK/tPPIiQraEG/cf2ShweUWQ3fhzSAxZpAkRDsGcrLQJalOaiNDkCJ/fOHSvCDWA4+HxeyMCIJjPB5vC4jHAhaosF+F3jACZUpj/sH3WnCikvYDOqjcnwIfXu0GrBsBeTkKENpi1cjb8cDz0mxRmhFJHALwTk+qnrSobM1W3hYVFOLBCYM7Ba5Pb7HAR3gL+DUxW5bdUa3CEnTawZozR+G05Eu6tHskLdRNwbz70dtP43AdMUfUnYI2Lw3wX6HdoWGkXytiMOUF1CgqhX+lw8xU0jPaaVdlweh0LN23tVb/AIyeJcI4qE8PjzSJRRCU73xeatYKTRqqe/nXYfEVDTcCYGSLrfoK8g2J/jTsMeQ84kRSFwCxBiXlDAvBapyriYVhyEKEAuAM4E+ivyqvwBGEGk3IEwFsxeYdP9esA18LCIrthhcCcg1dUtIXt4eZWQC/MKfUkjED4CRQ0MhuqsqMlipCPkfQaQXEj4EegmsmhNLF6eSaOIpyDyVvYyr/2ZqPJoTcqS2RIEXaCCbXhut/gtp2zReD11tY+UA94QoRuwEDNinyClQ8R4c77XeSRt2+QSPeXsvM5SkjgeR9oAzycQcb8RhJCoNs6NXx9GO+GROZc5nihPTABeANoGa1tC1nbOxojlJ6iyvqQeLCwsMgwrBCYYyhHyPgOeE6EfYGLgadh0Q44fze4a/fIYjzkVJEPHoUTooQ+CjHJhpeXopdh9a5w1+llbXJE2BsYD5ylyhb/WpyNJodlI2zTraAhQk1gErTcATMPg3Y3ZpPA69H/RSK0Av4PmCvCFaq8kHHmKjE8hLvopOe7AYdCt3EwPmcOfhJMV/A+cJMIEp5Pc9pIWAiMX6eK18NDreHBA4CiQLmMQnlzLnN8sDtwN9Aa6KnKjEzVXR5EuBHoiklKvy5sfiwsLDIHKwTmIMoTMlT5HrhFhFvh6jfgqf3iHfSv6g4nPAJ8QETgW+e2QRGZMTNi4rgO48bwzW+wPc8sssXLMfmEHlLlEz/b6n3KXmWHv/VYJAIR8oAXgfXAhaqfbSOJjXmYp/KOifRVIkwB/i1Cd+AKu/EJFpExb9MWCvcy75A8IsJd3Q9E2AHsBnwF+Xvm0sFPgtr/RZj1thBYFgafPkABSVSQLb1OidAalk4R6f8h1Kqdmec/fEsSx/pgPPAccLAqmzNRrzc/0e/gOnXg2nxo1lqVn8Lky8LCIvOwQmAFhioqUqW6+4Zq9UpV7kqsnJJNzvy7ofAMaFkTWuwMB3SC+mdAp4VwR3Vo3iVZHs2C1PRu2PVYyAfWzIKFQyMbA7dT9iGr4PbmIjwPXAkFVbLF3CfTyKRQ5fiyvAYsBvpoVILqxO53O5W/sLXI0V/CPhnaFIIqM0U4DBiD0QoOVGVKkHVWJsTOyR82wqmt4KlGkTEfBBQAdTABfzdtALoAS1TZIfKpz8nOg0cCB3MqwvsYv8CcFAKdNiggkIo2s+AHOB+Y3ClzWjkvS5I2nUUYC0wBPlXF90NFEeoB9wMtgK6qzPS7jmThkZS+CCbXDCspvYWFRYgIO0eFpWDJz7xpcNgUGFoqD95QhUEKvVYkm4vK5JLqVBRf5vlF0WW55bwC3Rn0JljyC/Rbl0256jI3tpnL0we6G+inTv7HKv7MxSKNH/vMjp2Te3IR6DOgu4c9ptlMbsm/Xa5pDW2L4QaFUU6OzKHOWGvUOI+Ken8cNiW+nuzKP+nTXBsI+njYfKTZhj9Bq6V2b+ZzeHrXedZU0FudvLMrQR8EPQ10Jx/6SEAvAV0DOga0ZtjjFuYYWLJkKXspdAYsBTzAPm6oTBL5Bc4G7saoTV7nlBYSsyBFJ1vXpBclOP3FyrqoZWpBB90T9CvQO9NJ1A0XzI7ldVRaY+9j+3YBvcfZDHYMe1yzkRJ5j5hrehTHXjPMeUcMKfXeGBx1zVFT3OvzJ9l5thBoS9DFYfORZhu2pioomcMD1XgKLiE6TL4Uhm4re97q/qDXgM4C/cU5EOqeSqJ00Iagb4B+Cdoq7PFyGYN3Mj0GlixZyl6y5qAVHP5Gq9xWDa7B5ICvDpwDPIaxDkrOZ0eEunDIkSbOgJu5Tsu/iVBflXJMwPIKcsl/yF94mTq1OsaJQjcX+FE19UAUIjQA3gaeBUanUpYTfrwfND401r9zB9kwdmoCGQ0RYTLGV7AbMBgKCiqrmXE8vHyrmiwSKVlHhgHDib1mNDAC2AhcBkwEtmEyJXyESUnWoHbp2ipocKUFwK4iNFDlx7CZSRE7MC/8FBB82ohYU+RfN8KDraG4B7Tr7LX+qfItcDtwuxPgrCPQG3jMMeF9EXhFlTVe5vciVAH6YSb83cCdqmzzq11+wCSmb9jMpu6wsLAogRUCKwH82FCZxa99bSP0lfgS3IRZK68leiEpY6GsCXQALgJOghq/mD2F26K08y7APBFWAW869L6zYY+qo9ZhlXFRM4JVrVrubd++FRgCHApUE2EuRiD8yvn8Wj3ySMZvou7/GzS7X5U7UuSzLmbS7AN57eHCx6FlIyP8zwUWAgeW4j+csVPlfScx+W2wZAGcuwPu2TvMqILZA68DB6oBW4F18FsB5NWKv6YIk4LsMcweOdo3cDcq+rNaAlV2iPABxi/wf2HzkyKSSBNRGglFUU0Z7v5uw36GZz5XLU4oErAqqzApHCaIUBtoD3QCxol88x2c3yQ20nafs0V6XAbP9secjJ6oykI/2uMnRNgTeAV6fQr9/4AHK0EeWwsLi3IRtirSUm5QxPSwKMqcq5PCeQpnqfHtyy90Nxu79Af48hnQn0HfBu0JWlCeTyBoVdAjQW8AfQ90k7n/o7HQ6/sIP+H6lWV+LHQX0P/Cdwuh5/JyTJ32Am0HOgz0P6BzQLeALgR9zunbDsaMyW3sLl+bal+Cngr6A+gdoDuZ8s8vKsXvNmMumF1jB53fzAZT1WyhREyPva85e7u36W/b4mwY78z1ow4FfTBsPtLg/1fQvNTvLzHzPfdDGPE7tNjPP96CM48HrQHdZnj4F+6A90aDVg17fDx4bw66GPRmUKmIptaWLFlKjUJnwFJukPHnKIry8RnmIbh5LcSXfgG6b3y5+YUm4Eyb1dBhNRw1xWtRAs03Akv/b+IDjIxQc3/FXtRAm4HONUKg7pLKgg5aHfRg0AtAbwd93fjDjfzDj02UEfj0dtAfQdtFvvfcpC3Ntg1JGP5L2UyJ+wSWvqZHMRwxzQSKcevPvt+DHkWKwYaCa2vZAXBSL/vBDnDthiDKzky/jNwK3d7zg3fQmaCn+8ef1zPb7T0/xtW7/Buy9nAI9HjQ1aB9wubFkiVL2UfWHNQiQaxaafIDjgbGETHrwvl8uBGM/gx2qu1uNvbLBjX5C2PgmNZ1ToQDVTYBr4qsuRLy9o/80gi4GeiyQHVmRfMj+gsinI0ZhFHAg6ooJG/qq8ZXZZ5DT0fK//YDyGsde3XSvp7NgWeAlcBhqqyN/OplUlivSHXyKcm0IXgE77+US0jEt9jrGvPrrnNhc358f8pG4AmgjgivAi8Db6tj9p1piBS0hjOnwo35xn/xQCDvbJGC9qrFH6ZZdiF0vAcm1Ia8k3PJxDhianlNdcg70SfeJ2OSlE/zh0uvZ/bAY0S+eBK6toH7GqZu3u1VfnWyxQc91px/p2pwy0HQ5AJV3gibNwsLiyxE2FKopdwgc4rabYs5+bzR41T/4s/g5ElBm9FVtjDXGLPYW0BXgB4TXD2p96sxM9JLQdeCDsAliiic+nyujFuupimIaDs6zjQa1tM+ygaNk0kdUTpyaKQ/HQ33UNB3QItBXwbtA1ovs33Xttjd0qFH2marufzeCoJ30CaYNAq+mFF6P7NDjoa+c9Plv+zot+GPoXv7e30f9rNvyZKl7KXQGbCUO2RMNaNzfGncgpqJzXOubtBTa6vuATod40u5Z7B1pdavoHUw/oXzQFt6XFMNFs6C/utzZdxMf1xXDOfP8t8s0H+TQ/fxK9mkht/PiZouO/PpfNBnMSH7Z2N8Vw+JPlxIMG9hwv0Mxz8dyW/ov7CWyybGQfGOSaVwUvlzJrHnxGuO+cW/ex7M8J8tw1vuHjJYsmQpHLLmoBZJYOFQ6HcwXN/URAaNjvRnIoz5m5LCHZmoIxsgwlHAJIx55UhV/gyyvlT6VYQTgKeAl4CeGhV1NNY0aY+94B9r4cUjYM7/ZWrcvCLVJnKvE9F2DXCxKov85emsd40Jdcnzc1lrkYI26fWFWxqHEvPtCU3NuIaXdiHRKMWq/IKZ88+IsBNwAnA2Zo6JCK/AxNnQaVSpKIcx5n3u0SL7HSNyY0/4v12A/aKoGZzSDKpiUlgEkbokcybG6cx793L2PBhGAn0w5vfgD++z3ob/PiSyZmVpPlN5Trzn2NKNhv8qDvUE6ibNv2rxhyIFh8Bm5x05LYvWHk9z+6wwVbWwsMhChC2FWsotipy0tvvImJudnRXmZhWJHNPKfqA/gXYKm5/YcS85kW/UFHQ06CrQDu7Xl9ZKXbw0k/PED40x6CJQ3yIYmjJLNOpa6sQ+Pml6cuV6aTtKzLeH/wx6G+g5oPuRRcFYEhwLwSRcvx6uWuveh5fNB70LdDwM+M79mut/dTTrD4EOB+0I2gJaP2M0O2cFpAnMjAWDX/W4lzNUTSCu9Hk35ZeObtxzOTzZDbQrnDPHj+fEPSrxUC2JaB32vPZv3Pt8ZTWBlixZSoZCZ8CSJUsRwqR/eNIxrfRV+EidJ7fN4D9+gwXvge7tfk/4pkl+8BCMENhxrbuw1mF1MO0tMW88513Qm0BfBF2O8b37APRe0F6gh4Hu5D0HgomYmVpbvQTeAYsdwe4fcPm3yZgARub5dIVeGoSwBh1awo3bguxHv54973La+BKF2bv8q34CnQLnbvHjOfGuJ71Dl2wiM+cXLYFLluWKub0lS5bCJ2sOamERImLNtjYXw/j9YL85wDGqbA6bPwM3M8Nba8Jp36t+tMr9nmwwTcoGHmIhwt9AdnM3C/w1zdLdknHfBPTGmGu/3lOVoihedgcOA1oBbYGrgEIRFgJfRujkX6DjK/FmlWFGtfQyrfzyY1XGAYjMPQo2N0/U/DJiDr3bu/BnFWj3J+yxCtYu88/k75WdgfmqBBgN169571VOnQWqk30wK/Yqf/F8VTqLrFkNm3dO/znxqqdB7SQLykqI0B8YAM1OhMnV4LsK7SZhYWHhH6wQaGEREkw4+qOnwtH5Jsz4OcBd6+CZG1SLs0QABO9N1F5lbCqzIcVCNvAQgQhtgWfgj09g5DEmrUmJUDUS2DArnfJjfTr3aAxr60OLfHhoC8w+o/RmUJWfgbcdKuExDzgEIxi2AnrBiYfC1dViDwHC9jF0E3iNX3Jy3bxKogAAIABJREFU15RGcSEgwAEaTJqK/YFvAyg3Cju2+TPvg35+yit/wywY2Sn95yS73gPpIvbgcOeaMLoQmrZW5QcohhD9fi0sLHIMYasiLVmqjJTt4cYjfGrNVHxNsiGCK0zuBUO3ZYNPIGgPTDj8E03fdCqCEWr89UYodF8ZjGmg1gB9DfR/pBiKH7q+k4xZZebGt/xoo4lGJHX6qppjht0tOJ71ZtDRAZZ/HixZB71/jJ33/dal5hM4YENQz3B57wj35yR5Pz73eoZshTMOCnP++tdnPZdbk09LliylQlYTaGERClqOgUfzY7UrJZEcsyOamwhnAONhyBIYWBvub5SoRiVWK9W4KTRpBVu7ZMo0SYQG0Pk22HQetOsEbbrAl9Pho8GZNo8SYTAwHGiryjwoRqSgDaxxzLZqVINb94WJ6/yuW5U/ROgKvAI8JsKlquxIrpSVP2ajJiWRaKOJRiR1MAD4CXghLcbKxv7Ai34XKoIANwB9ocnJMHETLHDm15ZieOBEeFCTK7V4IywDOr4ABbv5bV5YXjRi5/c25jlpWAj7HQHH9ladklT97vU8UA0OGw708qMtmYObaf59DWHB3UDnEBmzsLDIQYhqkuuChYVF2hDpOgNeODn+lxHAjKdVZ4Zm0iPCvsA9GH+xQapMjZggpeZrIsJjwEpVRgbDdUxdVTEmjtNVucX5biZwlSofJVnWIqC9JpgiIj40/782wpGnAGeosryMeh4DUKV3MvwlCsfM83VgIdBPlYRf/O6pFkb8CefcA8denUxZ2QoR9gS+Bk5SZUGA9XwFXKrK5z6WuRPwEHAwcJYqcX66IowAjlSlYxLlXgO0UOUSv3hNB85hSkfg1HTnnAi1gC+AEapM9IO/TMB73ej2G7zZwvr/WVhYJAMrBFpYhACR456C6RfEa1c6bYLZh4SxmDubyaGYACH3AbdrVN6/NMsuBD4H9lfFd41XqbpGYXLLnabKdue7F4H/qDI5ybISFgLdhaXrf4eNx6k+8WU59dTCBGK5VjUYTZQI+cCbwCfAkOQFwehDgMP/BeMfBmYC/yjp51yFI4RvVOXKAOuogolqspcqm3wqsw5Gc1kMXKAewaREqAF8BVytyssJlFsdWIoRKuf4wWu6EKEa8CkwTpWnfSjvSOA14AhVVqRbXhCIP1TangczOsWvG2OBt0M9PLSwsMg9WCHQwiIEuAsMA7fDjHaqK97JPD+cDNwPFGG0f0sCqON+YLMqV/tbbvRGSf+EcYdBk0OjNSIiPATMUeXBJHlOQgj0EuzbJbQ5E+Fo4GXgcFV+SIbPRCHCrhgt6VsYgTPlBUCEAmAKsAEjgPzuD5eZhQhHYUw0D1RlY4D1NAJmqtLAp/KaYISY1zFa7jIFcRFOAR4HDvISFqOuPR/oq4qL1ik8mGdk6cvQ+z3YrW7pBPMplHcdcAZwSrYdZLivEZf8CLvUgwerxkYAHgQMfUd1coBRZy0sLCoarE+ghUUIcPdTeaQuPNEdyJgQKMLewF3A8cBg4KUAzftuhWVfi/RtArV3S3cDB14bpcErYWINJ1JeCdYAeyVf9hV7wfL/iCxb4saro2E5EjgBjv97OqH5VZktwnjgSRHaJe+7l1AdG0Q4DXgHZtcQGVo3omVIbixUKRahPfAkME2Ejqps8JvnIOFo5+4DrgtSAHTgW2RQEY4BJgO3qHJ/IveoMkOEj4AbgWvKKFswFgE3+8GrvyhYAxfVhFe7+5Su5A7gdOBq4DYfGfUBbv5/TzaAvxfD2AKogqFBQF3C9tG1sLDIQYQdmcaSJUuGQGuDfgd6UQbqqgY6BHQd6K2gecHXmV8IA37xM9pgoomxQQeCPpAcr26RC884CPR00DGg74H+CvoZ6D/h3Pd8SE5f1UngPjzYsbj8CBMhMf2xAK0Ceo8TWXOfoOeRv/2gvUFnglbJQF2DQB/0oZzuoGtBz0zh3nrOvS3LuKa1ExU38D5Jnv/Envck+2Rf0J9Ajwy7fbF8dZnhHpW33UdhR162ZMlSxSCrCbSwyBKostGJ5DhDhK9UmRtEPSIcDzwArAVaq/JNEPXEo+UYuGPX+Hxz+dNE+ACoUQ7tFP9du50T1L79BMkk6HY7hZ/QFO6Yg/GD+wC4BZiljn+XyNRC6PdWcnnpYqHKdhEuAj4R4W1VyvQlTB1zh8D06n7k/lNlhwhDMRFQPxLhDFUW+syw73D86W7BmPv6rnV1QVqaQEdDdzVwBdBOU/DVU2W1CDcBD4hwkqqr1v9K4J4M9UmS8MpZmnpEZVW+F2Eg8IwIrVSTzkbvO0TYB/be1z0q76/L4OMLvKKqWlhYWCQKKwRaWGQRVJnnbKhfEOEI9dFEzYmAeAfQFhgGTPTYBAYErw3cDoDZwB8J0tbI328/DFefn0D6giTNQb14/fpD9fCTKi/kfaJQpUiEIZhN6eEaSNJyfzfTzjy6U4TVwDsidIGClbFBLbJuozoaeFGVLzJU3/4YH76EEOvrumYV3Cdw2IHAsZqez+hDmNQIlwBPxNZ33D1wRHv4YKvIl69l2XgRVOJ3VSY5ps3/gmAi9CYCEXYHrgUuhUuegwFV4YHGpQ+Vkkx9YmFhYeGOsFWRlixZiifQ+2H+G8b8qUu5ia7LKasq6ADHDOwu0Pxw2hSEKVdiSelB9wf9LkxeUxi3p5IxYQ17LKL4Pt0kLO+zKltN1kAPcUwAd89gnStAmyR2rdu8HrTZrwTnoIeDri5pf6LPUdgUJJ+g+aCLQbtlvl1aC3SEY54/AbRBpL3HPgWd01oDLFmyZMmNQmfAkiVL8QSHNofBv6e72QE9yvFZex/04HDbFMwGLpGNEuiuoBvD5jXJsasNugz0rFwZi0j5Z00NW4guo1/F8efsn8E680B/A62a2PXBH0KAjgd9OFP1+cd3yfPefzEMXOTnMwl6NCxZC+0mp3v4VjbvJWW32A/0CtBVoM+ANgu7fy1ZslR5yJqDWlhkJXa5EW6pkarPlmNWdCtwNiYS4H9Vw03q7Ze5pFu5lN8nG4GaItTUBFIZBMVrMlDjI3oRMMnxVVrtX9kl7ds0AfY/Bj541d/2Va/pt++WjzgXKAAezmCd+wFLNOE0BP77vrlgBCz5VmRYQ6h3FIwDegKNgqrPF5Q87yLsC8yB+1aVc0sSKFgDFwhM6exT9NG/4B7JeMS5sOADaPF3zZJ8jBYWFpUHVgi0sMhKeG0Cjz5FhG7AdHX8BWN9h1avhP+bC6cOAyZhcp9lTdj+sHxZVFERfsL4BS5P7J7w/W5U+VCER4B/i9DeT0HeCIL8Exiu6nc7g/HdShci1ALuBM5LXCDzBQeQVFCYTPRfQR3oATx9enzOuUYB1Ocv1AR0mQf8HZPn0Qe0HAPjdvcjYJJ72aWDTY2pBu1Wqs60AqCFhUXGUSVsBiwsLNxQsgmMxmbglx+BS4EfRHhPZOZY6Pa+SVL+wsnw5gXw8mh48FJVrsgmATALsAbYM2wmUsDNQB14/0aR454S6TrDfBYU+lB2LQgiGuL8EXDlT5E5nHyk1IBwA/CuKh9mqkIzTn2vg0GHJz5u80eY/oruvxFb4XQftZctx8Dde8UKJaMxsWKyZrzKwzPA+f4VF6QGNiPaXQsLC4uEYTWBFhZZifkjoN8x8ekGXuqu+kSRCLsAbeCpu2H8vrEbuVtrQrvzoH/CkQgrCZJOGJ8NUGWbyOirYeMMmF7VZzO1WsSfNqQNo2X8eg5cVgt++yMbwtiL0BzoCxwcbD3RmvmlG+GsVnBPI2fcGiUybu7myLd+C20miXCBKm+lz6mXUPLVL9BuatjjlSCex0SlLVClOLbvU4lI66WB/XlN+qxmp3bcwsKi8sIKgRYWWYjyfNLUpA2YKrJmOOQ1j73bni57oMQcNAcx7bKIAAg+mqnlEYAmUISacNCx8HQTVdb5XX4K/AhwDzBWFR99yErXU9rvayQm4n/y4+Zmjuzk0/yfCHdgcvmlYR7sKZRMVZ2ZE+kHVFkv8vVsuO0NkV+Bo1vCvflwIKkdlLgdvl2zCR49RIRGqomZkidedk5oWy0sLCoorBBoYZGlSMwnzZ4uJ4Gc1AQaBGZKFpA5KG2AuWELgBHN0IEHw56F8PJg+DqA8ks0Twfmxfp9VcHnfIzvinAMxgfuMBEuTyTQkTtyXygx/d/jYHionrtfY3IHJV6Hb3BfZ+BjEbqnakocKXvRPbDf2bByHayfl0pZFhYWFn7ACoEWFjmN3N/IZRBriIQ+zDEEJuwHJQR2AF4NoNyE4R6N8YfX/Yj06F3+pdtix6gKfo+bKstFOB54HHhfZOggmD0oWRPIbIiAmz5ajoG768X7NY7DCIPJC9weh293i7AAeEGEG1R5NHWe92sJEwTy9oDNnaDfwX7NSQsLC4tkYIVAC4scRsXYyGUMa4CjwmYiNQQm7NeC1M0jXXywJkDLftCmK3z1lsgHheHNRbdojH5FevQqv3n1WKGvJ8Yk9Gb8HDdVtohwHswcC/IhTK+Wiq9oNkTATQ9eGvIdzt/+WUWoMk2EE4BXRDgEuFKVP5MrxWtOVp0kwihgMVCkyh+l70zf39HCwsIiFlYItLDIceT+Ri5jyFmfwFhhv/4+sP/h0H6k6n+L0iw6ZU2gSEFrOHMq3JgPE4H6QOF58EgVRyDpAP0ODE/Lsf9BQZjQRjbj9drHl98HuPw3eGhn81tdYNlyOOVLaFDbz0Mak/ZkeIOIAAj+C7rZDi8NeYkG1l+rCFW+E+Fo4FngDRHOUWV94iV4Ca216wFXAM2AhiKsxAiEDr1UDN1GRoKA+Ze/0MLCovLCCoEWFhaVBTnsExgr7IvQFRglwqTktRExSEkINILQ0Y4A+BgRE7yxVcIWSERoYpip38xvU8xYE9BxxJdfF/h6GrTbnBnNfGVPO+CmIe+zCdbPh9sOg0Mu9+GgJAaqbBDhTOB2YLYIHVVZkNjdXkLrp++V5OoUoTrQECMQNgP2g/e6wfgGYT9bFhYWFQtWCLSwsKgsyNU8gW6YDAwELgfuT6OcFKODthwDRzsawNFETPDCE0hEyAeuBy4D7oJp18KKqf6a0Eab8/XE+J2VtL+k/CVDM6ed8RIqipPQTuUuyjKHF+E2TCL5t/2vl+3AcCdZ/bsiU66FO08p31SzfLNuVbYBSxyaBiCy/BDIaxBbVmUS9i0sLIKAFQItLCwqC34GdhWhWpras9BhTAEZDLwtwrOq/JxiUSmag+5dH6oD24iNhJn5SLUiVAEuBm4B3gIOVmUlfIb//rLRmrdGmCiU4zC59VaHkFvPTagYvh4eOk6Eo1WZnTlewkEZ5vCPATOdQC5xPnb+1M2TIv8uhnkTE/HLTN2H20aBtrCw8B+imkaaIQsLC4scgghrgMOCzBWXSYgwHqiqyoAU7/8YGKrKrOTuO+4peOwCuAb4H2ZzuhwYT7xm7KXA/JZEOA74F7AdGByk0GNyDfadA/ccEr8Zb/d0WLn1onwUo1IaFB8CPApcq8rjYfCVDRD55iMYvR22/hlUMBXzLEy/IMg5Yca453y4LS9Tz5aFhUXFh9UEWlhYVCaUmIRWCCEQY4+4UISHVPkqhftT1ATOHwG3HgP/aGq0YeMxmrHeQKdNsMs8WLssKM2YCPtgfLJOwmRjf0b1r5CQvkOEPODfMPxPGFgE9xdmS0oWD01YkQgnAi+KcAQwRJWtGWcuRDg5BJvCo3sFG0wlE36ZxRtg2Q44cyLstoeNAm1hYeEHrBBoYWFRmZDTwWFKQ5X1ItwE3CtCG1WSNe1ISQiMmLXlvQZb86DdDthjVZCCH4AIuwDDgcHAA8DlqoHkOYyusyEmOfs82P94mFwPvsv6lCyqfONEsvwvxmy4uyqrw+YrEfiTDqHlGLh7r+CDqSzdaNKAVHGoJyZAkK+mmh2h8duq757rY5kWFhaVHFYItLCwqEzI2TQRZeARoB/QHROpJRmkGBimRBBkAnCAKgNTKSNRGFNMzgHuAD4BDlelKMg6nXqPA54H7gL+aYTs3EnJospGEToBNwKfitBVlU/C5gu8Bb3YCKzpaPCC19AZXs9qZZTRJbyOxKQF8VU73AN40sfyLCwsLKwQaGFhUalQoTSBYCIVijAIeFqEV1XZksTtKecJdLACOC2N+8uFCH/D+P3lAxer8l6Q9UXV2xMjdPZUZWom6gwCjpnsKBHmAK+JcI0ffoLpaOvcBb0Bx4k8cz10uRKucVJw7MBo165PQYOXiWAqLcfAw41itY03A6d86Zd2WIS6wHFANz/Ks7CwsChBlbAZsLCwsMggKlKaiL+gygfATEykloQgwv+3d+dRUlbX3se/m8mh6VZRmcQAEjXEdoi8EUGcISZ4IwhxCpoYQcV7o4kDGrUVURxiIAkOifP1KpiImoCJmAiiKKKYaFA6aDAMGmVWobEjAXW/fzxVVFV3VXfN4++zVq2S7qrznKp+avns2ufs3Q7oAGzJ4NDvEfQ0yzozuphxLzCLYEljv3wEgGa0NWMycDVwdCkHgNHcmQEcBVxhxh2hfnRpiQRxs0fBz4+F40fBCUvM+v8++F1rolttQHD/q97wt9ugzZeCwp6XERQZuozg3x17pzbL+rpgv2Zj6N+NwDWfwyXPpDZOfMHn58B+8bONe+2SjWOEjACedt/+QkREskKZQBGpJGuBrxZ6EjkyDlhkxv8muVSyCmhMYx9htKwEgbFZpXVr4OYVMOh8giVwX3FnY6bHSO74Pb4Ee/eBMSugb393CtpvLzt74yLcecuMw4CpRPYJrk19pHAQt4GoirA7QeNwGHtg60s3Ey3VXFYPa3rBbGIDxAnAkG6pzDB+O4YLZsJ3ppixJ9uX96YmtDR5BDARajrloXXD6QRvsohIVikIFJFKUo57AgFw519m/BLqf2V23kdJBA6ZLgUF+AjoYEaNOw3pDBB/aeCV/4b533b/ydwM55fm8S/4FGbUFLLpevb2xsUK7RMcBlxHsE/wO6nsEzRjXxjwjWBOk4i0BIHki6+0tFSz846woXfsctCzCQoPpSZe5VQzFgIzgYPNOM89+Uy4GYOBmwmunS6Bu9+CNU3/RlmpFhv8/Q+bBAOOhOfXmL2RtSWmIiIAuLtuuummW0XcwPuB/63Q88jd6zt8f/jxNvjEwT24P/OfUN0rznuxH/jSLLynb4EfkP7zB0yNzNej5j1gan7es8Iev5DzAh8Ovh78B0k8dnfwKeAb4JzXg7lc22R+4dsPFoFb/HGqe8Ehv4fvxTtPB8Gh78HZHvu7ix0O+X0WX3cV+KPgC8G7J/H4/uDPgi8FPw28TezrGTAVTp4b3Df/rKU+v+pewfvR+udYN9100y3dmzKBIlJJynJPYIRdAxPbJZmZyUYmECJLQv+e3tPz0WetmI+fSO7n5c4MM5YS9BM8FPabAntcB9W9YXM36LwGPlwJNy8PLc99FOgLj1XB1jnQq0/8jF6XXsDzoSI0r4R/E5vd3ADcArz1Kfzrz/DWZBj2IPTaO1JtM/yabwCOy9bLxp1GM04HrgReNWMk1KxtuvQWGqqAG4F+wPXAg+5six0rF9Vi4+2ZvKsPvP+K2cA5xdqWRERKi4JAEakgB+wEp3Q1W/wcrP6g/C6mUgocOkJWik1kuC8w0dLAbZ9mNq1Mj//xhvwcvzkz+kLP/bK136ylvYXuLAn2CS55Ar71JozdKSjEMgGo6g2NA+DKRlgwzP3yZ4MRG9YH++36/AJWnAB37xS7HPLZb8DNRwOPmfFX4Cqo+RRq58JdvYPHhoO7xp1gSCPUjg0CnVuJfw5ntdgK7jhwkxmLYflTcMbn8PPOkddxxUmwfCvsczNwhjt5Oh8h8ef4qC5w+ajcNL0XkUqj6qAiUhGCC+FDn4ZxbeCJY4LKhsPmJFfNsFSEA5poCQOHjDOBwXs35utw4ZVmA6em917Gq+L44zUwpX9oD1aOxTv+5Zvg3n5m7Jf740eY0dmMXwEvwIgH4YLlsfNKfb9ZbCXPJ46Nd967sxHOXQ037RS0mmy6z+/mKpjxg+hx3RtWuv/tZHjyqzBkGox4LrifOdh91XJ3/hfYD3gJlr8I33sDjuud+EuKcODThvjncE1HM3ZK5bUnw50/wIUvRwLA8Jx+Wg3nzHFncn4DQEj8OW5DJCtYOzG/cxKRcqNMoIhUiERLrD69z4wzgbWh7EAJq6+DsYfHFqoY93GCwCGjIDASXEwJH6tnOhmK+FUc6+vg3r2Bx824xJ1p6c4z/ePfOQSYb8aZ7mSlrUAioeDmx8ClBO0w9ncf9JHZ0PugZg5s2waLX0svc53ovG+6RLhrKAj7glSWoba0HDIUPE0yG/11+OOpQbGXlrKbjQRFYMYTCUQbgYveh3EbgRVmTAF+5c6mJF58knasiv+aO+V16XgkY1vdG8Y0wn1VkfdgPHBh1NwKvVxZREqdgkARqRCJlljtcyjBfrbPzXgTYm5LvJXqgdku45+J5gHNxg/hnkPgVyOByU0enmEmMFFwsfQXwMmpzpvmgcRKM44DZpnRDZicqyA9wfHvNeMfwHQzbgZuy8bxY8+XNavg2r/ACZcAfwUOd+ef0fMKLad80p1H0jtiskuEw9mncCYum20POu0ZjHc2zQO86Oxm+AuMC2myX/Bi9/tXmlFLsGFwmRn3AL+Emp0z//zlo7F8y5rvlwzH6NVAT4L3pGdB5iYi5UlBoIhUiEQXevNnAWcB3YCDQrfBwCXAvmasgGbB4b/c8VyV8c9E04DGjL2BF834KLREL6yKjILARMHF3ieY1fTKxut35+9mHAE8DexlxqXufJHpuCkc/wUzBgBPArVmB9wKu4xPN+CIf75c/R1Yd5b7WY8leNrOZLR389+bkwtwwlnkq/q0HKilI/zZCwczk4BtwNwVUL/9sxIvIxv9/rpTD5xpRm9gHKxYGnx0b90ls89fvAx6dlo9JC/6S5VJwC9D96cS7NHcI/S4RmDM5vzOTUTKUqHLk+qmm2665eOWTtl18A7gB4GfCX4r+J/AV4FvBH8BLvhHMbYXiPM69gdfDT486mdXgt+S/piJWhjUZf31g+8KPi8o63/wfsGxR2StJH8Sx6+G+mfgon9nUrY/nbYPodYEg9Ocdw0sfQcu9eTahoTbHQx5CQYsh5NeysZ7nKuWB3D845ExVzpc53C1B3NPbexctHpI7fgj5kbOiWujXtOlDkuiXtvgBqgelM+56aabbuV5UyZQRCpCor1fLWUM3NlKJPu3nRl7AgeC31Wc7QViufMPM/4LeNqMje48T8bLQevr4PwRsZUhw/uW/p7V1+/ORjNOgPon4OhFQQGT/GVe3dlsdt46eGan1BujRwtnT98FHiTSDL1j7xaeVAX8O9U5m+3RG856Aaq6wKb1cNxLQYXNxOd9btodpPfZS84unSLv5+1EZS97w9g5qZwXuXrtyYteqRBekhvOnD5IVOb0OFUFFZFsUBAoIhUjWxd67qwH5pq98So07lvIvUTJcuc1M04DppvddQ68ORK8jdkbX0nngjy4sB80D275ZnDR2obggnUPcvH63dliNnYj/DkqENtA0KvumDz0T+ua5N66lqxeBW8R1YKB4Hx5+8AWltAmvRw0st+w8z5wWD84rwP0BRr3hLEHBpU7i2OZcnaEA6cHaV7RNNUAvdDq6+DSE2DyHsHeyWsIWmj0BC4jtDxVbSFEJGsUBIqIpC3eXqK6rfDr9mbs7J56BieX3HnO7Mk6WDoDftY2NOd908+m3d0W7vgIJnXKz16qLt0iF/ox2Z8u0Jjj/mnZKB5SXwcXnQQzqmMDlvuqYUiigCX8xrYo/n7DcGa2J6UXFCUj/Pnr2acUMvIta1gHyx1OnwXtd4IVm+A4WsveioikS0GgiEia4i9z2+FGOPhq4GUzvuPOO4WeZ6xbjoLZbTPNmpgxHA7YG14eAEOuze4yv0SiA7EHyW/2J/PiIcH5MrweqgbE/qbFgCWpIDB+tdYJBMVFxrd2jJIU+fzVzg2WgBZ/Rr4F58M+893/MKLQExGRyqAgUEQkA/GWuZlxFnA+8JIZF7jzRCHmFl+yLQMSM6OaIA13pvuipeQtuxQdiKXWzy5TkYCj8wL4eB28XZ9ewLtuOTQOSCFg2Zmk9gQm+ruGi6mWXFCUlNDf5TgY2yQLetWnsPethZ5fMszYGbgc+Gah5yIilUNBoIhIlrnjwF1mvEbQZ+4I4Ap3thV4amSpJ9r1wGx35mV1aq2IzbzuMBgau+Qr+xPZb7djJ/hgYfoZz/o6+MlwuKWqtYyiGUbSmcBEf9dwkZGx26D+rtTnW/yaZ+TXroLbtkC/R8z4ljv/KvQcW3EBsMCdNwo9ERGpHOaek967IiICmNEJeAjYDTjVnQ8KO5+4vQ2XJVs0xIxDgVlArTsbcjvbluaR2evI97EiQeS+fWG3r8BLc2Dv6kRLaIPHH3wTDDgd5q+E6tWweUWi4NPsvmGw5Am4oW1kjhcCNYROPWD0NPcFZbQnsGVmXAJcDFPGwKNnZdZQPjfMqAKWAd9wj61CLCKSS8oEiojkkDsfmXEScAXwVzPOcmdO4eaTfrl+M9oC9xBkNQsWAEL061jzEOzcH/xjWLs4N0eLt9/urj5gvzXj58AmYGOT+y2hjHCiIPKAREFknMf3hvG9YfRAuKlZ8RszdoIxt8CsH8GQAdB1KBy8W7AXsGfUyOW1J7A17vzc7Olt8O5TkX2w+Wkr0prIlwKH9IcO/4EHGqChUNMRkQqkIFBEJMfc+QK42YyFwFQzfg3cGPp5AeaTdrn+/wE2E2Q2i8Ree8MVHWB6F9g2HGqON6sZ6t4wP3vHSLTfrtPewHeAXYFdou53AzALB4UXdIJrd0++iE1LRV7iPm8i8Ib70Dth6J1mA6fCw6NKvFBKltzQP34hpM+nmnEdsD502xDqC5q2SGDXcsYx/pcCH6bU11BEJFMKAkVE8sSduWb8P+DGIsgVAAAd+klEQVRRYKAZZ7rzYaHnlQwzehA0LxsUznAVXu1EuKJXk7571TBmllnNQdm7oE603+7V59zjB9Nm7Mj2wHDNNKjaPfYRLRWxaanIS/C8SMCxX1/o0RfeHQgPhx4br5LpNZ9B1xlBgFh8yyJzJ2EhpH2Bq4A9Q7fdzWgkEhRuDw7j/Gw9sD66BUyCbG+CjGOizHK5tfAQkWKmIFBEJI/cWWXGccCNwOtmnOrOwkLPK1psRmP5JugADDoCGlbDo/8pnmVr3brDdJq3imix714aUm8P4c4WYAuw1uydt6GxX/KZudaKvFR1hxHPw509o+bzeDjgiL/k96y14I/Aw+2LaVlk7iV6L1+ZHR3Ah4rw7EokKIy+9QC+1vTnZnzO9qBwTHe4oXtygV3mFXpFRDKlIFBEJM9CVUIvN2MB8AczrgfuLIYMW2xGYwMwBbiBUOCwJ2wpomVrq1dBX3J9QZ3JPspAqkFkvMePB0YDP3wPvF0kAIR4AUfTJb9BBnB2+8rLPiX33oc+ex+HbktbGzUUNHZke1C46Z4gOI+W6DzMSoVeEZGMKAgUESkQd2aYsRh4HDjCjPPc2VzYWUUvVZtEJACE4gsc6uug6qRgCWhuL6gz2EeZchAZ+/g9e8P6btBxNYxeEbzmIQ9AVZ/YZ7UW+FZm9inzAD7RuDjB/tjNwHKztxZD40HJnYfxAtO6bbDf5EzmJCKSCgWBIiIF5M4yMwYSNF9/1eznF8Hj34fq3rC5G3ReEzQYz87+rdaLV3TeJ3Ihm9+G7KkKXeAPhTGzgiWg4QvqH61qaalmIaQaRLb0eLOBaWSSKjf7lEkAn7xE+zAnrzHDorP88QPTKZvh67ebMTi0lFhEJKfUJ1BEpEiYzRkHs26Gc9s2KXZCNnrgtdbvLvh9/zdhRnWkIuVlNA8chhRVv7lIYNu1O7RvAzfuBV8+INNqj8Uqnb6F+eyrWKliz8M1q6DfFLj9LmARMDa0DDzBc2kD/Cb0zzMKVTlYRCqHgkARkSIR2rc1KliGmf3gKzJ+03Gv+CfcsRjGHQEndIapwJ3E2RNIsQcOwV6tJc/CpF1g06ZyrYLZPOBo/TVGnrNXD9j/MNjrFPcLnsrLhCuUGR0JgrsdgFPc2dTCY3cE5gAvuXNFnqYoIhVKy0FFRIpGeN9WrpZhJtoXtu0z4BFY3wte6hz0tZ8UmocTdIZ4Zy18OKf4A6qanjCyD9zxpXKugtnyctH4S36jn2PG+cBlZswqhoJE5cqdT8w4meDblBfNONGdfyV47BYzhgEvm7HCnbsSjZtsT0IRkUQUBIqIFI3wvq3trQCifpeN/VuJ9oUtfs2dx82WDoceXwsqbo5v8twRS4ppCWhitRMjASAUXzGb3EqhX939wIXAScDM/M+0crjzmRk/BC4BFpjxbXcWJXjsh2YMJQgY33NnVtPHpNaTUEQkvjaFnoCIiITV1wXLLU8lCMIaQz9vBC5Ynnmxk/D40eNGl8uvr4OFmyO/J+pxpVJApDKrYEYkakReOzH6Ue58RrDm+FYz2ud7lpXGHXdnMnAx8IwZ32rhsf8ERsDyh82+/ZTZyLlmA6cGwR8k+zcWEWmJMoEiIkUitmpgx94wpBvsuRp694DzfuP+0MrMx9/vm/CzpfDm8033kiWuttlyY/TiUrlVMAPJB8Hu/MmMFcBYguq0kmNBxp0PgN+ZMd6de+I/smY1nLYVfjs0qurtsWYv3AuHHVvZX3SISDYoCBQRKSLx9nqZcTDwJzNucuffmR1h6TrgE3eOS3D8+WY1B8GQrPZVy59UG7OXj6Aozg4d4gfBNR3NaB+nQuVlwLNmTHXn47xNtoK587IZRwKzzNgHuKp5NdDaifDLrrHZvind4fLvQuMH0Ni9cr/oEJFsUHVQEZESYMbvgXnu/DLDcboCi9zpmp2ZFZ9I0Yx9+0LXXvDrfqUTxKbHjFrgDli6B/x0F7itRyQIvvBfMO496Ls7QdAXUwzGjHuABncuK8zsK5MZuxPsx3wfODu6P6DZyLnwxLHNnzXiOZhzDgx/Fn69T6lU7RWR4qMgUESkBJjxNeApoI87n2YwTm9grju9sza5ImVGO2A90NedNYWeTy6YsQtBQ8fvAtcBd0PN3k3bR0DDu8BQYDLwHnCpO4tDY3QF6oH+7iwryAupUKG2EP8H7AUMc+fD4OeJ2rkEbWLMnjwPXrgeli8pvWy9iBQDBYEiIiXCjCeB2e7p798y4wBgujsHZG9myRy3MCXtzZhOkPl6MNfHyqdg6SdnAbcAs4Ar3VmfxPPaA+cT9P2YCVzrzhozrgYOceeUHE5b4gg1ir8JGAF8y51lCSqAbs/2mfEowZc5dxdw6iJSwrQnUESkdEwAZppxb/TSsRTtDJnuK0xNgUvaPw18C8onCDTjEOAOggbkw915NdnnhvYE3mHGNOBqoN6MycCvYdlis0v/BG07qPdc/oT2A/4kVKRnvhkj3BtejhSJis7ogtnRv4WjRsJLZvbXP+tvJCLpUCZQRKSEmPFH4Gl37kzz+UcD17tzdHZn1tIxW17aFnlc9rOFZnQD/g50DrVFKFlm7ArcQNBD5Brgfnc+z3DMPsCtsKw/TNkVbq7SPrPCCfUIfBC4wJ0nYn/XcnYw75MVkZKmPoEiIqVlAkHWYIc0n5/3TCDs1SN+SfsBQ8wYbUaPyAXu7FFBQYzZo2DYnEhvtPS4sxpYCRyeyTiFZEYbM84B3iZYwfNVd+7JNAAEcGeZOyNh3JJIAAjqPVcYoebwJwBTzLg0tOw3RP0BRSR7FASKiJQQd/4CLAbOSXOIvAaBZuwGvb8avwH92mXAYGAR/M+iHF7gPk1QFKXkmNEPeAk4DzjRnQvCxUOyfKR26j1XHNz5GzAAOBu4PVTgiNZ6QJrV9AqayjdtLi8i0pyCQBGR0nM9cKUZHdJ4bt6CQDO6Ay/AaTODZWvhQDC8jO3J77pzBtAFPngnh0HILIJ9gSXDjE5m/JqgIuy9wEB3XsvdEVevih+oq/dcIbjzL2AQsB/wezOqWvob5SqTLiLlS0GgiEiJcecV4C2CTEGq8hIEmvFlYD7wCPQ7D2YOhiHTgj5nQ6ZF72MKljX+8x85DEIWAj1DQWlRM6OtGecR/H0/I2hv8UDzZuLZVl8XP1APipFI/rmzCTiRoM3JPKiaDmM2x/6NrvkcLv4z9PkF9OoDtxKsGN+AloqKSEtUHVREpDRNAB4x40F3tqbwvJwHgVE9Dce7c2/w04aVwJmJn1VfB2MPb170IvMgxJ3PzHgG+CbwQKbjZUvzQjjnPAZj6oD/ACe4syhfcwnaDjSvRqmCI4XlzjYzRsPLP4MDn4Bz28EkYBuwcDN87UroNxkO3BV+QuSzMx64ENh9sFlNL/0dRaQpVQcVESlRZswGHnXnvuQeX9MLTp0BO+0Kr83PxUW+GUcBjxOnumFy86udCIcdC5+sg+knZ2t+Znwf+K9i6YMXv9LjNZ/BN6+Ab/zCHf3PWbYLKuzePwqmA18QLOQ6FRg9Daqr4HfDm1ffvSX03ytVQVREmlEQKCJSoswYBDwE7B/q/9bCY3NTXj42m9WuDdxcC/uc5s6z6Y9Jf2AasG+2giEzuhBU1+zc2nuVD8m2zRABMDvhJThwYLAAIDrb9+YCqP5PsA+wqVEEPej3QOeViDSlPYEiIiXKnfkE7Q+SuLjLfnn55sUoHjgabvwUapalO2bIq8AW4MgMx9nOnbXAMoKqiwUTruAIXYeqGqckb3O3SABI6H4C8Em3xAVjugM90XklIvEoCBQRKW0TgKsjZeQTabm8fHriBZa39ci0GEUo+/cA6bfBSKSgrSJig+aDd1M1Tkle5zXxP797ro5f1Gc88MOof+u8EpFYCgJFREqYO/OA9wnWfrUgUbbg083pHz0XgeV2U4HhZtRkYaywVltF5LbXWnTQfDbBhbqqcUoy1i2P//ldvyJYzh2uvvvt12H4NhhNkAXUeSUi8ak6qIhI6ZsA3GPGNHc+i/+QeNU3L1kPdw4wY6A7C1I/bDiwbLqvrXFT6mPFcmedGXMJql8kVfgmCa8CPczo4c77TX+ZYN/k4