From 74587ed23cbe6ef856aa17f9ae3d54bc059ad635 Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 29 Oct 2021 15:00:00 -0700 Subject: [PATCH 1/9] add test for E3SM data --- tutorials/demo_open_dataset_E3SM.ipynb | 1754 ++++++++++++++++++++++++ 1 file changed, 1754 insertions(+) create mode 100644 tutorials/demo_open_dataset_E3SM.ipynb diff --git a/tutorials/demo_open_dataset_E3SM.ipynb b/tutorials/demo_open_dataset_E3SM.ipynb new file mode 100644 index 0000000..da21506 --- /dev/null +++ b/tutorials/demo_open_dataset_E3SM.ipynb @@ -0,0 +1,1754 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b1b28a4-12d6-4b3d-9ebb-836adb0b4118", + "metadata": {}, + "source": [ + "# XCDAT Demo: testing general functions on regridded E3SM data\n", + "In this document, E3SM model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", + "\n", + "Demo data used in this document is the time-series of regridded surface temperature (ts) simulated by E3SM, and the model's land fraction. Those data can be found from [ESGF](https://esgf-node.llnl.gov)\n", + "\n", + "Author: Jill Zhang (2021. 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "00614266-f53e-4b19-9899-36a31717f449", + "metadata": {}, + "outputs": [], + "source": [ + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "180af2eb-8047-4af6-a99f-b3838ee32920", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir = '/Users/zhang40/Documents/ACME_simulations/E3SM_v1'\n", + "demo_filename = 'TS_185001_201312.nc'\n", + "demo_file = os.path.join(demo_data_dir, demo_filename)" + ] + }, + { + "cell_type": "markdown", + "id": "4891950c-edc4-4021-9368-6f2e874def77", + "metadata": {}, + "source": [ + "## 1. Open dataset using xcdat\n", + "\n", + "### 1.1 Load dataset into memory" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dd409458-f046-45fc-8bcd-862452df863b", + "metadata": {}, + "outputs": [], + "source": [ + "import xcdat" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", + "metadata": {}, + "outputs": [], + "source": [ + "ds = xcdat.open_dataset(demo_file, data_var = 'TS')\n", + "ds." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'TS' (time: 1968, lat: 129, lon: 256)>\n",
+       "[64991232 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float64 -90.0 -88.59 -87.19 -85.78 ... 85.78 87.19 88.59 90.0\n",
+       "  * lon      (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
+       "  * time     (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n",
+       "Attributes:\n",
+       "    units:          K\n",
+       "    long_name:      Surface temperature (radiative)\n",
+       "    cell_methods:   time: mean\n",
+       "    cell_measures:  area: area
" + ], + "text/plain": [ + "\n", + "[64991232 values with dtype=float32]\n", + "Coordinates:\n", + " * lat (lat) float64 -90.0 -88.59 -87.19 -85.78 ... 85.78 87.19 88.59 90.0\n", + " * lon (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n", + " * time (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n", + "Attributes:\n", + " units: K\n", + " long_name: Surface temperature (radiative)\n", + " cell_methods: time: mean\n", + " cell_measures: area: area" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts = ds.TS" + ] + }, + { + "cell_type": "markdown", + "id": "1fbf6848-acf8-4c48-89a8-5c3943bba2b8", + "metadata": {}, + "source": [ + "### 1.2 Data quick check\n", + "\n", + "#### Check dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5c4df434-e363-4c58-a136-a4491603e01c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "d6f0b979-87cf-48f8-9619-e32f646575be", + "metadata": {}, + "source": [ + "#### Field quick view -- plot data on the first time step" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cc3f4941-672a-4727-8fcf-4f920c94a809", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LSGk7TWtp0cL4cYpmKs00sHz8wj6zrJGqQaoGGuePqRuoKu/kB6hrryEZ0/4rLFjr3zcTzGllgU4KKEwyZ4HXLuo9i5Zm+PeG17jy350ru/kqrlx5HDeMUUPp4o5ZUEaMGDHiyYQyLih9PKULioi8GPjubNPzgX8AXAI+C3gkbP9SVf2hTW2phZP7vfQRpZPF3UEqKmNKt4ADszBMLnvHnjRg6tZZH7UWtb4tN/Gf47HtOeEeeqZxtd3tHTgwubSq4Xt0sCs+FDPXfvLxCj6N3G/SlF0tRWjVotzmbppMYjUCTilOGzj119QQTu0lUr/NhaRGqRymam3eavx1fIZ88J9El0yeYe92/7HFjH42JL614+aPFbr2cHEOtTt4pgf9FlE7kNbvM5S8tw554t5Kfwcup/55+ES8rsNeMltKHOvYTj+IQ8W/jx2NEd9ung2vVlBrMQs6z2VIU2tmBW5icKW0fVGwC+e1iOh3a6J/TaGJ/TVQKFLVcP00aCSK1uElbRo0+k5EEGP82BuDTCcwmcCkRKoaqRt0YmFa4qaFd7IbwVSKE8VNW83F1N1gEjXde1weZRrKusCdG4A7L3K1OwRP6YKiqr8FvBSI9QDejqca+OvAP1fVf7ZrW66E+YM1WgSziFGK/Sq7lmCMIqJU84L53QYagbnBVAJNiGKy4GYO9htM2aCNoI1Ba0GWBqkFsxB/TkRyugPO90VL9YuLA7sQPyE30fTUmtycDU56GJ54Mse7by9cLDfHSOacV8VUUJw0KejANIqdd+0ufpFoOk7RPAdEC0N9WOKm/gevhXfAmtqFyc7b3sSFRSRlVYcJp1GfU5CbQKzxppToyE0mM9MuDE78wjVEDdLLntaYr5CvIT2ToPbO8dsGvpveJGRXz/PX7AkL0dwUzKRDzAQpuCAnLO2ZtmK7Zuk6OSDiFLVCM+05nTNaGN9vv9qYKr4sWd9or+UmvVUy62498/u0bAWMeJAo/l3I+hD7LM732/9rkMYikwLZn/rIsfnCLzAAiyUsl14wcQ5tGsSGPjXO76sqmE1hbwbWR49J5ZAwDs3MZAJQHOO2r6rBNDZrx3p5KLgw252XycshLM8kddz5uJ1MXh8D/I6q/t5AhbIRI0aMuO0waihd3E4LyqcA35l9/3wR+avA64EvVtUn+ieIyMuBlwPYey5hLy6RTHzsUDkZBwLWOOyBj8N3KjQHBlXxTmWBomgQo+22AkS8dOWc4BpDUxma8CJpLUgjqFWkVMQ6Lyw647PQG8E5gaWhuG6YXAVTBYnRECT80F9ozW5xWxRIe6G