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@rwegener2
Created July 18, 2022 16:20
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Example code demonstrating xesmf struggles
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{
"cells": [
{
"cell_type": "markdown",
"id": "1836d3e1-8b94-4788-8f0c-c46b6be517f3",
"metadata": {},
"source": [
"# Regridding Issue\n",
"\n",
"This notebook has an example demonstrating difficulties using xesmf, perhaps due to the projected coordinate system of the input and output data, or perhaps to do something I am doing wrong.\n",
"\n",
"**Task goal:** Convert UTM curvilinear grids to rectilinear UTM grids.\n",
"\n",
"**Problem:** Output from the regridding does not look like the input data.\n",
"\n",
"`example_data.nc` is ~650KB and can be downloaded [here](https://github.com/rwegener2/sarp_lessons/blob/main/student_data/example_data.nc), or with [this link](https://github.com/rwegener2/sarp_lessons/raw/main/student_data/example_data.nc)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f9d7240a-f7df-4ce5-a9ef-c1b0ac6604a8",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import xesmf as xe\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3b75000c-c591-4667-8d21-7a050bf6f222",
"metadata": {},
"outputs": [],
"source": [
"data = xr.open_dataset('example_data.nc')"
]
},
{
"cell_type": "markdown",
"id": "df08cbff-93a8-44bc-bf2f-2fb96c3dbda9",
"metadata": {},
"source": [
"### Input grid\n",
"\n",
"(Airplane data, am I right?)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "926de3ee-8d60-48fd-8951-2caa6ae668e6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fbd26fd2ed0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QLIb+1jDgPZXOYWxlE6PnunWlYwv/9ku4hOHChYsXNswkwUyom8ubONPegGvjyziVqNdAtABwVm0/296gRXilso/Dh2PobampqCj4a1R7CqjUXJxtb6gAvAcSdZjJyBaYOTgp8JHaH+0owCUMFy5cvKDBOAUnC3uwUX+rpL32twZANI9bNYHpaoA3t6linoey70cC3jyidaSzaVfA+2SyLmR7zn5UI/tEf8HhEoYLFy5eqDBxilLJ19RYs0KwXWb3CnibFYXZpjKTiQl4myNaowBvc+aFCXgz/rHfwiUMFy5cvBDBZoHsAcVU2agKwRbdsV7CThzm8eZ0Pa4ootpUJuBtJiabGcVJhMF3G/A+kajdV9UF4BKGCxcuDniYiYLnVZgJwK4QzErBnn7HiQFAyDvKnte9W3vKHpY0lc5FzvAGoJXdNuBdKvmYXyvuK8AbcAnDhQsXBzSiEgVQKbozFde+L3SlYFJmGXzm6uDm8mbFPIqXDbsP0zMqqj0FBIC3CWqbFNobSxsYUlbofL0MkN/J5DB6vntfUWoBlzBcuHBxwIITxc2lzchEYWMQIcW1wgeiKLPMlDLnWdjzKLiymFbnIqLI9pQNeJ9IyGtjCq3pFWUmH57CV/b9fZcsAJcwXLhwcUDCTBRsEGhjDvxEb4ru2GKc8YFzSnRnUmZtplQUddZUevPY1OGOxki7kLGVzUjAm6sNPicnIdPCnM+539pRgEsYLly42OcRlSjMp34TD5hY3dIMJVtsB6BCdLdXwNucb8FKbwGEFN62HoMBb3v2xYlEkCgmrERmXsd+A7wBlzCeaezHJwYXLvZr7JYoAOgndMYDRrqaQBSMSI3HPd0m2gvgbScfs6LgBT9K6R3VnopqS3Fimc7kqyq7p9K5fTUwyY69jGg9QkR/QkTvENE4Ef1CxDGNRHTVOOYzxr5fJaI0EY1Zr2khom8Q0aT62qy2HyKirxLRTSK6RUQ//yRu9HmH+YfvwoWL6rHXRMGtH3OaHbea7DaVqbkwsQi7jTVjLP7MmLq5vBmab2F6RgGoaE/ttS0FhJXdfC6Q2DcDk+zYS4XxLoCPCCFeBnABwKtE9EPWMT8LYEId82MAfpmIDqt9vw7g1YjzfgHA7wshBiHHun5Bbf8pAC8JIc4B+H4Af52I+vZ6Q/s5SmVfq09duHARjveaKKpVClwZ8HZuQQHBAm23sXjsKluEmBWFDXiXhZBusgosZ3PBqLYUX7+p7DZNDgWAqzeXcCbZoJPffoxHJgwhgyWHh9Q/+zFZAKgnWUfVAVgHUFKv/5b62Y7LAL6qvv8qgE8a56olojiAowB2AGzv8X72bfi+wN3VHF57e8ElDRcurCiV/D0lignDLtyuJPhYoJJSaz7Bmwu0zYziCXdmO8tuX3EVYE7i44l782tFPCyF21LmPAxudZWFwNhykHSGOxorgPX9GHvCMIgoRkRvA0gD+IYQ4jvWIV8CcBbAMoCbAH5OCPGoVbFdCLECAOprUm3/twAKAFYA3APwj4UQFQmHiD5LRN8lou9mMpm93MZzjVLJB3lA3z5Ub7pw8bxCVxXLm3hYKlckCgCYNlTQAtCYhDkJL4opZYrueGFms8HhjsbQYh9VjdiA93Qmj9dvhKsAs3rg0arz60ElYrfMWIcxly2gVBZa28HYxn7GL4A9JgwhRFkIcQHAMQA/QEQj1iGvAHgbQBdk2+pLRNTwHq/pBwCU1bn6Afw/iehExDV9RQjxYSHEhxOJxHt8q2cTbHx2vOUoPJCrMFx84MMU3e3scKIIVwm8+A8m67UflNlyehRTymQzmaK73pYarbau5iFlMpV4WBLjEeacbgapBRCafcGvsym0M0YSmV8Pj3JlLGS/4hfAY7KkhBCbAL6JSkziMwB+W7WvpgDMAjjziNOliKgTANTXtNr+VwD8rhDioRAiDeCPAHz4ca5zv4XnEXqaazCfvY+7qzn81lv3XNJw8YEMW519e2UbV27IlgyL28wqYXx1C0MKTAbCLSf+eTemVJTozvSSsim1pi7CTDrcprLBc7M9dTJpvF61oEwKrS3YM3EUU1G+X5MFsDeWVIKImtT3RwH8BIDb1mH3APy4OqYdwGkAM4849esAPq2+/zSAK8a5PkIyagH8UMT7HajwfYF760X0tBzFidbafV1yunDxNKKa39Pp9notmjOTAicKu11ks5p2Y0rt5iFlJog5Q2NhAt920uEks7NT1nRZbk9x4rFHstptKQbGzTbZmWRDRXLbr7GXCqMTwB8Q0Q0AfwqJYbxBRJ8jos+pY34RwI8Q0U1IxtPnhRBZACCirwH4NoDTRLRIRD+jXvNFAB8lokkAH1U/A8CvQALnY+r9fk0IceN93+lzDM8j9DQdxR/PZDG5lkNva82+/qNw4eJJRqnkR/o9cVKYX5cLPS/gRKSdXu1EwfYZ9uIcZSIYRak1LcSrCfxM4NsGvNks8PL5YziRiHaofVRbSpoKVnpTAdh3A5PsiD/qALVYfyhi+5eN75cBfKzK63+6yvY1qKrE2p6HpNa+MLGzU8b8ZhE/dKIN82tFzKQLuLdexKde7sHhw7HnfXkuXDyVMAHtydWcBpoBuXjPpPM419WkF0t+4h491w0h5DI/my3gfHezfio37TOu3lwKvZ6PtT2k5rIFnFVP8QRg9Fw3xle3QucwBX6ATDqsqxhqb8R0Jo+ZTAGfGOnSoPl0Jg8IAqkE83J3MwiBzgMAznc368+Ct/H78zWb5//khWP7OmE4pfdTjlLJx+s3llAq+4jH5BNHf1steptrcXPZCflcvJjB7ad3Fjcw3NGodQdMJ/WI0NcasKBuLMptvS3h9pTpC+X7gX3GbpRae4jRpZEu3MnmKpTVURWMqd/gr2ZFUVkNhL2f7BZU1DYgqIKiKpb9HPv76l6A8Dz5H+NEWx1mM0XcXd3GH02lMZnZxt10ziUMFy9c8OzsUtnXU+NMVlOpLDBstaJA4W3mqNJbqW3ttwRUivPMpGLblPP7cyvMFu5Fgems1DbZT3ysSa81BXvVWlD8XryNmVe9rTW4Nr6s8Qs+/35fD1zCeMrBTxjza0UcazqCWJzwwyfbMJisxwnV03Th4kUI35ejUV97ewFv39sIVRHmE/XcWmDrzZjFTKYQeuLnqgMAyr6vqwKgUpzHScW2KeepdTYWYes37GTDA43syXdmtcEVUyjBWMwoTiys7AZkAhxb3kTM89DfWneg8AvAJYynHizY62k5ij+eXUOpLDCfvY/pdAFTqTxee2cBDx6UnvdlunDxnsNkQPm+UKwnhCqGnpajIbdWAJhM56tSapmuOhxBqbUBcACB6Z9hUx5FpeUqwWRGmcnGfOLnc3Dy4mrDtvtgwZ7dgjITCycKQLK4znU1gTxogd/rN5Yw1NnoEsYHOUzB3uG4hx89mcBZBfzxv+ONsjTd2Sk/78t14eKxg72fSiUfd1e3tVLZZBn5vsDC+n30NNdofGIvlFpzwBBQmSj4fUwMYbexrEDAcuIEcba9Ab4QkfO57dkXFWNXIwR7/B5cMTFmAyB0rUzR5cRyEPALwCWMpxqmYG8ylcfcWgE75TKmszn9b26ziI+ebset1W3XnnJxoIL/Xn1fGMro8FAhE/Bd2CgCeP+UWjtR7Gbrwa6zprmfaX1uztC2qxFbLW7Ot4gS7JktKG5LsQWImdQ4aZkg+EHALwCXMJ5qmIK9wWQ9eptr8MczWfhC/vEPJOrQ21yD6xMreFAuHYg/GBcugEBb4fsCvhB6sTcrCxsENim1dlIwTfjs9tReEoVtMsjAd8n39XkHEmHMYDcrEBM0Z7D+UYI9bkHxuU0LEAAVQLdtaLjf21GASxhPNViw952ZNTwsKS3GQCsG2uo1jjG3VkB301HMpgt4Z2nDWYa42PdRKvlaW1Eq+bo94wvpB6UtwA0Q+L1QaqO0F7athp1UbMvxlw1dhjkLAwi74NpWICZoXo1ey9fHiYXv0RQUmrO6Y56H3pbakJPtQcIvAJcwnmqwYO//1t+C+Y0iygrwnlsr6Aqjr7UWixv3cbylBuWy/I/okoaL/RqcLLgS0E/Jqj1jLrAzmUIIeH4cSu1u2gsTdOZqgKsP23Lcfv8oW5FqViBRgDcQ0Gvn14racZZbUDOZPKZS+ZAFiFkZza8HA5YmjKrkIOAXgEsYTy1YsPew5GNx4z76WmsxmKxHf5vUZADyD29+rYDjLTWYXytiKp3Huw9LLmm42HfBTKi3FtcxuZrTCy4vftPpQmiBjXke+lprKwDnR1FqzbkX1bQXvPiz2SDPszAtxE3g2xThRdmK7GYFYmIVdrVhWpmbE/YGkkHCq4ZfsIjQNDQ8COESxlMKFuxJvUUdZrMFTKVyWrQ3k83jeNtRDCTrcDgmLQlOtNVhLlt0ScPFvgqTCTWTzutEYLZpBpK1FcA323c/VDiCCQZPZwoVlFp77oWtvbDtwXkR3m2ehSnCM1tbNoZgv8aefRFVbXAVYdNq94Jf8Hsyxfeg4JcuYTyl4D+w2WwB5bIPkEB/ey1+dDCBwWQ9+lprsbB2H74QKENqNTwi9LfUYj5bxMNS2SUNF889+O+Pp+AxxZSf9rlNYw7/sSm199aKmlLLSeHy+W4MJALMImruBfDosaxR87ttCi1XKtVsRaJeU80KJMrK3GxBmcnDxi9soZ6+vvPdriX1QY9SSSaJnpaj+A8zWZTKAnOZImYzRQ12H2s+qn7O42HJx3Q2D98T6E/UwiNyScPFc42dnTKuvLOInZ0y7qa29RO3CVSfaKszsIXdKbUaP1BJwQSsq829iLIHj/J/AgI8w7YNB1CBTZjCu2qv2a3aMJlR3IKyk4eJX0QJ9fi9DgLYzeESxlMIxi/KvkA8RvjRkwmcbm/QxoPcflrcuI/+tlr0tdZK+m3zUcxni4qmCMxkCnhYKjv2lItnGtpldmUTPU01OiH0tRpP3BQsgnuh1PICKgA9Wc/cFqW9YKsO25vJZjnZeIZtG25jE/o1RkVkv2Y340Hbp8pUdg+210XiF9WEevt5fndUuITxFMI2HJzNFjCZzmkMYyqjZgK0yEpiceM+jjUf1V/nskX48CX1UBAmV3N4Z2nDqcFdPPUolXzcXNqUmoNULoQDRIHce6HUAlwNBFTV3baVSj7622orrESi6LBReIZtCcKMJr52mxllYg/6+qswo2KepxMMXxcnNQAhQN1kfdlCvYMwvzsqXMJ4CmEaDh5vllP2PA8aw5AgeB5TazkIT+Djw51Y2XyA4y01OmnMZoqYyebhw8eJtjqUSwJXbiy6pOHiqUWp5GN8ZQvvPiyF2i38lN2fqIkEufdCqeX+P4Cq23xfaHB4pLNJP+k/KlHYFYT55K5V1crivBozytR22Mwofu9r48s4nagPJRZWdve1VWoyTFYWb7PfYz/P744KlzCeQpiGg/9hJovJbA6+D41hzK0V0Ntai/7WOsymCxhPbaG3rQZxz0N/Sy2WNx+gt7VGs6Z8SDykt1n2el17ysWTjp2dMsZXtnA6UY9ppSVgIZrZeplKhUFubjFVo9Sy6aDZ/zcZQ7ZIj8VtUTMxqiUKAKGKwrT14DGvgLQ4j2JG8XWbOAZf66RSdnMCs9lhrOw2NRmcPMx2F2+z3+OgxV5meh8hoj8honeIaJyIfiHimEYiumoc8xlj368SUZqIxqzXtBDRN4hoUn1tNvadJ6Jvq3PdJKIj7/dGn1VEGQ6eSjZoDIN7wfNrRQP4lqX5dDYPxIGPD3diaeM+PA843lKD2YzUaPjwNaaxs1M+MFQ8F/s3SiUfpZKPKzcW8e5OWT+dmwwnXvxZR1RNrGeL8HZ2ylhYv6/VzXZSMBXPZs+/2kyM3YBv2xLEftLf7TVmRcH2IbzvdHsDTrTVaYaX7VprKrtZkxGFX5gJxa6CDlLspcJ4F8BHhBAvA7gA4FUi+iHrmJ8FMKGO+TEAv0xEh9W+XwfwasR5vwDg94UQg5BzwL8AAEQUB/AbAD4nhBhW53u491t6vmEbDs5mC5jJ5rFTVr1f1apiAR+rvD0P6G2pCVUcEISF9aIGxmczRUym8ri9vI3feuse3lpYd9WGi/ccDx6UcOWdRfi+QE/zUWmOuRP8nZq9fjbyCx2TrtQnsAivt7UGdzI5/XrdnjKSgs2kml+vFPCZMzHMhXwvliA2LmIC6dWe9tk+xDwfiwft9pup7I4S9PFrzG3m53XQ8AtgDwlDyMirHw+pf/ajrQBQT/ITqAOwDqCkXv8t9bMdlwF8VX3/VQCfVN9/DMANIcQ76vVrQogD07g3DQe5ouhvqcV3ZtZwrPUITiRr0ZeoQSxGWnexsB642eqKQwip3VAU24X1InpbazCQqJNPeq11KJd9V224eOzgquLq2BK6G48CkC2VY81HQxgFA7lMqWWR3Z1MriqOwfqE+bUiHpaCwUf28CSzIrBZUKaAj6wRqDYd1mY52ZYg/B78mmvjyxU+U6Y2gkF8jwj9rbICMK3MGdg3ld39iWi2F1OFmTp70PELYI8YBhHFiOhtAGkA3xBCfMc65EsAzgJYBnATwM8JIR716NsuhFgBAPU1qbafAiCI6E0i+jMi+h+qXNNniei7RPTdTCazl9t4JuH7QrvSTma2MZXNATHgB0+0YnHtAWbSBcxmClp34R0ijJ7r0qWvCXpPpfM6cfSqNtZMVm6bzRYwmcrj7kouVG24xOEiKvjvwq4q7q0XQ4s5Py2TMgjkeRDclhIIJuDZlQWAihYNUDk8yfOoQv0NhIcnmQI+k27Li3fULIwo91lOMvxeUUlF+0IZQLxJGTZbVn1tlcruKPzCZFhFaT0OIn4B7DFhCCHKQogLAI4B+AEiGrEOeQXA2wC6INtWXyKihvd4TXEA/xGAv6q+foqIfjzimr4ihPiwEOLDiUTiPb7Vk41SyZf/GT2BHznZhsFEA0gQZtIF3DMqBNZd9LbUQPgCt9LbkrERAXpz4gAJ3cbyPGAgWYtTHfUYPdeFwUQDhC/w1sI63lnccInDRShMqixXFTzUqKvpiF7MTybr9CI7k8mHEgK3omYyeUynw8aBZvtnKp3T4rVqw5N2dsoh9Xe14Um8DQgzq0yBoD0syWxlmZbpUYwrfu2dTC40cY/fy7Yy58oiStlt4xfVwG9+34NiZ27HY7GkhBCbAL6JSkziMwB+W7WvpgDMAjjziNOliKgTANTXtNq+COD/EkJkhRBFAF8H8H2Pc53PKxi/mMsUMZctAiQ0gNjfIiuE2Wyg8g4MB8uYzubxUJThHSJ8fLgTy5sPQkliNlPEtPpPzJVHuSxwbXwZPnz4PlTlUnaJwwUAQ4C3vImHJdnV7W2pwdxawDZa2pSLOaCYPr4fotTaT9Z6OxBiSPGCerq9IVKlzUpvs89vDlTabXiSqcvgdlIUQ4o1EOY87t2ouVypMD7S21JTwYIyHXnN+zeV3dUMCaPA74NmZ27HXlhSCSJqUt8fBfATAG5bh90D8OPqmHYApwHMPOLUrwP4tPr+0wCuqO/fBHCeiGoUAP6fAph45J3sgzDxixNtdWputxTrTa/l0ZeskRVBWz2WIlTec5kiJldzuJXZxqtDHdoKnRMHYyKcQGayefS2yP805El2lQcPs5kC3n1Y0onDYRwfnODf885OWQ842imVMZUOKK/HW2pCuIGZQGbXwtRZE9i2KbWmNYhJlWVwl/UYttLbHGlazYgwSsBntpOiQGxTfW22nKpZmlOElYkt2LO3mefYDb+wwe+oJHQQYy9X3QngD4joBoA/hcQw3iCizxHR59QxvwjgR4joJiTj6fNCiCwAENHXAHwbwGkiWiSin1Gv+SKAjxLRJICPqp8hhNgA8P9R7/U2gD8TQlx7Avf61IPxi+/MrFUYDp5oq8NcuoirY0sokR8Cs1mw19tag77WWkyn8hhPbaEvUYNPjHTJYUuqujATCNukT6cLuLuaw9WxJZTh4+PDnVhYe4DJVA733y3htbcX8NbCuk4cLnm8mGG2nl57ZwF3V7Z1+6evtVZTXhc25M++L3AoFkNfa7Cwc0UMIFQt8Pcmpdb0RzoUi0XSZ3lQUpSqezcjwkcJ+HhhtkFssyLYzdIcQAU+EiXY2yt+cU5hMVHJw8Y0+LUHMeKPOkAIcQPAhyK2f9n4fhmS3RT1+p+usn0NqiqJ2PcbkNTaAxOMXxxrOYofPNGK+fWiFusBABH0f575bBEnErUQBguqr7UWs9kCBIR8AkzL7wGgt00yWWKeh7PJBlwbW5F+U0KACDpx+EJgNlNAPObh4nAHJlaljXpfay0ePvTx2tsL6GurxeF4DMMdjfop5yCWxi5kmA8AN5c3UWZX2UQ9dkq+dmt9Z3kDM5kCziutAY8uHT3XjZsrmzqBMPV1bq2AT4x04crNRf29XMAVviAII51NuJvaxnQ6H9o/v1ZEb0stznc3KbC5UQPZgFwwh9obQ+D2bLagk0OUgO+8ai+Z4Pb5bind4qqDq4Wh9uAaSSm6RzrltZzrCgR4XHVMZ/KYyQT3ONTeGLmNz3muqymEX1wdW4JHwXu93N0MIUQFfsH/yw4qfgE4pfcTCxO/uLde1LMwuI3U21yDhXXZYjreUqMxB/5P5JFkdZxM1IeqjZm05LvPZAoo+3IB6Euo1layHicT9fCINDZyvKUGDx/6Gts40VaHuOcFo2AzBV11/OlcNoR1mP+ed+yHa9iv4ftCU2PfureO33rrHt6+t4FS2cdkKocrDNSuyZYoAMxl+e9OYgVz2QB0nkrnKgz02GjQNB3kRdKk1DKDivffyeRCmorHVXrb0+mA3b2joqoO09K82vzvnZ0yiEjjNebY1cfFL0zBoi3Ue5HwC2APFYaLvYWJX8Q9D9OZvN4nfIGV7fv4r/6jAUym8phZK6AsfBxvqcFcVrak5teLOJGsxbn2JpCAPqavVVYgsnoo6gQznc5DABhMBnx2pttylTKXLWIgWYeh9gZpDpfN43hLDe6tF7Xeo6+tBu8sboTuxfMoVIHwtif9eXke6cTg+9LXh5PXrdQ2zrY34PDhmBYnmtdwUP/DvdfgRO55hLfurWMqk8NAaz3IA3qbA3BaCAEIUou9NK8E5N/HZCqH+fUiLp/vxsOybFWd72rC6fYG7JR8zGTkU/50Jg8PnlVNBN8Pd8gncAiCIMmgOt/dhNlsITTzwWRI7UXpbVYlURXFpWH5tH/eUEuHjlHXM5PO6yFJ57qaQmK/ofZG3cri80VVJvY9zqTzOGskuMvnj+HG8oZuN81m5OtNoR5XXOaMjbGVzQOLXwCuwnhiEYVf9CVqcCJZixPttehoPIrrEyvwYwKXRjox2FaP5c0HOKa48D3NRzGTKuDKzUV9zKlkA+bXihq7YFouA98DbXXaBh0krdQr54QLXB1b0tXG4bin97Mz7sNyGUIIlH1f/isJXYG8dS8AznnhtqsRc9HfbRsgW3c7O2U9we2dhQ386VwWr729gGLxIV57axG/9fYC7r9bwpUbi3rbv/nevYrrMc//IgZXEr4v8Na9dbz29gIePCjBI0Jvc21AL10raEB2OlPAbDav1NhFTGa2cUV5IQ0k69Cv2qImpXaooxGxGOmWKeMVLNDbi+kgEIxgjZqFoUHqx1R67+YdZbvPMjMqNGsckFWLAuFNXKSalTmzwB4Hv+hrC0/UY7W7uY1fc5D/Xl2F8QRiL/gFP+XMpAqYSedxIlmHjw934vr4in7q722t0cfMZQu4NNSlKwrhC8ytS9qjGSY2wnFPAenza8VQtdHXVgMPHjxP4h4z2bxOGvL4AkCE0ZEuAMBUJoe+thqgRPittxbgecDlc8dwK7Wtr8MjgufJvu7Npc2gxWZsKymh17nOJrz29iJ8CAyoRaHs+7LSaa3Frcw2Rs914cbSphw+1VSDW5ltXBzqwO1ULnQ9V24s4tJQFyazefgQLwwmYy4mb91bx0w2j0tDXfCI0N14FNcmlnFpqAtXx5bR31aj2kLywQEATrfXo1QWavHrxo3lDV1lzGaL8H0fngfde2eW3Uwmr7GLnzwvcQ1ToOfBq3jqnlUVyWQ6h5mMfB0QzNM2MRMgUHVf6KncxlUDAF2d2xWFvIfgSZ7bX5wEquEYgoTGa/j6Ko8JKhO+nyj8gjUdNn7BVRMnKrOSMttaB2m6XlS4hPEEgvGL2YxsB3EbicMXQi/emjWSLgAC2jPqRFsdpjP50DFvjC2jLIR8Yjrk4dJIJyZWt/U5PSKUfF+f+4QC0LW4T4Gb3ILixLCwUcSlYbkITWVyusrpVdd9/dYKLp7tBABMpuX78b7x1S25yLOXT6IWMSFbSQSpApbXRzohTKVzAAjD7Y0YTNTjQakkPYcoUBSDBKZSeZxNNGB+rYAdP3CDmUrncGmoK3Q9PS01uDaxjItnO3E3nQ8B+ue6pOXCQUkcZpJ4Z2FDJsD2RnhE6GmqCSUJrRVordULuSBgOpPD7FoBl89LgHs6XVALfAEQsvq8fL4bby+t69aTpr3GSLdYOLnMqMRwvrtZgtM+QgwpE8Q93d6AUlno5AJBIYYUC+h4wa62zUwGdhKx20mj57oxvrpVMSQJCI9mHV/dwvkuea02uB51jHk/Nn5htqA4ucjEJzDc0YQrNxYBQHpnCYGh9kZcG1+GR0FCevmY9lg9kOESxhMI3YNtrYFHFMIvOE6oBXduvajxi9mMBCIXNgt6QQRQkTjmFHYxuZqDADDQJkt/1nD0t9VqjEMnDtVt5GqDkwZ/NZOCmTT62mrQ3RjeX/J9zGaVzUGiFjHPw+hIN8ZWtjCdycGH0E/C18dXsOOXQSAQZDtgoE2yYcZTWzjb3oBr4yvoa62FADCUbMC1sWU89H1dZVwa6cLEalDF+ELo6/GI8KBUqrgPXwhMZXI4kajFWwvriMc8nOtq2rdPc1FJ4lxnE8q+j7spqZa+rJ70e5tV+6S1FtPZPOKeh1iMZHvJwC5k9UiYU1gCICuOnZKv2UjzSmHNT8CsyeCnaN+HrCRVv12D5Gv5CoaU/SR+vrupYgHlCpQZT5xQzG1RyYCj2r4oZpTNbGIcg48xWVjmoj+TkfiE+XquHEz8gnGWCz0BC8rGL8zXA9AJaaSjCTE6OA8x1WJ//m86YFEq+fDhY26tAOGLEH7Rn6gBIDCzLq3LGZtgDOHeehHdjUfxxtgyptdyGOpo0L5SbIHO2AXjFp4H5fMjW0s8tY+FgHNqzCtISJZUjEI+VYsb99HZcERaIbTX40RbncZTZjMFzK8V0NlwBNcmlqVlSYwwkKhHb2stZjMFTKZymEhtqSqmHgNt9ehtrpUDaka6cDrZiBNtdRAAziYbEI8RZtfyuLOyjfHUFkbPdcHzJHA/ntrCpZEunEzUY369gDsr25hIbcGHj/n1AqazOX0912+t4FQyuFb7Pk4lG+D7UDPS958NvInnvLOwgbcW1uH7Ag/LZdxdDTySTrRJrEEymPIakzikKgsbu5CsnPtK8a+8mOAHvkXGcQOJOukfVQ40GdVMB3kWxHBHY6TS+3R7Q4ghZY5gjbI7N72aeNtumou96DEAhEBlc5SqXXXYNFdz4JPNjDIxGhO/sFXcJn5hemWZU/im0jmMLW8dSHdaO1zCeJ/B8y+YBju7XtD4xUy6gLlsEf1tdehvrcNMqoBrE8s4016PgdY6LClgmgHq3uZavSjGPU8nCQa++d9kyrAIgRzW9ImRLsQ9T1cUDIaXVPtoqKMhlBh4sb02vgxBQtuR9LfVoVeB4j1NNXoiGkhgaeM+etXo2QCrAGbX8pjO5vRiDxKYXcvjbmobV8flojWYaNACMVmRyeQ1nc5jIrUF8oCBtnp9biLC6Eg3Ticb0a+SXXfjUUyu5fHqUAdWt96tSBqnkoFdvO9DGzN+795aBXX4WYUJ9ttJYiqVV8Z399GrLO45Ecxm88pqo163304n6jGvcCzGLnpba1Uvv1Mrps8YT8NyjkWdPIda1PrapD0IK6AfZToIQNNIgSCRsKpbm/eVw9bfRKSTh02vZVA4SnNh2pZHDVQKFOJ5fR08JMn0fNrZKQdUViXuM80KH6XsNp1poyxAZtfyGFsOrpFfzwOXbPHfQXSntcO1pN5naPwiu3f84tr4Mo631lQV7TF2MZisg4eAP870Wv5qtqEA6PeYXwvaXty6uTa+jL62Wnx8uBNfN4B2rioAaCxhPmOA4AjaUJdGunD15hJKwocHwolkHc51NMGDh51yWV0DZP+dt5HA7fQ2QEIns1uZbVwa7sTVsWXJ5BICMXggT1o7+ELolhYIiMdIX29fWw3uZHN4dagDvzuxqpNGX2ut3n59fBUP/bL+vKdTeUBA/15s2vCT/E9s0oVLJV/Tg8dXt/DuwzLm14sKp7mPnuajerFnEBuQbaQHD8t7wi7m1wroT9SGaLSBXbfA2LJc/FgbBIQZUqPnumXyV5iTZPMgaMdk8xrjGFvZ1InE9xHSLQQAdRMm03lMZySeIoSooNdWo9Je6Gmu0GOw4O5CTyXNlq9pNxzDvG6m2ZrK7ihRnS9k5UBAVfzibLJBH3s2qbAKo5UHoKJFdqGn5Yn9nT2vcAnjfUap5MupYrvgFwOJOghf4N76fb2QzzNriUiL9nwhtPjOI5LivmxOtZcohF1wUmCVd1kxXPoTtRg914WxlS3Nggos04PEwG0tcwZHX1sN4uShX4Pm9bJCyUj21HB7IwYS9TpZzaQl3dfELgC5yIwOd+PqzSWUhcDJZB3OdzXLdlFWAuBnEw0YaKvDZGYbQkAe09kMCAphF5wcl6x78IXQSeN4i1xoJ1flZ3VppFPhKwEWJEQwS+HhQ0kbPpGoQzzm6eRh6kL2kkTMY80EcTpRj1upbdxN59DbchRjy9I5dX6tgJ6WmookwYlgKp3DbLaI0ZGIJBGBXZzrbILw5VP1+a5mTGcK8ACFNUhG1ECiHhd6mlH2fcxlJcBtM6Rs7OLG8kYIG2H8I0p7wcnLXIiZqaVfg4DxdOFYc+U2Ixk8jh5jpLNJYxO74Rh8zF6V3VfHlir0F+Z1CSG0joOxCr4mzagCQrqLgzhdLypcwngfwU6gPa1HMJctordZtnD62mTlIITArHKtnduUCwHbdYTorOtFDCRqEfeCaoNtP8yKhRf5WIxwaaQTt1NygeSFkYF0j0hehwLF7aTB9Nq44t5z0pgzkhhAoTaUR4Sr40vob5HJRFY+MlkxdsFAtedBPYk2hBlRqu1U8n1cm1jG6IgEMHfKZX0MSLa4fCHkexjVzRtjy+g1qwYgVFEcb6nR1QRI9vJ3yuUQiyzuyfvub62DEEJbppxI1uHlrmbcWt3WNF37Pzj/zG2t8ZUtgGSb4+byJqYyefQ21+Dq2BJGR7rx7sMy5rIFnEjUYqSjCSRIA/PsjioXeZkIGI/aDeAe7mjCa+8sAqoq0PsQANxMqX17aR1zawWMdDZiYV3+/ndjSJngNwSFvucFF4hmSAGIBMFNeq359G9ui0oGURVFNeEen9OsKGyNheknZR5jKrvNxR0IVxlRFFoTqzCZV2ZC06yx2MFPFoBLGO8rfF+2UI63HpWLVTYPIcL6i/5Wpbb1JTcegLQ63whYS73qCRlAqNoAoJOHHVPpnALmoBdGbvmY1UZUC4oTAy+edqUByDbUoVhML9THW49qRTHUcsELO4EU2B9sm+XKQ1UAZtvpXjZoj