WY12/dNmmEEFVZ3A3Ztct/Kfx/fLfJe9SSo3jgJeONjWDNL1Tglsf63w7VnwPVt4lXPDVV3rQvO36vaBwVkwhVEF56t80pEmlJhGBGREhcKTF4A7nHn4cSPCxdxibQAgIa+BMVl/tudx1I7bryg6bIPYVwb2Gc8cGcm/e3M+C/gavfs7OML5vuD52DLFlj8WtOgy+zo38Ks05oHtRM2wK0fEQnsPgM2Ah+Hbhub3Cf472NuhafijK+iHdIyM26F1/eAH3ZI1MJDxYZEJBUKAkVEyoAZg4E7ga8GzddTeu4hwB+AKcDkVCpyJggsd2R79u6Wa+HJcyK98JLPdoX2Ob4HDHZnSSqvKf48mwasF30AZ/8vHNkb6AfX7Ac3xNkm8f3X4P/OJAjmNrqzJXtzyLxCq5Sv4Jw59BYYNBL+8kd4+eJE54rZ8AUwI84XJsMWuM88IrczFZFSo+WgIiLl4VlgA3Aa8EgqT3RnkRkDCRq872PGRYmXlTZ9bvwm8EG/wHl1sO4ZmN020fLKVub1mdlfZsD9j5mtX5tqEBkrbhGbvWDcqXDkT4GfwXOXQ+N3m2dS3nnbnbdTP2bT16OG7BJfbKuV1asie/hivjQYDmMPTPz5Wdc1/vLs9d1yPX8RKT3KBIqIlAkzvkGQzatNNRsYev4uwGPAVuB0dz7JbD6ZLU8LLoxHzoM7vpRp5sxs5Nz4vdRGPOf+u+Mix1OmTrLPrGYQ1D4EXXeFNRuh/nvuDfNDv+vV/Lz78Rpo2AgPfCXZz09LvQTdn1EmUERiqDqoiEj5mE2wZPGUdJ7szibgRGAtMM+MDDMImVYPrZ0YCQDDz023t2Gi6qiR0vmxVRZHPBfcKwCU9AXVZr/+ZzjhBTi+N/xiN5jdG4Y9Z3bhuWacCac/2TxL/cuusLlHap+fzSuCqqCTCIK/SQT//mRFTl6ciJQ0LQcVESkT7rgZ1wOTzJieTlEWd7aZMQa4GnjZjBPd+Xt6M0pUPTTZnmXZbEERrzpq89L5iZa3iqSqeYbvLYKKsH2BXu3glduB30OH6vjnedtGaOyY/Oenvg5uavUcFxEBZQJFRMrNnwiu/kamO4A77s5EoA6Ya8Zx6Y1UXweXN6TfC6/17F2ylOWT/Iveh/oucD/wG+CnwE+Azu2h5kp4/aX45/m6l5s3gU/8+Yk9x3/0PvzoDZ3jIpKI9gSKiJQZM04EbgEOzqRFQ2isY4BHgcuhZl7T4hWR/nnxCls0/BtWvAPnzoaaTqkWQjF7+BR4/RGY2E579KTUxO5DnQBcRrz9fcFnJf5e1OBxtSkXEjLjaOCX7nwtm69JRMqHloOKiJSfWcB1wMnAE5kM5M7zQSC47M8wqgomdWpa6TN4ZNOL2DEnwfc2QvVaePWy9IK2s/4bul0FQw5WNU0pPdHLob8g0dJm9wWtVY1NZ3nyfKC7GX3cWZb2SxCRsqVMoIhIGTLj28BE4GuZZgOD8QY/DjNHxs9kQPwqoJMIsh+pZ+/MOBa4B+ibbLsKkWISuycw/FnIXyN3s0XT4La+sGljZu1VRKQcaU+giEh5+iPwOTAsO8Pt0ilxkZZEBVzC2Y/UKnqaYcANwAQFgFLali6GM9bCK1vhe1vT3x+bmiAAveMYuP1rwZLU2aNg2Jzg5yIiWg4qIlKWIpVCl040O3tkvH18qWmp0me3LvF/F/6eMeWKnkOA3QmqaIiUnPi9/85/Dwa9Dr13yf3S5tqJMCXqy5nwlzHLJqLqtyKCgkARkTJWswjO2RdmH9B0H1/qF5/xWiycuxn26AtfOgDOWQsPdIltUn1h6LnJV/QMZQGvB65Lp+G9SHGIrgwKwf3dX4IhL7r/7uTcHz+b7VVEpBwpCBQRKVu1E+HGDtnIBrg3RBWv2LM3fH4Y/Kwa+h4aBHnnbYFBM+BLneHfB8Jt1dCTNJa9DQ1N9LFU5idSXAodhGXao1NEyp32BIqIlK3sXoi6N6wMilisXwGPtguaXofHvKcn7NToPvMIWHgQjE65H19UFnB8NorZiBRO0x6X7wLXAJ991Wzg1NzvzauvS6XHoIhUHmUCRUTKVq6yAS0Hl6GAL519R8MIvpyckdH0RAouevn0BmAKQa2jqi7QOCr9ZdnJiWTu37sZjjoVnn8U3rhK1UFFJExBoIhI2Yq3jy8b2YDsB5dmtCHoqF2nLKCUutjl0zsMhj92yXeRllDAd4YZfYEp7qzM1bFEpPRoOaiISJkKLgJnDg6WZJ4yD278BE6emHk2ICdLzUYCWwlaW4iUvMjy6U5LClykZSHQP0/HEpESoUygiEgZi16aacYQ4D4znnBncyZjRrIcXbtnWu7ejLbAdcBl7ni68xIpTgUv0rIQOD5PxxKREmHu+v+tiEilMONBYJM7Pyr0XMLMOIOgn8QRCgKl3MTvGTjuY5h6aD726JlxADDTnS/n+lgiUjoUBIqIVBAzdgfqgeHuLCyC+bQD/g78jztzCj0fkVwIAsHaUOa84SO45xjY53h33sj9sWkLfAT0cWdDro8nIqVBQaCISIUJZd6uAvq5s7XAc/keMBo4RllAqRRmjAHOBQa683kejvcsMNmdWbk+loiUBhWGERGpPL8F3gPGFXISZrQHxgPXKgCUCvMAsAW4IE/HU3EYEYmhIFBEpMKEAq4LgIvN2L+AU/kesMKdeQWcg0jehdqgnA+MN6NHHg6pIFBEYmg5qIhIhTLjIoLWDMfmuzefGR2ApcAod17K57FFioUZ44FD3Dk5x8fpCrwF7K4+nCICygSKiFSyO4EdgDEFOPY5wNsKAKXC3QJ8xSy3QaA7a4AGYN9cHkdESocygSIiFcyMA4G5wMHu5KVvmRk7Au8AI915NR/HFClWZhwFTAMOcKchh8eZDvzRnYdydQwRKR3KBIqIVDB3FgN3Abfn8bDnAosUAIqAOy8AfwJuyvGhXkH7AkUkRJlAEZEKF8rMLQKudOf3OT7WTsAy4ER3/pbLY4mUCjN2g+Vvw8WvQ7sdYPUqqK/LZjN5s/8bCUvugX++kYvxRaS0tCv0BEREpLDc2WLGecAjZjznzsYcHu4C4BUFgCLRanaB0x0e+SZUAY3A2MPNagZnI1ALmtUPvxV+3Qmqjs32+CJSepQJFBERAMy4G3B3xuZo/CqCLOCQ0DJUEQHMBk6F+0fBdOALgt06pwKjp7kvODM7488eFQSYYY3AkKyMLyKlR5lAEREJuwKoN+NId17Mwfg/BOYpABRpqro33A9MIJIJHA907J2d8bt1jw0ACR2na/fsjC8ipUaFYUREBIDQMtALgXtD+wSzxowa4FKCq1wRibG5WyQAJHQ/AfikW3bGX70qCCyjNQJr8lIRWESKj4JAERHZLlQYZglwVZaHvgh4xp0lWR5XpAx0XhM/U7fn6uyMX18HY5dFAsFGgn/X12VnfBEpNVoOKiIiTf0QeMOM6e7UZzqYGbsCPwKOyHhmImVp3XJoHNB8z976FdkY3b1hpVnNYNjrb/DBUlj2jqqDilQ2FYYREZFmzDgf+AFwhDufZzjWdUBPd36QjbmJlJugeuewOXBXn6jqoMtgZlard5rxd+C0bHy5IyKlTUGgiIg0Y0Yb4HngMffEjeSDi9faiUHhiea9x8zoBCwFDnNneY6nLVKyIp+lI78N/3gZ5o7NdqbOjLeB4e68nc1xRaT0aDmoiIg0484XQe/A5QvMxh4L1bs2DfISZC+a9h67FPidAkCRloU+M2ea8RjwuDsrc3CYdpBZZl9EyoMygSIiElcQ5I16DSZ1irdEzeyIqfBMwt5jZuwJvA0c6s67BXgJIiUl9Jl7GmgHbyzM5r69YOwLF8OKxbByufYEilQ2ZQJFRCSB2omRABCC+7v6QOcFZnwCx/dppffYOOBRBYAirYtk1ieFM+tfjpNZT3fsQXDiLLiqI1QNCIrQZGdsESlNahEhIiIJJGow/fE6YBjMm56o95gZXYExwE15mKhIGaidGFlaDZEvXWonZjJqEFz2nwX3VWd7bBEpXQoCRUQkgUQNpt+ud+ct+NuVLfQeuwJ42J338zljkdKV6EuX7Zn1NNVOhP7VuRlbREqVloOKiEgC9XUw9vDmZeuDBtOR3mPLJsKX94e9+8LiodCwFfg+8NVCzl6ktIS/dGm6x3bNqszG7bwPtCc3Y4tIqVJhGBERSShStr5r9+CCMXExCbMlc+GnHWHX7vCfBnhkqPYbiSQnF70CQ0tB34TbquF+YAKRscdshqcO0mdUpDIpCBQRkYwFF5unvAi39chls2uRchZ8jo6+Ew44Cl6YmWkFT7OBU+H+UUEAOBqYDmwDFm6Dhce5N8zPzsxFpNQoCBQRkYwFF5uzE7aLKNS8REqNGQcCv3GnNvOxhi+AGQPgXeBB4AuCchAvvuY+5/9lOr6IlC7tCRQRkSzIVVELkYqzFeiQnaHWdQ2+jOkJjA/9rBH4c6fsjC8ipUrVQUVEJAsSVRJV4QmRFG0lqOSSkWBp6c4dg+AvuoLveKDj6kzHF5HSpkygiIhkQcuVREUkadvIMBMYKTLTa0/4LjCJyFLQ0cDoFRnPUkRKmoJAERHJWGy7iNYriYpIQllYDhpuPL8BuJ3YqqD6ckZEFASKiEiWhAI+FYERyUwWloOG9+hWARcSyQS+sBZeU8VeEVEQKCIiIlJEMl4OGtt4PlwUphGYPUcBoIiACsOIiIiIFJMsLAetvwvGbostCDN2W/BzERFlAkVERESKyWdAWzPauPNFekPUjoWr2scWhLmqPSwbC6hBvIgoCBQREREpFu64GdsI9gX+J71RunWHvkR6A4apb6eIBLQcVERERKS4ZFgcpg3q2ykiLVEQKCIiIlJc0i4OY8a34KcHwUXvN9kTqNYQIrKduXuh5yAiIiIiIWasBQ52Z02Kz/sm8BBwEtSsCfoFqm+niDSnPYEiIiIixSXl5aBmnEAQAA5z5xVoAPXtFJEEtBxUREREpLiktBzUjG8ADwPD3Xk5Z7MSkbKhIFBERESkuCTdK9CMwcBU4GR3FuR0ViJSNhQEioiIiBSXpJaDmnE88Agwwp2Xcj4rESkbCgJFREREikury0HNOA74DTDSXQ3gRSQ1CgJFREREikuLmUAzjgV+C3zHnRfzNisRKRsKAkVERESKS8JMoBnHAI8Cp7jzQj4nJSLlQy0iRERERIpL3MIwZhwNPAac6s68vM9KRMqGMoEiIiIixaXZclAzjiIIAE9z57mCzEpEyoaCQBEREZHiErMc1IwjgceBM9yZW7BZiUjZMHcv9BxEREREJMSs/im4sRq2fgZfbIPJ/WCf092ZU+i5iUh50J5AERERkSJhVjMITv4G3NcOqoBG4EerYPo/oaHQ0xORMqFMoIiIiEgRMKvpBf3fhBnVQQAY1ggMmea+4MwCTU1Eyoz2BIqIiIgUhdqJ0L9JAAjBv7t2L8SMRKQ8KQgUERERKQrdugdFQRub/LwRWLOqABMSkTKlIFBERESkKKxeBacC44kEgo3AmM1QX1e4eYlIudGeQBEREZEiEOwJHDYHruoD0wk6RSzcDAuHujfML/D0RKSMKAgUERERKRJBIFg7MdgDuGYV1Ne5N6ws9LxEpLwoCBQREREREakg2hMoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVBAFgSIiIiIiIhVEQaCIiIiIiEgFURAoIiIiIiJSQRQEioiIiIiIVJD/D0RPjjlx0uJ0AAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "do(improve_mst_tsp, USA_big)" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Overall, `mst_tsp` looks pretty bad. \n", - "Why would anyone want to use it, when the nearest neighbor algorithm is simpler to describe and implement, runs faster, and produces shorter tours? \n", + "That's 5,000 miles worse than `nn_tsp`. Why would anyone want to use the minimum spanning tree algorithm, when the nearest neighbor algorithm is simpler to describe and implement, runs faster, and produces shorter tours? \n", "\n", "# Guaranteed Tour Length!\n", "\n", @@ -2095,7 +1797,7 @@ "| [xkcd 399](http://xkcd.com/399/) |\n", "\n", "\n", - "Another algorithm that shows up with a literature search is the [Held-Karp Dynamic Programming Algorithm](http://en.wikipedia.org/wiki/Held%E2%80%93Karp_algorithm), named after giants [Michael Held](http://www.computerhistory.org/collections/catalog/102650390) and [Richard Karp](http://en.wikipedia.org/wiki/Richard_M._Karp). It is an algorithm for finding optimal tours, not approximate ones, so it is not appropriate for large *n*. But even in its simplest form, without any programming tricks, it can go quite a bit further than `alltours_tsp`. That is because `alltours_tsp` is O(*n*!), while the Held-Karp algorithm is only O(*n*2 2*n*). How did Held and Karp achieve this speedup? They noticed that `alltours_tsp` wastes a lot of time with permutations that can't possibly be optimal tours. Here's the key idea:\n", + "Another algorithm that shows up with a literature search is the [Held-Karp Dynamic Programming Algorithm](http://en.wikipedia.org/wiki/Held%E2%80%93Karp_algorithm), named after giants [Michael Held](http://www.computerhistory.org/collections/catalog/102650390) and [Richard Karp](http://en.wikipedia.org/wiki/Richard_M._Karp). It is an algorithm for finding optimal tours, not approximate ones, so it is not appropriate for large *n*. But even in its simplest form, without any programming tricks, it can go quite a bit further than `exhaustive_tsp`. That is because `exhaustive_tsp` is O(*n*!), while the Held-Karp algorithm is only O(*n*2 2*n*). How did Held and Karp achieve this speedup? They noticed that `exhaustive_tsp` wastes a lot of time with permutations that can't possibly be optimal tours. Here's the key idea:\n", "\n", "\n", ">*Given a start city A, an end city C, and a set of middle cities Bs, then out of all the possible segments that start in A, end in C, and go through all and only the cities in Bs, only the shortest of those segments could ever be part of an optimal tour.*\n", @@ -2104,14 +1806,14 @@ "\n", " [A, {B1, ... B10}, C, {D1, ... D10}, E]\n", " \n", - "That is, segments that start with A, then have have 10 Bi cities in some order, then C, then 10 Dj cities in some order, then E. With the All Tours algorithm, we have to consider all orderings of Bi and all orderings of Dj, so overall there would be (10!)2 ≈ 13 trillion orderings of this form. But with Held-Karp, we consider the Bi and Dj separately, and chose the best segment from each, giving us only 2 × 10! ≈ 7 million orderings to consider. (Actually it is even better than that, because we use Held-Karp recursively to split the Bi and Dj into pieces.) \n", + "That is, segments that start with A, then have have 10 Bi cities in some order, then C, then 10 Dj cities in some order, then E. With the Exhaustive Search algorithm, we have to consider all orderings of Bi and all orderings of Dj, so overall there would be (10!)2 ≈ 13 trillion orderings of this form. But with Held-Karp, we consider the Bi and Dj separately, and chose the best segment from each, giving us only 2 × 10! ≈ 7 million orderings to consider. (Actually it is even better than that, because we use Held-Karp recursively to split the Bi and Dj into pieces.) \n", "\n", "So far we have only been talking about segments. We know that the TSP is defined for tours, not segments. So even if we find the shortest possible segment, it might not be the shortest possible tour. But here's something we do know: a tour has to end somewhere. So just find the shortest segment from the start city, `A`, to each possible end city, `C`. Out of those segments, choose the one that is the shortest tour. That gives us our algorithm:" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2138,7 +1840,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -2148,8 +1850,7 @@ " if not Bs:\n", " return [A, C]\n", " else:\n", - " return min((shortest_segment(A, Bs - {B}, B) + [C] \n", - " for B in Bs),\n", + " return min((shortest_segment(A, Bs - {B}, B) + [C] for B in Bs),\n", " key=segment_length)\n", " \n", "def segment_length(segment):\n", @@ -2163,26 +1864,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "That's all there is to it. Let's compare `alltours_tsp` with `held_karp_tsp` on 10 city tours:" + "That's all there is to it. Let's compare `exhaustive_tsp` with `held_karp_tsp` on 10 city tours:" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "alltours: 10 cities ⇒ tour length 2720 (in 1.621 sec)\n" + "exhaustive: 10 cities ⇒ tour length 2720 (in 1.614 sec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2190,26 +1891,26 @@ } ], "source": [ - "do(alltours_tsp, Cities(10))" + "do(exhaustive_tsp, Cities(10))" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "held_karp: 10 cities ⇒ tour length 2720 (in 0.040 sec)\n" + "held_karp: 10 cities ⇒ tour length 2720 (in 0.034 sec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2224,26 +1925,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We see that `held_karp_tsp` is optimal, and is a lot faster. We can take Held-Karp into uncharted territory beyond the reach of `alltours_tsp`:" + "We see that `held_karp_tsp` is a lot faster. We can extend into uncharted territory beyond the reach of `exhaustive_tsp`:" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "held_karp: 18 cities ⇒ tour length 2771 (in 44.195 sec)\n" + "held_karp: 18 cities ⇒ tour length 2771 (in 45.141 sec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2258,10 +1959,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Not bad! To see how much time we save using `held_karp_tsp` over `alltours_tsp`, we can extrapolate from the timings we've done, using the fact that Held-Karp is *O*(*n*2 2*n*) while `alltours` is *O*(*n*!), to get this table:\n", + "Not bad! To see how much time we save using `held_karp_tsp` over `exhaustive_tsp`, we can extrapolate from the timings we've done, using the fact that Held-Karp is *O*(*n*2 2*n*) while Exhaustive Search is *O*(*n*!), to get this table:\n", "\n", "\n", - "|*n*|`alltours_tsp`|`held_karp_tsp`|\n", + "|*n*|Exhaustive Search|Held Karp|\n", "|---|---|---|\n", "|10| 2 secs | 0.04 secs |\n", "|12|≈ 4 mins | 0.25 secs|\n", @@ -2271,18 +1972,18 @@ "|50|≈ 1050 years|≈ 45,000 years|\n", "\n", "\n", - "So if we had the patience to wait 3 hours, `held_karp_tsp` could give us an answer that saves 270 billion years of computing with `alltours_tsp`. The original Held-Karp algorithm had refinements that allowed it to handle 50-city sets in hours, not milleniums, and could do so even with 1970s-era computing power! See **Branch and Cut** below.\n", + "So if we had the patience to wait 3 hours, `held_karp_tsp` could give us an answer that saves 270 billion years of computing with `exhaustive_tsp`. The original Held-Karp algorithm had refinements that allowed it to handle 50-city sets in hours, not milleniums, and could do so even with 1970s-era computing power! See **Branch and Cut** below.\n", "\n", "We have one more trick to try:\n", "\n", "# Ensemble Strategy: `ensemble_tsp`\n", "\n", - "When we have several optimization algorithms and we're not sure which is best, we can always try them all and take the best tour:" + "When we have several optimization algorithms and we're not sure which is best, we can always try them all and take the best result:" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -2295,21 +1996,21 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ensemble: 80 cities ⇒ tour length 13674 (in 0.197 sec)\n" + "ensemble: 100 cities ⇒ tour length 12467 (in 0.337 sec)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2317,7 +2018,7 @@ } ], "source": [ - "do(ensemble_tsp, USA)" + "do(ensemble_tsp, set(sample(USA, 100)))" ] }, { @@ -2328,66 +2029,65 @@ "\n", "Here are the algorithms we developed, sorted by strategy:\n", "\n", - "- **Brute Force Strategy**: `alltours_tsp`\n", + "- **Brute Force Strategy**: `exhaustive_tsp`\n", "- **Greedy Strategy**: `nn_tsp`, `greedy_tsp`\n", "- **Divide and Conquer Strategy**: `divide_tsp`\n", "- **Ensemble Strategy**: `rep_nn_tsp`, `ensemble_tsp`\n", "- **Giant Shoulders Strategy**: `mst_tsp`, `held_karp_tsp`\n", - "- **Improvement Strategy**: `improve_nn_tsp`, `improve_greedy_tsp`, `improve_divide_tsp`, `rep_improve_nn_tsp`, `improve_mst_tsp`\n", + "- **Iterative Improvement Strategy**: `improve_nn_tsp`, `improve_greedy_tsp`, `improve_divide_tsp`, `rep_improve_nn_tsp`, `improve_mst_tsp`\n", "\n", "\n", - "# Comparison of Algorithms: Benchmark Experiments\n", + "# Benchmark Experiments on Algorithms\n", "\n", - "Which algorithm is best? I can't tell by trying them on only one or two problems. What I need to do is **benchmark** them on a standard **test suite** of problems. If the test suite is large enough, the results will have statistical significance. First we'll define `TestSuite`. It passes a different `seed` to `Cities` each time, so we get a collection of different city sets." + "Which algorithm is best? I can't tell by trying them on only one or two problems. What I need to do is **benchmark** each algorithm on a standard **test suite** of problems. If the test suite is large enough, the results will have statistical significance. First we'll define `TestSuite`. It passes a different `seed` to `sample` each time, so we get a different set of cities each time." ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ - "def TestSuite(num_tests, num_cities):\n", - " \"Return a tuple of length num_tests, each element a different set of num_cities.\"\n", - " return tuple(Cities(num_cities, seed=(num_tests, num_cities, i))\n", - " for i in range(num_tests))" + "def TestSuite(n, k, cities=USA):\n", + " \"Return n different samples from cities, each consisting of k cities.\"\n", + " return tuple(frozenset(sample(cities, k, seed=(n, k, i)))\n", + " for i in range(n))" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(frozenset({(365+79j), (54+67j), (543+93j), (747+328j), (964+336j)}),\n", - " frozenset({(222+23j), (476+122j), (578+299j), (644+573j), (706+558j)}),\n", - " frozenset({(250+427j), (319+62j), (612+206j), (703+504j), (794+204j)}),\n", - " frozenset({(133+534j), (305+351j), (585+648j), (663+401j), (753+137j)}),\n", - " frozenset({(101+89j), (107+517j), (28+152j), (35+149j), (629+137j)}),\n", - " frozenset({(312+209j), (381+645j), (489+448j), (737+451j), (990+36j)}))" + "(frozenset({(-3726.24+2437.08j), (-4401.6+2889.7200000000003j)}),\n", + " frozenset({(-3672+2492.9700000000003j), (-3684.96+2773.8j)}),\n", + " frozenset({(-5460.96+2934.57j), (-5628.96+2337.7200000000003j)}),\n", + " frozenset({(-4120.799999999999+2317.02j), (-5721.6+2359.8j)}))" ] }, - "execution_count": 73, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "TestSuite(6, 5)" + "# A tiny test of sets of 2 cities each:\n", + "TestSuite(4, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Next, `benchmark` takes as input a TSP function and a test suite, runs the function on each city set in the suite, and returns two values: the list of tour lengths that the function produced, and the average run time of the function. (Note that I *cache* the results, so that if you call benchmark a second time, and it has already done the computation, it just looks up the result rather than tediously re-running it.)" + "Next, the function `benchmark` takes as input a TSP function and a test suite, runs the function on each city set in the suite, and returns two values: the list of tour lengths that the function produced, and the average run time of the function. (Note that I *cache* the results, so that if you call benchmark a second time, and it has already done the computation, it just looks up the result rather than tediously re-running it.)" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -2404,14 +2104,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Comparison with Boxplots\n", + "# Boxplots\n", "\n", - "A **boxplot** is a standard statistical visualization tool that represents a data set with a box covering the first and third quartiles of the data; inside the box is a horizontal line indicating the median and a dot/marker indicating the mean. The 10% and 90% intervals are the \"whiskers\" coming out of the top and bottom of the box, and individual points outside that range are shown as dots. I'll define the function `boxplots`:" + "A **boxplot** is a standard statistical visualization tool. I'll plot them first, then explain them. " ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -2422,8 +2122,9 @@ " labels = [boxplot_label(A, L, T, best) \n", " for (A, L, T) in zip(algorithms, lengthlists, times)]\n", " plt.figure(figsize=(15, 7.5))\n", + " plt.grid(axis='y')\n", " plt.tick_params(axis='x', which='major', labelsize=12)\n", - " plt.boxplot(lengthlists, labels=labels, showmeans=True, whis=(10, 90), sym='o')\n", + " plt.boxplot(lengthlists, labels=labels, showmeans=True, whis=(10, 90), sym='o', notch=True)\n", " plt.title(\"Comparison on {} sets of Cities({})\"\n", " .format(len(tests), len(tests[0])), fontsize=14)\n", "\n", @@ -2434,25 +2135,16 @@ "def unzip(sequences): return zip(*sequences)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparsion of Five Basic Algorithms\n", - "\n", - "Let's get boxplots for the 5 basic approximate algorithms:" - ] - }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2460,29 +2152,32 @@ } ], "source": [ + "# boxplots for the 5 basic approximate algorithms:\n", "basic5 = [greedy_tsp, rep_nn_tsp, divide_tsp, nn_tsp, mst_tsp]\n", "\n", - "boxplots(basic5, TestSuite(40, 200))" + "boxplots(basic5, TestSuite(50, 200))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The **label** at the bottom of each box plot consists of the name of the algorithm, the average run time in milliseconds, the mean and median tour length, and the ratio of the median tour length of this algorithm to the median tour length of the best algorithm (among all the algorithms in this boxplot).