3kh0njVKetBpCcb3xmkQ8tnIpj8DfiDcPSTxG1echxOCE0lId7nvNp25NUMmEEqTjqI3Ql9iDdpJCfqNU7TRpLDppw1DVOX8vxmRaC6vaRwoBzjYOcXplocLJqRy7F7SRHGqkm5sQ+KBieHffqd/mCUGU3vN5JTdZhS3d61k/flErExdMNpXzpqpgkqr3bNJ+TaMrGg2QstU1aIsuJ0jtK3my+h6lPgm4STxX0n2k6+Ran5V0S9F6JhMLarFVgZ03XtOqHGZSIIVBTpepbSmsd9Yvl2hdexNY+CeTiddMJhOvKYvgZiVuattAhlpp9oRmlsfnaxaOL9RTqA7Em6wF6gNY3BNyaewWk+qOGH0oq3gyC3quhYhMgE8E/n3Y9A3A++DNYe8EvmboPFV9SFU/WFU/2F44eDK6OmLEiBEBQqNmp3/vKbhdNJQ/Bfyyqj4MEP8CiMi/Bn5wexOKOhm2YQsgirWOxmWhtKIUhecLVec1Cee8zyQXyXI3gwiYMlMrcntsJuCpNqDgKgvHhsllQxm0k7yHalrfS57BD97n0pF8o9Sr3hFfnGrQEsDOcy753v33tkU+riTxNd6/ouL9F3K6ZPL2yvs8bPBTFCaFkkrVYE68xOmTzUyrNeRJbkZRLOyZVgsKjtZ4fKdvUYsakqIlC4M2PS0lk9yh53Q1GRcUq85afw+tRuIy34kL/qmVUrJ93wQMfO9qEimLO0r8xn82S8U479QuTmpM8HWJcxTXhWa/TJqMKw0u9xkEnrUmOKdVFFvT4diqp93fQ7HINPi6/WwaRRZpZFADbtKGYa9oYHFbuK+YIOycwsyiRnx+o3OQaaNiLRyfoMcnuPkCDe+eWIsclD6EOL6fs4LmYIIWBlcampmhmfhwYVf2nosRGgv1ftT+YHkBlheDL9MoerGGoXDqG4T/2b7nLBa74HZZUD6VzNwlIs9U1XeGr3+O9aUwW6igTfumRMoLCH5aab80jeme50DjBNDZBxjFWG8uS3NfNgdqls2ezAAubGsMLAz21PhILIN3bucLR5w8g2+vPNFEK2GCEz867r05zE9mpgJTueH68Jk5xUeshXty0XTVpOOkyj6HqJ3U1nyJZDWzVyKYnCLBpCSzqT+tMCnTHhFvxoiOfOd8TsJJIAAM0WaiCkcHuGnpJ/5sUepkWEuWTyA9qvLISEDm+A7nucK0x9l2os+d2qLgDCuLR3LCZ6SQagVnhxea9CiG8lyyxSlOys4KbqJMrjmavYJ6v0AUiusVZl5hry7aAIbMBKiTwjvqRRBnqA5tyKPKxyHmYLTXdHU0jbbPU+J7lS0w3vTm0sISF13IXvdkYvITuFo/1uWJf2dcYVBTIhOLWTbxcSDVBNnfw4jgTudoXaEN6HKJTErY38MdzUIAh6Ge2TZfShUtW5NcEwS6Zuad7vUeLO72Zq1mT9GDBsLvN58TzgujyauLp3xBEZF94E8An51t/moReSn+3f3d3r4RI0aMeMqhKlQ6RnnleMoXFFU9Ae7pbfv0G2krSSBdPyyIYoKj3TUG10RtRNClfyHMqWH6qAnhol569Xko6sOIpw6sgmjH8Q/eXJaLb1obZOmd9VJ7bcUVICV+xKOU6rxZy4QQYnGec2xyvXWCi4Jt6DjgTabB0GgrYUYNpM4+Z1qHCdpIIgGsXRvO6Rw0WWjxulyQ6IhP3/Fi5+k8Dr0f/KbNNUhZ1fHceK28nccrjLXeIVu2r6U7nPnuSCAjzLnEyB3k2slJac1ELc1637HcyZ7OzFEo2KULWeGZiccEk5gGckLbM6HZgeuY1rwVAy5imLhokOoR5pcskpljzaWC6eWS8srCa3jBhJhMR7XDGMFNbWIvaPZaE1XMTcnHyBVCvW/C/SlIVHfocH+ZJpQtWAYerqXDWUFLQzMJJi6bVQEN2rOGy9fBWS6BOdE0Jo1TDOwQa3x49OkcxHiT13QKR4fotECN8RrbzIbfo9BMBFd67dCVhHIVvguLi7C4x5u3msPG/16DqTv+XjVaDs4J3il/8yYvEZkBPw1M8TPEf1DVfygid+Pz9J6LF6w/OQYniciXAJ+J52F4har+6E135BwwGgBHjBgx4oZwbk75BfDRqvoB+ECkjxeRPwz8PeAnVPWFwE+E74jI++GjYl8CfDzw9SGP7ynHU66hnBtEsSEjvq9BRGc7Kl47UdCTgunDRUo4LK/12/P/nPEZxvW+pdkLGkupbehhlGxDBr5dtJpKZBbOM/Cl8f4PWwU/yNJLhC46hl1rF7YhSUuCOCt1sPdXISigUUwdWGQjuyteQ0naSJ68mDm9JfhIAJ/NHLWTkLUMeM0i+gacdjUYyfblKmHjCE6pVkNJjoPMz5DzfaVoB9P2pSjAGMx1r/lo2f5e1FoofB/7/pLYtlofCNDsF0mKjAl7UeJdKR0AKYTXl70N14vO5xBAIY3nNfPky22gRGxLc80lC6yImmRs09StxA5e44wZ3z6M11BdnGJP645/o72O4ApDfWBbn5D4DPmkCXR8bG3AgrjQx6DZRTYIAFMFP13IjM9/TqZSmklP0u9oZD44oDow/j2P2k02BrZ2SF2DNdi7L/nkxekU3ZviZgX10ZTqYkkz8dx8URPxGmJIshXvL2lmYZhn0Owpbr+Jr0B6eJ1KE+foRzkvp7yqKnA9fC3DPwVeBvzxsP3VwE8Cfzds/y5VXQBvFZHfBj4U+Lmb7sxN4o5ZUGSD0001W0wAPS3Ye1tBcT2sB3GejItD5nw3YW6cXgGuhJcbwXkfdHqhgZZaJc6ZgQTS1GG7a00e0dwF/sdhlzoYMZS6YwSRQPxYSBvVRVgclDTpSO2Ssz2Zt6IJKg6WC+R90fTUp383Asb6xSE61JODPBxbFG1UTqTWyKlTRPz+fPEoAnunZv3Jq2Aa255jswz6zCkuTeP7LYJEE1hYuPwCo0iIdrCnjV8AxLetIfM8FxqbqbSmKQVxEp5jN5orz3OI2/okkrFWTD+bPI5HWmhUvRnUClK3eSZq2ncE5xeu+qBMJs0+rXvMB1IrFHNNARypjTh2+HcwCisx0ECtUO23jnzw9y8OZN//tQv171uj/rFUYXIv2nGLn/0YSMpfiotWNr/7PJ8LB3C458ektDSHU+r9gurQUh0ITdkuIrFdfx2fU1LvQzNVtMwCCQr1OWFGfX6Yyd4roqlN13KT3gga3bmxe0Xk9dn3h1T1ofglaBhvAF4A/CtV/QUReSAGJ6nqO0Xk/nD4g8DPZ229LWx7ynHHLCgjRowY8WRCESrdeQp9VFU/eG1bqg3wUhG5BHyfiLz/hraGVrHzD2G7AdxRC0pyvsUQ4JjGG9RerX0Y797/LLBzfHgtreQTpcPIy5WbrPpU2WaR/Y3O2rwv4byI5Jg1JDOIGH+NqNKnPJPogA9cXFGTcUXIsreCCSSSDlLOA5FfzODDd1W9aUjVH5PxfbVmrH4KvtcMiPxKWJLz1g+q/14WrUmsce3xYsA1nez4jlUgmDooivZ6EDKl1e8Dr510qQ5W+pmc4KVN0n/aFvrmSl90LWoX0SEecxWATskDE0xdXpJvpe7UZjgudSPRuhNMYF5CTyHaueksqa6tiVDxErOzvo9N5zb9MTEIo0/L3jkyXN/0QoGhNbn5tjTdixqvnbgyOtp77TnBLhW7UNxE0r0k85qqzw8paTWIGNLbCOWJopV6DT28m3bRQKPopKA+mrC8UHjT1lRwJTSl/+tKb9Ly2ojiJgqlQxaeT89N/KBLnipQBcaKQrPfahgP47eJWQ2quVGcl1O+06bqZRH5Sbxv5OGYQiEizwTeHQ57G/Cc7LRnA+84147cIEan/IgRI0bcABSh0d3+bYKI3Bc0E0RkD/hY4DeB1wKfEQ77DOD7w+fXAp8iIlMReR7wQuAXz/8Oz447R0NJpunWYegymm43L1AHk8cK74fIMtxdifeJaKulFMeBQLYvzEhX4mPN5855wRcdtR9/AJ7rK9rtFWI4alQIfDgoaBGlVMHhpdRajJdYQ1hspOwWp0glofSp+nBMVaja0q8pmRHXagRRY4naSfR/QNcH0mf7NXhtQ8KAhmz4TiBAXbc+nKaBCrC113LitYzpONVRbZMjaberSFsmtjCoNV3OrnB4PbNoISyPTGKdTdqmDQmF8R2QENYdtUphxR+WpPeovYZnqYRnFhz5ou2/1O1Y6iBoAZq/QyHDu6PlZBqq95kFP4kZcIZn/ps2CTM+n9h3SVxdOWdZ1Ch8QmJ7vK3acRCFet9gswz7ek8yrV7SmEZtzpVxnIXiFIqT3m8GcNOCxaWSxUXjfSYT/xus96G6EJzrE4cpG8QqVoVmadCJwzxWUpxIeN/bNpuZQiPpnD4kpA+cJ84pU/6ZwKuDH8UAr1HVHxSRnwNeIyKfCfw+8EkAqvomEXkN8BtADXxeMJk95bhzFpQMGkxczYmfMdTB9OHSTxKV/yFEB3y9r7ipIrVQHEuKwoqTzFrs4osLk0RcNOK2OGclx3CYGKQByaJtRMWbxZzSRHOcDQ7jIphWVJFJ6HfpFxRTGR+p0yim8PXFJVKoAMb4qnlSNa0pqRNtFWhODGB9BnZbEz1zukM6J5mnZgaloFMzvJkgi6XPOcid+3VYPQvTXTji9YPDNnQ6Od819ZHWdBQWRjcxuIlQ7ft6HtW+0Ezb8c9NUOn5RnNNdKqDv/eUSZ/dbgyuqKNZNDNDxfnetCSNoiR6ntROfC+k3R73mRCFmJOCSqOJMLLTl8w8G+FMa9ZLglVYSOLEHfsVCUq19643IeDEViEAZOlNgOLa6zeTNgdE83EK7Wnh23SFr18SUR+WsF9SH1rqPaE6FJYXYXkEzb5Dpy4RrZrSE7XawmFEsYXQ1BZ9VkOzCFT7sVJo4TCloyjcxkiu8zJ3QXi1z4GnS1V/FfjAge2P4VnYh855FfCqm774OeOOXFBGjBgx4tZDcCP1Sgd33oISpbK377P/WJDq4jOXTBoUqPeU+pJXB+x1iyt9vXm1XsJK7XWcsMPXG4JEYT6YMWLBLRk6zeGfRpa3YJpogpN0jM+u1kw6bSVa5yRoJYopgwmmNj7zubaprrebWc8DFnJUpM7yRiBpLcnZLRIyuzMtJf/bj8NUbQkcHQiNN23t77WmNSMpI16N8RnZ1pu+tLS4SUFzUNCUIevaZYwAdeZ0DV1opj4f4/gBw/xecBNoJgrG5w3ZE0NxAsVpa4LKNZD0bIIpEvGBFrlTPgVJBEndF0zzmpKp2/yV/NlqbD8bo9yR3xZPC6Yn6GS5m6idDLxnfX63ZOqK1w7Z5c1MqGd0NKgVWv7sEU6u+j7Ypc+PcpMQWh2DGvpzaDTlQcexH81gJw8YqgN/sfJEMUv1mskF8Y73fa+duD3/AFICfxNCf8M1jVFkEh7etO53oYM0BqEMxXk64/NrLHeP8nqPwDgaI0aMGHEDUGQssNXDHbegJImmUE/rnSElSAX/iU5C2OHE0VyocaWl2ctCQxXMUlrnbG6vzm3y2ffUj2jHjlKdIfkwUnhy5wQ8K49t97noe8kctqZpHaEpNDRuFxDTFm8ydfCd1OrrfLtW2nelIq5AmuBjCRTqvu/qHd7BdxKla820gg7zcD9yIVK8N0Hcd4JOfea7mxXJ36GBBdjUmvi5tDBUhwXzu7yNPUq80sD0ih+Y6kCo97xvpJn40NJm6tllmdQw9U5ZE7jXjAr1aUE9N0wes9hl73ll96VRQ8m391TK6MB3BdSHilkKzdRrJ5MrwuSKL/GcjrdtO/7Zrk5CHY2hzN6BTAOVvttVYxiweDZr2n7Gd255FAInetpJSuKl/V3Ea9b7MHvMc8aJ+r/N1LP5xkCGWCQuBRkEfi1M64+RhhRUErctLvkLqwQn/B40++p/i+onadWg6YlnEFcjROYwM8Cll4Yjm9wlfBdRz8F3i3DeYcNPd9xxC8qIESNGPBlQwL0HFc/aBXfUgpIESlH0qGYRwl6lFnQaQmaXPjEKE6guSodYF4pwgTuNUrxnC3ZT9bl8DaCSQjlXpNhMi4CunTm5GkKuYfKnZNJkHrIca6MkPwnteS5GhIU+eC0CnGR2+ch9FCLGfJSZtAzE4T58gSab/BLRtu+vrZ4zLN5DVrTJ+wmEVP43K7ObIq80+nAa1Fq0NNSHJcsLBfXMaxdR02pmpIijOK71nveDRMl77xGvcS4PhdMHYHG3g4mDMrLKxoHsRvL4MFGFvRqdwnJWQCU+QS5GCMXIrUZav0STaZaZZlpdUJpD3ymZOP+uBToPdbB4Fsyd4Ob+IRZPFEwfb9+blcis+DfTnDvboy8lhhLnWop6DUYCpUqusUZfh2nCkHYSNEl+j861I5yP4mLZRrBJjZ8tFIq570cz8doHwQel1j+zPGk09rONXKSlayl9hKVOXRbxGG/YP8fkT1HxZbxpXXamz9m34trzH5wzfvJvTGjzvDQWGeuh9HBnLSiiSe2dXljggiPQOe+YUyc4a5HKeDV44rCTUEPeCc3CtpMthF9oUL1D+K66uNiEY5JjNPwos8miP0FoaFJdd0KJ2xMVfLZYSUZ5FbXruCBFskJPICmdvohqyr6O3EyJ06mmDUcNk5A4oFFs5WuBSx3q0DsQNIV+6hApYw85mSJFgZbejLW4aKinQrMH9dSbPJqZd577iSnk0FRCeR3K6zB7PPZZWVw0nDwTlnc1sOfS81mZhOPE6XxYZ4fDctJ4B3jp+Z7aZ9iOX0LktApOcTdx3jRTKmJ8eKpkE6Ep2jwHnYQqmEdLTu4v4FpJec14MtDaT9CSlSVIeRzRJBXfidCfJj7XLEclBnhEJ75/7gNhx5K9Q/lji0Eq0SwbFgE3CVRpLgsXxwes2AVJMDGN+IoEuQktvvthwfALmbahxXHhjwJE3BcXD2nP6U/80YSVp0PlwoONv/8Yw6JCVVua2uAqg1tapHCUe12H/o1i1FBWcUctKCNGjBjxZGEssLWKO2pByZ1yRtSX/gRcU6TQQTNrEkNpMat8KKJRlqeRM16TmUOJ0qmm8FAvhGkrBcdiS5kpajDwIxOGJUpy2m53MbfPZQJ3psWsaEQ9rT03zXgh1SdFdsNKfcsuZN5L09VWbA1mGbST4KzPw4k18HXFrPS8oNXq/XoerXrfUO+ZkGAYeJoK0MDV1Bw4b/awoY+lINcN0giTq9o6p0thcQnqA0VnIfo/aSdRHB/oh7Zj7iVb9SZF02T97wZixHLSUnmTjppgWjNeW+toRel2syxsIZlnVIXJfkUzcVT7BZxYihPBLKWjoURtIX+W0GopyVSWayjRNGez77TvQX6eXWaaxCRoRPFd6wnZrgROgsYSQ5ZzE25MdHVtu4kl2WWfQ6CIWlpW4GBqTloKdArjRdNly73lOlqIiIbcW13ZHv/6xGbfeJwHYnEtrc25UtifR2LjnYQ7akEZMWLEiCcL3ko9+lBy3HELSi5Mpb/GIWqwhfPJf2XT1oNqjE8mdN5RT5TKQmPqPd6kOGARr4xESZHAsRQTFnOaFXqaxIDkGCXTdTlXKq1Dtm20e438hr1W1WoqMnCcmpBAF1QlE8oUi3MhRDMcZyVpJVEjcYUJ2zMnPG1//P2FMbFeS2mm3q4tTShNIVDnTtkQ3hu1qmbmQ5XVCssLvt3FRVjepTRHdZtHmf1dm7SW/d5j4EUKJkj7NFB4BClW8e/CTP3fcGNRso08UTFZLtdM/HXa+h/GOO9QntTYoqHZs9QXDFz1fFS4lgl5sM9R6s+TLmm/a6x/kvtRYnKl89oLdPfbhX9uxnotMfptTBX6XNEGJGTPttO/yOgd3k912W8ijGGHAiYPYonaR9RUOvesyXEuJoxt0EiMcYEM2yVNZQhRs28aQ9MY6qVtrRONoanOy0wlo4bSwx2zoPhS5YK1/gfcuLZ2fFNZ75Rvum+gxhrecZIXwuQWTQuSVHCfnxBn8tbxl7KrVy0D7Q8xW0jS53zSZ2Dyj+f1osliRnfnsHxijdE0gWvKNJE+vDUfxTyVeE40UTRTk+WaGGIteE8uKKkwlRZZXfHYTDaZxAgvv129M3fZFneq9wV7CnbiKyu6PZeYCdQqlFBdADv3fwGWdzuag0D6Z5TuQpGZT3oTVLv4ZOaRkNUQcxtyUylGOyaY2LZfPLxwEtvNr5v3RbJ+SDDNRP5LMYqxhkqF2lrMUqBpA0Gkbk2oiUQyTr75czftZK0K2JCL1HPcJ1LSGFUo7aIjGsb4Ytsm0EYGZuO4EvBAyK8xdEs3ZH3O38uVnJf+Appsde3+aI42YdHOFxKTjW98hk671RmbxtBUfqCKSQMKdWVxde+h3SAUxsTGHu6YBWXEiBEjnkz4AlujUz7HU76giMjvAtfweeK1qn6wiNwNfDfwXOB3gU9W1Se2thVU5KoynpU0mQeiKaMvTURJNKoJ2mobIXy31Sy8CtGRGCGVnIUslDhsSsJyrp1k0mHKMckc8Xmo6IrjndZsk2fbJ03HeXOF538K5o2lBue7Yk+TnQ438bTuXuOgFSfFJBr8vA/O+jHSIhSyMjBYl90F7qk4VoRcEvX9iOwFtvJhwaJCZQzONF47wTtwmz3D6QNCsx8CKw58eHeeT5G0h3Vaib8sJuQZafYOiORCd2gX7bSVm2SiZJxfc0g2lZ7k3MmZEBBxYB1F0TC3E9zlSWvSjKY2Jz4TPd5r1DJyLUXbwluavROdgIH4apKd1zNjGQdm0eaPxGM0nJ+HvneLjUVNl5RDVM9oNZbsWWk0c+HHc8XUFbST6Ig3Vv0z62knJnwXUUzPDucyM1xEUTTJLClkrAPn6JQ/J/r6Owa3y2h8lKq+NCuR+feAn1DVFwI/Eb6PGDFixG0DT19/8wW27iQ85RrKGrwM+OPh86uBnwT+7qYTjHjppaps0k5aaTQmPGYG4PSMtd2QqQlJU+lpFz5hT5M/xkusrZYSnZG5/wSTnR83Z5eLyDWZ/rbO35jTl4WO2qVSLHy51ujf8BqKS1nxNst8x/g6F3m9Cl80SbyNuhGfKR/6YiuHiuBy7cS0mlK6XSuJj6wNQPCstc1UEksvkMJmIwtBq7KB22tweyStRTJJNo67rDjDw7MbcNi221qbe0ua3HJF9Y/vaiyaLhd9I+vQLe/SHmeDOmINNNOa5YHBHRee4NmF98f4oAZTdzUElORriqwJ/XDizmve87el55SxNEBIVozlruOlgtYRNYgYGhw12vi3mfj91cXA2n1qOuer1TYUPw2edv4mJ7xVrPXqetJEMu3EGocNnYxjGn0YRhWMowkEeCJKKUpJSy1QN8a3f44YfShdbFxQROTP79DGXFV/6Cb6oMCPif91fqOqPgQ8oKrvBAj1lO9f07+XAy8HKO69SOPMgFmLdjFx0PF+dw7NVpn0sZ2YtJ8Jn293hEJY/oeZInBShjpdh2pcfzSbAOJCEY/PD3ftv3xbnEii4704Vexp42nL94LpqgrZ73XbqI9K8yYo63zuCUZwhV9BY9a8zzfBZ9Q36jPnBZrSdkxdvmBZb9w1mrr8Mc0kVOUrW1LHlO8TM6Sz8UkLSTLDqHeY9xaSjvkEOpO89Nrsmqm0P8xrERcQOn9Dt9YsKkOLTf/c/b0lRdFwWk5xSwuVQO0pfySUUEg106X7/NW071luSs0FEjV+/DQ7p3NM1kVT0/09RJNgRiYZF5FY83150cF+41knHMi1IlCwKJov9lbbCoqSmReNZxcQ47yZK4vk6i8oVsLC0htXidFm6qPljGlwSHDSd8e/DJJMVZ+P38OzDd8uRp7bA9s0lH+Nr2O8aRn+o8DNLCgfoarvCIvG60TkN3c9MSw+DwHMXvDg+RlGR4wYMWIHnAeXl4g8B/hW4Bl40fMhVf06EfkA4P8BDvG+5L+sqlfDOV8CfCbe9/wKVf3Rm+7IOWDbgvLDqvo3Nh0gIt92Mx1Q1XeEv+8Wke8DPhR4WESeGbSTZwLv3t6Q1whyM0YKEw48XjG/RKLTMJd21Ut8bV1WkrqP4iWsqFUorZMxZMp3NBXFZ1o7L7lpImPE57xkIZx5/5MJKEqimQNWJfQ7E/Rwof43vs1qX1BjsXOHnbtUa15qxVQ5AV+MD5VEJugz5GUlXFQhWfTUGtzEtHkzgchJJ9INHcVLjk2W+V3v+2JKnuOJxF2Vl56VXNiLYxPHORZIyjSj3MRF7Gfc3Qsllnx79ncIifY8nTOsiWxqa12ORL+dg+mS2aTmyrU9mkWBVgJNeF/DOxRDiVOhNfx9tyHbkqji+9ps0i5Cvoqq/2yq9viVwIp8LOJvIGoo4W91waF7jb939Qfq1Hl+tPguGK+piM2fm/9srPMmrsJ1TFp9x3th/f7SNBhRnw6QdbSroUjSVBSlT+TgEOpm2IpxI1CEuv/i3xhq4ItV9ZdF5Ah4g4i8Dvg3wN9S1Z8Skb8B/G3g74vI+wGfArwEeBbw4yLyotuhrvxGfU1V/8q2BnY5Zh1E5CAMICJyAPxJ4NeB1wKfEQ77DLyWNGLEiBG3FRyy079NUNV3quovh8/XgDcDDwIvBn46HPY64C+Ezy8DvktVF6r6VuC38YL4U46dnfIi8kfwYbzpHFX91pu8/gPA9/mMbQrgO1T1R0Tkl4DXiMhnAr8PfNL2/nmpxjnjpTAnRBG5o3lEW7x1qQCTP0ZaptKknQSnoQlOfQUvl2QviIuZ8hLYiCVpKslB7/CJhi6T3vraSchqTk5qggRpSNnOZLeRpNDgIG+mvv16TylOheJUfeEqwYf6ujbEV20oFbx0/rNmUqqJWp22/iLAlSY57aNm4xPnFG0IWfe0YaTxPAvVoddOXCgc5YpWQ2lmvtiXmiDpJxGnddiujNfg82/fg05YcXaqrNFmchjRZHvvJ8/1tZb8nPX9Wt0XQ15jG4U49veWHDvBSVADHLA0/l/yNeV+MNK7qmj7DoUkycQTFp9h1Kxp/SApNJngQ+n7+bK/UTMhC8SQpUELRQoHhcNMfVKx1iaV75UQApyaNXifSQgRtsZRFl7TsUax4vxf45jYmllRY1A/MYeXNP4cnAomdNBJq6FY1jvLy+CjOQ/EKK8dca+IvD77/lAw2XcgIs8FPhD4Bbxw/Yl4gfqTgOeEwx4Efj477W1h21OOnRYUEfl3wPsAb4QUNqF4u98NQ1XfAnzAwPbHgI+58YbD3+AINKFuBQIHBwtElPmixHVMCIKxPpIpmTziYuLaWgy+f7lrN7zIEhaWZApTaIKTFfX1RMIkHX+YnZk8Olcz00bMK+lEiElYcOrWBGFs6gym9HkirlBspZjKZwzbSlPBiD6po89894tpzGeJ82CMGEN8Jr0r276tG3vjWnPW8oKwvAjVoeImvra7qXyVvmbP+QmqcIG6PIxolgmf6E6knRDz7Pd+fojf381WZ+Wz/7vi4A3f7ZrtQxna/XyI/jWG0G8j9bljfhVvyqoFOw9m1eDwBtrcDulZaeNi0uAJKHOTVkAzU9SCnXsBBIHymnSfaXgffef8tX39E23zlmIAh1Fs6bBF41kqRHHG1x4xhVJM6hTdFn9bNgZYZJ+tKKVtKE3DtKiZmIbCOFzIgq8xTGyTFovambQGWtQvLuK1hiFDVDyvdBsezhlxBqf8o1laxCBE5BD4HuALVfVqMHP9CxH5B3irTawDOnQD66WaJxG7aigfDLyfar/W64gRI0a8Z+I8a8qLSIlfTL5dVb8XQFV/E+8GQEReBPzpcPjbaLUVgGcD7ziXjtwkdl1Qfh0fgfDOW9iXm0J0u9rCUUy9pFQEVfvi/imNMzxxfR+nwtF0ycF0yfFiwnxZ0tSmLcBkWqk3SsAaPO2JN8i1UokDXA1S+2NiCGwqflUAtdCGS2bmg+jQ7CEWNZLG1/E2kd8pOFTt3IsosVCTqQHjubIUn7HsSqFufF35dH5qH2/yqvE5IkEDgWhK87XoJdOoIsmjzyPxmpWvViidDGpXgopQHcL83lAM67CmmNW4axPKK96E08wcOvWO2ZgfEgkB83yEXErOeZu8CUc6mdBd/qzumK7TRvqf/ffwnHoaUe4sXmfy6rfVz5fIt4locjSnIJJGOmauGC5satCm7YwxPrvdlXhq+FjYKwaGBMJSU/k2YvCDlkqz7zBLH8Yt6rUeX1qg7Xtx2r4zzQTqCw3m4hIx4Jb+RTal/32ZYD5OXFvGos6hGn6P1pu1wJu4+lpd1PysCQ542zAxDRPb+GMFajUYVT+OEsYzUw7i+LrM5KUqVM56R37IOxKBZXN+dCnnwTYs3l78TcCbVfVrs+33h2AlA3w5PuILvLbyHSLytXin/AuBX7zpjpwDtuWh/AD+tT4CfkNEfhFYxP2q+om3tnsjRowYcXtC4byivD4C+HTg10TkjWHblwIvFJHPC9+/F/gWAFV9k4i8BvgNfITY590OEV6wXUP5Z09KL84D6tlJ92dLLs5OU+Y8BOnFQnmx4YnjfU6rgsPpkkv7pywnFU8c71Et/FCIbenIk03beI3HNav2UjGKFAq1en+JIYhcwaZvAz17cNb7k8h8LXljmjjEAGRukMb7HOw8ll+lLehFe2x0vqoBLb30CkG7qVufSLpULZ7zK2NgluDDicW3iCGYxnNwuSL4WKyvWS8xEMEK1b5v5/Q+WNyjuD0H0wY7azg4mCOinAgsY8Ji6bBWO+ywkc03Jrn1neh9aT/6wHKNpH/eOgxpGE6lq8n0nPtRM8mLOw35Q4ac9Lmj2GTtAThRmhAUos775BLjsFXqPSgQzKL1XfmkUM/aQNn2FduGE7tQSCuG/KaEURv8fZPWUeZK7dR9dxY/O4hSHzrMxSU2aCTFYY0RTXXeI6V8DPl12iTeNBEf+juxmYbSG5983G24wXysjDifCR+2Rwd9oa6jmURtwalQO0OjwrK2nCwnKVx423txJuj5mLxU9WcY9osAfN2ac14FvOqmL37O2LigqOpPAYjIV6lqh/pERL4K+Klb2LczQUS56/CE/XJJ0XtpT6sSEeWgXLJ3sWJRFxwvJ0xL5Wg6Z163FR1nk8qrxZVNpoimMbgQuZKee/wt1oLUBrPwDlRXKjp1UGgKCug4OHOHvsb/8huhrcfiPD1KcR3KE7+guMLXsKgOs67EvBAlRX+5MJFEB21qm2BCWfjFxmQhFimPIQYBBBObKyQ52Ztp7EukqPcZ9tee65up7q5h4pDSUc5qyqJJ5g6AC/ccUxbenLFsLFVtqcNCbcMiG2uI+M/txN2fDHJqnRgJFCeNOPn3h9chgyaX9DwG0Mnc7pmrII/aWj9Z+YlWVr4bUZzz5llj1Tu91fnAjFCnhjD2UreEkNFJ3ylvEIM8jI/8WldnRxampVZRf56QRQEKIA43UZg6ysMl1jqM8RFYk7JmYpvu+Gf3Z7MAFhOeRdzW/20Cyeme9qMU4XgjjiJLrImLiVPTGc86fE8LjgiYNmLMOfFEGee4qChPnwJbIrIHvJeq/tatvM6uIQp/YmDbnzrPjowYMWLE0w1pEdvy76mEiHwCPkL3R8L3l4rIa2/Ftbb5UP534HOB9xGRX812HQH/7VZ06EZhjXI4WSRTVy6FWuMoTJR0YDJpOtvv2T/2WogK06JhVlZclynH8wlNbXCV8Y54xcfX18F5ijf7mKVgqtZx3ljxUrpxHUVWQ336pClA0FyCJOoE5obiul/nixOhvAqTq2ArpdoX6n0vrdpF65R1RZZPkMxVpLDj8th/r/f8MW4Kzb4PJsi1mqSZBA3Jh6lGk5fXitxeyKi3MLksFNdhfr/SPNO71sppQ1E0TMraO2ONo7ANp1VJdVpwdDDn+RcfB+CkLrm82EuSepRio0O1YwoZcOZC11Ffq6FxpqPNRCm6/6MekpLz4/P2+9oJRPNXpqX0/u6CFMZqGo5mC6rashSlUZ8xn0oVWMXNvEc5hm2bKmqRkqR3DRxZkGmY+QV7XdP4X3D+p+1WwcDk3lPuu3Cd/XKZ9k1Cxnrsf9T48vseGut8fApxK21EM1U81ocMN0FbaXBqMFlcc+1sRzso1Get12qonaEwjtqZTp6Lc4a6MeeroTzFi8WOeCU+8fEnAVT1jSHf5dyxzYfyHcAPA/8XXQr5a6r6+K3o0IgRI0Y8HeCpV54W5JC1ql6RTclR54RtPpQrInIN+AOq+nu3vDc3ASMu2V+TlhIkkZgcBSQJZlrUraRk4cLenGVtKW3D1NYwhdOF972IVTRoFmIUrHSkvWZP0BOLPTZeU3HGO1kv1L6efeZL0VjQPZaaTWIiqBh04nCTEJZ52Rehml32kllTSquRFD48WK2n2jeVMLkMkyteOo2Z6XYJ0ytKcarJcV4dCtU+NHvRuZs5+2nt8q4MYc/qExObfW/bd/dU2FnNfDZl8pjFVEKx70nF7jo8SRL91Hrn7Wldcu14hikc733xCS5OTqmChHmJNoCi85wGfqhdR233Gc/rgjqoabn0W6eQ0dbeD11betJisryCvn/Ayqrtvy955+9ev8/5Ofm+pbMYUfbLJe5AuCIzTuugDRtBJ3gWhsrzpZk6PKNjQULSayrsbjJ27Kj+xutLeH9zf5F6DRsnQSsJ42GU8mjJg3dd5lkHVzmwyzQ+sJrM6WhrfkTfhgs8V1HLjNqF13BaTWPo+MI06bgy+k7S+DqfTGi6SYUO8cwXTeEN+YFFojQNznotqjE+HL005xcQ9TTxofy6iHwaYEXkhcArgJ+9FRfauryqqgN+RUTe61Z0YMSIESOeltCnhw8F+AI8keQCb3W6AnzhrbjQromNzwTeFPJQjuPG2ykPRcRLtT5c0NvSGxejh7yUc+/eMQUOJ5JoHYwohTrM9JRlaTtRJu7omEVVUFjHsvFRX7Oi5srJjKry8ec+yU5w04b6yMCxpbxqsceCcwXNQYOUQRwMyWuJ1bd0SXLECVoZZCmYeZCOm1B34sgXW7JLZe/dUB0I1QWvKNmFsP+wMrnqsJWP7GkmPoSnClFZp/cGv08MHgu1NtS20WAdFuOAlLDoPE2HZxv23E0H+wvm1lEt95lcNizn/lU6vHtBYRwT07B0loevH/HEEwfoccH03lPum16nMA2NChNTM5l4TTGXfock4Ty6B+hIudEuX6tJ50RNdMin0f+B56Gn8W+uocT3ZKitvkZc9DSZPJx16J5iX40oF6ZzGmeoG0ttrPe54f12agxSGVxouz4wSOVDxDE+VDiVSIaMmTo+WNqHq3g+Og3JkiHEPWrSxnpusWcfXOGZsysAVGp3mhgrtdTOUqnxzzVoKFEriFpGOz4mnGfSWE5N7UOF1/o6HNOgqcQxbGLkl2mSdoKDg3LJ0WTB9Wrieb5MG8J8s3g6+FBExAKvVdWPBb7sVl9v1wXlH93SXpwDqsbw9ssXcc6kPIR8UtibVtTOcwF1TCZxQiiUGXUykUxMw2TW4KaSHHy1Gg6LJfP63rRYRSd7MfGcX1VRUBkwp8bTji/8FIlIyLPQQF/vTQ0IsDTYa5biRFK+CUAzg5NneXNWcQzTy7D3aMP+I4orpa0jX3uiR3+OwdRCsfC5BrYKBJHGm8ugdeADKSQ1p0NPiNaSEIDgJoq9Z8H+/oL9SUVhHY/tT5nvN1w8mofnYHn39UOuXdtDjNIsLZP9isO7jnng8Bp7wXxSi8WZZtD8kC8qOZpsQekjsiL0Q0mXrli7gOTf02JCV7Kc2IYimFOHzskXkomtU/+HkJvUfBsGY5VlNA0Z5Z59L68dFz53QvD5NtWi8M+nCv00DiYQqyJKEUxeeah6fH6iqTRAIk5V/75K4Q+W7NyDgwUPHF3jmbMr7NslVTDL+cVxePyjyaukSZN5XPyiYx0851ZeQ8REO6uDaVFTihtcTNrF3mAltpH3xmJDW15IFP+OZWMeTZzXltPBe7gR3O4Liqo2InIiIhdV9cqtvt5OC0rg438A+JCw6RdVdXuNkhEjRoy4Q3GeXF63GHN8Fv7r6FqYXnHeF9qVbfiTgX+KDzsT4F+KyN9W1f9w3h26UThnqKoCMd5EUVjXCQE1eEmwMK3zHtpM3IgiiHKRMyhtt15qOqlLllVGtxCS3oxx2MI7/ZZWafYsLDwdsBh8rd32lJCw5p3ysjAUx0Jx4sNBqwv+uNPnVJSHSxpnmF+Z0LzdUh4Ls8d9AS3wnF3VoUUPfclfFVJ2u2m8CcxZ8ZTlkc/JkGjmnfWaRwdCokoXDY75yEAcAx1sw8XZKYfPXaTiRwC///hd1JVlOqs4nC24/+A6z9y/ylEx95Jlkuwde3bpHd49qXXw+argCZvNoAkp3xalZaM+/DQmvcXn3U+My89NzLahkFMhjpmtk4QdNaTclFWIY2L8MTZLsox9iezFTf+6WTKgCxFDh8WSyWHDfK/g8ZP9lKy5KBsWi4J67tVMrSQ52SWUYTDWJXr4xMCcPVM0sAvY1lQbH7K1jnsu+LnmBRcf5ZmzK1wsTmmCOS6ShBmaVQ0Pk55tRK6R5L8v/8y6iGauUla11b5GFDWaIj2rzDGvxmu8Dmp8v2tnuLqc8vjJPotl6WMYznERaJ4eJYD/U/h3y7GryevLgA+JWomI3Af8OHDbLCgjRowY8WRC9fY3eQGo6qufrGvtuqCYnonrMXbPsn/SYIIWEak9IipnqZzl8dN9rtuGWVFx9+zUS5XBIfz4Yh+A/aJiZismpu5Ik1ECf/jkMHEXQTf8VMRziU0nNcuZZX46oTktfClXTKBi8fZudcZLkkZxF5XFkbC8XngW2H3f9vTCgosHp1ijzI8KLk8PkWaCGmF2uUEqH2LsSqEpCcWvSH7YmJjoilDLIihWGr67Cbip4ib+ejmvV6q7oeLZj4NG05yU1JOaRVVw394xz9q/wtTUvPX6PYAfl+c/8zGed/gYU1MzDXGufft7tJWnZzfwPHPpM0n50lKWgJeAoa3tnWsyhGdb0mzUFNL1Msd/bUy6TgxjJVwpT8aLKEzDnq2SlF2Fwe7QreCd6nmIbdRwa2cTzczM1syCP2ZRF75+T1FylVkb4mxMYl3OWZqN0fQ7GKKqMUa69HHAdFLxXhcv84KjRwC4t7yOEUflio72ZnE0tIEO6beBS8/WiDKVeuW55cifhcGtaCYNrRYYK54YGeByE0MT+XKcfzeWWU1pp8IjpwdcPZ2xqDy90nlH+Z6ntnOrICJvZSWtFVT1+ed9rV0XlB8RkR8FvjN8/0vAD513Z24GMV+gsC45aCOscdSNSbxRi7qgcpajyYIL5YJ5U3BcTXAqHFcTbHDCzkIexbwpkinkpJqExcS/9LFEjOeN8uaJiW04mCxZTpdcKfdYXp/42Tg4Sk2hiPF5G8YoWjpcY2is0ijYqf+B7c2WTMuaqa05ms7ZKysenlxgeXGPw98v2HvMUR77f+y3NPJqJC0ksTqiK0lOeULmu9tzuKnCrPERP0vj+aMMLQ+Zo0tqaR2TsmZa1sybgtpZ7pmc8IF3vQ2A9zl6lH1bpYmgNemEiLuUt7E90mbomGjqWMkJ6V2n6U0+RW6+7JnOcrNZ5SxOHSbLaZmY1lns1FCpSYtBRCl+Yiyj8z79aRfFtBjGCTOOhboUpRb7bES5d3bMsikwolytptSNoQm8ZxXRuU7Kj7LWCyg2mHyHqlPOihqnwqL2C541ygOH1/iDF9/OveV130+Ek2aaFsUccVGJY9OOb4Nh9bnkzyDCCJTStPk9HROhAW0XLpsWlIwLLUUYuPTZiaNR2wmIqNWwDAvytKwT+4I7twJbTxsfSl7Ya4av/nj3rbjQrk75vy0ifwFPsyz48pXfdys6NGLEiBFPFzwdNJRQATfH/y0iPwP8g/O+1s415VX1e/AVxW5LiMD+bNnWnx5glW15neBkOeG0KnmUAyYZG26jQoOhcspJNUmaT9XYrpM/M5/47T58uA6cYAeTBc86uMrV/RN+19xNNS9SXgH4wkOR4dik4lIOWzj2pl57OZwu2CuqFERwaXbK7BkVj1/Y5/IzDrj6+ISD3y84eLcijVLMfThxPfVZ9PUeVEfgSl9kKy9W5fZcSzE/bdBGUiCCRkp+5+9L1ZvDVKCYOI5mC+6anjKxDUflnEM7T2M9m1TMXUk9IN2me1+TX9AWdN2Cgd+wi1IrjkYlaTKDx8ai6AF5QEAhTcfUFkNYc+fyVA1NJp2W4ihMk6Rur2HENrN7Siau6OCPGpI3hUXTXDTHTW3Nnq0waDDBSnICX3dTGrUhO96bumzQzm2giz+aztkP708Mhb9nep1SHKeu5Mpyj6vVlIlpuFicpvubO6+l+wz4VWOkze4pVpM2MZ8qjXH2RUwya0V6ekNkH4iarAkBAA0VFnQoo73VTKKWlAcCWJRlL8BiUtSUtklh/o3zWuh54OmQhwIgIh+UfTV4jeXoVlxr1yivPw98FXA/IUUKUFW9cCs6NWLEiBG3PbS7oN3G+Jrscw28FfjkW3GhXTWUrwY+QVXffCs6cR4wosyK2ksiyX7dPuwoMEa7ct0Y72sJ2kdpm5Qh3Thpiwbhm7PG8cD+dQpx/P61S5xWZWin6LQfMa9LJrbmOZNTAB49OaCqbXLiiyjLqkjFoSxgJ479ScXBJBXF7CTQTUzD/qzi0nTO/MJVnnhgn0efdcDVq1PsdcvksmAq7x9p9pT6yGEvLbFFw/JkAidBMmsEnTXIxGFLXxjJARQOjPhRE++IJ5a7tX5MLl444b69Yy6Ucy4Uc+6bXAO6TuiuI3q91tE61leP2cbauyoZNuF/E3wkrXaymozXvd4uk0JXq3Kd+8rvo+n5ivL+Gun2JH0T1wkqiH4agw+nbRCOjOeYi/c9XxY0jUmlklMhq7JmVtTcu3fMg/uXmZo6hDKHgJWgKey5gj1TMbN7nDQTGiQ9h1IaKvB+pKBB2A1DNBS6DSb5R2wvACMGUuTaCZmPCtqgl6ghOQQrbmuYbqOedXrZFCydpTQNOeO0iHTqtdwMzjsE+RbiM1X1LfkGEXnerbjQrgvKw7diMRGR5wDfiq9X7/C+ma8TkVcCnwU8Eg79UlXdEgSgPlPZkqhX5nX39mL2fAwMseJSEaZYd9qECb5RoUxOVJgVFXdNTnj27AkK0/D26xcBuGamK84+54RFXfCO4wu81+FlXnT0CO9z9ChPLPcpxHF5ucdJXTKvyzRBWONV/JjJD3QWkjx3ZlZUXCjn3D+7zvtcMsybkqvLKdeXbV9Sm2GhPNmfcO14BkC9sNjCRwNBcOiKooXg6sA0ECtKJj+osr+35MV3v5sH966wZ5aU0mDFcaXeSxNVctiymu1shybhzATSOVb6k35vIpF2AssntDIuLJ38hOEffexrsWZOGHL+9++jfz/JURwjGaRdYFKgAq15zve1NdE5DI0oRv34xVydWi0Xijnm0F9n0RS82x3hVFItd2N8uYBZUfHMvSs8Y3I1XLud0GPOTykN05A7c7na46SZcmTm6RgrNU4Mli7Nza7IFw3LZuEAcS19Q88MlqMJpsAGk8Yqz6CvAjPCvCnD79abqxuVxGKwbArMuTEEn49TfsM8+FJ8HfkZXrP4XFX9xXDOlwCfiZekXqGqP7rhEv8B+KCBbX/opjvfw64LyutF5LuB/0i3pvz33uT1a+CLVfWXReQIeEPI5gT456r69ClBPGLEiPc4rKvyeUasmwe/GvhHqvrDIvK/hu9/XETeD/gUPOHjs4AfF5EX9evKi8j7hmMuBrdFxAX8IkXv+F/tbxvAI6r6Met27rqgXABOgD+ZbVPgphYUVX0n8M7w+ZqIvBl48EbaEvEhkeBL/i5D+V6grdedSe9l0XjHvaqXfFzrHEeFxplkCiuDhnBc+0Ltz99/lDo49krbcFqXLOuCWkwyl4E3ez2+2OdCMWffVtjJMYVpeO7+Y1xvphzX0ySNleJYuIJr9TTF0kdHanQMx4CDQlySLgGOijn3Ta8lKbl2ltOm5Go14+pySmmU6V5rLjm1pXeExbBV48vQIqBF0FqCkzUGJRztLXjexcc5KhbcU17zZhG1VK5gauqumSsL90zfB5yx2yTXIcl4HZdXazIyYTybVktJpq+uNBm1mU47eftrhM++9tTrNajLTESt5pbyOLLrei0ofBZvYI1sAi5kqe+bZXKQP2t22V9FHMu64Orp1LM4RGYDUfaLyufEhBygGFBgUUrxofDOCHMtmZmKQ7vgYnFCpe10UErNviGYwtrn1Gc06D/DrmlrdZyanvnRqfFtBHPXEGtCHhzQYKjV0qiwcEX6rTQaCmy5lsSyMM7z8xlPVLl0lkbbcOrzwHmYvDbMg4qfewEuAu8In18GfJeqLoC3ishv4wto/Vyv6RcDfwa4BHxCtv0a3gLUhwX+1w1dFeC1m+5l17Dhv75pv4h8iar+X7u0taGN5wIfCPwCPjz580XkrwKvx6/eTwyc83Lg5QDT+29J0MKIESNGDCKaynfEvSLy+uz7Q6r6UP+g3jz4hcCPisg/w0dn/ZFw2IPAz2envY0