3gecC9T1Kyp4fZG2R4RoqK6OdFWF6LVctLgioKV7OWywPx6AZeGu/C7E6ta38LK9zPJBtxO5XA3vY2+thr0NAfnGk424nYqh996a0GqplWQRxhM1IGIMJnKQZD8PZIHjC1L/Ul/i/IHa5GJdEElaQlcS4W1xJSKGOlowsKGxC7MRMAVAgPc9r6h9kadGDwPGOpoxGvvLGJ2rYDRkS5cubkEDzKJMSPKXPCiGFIjnU36Z7MFE9WOsbUXpocUJ49qBoRmq4qjmuZit0TB/y8eVVHwYm37Se1F2T2dDqu8bQrta+8saM2KbzCmplI541ijxdXd/EJUGA70fh/heaSe6uWcCwJpJTYrrnlKXm9rLcplgemsZEt9fLgTK5sPtMBuKp3HjprCx60pAPpcpi/VQEKC6L5qR5xpr9dgL78fL/7jqS3JZIlQeGvxnWJbLapqolcxrRhclXbqkrE0nc6jrDjmp5ONGqgWQGibZk0Nd2JhvSixCfgSDGyrw+xaHlduLuJUQrKbQAJT6RyujC2pFgjUWNpa9CrQ90x7PU63ByD4seaj2tmXcQ79ebcEmMbSxgPd6iuXBa5NLONUUvp2MSvsWPNRTK3mcHV8CaeSdRhMSJ+uE22SeNDfUqtZX6eSDehtrpFgf1rOaydBkgCQKaAkysoZtRNLmw/Q11qr2G2EeaXql4t4J+bVZwMgAKcVwM3sJnufBJvl70c+EdeivzUAuLnyG0jUYV75SfGT9j0lKjUZUmwNPpMNW5jz96zQNlXdJkPKBLRtENxkSJ1ur9fsL9OaPGpE624Kb35dFDMqahRqlJ+U+Xpb2X1ODZMyWVJjKwEQ7vtC3z+AEGMKAMaW5XS9Kzfk3/dBna4XFS5hvI8w8YsTrbU4aTGaZrMFbUPOC1lP81HMpuVC3que8pkNxdWG50EmorWCTh7sEzWbLejzy/PJp8K+1lrEYwGzxWxB+ahMDJw0dkphFtXCelEvoDNpuaifaa/HoGI69bbWYiad1wvrwnoR09mcZkSFtq1K47vBZMCQGlvZVG2UOvQ01Wh208L6A/S21Oqn9iGFl8yvFSpotWbyY/zijKIqm7bvk6s51S7rlLRd9TswqbiDyQadgHpba7VQjpMWM8Dse1zalNfLNGaQ0MlwJhOY/g2o3ytTXhmH4kWcmU78hLqwXkRPU01o8Y/a199ai9lsUVuATGeCudPTGWlAONTeiMH2en1+/bSvmG8mxZbncZsT4cyWDrOqohhSNqBtz4KImpVh0mXtGRhRScSej2Ezo9gmxJy0ZzKyqjGr7G3TGcl8sllS0+kChtslvfjqGNOVw7Ymvi9wqj1IOkIAd9P5Fwa/AFxL6j2HiV9MpwtY3izgRwYT6EvIBYzxC/IAEmFQmxdyiV8UdscvTM1FshbD7Y0auzBV3n2ttVrBHdWC2k3hbbKoLo10aRsOxguuTSxr7GIhGyjCbewCCOMZO+WyVmNzaypKrHcnm8PFoY4K4JzFjCXf158bXwu30phd5ouAoTaZzunPpFyWPf0o5XvlueQC1NsaJC1uj5ltQfN6+R7Kqi3BWAR/bmzvwoD25fPdekIiJwJmOp3vaobwobEL8gggH76QHknmvliM0KtbSN2VQLUP3E5v6/GqJ9rqcL5btrZ839dWHvzZsijPZkhxz57vyW47mT37C8eaNYuILcBts8FqVNrHFe5F+UDZqm2TkRXFrNorfsFtudvpbamlMAwdGfexDQ1HOptwpqMBI90Hy3XgUeESxnsME78YSNait7VGYxeApLieaKuD8IGZtbxSX1PIw8nGL+Ix+cdvWn7Y+MVMJq/+qCmk8taUVVVtsGjPfC9bGc2LMFccJusJCNuCmAvoZFoCw1HYhbmNr4lbU8yaAoBLI5LJNZ3NQQj5eY6e78YN5UflC6EX9MNxTyfA4y01Gkc5rP6DM9bRn6jFUEejVoPbYLdHFCIBHFfVHAAcjkt2mK/YTD4EpjJ5DLTWaZEh/y4IBIjKe2A22JUbS+htPYqephrcTm+HAG1AeToJ+SR94ViLbFUa4Hc17KIarsEWIHxcJENKJQWNf6hrYTDcXBhDzrckcK6rGW8truPqzaWQC6s9H2JidUvTxOV9SsW5ORejkgXVpKuNKK+nKIW3jVHYDrXsKmsylhjDMRlVfP2s8vZ9ObnSxi9MltRIZyMI0MnBV4wp8/oGEnW4k85hpHv/Og2819jLiNYjRPQnRPQOEY0T0S9EHNNIRFeNYz5j7PtVIkoT0Zj1mhYi+gYRTaqvzdb+40SUJ6K//X5u8GkF4xfTal7F/Fown7i/rRYE+Yct++k1kv64nsdQR0NItMf4Rcn3tfmbL4Tq39dEYhcAdEJglTfPCJ9M5R5brBdM/KvVbSKzXTO/VghEeApHqIZd8DZuz8yvFypaUyzW49ZUWNAXqLt7mmpAnmw38T3Mq76+AHRy4CQwky7oltHy5gMtppzLFiXu0tGg541wEi35chb0mWSDbsf1ttZioK1et8dGOpswmJAtOb7Hku/rZDDQVq8qlKJuO81kCphdk79XrcrO5nBzZROXz3ejv7UOs1np4hoGv8Pus7Zwz8Y1+tsCC5De1lpdcfQnarVzrKm74FaK7RI7lQrGj06nw60Y3xeYyxZCNuX2fIgozIJFgfz/wmxVPUq4t5v628YoTIfa3laZpEMCO9WWUsqekLK7PxEcP7cm206MX/AUPT7PdDaHN8bkNfH72KK9N24uY6SrCeeOvXjJAtgbhvEugI8IIV4GcAHAq0T0Q9YxPwtgQh3zYwB+mYgOq32/DuDViPN+AcDvCyEGIce6fsHa/08AXN/D9T2XYHsA4QuNXzCGMZst4IQaoGTiF92NsvXDI1oPqx6tOaObn3p7FSU2CruYTIVV3oFKO5gR3t10tGpi4EFKNiBu4gW2LchAW72FOVTHLiZTOYytbGoarQlaL6hEyQDywrq0P+lpPiqdaYc7cba9Cb3qeqZSOYynt7S6u7e1FgOJegghML66penDPHSKwXYT7DaTyZn2+lDSmM0E73FxuBODyQadtKazOUylcnhnRc4LCWEaKsmz9Yn8zOXnNtTRgFPt9ehtCZLIafUzJ8aFjbBwj8FvO0mcSTbIYw1cw8Q8GK+wBybNrwUV56XhLixt3teL8un2BvS21mgV9mCyPpQEbDtzIMA7GCswwXFzHjiA0GLf11Z9lredZHZTePO+sZVKjIITnQm2s3utiYOcTNZp8Ho6nUepHFh8nO+SSWcipdhO6QDL4AQdBXTLBC9HzX7qQg8++aFjOHw49sK0oOzYy4hWAYDVaIfUP5vnKQDUkzRLqQOwDqCkXv8tIuqLOPVlyOQCAF8F8E0AnwcAIvokgBkA+5JeYOIXM5kCptfyclRqog69bXIRmlnP42SyHh4q8QsW7UGQ7C8nanVrxWyjVMMubJW32b9nbOJxxHpsec6iPGYUcevH02W6TGR3sjlcHJYusazwtvGMKBqt51FIrAeE2zrc6780xHRYeU+m5uJ3J1bR1XREq75NarCJ//hC4OJwh4HHyNafbbrIOM3Uag4zmQA3MXGLmXQBg8k6DBkKdta/zK4VMDrcjVI5GFDF2MHCehHdzWFLcpMhZQr3BpN12Cn51dXdCrsw1d0XjrXogUl8DrY5Z6r1tEEJ5bGsNsVWQOIVMQoszNnO3LQu94UI9fxNG/MRBfKaVhm82Pe31uFCT6DdiBLuVVN4s5bDpPX+5PnuEEYBBKynKB2HTb0dPdeNsu/j+sQKLg51hhxlZ9Vx8loZvA4L9dgenltzg0k59ZLFny9y7AnDIKIYgO8BOAngV4QQ37EO+RKA1wEsA6gH8JeEED52j3YhxAoACCFWiCip3qsWMnF8FEDVdhQRfRbAZwHg+PHje7mNJxa+L624WWnNamSew83bGL/oa6tBjLyKGRR9bTXGRD3op2QAoel6QBi7YJW37hUb/fvdJutVE+tp8WBbJQDM9h+swJ5V8yd4YTfdaU08w1Rvs8J7fqOgZzs8KJUwnc5LR1tVifD9hqw/Wo4EgjwgZAli6kkYz+CFfmo1H0oADIQfb6nZ1b7dBPhn0wX0ttWgv7VWiw0vnu0Mgd2eB92a4s/8hAKwWahnJsu76W3ESPX9DeGeoIBGvFd190hHUzDjQi14bHM+OlKZFObMxJ2ow1Q6r8FwAoyZGoEYz/w+SrPAzCvPI9nKUToFxiwCkV6AHUQJ9yrngAeJwp6LbWIcdjJgxfluFiIhq5JDsZAgUQihqwzGMqoJ9Xpba3B9YkXPuHjRkwWwx4QhhCgDuEBETQBeI6IRIYSJSbwC4G0AHwEwAOAbRPSHQojt93BNvwDgnwgh8ru5OwohvgLgKwDw4Q9/+JnbkWpLcfVU6wuhffoYrCaS9Ni5TBHwBEaHu9X41bzGP2RlItXMHx/uxLWxFfjC171pO8iDnosxmw1Gvc6kC5jJ5HWLy64mzMXVHqCkwXdVUXAbquT7mEnnMZMtYKC1Tm83F3auKnxlvcE+UtUU3tdvregn6Go+Uh5IW39cH19ByfdDQj07afQnajHU3hj6TDiZPsoW3SPCTrksLVfaZEurGsDPjK4osHukownXxle0mpqI8PKxZvkZZvN6NKoPHx483Zbiz50TwV7V3bsxpNg+3E4KQghMpfO4t17UDClmQgmSFdfcmlx8r9xc1N/zU7VZWUTZmJtDlaKAbHtbNYV3tWrDBKyrKbt3sxAxE8zHh2VlwVUbW5RzUhw9F1QZZ5ONoc8DkAy3Q7EYRs934/Dh2BNdW/ZzPBZLSgixSUTfhMQkzITxGQBfVO2rKSKaBXAGwJ/scroUEXWq6qITQFpt/0EAf4GI/hGAJgA+ET0QQnzpca71aYXvC9xY3MBMNo++1lqcaJWJY2Y9j762WulNlGzErRW5iM5vBJP0TNNBCELc89DdfCTUWuptOyoZLCLw4bGZUlPpHE4k6rQ9iNlysSfrmfYgNr0WQNAmM4wG455XYQtit6dMRpTnEUplH7PpQjAXYxeFt92aOpmsw0h7U7jdo5LDxeHgHlmoB4STBifLE4k67aNl2qVwknpjbDnUruOkcVdVAbMZWT0BCE2642uaXy/INdsXoSTICYLbTJw0htsbsaCMEeOKjjW/dh89LUe0sO/KzaVKm49d1N17YUiV/LIepmQmBabHmgwpbj2ayUa2t8IGg+a8b3viXsUTuoVBmNVIaBuiFd7V/KQAPHoed8Q5bQvzsZVNxGPerkaD3FbkKmMwKf2xmFrrEb2QLKhHxV5YUglVWYCIjgL4CQC3rcPuAfhxdUw7gNOQGMRu8TqAT6vvPw3gCgAIIf5jIUSfEKIPwD8F8P/eL8mCwxdyIZrK5DCZzWF6La8tzadW83j95hJuZ7a0opvB1+4miV/4QuhKYcUAq+XCVwhmWSSlkeBgsl7/G0jUSfA0HVilS8Hd/VA1sVNSC5kCxdkOPAoQZzDZVHgTES6NdGkgezeF96lEvRbe7VXhfaa9HqeTjZI1lQkLAU3lNd+jCVRPp/K4ldk2gPAaCTArIJ81FxoMb5GjTPtaaysZYxPLUlegaLUDbcF8DxPgn1sroLdFVm9lIbSyWzO0FFY0oESAFWpuxZC6NNyJ2WwxJNzrbwvmRlRjSJlzLYDdGVKDyfrQ7O7jIQZWJUMqxIoy7L3n1gp48G5Jn8Oe5W0C2qbIzWZL2TMwosR59gxve763aRtebR63rQznc9oW5qb40BTq8eduKreZMTXULpXxvg+8fKwZ53uaP3DJAthbhdEJ4KsKx/AA/KYQ4g0i+hwACCG+DOAXAfw6Ed2ENBr6vBAiCwBE9DVIcLuNiBYB/F0hxL8A8EUAv0lEPwOZcH7qyd7a0wnfF5hMBU/YrJsIHaNaVdMp+WRngq8SUzArCgl+mzO9p9MB1s8U0sFkHSAoZKMOwBDchZ/ETfzC86jCDtzed21sGQACoNxyp+X2VDV32otnO/HmxCp2/DI88nA20VBhPsg0WnOC3vWJVfnUqYSAZkXRa7SVWADHbbQo80F2peUnQHM2yJUbi9re3fwcjrcE1N1rY8vy+pXpYU9TTeiaJjPb+vfOVRFEQDQICfUyOcRIcvzZrnwmU8C5ziYMJutQKhsT21QFwJVENWtz+3UmXsEeUlKDEJ7dzfvk+Rv0tfDPgWFhWIdhA8N2+8aeQKfpqdlCSF9htobsthSwNz8psx1WbR53FH7xqBGsUUI9GwjnRDN6rht30rkXSoj3uLEXltQNAB+K2P5l4/tlAB+r8vqfrrJ9Daoq2eW9/96jru9Zh+9Ly+3jzUcR9zzMrFWaA3oEDcBOreYxlc5hdLgbwheYWcsbI1Vl3zzmkYFfyHNFJSKQ0Oc1Z17MpAt6IY8Cvc3F1VaBTyv+PeMAzE4CoN1p7fZUFEtqci3/RBTe5vzuOykpBOOnZxuXsc0HuQ01kKzDuY5GeV0G2B2VPLkVBwraX1IIGLSn+JrM9pTJkDI/c1Oox+JDkyEVpe4m4IkwpEploasMnt0dSkLjy7g41InrEytalyETyiI8eFrwxk61uwHD9gyMgA0lZz48jsL7Ue61puBut3nc1fCLR41gNYV6U6kchI8Ao2mXQr25bBEXelpw7tjBH4L0fsIpvR8jNJ225Sj+w3QGP3yyTVuBmBFTGMS8Gq86my3g6tgS+tpq0dtWAw9kVAAGNTZRg+F2iX9MZSvxCw2Qx7zQzAsTI+ltrYkEvTkxRNFrZ9QTFKnFlIHmXtVP5/YUD08CsCtL6v0qvLn6mM0W0Nn0UiSFNpQ0BELWH2YCtcFuGwMxabVT6XwkuB+qiPbAkBrpaMLVsWVJXmit05gNW5trCxBjENKTYEhxpcJOtdx6NGm0UvcRzMNgvCJINoFTLR9nVhaMY9gzMGw2lKnwHupoiGBBRVuB2NXGSGdTSHCnTQAj5nGbr9sNv9BDoAz8wqwyAAm0v/bOAmYyBXzywjFc6Gn5QLag7HAJ4zHCtAP5oRNtuJe9X1Fd8KJOBD1RbzBZrxcyImAgWYePD8vFh6uNmbSsVGYyEjzfi/aCSLKdTIDXBr1NNpStu+B99owJ3YJRDCGPvIrhSUCl9sK0J5/MbIMHJXFryqbRMmA83N6I+bWCbgcFWo9oCq2ZNI631FS0oWzNhd2K4/v8uEpmvhCPBPcflyE1qo6byuQ0Q6rk+5EWIE+CIcWLHVNjmSHV1xrMjZhKB1oLPQ9DJYMoHYZOCPToGRg/aViWm8mDqadc2TzKCsSuNjyPpKAuQofByYBbYXaVEmUdYtqym4OSzCpj1mjXcQX3Qa4qzHAJ4zGDQdqocawAQov6iQRrLCTvG4BujQCowC/42DmlwTC1F7NZmWx4MZxJFwASGB3p1t5TtrYiig0VZURozphgAdvosPzPXPJ9+EKEhifZLCnTS4qn7QGIbE3ZrCke2RpqBxnVVYgNlSmEhiCxWK8sfAy211e0ocyxrXbSmEnnMZxsDKYKKn2JOXrWnMthMqQECQwmGvTgJ5shNZXOg9TiHmIlRcy/eBIMKT4H6zCms3lcVqNXA/woMBC0nWvtZMMJQbd41ACl3WZgeB5hMp3HZDqPT718TM+I4BbUkZfij208aM+zMHUY9r4Lx1r058z7dhv4FIVf2EK9yy8fc8nCCldj7TF8X+Dm0iYA4ESrtOE2rcz53/xaQbOemK00v1