\n", + "Each column represents a data set (in this case, the 50 tour lengths for one algorithm) with a box covering the first to third quartiles of the data; inside the box is a horizontal line indicating the median and a marker indicating the mean. The 10% and 90% intervals are the \"whiskers\" coming out of the top and bottom of the box, and individual points outside that range are shown as dots. The \"notches\" in the sides of a boxes represent the 95% confidence interval on the median: if two boxes' notches do not overlap, that is strong evidence that the true medians of the algorithms differ. The **label** at the bottom of each column gives the name of the algorithm, the average run time in milliseconds, the mean and median tour length, and the ratio of the median tour length of this algorithm to the median tour length of the best algorithm in this boxplot.\n", "\n", - "This plot says that the greedy algorithm was best overall, but the repetitive nearest neighbor algorithm was within 1.5% in tour length (but not in run time). The minimum spanning tree algorithm produces by far the longest tours. Nearest neighbor if fastest, while divide and conquer is slowest.\n", + "This plot says that the first three algorithms all did about the same in tour length (although the greedy algorithm was much faster). The minimum spanning tree algorithm produces by far the longest tours. Nearest neighbor is fastest, while divide and conquer is slowest.\n", + "\n", + "# Compare Rankings\n", "\n", "I'd also like to know for how many different problems each algorithm was best, or second best, etc. I will define a function called `rankings` to do that. I'll also define `compare` to call both `boxplots` and `rankings`:" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ - "def compare(algorithms, tests=TestSuite(40, 200)):\n", + "def compare(algorithms, tests=TestSuite(50, 200)):\n", " \"Compare TSP algorithms on a test suite.\"\n", " boxplots(algorithms, tests)\n", " plt.show()\n", @@ -2502,39 +2197,6 @@ " print(fmt(*[ranks[i] for i in range(N)], name(alg)))" ] }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " #1 #2 #3 #4 #5 | Algorithm\n", - " --- --- --- --- --- | ---------\n", - " 19 10 9 2 0 | greedy\n", - " 11 18 11 0 0 | rep_nn\n", - " 10 11 16 3 0 | divide\n", - " 0 1 4 34 1 | nn\n", - " 0 0 0 1 39 | mst\n" - ] - } - ], - "source": [ - "compare(basic5)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2553,14 +2215,14 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "image/png": 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VqQcj4j6KylrH1tz+UcBU+fNUed10WTb58PlG7RYqAKPFGxoaYmhoqNlhSPvxtalW5utTrcrXplqVr83Gmm8QbbH73AX7jqhdTVGmGopNWq8CyMzTMvPR5RSiyylLMGfmncAPIuKUKKI5p3qb8r6qG73+DntLiEuSJEmSFmnBkbuy3PAA8HMRcRvF1MtLgb+NiJcCk8BZizjXK9l3K4Tq/kHvA/46Im6h2FPp7IN8DJIkSZLU9RZM7jLz9w5w1a8vcLvhOb9/BXh8neN+yuKSQzXYwMBAs0OQ6vK1qVbm61OtytemWpWvzdWz4CbmrSQisp3ilSRJkqRGiogDFlRZ7Jo7SZIkSVILM7mTJEmSpA5gcidJkiRJHcDkTpIkSZI6gMmdJEmSJHUAkztJkiRJ6gAmd5IkSZLUAUzuJEmSJKkDmNxJkiRJUgcwuZMkSZKkDmByJ0mSJEkdwOROkiRJkjqAyZ0kSZIkdQCTO0mSJEnqACZ3kiRJktQBTO4kSZIkqQMc0uwAJElqBxMTk1QqO5iamqW3dw0jI9vo69vQ7LAkSdojMrPZMSxaRGQ7xStJ6gwTE5Ns3nwF4+PDwDpghv7+QUZHzzfBkyStqoggM6PedU7LlCRpAZXKjprEDmAd4+PDVCo7mhiVJEn7clqmJEkLmJqaBb4HbAdmKb4b3cb09GxT45IkqZbJnSRJCzjiiHuBdwIjVKdlQoXDD3epgCSpdTgtU5KkBWQewt7EjvL/I2W7JEmtweROkqQF3HvvYexN7KrW8cMfHtaMcCRJqsvkTpKkBfT2rqGYillrhp4e30YlSa3DdyVJkhYwMrKN/v5B9iZ4xVYIIyPbmhaTJElzuc+dJEmLUN3EfHp6lp4eNzGXJDXHfPvcmdxJkiRJUptwE3NJkiRJ6nAmd5IkSZLUAUzuJEmSJKkDmNxJkiRJUgcwuZMkSZKkDmByJ0mSJEkdwOROkiRJkjqAyZ0kSZIkdQCTO0mSJEnqACZ3kiRJktQBFkzuIuJ9EbE7Im6qaVsfEZ+OiG9FxKci4oiy/dcj4ssR8e8RcWNEnF5zm5Mj4qaI2BURl9e0HxoRH4mIWyLiixFxXKMfpCRJkiR1usWM3H0AePactouBazPzMcBngEvK9v8CnpeZTwC2AX9dc5v3AOdm5kZgY0RU7/Nc4K7MPAG4HHjrUh6IJEkraWJikq1bhzn99EG2bh1mYmKy2SFJkrSPyMyFD4rYAPxTZv5S+fs3gU2ZuTsijgHGMvOxdW73PeAXgJ8DPpOZJ5XtZ5e3f3lEXAMMZuYNEfEQ4M7MfMQB4sjFxCtJUiNNTEyyefMVjI8PA+uAGfr7BxkdPZ++vg3NDk+S1EUigsyMetctdc3dIzNzN0Bm3gk8ss5JXwT8a2beD/QCd9RcfUfZRvn/28v7ehC4JyKOWmJckiQ1XKWyoyaxA1jH+PgwlcqOJkYlSdK+DmnQ/ewznBYRjwPeAmxewn3VzUKrhoaG9vw8MDDAwMDAEk4hSdLiTU3Nsjexq1rH9PRsM8KRJHWRsbExxsbGFnXsUpO73RFxdM20zO9Wr4iIRwH/APx+Zt5aNk8Bx9bc/lFlW+110+W0zMMz864Dnbg2uZMkaTX09q4BZtg3wZuhp8ei05KklTV3QGt4ePiAxy72XSnYd0TtaoqCKQAvAa4CiIgjgY8Dr8/M66sHl1M3fxARp0REAOdUb1Pe10vKn3+HokCLJEktY2RkG/39gxQJHlTX3I2MbGtaTJIkzbVgQZWI+DAwQFEUZTcwCHwM+FuKEbdJ4KzMvCci3khRSfMWimQwgWdl5vci4snADmAt8InMvKC8/5+hqKr5JOD7wNk1I35zY7GgiiSpKSYmJqlUdjA9PUtPzxpGRrZZTEWStOrmK6iyqGqZrcLkTpIkSVI3W4lqmZIkSZKkFmJyJ0mSJEkdwOROkiRJkjqAyZ0kSZIkdYBGbWIuSVJHq1bLnJqapbfXapmSpNZjtUxJkhYwMTHJ5s1XMD4+TLGRebHP3ejo+SZ4kqRVZbVMSZKWoVLZUZPYAaxjfHyYSmVHE6OSJGlfJneSJC1gamqWvYld1Tqmp2ebEY4kSXWZ3EmStIDe3jXAzJzWGXp6fBuVJLUO35UkSVrAyMg2+vsH2ZvgFWvuRka2NS0mSZLmsqCKJEmLUK2WOT09S0+P1TIlSc0xX0EVkztJkiRJahNWy5QkSZKkDmdyJ0mSJEkdwOROkiRJkjqAyZ0kSZIkdQCTO0mSJEnqAIc0OwBJklZKRN1iYi3JatCSpOUyuZMkdSwTJklSN3FapiRJkiR1AJM7SZIOwtBQsyOQJKm+aKcpKxGR7RSvJKnzRIBvRZKkZokIMrPuonJH7iRJkiSpA5jcSZIkSVIHMLmTJEmSpA5gcidJkiRJHcDkTpKkgzA42OwIJEmqz2qZkiRJktQmrJYpSZIkSR3O5E6SJEmSOoDJnSRJkiR1AJM7SZIkSeoAJneSJB2EoaFmRyBJUn1Wy5Qk6SBEgG9FkqRmsVqmJEmSJHU4kztJkiRJ6gAmd5IkSZLUARZM7iLifRGxOyJuqmlbHxGfjohvRcSnIuKImusuiYhbIuLmiHhWTfvJEXFTROyKiMtr2g+NiI+Ut/liRBzXyAcoSZIkafVNTEyydeswp58+yNatw0xMTDY7pI63mJG7DwDPntN2MXBtZj4G+AxwCUBEnAScBZwIPAd4d0RUF/u9Bzg3MzcCGyOiep/nAndl5gnA5cBbl/F4JElaUYODzY5AklrfxMQkmzdfwc6dFzE2NszOnRexefMVJngrbMHkLjM/D9w9p/lM4IPlzx8Enl/+fAbwkcx8IDNvBW4BTomIY4CHZ+aN5XEfqrlN7X39HfBrS3gckiStCrdCkKSFVSo7GB8fBtaVLesYHx+mUtnRxKg631LX3D0yM3cDZOadwCPL9l7g9prjpsq2XuCOmvY7yrZ9bpOZDwL3RMRRS4xLkiRJUpNNTc2yN7GrWsf09GwzwukahzTofhq540/dPRuqhmq+Mh0YGGBgYKCBp5YkSZK0XL29a4AZ9k3wZujpsZ7jwRobG2NsbGxRxy5qE/OI2AD8U2b+Uvn7zcBAZu4up1x+NjNPjIiLgczMy8rjrgEGgcnqMWX72cCmzHx59ZjMvCEiHgL8Z2Y+cv8o3MRckiRJagfVNXd7p2bO0N8/yOjo+fT1bWh2eG2tEZuYB/uOqF0NbCt/fglwVU372WUFzD7geOBL5dTNH0TEKWWBlXPm3OYl5c+/Q1GgRZIkSVKb6uvbwOjo+WzZsp3TTx9ky5btJnarYMGRu4j4MDAA/Bywm2Ik7mPA3wLHUozKnZWZ95THX0JRAfN+4ILM/HTZ/mRgB7AW+ERmXlC2/wzw18CTgO8DZ5fFWOrF4sidJKmphoYsqiJJap75Ru4WNS2zVZjcSZKaLQJ8K5IkNUsjpmVKkiRJklqYyZ0kSZIkdQCTO0mSJEnqACZ3kiRJktQBTO4kSToIg4PNjkCSpPqslilJkiRJbcJqmZIkSZLU4UzuJEmSJKkDmNxJkiRJUgcwuZMkSZKkDmByJ0nSQRgaanYEkiTVZ7VMSZIOQgT4ViRJaharZUqSJElShzO5kyRJkqQOYHInSZIkSR3A5E6SJEmSOsAhzQ5AkiSAo46Cu+9udhSLE3WXsbeO9evhrruaHYUkabVZLVOS1BKsQtk49qUkdS6rZUqSJElShzO5kyRJkqQOYHInSZIkSR3A5E6SJEmSOoDJnSRJkiR1AJM7SZIkSeoAJneSJEmS1AFM7iRJkiSpA5jcSZIkSVIHMLmTJEmSpA5gcidJkiRJHcDkTpIkSZI6gMmdJEmSJHUAkztJkiRJ6gAmd5IkSZLUAUzuJEmSJKkDHNLsACSpamJikkplB1NTs/T2rmFkZBt9fRuaHZYkSVoC39dXX2Rms2NYtIjIdopX0uJNTEyyefMVjI8PA+uAGfr7BxkdPd83gi4RAf4T3xj2ZXfxA7Ra0cTEJAMDb+e2295M9X39uOPewNjYa3x9LlNEkJlR97p2SpZM7qTOtXXrMDt3XkTxBlA1w5Yt27nyysFmhaVVZELSOPZl9/CLMbWqM898HVdfPcTc9/Uzzhjiqqve1qSoOsN8yZ1r7iS1hKmpWfZ9AwBYx/T0bDPCkaS2UKnsqEnsANYxPj5MpbKjiVFJcP31u6n3vn7DDbubEU7XWFZyFxEXRMTXysuryrYnRMQXI+KrEfGliHhKzfGXRMQtEXFzRDyrpv3kiLgpInZFxOXLiUlSe+rtXQPMzGmdoafH76Ak6UD8Ykyt60fUe18v2rVSlvypKSIeB5wLPAV4IvC8iOgH3goMZuaTgEHgbeXxJwFnAScCzwHeHRHV4cT3AOdm5kZgY0Q8e6lxSWpPIyPb6O8fZO8bQTG1aGRkW9NikqRW5xdjalVPfeoGoELt+zpUOPVUpwuvpOX85Z8I3JCZP83MB4HPAS8EZoEjymOOBKbKn88APpKZD2TmrcAtwCkRcQzw8My8sTzuQ8DzlxGXpDbU17eB0dHz2bJlO6efPsiWLdtdMyJJC/CLMbWqd7zj1Rx77I+ASynGey7l2GN/xDve8eomR9bZllxQJSIeC3wMeCrwU+Ba4EaKUbhPAVFenpaZt0fEFcAXM/PD5e3/CvgEMAm8JTOfVbY/HfijzDyjzjktqCJJHcoiII1jX3aXarXM6elZenqslqnW4WtzZcxXUGXJ+9xl5jcj4jJglGLy7FeBB4GXAxdk5sci4kXA+4HNSz3PXENDQ3t+HhgYYGBgoFF3LUmS1LZM6NVq+vo2WPG6AcbGxhgbG1vUsQ3bCiEi3gTcAbw5M9fXtN+TmUdGxMVAZuZlZfs1FGO0k8BnM/PEsv1sYFNmvrzOORy5k6QO5WhT49iX3cOtEKTus2JbIUTEI8r/Hwe8ANgJTEfEprL91yjW1gFcDZwdEYdGRB9wPPClzLwT+EFEnFIWWDkHuGo5cUmSJHUDt0JQK5uYmGTr1mFOP32QrVuHmZiYbHZIHW/J0zJLfx8RRwH3A6/IzHsj4jzgnRHxEOA+4DyAzPxGRHwU+EbN8dXvFV8J7ADWAp/IzGuWGZckSVLHcysEtap6o8rXX++o8kpbVnKXmafVafsCxfYI9Y5/C/CWOu1fAR6/nFgkSZK6zd6tEGoTPLdCUPMdeFR5u+vwVpB/+ZIkSW3KrRDUqhxVbo7lTsuUJElSk1T3CK1UtteUm3fam5rPUeXmaFi1zNVgtUxJ6lxWeGwc+1JSs1nJdeXMVy3T5E6S1BJMSBrHvpTUCtzEfGWY3EmSWp4JSePYl5LUuVZsnztJkiRJUmuwoIokSQu49LzzuG/Xrv3a127cyMXvfW8TIpKklRFRd0CoJTmjb38md5IkLeC+XbsYuu66/dqHVj8USVpRK5EwOVV89ZjcSZIktbFq0YqpqVl6ey1aIXUzk7su5JuAJEmdoV65+euvt9y81K1M7rqMbwKSJHWOSmUH4+PnAtuBWWAN4+PnUqns4MorB5scnaTVZrXMLlO8CVQTO4B1jI8PU6nsaGJUkiRpKb797buB9wEXAcPl/9/H+PjdTY1LUnM4ctdlpqZm2ZvYVa1jenq2GeFIUltYu3Fj3eIpazduXO1QpH3s3n078CFqv7SFYe6885zmBSXNMegg8qoxuesyvb1rgBn2TfBm6OlxEFeSDsTtDtSqjjnmeG69df8vbY85pr8p8Uj1DA01O4Lu4Sf6LjMyso3+/kGKBA9ghv7+QUZGtjUtJkmStDT9/Yex9z29aob+/rkJn6RuEO20+V9EZDvF26qq1TKnp2fp6bFapqTW4D5IjWNfdo96hdL6+y2UJnWyiCAz6+42b3InSWoJJiSNY192F7+0lbqLyZ0kqeWZkDSOfSlJnWu+5M41d11oYmKSrVuHOf30QbZuHWZiYrLZIUkSSRRZiZdlX5K67/mS1BQWVFk9jtx1GefmS2pVjjY1jn0pqZX4b1JjOXKnPdzEXJIkSepMJnddxk3MJUmSpM5kcte7M6z5AAAgAElEQVRl9m5iXstNzCVJkqR25yf6LuMm5pIkSVJnOqTZAWh19fVtYHT0fCqV7TX74VhMRZIkSStjcLDZEXQPq2VKklqC1dQax76UpM5ltUxJkiRJ6nAmd5IkSZLUAVxzJ0mStMoi6s6oakkuiZHah8mdJEnSKjNhkrQSnJYpSZIkacUMDTU7gu5hcidJktQB/ACtVjU83OwIuodbIUiSWoLl+xvHvuxOPu9qVb42G2u+rRBcc9eFJiYmqVR2MDU1S2/vGkZGtrmJuSRJktTmHLnrMhMTk2zefAXj48PAOmCG/v5BRkfPN8GT1FR+s9s49mV38nlXq/K12VhuYq49KpUdNYkdwDrGx4epVHY0MSpJkiRJy+W0zC4zNTXL3sSuah3T07PNCEeSJEnLcNRRcPfdzY5iYe2wteP69XDXXc2OYnmWNXIXERdExNfKywU17edHxM1l+6U17ZdExC3ldc+qaT85Im6KiF0RcflyYtL8envXADNzWmfo6XEQV5KkdjY42OwI1Ax3311MefSy/Es7JMkLWfKau4h4HPA3wC8DDwCfBP4ncBzwBuC5mflARPx8Zn4vIk4EPlwe/yjgWuCEzMyIuAH4w8y8MSI+AbwzMz9V55yuuVsm19xJalWuyWgc+1LqHv69N0679OVKVcs8EbghM39anuRzwG8DTwEuzcwHADLze+XxZwIfKdtvjYhbgFMiYhJ4eGbeWB73IeD5wH7JnZavr28Do6PnU6lsZ3p6lp6eNYyMmNhJkiRJ7W45yd3XgT+NiPXAT4HnAl8GTgBOi4g3Az8BLsrMrwC9wBdrbj9Vtj0A3FHTfkfZrhXS17eBK6907oYkSZLUSZac3GXmNyPiMmAU+BHwVeBB4KHA+sw8NSJ+Gfhb4NGNCBZgaGhoz88DAwMMDAw06q4lSZIkqaWMjY0xNja2qGMbts9dRLwJuB04A7gsM68r228BTgVeBpCZl5bt1wCDwCTw2cw8sWw/G9iUmS+vcw7X3EkdbGJikkplB1NTs/T2rmFkZJtThrtIu6x1aAf2pdQ9/HtvnHbpy5Vac0dEPCIz/ysijgNeQJHEJfBM4LqI2Agcmpnfj4irgZ0R8XaKaZfHA18qC6r8ICJOAW4EzgHetZy4JLWfiYlJBgbezm23vZlqsZ9//uc3MDb2GhM8SVqEoaHiIql7LWvkriyichRwP3BhZo5FxEOB9wNPpFiL99qaUbxLgHPL4y/IzE+X7U8GdgBrgU9k5gVzz1Ue58id1KHOPPN1XH31EPvuwzjDGWcMcdVVb2tSVFpN7fKNaTuwL7uTz3t38nlvnHbpy/lG7ho2LXM1mNxJnevoo8/hu9/9UN32O+/cv12dpx02uG0XnbARrw5eu3wwVWP5vDdOu/Tlik3LVHtyXZNa04+AGeaO3BXt6gbt8IYK7fPmL0nqPiZ3XabeJubXX+8m5mq+pz51A1ddVQFGqL42ocKpp/q6lCRJWgynZXaZrVuH2bnzIuaOjmzZst2979RUExOTbNr0Jm6//WhgDTDLscfu5rrr3ugXD2opjtypVfna7E4+743TLn0537TMNasdjJpramqWfRM7gHVMT882Ixxpj76+DVx33RvZsuUQTj8dtmw5xMROkg7CoN/RSl3PaZldprd3DfXWNfX0mOer+fr6NjiCLElL5DYIkvxE32VGRrbR3z9IkeABzNDfP8jIyLamxSRJ7cTREUlSq3LNXReqVsucnp6lp8dqmZIkSe2qXdaJtYN26Uv3uZMkSZI6ULskJO2gXfrSgiqSJEmS1OFM7iRJkjqABVUkOS1TkiSpA7TLlDI1ls9747RLXzotU5KkBnF0RJLUqhy5kyTpILTLN7vqPr42u5PPe+O0S186cidJkiRJHc7kTpIkSZI6wCHNDkCSJKmVHXUU3H13s6NYnKg7Uau1rF8Pd93V7CikzuSaO0ktY2JikkplB1NTs/T2rmFkZBt9fRuaHZa0j3ZZk6HG8TlvLPuzsezPxmmXvpxvzZ0jd5JawsTEJJs3X8H4+DCwDpjh+usHGR093wRPLWVwsNkRSJJUnyN3klrC1q3D7Nx5EUViVzXDli3bufJKP01Lap52+Ta/XdifjWV/Nk679KXVMiW1vKmpWfZN7ADWMT0924xwJEmS2o7JnaSW0Nu7BpiZ0zpDT4//TEmSJC2Gn5oktYSRkW309w+yN8Gbob9/kJGRbU2LSZIkqZ245k7SskTD624fDxwD3Al8u6H37L8fkpaiXdbhtAv7s7Hsz8Zpl760WqakFWPCpG4zNFRcJElqNY7cSZJ0ENrlm101js95Y9mfjWV/Nk679KUjdx2g8VPfVo4JuCRJUne79LzzuG/Xrv3a127cyMXvfW8TIuoOJndtYiUSpnb5dkLdx2lvkiS1t/t27WLouuv2ax9a/VC6itUyJbWc4eFmR6BOERENv0Dj77OdZmdIklqXI3eSpI7lNHFJUjcxuZMkSZLaVBLQToP/111XrA1qQVnz33bltExJkiSpTQVZFFFotcumTfUD3rSp+bEd4BJtntiBI3ddbXCw2RFIkiSpE63duLFu8ZS1GzeudihdxX3uJLUcq2VKaiVWl24s+7Ox7M/GaZe+nG+fO5M7SZKkebTLB752YX82lv3ZOO3Sl/Mld665kyRJkqQOYHInSZIkSR3A5E6SJEmSOoDJXRezYIUkSZLUOZaV3EXEBRHxtfLyqjnXvTYiZiPiqJq2SyLiloi4OSKeVdN+ckTcFBG7IuLy5cSkxRsebnYEUn1+8SBJknTwlpzcRcTjgHOBpwBPBH4rIh5dXvcoYDMwWXP8icBZwInAc4B3R+zZnv49wLmZuRHYGBHPXmpcktqfXzxIkiQdvOWM3J0I3JCZP83MB4HrgBeW170DeN2c488EPpKZD2TmrcAtwCkRcQzw8My8sTzuQ8DzlxGXJEmSJHWd5SR3XweeERHrI+Iw4LnAsRFxBnBHZn5tzvG9wO01v0+Vbb3AHTXtd5RtkiRJkqRFOmSpN8zMb0bEZcAo8CPgq8Ba4A0UUzJXxFDNYpyBgQEGBgZW6lSSJEmS1FRjY2OMjY0t6tjIBm3DHhFvAu4E3gj8GAjgURQjdKcALwXIzEvL468BBinW5X02M08s288GNmXmy+ucIxsV70o66ii4++5mR9E51q+Hu+5qdhRaTRHQBn/qkrqE/yY1lv3ZWPZn47RLX0YEmRn1rlvyyF15x4/IzP+KiOOAFwCnZuYVNddPACdn5t0RcTWwMyLeTjHt8njgS5mZEfGDiDgFuBE4B3jXcuJqtrvvbo8XRruIui9ddbLBwWZHIEnt4dLzzuO+Xbv2a1+7cSMXv/e9TYhIUjMtK7kD/r7c6uB+4BWZee+c65NiBI/M/EZEfBT4Rs3x1RTolcAOimmdn8jMa5YZl6Q25lYIkrQ49+3axdB11+3XPrT6oUhqAQ2blrka2mVaZrsM6bYL+1OS1FQtPIVkiPqJ3IHaW4Zv7A3j56TGaZe+nG9a5rI2MZckSep0QRaf+FrxsmlT/aA3bWp+bAe4BG3w6VlqUyZ3kiRJktQBTO4kSZIkqQMst6CKJDXc0JBFVSRpMdZu3Fh3bd3ajRtXOxRJLcCCKiugXRZjtgv7s/v4nEtqJf6b1Fj2Z2PZn43TLn25YvvcSZLULSYmJqlUdjA1NUtv7xpGRrbR17eh2WFJkrSHyZ0kSQuYmJhk8+YrGB8fBtYBM1x//SCjo+eb4EmSWoYFVSRJWkClsqMmsQNYx/j4MJXKjiZGJUnSvkzuJElawNTULHsTu6p1TE/PNiMcSZLqclqm1EWOOgruvrvZUSxO1F0m3FrWr4e77mp2FFoNvb1rgBn2TfBm6OnxO1JJUuuwWuYKaJdKO+3C/mwc+7Kx7M/uUW/NXX+/a+66hX/rjWV/Npb92Tjt0pfzVcs0uVsB7fLCaBf2Z+PYl41lf3aXarXM6elZenqsltlN/FtvLPuzsezPxmmXvjS5W2Xt8sJoF/Zn49iXjWV/St3Bv/XGsj8by/5snHbpy/mSOxcLSJIkSVIHMLmTJEmSpA5gcidJkiRJHcDkTpIkSZI6gPvcSZIkSW2sHfaGbQfr1zc7guUzuZMkSZLaVHtUd2yPODuB0zIlSZIkqQOY3EmSJElSBzC5kyRJkqQOYHInSZIkSR3AgiqSJC3CxMQklcoOpqZm6e1dw8jINvr6NjQ7LElqeYODzY6ge0S2UemaiMh2iNeKQI1lfzaOfdlY9mf3mJiYZPPmKxgfHwbWATP09w8yOnq+CV4X8G+9sexPaXkigsysuwGG0zIlSVpApbKjJrEDWMf4+DCVyo4mRiVJ0r6cltllLj3vPO7btWu/9rUbN3Lxe9/bhIgkqfVNTc2yN7GrWsf09GwzwpEkqS6Tuy5z365dDF133X7tQ6sfiiS1jd7eNcAM+yZ4M/T0OAFGktQ6fFeSJGkBIyPb6O8fpEjwoLrmbmRkW9NikiRpLkfuJElaQF/fBkZHz6dS2c709Cw9PWsYGbGYiiQtxtBQcdHKM7mTJGkR+vo2cOWV1vPuVlG3Lp2WYv36Zkeg1TY8bHK3WkzuJElaBPe5617tUrbfLQYkmdx1mbUbN9YtnrJ248bVDkXah5Vc1crq7XN3/fXucydJai0md13GD8lqVVZyVSs78D53252qKUlqGVbLlCRpAe5zJ0lqB47cSV0kCWi3ogDXXdeylQyy5r/qbO5zJ0lLN+gEh1Xju5LURYIsVtu34mXTpvpBb9rU/NgOcAkTu67hPndqB36AVquyUubqWVZyFxEXRMTXysuryra3RsTNEfFvEfH3EXF4zfGXRMQt5fXPqmk/OSJuiohdEXH5cmKSJKnRqvvcbdmyndNPH2TLlu0WU1HL8QO0pMgl1syNiMcBfwP8MvAA8EngfwKPBj6TmbMRcSmQmXlJRJwE7CyPfxRwLXBCZmZE3AD8YWbeGBGfAN6ZmZ+qc85caryrqkWnkLW1dnje20Arl8lux2qZrdyfkiSpM0UEmVk34VjOmrsTgRsy86flST4HvDAzt9cccz3w2+XPZwAfycwHgFsj4hbglIiYBB6emTeWx30IeD6wX3LXLoL0A18DRbiqqRu0agInSZLULpYzLfPrwDMiYn1EHAY8Fzh2zjEvBT5R/twL3F5z3VTZ1gvcUdN+R9kmSZIkSVqkJY/cZeY3I+IyYBT4EfBV4MHq9RHxRuD+zPybZUdZY6hmQvnAwAADAwONvHtJkiSpa0UbLS9qi+VaDTA2NsbY2Niijl3ymrv97ijiTcDtmfkXEbENeBnwzJppmxdTrL+7rPz9GmAQmAQ+m5knlu1nA5sy8+V1ztEWa+5ch9NY9mfj2JeNZX9KaiVDQxZVUWuZmJikUtnB1NQsvb1rGBnZZiGqBphvzd2ykruIeERm/ldEHAdcA5wKPA34M+C0zPx+zbHVgiq/QjHtcpS9BVWuB14F3Aj8X+BdmXlNnfOZ3HUh+7Nx7MvGsj8ltRL/TVIrmZiYZPPmKxgfH6bYI7TYQsZKw8s3X3K33H3u/j4ivg5cBbwiM+8FrgAeBoxGxL9GxLsBMvMbwEeBb1Csw3tFTab2SuB9wC7glnqJnSRJkqT2UKnsqEnsANYxPj5MpbKjiVF1vuVUyyQzT6vTdsI8x78FeEud9q8Aj19OLJIkSZJaw9TULHsTu6p1TE/PNiOcrrHckTtJkiRJ2kdv7xpgZk7rDD09ph8ryd6VJEmS1FAjI9vo7x9kb4JXrLkbGdnWtJi6wbKmZUqSJKk1DA42OwJpr76+DYyOnk+lsp3p6Vl6etYwMmIxlZXWsK0QVoPVMruT/dk49mVj2Z+SJGm1rWS1TEmSJElSCzC5kyRJkqQOYHInSZIkSR3A5E6SJEmSOoDJnSRJUgcYGmp2BJKazWqZK8AKeo1lfzaOfdlY9qekVuK/SVJ3sFqmJEmSJHU4kztJkiRJ6gAmd5IkSZLUAQ5pdgCSJEndJqLucpkG3G/j77Md6h1IKpjcSZIkrTITJnWDiYlJKpUdTE3N0tu7hpGRbfT1bWh2WB3NapkrwGpVjWV/No592Vj2pyRJ9U1MTLJ58xWMjw8D64AZ+vsHGR093wRvmayWKUmSJGnVVCo7ahI7gHWMjw9TqexoYlSdz2mZK2SFptJ3pfXrmx2BJEmSDsbU1Cx7E7uqdUxPzzYjnK5hcrcC2mWallPKJEmStBJ6e9cAM+yb4M3Q0+PEwZVk70qSJElqqJGRbfT3D1IkeFBdczcysq1pMXUDC6p0MUfuuo/PeWPZn93Fqm9qVb421aqqr83p6Vl6enxtNsp8BVVM7rqYH0y7j895Y9mf3cOqb2pVvjal7mO1TEmSlsGqb2pVvjYl1TK562KDg82OQJLag1Xf1Kp8bUqqZXLXxYaGmh2BJLWHvVXfaln1Tc3na1NSLdfcSV3E/Rcba/16uOuuZkeh1eC6JrUqX5tS97GgiqS2YqEStSKrvqlV+dqUuovJnaS2YnInSVL7c5uOlWFyJ6mtmNxJktTenDK8ctwKQXVZUEWSJEkrwW06msPkrosNDzc7AkmSJHUit+loDpM7SS3HPRglSWpvbtPRHK6562Kua5IkSdJKcM3dyrGgiuoyuZMkSdJKcZuOlWFyp7pM7iRJkqT2YrVM1eW6JkmSJKlzOHInSZIkSW3CkTtJbcU9GCVJkg7espK7iLggIr5WXl5Vtq2PiE9HxLci4lMRcUTN8ZdExC0RcXNEPKum/eSIuCkidkXE5cuJSVL7cw9GSZKkg7fk5C4iHgecCzwFeCLwvIjoBy4Grs3MxwCfAS4pjz8JOAs4EXgO8O6IqA4nvgc4NzM3Ahsj4tlLjUtS+5qYmGTr1mFgkK1bh5mYmGx2SJIkSW1jyWvuIuJFwLMz82Xl738M/BR4KTCQmbsj4hhgLDMfGxEXA5mZl5XHfxIYAiaBz2TmSWX72cCmzHx5nXN27Zq7vXlwoxwPHAPcCXy7offcrc+RlmdiYpJNm97E7bcfTfG90yzHHrub6657o2WTJWke1XLzU1Oz9PZabl7qdCu15u7rwDPKaZiHAc8FjgWOzszdAJl5J/DI8vhe4Paa20+Vbb3AHTXtd5RtqpGZDbl85zu30t//WuDfgH8G/o3+/tfyne/c2rBzSEtx4YWXc/vtD6MY/B8GLub22x/GhRc6U1uSDqS6UfTOnRcxNjbMzp0XsXnzFc58kLrUIUu9YWZ+MyIuA0aBHwFfBR6sd+hSz1HPUE2lhYGBAQYGBhp59x2vUtnB+PgwsK5sWcf4+DCVynauvNK9EXTwGjeq/DTg09S+NmGEq656VsPO4ZcPkjqN7+tS5xsbG2NsbGxRxy45uQPIzA8AHwCIiDdRjMztjoija6Zlfrc8fIpiZK/qUWXbgdrrGrKM3rJMTc2y9w2gah3T07PNCEcdoFEJ09FHn8N3v7v/a/Poo/u5884vNOQcktRpfF+XOt/cAa3heSrPLbda5iPK/x8HvAD4MHA1sK085CXAVeXPVwNnR8ShEdFHsejrS+XUzR9ExCllgZVzam6jBuvtXQPMzGmdoafHXTHUXKeeejT1Xpu/8itHNyMcSWoLvq9LqrWsTcwj4nPAUcD9wIWZORYRRwEfpRiNmwTOysx7yuMvoaiweT9wQWZ+umx/MrADWAt8IjMvOMD5uragSqNMTEwyMPB2brvtzRTf9M1w3HFvYGzsNS6+VlP52pSkg1ddc7d3auYM/f2DjI6e77+dUoear6DKspK71WZyt3xWJFQrq1Z8m56epafHim+StBj+2yl1F5M77bF1a1FJa9/5+TNs2eLCa0mSJKnVrdRWCGpDLryWJEmSOpPJXZdx4bUkSZLUmfxE32VGRrbR3z/I3gSvWHg9MrKtaTFJkiRJWj7X3HUhF15LkiRJ7cmCKpIkSZLUASyoIkmSJEkd7pBmByBJVdUpw1NTs/T2OmVYkiTpYDgtswv5AVqtaGJiks2br2B8fJhiu46i2M/o6Pm+PiVJkkquudMefoBWq9q6dZidOy9i330YZ9iyZTtXXjnYrLAkSZJaimvutEelsqMmsQNYx/j4MJXKjiZGJcHU1Cz7JnYA65ienm1GOJIkSW3HNXddpvgA/T1gOzBLkd9v8wO0mq63dw3F/ov7jtz19PgdlCRJ0mL4qanLHHHEvcA7gYuA4fL/7+Tww+9talzSyMg2+vsHKRI8qE4ZHhnZ1rSYJEmS2okjd10m8xBgiNppmTBC5lCzQpIA6OvbwOjo+VQq25menqWnZw0jI64FlSRJWiyTuy5z772HUW9d0w9/eFgzwpH20de3weIpkiRJS+S0zC6zd11TLdc1SZIkSe3OrRC6jFshSJIkaTW4t/LKcJ877aP6h7Z3XZN/aJIkSWocBxRWjsmdJEmSpFWzdeswO3dexNwtjrZs2e76+mWaL7mzoIokSVIbc+qbWlGxt/L+RfzcW3llmdxJkiS1qXpT366/3qlvar69Rfz2HbmziN/KsnclSZLaVKWyoyaxA1jH+PgwlcqOJkYlwcjINvr7B9lbpb1Yczcysq1pMXUDR+4kSZLalFPf1Kr6+jYwOno+lcr2miJ+jiivNJM7SZKkNuXUN7Wyvr4NFk9ZZf7lS5IktSmnvkmq5VYIkiRJbexzn/sCL3nJ27nnnnUceeQMH/zgazjttF9tdliSVoj73EmSJHUgN4qWus98yZ3TMiVJktqU1TIl1TK5kyRJalNWy5RUy+ROkiSpTe2tllnLaplSt/IvX5IkqU1ZLVNSLQuqSJIktbGJiUkqlR01G0Vvs5iK1MGslilJkiRJHcBqmZIkSZLU4UzuJEmSJKkDmNxJkiRJUgcwuZMkSZKkDrCs5C4iLoyIr0fETRGxMyIOjYgnRMQXI+KrEfGliHhKzfGXRMQtEXFzRDyrpv3k8j52RcTly4lJkiRJkrrRkpO7iOgBzgdOzsxfAg4BXgy8FRjMzCcBg8DbyuNPAs4CTgSeA7w7IqpVXt4DnJuZG4GNEfHspcYlSZIkSd1oudMyHwKsi4hDgMOAKWAWOKK8/siyDeAM4COZ+UBm3grcApwSEccAD8/MG8vjPgQ8f5lxSZIkSVJXOWSpN8zM6Yj4M+A24MfApzPz2oi4A/hUeV0ATytv0gt8seYupsq2B4A7atrvKNslSZIkSYu05OQuIo4EzgQ2AD8A/jYitgCnABdk5sci4kXA+4HNjQgWYGhoaM/PAwMDDAwMNOquJUmSJKmljI2NMTY2tqhjIzOXdJIycXt2Zr6s/P33gVOB38vM9TXH3ZOZR0bExUBm5mVl+zUUa/Imgc9m5oll+9nApsx8eZ1z5lLjlSRJkqR2FxFkZtS7bjlr7m4DTo2ItWVhlF8DvgFM///t3Xe8HFX9//HXO4WEQAKhCCSE0ItIU0SkagREBAS+NBESRL+IINgQkS8QIBawwg9EEZHegoigYkAp0lSKiDQJhEACaYRUEkpCPr8/zlkyLHt3N9m9uffufT8fj3ncnTlTztz9zOycmTPnSNo1b/gTpHfrAG4BDs0taq4HbAg8GBFTgNmStsvrGQ7c3EC+zMzMzMzMup1G3rl7UNJvgUeBBfnvr4B/A+dJ6gm8ARyd539K0mhSAXABcGzhMdxxwGVAX+DWiBiztPkys65r/PgXOe20y3j55UUMHtyDUaOOZL31hnZ0tszMzMy6hKWultkRXC3TrHWNH/8iu+9+PuPGnQmsAMxjgw1G8pe/HO8CnpmZmVnWXtUyzcya5rTTLisU7ABWYNy4MznttMs6MFdmZmZmXYcLd2bWKbz88iIWF+xKVmDSpEUdkR0zMzOzLseFOzPrFAYP7gHMK5s6j0GDfJoyMzMzq4evmsysUxg16kg22GAkiwt46Z27UaOO7LA8mZmZmXUlblDFzDqNUmuZkyYtYtAgt5ZpZmZmVq5agyou3JmZmZmZmXURbi3TzMzMzMysxblwZ2ZmZmZm1gJcuDMzMzMzM2sBLtyZmZmZmZm1ABfuzMzMzMzMWoALd2ZmZmZmZi3AhTszMzMzM7MW4MKdmZmZmZlZC3DhzszMzMzMrAW4cGdmZmZmZtYCXLgzMzMzMzNrAS7cmZmZmZmZtQAX7szMzMzMzFqAC3dmZmZmZmYtwIU7MzMzMzOzFuDCnZmZmZmZWQtw4c7MzMzMzKwFuHBnZmZmZmbWAly4MzMzMzMzawEu3JmZmZmZmbUAF+7MzMzMzMxagAt3ZmZmZmZmLcCFOzMzMzMzsxbgwp2ZmZmZmVkLcOHOzMzMzMysBbhwZ2ZmZmZm1gJcuDMzMzMzM2sBLtyZmZmZmZm1ABfuzMzMzMzMWoALd2ZmZmZmZi3AhTszMzMzM7MW4MKdmZmZmZlZC2iocCfp65KekPQfSVdLWi5PP17S05Iel3R2Yf7vSHo2p+1RmP7BvI6xks5tJE9Wv7vvvrujs2BWkWPTOjPHp3VWjk3rrByby85SF+4kDQKOBz4YEVsCvYBDJX0M2AfYIiK2AH6c598MOBjYDPgUcKEk5dX9AvhCRGwMbCzpk0ubL6ufDzTrrByb1pk5Pq2zcmxaZ+XYXHYarZbZE1hBUi+gHzAJ+DJwdkQsBIiI6XnezwDXRcTCiHgBeBbYTtKaQP+IeCjPdwWwX4P5MjMzMzMz61aWunAXEZOAnwATgJeBWRHxV2BjYBdJ/5B0l6QP5UUGAxMLq3g5TxsMvFSY/lKeZmZmZmZmZnVSRCzdgtLKwI3AQcBs4IY8fjJwZ0R8VdKHgesjYn1J5wN/j4hr8vK/Bm4FXgR+EBF75Ok7ASdFxL4Vtrl0mTUzMzMzM2sREaFK03s1sM7dgOcjYgaApJuAHUhP536XN/qQpLclrUp6UrdOYfm187SXgSEVpte9E2ZmZmZmZt1dI+/cTQC2l9Q3N4zyCeAp4PfAMABJGwPLRcSrwC3AIZKWk4CS/okAACAASURBVLQesCHwYERMAWZL2i6vZzhwcwP5MjMzMzMz63aW+sldRDwo6bfAo8CC/PdXOfk3kh4H3iQV1oiIpySNJhUAFwDHxuI6occBlwF9gVsjYszS5svMzMzMzKw7Wup37szMzMzMzKzzaLQrhG4td+C+S0fno9XkVlaP6uh8WG0+BqxR3SWGJA2VtEhSjzx+q6Qj6lhuJ0lPV0m/VNJZzcyrLbnuEsfW+TkWrZEGVbq9iPhAR+fBrCP5GLBGdbMYeqeqTETsVdcCEfcBm7VbjqwpulkcWyfmWKxO0q7AVRExpObMXZSf3HVyknp2dB5qyQ3hWCfWFeKomq6ef+tYjh9rBY5j6yy6eCyKwo22VuTCXQMkjZc0TNJISaMlXSlpjqTHJG0k6WRJUyW9KGn3wnJ3Sfq+pH9Kmi3pptxvYLHqzlGSXgTuyNP3zY/aZ0i6U9KmefpJkm4oy9d5ks7NnwdI+rWkSZImShpVqzAmqYekn0h6RdI4SceVVSe6S9J3Jd0naR6wXt7OJW1tJ+/PU5JelfRnSesU0naX9LSkmbk/ROXpvfP8mxfmXV3SvNy9hlWR4/MkSY8Br0kaIulGSdPy93p8Yd6Rkm6QdF2O4YclbVnnNoYV1tFKx8EISfdK+lHe3jhJe5bl/6x8HMyRNEbSKrW/GStSa59Hf6x0Hn0O+HRZ+l05f8vlc9/7C2mrSZqf/+4qaWIhbRtJj+R9vo7UEFlxvXtLejSv8z5JWyzRF2JLpYXj2OfBLqbFY/E+ST/N57fnJH00T58gaYqk4YX595L0ZN73iZK+IakfqY/tQZLm5rQ1m/Sv7zwiwsNSDsB4UrcPI4H5pL7/egCXA88D3wF6Al8k9QlYWu4uUn+AmwHLA78FrsxpQ4FFpNZDlwf6ABsBr+Vt9QS+BTxLqla