BQVxVvx/4fhH5cFXtLzZD+Oxtda9E5HM37d85bHgLPglf1fGGICKH+JDkL1TVqyLyDcBX4lfor8RHKfyN/nnhgTwEcPHFD2geMtxhkHVtwphqy0yr6sN2C/FSYe5Yt8YFqmvv5IyZ0k9U+zw4vcwLDjxxwP/QBwD/YqmCtaSQZVXh2nLK5ckeRdNwUk85KudMTc1dxQn3T652wlEtyuP1AY8sDwFYJOnflz9duCJJYAtXUAXmVYA9U/mCVjicDaGl9ZSJbZhZz6J8MGlLuebJXVG6zdV3GzjRrHEcTha89+ET3Du5zu9cv4/n7ZO0E/ASe5TIS5pBf0iUkPO//p53s88nyVZy6T7LvCdIz1nYb+vXkcFzhrCOKXgbOr4gWdWGpgTGgCyBz6mkccs1F4PXFiNlvBXHLGiEEc/fexRzn/Irjz3I9cWkk/g3sQ2HdrEy3jZkpZfSYI1jphXHMuXQzimlYREyX6NGvC+L5K9I95EnGMYx2+Jnytvob++2s6qlRO3Eqfh3LoxJpMmPARXRYmDEUUhIG5C2aNutCu89g8nrUVX94E0HDMyD/xj4P1T1ewKf4jcBH8uw7rypJ/9dRD4Pb/5Kpi5V7c+pexv69lWq+ndV9Wc23cN5LSg3/LREpMQP4rdHn4yqPpzt/9fAD+7ag+iMKzPqlVqUujFMC+9ELqxLUV7WOF+HXFsKlUhJXlrvJN8vqkTTctxMmbuS+4PD84nZPktnQ56K/0GKBjNPcJY+vtj3bdiaylkuV3vUheV+c7WzmJRS80B5hf3AX3+9nqX+LFzBaTOhMoaFKzwRXnReIjQIU6lCVI9jKhWnTeknBrsMi4uf1JrCUAWToIh3yBtR9spluveZrdkvKu6aHHNPecy+XTI1FRzCTGrmWiSTSuz/EPoTWj+yK07EualpKJqnpOv09wO9ms/hx6NrokkucDWJ4nwIDXJDDugcu54f8y7iAuNzUNqIJqBDSeKd6FW2WNa8eP9dOBXe+OizqZxJz9GgISdm1awYTW8lDpOZ4RaupMwoUyYSzWVu9dd9hl97vKc+bUpEHtnV9jFGulma8HeVuqfBGm0ZT40fU1/vyKR5IC0sgf2icO5cy/aeV5TX0DwIfAbwN8Pnfw/8m/D5bcBzstOfTWsOG8K/A34T+DjgK4C/DAwFWf0rEfk/VDURSYqIAb4ZHzCwFec1sjck1okvcvxNwJtV9Wuz7c/MDvtzwK/fXPdGjBgx4nyhtL7Zbf82Yd08iF8k/lj4/NHA/xs+vxb4FBGZhvDfFwK/uOESL1DVvw8cB6LIPw38gYHj/iTwNdGBLyKzcK2Srg9mLZ5qDeUjgE/Hc/W/MWz7UuBTQ8icAr8LfPa2hgzKxDa4JkjdWay5qs9MnxTewW6No5i6xOmlKhS2zXJunAk5KD5k16A4NUwLn4l/4ibcjec9esbkKsf11BdJCqa2WBkucoLl1f5iKOpUqiRBRvW+wTCTivsKn9txZOZUWiRupampW01FDXu2woqyaAqmtube8jpH9tT3t/RtPrI8ojAN86ZMQQuqgs2cl4eTBYflkkuTEwD2bHTUniZzSMR7TR+jUsuMesVhm55Fz5wVnfQxL2Hw+fU0h5RNvuIEXtVoYmhupFa3kvFN0Zq5tmkn5Rrncz9z/qwYMrPZYHrKgwnS2PR+Tfl4lokW3jGTimdNr/DW2T1cX06TPf96PeHETdi3i/SMnBoWWlKp5dDOmdoKK45909aLXwanfNQMYlh4k8ZvR/Nkr8TArsjHKWlrvZwmE9KqHYbKkchHC4SlK4JW7sOQO2UJYoi56LlVbIQblKRXsW4e/Czg60SkwNc0eTmAqr5JRF4D/AY+Quzz+hFePVTh72UReX/gXcBz+wep6u+KyMfi/Tb3hz79gqp+0a43cl4Lyr+/kZOCPW7ozbutiCdHjBgxYgV6blFe6+ZBWJMroqqvAl614yUeEpG7gC/HaxyHwN/vH5RRtPwdfF7M64Bvi9tV9Ze3XWhX6pWvBv4xcAr8CPABeMfRt4UL/Z+7tHMrISEBsA5133NHXGlsYglOrMTimEwWIau2dXY2rvWtRIf2zFaBwtwXAcozou8tr+H22yCARV3gpE2qihpK3D+xNfeUxxzZefIt9OXXqBHsF156vNzsJ4eptY5Du+CJej855C8Up9w/ucole4LBYYNG8D6zd1Oahiv1HjNbJTbbma1ZNpalsyyagkuTOc+YXeWgWHDalNxTHnOxOElO3FyziJKew1FmfV6XxJhnS6djNzjiO+y8udTeOUa60nKHjz1joo192UGyNr2n0M1o12TXzzWyvrayzuGfa0b9kNg2xVGTxjIUiltKnZ6FP8+P6d3Fde6dHVOIY94ULJqCa8sp//P0Li4WJ8yCL6RBmLvSJ3/GUrlkSYQYpuIF2Rg+HH0q15z35e2bZcfP0ofDdDTHoaz2PHgg/x2tjpnXMkrTYDRjI874vEpDRl9vmZgag1KF69bBahDLegOppPN5Qc+NufjWIPhAroYo2Z8Gnr/h8Jyi5VeBB7Jtije7bcSuGsqfVNW/IyJ/Du8Q+iTgvwDftuP5txyxbvXMSpo4czNTTghXhMWiCNEsrvBRIcvGJqr6WYzusjUHxYKp8UR9M1N1TEAWx73FNa7PZsybkkcbXzhEwmISrxEz3h+YXuMomJGiozrdQ6DGiBNu/PHOpErROTHL2YUJYmYqnlleZt8smEjT+YHOTMW9xTVOmglH5TyNhxGXfmzzpgy1PJYc2TlHds5Fe8LMVG2/wuRVSsM7qkscmTmTDfQV+QJi0sKy3jjQ9MwaLdX9cLZ8vsj0KTn6NTt2RYywGooGsuIXz0basR2MTpN237qJcoUEpmeOSxUGsiCG3FzYH9e7i2M+6q7f5G3Lu3n38oiH5xc4qUuuV1PevbzAxeI0XatRw75dMJNq5XnYPDcmCBLxucR3wUfzdSszbkJ8Lv3x6FDR52PTc9DHRcVIgxNJ1PZAy0aQ0dcXoiknqhTHcTNJ9P/tb7DOatvcPM4psfGWQVWdiHw+8Jodjv2om73erk75+J7/r8B3qurjN3vhESNGjHg6I3J53axT/knA60Tkb4nIc0Tk7vivf1CPlXgQ247ZVUP5ARH5TbzJ63NDCeD5juc+KZAgfaRQwUyKXbqCWaDxLsQxK4IZK0p7QTKai+cAqtV4LSZoJYfFkkPradpnUoUwXr/GVliMKPeXV7k+nfia884yMQ2zwvfnsJxzz+SEu4pjpkHD6YfQRgm0lJqJNNl25cAsuCK+omQZ+nvRnnJXccwle5Lai+fk2DdL7i2vc295nXeHYvUGx/VmikWpCpMc/XeVx9xtj4M2tFp1z+K43syYSdXRYHL0NZJ1eSa5xNqXelc5r+Jxqw75+LxzbaZ/zX5Icn9b9xqr/WuvtVmyzfdv0ni61+v2tf9O+LZiISrX0SzifV60J1zcO+F50ykPzy7yu/N7OK6nLFzB9WbG9drnqVwo2gCLSm3HPJrf80yiRuKvM+kHM2SaWl9biVrJynPJJPmoQTqVNiw55/KiNTMmrWVIU5E2d6ewTdLiK7XBorBMIcd1KL4Vc2zOBYovnHf7I+abfF62TVk1f32LiPxxNgdZfRM+8XIQu2bK/z0R+Sq8La4RkRN8+v+IESNGvMfidjd5AajqrszCF4E3sHlBeWTDvp2d8vv41e298KFrz8LzxGxPOHySYFAO7ZLGSvIPnDaBYl4N+0XFflF1eLEADopFktqOzZTCtJnee9az+t5VHHsp0J5wYBZcc3tJQ5lrSYlPOrtQzDksl17DEcdROedS6UNv901IDISkncTksaiZRGmxW2vdBV6lhQ/nxCd6XbInKeSzf47L/Aml1NxbXGOuJfOoValNktxe+F476+/Jept5G/LbbXffLINztrWxD0nN29CXivN67/m9p2uzXsvYlt3eD0lecepv6N+Nog21Dd+3WJe7RatWNRO/ffN97psFz5u+m2dPHudaM+PEea64R80RV+uZZ51upol5YSYVF+0JiEnvSo61QQZ0afrjM4v+r1xLge54R58K0AmgiKHeKcw7aiq9Ymg2jIsTz8MXf7ulqVMww4yKmbGcNJP0rjeYwAZQDJY2vjHIbe+UhzR/fxHwXqr6chF5IfBiVe3M36r63Ju91q4mr2/Br1yRS+Zt+FDh22dBEWUaMsGxVWdiKsRB0S4eC1ekGuFTU3MYMtP3rM8uXzjvyLurOAn7vbP6nuI6FsdcJ8xDJMxJM+Xe0ueNHNoFz9q7jBVlzyzZt4tgjtIQqZObstyKKSMuDLY3gZTScGTnPFxdZK5FyKpv2+pHG+XfZ+KYaEOpNVXhf0gnbuJNfK7smEAi+v2IfWnwUUU2UNXkppCz5Gd0HK89Ko7+pJlPVn3kEUpnQbzTbbU1bgr98dhBku0vJP5zNj4980oT70TtyqI+MxUnbkopDc+bPsJ8Uqbn3iBUrgQDRxgsfsLtj0enGuKAaWwIqb9xIe1H6vVMk40arIQ2Uy15N2gCS9cIZrDIHgDetDuTirmWgZql6Dj5E5mpWqYbItXOjKeBhsKTOH/v+ot6H1X9akKCjKqechN0KyNGjBjxtIc+bZzyT9r8vauGshSRPcJ6LCLvQ1YX5XaAQbmrOO5k6UaprXImaR+HdsFd5UlyGh7aOUdmToPhxE04MVMqtdjg+N43C2am4sicMpOKa26Ph6uLPFEd+LbVcmTn7JsFR3Y+6KyOlOFDuRlD2knst8kcszNZtrkQmXYSsWJCCmaJ6PScAAdmkfYZUa40e+G7YrXtWzS/DSEWYWowIbN/OXjcEFL2+oA243JTCKumsE2IIa+7hrOuC0v2bQwHApwFg/kzvVyeITNdbt4a6m+/f3mBsUrbvl52+5y4CaU0TKQOOSw1R+Y0tVWpZanFSl5Vtz+anPfe3NrVWIY++z7KiqaSju3dgwkh8Kg3D7ZsAZ71IOU6SVczyjnNwHOP9U1ZPm+nzcOZBitBPxfopvD00FCetPl71wXlH+ITGp8jIt+Opwr4a7eiQyNGjBjx9MFTrn3sgjPN3yEZ8gPwvvJT4E05Ye8m7Brl9ToR+WXgD+NH8G+q6qO7nPtkIfIS5eVDc/9Ao4b90kvT0bdRShOSBmvvTMQ7KqMD78D4JLD98LdSy9uru3i8PuB6M03XjtJgHuYYpaWpdB3wsBoGOuQH6aOUhvuKazxSH6VEx76fA4a1lqilROkvZjwfmAWXGx+OPMW3uW+WnXK1+fhCgZUq+F5q5q70jK87YqMm0d90BsnvLNpM3o8hJMr7DdpO7ogeumYesLC1L1v6HNvpMxHn25bh/p2L5XFN+46gSSvJObk6BchYDUIopU4abgqr1zKdEzWiPGR9naN+BdnQJG1uILw4BgvEPnfuOyaRhu1TqXBiuNbMUmZ//I34doNGsybc/YbxNNBQdp2/g+byd/EU+f8vPqJrBrwoRPZ+I/BqVV07We0a5SXAnwKer6pfISLvJSIfGusbjxgxYsR7HBR4GkR5Bfwx4P+H73UJfN/AMf8Y+AZ8oa3OUhnIIj8NTxj56nUX2dXk9fWAw3O5fAW+hOT3AB+y4/m3HBJCbyGWnK2SdLJwJQ3SCbONvEjJX6D5toZ9s+CCOU1SvRXH4/UFnqgPWLh22CxK5SxX2OtE58RwxZTEmLUTpbYYJZX7TnKJrm+/3zcLStn3WsRAKOlqkln2TmgbFupCNNWEirvt9RQNVErNTJYd300cL6+1BS3LwFItM1OtHDuEvl8ilbzN7fY6pBFtRssovFpT42brmpS9eSK235ZsPtv5uyJeZ8inMaSd5DDxPTZNiiR0MaKLthaK75+vm3PiJhyZ+Up0YSk1lRYcawHaMmGXpk5akI8Ma4uEdbQcWe1fQv6s4y2l8e3SGuW/m4ic+igPqZ6JtzxUVcFci5DUaDoRltGvdF54OuShiMjXAy8AvjNs+mwR+VhVzRMdUdVPXdeGqr4b+L+3XWvXBeXDVPWDROS/h8afEJHJjuc+KRA0OcQbNekHAL7uewwlbBCqEG7ZxsZ3i/cYHBPpVh6s1DLXkmvNjNNm0hLsZUWN/HdPSR8z4qPpIV5vyMyVLyZDE3k8d4I3e81kyTW3x4yqU8EQuk75HFY0LWCXmykzW6Xt+2aRJhEr7aI4lIvhzWc1x27KtWbGfcXVrT/QQec3XSd8KWcP47W0C7DbNIGdAetMVWdxzm/LOdkF+bM3/WxygAH+MuhOtk1vccorRFpR9mVJo8JSLRPIJnfHUqdUWvB4fUClBXcX17lUHHuTcDB/VWq57A5YaJmEnPhO9xf5PjNCe5/ePLhNAOgzL/SPj7+hiTQc2VOuLe/yZRZMlZzx20oo3BCeBgsKXjt5/6h1iMirgV9bd3DIW/lifN7KZ63LWxnCrm9+JSKWNkrgPrjJzK8RI0aMeLpDZbd/Ty1+C5+UHvEcPJvwOnwLPgrsw8P3t+HNYVuxq4byL/A2t/tF5FXAX8Rz6982EMkdqr6kaUx6cipcczNOmmnrSDRKqQ1VNgR5OOdSLSYjaPdO/0WgnW8lwoUriDTiuVods4VjlvCu4cFrua/UYHAcmAUG315fEvbtN8EM0bYdsR/ChudaMtfSs87iOiaLZELIzA1zLZlI3QYTqHJkTjlxk6BZncExn7Koc3ZbSftW7nuDzNMZqx27sC4JMjm/kzS/m6y1rn+7OuVht2CCSDWf+r+SQb5aNrmzj7ZgVkcLHrj2sZvytupuSml4ojrgsJinwJRjN+WR+kIKrZ+7kkoL5q7kvuJaMjFBT4vYcIt2w1CZ3j3mfR4yD1sc9xXXaNTwaH0U6tGbUELYWxlKWR+UcVacFy3YLcY9wJtFJPq8PwT4ORF5LYCqfmLv+PdR1b8kIp8a9p8GP/pWbF1QQgjZW/FFVz4Grxj/WVUdqkk8YsSIEe8ZUJ4uJq9/cMbjbzhvZeuCEvj0v0ZVPxxf6P62hEFTgSlnDZebfY6dD+2da8n1eoYRZe5KjPFMpn07/lKLUKK3ZKElJym0eIkN3EcvmD7MsZtyJYTbnrhJxm/lmYKjVHXipp4ldY120joU11sPU4Jikuz9sQfB7zHkFM+LRUUpssGkxMb7iqu8ZXE/jfHbhuzRUes40SmP1EccmTl32+uBKsMxo+KB4gozqUIdlizpbeBXFgtHNQM8Wv1kt13Kx3rtb5gqZB19S1/7yEPM8/25Ty3e76Z+pPvocYztijwpcR3ic09/M22lyRzaQ2NnUEpioTQ3qJV4Hq2WyuaJ6iCx9t5XXOOC8XVVHm8OedvyblwW5OLPFx5rDpPfcmaqbtLrwCPtJ1Su0877GonNAghy7TiOYSmnzCZLLtkT3lVfTP2JodI3kqw6DDmXKC8ReQ6+QuIz8K6Eh1T160Tku/GciQCXgMuq+tJwzpcAnwk0wCtU9UfXta+qPxXOuUA2528oQ/JKbjDvcFeT14+JyF8AvrcfTna7wGRRXhNq7rYumXgqLZhJxZVmH9cIlXoiRKcmmcX8cW1UyCKYu0qpmZkJU+cnzkv2OGXPA1xrZsxMla4VX/S5TtLL6zCBAK/tb6MS6LdXnfBrc0uy81cn5fXRYaU0XA7OVYD77FVmxufVmJ75I5oEwVeKfFd9iUot9xXXeqYSx4Es0uLRqWTY67/P8WmPi4vPukWk6U2UfbgQXZQfm6PpvaF5RNKmhaJfCz09v5BTFNkV+ufYtDCtJx3ctshEE9I69CtKrj9udYLdRC7ZNc0Vqa8Obya6t7zGRXvCXCdcdZZjNw0Tul/U9s2SI3PKNedZF665GRYfPTYzE+6211MUZR/RRDt8H8Pv89BC0j8G/Dt/t73OzFTJBLyuLMJN4Xxmwxr4YlX9ZRE5At4gIq9T1b8UDxCRrwGuhM/vB3wK8BJ88uGPi8iL1tWVF5GXA1+JT1J0hBAP1lRvVNUfE5E3cAN5h7suKF8EHAC1iMxjh1T1wo7njxgxYsSdh3NYUFT1ncA7w+drIvJm4EHgNyDlAX4ybQnelwHfpaoL4K0i8tvAhwI/t+YSfxt4ya6LQvCtfCfwWlU9Psu97Jopf3SWRp8KCNqR0idSp3DWKJ1GCT1msTcIi4xx16LYYL6JzKQwodIlcymTpLYvCyY2luf1an3u6DtxUxqVFTpwz6gaVPZO/kgwadE1vfg+rUpnuyCX4CZSc8kec7nx/GOPcIGL9sSb5LJ2S6kp8WaBx5tDHmsOud7MQgh0PWjKipTlm+rEt/c/nPWd329XaxnSPqRjutrFKd43DcXn3+d+GtZ2Wo2xL/7F4/Py0kPFm6LmG++/NbFJYqJu/3bNQLmTu49+kba0PcsOX6f1DI2PC11/uL5Ao8JhKBd84qZcC32eSM1dxXHKs7pkTxJH2Nx5U3Eab2e4aE+wNFsDDzblXw1xja2Y9tZogDNZ3jp2lLMV2LpXRF6ffX9IVR/qHyQiz8UXsPqFbPNHAg+r6v8bvj8I/Hy2/21h2zr8DnCya0fxdeT/EvBPgiP/u4EfVNWtRRV3zZT/oIHNV4DfU9Vz5ILuXPPjga/Dm9j/jar+k1txnREjRoy4UZwhyutRVf3gjW2JHOITxr9QVa9muz6VNikRhpfITT35EuBnReQXyJzrqvqKoYODz+WnQqrIRwOfBXwzsNUidZZM+Q+iTYb5A8CvAPeIyOeo6o/t2M5OCDfyr4A/gV99f0lEXquqv3GzbRtxTDOJMK8r0trubaulONvRIK65PWZScU9xHYBL9iRJ7nMtuOr2WGpMnNQVrcL07Nr+uLM5Cc+amGXQ5JAHeFd9KbEn5+HL4J3wc1dyudlPRcTA+6GawGcW24yJksc64Uh2qwid+yk2+UparWLVt5JrJv3w3FVHfU8bWqPVuJ5PJvdnOYY1mah1dBP4ev0JvG6VsyHDXJJGZzoJfj7DHUjHxu3rStbmrNUtt1ur6fjM+Zj058O9Y3DHEGKgyWPVEftmyV2lt3bMXZmu5Z97ndpsVLjm9rLAAM9MHH8TJ26KNaeDGso6rbYf6NCp1ZLVWck1404Bry1BLueKc/Ioi0iJX0y+XVW/N9teAH8e+EPZ4W/D55JEPBt4x4bmvxH4z/j5e6cBCFFen4DXVD6IDXQrOXZdUH4X+ExVfVO42Pvh7XJfCXwvcK4LCt4e+Nuq+pZwve/C2w3XLiiKrDV/AMncFZ3CfXLFfgSQU/8SV2ppnElFtN65vAT46C6AF07fxczMQ27HhEqL9KIPkT5OevXac2x62XddRIYczfH8SD0/tydcbvY5MIsUTBAxdyXX3CxRrRjxuS/70laM9O212f8zqs4PusJ2stijWey8sS3XY2gxydGv994xvQ2YH/05rbmqv6AMETj2F5JGJVy3TxWj4KB2lkpNKHeg3eqdPcr4OL6lNJSh0qgV11lYImZS+TruWVRSLKkQi0+9fXlX2ndXeZzel3zhAm8y8MSTXhip1La5RNEEKi0BpV+YA7PEhnd86B3p5wP532W7+Ntw3daMbVIphjhO+XXPg8Ugx3nkoQQfyTcBb1bVr+3t/ljgN1X1bdm21wLfISJfi3fKvxDYxKtYq+oXnaE/3w18GD7S618BP7mJEDLHrgvK+8bFBEBVf0NEPlBV37JjvstZ8SDwP7Pvb8PfYAcheuHlAPc9q+zvHjFixIhbi/PJgv8IPOnir4nIG8O2L1XVH8JHc+XmLlT1TSLyGryAXQOfty7CK+C/hLnyB+iavNaFDX8L8Glb2hzErgvKb4nINwDfFb7/JeB/iMiUUAXsnLGTjTA4tR4CeMEf2NdKi8G8DCBJbk0oKhSLXkEr3eQSZ9ROYsnQS/aEYzf1RX9Mw1xjTfkJuBgmLIkqPtbo7uebbFO5N2kiNxI/v0L7Ddxjr3GtmfksZ2NTCHQsHXvspj6gQWJ+zzGRHHOplnuK68nc1aih7LmrH2sOsTjusd5ksgwhsTbQlMe8E4PPm0jaTS8YwdOU59siC4DXAUsZymhvuqSRmPZ6kckg9NdJ1wxmaFa0lrxf8dn6tn1ZWoMQy9N2eLTCgVFKd0jI2paksVSZadT3w3NalUBhVh3ZRZ84UbSjPUTNBFa5rvISuxCc/dm7OteSReOng0vlScirarXQiL6G0dLUh2crjlJbxgjwZq+T7PwDs9iarT6kfQ4V2IrPo/Me5KdqfLe6Y30uOKfERlX9GdaEDqjqX1uz/VXAq3a8xKeFv1+