HAxeEOnErUa5bOrGJDMYtpYf0+ZrOyldLbWlPpG5WsxSdGujTjiplB18aXURLlCuvyamwocx97Rg0k5D89D6NZlvA+5EJp+jo9cg6G6uPzDO/uxqO7sqbm1wu4vbKFq+PSioTZSr2ttSE21MrmA5R9oX23gMCskUCYSuUNr6sGPYvk1vKWPodtj3J1fKnC/oTt2825HFKnUqs9pOayRQx1NOgBSTZDqsIXymBI2fMvHpchxftMhhSf4+XuZkXZBiZWt/VQpLm1Ak4n6jG/XgixmGbXpM0Ms4SmMgF7iK27TXsQ/lzZs8m0LJdsKDmDHgBsttSDd0uRViDVPKNsdpVpAbLXfYx7lEp+yMJ8di1ggpkWIPx9zPMw0FbvkkVEuArjMeJhycdd9TROBD2K1YyYmsW9oPr4Wig2sYK+RJilw8I9E78YX97C3How3IiDSD5ZXRzuqBDtzWaKutoAEKn0rsaUunJTgn+jSpA0nZFeRHo06nBXqD2ldRYRVuTc3+c2TbXWlC3o0y6wBlvJFutxBXIntV1RaXA/2sQavj6+ovGjydVcJH5j2p+AlEutH7SnQgI+gyF1oi2MS1RjSJmA8/thSEn/p/C+KzeXKhhSDFT3tgZVzJUbixq7uHz+WGhsKzOk7CqDW1isvbDbOOaYUjN5mNXBbm0pU5xXrdrgMbf2pL0oG3E2I4za97j4hUfA+WPNH2gm1G7hEsYeg59gmEoLQLeWONgWZH69KD2CVNmvvZvScqGUNNYVeEToaTkaGLml81KfoRZp/d6G3cVUKhcSqD0O6A2EmVLzawVAQE5MU5YYjFNMp3OA6m2b7SkAVb2kRs934+3FjRCDCHh0a8pUeJtsJV6MTZ8nBrFDynWiUJvQHCjFrDITv2G7dFOsGPM8jI50K7ZVrkLAx7+Hku9jdi2vbU4A+WRejSHF9/y4DCnTSmR+vaisPsIUW9+HTiZMjbVptAOJOkyqvyVp9iida3lBvnJzUc534F6/agfGYsFo1ag2jqnwDju2FnZtS1UX58nEwtdlazSY4cRYicm8YjNCTlj8Oq0RsfALVnn7PiBI/m1we8sjcslil3AJY4/hK1daX4gQldakv05npE7BxDY8Cs/A0GwlVVFcH18NnccXAm+MLe+qvZhVT+js1GpSbHcDvW2mFLc1zKdtjwgeCB55Glcx21OcNGyWFGsvZJ8+YBBxa4pZU0yjfbdcxqn2eq1l4MXYNgG09RivnOnA791KhWxBGLtgW3em1p5JNuLa2Aoe+mX92TB9WFYgweep6oyQCSMAtfCvoF/d071sUS+Otj7EZkj1ttRqN1o2GtyNIWUnCbYSYeDVpthW02GYNFqe2TCdLmAitaVptDwEyKwyWHtR1R6EohXeOnl4wKiaAQ9UzsMY6miIUGOHPaP4Xk8konUYfN4zxoyKCmPDCNzDvNe7mZyqoKRtyslknass9hguYewhSiUfv/P2Ih76ZZxI1FlT9ZTRXqJel7rmAr+wWcSloS6QAGbXlYI5lQ+1mG6tbGNmrRBqQ3EVE6W9kJPkpKtsf6I2VG08asIeP2nD97RTbjWzQQbDzSfwatP1Sr4vwWtjEp3dmir7Eki9NNKFKzeWMJnOYVr5VJnT/ACEBj1xm6ynpQZv3l7FxSHZcjJtQQYSdbqi4IFKnkdao2EyxTyP8LGz7XhzYlXThzlZy89cVgEl39cMKbs9JYSs4ExabRRDKqZorv2ttZhM5yqHJLU3ggRFJgkJ7kpQOxA+BqwlW4exU/IraLR6ZoOy9zDFe7YOg1tax3UbrLKy4PdleisnD5OlxCNXq7WluM1ke0bx4l5NT8HJIIp5ZQPdnMTOGPoLrixkEmvWD3Xnu5txa3XbJYs9hEsYewi2lWBqrBm+WmOms3n5pBJhZ35tfFnjF6FWFLeYknXaUBBAaNqegMDJZB1iMS9kOsjKZm6L8UhXxi1skz0AOmnYTrleDCGzQXPqXsn3MZ3OgUiy4X0IXWlEOdRyQuDWjilum0xLrcMwK4xVO8s2+wOgAV+zTcYGgXHF+GEPLRNHMgcqsUbDnj7IVczFIdlWY3wGgGZJcXLcKZclQCtEyF+KtR1cVTCt9m4qF2JIAZKVRJ48tw8f5zua5ahUIWm2UUnCA0IT8qLYU7YO4956tBvtSGcjro0vh8R6rMPgxBBuaS3i3nqxamXB1dHll7tD3lF9rdw+KgT3ZbWlDh+KgUDYeVgOtaWu3Fjc1Q8KgH4gu9AtGVHc4jL3sVHhUHsjhAC+Pr4iW42rm6HKgu9p3gnyHitcwthDaI8c9WQdqcIGdrUzn01LvIBbUVI0piiyKWkjIiCZNjx6FZAlNluFmKaD18ZWdKuHbdVZ32GruaPGsk6n5X+aKLNBIDzHO+7F0NNyVGk/KFRp2A61rLVgGxCQMmzzoPUopk34bjO8zTZZnDwN8M+vF3UriH8vrG/h9hTjCuWyTHBmpcX3+Obt1ZBjLQBNRY0RwYdQrKegAjEtTUzdRWAkCMkCSwatqYFEnW5FsejOHpU6my0CQugkYQPcNsU2SochhMSDTN3HTDavLULMJDGQqMPdVE4nBm5TDXc0howHd9NhmPMueNGXrrbdun0UJdg7kai1qg05S4NbZrY9iG1hbrvPTqXz+Mlz3RVA9ydfPhZxHVxZCHyopwUfcoK8xwqXMB4Rvi8wvrKFPmP2dpQdCICqdubciuKFnRlLpgeSxjy8YNgRoMZQIgC+zVaL7VS727Ak9pySVc4yPPLQ0xJUGzHPw0UlJrRV3qPnApW3HnRpaS9Mh1rbBuREohZxioW0F3Y7i0Hi/pbomRwB7hAA/H1tsh3HlYCp8AYePQODq5gQFqOEg5wcWWDJanYt4ItwpjUZUUQkLToWN0JivZ5mSecdHe6WCQaSWs3H7pUhFaXDiHmSkmzP654x2kZsb8423QycDybrA4otQTOpHqXDCOZDmN/LY4EwVmGzqbja8H1ZRVezB7EtzIFgYNLoSDfeGFvWIr5HAd12ZeGSxeOFSxh7iIclH9NreSXGq6tqByLKwNx6Qau3zVaUqeoOqKIdVWm0gExAJy3g+3hLTWg4ED9lBxTb6sOSOKGYvlHmdpOhZKu8B5NBC8msKkIT96rYgGhAWAHcjAEIX+gWF9NZo2ZymLRgTrLaG4oIQiBS4b3bDIwHpZKk0QpUCAenM5Ihxs8EpkfW/HoBTBO2abV25cH25pViPXlem3I7r+aSMPh9O7W1K0OKz8Etq7PJRlnVGMaD5hAltjcHEIwizeQwk83jk4rVZOIjJh1VvleAaZiLf8n3K2i1HgjT6XwIq4ii0J5IhAV7u/lIRQ1MGu5o1EpwGwsxr9n0w3KVxXsPlzAeEb4vNPMJgFZhm6HtQGKkZ12YVFoIoKf1aMhD6u5KDpOruQoara8AztB7UDD43qbRRjnV7jYsaSqVUxoDivRTqqby3k17IbdV2oAIIRCLyVaSTbXlc3OLa2xlC5Ppbd0mkywwYMmy8zBBbLYF8TzSFilMCqhmC2Juj/KR4hZcd/MRzK8VMZnKaeyG21MAdIIAgvaXyYgy7c3tllKU1gJARZKYzuRCCeROersqQ4qzm208aGMZV8eW5KLvST8yoZwJTFW36QR7NtmgsaefPNddocMAoE0KzTkXl1U7aDcKrW0PYvpBcaIwfaTsgUlRg5YYC6lmNOgqi/cX7lN7RPi+QG9zDebXivIPX6mw+d9gsl6Bz8VAT2CprqdS8o+XFdcrm+8CkC2j3uZavDG2jMlMTmMMzIiazkgl7lQ6D0Gyv23Ovuhukm0uVjifaKvTSnJWmc9mCxjqaMDJRD0W1osASAvibmW28bGz7VjauK+MEitV3rNreZRKQj+Fn21v0vMiuK00mGgAhHS3PZmoxRKr2bNFnE7UY2lTzcowVOCza3lMpnOYTOUwkdoCSCisRFYObOt+aaRL39N0Ko+bq5u63Ta/VsSUmtPBs5VJJWVWmPPMDE4a5nbzvvtbTKPFTiypOSWsqeD21NLGfcxk8+hsOILrt1Yw1NGAE211mFsrYEol/QHrZ1u1vbBxHz1NQSKYyeZx5YaknR7yvCBJJOpD++IkQfNznU0YbJczL7hl1dsqWUo8fpQBbn6Kn8nmMZHawuhIN0531MvFNrWlGVS8GPcnwt/fTm9jIFEHQjDFz5ytwfMrFjaKoTkXACrmbgDQbSO72jBf63m68YkTicBwkBXys9lK5TirvQmEidQWLp8/Jq15VLsNJCuLT37omEsW7yNchbFLmHTavrZaEKD76gB0T3tBgdS+EIE2oLNJ2ZkXNCuKWys8H2MynQvrOdRCGIsFGEUwi6JyqtxMNo+elqOYXyviys1FnEzWPxL0BrArWwgIq7zvpvN4UCqF9BG2Q60JaDPt9dr4Cnqaj0ZrLzqaQu0sXpAvjYSf/OeyBZzraNKMKG6fnUjUhii0Ue60TEG2/ahYWe0LUdF+498pAehtqQnpTrjguzgcEA5MWq1tZw4SexLk2QypgUT9rvsmMzmt3+Aq45Lqz/c014RcZk1a7fGWGkwZBntsNjh6LtrenL83LcujqLRTqu3U03J0F7X3bmNXK32kdjMc5P8rNq2WKxBuVdlVhlSYu8ri/YZLGLuESaflSXlA4ELr+9CqbojADmQmXZCtDJJ/+Oc6mvSCdXclF8IfgGDgktmGmkrnFD0XmjXFoDcQptH2ttbo9gkggXfGL7h1Y1qAVGMLAQGNllXel4a69CLOszBMsDpqBGs85oVGsPq+0AvtZFoucubAJQBa5W3qI/ip3G79mCH9ryrdaTmRTq7Kz4Rt27nCstXjnLz49xGLUYhaO5st6M/38ssSoGYdy1B7I66Nr2ixHo/33IsgT7aCwmNVeR+A6H0GzuD70HRRZr6dTTZE0mqZdWbagNi0WnNEKQ9DMsFvptKOrWwqqjWhVPJDbSnThBBAZFtq12FKVYR3FWrvQ7FIy3O7fXXkSByXL7jK4knEIxMGER0B8C0AL6nj/60Q4u9axzQC+A0Ax9Ux/1gI8Wtq368C+ASAtBBixHhNC4B/DaAPwByAvyiE2CCij0JO4zsMYAfA3xFC/J/v7zbfW+zslPVCznx/4QtdcrMVCARhdq2g7UD626SLak+LHMkaj3kasAWA7sajeP3mklZzm9oNE7/wfYSU48H8ikoaLb/n3VXZ5+5X5TiB1FO1ZEWZ1cZsVrbQelpqcHV8CQOt9SEaLScIXsTtuReza3mUfYFT7fU439kM3wemszltm8FP+8HEsgA8fvP2Kl4Z6sBd1cYzVd5c8XBVEWY45VAWUhQY8zxFKAjYZqY7raYmR8wHtwWCJj4DBJUGz/fgc5lgNjvTzmaLuDQsNTIM8DON1rQ3r5YIRke6MLa6GdrnC1+zp24sb4SSC4QI5neXyxhMNmi6KIv3GIw2abWv3ViABy8YFpTJhVTdZpVhVhY2+M3JY/Rcl55Sp9lQXdIvazpdCCzGEa3sjpr7bQrvWE8RNXXPni3+k+e7Q4LCqVROzwVxlcWTi71UGO8C+IgQIk9EhwD8eyK6LoT4Y+OYnwUwIYQYJaIEgDtE9P8TQuwA+HUAXwLwL63zfgHA7wshvkhEX1A/fx5AFsCoEGKZiEYAvAmgG884SiUfV28u4VjrERCgGDWBEvhESx1mswXMrxUrrM49kn/49jhRsxUlBBR9UC6y3Pfm3jxrC5gi61kVBVBJox1I1OlExa2x0XNduDa2gp6WQMwXgOWGsaDSD8RICgQrpuApYN6ee3EntY0p9WRrzrlg2wymnrI+gxfgnibJLOIkZaq8zYonKmncSW1jWiVNUOXEPW5DXR9fxbvlEvpaa3F3ZTtkOcLtt2D2Rmdo9ggQsMF8P0iOfa21gaJ9YlX/3u9mclrxPZnOaxqtaW9eLRHIPn5439uLGzo5RSUXSSntwpUbi5jO5DSoO7dW0Ewok1Y71N6IQ14Mx5qP7lplVKsseE4GgFAVYi7OZsXgi2Bk65TFlopqS9nCO1NPwS02Th5D7cHxZgViJrJZ5UXlKosnG3sZ0SoAcOP+kPpnixAEgHoiIgB1ANYBlNTrv0VEfRGnvgzgx9T3XwXwTchZ4G8Zx4wDOEJELwkh3t3D/Tyx8DxCT3NNYPPRFlYUExEGOuswnAwm5O1mBxLViprO5I0kJCrwC9MbiSftsVo8ikbLScO0wQDC+AhXKVOpXIWie1YtCHIR7grbgGRyGqxmR9bR4W7dzolqTZmOrqzPMAcssfnbENNtDX1ElELdpsWyE609cc9M0FdvLiuTQUJ341GdyABpiji/VoAPgbupnGZJMXlBvnceA221gTFhNqctTi4OdeDq2DIAyWJjHykW7w0lglaVmQhY7b5bkljYuK+ZVnZyYSX42WQDTncEXlDD7Y2YSecxm80jHqMQlsH9fdts0Kwyro4t7VpZmDoLU7A3nc7jxtImYrGAOWUK5eayxQplt9mWMp1pOVHYegqhLNvNOeFmEgHCeo1T7fXO6uMpxJ4wDCKKAfgegJMAfkUI8R3rkC8BeB3AMoB6AH9JCFEpLAhHuxBiBQCEECtElIw45s8DeOtZJwsAui/LrSgbY+Bg99iBpKTT8mId1mAErag3xuR8Cl5seUHmtg0A3E1JZgqzUhi74KdnxjO4YthtYFLUlD3pzSQXUBbL8RwKXwjcXc2BBEIaCdNjSmoV8iHRm20mOJnZxux6QNFle3Az0TwolSKtSPjabXM/mxbLinueuAegYlY505GZgXZcTavz4YfmlANhixKuNMwhROQB/a2SvssWIOzhVOEjlc5hNivpsTeWN3WSmF+XFNbx1JY+NipJXBruxGs3FhEnBqADGxDbNypEq335WAWt9vbqNg55MWVMuLuleVRlsdtUvZHORi260xRWL9yC6muzfaSaNPbAhoOm8C5KT3GqPWwLwu1WUx0+1B60oM73NLtk8RRiT7WaEKIshLgA4BiAH1CtIjNeAfA2gC4AFwB8iYga3s+FEdEwgH8I4K9X2f9ZIvouEX03k8m8n7eqCJ7d3d0i50kDcmjSYLI+RKkdSCj8QrmdjnQ24qQaRNTdJDUYko7agdPtDVjckMZuvc3S758XRyBoY/W3ycQznS5IVgsJzQhi7ygfPmIxSfPkoUC7DUyyKbaDChRdVPROnkOxsF7E7Jr0X5ItMQn8DiTqMZXK4bWbiyj58r0HkwG19uJwJw55MUymc7gytoihjgY556Is9Qpn2utxOtmI/tY6ve1UUlKAe1tr0dNUExpm1Ndaqymwt9LbujqqpMU+0It3SYnVTDozf1aeB21pfm+9iIflMogIryhq7XQ2h+lsDndT26HBSbNreZ1kykKABOGQMuIbSEga7lB7o6YRT6XzcnCRakUx7dVMEpfPd2tAmo/lkauXhjsxa9BxD3seeoxxrAPJOv2eCxtFDTKbtNpS2Q/Ras8kG3A4JnUl/LM9OGkmm8fbCxuaTcWVhT04CZAY0us3ZHVwvPWorgqYwsqJhMV9to+UEMCNJQVSK8FifyLcquL2V8Xgo2yAi4ytbOITI12YzRZ0spnM5jF6vtsNPnqK8VgsKSHEJhF9E8CrAMaMXZ8B8EXVvpoiolkAZwD8yS6nSxFRp6ouOgGkeQcRHQPwGoD/QggxXeVavgLgKwDw4Q9/uPLR/32E7wtMpfK67TOVyUmvokQdZhWWwYN02ERvJl3QsyOELyJbUeWyH1Z1k2E1npBMq3vrRf1UHLomIYyFMKCMRtmARA1M4idvBrd5Yeb+t6ny5vaUafkNEPyyfNI/majXrRtmQTFzaHZN8v1Nqi3bkr95K6WrAhtMh5AaA1OhzgCyPZKVKy3GhHio0kCyDuc6m0LuvLalOeMpzAJjgN3ELsxKg+dfCKHmdyebcG1sGfdLJRyKeVIrosR6FYpuy/ZjN/U3t5gOex66ucqwbMu5yoAgzYoKlOBLcorixApeOduB6xMrenASP/nbZoOmB9VcNgx+R82/5vn0/Of7+MyooBoxabL2cUPtjSE9xdjKpuGYG03XjXkehrsaHV7xlGMvLKkEgIcqWRwF8BOQT/5m3APw4wD+kIjaAZwGMPOIU78O4NOQjKhPA7ii3q8JwDUAPy+E+KO938qTDU1j5aFJqnXBbBnfhxy9quihPN3tys1FnGyv16CrRxRqRbG2gS0vzDYXETRIyqZ6zMRa2Cji4lCnNi2czUpx24lEbdXZF0B4YJLUkAQLs6lqvruyrdXObMsh3XID3IEXVV5Q2XAwvBDWajxDkK8T1Zu3V/HK2Y4QlXYqndMLthx9WtBYkedJptJUWroAc9JgnMK0RwnaW2EvKVO7EViLSGptv8GSsmeVy9fm0d8iMSUG8rntxJ5bnU1H9L2zSvuQ51VM2otqN1UzFDSThDQClBP6bLPB853NmtptutMeb6nBVDaP/rZa3E3ldCuKW1P31ouhAUK+HwxLMi3NgejBSaymDrWdDGYUgEhmVBSFttpsDMZbWO0dMKIErtxYxOXz4aQ00FaPc8eaXLJ4BrGXT7gTwB8Q0Q0AfwrgG0KIN4joc0T0OXXMLwL4ESK6CeD3IcHrLAAQ0dcAfBvAaSJaJKKfUa/5IoCPEtEkAKbSAsDfgMRK/icielv9i8I3nkr4vsDbC+t68thAog4n1JPtndUcJlPSPXYmm5cg6sQKelqPIu55UlEqCHdXcpL33nYUo+e6sLr1rm5FXZ9YkQu2akGxWnwgUacn5ZEnmT+DyXrESM6t4KdFniTHbYIoRfeiYacxntrSr/GI+9RF3XK6NNKJlc0HAAi9zfKp12zJRLVp7qa2cXV8CaeSdVjafCAXQsUcWtq4j+l0Xs4Zh6dbRN2NRzG5lselkS49/7unSYLbvhC6ZWSqvEfPdeGQFwvN8QYC3yh+fdDeCradaa+v+CxYrX66vQHza5WzygcTDRhMNCglu5yFLXxZYWlsJJ3XC/vS5gN0Nx3RbbeXYjF0K1+pU0rhbiaJ+fVihfr76viSntlt7uttDfQFs9m83jedkXoQbidNZ3J47Z1Frei+ty7VzyMdTRWtqMMxyZLica39CXmPZ5MNmM4G87ynszn8zjuL+nuef810cp594XkUmsnNLSxTsV2NQssK8Nls0L4yFd2MUfi+0Ertc8oqhG1MJla3cPnlY7jQ2+ySxTOKvbCkbgD4UMT2LxvfLwP4WJXX/3SV7WuQVYm9/ZcA/NKjrutpha90Fseaj0q6a6IOcxtBJeB5wImWWsytF7XaF4IwuxE87U6mc+hpDjQYsvWS0lqB3ai0HHdT2ziZrFdW0VvaJ8muNh5lYx6A3qSAdNm+mk5XtqJMw8HRka6qVUU1w0FzFoY2HFQtot0MBxlDsafgeZ6kSF65sRSa482+UcxKY0zDpNFGsayiRr3OZmV7aiqTD7GkhBqQZLan+DxmVRHykVImgT1qUTYrCa4Wdkp+2K3WMiK0HWkvjXQhRmQ89ddXtJOm0wWJhygMgrUX/JRutqZeu7GAOMVwOlEfOSyJrTS4WoiRJ8HmY8HgJH4fMxEA0eNZoyi0Zkupv61Wjw9gYSC3qk4kgtneXG2cSMgKZPRcN+6kcw6veMbh0nJESLuP+1pI1d9Wi8H2Ogy2y4ogflhaKgy21WN+rRhUG/xka3g6Ta3mZQ9/qB0nE/XaI4oH+5hU2tPtDRhM1hvAt6wQ2HyQQNpD6vqE7Mfzk/nixn10NhyJBL2n03nZboFMSIE4Tyqe+Ql5MCmfsHtbAhA6qqpYWC9iOpvD7RVJgx1MNqgklMfY6qbWI0xn8rg6Ln2QBhMNIV8mBtP56Xk8vRXytZICRVnlmdWU6Rt1oq0O82tF3FnZ1uSCQ14M99aL2uvJrDQYYOeqZGnjPmR7qg79LbWhSkPOZi+oCmsxdB6uKqr5SM2oe5KLbx16WwOa6PxaAawPlJVEtMcUVyDXb62oJ33pKcXVCFcZMSUUlW61DVjaDLQXgHzal9cnP8tDqgXJrKXZtXxFZTGigGhuDUk/MV+1QQs4naiXtinlsKfUqE5ufqTPE1uA8MLPoPYbY8vy7yEZzIB5/UaAZQCyPclVFWss3NCjZx8kIqiiBy0+/OEPi+9+97vv+zy+L/DOwgYelnzlkURhrYQZJK3OY4oWyNjB0uZ99CVqMZyU9uFdTUcAAAsbRS3UYzotT9UDAh0Bn4tZKQD0ACAGpLl6YNYVD1Iyp+0NdtTjdFs9ro+vwBdAT4s8nmdfnE02hK5vfqOgRXST6Rx8HzjZLqm0t1M5XVUcOiRnd0t32RzicZI4zq0UOhtfwtLmA1waljbf3U1HJEMpFtOakp1yGTHyNE1yNlNEd/MRLKwX4cXkuUyV98r2Az3Hu6PxJZnISS4+cc+D70tG1731IgbapS7GHMm6sv0AF89KFTaPeu1trcVLh2M43Vavt+uJe56nsQvhB3PC43HCpaEurRQ/3lKDI4diEJD2974QWNq6r1Xj3SqZs5agX03mu53exoOHZSxt3Q95TF041oyx5S2Jg8RiIUvz7zveghtLG/B94Hx3EyZWt7BT8hGPSWdZtjQfbK9XP0sAfGXrAS4Nd2EitYVSWeBQ3MPpRD2ujS/LWdjHmjGxKvdd6GnG24vrmM0U5fyTsSX9xP877yxKwL+zCTeWNxD3PI3p/OS5bkyktjSQfWN5A/NrRU2hZZHf/FoRo+fkYCW+RgLhEyPy+s53N+O1txeknqWzCWMrmzjf3YwbSxsgNeb2Vmob57qbAMC1oJ5QENH3hBAf3uvxzkvKioclH3eVoRwPQAoB08rjZjqTx6xm5jRqkR7TaT2iyFbU7FoB/UqxzYwh28qclbrmKNZr48tSE6KsvHlB5GRxOO7poUNlX+D28hamUnn0t9VgxPCyMmdf2CwlU0RX8v2QuM80HCyXfZBqXbDh4CtnJQsqynDwZKJeVlHDXbg+voru5iNVDQejVN58/t+7ldIq97lsUc2OrhzJWjE8yhr1yvMuWKw3kAgPqWK1tOcB97KBLYitC4nykeLWFLeURs91Q/iyxci6DNuI8L1amvuqhVnN0vx4S42eezGTzStbF1QMUro6tgRAgt+mcy0L9pjZxDoHFuRNp/O4cnMp1IKKotCagj5mXo2OyEQTj3tavc3XHQa6ZcI919Wk9Reuqnh+4RKGEQymEQg9TTV4/abUSmhhFwEnk/XwQNqaYCZdwFQ6h5Pt9XpQ0vGWGk2nvTjUiVsr25hbL+pZDeZUPX5PjRWooUkxz6sYxTqbKQIkMDoimSa8IN5bL+pZ1zxxbTqTR4+ilcaUl5X0nJJtIdu3ied5z2QLminlkYeephqttWDn2plMeEE93lIjAW2FZzz0/ZDh4HQ2p1sLF4c7cG1sGSXhVzUctPEHPr89pRBAiB3G8zGIKDQ8yhz16kHel54FTkGy5mR7oq1Ot6fYFuRhWeJH7E7L7q+mj9RUJocYUYjdxONpY+TtLUkYbrW8z4eP853NISuPwWQd7qzmMJ3OKw3N/dDMbl8ITKXz2uolpnymbIaVKdhj9lSUYM8XIuQZNdLZiMH2AOswld82hVbTdQ1arpkouFV1abhLW7Sb1h+HPM+1oPZJuIRhhO8LnFDjOefWiyj7AjHFLOKkYc7tPhST+6YzeW1RIQcleYh7Hrobj+Dr4yuaTns7latocTGVFoCm0k6nCyCC9kmyR7Ga41aZMmurvU0tAqueJcAJLGSD2d1MK2WlN4DQYjmdyaEkfEmBVa2n4y01ITB4MrMNPYUuUY87qW3t7GoaDrKfFL/P4xoOmtoLHr9qai9MY0JTu8FaE1Otbluan0zUo79VenHNrsl+/910DoOJOrlIjq1gbq0gWzMdTbg2vhLykSIPOKkqGBOv4FYUCapIBFFJIsrS/E56O2RpPp3N47Kip+6U/JCK2rQ0Z8zo+sSKUoSHbUGYCchDrpg9ZU/YM4cr2Z5RHAGQHT0cicHz812PtjVnoJstyZ1qe/+ESxgqSiUfv/3Wglxw2utxaURWBtLxUz5F+UIg5smny3nVEuGnpsl0DndXc4h5hIFknW61sB339QnpKGsmHxO/4NnZ5gyMqdU8ptLSSoPbYDymdbf53VFsKZ60dyJZh1eGOvQTPbOUTiXqw4aDijU0kKjHdEaC+raWwrb5YCty06WWp9VxlSTHgMrPnK05gL0ZDt5dyenPo5r2gs0QTybrtJ6DtSa2DYkp1gPJ3+3l82FL86l0Xs7nfjkQ3xERXjnbjusTq/CFL3+n8EAeMJ+uTBKz2b3PvbDtzu0qw2RFCWXkqC3lDUvzoY4GrbWQXmLVBXtRlQVP2LtycxFza7KFNLa6uSdmlLmftRY8p6KaJsMUCc5lizh8OOaMA/dhuIRhBIHQ21KLqdW8fCo3XEsHFGumr7kW9zaKGpOYV3RaEsDMWgHdzUc0JTSaTpvHoDGnGwgShz0DgwV6V8eW0N9Wq32lonyi7PndXIW8qpIDz4HgRfPiUKeqeCTgG6V6Jk/N7ibCnfQ2+ltrtZaCQW+mgV4bX0F305HALlwlSxbxnWirw3RWJkMPlYmLW1HVvKNMw0FOTCamYSeXyVROUnCN5M3JidXuIIH5tWBIElua8zhW09L8rGIxHWs+ijurUllut6JsvOJRiQAklHiuch/bnZtVBgQhFgtYUQGtVo6/vaxcYqfSOf07vpvJ7SrYi6osTFqtKd4z204s3hsd6cIbY8sVym5b3GeaCoYTjsQqWMN05EjcTcXbx+FYUip2dsp4a34dM8rbSfe4VXheMBmOgF2ZUczm8WLAxbOdFa2ogaQyzYNckG1bbdZmxGMUYgHxnO6dko/FDdmzZuZT3JMlv3ldJvPotgKwjzUfBQAsbBalwlkxtnwhKplSQiAe82RCGFtBSUjQ+1R7PQRke86HL1lQyjbkeEuNZiDZU/YmVrd19TS/VoAXk8wjniNxvKUGh+IeCAidz2RKMatraeu+tBuZSGntBTOiuGXFzLCB9jqcTTRo7ASCMJCUUwWH2xtDrrxc7Z1NNuD6+Aoe+r6+ho+ebsebt1IolWVVYbKkAOlXVRZCkQ1qZftlbBklv4y4F8Ol4U7cTm/LBThG2hrc8zy9j5lQV24s6dexjblHhEsjMjn7vo+BRD3IA8pl2TIaSNQhFqOAtbV5HxeHOrUlykuHYhjuaMTbS+u4t3Y/ZAXCk/cIhE8qA8P5taJ2kWW2FVceJjOKTQTPJht0O4n3f/LCMby9uC6BewBCCM2SGmir19jSSFcTbq1uO5ziGYdjSb2HMEexnkhKaub18dVgETGYTAJC9cgJ/S21mN8ohphRbD/B1iJ2K8pXT4QcM5m8sl2gwEpdtZmAsIeUiVMwaygKvwBkf1rjFBMroWrDbEUNtcuFNIopxUlMTtmT1YdtZT6TLlYI9LT9tzFlb1qB6SARcom9k8kFYkKFNZjDn7iVFbTDgoptci2vQPSAGBAp2EvlQSKMnbBhJFcUUeNYTRHiseaj+MadVMWgJJMlxRbnNl4xtrqpJ+OxcttTFQknR3MfqSf3idRWMK9C2ZjLakCxorKy/XRIKaXn1gry729iBb4vH3pMwZ4HL1Kwx3MwBhJ1mM0UdbXA721akE+mchXMKE58Z5NytjvvByo9pV57Z0EPSvIIGOlqxq3VbQdqH5BwCQPhUaxz6SLmMgUcb2VPI9IzL3whZ3Sz6jh2SM6nYMoqg8sS+JaLXU9zjabTDiRqFUsn8KTSQYEV915U3W/eWkVPc0Cn5adxbrccb6nBwnpRT9SLakXJ9w2bDk6lcpopZforTaVzFVbmesqeAmLZyjwK9C75snfOXkzXxpalVbvCgUysgQ0DWeXO9ybbYZXDkswZ5zb2MaXAZSlClEnQTFimkNAex0qQBACTbWUOSqpgSSlLcxuv4LkXA4k6nO9q1kmCBxAxOM5T+tg6PYpKy0aEwaIvf742voyupiN489ZqqBqIkdTcxMjDw7KPr4+v4OPDnbg6thRqU0XNwbixvKHV2ixiZWYUi/M4EUynpenk6Llu3aIyPaWkUrsRMZJPQue7XaI4iOESBsKjWM3Z2TwydXJVMnJOdTRUWHUAAS30eEuNfJolYCBZp57oUyEaKEhoZ1qbTjvYXi9ZPJBJg1tT7CFlg9vcpvI8ghDQg4JKvi8TzXDAPLJZUYNJ6bJrmg5qBXjz0apWIFw1TKkqiTzSMyIYz4gCvXnwEuMETO/loU0m1mDqRWJe2KW2VPYlscAYluT7Qh9nA/9AMF2vPyHbUIydMMDP11QSvsYuPCJdScViwed+QgHaNkvKnK7HmAQPRxo1MB9mO9lJgveRJ+eb21TaeNwLGRHaczDMYUl3M3KePLO2bqW3dRvJ94F4zNOVBc8Dt+dgnE02hBKCECI0+pWZWdcnVkIU2vPdzehrqwlN22PF9u30Nn7yfGDp4RLFwYsPfMIwR7EyT382W4DwhTZPm80WIAS0MIyUL9NkOofby9uYSknKa5wUnbb5iGbvBE/0j6bTTqWkA+uJRF1FYjqZrIt0pZ3LyqQxmAzEZ7xoMvOIMQNfiIpWlGk6yEI67vXPZPMh0Z5tZc56DJ6PYVuZm6D3QFtYHOd5pPyt6nWLyLZkn2X/KMOllreZgj3zuKikEZotbtiaT2UKOhnKz+g+LhrJhC3N44jhUFxWFVEsqYFEnW5NMXDNVQdXC3Yi2C1JmPuY/sojWGcVFVYOQwoccU3hGycy8oCZVCDYMyfsPaqyCJKSxE5MoJptzY+8FEdPy9EQ4yncgmrGTKYQShSHD8dcojjA8YFPGPYo1v5ELfoSNXp/DB5OttVphfdMugB4QqvAmRl1b+0++hO1BiPnvdNp+emaCDphMV0yaqoeJ42458FDeNG8clPOMbg0HN2KMq0x+EmbF3FAGQwaT8hT6bxmDB1vqYEgAU9UtzJnpbecSy79sSCgW1EgSa+1LdlNSjIH4xT82ZmCPY4KtpgxFdC2NWcbj5LwIYQ8n8RFOkNzNvQcDAUeT6ZyYZaUakWZoDZrMx4nSUxn8hX7LnS3QAihR7ASgDurOVwdW5bJ7dZqhWCPbc1twR5P2OPrq1ZZmJoLgvy7P98RxXxqDM3EiLI1P9VeD4/IJYoXJD7wLKlSycdrf7aI7uYjIAHMrRdDlYAqKXAiUYdDhnfRwkZRM6PYO4j9jE631YdaUR5RiE7L/7FsHynfl4tiV9MRLKzf18K04fZGXL25rDUYS5v30ddWi2FjKJDJomK21HQmB19I8HNp6z76W4JxpdOZHLyYJ4FoFb4QiMXkosFVhhByPCZR4K0UMJRUQkjWIU4xTYc1mVLMrmIHXMZKTDHdcHvALjNZTew+y0K8Ulk+vZaFLwV7inllC/YAuSjyKNpTnfU4m2gIOfJqlXNLrRb9serb86QtDCvb760XMZCsk8wp9sgi0l5RNkuKvaPOdzXjxtKm/N0n6iFIMqgGkrWaNTaZyWFQsZ0eGv5QvG9UsaJ2yiXEvRguq9bSTsnXLCgW7B05FMND38ec8uda2ryP0ZFuLdgbTMprmEzlcDJRr/2jYp4cmHRjeUN/P7ayqT2dophRtmeUzYy6sbSBQ7EYhrsanZ3HPg7HknrM8DxCb9tRCaKKoE0EBOwoXwgt1PMFQiNYIYBeNfSnr7U2ZAlit6IkJgKcSNZW0Gl9X5oMMsBtYikAIjUYgCXcyxYq1N5sVhhpj6FaUXyvGuDO5PXAKK4quEowrUAYz+Cn8PPdzQCkdTszpUylNwPyJsBtalZ+71YqVGkwA0qTDGKeBrin03k94RDYXbBn2prz74F/J7EYaa2JrvAMrcebfE0Ks7k41IGrY8sARKgVZYLaZrUQi6mqhiuEKDEfCZxONOiW1nRGgtyT6W1cG1/Rliu+L6oK9u6mcjjRJi1dmCLLQLUp2Btub5S6DaOy8H3gdKJef3822RAS0kUxo7hFFY95IWYUE0U4WTg9xYsVH/iEAUg31YC1JNkdPIJ1OpOHRwqkVVP2XjnbgW+oHj2L5wC56LIliN2Kkq2movamMum082tFSeltq9MAN4AKgV48FliZVxPu2WwpTibc+46yx4iaf8ELadyToLdtBcJ4hmYoZSpBcGYagaDmX0jdBvsbMVZxd2UbM5k8XjnTgX93Ox1KGjpBGKyomMKWTKAdeO+CPXMWhmk2+ObtVXz0TDu+oa6J8YiBhBRh2iwpbjeZScJOBNXEfJwkWLAXj3sYbK8PQOqOSpU2C/ZGR7ownc5jMr2Nw7G4muLXgAcPy7g6tqTBaZ6p8cmXA5xidKQbv3NjEV8fl/Yhb4wtY2J1W3s+eR5VZUZp8d65bnx9fEVagHhyPoVrP72Y8YFvSQGSJXXl7SUNgAIB3XM6w3RYLyTU62k5isOxGHZK8j+R2T5i23BuRfGgJEl1la/VY0iJW0AreiQrt1Z2Sn7IutzWYBxrPqqZO4yPTKbyUMM20N9Wi/n1Igbawq2oeNzTVt1aSLeLaI9B76hWzQnFPHr3YVn+rIz7hI9Q4mFqLbeiTir79TcnVrFT9tHbGgj0+PNb3JC4UIzCAka+X99okbGF+WxWYkrc2tLvoXQm1QR7fJ1jK1uYXZMmhKZoUIrlBAaStYhTTLeQgLBgbyBZGwLAWXjHiWCkszEk5ova5/s+BpMNqoUVCPuqCfYG22Wl8/rNJWnpvvVAt4p2Sj5eisfw8eFOvH5zCTHytH2570unW8ZdLvRIO3FAPhxcubmIGHn4SaX7WFi/X9GCmssW8ckPSc1FPO7BV2QRFwcjHrcl9ciEQURHAHwLwEuQFcm/FUL8XeuYRgC/AeC4OuYfCyF+Te37VQCfAJAWQowYr2kB8K8B9AGYA/AXhRAbat/PA/gZAGUA/60Q4s3drvFJKL0fPChhbHlLLtq+0O6yXOZ7RCiXBOY3inox44XcrAhMDIMT0ECyVtk6EE4n6rUokOm0pzsbcDbRoADoYJJc0HaQE9e44ljalEBjPEbyyc8vI+55MsmpmVjcvjreUqOvPzR/YrOon7Zns3IYDs+/YEW2L8Rjz7+IxQgxePARzL+Ix2JatLfb/IvjLTV46VAMD0vhmR8nErVawR66Hx9htb3CdQK1fVGryXmmx2xWekPpeRzZoNIAEQaV+M7Ufxw5JOd5+D50go4S7E2sbktrfM/bNUnspurmfQA0hsCzLFilPZctanbauw/LWNy4r+dKsK35S4fkLG+m0ppzNA7FpTbjd24sIu552uJ8oE1iHNOqBcnWJexA29Ms53ZceWcRnufh8svd8DxybacDHE8jYRCAWiFEnogOAfj3AH5OCPHHxjH/I4BGIcTniSgB4A6ADiHEDhH9JwDyAP6llTD+EYB1IcQXiegLAJrV64cAfA3ADwDoAvDvAJwSQvDjf0W834Th+wI3FzfxbqmksYz+FkWnJUWBVT10CcYGIDfPogAYaM3rRZWV0fagpP7WMJ2WbbZPJqUOw1yszMXetP3gp+/hdqlK72x6qcImxPcDGiZrENjyYqfs66fts8kGxQra0kA4VxpMLY0EvW+l0N10pMIKhOdfyPeS8y/iMdLVlDm4iQcJ8T3r61fJwE4QJs3YPI4/Ex6i9MbYMo41y0ruUNxDWWETpbIavqSuhysNFuyxvTwRoaySdF9bja4q3n1YxtxaQdrPM3U2vY1DsRguKzAYgqomglJZhMBxBv15yBFbhvCirasMZQtyfWIF3U1yOJNMWsvobDyiq4rb6W3cXt1GjLwQyM2JgbENs7LgZMKjVNlTaqRTtp0Yq7k6toTT7Q0Y6mx0ieIFiScOeguZUdjL4pD6Z2cZAaBeJZc6AOsASur13yKivohTXwbwY+r7rwL4JoDPq+3/hxDiXQCzRDQFmTy+vdebetzwPMJwVyPGljZ1/5qI0N9eqyfq8ULl+yIEcvOC4hGFMAzmuPOgJCAA0W06rWzV5DWwyhoNW/Ft02kZML443FFhcz67VsBgoj4YGmTM8A5osttal3BpqEu3c0zRnjn/AhS4zk6u5UNDkuz5F/wcwvMvdvwy4uRVzL/obZUzmk3gvj9RG7Ist23Mme5qbtPzttN5DCcbtdUIECTLS8NdkTRiU7AHIKQv4Ws6kajV1Frb1pxnXUQJ9jgRsPXHbqpu2zIECKiwpo05t62AQLDX3XQ0NFPiWPNRDXLzTHCe131nNYc3xpZ1AplbK4SSiSA5BpW1HSzIO93egJHuJpcoPsCxJ9CbiGIAvgfgJIBfEUJ8xzrkSwBeB7AMoB7AXxJCyaCrR7sQYgUAhBArRJRU27sB/LFx3KLaZl/TZwF8FgCOHz++l9vYNeJxD0OdjSEsQ0BI9bWaqDeVlUAuM3EYaJa+RELbml8fX4XvQ8/sBgJDwfm1YgC2pnNh6+lyGTPpAnz4uHxO9oUnlfPo8Zaa0BwM247EZEsxndSHL2mmImAM3V3NSWIUCTXXWz6FSxV3sLhPZaQVCAvwBIVdZ5kFdWmkC1duLIWsQLh9xaB3r7rv7uYjGuA2519wVaGB+3QhxICSw50CG3PT2tw8jpPGlbFFDLSGkyUobNkOwDBCDAR7D3055Ir1JY8S7NneUbZg73FV3aWy0FPyJlNyVK5QiZpZUTw8aTKV04v63ZRM0rfT29r6w/dl8uOfZ7J5fGJEsedUAmE3WntmhansjqsBRm4uhYvHAr2JqAnAawD+phBizNj+FwD8KIC/BWAAwDcAvCyE2Fb7+wC8YbWkNoUQTcbPG0KIZiL6FQDfFkL8htr+LwB8XQjxW9Wu60nN9AYCLONhqRxoMkjgZHs9hpOBHkIDzSIQ4zGGEXD+cxqn6Gut1b3jENi8JqfoXRruChTO2YJsXak5Cyadlud1n000hLQLXOUAwHS6gN7WGq3NqNaKOp0IAGF2oS2Vg77+4UOexCvUQsrDgyZWt3EntQ3PI1w+143bqVwIBBeQgseS71e4v5oAN7eipjI5qdT2wq09/gzM2d3cDuMZ3/NrRXgxYHS4O6gehMSNuDU3mymGiAYc05lgwh631W6nctpAkV12r42voLPxJcytFXAoFqtoRZmVhA2A688rvY3TGsjebV/QfmK/rQGFJ0ilOkk9S3obd1Zzkogw0oW7mRweKOIB4w/Mijocl7+LyVQeh2JBa4pAeubFYLJeA92DiQaQB5AgXOiVVGmXKF7MeKo6DCHEJhF9E8CrAMaMXZ8B8EXVvpoiolkAZwD8yS6nSxFRp6ouOgGk1fZFAD3GcccgK5enHr4vcCcth9XMbRa1Q+ud1La2BRlIqtncymvKh8Dp9nrEvbAOg+c6AMxOyisVrnQFhSDdrmJXW8lrD2w2tIJb0WkX1BTAOysSFA1pF9J57fQ6kKgLqg2jFcUKZqbT2hYZzGriIUIl3w8pnycz29pk0ByaxHjGseajSpQoFzHNrkL4/RngHk9tSUsSkNZQcKVhfga2FYg943t+rYgrY4sYbGvQVcVctqCTpWl3AuwyYS+1HdJ13E3lQlUFgdDTfDTUiuppPqorgsp2UzDHm4cgjbTLiuR2aityHyuz72RyuKzorx4BI51y4Z5M5XFtfAWjI/LvazKVx9WxZfl5T6xovc0ZZUhYKstxp+e7w2NZ2ZmWP4/ptGxBxciDR4TzihbrEoULM/YCeicAPFTJ4iiA3wPwD4UQbxjH/G8AUkKIv0dE7QD+DLLCyKr9faisMP4XAGsG6N0ihPgfiGgYwL9CAHr/PoDBpwl6m1Eq+bixsIlbq1v6yZVxBg2AqideZtn0J2p0tcE4wL31IspCJhOpeZAtGzY0ZJzCo0r2T6kstOKb2VjsWssJzBc+Dh+KacW1L6DnP5jVBrOS5tcKmk7LYLwvBBY2i7qKMCsNQLZOSr6PeMzD5ZFjVZlS5qyIXmXTweyqAFDO6/fnSgCABn2vja3goV+uALOjWFGmktycP9KfqKlQemtGlGqQ2rYsNugdjwesqjupbZSFj5fi8Qpb8xArSuEOYytbmMzkQpVEf1stLhxrxtjyFm6ntnRFcvXmEnpbo/exK+3oue4Kmi3TlbmSMam1pxL1Wm9xyJjjLgQ0AD6tLGZ4bgazr24sb+CleBxnOxoQj3suUXxA4mmwpM5DgtIxAB6A3xRC/M9E9DkAEEJ8mYi6APw6gE7IEQNfNFpKX4MEt9sApAD8XSHEvyCiVgC/CUnFvQfgp4QQ6+o1/y8Afw0SOP/vhBDXd7vGJ5kwAJk03r63odouQF9bLQ4pa4pqSYMxjLPJBrw5kcKDUgke0a7DkthfiS0vWLxnay34yZoHBJl6g6XN++htrcFIR5O2CZlXQ6B4MTZbQaxZ4ATh+9CtJ640TE3CdCYPHz5OtzfooUncGvroaSlq62x8CUtbD9CrqL6T6Zxu6QDQ7KTe1hpN5/WIsFMuazsVOeCoMmkw8M9OvqYVCNOR7dYcJ43JVF6aQsaCxc+k0eo2nO/j3tp9PVyKPyOuqnpb5LAkXqCnMrk9t6I4EVwalr5VPS01j0wgJv2VF3MAyoxQLvp9rbLlZjK34p6022f2k/l6jwgjnU24sbyBuWwxNJb18svduDa2jNHz3Th8OPbE/h+52P/xxBPGQYgnnTCAoNLg3jwrqoHgKXd+vYgBpRHgxMFT9qpRarkdNZst6MWRMYZrYysoC1/7RfG8C1uDYesNmGJLQvboTZEbL8b8VF/yhU4QPI615PuhSuNBuQTP87QmYWJ1G2X4Wl/BLBwWtTG99lA8EMTdSW0rG5Q6nSgn09vwBbTe4+vjKxX+UZw0OEHopCVEqOK7k9qWlvAReE5/otZILkrNjsC3in83AJTqOwC93y2XK6b3aWCeYrpy6G2t0V5S7B1VLUl0q2l3Z5MNeE1pH6olkJjn4fK5bl1l8IS9UrmMwWQDznfLRZ+ZXCOdklrb3XRU+1uVhaTSmiI9bk3ZlcXE6hYuHG+B7wvHfvoAhksYTzCkAnwR3c1H5cJPPi6PHAuNFOV2CRAs1Asb0j6BmVHmxL5q6m5+WuYFinUFur1kaTB4ga0GfM9ni+hsOqJGoYZNBqOU3aVykEiuj6/KSsMLBG4zmUCPEGUyeH18BQ/KJcRjXqiNZyvLubUXdf1m0uCBS6Y2hdth3FbTxoDWucz2W8gFOJuHF5NqddNc0QS9zaRtAvPVWlGXlKGiXS30GOK5124sIq7aVtfGlkMJxHQTliB3oL5+8LCMpc37eOWspC8zAM4q77k16eHFrSjflw8kI52NuJ3e1lXK6UQ93hhbBkHZ16vK4lMfOubGon7AwyWMJxi+L/D2vXW54CjmDkg+qZVLAvc27kudhMGY4kqA53HzE789LMlWd5tP0GZCml8raprt2MqWxjaYLcV9fMmuymsHWNkak7YbLFTTau9HKLtPt9Xrp3DyJOOJk4S5aDKb6HRHg06AO+WyBFVZ/JfKo6flaNCK8oJ53Xz9zHgyhXecIEgNozLtQWymlPlZmFYjtpp9p+QrW5I6kK+sVJRLrRDA6Y4G3YozVd52K+rScKdmJXH7yq4WTGwjMkkAuPzysUol9+IG5jckfZhdaM1Z3HPZombcvfuwjJlsHodj0vpjIrWFu0qk9/HhwD/qdEe9bkexG+3t1DbO9zgG1Ac9XMJ4wlEq+Rhb2pTGb5A9dV6MuK3D7RFtgW3MAweihyUxxfNEoi70BM2jWnlYEicqHwJxz8PFIWl8+KBUBiAQj8XQqyqdKNsNcwYGC9h4UZxMb1cou20PKT2OVVt1S01DRWuovT7kzxTGQQKqq0n9LfllDdz/u9vpUEspyj/KrLIYaDc/i8OHYvp3wu0vU83OVcnsWgGDBkWYhZPVVN6smZhSyW9p6z5GhyUg3RPRbjKxDaZSm0A2P/2zqpuptAxyl8oSM/Lha/Ybq7w7G49gefOBnt3NynVObHdX5e+wmn+UBw+f+r5jjgHlAoBLGE8ldnbKuHpzCa+c6Qi1jNjW4trYCnpaDP2Eav+YA5PMVpTZJrm3XtQLJCcH04AwmG0hFyvGDeSimNPMKLYJYcU3M6DsGRghHyWlTzCxB7vS4BaNuZCy/YndGjqZrAtRiD0vaIXJyibsmHv15jK6m4/oxd9MGpwgzIrN9o+K+ixM7IFbYiCEkuCDUlkSDtT1sVki/z76WmsRi1FQVXiebj3dTW+DEFCPb6e2cMjzQpUEYxtmIuAW08JmEaPDYYzibiZXAXJ7JOdi2K2pN2+taiuQV8524G4mp4drma0ojyjkH/XSoRiGnaWHCyseN2G4v5w9xOHDMVwa7sI37qRwpr0e/S21WNp4gFJJYDy1pemccWOM5XQ2r2dNzK8VMZnK4+5qTgKQQlJaTZtyTioDiTrEyMNUOo+dkvQ/GupowGCyHosb99HZcARv3l7FmfZ6DCTqsLz5QJ9jPLWF4y018Dw5xa6nSc3A8KDnQ/S11qq2mLQUWdq4j9urW7gytqRFirNredxa3pL21+e6cDJRj5lMAcKHHsfa01SD67dWcDJRi6XNB3ocq6fGsQ4mGtDfUqvfX45ZrUevstoA5L3yPX3jTgofO9uO1a139QQ98oCPD3diaeMB7qZyKAsh50cnKj8L8/O5Or6kKiU596O/tQ69zbV6JvlwZxMG2uTvUZAACenlxb+PubUCymUB8oBDXgzdatzrmfZ6nOloQG9rDa5NLONMez1eisXQ01IjR5qOdGF+vYhpNZXwdEcDepTV/JlkA+bXi1BjxHG6vR49LfI8pxL1mF0rYCqV0/Yid1LbuDom9y1sFNHddBST2TwuDXdhafM+OhuP4M1bqxhqb8SJRC3uprfxhjp+fr2AyXQOr9/g95W/u3jcc8nCxfsKV2E8Rjx4UMIbN5fxUJT10zUzaALldNil1jT3s9XdF4c68XvKegOQ9iFcKZgT9kw67dxaAV1NRyKn7kVhGCXf160oU9kNyKduyYxKobvZcJoVQuMHpvEg24NEMqWscayAbN+FxrEiAONtFlIYQJegu0kGYCDcZEpxpWd+Ptz+YnxGt8SU/RlXGiboHTJLnFhFp1HljHQ04erYMrqbjuiKkp15XzoUw+lEPa6OLYfaTVxJSBxC2qKbQLa5j9tPrMzmFpZJ1y35vvYZu3z+WMiVlllRc6patF1qv6+3BWNLm84DykVkuJbUU46dnTJuLG5idj1vLFKyBcOCNk4OGq8w6LTMnPKF0GwqFu+ZLrSkqLrcklnYKOJEQiYCE+wdSNZBKHDdFumZGIYPoRME6y0AKbAbbK3TCz7bYYTsPpTxoMmUMif52eNYWUkNGONgqXIcq5k0TG2FDXoPdtSHtkUlDQ1wY/cRtAAQixNYBmqD3mbSWNp8IG3KlX2JEMCpjnqcTTbIqXtCYDApF/udkl+RCE511ONcZ5MFZIf3cftJKrMD+ix50KNURzqlm61pBWK60g4k6jDU0aD9o063S5HfvJpV4fAKF9XCJYxnECzsm85K80D2k+JFVAAYTNZpdhSD3Lupu3dK0jGV1d0sQNsp+VhYL2Kn7IOB3VfOWMC3mjBni/TMRZSvz1Z2A0GlcX18FSVRDioPpa/gyiOkdlf0WjYiZIYRg8imZxMnMnOoESc9fmpnAJ0NH23Q28Z5dvOPAipFe76Q4sidcqBmt0FvgeA+uKow2V07JR+zawWcTgYVAc/gZrD6VEd9APZn87hsANlV9xkW6FeZZjsSVEEeSW3G2OomJlN5nTS+Pr6i/15OJuoVSF7AYLIeF45LBpSrKlzsFi5hPKNgYZ8PXwPTnBzMeQtmO+px1d22JYgJ7DIAb0+YC4wPA5YQW6/begu70jCtPPTMC241JetCGgyTXstMqZNJiwmGyqrCrH44uR0+5IWSBp/L9xGySGH6sqY4ewKDbQ0AAvNHFu3ZrSiPWCwn210Meve3BAC3pE0Dnzp/LFRVDLbX6dZUqezrCXc8QOlkMqgkprP5kDXIyfa6gJVm2Ybwvt2GHI2tbuokIChsBXIm2RCajzHSKV/vETlnWRd7CpcwnmFw0pjK5NDbVqOfsNk3Cgiru/kplseank02hLCKaupuu99fTfFtC9ZYrKYdTg0cJcpDihf8mUxlq4mZUlH0WmZKLawX0acwGFukZ2ok+ttq8dKhGMrKTdUcs2qqsOfXCxrn6Wo6EhJJsqsuEw48Ijx4WFbivOhWlK0x8YUIjZUt24lITZybWyvo8bucSMwBSnYlMdgefE52khhI1lbZJ0exspcUlEiPldmeF1iDmKK9M0nZioIgnO2U8ypcC8rFXsMljGccvi8k7fbGMkqirB1Q+9sChbduz6jWlemPxFiF+SQdpe6OShpmi0cqgVEhkuO2Diu7TRGbWWmYeIUvBObXC3hY9ivEbCcStRX02otn5YjW401HMbOWBzzCYFs94rFgEeeqwp6BYdNkL57t1Amqr7U2BIS/Wy5pujEAnVS5qrg2thwSKnKY/lEm6F0WQlNoY8ZiPLsmTQPNKXvcijJneQc6it0riUfZnJ/vasbYymaoynigRq9+XM3yLpXLGEjUV/hHnVLtMQ8ezvc4YNvF44Wj1T7j8DzCkSNxXL7QjdPJRsRjpIYiBcaEk6m8HHBDkhbK1NnptDT2i8UIHx/uxLKip85miphM5zDU0YC+1losbz5AZ8MRTeXkbceaj+Luyjauja+gt60Gl0Y6sbL5AH4ZQauMJLjO24gIoyPdONvRGKLGLmzcl8OeSFqcXxruwiEvhslUDmOrmyBllz6TCSinp9sb1DlW0dtSg0OHPAAEKEbVqUQ9ljbuAyB0Nx7VFNiTiXrMZYsa6+hrrcXixn10Nx7FrfQ2+ttqcTJRj/m1oqT3ZrZxcbgDh7wYptJ5Y/EPBliNp7dwcbgTg8l6zK9JWul0Og8BYHRE/m4G2urR21yLW5lt9LfVyfdYL2AylZNgvZq73t9ah7msVNifTtRjYeM+IKB/nl8vYjorzz9sDDCaWN0ODUUabm/EYLIed1M5XB1bxlBHA+IU3jeZzuPG0qYcmJTexmvvLOJkWx2WNiXF904mh0vDnYh7nsJqhLqmIoSQ7c0LPS240NvskoWLpx6uwniCwS0qtgW3Fd56GFMybKxnVhuPVHcT9DbT1ryaulvPjFbgcFkInOlo0Mlsp+QjHpe9fNNp1q4sTDGbnB8h/Y+ijAdNDymzqjDFjmx/wpUGt5hsZ1oGwpk9deXGkm6PMTbDVuZRnlms6ub79YVkRDHobf4OGKfhSmMmm0dMfdZ303lp96FaUfZ87moutbtZmbN/FAANcu+UfRyOKwBcWZuf7miQLKqxZeyUy3gpHscnlODP0WVdvJ9wLannHL4vlJ3IljbQ47kLtj8SAXpWxuOqu01b89+dWEVX0xEAiFR3mwvpdCaP/kSNtgixrTxsENu0yeBev7A8ndjhNh6LyfchoZlRtkai5EvPLAarzaThq/GlACqcaT0P2k9rOpNXzCIP/WpSn8mKMj2zdlT/n0CaocZUWhBhMKEAbMNa3YOnsQNfiCDJKW0Et6Ie5VIbZWVuO9iyspsxLRMAH1vZlFRaZb0y1N6I128u4WSiHt/X1yI/J4dVuHgf8VQn7rl4dHge4fDhGM73NOlqoyx8bTo4mFTur9bs7ulMXls8LGwUcWlYzl7mJ/M3b6/i4tlOzQbqbjqKuWwRsZiHj51t1yK9XtVWkhiIVHf3NB8FeXIeh3wvWWnww8L8umRLTWVyoWl6bKF9KO6F5lwL8jWLiyfyXR9fRXfzEZ0gL43IueOdjVJ5bc7Yns0WIEjgXEeTvsf+RC3OdcqfmeZ6bWI5NMP76tgS+tpqMXquC9fHV9HZJEe0XhruUrMzwp5Zl4a7QiA6J0XzPabSeX2918ZWcDeVw0uxmLwnNbu7t6VWT9VjceSlka7Q5LxLw52YzebRrdpIF1WFwHO+o/Z5AM4mGzCbLcL3fSWOlPcxnc1jVM3ffvCwjJlMAee7m3GmIwC2Xbh41uEqjKcYXG3cWNzUbQ+eXW3OrT6RqKtQd5utG1vdbYr3okR6QLBonuVWhl8OKgDIJ3lzXgU7zeo53lar6drYcoheK9s9ed2+Op2QwHtJSDrtScs91tRIcPsJntCT/NgJ+FEzvKOs3Ze27ldUVT6EbO0MBaNigTCV1vSPCowjV7QSnas69ou6ZMzOZpGeWS2w6tsU9LF6e7d9UUOOJlN5CdAr19n+1jpXVbh44vE0Ju4dAfAtAC9BViT/Vgjxd61jGgH8BuT0vDiAfyyE+DW171UA/1/IiX3/XAjxRbX9ZQBfBlAHYA7AXxVCbBPRIQD/HMD3qXP9SyHEP9jtGvdrwuAwEwe3YABJk+Spc6a6ezabl60bDziZrI9MEPZo1iilMxsNsubDNhos+T6ms3mcMpxmozQYpn25noinNBnc3uGFOO55oZGsnMj4vk3cYTZbwIlkLcj6LKo505rmhGyD/sbYsjYn5JhOS6yivy1gWUVRaX3ISXvMTmPqbIUViEoi2mzSUGtHqb5NQR9TZHfbN3quu0LlrcaPS6sPNzbVxVOKp8GSehfAR4QQLwO4AOBVIvoh65ifBTChjvkxAL9MRIeJKAbgVwBcBDAE4KeJaEi95p8D+IIQ4hyA1wD8HbX9pwC8pLZ/P4C/rmaCH9jgNtX39bXgkxeOIU4xzK8Vcaa9Xs/sns3IFpVkWdVJfyFBuLu6jeu3VvATZ5JY2XwAzTi6tRrJjNJmf4bRYCwWGA3eTW1ro8F4TLatJlM52Z8XZc1W4lbTIS+GO6vbylyvUzOVfPgY6WzE6fYGbTQYixHOtIeZUdcmJKh7oq0O0+k8phXLidlkM2nJaDqVrNMsMfmZBewpNif8iTNJrG69i2PNRzGVkpVUX2ttJSvqXBdOtzdgNpvHxPImro4v4WRCHsd2Jj58zK/dx6tDHVhR55zJKFPEtjrcWy+iVBK4ld7GxeFOLG0+0D+PjnRhMFmPqXQet1M5DCbr0K/sU9hkcFKxpnbbN5CohS+Aa+MruDjUoZlQzNY6HPcw3NWIw4djLlm42BfxWC0pIqoB8O8B/NdCiO8Y238eQA9k4ugD8A0ApwD8IIC/J4R4xTgOQoh/QETbABqFEIKIegC8KYQYIqKfBvBXAHwKQCOAbwP4IZ73HRX7vcKwgyuOW6vbWpS1Uwq8mRjDYI8lW93NLSqzHcUzIABo80FuEQGo8JEyQW5fCL2AmqNK7crC/Lkkyrqq8DwEfloxy8PKMAK8NraCzqbw7O2Sped4cyIV0lvYOg1zBoYJngNKb7JWgBcjbTvP+AUzwQBojQlP2htsrcObt1JqNrmyKlEsKFu0xxoL1mPEY4YPlLL4GB3pwtjqZtgjKmIf25ez/fjZ9gbcTm2HMAqXKFw8zXgqLClVKXwPwEkAvyKE+Ly1vx7A6wDOAKgH8JeEENeI6C8AeFUI8f9Qx/3fAfygEOJvENF/APAPhRBXiOhvAfgFIUS9akn97wB+HEANgP9eCPGViGv6LIDPAsDx48e/f35+fq/3vG/C94X+ykOa9OxupXyuhmGYk+WiZkB4MbWYszLaUHfrREKkhydFqbvtJMGUV3MYkTYnVMHvY2IK1UaystWH7yNyBsdAMpgIaDrTmoyx/kR4LG13s5xtzeeybVlC43FFGWVf4KV4HK+cbcebt1J4WCqDVCKKxSgk2jPFdmwNYvpA3U5vw/eBkc7GCo+oavtG1czugUQtLhx3GIWLZxtPlVZLRE2Q7aO/KYQYM7b/BQA/CuBvARiArDBeBvAKgFeshPEDQoi/SURnAPwzAK2Qyea/FUK0EtGPAvhvAPyXAJoB/CGAi0KImWrXddAqjKjg5FEq+ZhYkX5C8+sFnSCivJjMaiM0jlRZXdtqZ1NzwfRSImhnWdNI0E4SgWmetAS5NNSlgXHzfXjRtm087KRhWn1IhlO+wq2WbTqq2ZmzZxYQXVXxgCRzmqA9inU6m0NPc9hCfjqbkw6wnBSU3UcUfZYrkdD0PEurYe/jiXwePFzobYbvC2fn4eK5xFOl1QohNonomwBeBTBm7PoMgC8KmX2miGgWstpYhGxVcRwDsKzOdRvAx9RFnwJwSR3zVwD8rhDiIYA0Ef0RgA8DqJowXoTgxUJScqXT6IWeZkysbGF6vSAtIsaW4ZEn1dUTK+hrq8WrLOBTGEaMPFwc7tAeUWwAODrSXaG5YICaKbceEe6ktnFnVS7Co+ektfd0Og8hBMiTKujpTB7Xb62EvKj4fV5R18NzODwircieXJW4w6tDHRVWHwOJOkymc7izsg3fF4h5EuOYzuRxdXwJo8PdAKCTxrWJZb1tp1zGVCqHmWwB/a2KhabU4OQBQ+2NgAiotJOpHIQQEAQMtNVr5+C7mRxITUy8m8phNlvUor0o+uzt9HYF1TamnIftfZdfPqbB/cOHYzgUi2G4q9ElChcHKvbCkkoAeKiSxVEAvwfZSnrDOOZ/A5ASQvw9ImoH8GeQFcYmgLuQ7aUlAH8K4K8IIcaJKCmESBORB+DXAXxTCPGrRPR5yGTz1yBbUn8K4C8LIW5Uu8YXocKoFlx5eB6hVPLh+0JXINJoj0JP2+bci7sKYJ7O5jFoOcnag4Q8jyrmdJ9qrweRFLCZJn3M4Dl0SNJFJ1a2tdGhfT1AMEBpOl3QVQQPRXrolyuU3USopB9H2JmfbJfix9lsQc+2ZpdXvi9zVKxJpZ1fL8AXwOVzQfVSbX63TZ81Z3TbVFtz/CoPVIIgnO9pwvjyFoa7GhGPe7qqcOHiecbToNWeB/BVSFqsB+A3hRD/MxF9DgCEEF8moi7IRb8TAEFWG7+hXv9xAP9Uvf5XhRB/X23/OUiQHAB+G8DPKwC8DsCvQbKqCMCvCSH+l92u8UVOGFFhYh++L3AnncPpZD3GlrZ0v35+oyBxBBJyhoLSXJzrbMLYsjyOBwnxHO54XPpMTaxsa3bVcGcjbq1ua2qnHZ5Hu14PO9b2J2rDAHqVSXohbGSPduam9YmPgOILBAky5pGeGcFU2vm1IrwYtBbkbnq7Yn63PTTpUZP1PnXhGCZWpVr70CFPz9Hmz8klCRf7KZw1yAcweCHihdvcxt/7vsCt1W0MdzVibGlTz/U+pxg5/Fp++uV4LwudfT2My5BHGGytw9WbyxIbsSbpMVPqSdiZM8Btak5AQjPBrk+soqf5KObXCxhI1EEAmLPsTBiDmF0rYDBRH5qsx5WE7wuc6WzAcEcjJla2EYuTThL8+blwsV/DJQwXVSMqsTyrBc1srfGY25ms9GISQmjhXiAaTO1qZ25OFzTtzBnM94XQk/V4jjpTaQ8d8iDK0CwormaG2hv1eFYmEbCnlEmftSuJWIzwssKdnuVn6sLF+w2XMFwciDBNGqezOVwc6tTsKZvaaycN0wnXnFnukRcaFMXuwLqqUCNoTbfaa+Mr6GT1uGJaSZdYEZqsV/LLOByLS/ZTKucqCRcvRLiE4eJABSeOO+kcBlpqAyC8oz4EjLOdORDMCDc9pIBgUBRjN2ZVwUnInB3O9GGuKubXizidbJCzRJRgkOmzdzM5DHVK1bVZLblwcZDDJQwXBzK4XWa2q3iaoFRslxD3vNCM8C5LA2LamZszvEuCjQfJYFop3QcbJ06sar0Fz8QgQRjpDpKESxAuXrRwCcPFgQ+uOkyg/NrYCrqbj0hnWSUA1JRgpQEZbm8M2ZmbM7wflEqYzUrbkIG22tAMjJfiQauJPGgiAOCqCBcvdriE4eKFCRso1/oTnqKnLEXY4Zc9pEw7c9abMCsKAO6tF6XFifJucq0mFx/UcAnDxQsbpt6D2V5MEfYjxIS++tvmbbdTUn093Nmo7cJdq8nFBzncxD0XL2zYbSLPI22jYh93obe5YhsfayYIlyxcuNh7uITh4kBHtQU/artLDi5cvL/YywAlFy5cuHDhwiUMFy5cuHCxt3AJw4ULFy5c7ClcwnDhwoULF3sKlzBcuHDhwsWewiUMFy5cuHCxp3AJw4ULFy5c7CleCKU3EWUAzL+Hl7YByD7hyzkI8UG8b3fPH5z4IN73e73nXiFEYq8HvxAJ470GEX33cWTxL0p8EO/b3fMHJz6I9/2s7tm1pFy4cOHCxZ7CJQwXLly4cLGn+KAnjK887wt4TvFBvG93zx+c+CDe9zO55w80huHChQsXLvYeH/QKw4ULFy5c7DFcwnDhwoULF3uKA5swiOi/J6JxIhojoq8R0REiaiGibxDRpPrabL3mOBHliehvG9t+mohuEtENIvpdImpT218ion9NRFNE9B0i6jNe82n1HpNE9On9eM9E1EdE94nobfXvy8Z5vl/d8xQR/TMiohf5nomohoiuEdFtda4vGuffd/f8pO7bOt/rRDRm/Lzv7vsJ/n0fJqKvENFd9Tv/8/v1np/wfT/9tUwIceD+AegGMAvgqPr5NwH8lwD+EYAvqG1fAPAPrdf9FoB/A+Bvq5/jANIA2tTP/wjA31Pf/zcAvqy+/8sA/rX6vgXAjPrarL5v3m/3DKAPwFiVc/0JgB8GQACuA7j4It8zgBoA/5n6/jCAP9yv9/ykf9dq/58D8K/MY/bbfT/hv+9fAPBL6nsPwf/vfXXPT/hv/JmsZQe2woD8gI4SURxyQVgGcBnAV9X+rwL4JB9MRJ+E/EDGjXOQ+ldLRASgQZ0H1rn+LYAfV8e8AuAbQoh1IcQGgG8AePVJ31yVeKx7jgoi6gTQIIT4tpB/Nf/SeM0Lec9CiKIQ4g/U9zsA/gzAMbV7P94z8ATuGwCIqA7A3wLwS9au/XjfT+SeAfw1AP8AAIQQvhCCFdD78Z6BJ3Pfz2QtO5AJQwixBOAfA7gHYAXAlhDi9wC