7Tk5bIS/fA5gEfDiP3wRcSLoAWA34B/C/NfbrGOAJYC1gJeAvwNtAj0L+XwA2zdvrVW07wGeAscDGef5TgPtz2mrAHGD/vG9fI7WmelROv4DUyX0pbycAN3f0d98Vhhyf/wIG5Vh6GPi//H9eF3gO2D3PO5LUum3pe/hmjuGe9RwDhXW00nEwIv9PjiLdcDgGeLks/88CG+T83QV8v6O/96420Nrn0adIx9/KwJ289zxaOs/9GhhVWPZYUsvRALsCE/Ln3qRz7wl5H/4HeAs4K6dvA0wFts0xe0T+//bu6O+51YcWjmOfB7vY0OKx+BapFX4Bo4AXgfNJ58bdSdeT/fL8k4Ad8ueVgK3z53fOqa06dHgGuvJQdgDdVpi+dw6wUmukK+aDYkAef9fJLx9Ib+ZgHUq6ABhaSD8VuK4wLuAlYJc8fg9weP68O/Bs/rwG8AbQp7DsocCdNfbrjuJBRurDsPyi5IxC+vva2M4d+fOtwOcLaT2AeaTO648AHijb/kQWX/RsB7xYSHsIOLCjv/uuMOT4HJE/fwR4oSz9ZOCS/Hlk8XvIMTYJ2LGeY6CwjlY6DkYAYwvjy+f8v6+Q/1MK6V8mX5B7WOI4bdXz6NGF8d1pu3D3CeC5wrz3FfJSLNztArxUtp37WVy4uxA4syz9v8DOHf09t/rQwnHs82AXG1o8Fp8pjH8g52m1wrTpwJb58wvA/wL9y9bT8oU7N6jSPFMLn18HpkeOojwO6UCakz9PLMz/Iumuw2qFaS8VPg/K8wAQEZGr6QzOk64FPgtclf9ek6evk9c7OT/tVh4m1NiXQWX5m1hhnuK0oTW2MxQ4T9JP8nipvvPgCtt617oj9ac4T+kF2Cmku4O31Mi/LVaKo3WAwZJm5HGRCtn3FOYt/t9D0kuk72dJtNJxACnmStt7PS+/IjCtPJ10h3TFOtZpbWul+Ck/t73Y1oyki6rlJX2YFFtbke5sl1sLeLlsWnG9Q4HhWlzlWjnvS3ocW2NaKY7B58GurNVisXx/iIjpZdNK8fc/wGnAOUqvp3wnIv5Rxza6PBfuOk6xlZ6hpEfN00lBD+9+2XMS6Q5F+fKlH/kbgB9LGkyqVrd9nj6RdHdk1cLBXI/JwNqF8XUqzFNcX63tTAC+GxHXlidI2rjC+stbMLqc9IRvCvDbiHirevatoPR9TCRVv9ikyrzv/N9z3fe1SbHXnjrzcWCdX2eOn8kV8ldRRCySNBo4jHTx8seImNfGOgeXTVuHVMW6lNfvRcQPliCf1vE6cxxb99IysRgRjwD7KTX+cjwwmrQfLR//blCl4xwuadP8cueZwA2FIC9/qXQ08GlJH5fUS9KJpAPjAXjnrsXfgEtJF/DP5OlTgNuBn0nqr2R91e7/ZDTwVUmD8su0J1WbuY7tXAScotxggKSVJB2Y0/4EvF/SfpJ6Svoq6ZF90dWkE8PngCtq5N0qexCYm19y7pv/15tL2rYwz4dK3wPwdVKMtfddrs58HFjn15njZzRwgqTBkgYC364x/7XAIaQC3jVtzPN3YKGk4/M+HECqul5yMXCMpO0AJK2QGxVYoca2rWN15ji27qWrxWLFRliUGuQ7TNKAiHgbmEuqwgnpBtqqkgYsxfa6BBfuGrMkpf/yea8kPZGaBCwHfLWteSNiLHA4qXGRV0itru0TEQsLs11Dem/j6rLtDM/rfwqYQbqTUqtloItJB95/gEdIBbCFEbGojX2pup2I+D1wNnCdpFl5vXvmtFeBg4BzSHeHNiC9Q1Lc/5dIDYNEpD6frD7vfE/5u9sb2JpUH38a6XsuntxuJl1cziQVpPfPJ8W6trGkeco683FQK/8tf/dvGWnl8+htwGOkxoxurLYvEfEg6V3ktYA/V1phRCwADgA+D5TOnTcW0h8hvWNyQa6CPZb0noq1v1aN41r593mw8+musVg+fgQwPl93Hk26riEXMq8Fnldq5bPlWstU+On8MifpLlILRL/p6LzUQ6nZ419ExHodmIdLSC10nd5ReWhlkkYCG0TE8JozN2+bXeo4sM7F8WOtwHFsnYVjsXX4nTt7D0l9gY+Tnt6tSWpx6XcdmJ91SdUyt+moPJiZmZmZdXaultkxOvxxqaRfaHEHjnMKny8k1WE+k/So/BHgSVIBryPyeRapGucPI6Jaa3PWDpQ6Pi/GSTFW1q69hqo6+3FgnZvjx1qB49g6C8dii3C1TDMzMzMzsxbgJ3dmZmZmZmYtwIU7MzMzMzOzFuDCXRckaaikP+UmXCdJOl9Sj5zWW9INksZLWuQ+bKy9SbpS0mRJsyT9V9IXytK/KOnZXG/+VklrlaV/UNLfct36yZKOX7Z7YK1C0nGSHpL0hqTflKVtltNmSHpV0u2SNquwjt6SnpY0oWz6C5LmF94FGdPe+2PdR4X3jBZKOq+QXvU8ataelPq+uyP/zo+VtF8h7bCy+J2Xrz/dCF4HceGua7qQ1E/ZGqR+y3YFji2k30vqz2Pyss+adUM/ANaLiJWBfYHvlk7qkj4GfA/YB1gFeIHUvww5fVVSn16/AAYCG5JaaTVbGi8Do4BL2kg7OCJWAVYD/gBcV2G+k0id3JYL4NMRMSAPezYpz2ZERP9SbJFaqZ5P6iS65nnUrD1J6knqB/cW0u/0l4CrJG0IEBHXlMXvscC4iHi0wzLdzblw1zWtC1wfEQsiYhowBtgcUie3EfH/IuIBYFGVdQCpXxNJoyTdn++83CxpFUlXSZot6Z+S1inM/zNJU3PaY5Le3077aF1ERDwVEW/kUZEugjfI458GboiI/+aOTUcBu0gq9Zn4DWBMRFwXEQsjYl7uYPQ98hPrRZKOlDQhP335kqRtcyzOkHR+Yf4NJN2d7zROk+SLoRYXEb+PiFtILf2Wp82JiPF5tCfp/LhBcZ4cl4eRblhUonryIWmkpNH5qfacHJ8bSTo5nz9flLRbYf4jJY3L846T9Nl6tmMt60BgWkTcn8drnUffxb/r1mSbAmtFxHmR3AXcT+okvJIRwBVtrczx2f5cuOuazgUOlbS8pMHAp0hPP5bWIaQnfYNIT04eIN35Hgj8l9wNgqQ9gJ2ADSNiJeBg4NUGtmstQtLPJc0DngYmAbe2MWvpnPOB/Hd7YGY+yU/NJ/khNTa3HSlODyEdC6cAw/I6D5a0c55vFHBbfqK4NnB+hXVZNyNpJumpyHmkpyFF/w/4DvBG+XLZ1TlOx0jassam9gYuB1YG/g3cRiocDiLF5q9yfvrlvHwy3/XeIc9v3ddwqlwc897zaCX+Xbf2JCrEn6ShwM5Uj19wfLYrF+66pntJB9UcYALwUL5bvbQujYgXImIuqZA4LiLuiohFwA0s7jx8AdAfeL8kRcQzEVGp+pJ1MxFxHLAi6ST8O+DNnDQGOEjSByQtD5xOemLSL6evTbqQOR4YQu3qRgGcFRFvRcRfgXnAtRHxakRMIh0bxXgdKmlwnv+B5uytdWURMRBYCfgK8FhpuqT9gR5VzqWHkWpNDAXuBm6TNKDKpu6NiL8WzqOrAWdHxNuk6qDrFpZ/G9hCUt+ImBoRTy/1DlqXli+OdyHdGCipdR6txL/r1izPANMknSipVy5w7Url+BtOOvfV6pfY8dmOXLjrYiSJdKL/LenAWg1YRdI5Day2eKC8XmF8RYD8KP4C4OfAVEm/lLRiA9u1FpKrazxAKqR9OU+7AziDVOB7Pg9zgZfyYq8DN0XEvyLiLeBMYAdJ/atsalrhc5vxCnyLdI57UNLjkj7fwO5ZC4mI14GLgCskrZafnp0DnJBneU/1y4j4e0S8GRFvRMTZwCzSHeq2lMfl9Fjcsezr+e+KETGfdBf7y8BkSX+QtMlS75x1dUcA9xUvjus4j1bi33VrilwVeD9SbYTJwNeB66kcf0cAl9WxWsdnO3LhrutZhXTx/PP8ft1M4FJS1cx2FxEXRMS2wPuBTUgX0GZFvSi8yxQRv4iIjSNiLdLFSS/giZz8H9LTuKLy8aUSEdMi4uiIGAwcA1woaf1mrNtaQk/SDbLBwEakJ3L3SpoM3AgMUmqNeJ02lg/qfAevloj4S0TsQWpI4xng4mas17qkihfHNc6jDfHvutUSEU9ExMciYvWI+BTpN/7B4jySdgTWIp0/m7ltx+cScuGui4mIV4HxwDGSekpamfTyarF60XKS+ubRPpL6NGPbueGK7ST1It1ZeYM6Gm2x1iVpdUmHSFpBUg9JnwQOBf6a0/tI2jx/Xof0ntG5ETE7r+JSYH9JW0rqDZxGums9t61NLkHeDszvpEJ6yrIIx2tLy+fEvqSCW68cfz1z2m6Sts5xOgD4KanhladJF8lDSK0PbwV8EZiSP78kaYikHZS6Segj6VvAqqRGBRrN8/sk7ZufHi4AXiNV07RuRtIOpHeQfls2vdZ5tJFt+nfdapK0RY7DfpJOJN2IuqxsthHAjRExr4nbdXwuBRfuuqYDgL2AV4CxwFukVgdLniG9izSIVIVzfo27z/UaQLqjPINUwJwO/GiJcm6tJkjVySaS4uKHwFcj4k85vS9wjaS5wD9IF8Onv7NwqnJxCqkBlinA+qR3m6ptr97xDwP/lDQH+D1wQkS8UPeeWVd0KqmxlG+TXtafD/xfTluZ9D7nLOBZYD1gz/w+5tv5Se+03ALxDGBRRLyS3wHpT+quYwapKtIeedmZDeS1FKs9SOfvl0nn1F3I1Zqt2xlO5YvjqufRCvy7bs12BKlK5hTg48DuEbGglJgfIhxIfVUyHZ/tTItfATAzMzMzM7Ouyk/uzMzMzMzMWoALd2ZmZmZmZi3AhTszMzMzM7MW4MKdmZmZmZlZC3DhzpYJSSMk3dvR+TCrxPFpnZVj0zozx6d1Vt05Nl24axJJm0q6Q9IsSWMl7VdI+4ik2yW9KmmqpOslrVlIHynpLUlzJM3Nf9etsI1dJS2SdNay2aumc9OsHaTB+DxR0uM5LsflPm6K695K0j153RMknbos962JHJ8doEZsHlY4J86RNC+fA7fJ6V/LMTlb0kuSfiKpR2F5x6Y1pEZ8bibpIUkz8vnzdkmbFdJvLYvfNyU9ltOGlKXNzbH99Y7YzwY5PjtAtdgsm+/0HFvDyqZ/UNLfcuxNlnR8Ie0sSf+RtEBStW43OrtuGZsu3DWBUie5NwO3AAOBLwFXSdowzzIQuAgYmofXSJ03F10XEQMion/++0LZNnoB55L6uDGrW5Pi8whSP2GfAr4i6eBC2jXA3RGxMvAx4FhJe7fP3lgrqRWbEXFN4Zw4ADgWGBcRj+ZV3AxsGxErAR8gdUJ+QmETjk1banWcOycBB0fEKsBqwB+A60rLR8ReZfH7ADA6p00sS9uC1Hn9uzowN6ukjtgszbc+qf+5SWXTVwX+TOq/cyCwIXB7YZZngW8Bf2ynXbB25MJdc2wKrBUR50VyF6mT0SMAImJMRNwYEa9FxBvABcAOS7iNbwK3Af+tNlN+Cjha0pX5buBjkjaSdHJ+KvOipN0K8w+Q9GtJkyRNlDRKknLa+vmu0HRJ0yRdJWlAYdnxkr6ZtzFT0rWSlqtnZ/Idp9LToqclHVRIu1TSBZL+mPfh75LWW8L/ly3WUHxGxI8j4t8RsSgixpJ+UHYsrH8o6SKaiHgeuA/YvFJGHJ9WpmpsVjACuKI0EhHjCx2J9wQWkS5SShybjs1G1Dp3zo6I8XneUvxtUGlFSrVxdgaubGNbI4B7ImJiG8s7Pq2o3nPnz4GTgAVl078BjImI6yJiYUTMi4hnSokRcWVE3Ea62VuVY7PzceGu/Yh0J7mSXYEny6btk4P5cUnHvGtF0lDg88BZeb217A1cTnrS8m9SoVDAIGAU8KvCvJcDbwHrA9sAuwNfLOzD94E1gc2AtYEzyrZ1ELAHsB6wFXBkrcxJ6ke6Q3QV6W7nocCFkjYtzHYIMDLvwzjge7XWa0tkSeOzaOey9HOBEZJ6SdoE2B74S5XlHZ9WTcXYzOfBnSkU7vL0z0qaDbwCbEl6Cl3i2HRsNtt74lPSTGA+cB5t/7+HkwpvE9pIPwK4rMa2HZ9WzbtiMxde3oiIMRXm3R6YKen+XAC7WdKQBrbt2OxMIsJDgwPQC3gOODF/3gN4E/hzhXm3BF4FdihM25QUyAI+Snp8fkgh/ffAgfnzpcBZVfIyEritML43MAdQHl+RVPVjALAG8AbQpzD/ocCdbaz7M8AjhfHxwGcL4+cAF7axbOmuJMDBwN/K0n8JnFbYx18V0j4FPNXR33NXHRqNz7L0M4FHgd6FaR8lVeFYkGNrpOPTQzvE5mltffc5fYMcn+9zbDo2OyA+lweOAfZqY13PAke0kbZzjrV+jk8PzYhNoD8wFhhS+E6HFZZ/BpgBfBBYjnRj4r4K27kSOL1GXhybnWzohTUsIhYqvch6AfBt4GHgetKB9g6lutC3AsdHxAOF5YtVLf8u6TxSHenrJe0D9I+IJamHP7Xw+XVgeuRozeMiHWyDgd7A5NIT8TxMyPl9H+mA3znP35N0MmhrW/OBterI31Bge0mldSmvu3hHfkrZelesY71WQaPxWUj/CnA4sFNELMjTBgJjSO9CXUu6SXGjpKkR8cs2suT4NKD+2MyOAL5bZV3jJD1Feofkfxyb76zXsbmUliQ+I+J1SRcBr0jaNCKml9Ik7US6qL2xjU0NB26MiPk1suT4NKCu2DwDuCLaqOZLipebIuJfAJLOBKZL6h8Rc5ciS47NTsSFuyaJiCdIL+wDIOl+ClUscpWivwBnRsQ1tVbH4uqXw4APSZqcx1cCFkraIiL2bzDbE0l3UFYtHIRF3ye9Q7B5RMyW9Bng/Aa3Wdru3RHxySasy+rQaHxKOopUb3/niJhcSFofWBgRV+fxSZKuA/Yi3RVrhOOzG6gVm3najqQf8LYujkt6k2ISHJvWBPXEZ0FPoB/pAnZ6Yfpw4HeVCm+S+pKqmX2mOTkGHJ/dQhuxeWkeHQYMlnRcHl8dGC3pnIj4EfAf3tuSZKVYaTbH5jLgd+6aRNIWkvpI6qfUVPya5B8ASYOBO4DzI+LiCsvuK2nl/Hk74KukqpgApwIbk+oVb0VqGeli0jt4DYmIKaQ6yD+T1F/J+pJ2ybP0J71MOzfvw7ca3Wb2R2BjSYfnd2F6S9o2vxNj7aDB+Pwcqe757hHxYlny2DSLDs3xsyap3vpjjebZ8dk9VIvNghGkJxvzypb9gqTV8+f3AycDf83Jjk1rWI1z526StpbUQ6nRh5+SnjI8XVi+L6lK2KXvXTsABwAzIuJvzcqz47N7aCM2L8/Jw0jv35WuHScBR5MaWIEUj/tL2lJSb1K19/tKT+3y99eXVE7onbfTcJnBsblsuHDXPEcAk0mPdT9OuhAutU70BdKLn2eo0JddYdlDgefytMuA70fEVQCRWjCaVhpIj7fnRcSsBvJavFsynFTf+inSj9INpBMEpPdXPgTMIjXxXH7XfKnu8kTEa6T64YeSTjiTgLOBPkuzPqtLI/E5ClgFeEiL+2W6ECD/EBxAanlrBvAv0h3BRl5Ednx2L9ViE0l9SNXUL6uw7I7A45Lmkn68/wj8Hzg2rWmqxefKpCq/s0jv1K0H7BkRbxWW3w+YWaXwNpyyRoIa4PjsXtqMzYiYWXbtuBCYVXp6HKl1zVNIr2JMIdV0OKyw7otJVRMPzfPNJ72WsbQcm8tQ6WVHMzMzMzMz68L85M7MzMzMzKwFuHBnZmZmZmbWAly4MzMzMzMzawEu3JmZmZmZmbUAF+5sqUkaKmlRW83jShovadiyzpeZY9M6M8endVaOTevMHJ/1ceGunUjaVNIdkmZJGitpv0LaRyTdLulVSVMlXZ/7YCqlf0zSnXnZ5yus+wVJ83OT9HMkjVlW+1WBm1vtYhqMzRMlPZ7jblzuW6eUNqTQVUKpS4VFkr6+rPcxc2x2QTXi87CyGJuXY2ybwjznSJou6RVJZxemry7pGkkvS5op6V6lfkU7iuOzi6kRm5tJekjSjHz+vF3SZoX05ST9UtKUHJ83S1qrwjZ2zTF91rLarwocm11Qtfgsm+/0HGPDCtNGSnqr2B2SpHUrLOv47AJcuGsHknoCN5M6HB8IfAm4StKGeZaBwEXA0Dy8xrs7OJ0HXAKcSGUBfDoiBuRhz+bvhbWiJsQmpL51VgY+BXxF0sEAETExIvqX4hLYAngb+G377pW1ilrxGRHXlMXYscC4iHg0L/8lYF9S7G0J7CPp6Lz6FYEHgW1I/TZeAfxJUr9ltoPWZdVx7pwEHBwRqwCrkfrouq6wiq8BHyF1LD2I1I/X+WXb6AWcC/yj/fbEWlEd8Vmab31Sv6GTKqzmunxuLZ1jXyhb1vHZRbhw1z42BdaKiPMiuQu4n3RRTESMiYgbI+K1iHgDuADYobRwRDwUEVcD46tsQ/VkJN+NGS3pynwn5jFJG0k6OT+ZeVHSboX5B0j6taRJkiZKGiVJOa2HpB/nO+LPAZ+u9x+i5GRJz+Xlr5O0ck4rPWYfnvMzTdIp9a7blkijsfnjiPh3RCyKiLGkH5Md29jWCOCeiJhYKdGxaRVUjc8KRvDuDqCHAz+JiMkRMRn4MXAkQESMj4hzc6e+EREXkzrS3aTSih2fVqbWuXN2RJR+s3sCi4ANCsuvC9wWEdNzJ+fXA5uXbeObwG3Af6tlxLFpFdR77vw5cBKwYCm24fjsIly4W3ZEumNXya7Ak0u4vqvzQTJG0pY15t0buJz0tOXfpINTpLuHo4BfFea9HHgLWJ90h3t34Is57WhgL2ArYFvS3Z96nUC6o75z3u5M4MKyeXYENgJ2A06XVPGiy5qukdjcuUr6EcBlNbbt2LRaKsanpKGk76xYuNsceKww/hjvvYAuLb810Bt4rsq2HZ9WzXtiU9JMYD5wHvC9QtIlwE6S1lJ6Wvw54NbCckOBzwNnUd/NW8em1fKu+JR0EPBGRLT1Ks8+SlWGH5d0zLtW5PjsWiLCQ5MHoBfpguHE/HkP4E3gzxXm3RJ4FdihQtongOcrTP8o0AfoC5wMTAYGtJGXkaS7haXxvYE5gPL4iqSqcwOANYA3gD6F+Q8F7sif7wCOLqTtnpft0ca2xwPD8uengI8X0tYiHcw9SNX/3ibddSql/5NUxaXDv89WGpoVmzn9TOBRoHeFtJ1znPWrkhfHpodG4vM04M6yaQuBjQvjGwJvV1h2APAf4CTHp4d2iM3lgWOAvcpi7lrSE723gEeAlQvpvwcOzJ8vBc5ybHpoVnwC/YGxwJDy7zGPbwqsSSqAfZRUbfMQx2fXHHphTRcRC5VeZL0A+DbwMKkKxpvF+ZTqQt8KHB8RDyzB+v9eGD1b0gjSxfSf2lhkauHz68D0yJGcx0U62AaT7mRPLj0Rz8OEPO8goFjF7sV680w6kG6StCiPi1QtYI028jk/58maqFmxKekrwOHAThFRqXrHcODGiJhfI0uOTXtHvfGZHQF8t2zaa6QLhpKV8rR3SOpLei/lgYj4YY0sOT4NWLLYjIjXJV0EvCJp04iYTnpi0If0PtT8vI4xwPaS9gH6R8SSvJ/s2LR31BGfZwBXRBuvSUREsarl3yWdR3pKdr3js+tx4a6dRMQTwMdK45Lup1BFLT/i/gtwZkRc0+jmqPMdvBomku6grFo4CIsmA0MK40OXYN0TgKPKCqbAO/8LW0YajU1JR5Hq7O8c6b2m8vS+wEHAZ5qYbcdmN1ErPvO0HUl3YW8sW/xJUvWdh/P41hSqDUtajnQHekJEHEPzOD67gXpis6An0I908TqdFJenRMTsvOz5wJmSVgGGAR+SVDqfrgQslLRFROzfYLYdm91EG/F5aR4dBgyWdFweXx0YLemciPhRpdWx+LrS8dnF+J27diJpC0l9JPVTai5+TfKPgKTBpEfN50d6qb98WUnqQ3rZv0deT++cNkTSDpJ65+nfAlYlvTjbkIiYAtwO/ExS/5yP9SXtkmcZDZwgabCkgaS7Q/W6CPi+pHXyfqwuad9CejMKp1aHBmPzc6T3SHaPiLbuoB0AzIiIvzUr3YWYTAAACYtJREFUz47N7qNafBaMID0Znlc2/QrgG5IG5Vj+BvniRqmltxtJd2ePbGaeHZ/dQ41z526StlZqAGIA8FNgBvB0XvwhYLhS4xG9geOASRExAzgV2JhUANyK9GT5YtI7Tg1xbHYfbcTn5Tl5GOn9u1KMTSK9z/bzvOy+WtzYyHbAV0k