0CyFW1DErAJIAQES1AD4P+eRhnuchgP8awE3ID3cIwL9Qu7sBLKjjSgC2ALSa21Usqm1PNR73nlX0E9FbRPR/EdF/rLZ1q2uOuv4X9Z51EFETgFEAv6827at7VtfxJO/7FwH8MoCi9Tb76r6f1D2r3y8A/CIR/RkR/Rsialfb9tU9q+t4Ivf9rNayA5kwVD/vMoB+AF2QWfU/3+UlvwDgnwgh8tZ5DkF+yB9S57kB4Od5d8R5xC7bn2q8h3teAXBcCPEhyCfMf0VEDdj9+l/Ue+bzxQF8DcA/E0LM8OaI8zy3ewae3H0T0QUAJ4UQr0W9TcS2F+F3HYesHv9ICPF9AL4NuSAD++yegSf6u34ma9mBTBgAfgLArBAiozLrbwP4EQAp1XLh1ktaHf+DAP4REc0B+O8A/I9E9DcAXAAAIcS0as/8pjoPILNtjzpXHEAjgHVzu4pjCEq/pxmPdc9CiHeFEGvq++8BmAZwSl3/MeO85vW/qPfM8RUAk0KIf2ps22/3DDy5+/5hAN+v/u7/PYBTRPRN9R777b6f1D2vQVZTnCT/DYDvU9/vt3sGntx9X1DbnupadlATxj0AP0SS/UIAfhzArf9/O3eM0kAQhXH8/7DQVsXGxhCwsbawUAiI6ay0VhQLS49gIdYWAQ/gCdTKIhaeQEVENNp5Ag/wLOYFYxAZYRPG8P1gye7CTHiZ2Z3ZmckCF0B3pn8bOAdw9xV3r7l7DTgBjt29BbwDC2bWfVvjWuRDX16bwHUUxBXQNLPJ6B0049yg/SlmM5sxs7HYrwPzwFs83n6Y2VLks9VNw4jGHMdHpAvloO87SosZqivrU3efjXq/DDy7eyPSlxZ3VTE7cAk0Is0q8Bj7pcUM1dXx4dzL/JcZ8ZI30jDTE/AAnAHjpHG5NvASn1M/pDskVknF8X78sPekijYd5ydIvZMOaVVRvSfNbpzvADslxgxskCb470iTvOs9+SxGHq9Ai69//I9kzKSek0c538a2V2rMVZZ1T341vq+SKi7uCuv3HHBDuqbbpCGcImOuOO6B38v0ahAREcnyX4ekRERkyNRgiIhIFjUYIiKSRQ2GiIhkUYMhIiJZ1GCIiEgWNRgiIpLlE9GDQpFa50M3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data[\"Easting\"], data[\"Northing\"], s=0.005)"
]
},
{
"cell_type": "markdown",
"id": "ee246529-b11c-490c-8d27-4faf256fe646",
"metadata": {},
"source": [
"### Creating the output grids\n",
"\n",
"Manually creating output grids based on the bounds of my dataset and using the same size output"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "40ee7fe7-3922-4041-9989-ea781be36b63",
"metadata": {},
"outputs": [
{
"data": {
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"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (lat: 500, lon: 300)\n",
"Coordinates:\n",
" * lat (lat) float64 3.81e+06 3.81e+06 3.81e+06 ... 3.811e+06 3.811e+06\n",
" * lon (lon) float64 8.048e+05 8.048e+05 8.048e+05 ... 8.058e+05 8.058e+05\n",
"Data variables:\n",
" *empty*</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3106ab6e-3fa4-40c6-aa45-72366d87e5f3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3106ab6e-3fa4-40c6-aa45-72366d87e5f3' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 500</li><li><span class='xr-has-index'>lon</span>: 300</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0b6d566f-cf4f-4d59-ace3-47a44cdaab29' class='xr-section-summary-in' type='checkbox' checked><label for='section-0b6d566f-cf4f-4d59-ace3-47a44cdaab29' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.81e+06 3.81e+06 ... 3.811e+06</div><input id='attrs-77093174-0f6c-4ddc-859d-f62510078229' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77093174-0f6c-4ddc-859d-f62510078229' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3eacb765-4743-4b37-a7b3-e0db9e2f2639' class='xr-var-data-in' type='checkbox'><label for='data-3eacb765-4743-4b37-a7b3-e0db9e2f2639' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3809708. , 3809711.122244, 3809714.244489, ..., 3811259.755511,\n",
" 3811262.877756, 3811266. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.048e+05 8.048e+05 ... 8.058e+05</div><input id='attrs-f520f5ab-88a4-4ae0-ab15-ff9a766494f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f520f5ab-88a4-4ae0-ab15-ff9a766494f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-efe3a39b-84c5-4a9f-ade0-0d2b89c07b91' class='xr-var-data-in' type='checkbox'><label for='data-efe3a39b-84c5-4a9f-ade0-0d2b89c07b91' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([804804. , 804807.32107, 804810.64214, ..., 805790.35786,\n",
" 805793.67893, 805797. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-437b6279-e98c-4e77-b621-3b30bf39a408' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-437b6279-e98c-4e77-b621-3b30bf39a408' class='xr-section-summary' title='Expand/collapse section'>Data variables: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-38771deb-b9e5-434f-acc3-026ea7045e03' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-38771deb-b9e5-434f-acc3-026ea7045e03' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 500, lon: 300)\n",
"Coordinates:\n",
" * lat (lat) float64 3.81e+06 3.81e+06 3.81e+06 ... 3.811e+06 3.811e+06\n",
" * lon (lon) float64 8.048e+05 8.048e+05 8.048e+05 ... 8.058e+05 8.058e+05\n",
"Data variables:\n",
" *empty*"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_min, y_min, x_max, y_max = 804_804, 3_809_708, 805_797, 3_811_266\n",
"ds_out = xr.Dataset(\n",
" {\n",
" \"lat\": ([\"lat\"], np.linspace(y_min, y_max, 500)), # start stop height\n",
" \"lon\": ([\"lon\"], np.linspace(x_min, x_max, 300)), # start stop width\n",
" }\n",
")\n",
"ds_out"
]
},
{
"cell_type": "markdown",
"id": "e95cb53a-ec03-4c7b-9fd9-14c08345dfdd",
"metadata": {},
"source": [
"Plot showing my original data (blue) inside the output grids (red)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7d6fc51e-7d1b-4c09-9182-9185500e7f0e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'northing')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data[\"Easting\"], data[\"Northing\"], s=0.005)\n",
"height, width = (y_max-y_min), (x_max-x_min)\n",
"rectangle = plt.Rectangle((x_min, y_min), width, height, facecolor='none', ec=\"red\")\n",
"plt.gca().add_patch(rectangle)\n",
"plt.xlabel(\"easting\")\n",
"plt.ylabel(\"northing\")"
]
},
{
"cell_type": "markdown",
"id": "0592a33a-4c03-4d72-871d-2fbc2bc45e24",
"metadata": {},
"source": [
"### Format input grids and dataset for reprojection"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a5817b5c-46e9-4026-98cf-833409638225",
"metadata": {},
"outputs": [],
"source": [
"# I understand that xesmf needs the coordinates to be named lat/lon\n",
"data = data.rename({\"Easting\": \"lon\", \"Northing\": \"lat\"})"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bdb0b2a9-b4ac-49eb-9400-649a4f99e876",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"dr = data.Reflectance"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9493592b-8934-422b-a2c5-bd3c1b050b00",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fbd0fbd0550>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# What the input looks like\n",
"plt.imshow(dr)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"id": "de286585-62b0-403b-9049-3629fb849ce1",
"metadata": {},
"source": [
"## Regrid"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "5b16b48e-08d1-49fb-8ba3-dac5ea430dff",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rwegener/.pyenv/versions/miniconda3-4.7.12/envs/xesmf_env/lib/python3.7/site-packages/xesmf/backend.py:53: UserWarning: Latitude is outside of [-90, 90]\n",
" warnings.warn('Latitude is outside of [-90, 90]')\n"
]
}
],
"source": [
"regridder = xe.Regridder(data, ds_out, \"bilinear\", unmapped_to_nan=True)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2facef78-e347-43d9-8d49-8ef1fb369742",
"metadata": {},
"outputs": [],
"source": [
"dr_out = regridder(dr)"
]
},
{
"cell_type": "markdown",
"id": "367a8e9d-c72e-4cc3-ad8b-9b8fd8f28592",
"metadata": {},
"source": [
"The following plot I expected to look much more similar to the plot before the regridding. The repeating pattern also looked like a sign of an error to me."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "b047f59a-51d1-465d-bdc4-ed632d2a3867",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fbd0f5acc50>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(dr_out)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a294874a-d448-4fff-9f77-bac868932312",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:xesmf_env]",
"language": "python",
"name": "conda-env-xesmf_env-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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