3wsDx2eW4cNd+jiDdcZgCfJx0MVyqvvYFYD3gDBX6FCksuwvpsfUfSXcs5pNeRoVUb/oXpB+Nl0j1qveMiJkN5LV4t2Q4qVD5VN7GDaQTBKSD+TZSIwUP89675tXWex6pZcXbJc0GHgC2a2PeSuPWPI3E5ihSM/IPaXFfOOUvKA/n3Y1cNMKx2f1Ui0/yja8DqfDEJCIuIjVB/zgpFm4p3KTYgfRi/h7A7EL8ttXaaz0cn91LtdhcmfRO3SzgWdJ5dM9ILWNCehfqzZw2FdgT2B8gIuZFasV1WkRMI/3+z4uIWQ3k1bHZ/bQZnxExsyzGFgKzCq9OHAo8l3/vLwO+HxFX5WUdn11M6eVGMzMzMzMz68L85M7MzMzMzKwFuHBnZmZmZmbWAly4MzMzMzMzawEu3JmZmZmZmbUAF+5siUgaIenedt7GE4VmcM3q5vi0zsqxaZ2Z49M6K8fmknPhrgGSjpP0kKQ3JP2mjvm/LmmypFmSfp37uimlDZR0k6TXJI2X9NmyZT8h6emcfkep344O0rQmViVdKumsd6084gMRcU+zttFdLav4VOpz8YY8fVEnOEE6Pju5Jsfm3ZJeL3Td8XQhbbO8nRmSXpV0u6TN2mu/6uDY7AKaHJ9V1yXpYElPSZqdLzA/0+z9WQKOz06uWbEpabk8/kKOvX9J2rNs2eUlXSjpFUkzJd3dTrtVD8fmEnDhrjEvk/r9uqTWjJI+CZxE6ntkKLABcGZhlguBN4DVgcOBX5QuQiStSurb4/9IfYw9AlzftL1oJ5J6dnQeurllEp/ZvcDnSH3sdAmOzw7VzNgM4NiIGBAR/SOiGJcvAwdHxCrAaqQ+8K5rzi60H8dmh2tmfLa5LkmDgCuBr0XESnk910hardEdaE+Ozw7VrNjsBUwAds6xdxowuuzBwcWk/hs3IV17fr1J+9BuHJtZRHhocCAdaL+pMc/VwHcL4x8HJufP/Uidm25QSL+c1IkkwP8C9xXS+pE6Nt+4jW3dlfN0PzCX1InjKsBVwGzgn8A6hfk3BW4HXgWeBg4qpK0C3JKX+wdwFnBPG9sdCiwCjgJeBO7O00eTLvpnAncDmxX26y1SoWEOcHOePh4Ylj8vB5xLOqG9BPwM6N3R33lXGto7PsvWMxHYpca2HJ8emhKbhXg6qo5t9QKOA15zbHpYVvFZbV2kDpWnlE2bBnzE8elhWcVmIf0xYP9C7MwCVqwzP47NTjT4yd2ysznpwCl5DHifpIHAxsCCiBhXlr55pWUjYj7wXCG9kkNIT1IGARsCD5Du9AwE/guMBJDUj3SAXUW6s30ocKGkTfN6LiQVJNcAvkA6gGrZhXTgfjKP30q6Y/Q+4F/ANXk/LiadfH4Y6a57peoop5J+ALcEtsqfT60jD7ZkGonPpeH4tHpVis01cmyW/EDSNEn3Stq1fAWSZpLi5DzgezW259i0JVHt3FnLw8DTkvaW1EPSfqSLzv9UWcbxafWqOzYlrUH6rX8yT/owqbB0Vq6W+ZikA2psz7HZSbhwt+ysSLoLUTIHENA/p80pm39OTqu0bHl6JZdGxAsRMRf4MzAuIu6KiEXADcA2eb69gfERcUUkj5GqgB4kqQdwAHBaRLwREU+SnthUE8DIiHg9It4EiIjLImJ+RCwg3YHZSlK1vBcdBpwZEa9GxKukKgXD61zW6tdIfC4Nx6fVq1JswuL4OwlYHxhMqkb0B0nrFVcQEQOBlYCv8O6LnUocm7Ykqp07q8oxdSVwLal2xFXAlyLi9SqLOT6tXnXFpqRepNi7NCLG5slrA1uQnnytBRwPXC5pkyrbc2x2Ei7cLTuvAQMK4yuRAnJuhbRS+tw2li1Pr2Rq4fPrFcZXzJ+HAtvnBgdm5Dvch5HumKxOqsr0UmHZF6tss+Sd+fPdyLMlPSdpFunRd5Du1tRjEKleeHH7a9W5rNWvkfhcGo5Pq1e12CQiHoqIeRGxICKuIFUL2qt8JfmC+SLgihrvNDk2bUlUjc9qJO0G/JBUlb038DHgEklbVlnM8Wn1qhmbkkQq2L1JKsCVvE6qvvjdiFgYqbGRu4A9qmzPsdlJuHC37DxJerxbsjUwNSJmAmOBXpI2KKRvxeLH40/m+QGQtALpcfOTNG4iqY7yKnkYGOlR9VeAV4AFwJDC/PW00lls1egwYB9SXeaVgXVJd45UYd5KJpFOBCVD8zRrrkbisz05Pq1abFYSLP7+yvUkvUM6uAn5cmwaLHl8Fm0F/C0iHgWIiIdJ7ybt1oR8OT6tnti8hFToOSAi3i5ML1UNLp5La32n9XJstjMX7hogqaekvqQLhl6S+lRpqecK4AtKTXMPJNXfvRTeeYfud6S6zf0k7UQKzCvzsjcBm0vaX1IfUr3lfxcenzfij8DGkg6X1EupWfttJW2SH6X/DjgjN4n7fmBEjfWVX1T1J90RmpkLpT/g3QfWVFKVqrZcC5wqabV8t/00Fv9frIplGJ+lZpX75tE+OU6bwfHZgpoVm5JWkrRHaXlJnwN2Bsbk9N0kbZ3v5A4AfgrMIL3A3yjHZotqVnzWsa6HgJ0kbZXn3QbYierv3NXL8dmCmhybvyS9p7ZvRLxVtuw9pKdX38nb3JH0ZPm2JuyGY7O9RSdo1aWrDqRC1iLg7cJwek4bQqrfvHZh/q8BU0gtEP2aQus7pBdObyI9Rn8BOKRsW8NIFyTzgDsptDpUIV93Umg9jrJWlYBPAGML4xuRDrZppLsmfwW2zGml5sNnkVotOpPqrRa9DfQoTFsB+H3+X4wnNaP/NrB+Tt8QeJR0wfW7PO15Frda1IfUatEkUstFPwOW6+jvvisMyzg+x5dt5+22YtTx6aFZsZm//wdJ75XMIL3AP6yw3IGk8+Yc0g/6H4APVMmXY9ND0+Kz1rpy+rHAszmGnyN1i+D49NCusUl6GraI1HDJ3DzMAT5bWHYz0jl1LvAEqRDo2OwCg/KOmJmZmZmZWRfmaplmZmZmZmYtwIU7MzMzMzOzFuDCnZmZmZmZWQtw4c7MzMzMzKwFuHBnZmZmZmbWAly4MzMzMzMzawEu3JmZmZmZmbUAF+7MzMzMzMxawP8HFFZqR4tWZ5UAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2572,11 +2234,11 @@ "text": [ " #1 #2 #3 #4 #5 | Algorithm\n", " --- --- --- --- --- | ---------\n", - " 13 15 8 4 0 | improve_greedy\n", - " 19 14 7 0 0 | rep_improve_nn\n", - " 1 1 0 5 33 | improve_divide\n", - " 5 8 17 8 2 | improve_nn\n", - " 2 2 8 23 5 | improve_mst\n" + " 13 16 18 1 2 | improve_greedy\n", + " 24 17 4 5 0 | rep_improve_nn\n", + " 0 1 1 11 37 | improve_divide\n", + " 10 8 13 16 3 | improve_nn\n", + " 3 8 14 17 8 | improve_mst\n" ] } ], @@ -2590,7 +2252,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `improve_greedy_tsp` and `rep_improve_nn_tsp` algorithms give the shortest tours. One surprising result is that the divide and conquer algorithm was not improved much; perhaps the re-assembly steps of divide and conquer are already doing the same things that `improve_tour` does. The minimum spanning tree algorithm is no longer terrible.\n", + "The `improve_greedy_tsp` and `rep_improve_nn_tsp` algorithms give the shortest tours. One surprising result is that the divide and conquer algorithm was not improved much; perhaps the re-assembly steps of divide and conquer are already doing similar things to what `improve_tour` does. The minimum spanning tree algorithm is no longer terrible.\n", + "To make sense of the rankings: the top line says that `improve_greedy` was #1 (had the shortest tour) on 13 of the 50 problems, was #2 on 16 problems, and so on, while `rep_improve_nn` actually had more #1 finishes with 24. The big loser was `improve_divide`, with 0 first place finishes and 37 last place finishes.\n", "\n", "# Comparison of *k* Values for `rep_improve_nn_tsp`\n", "\n", @@ -2599,14 +2262,14 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2618,41 +2281,41 @@ "text": [ " #1 #2 #3 #4 #5 #6 | Algorithm\n", " --- --- --- --- --- --- | ---------\n", - " 9 3 2 3 16 7 | improve_greedy\n", - " 12 10 11 6 1 0 | rep_improve_nn, 15\n", - " 13 10 10 5 1 1 | rep_improve_nn, 10\n", - " 5 11 5 10 7 2 | rep_improve_nn, 5\n", - " 2 6 8 11 7 6 | rep_improve_nn, 3\n", - " 2 4 2 6 2 24 | rep_improve_nn, 1\n" + " 3 8 6 8 11 14 | improve_greedy\n", + " 28 12 3 3 3 1 | rep_improve_nn, 15\n", + " 14 12 16 5 3 0 | rep_improve_nn, 10\n", + " 6 5 17 13 4 5 | rep_improve_nn, 5\n", + " 4 7 8 14 8 9 | rep_improve_nn, 3\n", + " 1 4 2 5 17 21 | rep_improve_nn, 1\n" ] } ], "source": [ - "improvers = [bind(rep_improve_nn_tsp, k) for k in (15, 10, 5, 3, 1)]\n", - "compare([improve_greedy_tsp] + improvers)" + "compare([improve_greedy_tsp] + [bind(rep_improve_nn_tsp, k) for k in (15, 10, 5, 3, 1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "With the default *k*=5, `rep_improve_nn_tsp` is comparable to `improve_greedy_tsp`, and with *k*=15 the tours are 1% shorter (but the run time is 14 times longer). \n", + "We do get shorter tours as we increase the reptitions, but of course we pay a penalty in run time. With *k*=3,\n", + "`rep_improve_nn_tsp` is roughly comparable to `improve_greedy_tsp` (although the later is twice as fast). With *k*=15 the tours are 2.5% shorter than with *k*=1, but the run time is 15 times longer. \n", "\n", "# Comparison of Ensemble Strategy\n", "\n", - "Since no one algorithm dominates the others, maybe it is time for the **ensemble strategy**:" + "Since no one algorithm always dominates the others, maybe it is time for the **ensemble strategy**:" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 69, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2664,39 +2327,81 @@ "text": [ " #1 #2 #3 #4 | Algorithm\n", " --- --- --- --- | ---------\n", - " 40 0 0 0 | ensemble\n", - " 23 0 15 2 | rep_improve_nn\n", - " 15 0 21 4 | improve_greedy\n", - " 2 0 4 34 | improve_mst\n" + " 50 0 0 0 | ensemble\n", + " 31 0 13 6 | rep_improve_nn\n", + " 16 0 26 8 | improve_greedy\n", + " 3 0 11 36 | improve_mst\n" ] } ], "source": [ "ensemble = (rep_improve_nn_tsp, improve_greedy_tsp, improve_mst_tsp)\n", - "compare((ensemble_tsp,) + ensemble)" + "\n", + "compare((ensemble_tsp, *ensemble))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The `ensemble_tsp` algorithm gives a 1% improvement in tour length, because it gets contributions from both `rep_improve_nn_tsp` and `improve_greedy_tsp` (and, for just 2 out of 40 problems, from `improve_mst_tsp`). Note that in the rankings, for every problem there is a two way tie for first between the `ensemble_tsp` algorithm and whichever member of the ensemble contributed that tour. That's why there are 80 (not 40) entries in the \"#1\" column, and none in the \"#2\" column. \n", + "The `ensemble_tsp` algorithm produces the shortest tours yet, because it gets contributions from both `rep_improve_nn_tsp` and `improve_greedy_tsp` (and, for just 3 out of 50 problems, from `improve_mst_tsp`). Note that in the rankings, for every problem there is a two way tie for first between the `ensemble_tsp` algorithm and whichever member of the ensemble contributed that tour. That's why there are 100 (not 50) entries in the \"#1\" column, and 0 in the \"#2\" column. \n", + "\n", + "Let's see if the results are different for different-sized city sets:" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " #1 #2 #3 #4 | Algorithm\n", + " --- --- --- --- | ---------\n", + " 30 0 0 0 | ensemble\n", + " 14 0 14 2 | rep_improve_nn\n", + " 15 0 10 5 | improve_greedy\n", + " 1 0 6 23 | improve_mst\n" + ] + } + ], + "source": [ + "compare((ensemble_tsp, *ensemble), TestSuite(30, 300))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A similar picture.\n", "\n", "# Comparing Precise Algorithms\n", "\n", - "Here I compare the two precise algorithms, All Tours and Held-Karp, to the (approximate) ensemble algorithm. I won't bother with `rankings`, because the precise algorithms always tie for first. I'll try both 9 and 10-city test suites:" + "Here I compare the two precise algorithms, Exhaustive Search and Held-Karp, to the (approximate) ensemble algorithm. I won't bother with `rankings`, because the precise algorithms always tie for first. I'll try both 9 and 10-city test suites:" ] }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2704,19 +2409,19 @@ } ], "source": [ - "boxplots([alltours_tsp, held_karp_tsp, ensemble_tsp], TestSuite(200, 9))" + "boxplots([exhaustive_tsp, held_karp_tsp, ensemble_tsp], TestSuite(200, 9))" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 72, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2724,14 +2429,14 @@ } ], "source": [ - "boxplots([alltours_tsp, held_karp_tsp, ensemble_tsp], TestSuite(20, 10))" + "boxplots([exhaustive_tsp, held_karp_tsp, ensemble_tsp], TestSuite(20, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This says that while `ensemble_tsp` does not give a guarantee of an optimal tour, in practice on random city sets it performs exactly the same as the precise algorithms, only faster.\n", + "This says that while `ensemble_tsp` does not quite give a guarantee of an optimal tour, in practice on random city sets it performs almost exactly the same as the precise algorithms, only faster.\n", "\n", "\n", "# Further Explorations\n",