SN0EvbFhEPlpV/zOwD7ysryzkprh12HVB+WvA5wJfiL/xnwH+Fn4x+agd2zgLzmojHDFixIgnH7dlVl4Xqvq8HQ/9Y3hfyycMNYN3b2zErmHDp4EC+QdV9bd6u6/v0sYZ8UvAC0XkecDb8Wrfp20+pUXfMWdxScPwrKO64hBd56iNEs3j9aEPlTRNR3qbuzKZw22gzY8og/PyZthNW7t1L/v7BmIhcxv4fcVVHm8OU0JadNrPZMk9xfUUnuvUZ9NHhlmI0r5vK/pL5sGBP5OKe+x1rrk9rroZjzeHPFIfpRDTu+11DswiaTj5/ZgsZzZqLv2Q4kh932oZq9nyJQQfUOvAXy0Y1haBcmLaYIFe8af8WvFz6lMoU5uf03egu16Yc8Rci0G+sDzoYYUBofNOdzWRvs+kZeXt9idpYdK9Xu7v27eLjDdrNYjEb9eUMBi8RNjARFEaX4Qt+lUq1+XEq5oisUpsKjcdMaiZrPmebzMy8LvezRWwM54OXF6BPfiL8OzBL1/HHqyq/zB8/ApVfWuvjZ0WpV3Dhj8R+Kf40uTPE5GXhot+4i7nnxWqWovI5wM/ip//vjn34Qyeg6xkn+fmpX1Z8IziciK2W4eUi2KEQ1rqkhjpMjUVU1MligkjGaFiRlDXr+MwFFmzzYQ1lPexy75dcI89psGkXJS40ALMsqCBpdo0+V+yJ8xk6c18AXGynWX3UtJwyZxw2Xn6m0otJ82UEzfhcrNPKQ332Os8o7jSOSen6s/NYkDHNLYOcRGJZjiHgVA9sRmgt7dpsmloZDWT3mQknznKrE8M0O7n51jJ7i1bRKdUHfPa0KIzlJcyZDLt56J0TVTdRdoLWyHrv2dWKs2w8NKe346NNya6jmkqOudT/ZUg2OXj0QRSy4X6nJXIcBGphPrYRta5zsluWa2RE+/hZmvl9Bp8OuBbgDcAfyR8fxvw74F1dPTfg4/syvEf6EaaDeIsNeU/FPhJAFV9Y0jAuWUIDqkfupXXGDFixIgbhejTQ0NhR/ZgEXlfPJ3LRRH589muC/hSwFux64JSq+qVWxTRdW6IjkfEZ6SnutNBjDgyc47NlJMgNfelm7zglRGHC2GzeYb1fiCM3E8moio524fMFNDNvcglxnUx8+skxG1mrm1aS262cBjusddT/31fmuTIjsdGzcNhPENAuP+8naHrGBx3m+tcmp5w1c14R3UXcy05cRNOmimPyhHzackzisvh3rxWkZvC7ICTe2VMcom+5+RP7coqmWR07rfnmqCxNESqdwjmUFmf85JrMt0x6JnvhkRZ6ZrV4nPI+dx2IZxszVKrzz8/v1+73WGptKCkTtU3wfPT7QfHeb9IV0Re172TW9TL82k0FLrL+tHhP8MzWFTaAK35K5nUgoYW69qndncI/x3S7CJbxbnhqa91sgt2ZQ9+MfBn8ESUuR/lGj65cSt2XVB+XUQ+DbDB/vYK4Gd3PHfEiBEj7kw8PTSUV7LKHvzX+wep6vcD3y8iH66q63jBNmLXBeULgC/Dr2rfifdtfOWNXPBWwgWpqVFSwhN0bcoX7DxoKIFZNfApdRAlL4QmlBGd545FHBdsm/SVayd5W00MFc360tdUBunPBxhtO/fZ25/ayrYN+xt6tn6UC2bOUi0nOqXCBxEs1RcNm0mV/AUGl7SV2Eqyqfeo63MNx+C4YObMi+vMXcmBKTk2S5waHqmPuGRP2JcFJtNO8kTItp3uNdv77FPnd8ctT8BM24PWkh9X0ng28gHJNwYo2JV9zaBvBvJib6sSbH6NmFTYlpBuOtpM0jq22P13DfzIGZONKCW1T8ptWk67R5aH7NtFKsi17hpDiZwxJDq/v3X30Wa/uxTwAXWrAQe/1jotZRNWNCrOpt3siqeDyesG2IP/u4h8Ht78lUxdqvo3tl1r1yivE/yC8mW7HP9UQOmps9KagFKOAcK+LEL0UEvU5+jWxjA9Ej8THIsuULJAO1HEiam/mPSx+oKzMnFsWzjW/xAGJpuhH95AlBD47P2JnCTKmESqqcabHiKJYchXiPVPNtFc9BeEe+x15qbk2E15VvkEM6m43OzzWH3IrFxuNaMlupJBL2h/bEPWdt/ck47uRphtdfbHKLAB01c/nbbvRLbS3Q6krPH+O5Qw8Ow2LRib6sesKxFgxYHCxPi8kXdWlxL1y2kz4bHqKGXKp+M3XDstLr0FtF8h0qlda77zZs8bwzbWhHPNP8nxNFhQROQnVPVjgP80sG0I/w5f++rjgK8A/jKwU0HFjQuKiPwAG4bsVkV5jRgxYsRtD92qOD6lEJEZPknxXhG5izbA/QKesmUdXqCqnyQiL1PVV4vId+CtUluxTUP5Z+Hvn8dXE/u28P1T8fxetw00IxxMDrgktRRtSK84poHkMGbEl6aGnJcpCyvOTVYx/8SKSyazAxatdjGgzrsex1gu1Xc1juFcmHV07nmo8uB52eekCXWyiVdDRHMty3S0pzYUNoZLN9i1WlnXZNc6nUtpOLDLdMwl6/Onr7o9XxEwC13ehQ4fhrWZVRPmtvDszYikihGtk3712eTZ/NA+Y5OFsbbh0d7xvHKvA6HIG/s38AyGtJah8ObYH4NyvfEh5FNT8875BQ7tnIv21BehUxLTQP8ancCIXn5X37SbO+1TSLSSKp6eRZMYouBfB5c1u+u7tRNubw3ls/HJ6M/Chw3HAbuK5+hah5hMd1lE3h94F/DcXS64cUHJSkd+par+0WzXD4jIT+9ygREjRoy4U3E7+1BU9euArxORL1DVf3mGUx8KGs3fxxNRHrJjXfpdnfL3icjzM/bf5wH3naGDtxyqBOfmUNhwkzSXKCktXNlKVg4w3m9QaUtXb1BKU1O5IiU1zqTC9LKSHbLiA9lE0T4kfXaygVdCNId4jSxWtPXz9EKCu8eG5DLieLhUfGklAGAoSIFu2K3BZcl9O2gIa44Dkpay6j/qZrcPlRXeFTcahp3OzxItfV/a8OSOtJ2czFnfNNMCspDdBMnfixiw0XKGbdJUNvlOcnTevXzctHWiH9nWX1Kp5Z2nF/g9czcPTK9xsTjhyMwTTX7epkFpaC0D/UJfeXhwvH4qcJb4tXyC5EyG3+G+XyoWzFs5bo2/KIfv7/k55Z8OOONigqr+m/Dxp1hTJngddl1Q/g/gJ0XkLeH7cwksvyNGjBjxHovbWEM5K0Tkr6jqt4nIFw3tH6DWX8GuUV4/EvJP3jds+s1Qz/g2ggQNxQedekm763OI0tKVZj+FAVtcYp21oYAQnagU72MpQzinFYdD0vkTaZjJcjBkOOe+Su1tkI76msg2SarpvMx2PZOxmJZdFoL065JPZSV5ThzrIqc8hpMZfauGefAvxSJceRhwjA6L180/9zWJXbWQftjyrmijAM+enBbDb9fxwKVrZAl6/lqmE1GYb8/5xRJTco/6ZSXybwOlT39fK+lH6T4vXdx9dx7Yu8bbTy5yebnPhXLOM2dXeKC8yt3F9ZCo6Gl5qhBi3vTepThGsR/LrPx2Xg7ZM1DDzFTJf+Lo1jyJY5UXVeuXdR7y5ww9l3MtsHWbO+VvAAfh7w2XfN8W5fVBqvrLAGEB+ZVNxzyVUPD5E7hggvI/yQiLYyIh5l7LDnlemwPgKE3dDRdGUzEu8D+SSi1VGLqmRw7oj3Fcdftcbva5YOedyTbHNopuWM9hlB9re+2vUJenOdamwUrEfNnC0h5vBn8p+YITw4j7E94yMBCkKoFZPorfXw6aCL2zdn146jbnf1tVc3hx2VTka93CchbH+M1gkJh0h8V0Yxb7APpVKdvtfoIvg9l33yw5nC54bHHAY/N93n1yyLvnh7z3wR4v2BceKK6knCEffmwS40IflVqWWrRmrgEevbysw9BCEr/3zVz9DP3ueWvu9bwLzD8NNJRAs/KXgeer6leIyHsBz1DVTlEuVf3G8Pcf3ei1tmko3yIif5w1XP0B3wR84I12YMSIESOejhBub6d8hq/He4o/Gp9Xcg1PAPkh+UEi8i82NbKuBn2ObQvKRbrhZkN4ZNtFngw4DAtXUkqdpKDkQBRDaWvvgMSwb5bYUlP965SEhnpG2FiIKZi5YqnUKIHFAl3xs+mZuo51xjW35+uwqyTK9XTMrsWDBvYNnd/Qk/p0ezEhp4ZGPP14vJe8jvpac1hA1E7mWq4U2MrDRfvOdfCapMMwk+VAvyxDYbBD2kvfFBTPHWYc2C7xD2kqN+L4XnvMwDPuhpRvvtZgKHBPIj/r9SM8y3ZgmS7mXKn3eb+jd/IWey/vPL7A5fkecLffvw8PFFf8+6UuJUTapIVaIs9ZLFS3yJgmOhnvnVD7s5u5hjSTVe0mY0TeGiR+RpxPCeDnAN+KT81wwEMhQgsR+QLg8/GVGf+Tqv6dsP1LgM/E/zReoaqb8kQ+TFU/SET+O4CqPiEik4Hj3hD+fgTwfsB3h++flO3biG1hw8/dpZERI0aMeI/D+bEN18AXq+ovi8gR8AYReR3wAPAy4A+q6kJE7gcQkffD14h6CT7H5MdF5EUbSvZWImJpySHvY4BeQ1VfHfb/NeCjVLUK3/8f4Md2uZFdo7xue3jqFaHR6GzvJuxFRtNGQ0Kd9VLPQn2tk0oL73vI/CezkABZhRK2U6m8k1lcsiFPstohAJcbXwOkrfWwvSzzOslxnfQ6zDe1mrSWJ3P1OcMqbCjNq5RigwYWJXTX2rUH2j2QJUdmyTU3SdxdQ47tRg1V8Je0znkvac5dSWm7Y9f6goalbZcVn+ps72kUuZaT/DVsp1jp970f+r0JuS9pk7/G38fQ8xt+vmtpSpJWHXmuwv2u8R2su/a6gISZqWjU8OLDh7lYnvLO04tcWcz4nWv3snAF7sDw7MnjXLInnXByhwEHyxCSHIu0RUTtJIanJyvCBt9h1E42OeDjvcfrpSTlDfd4LjifEsDvBN4ZPl8TkTcDD+IZfv9JDIBS1XeHU14GfFfY/lYR+W18eZF1hI7/Avg+4H4ReRXwF4Ev39ClZ+Ed84+H74dszqxPuHMWlKxGN4DLzVCuffGimSXmm6xM+tm7V4UolvhC7rNg3yw6i0g0sZQ0VFjmOuFKs0+DSTkWm7ATDfeAM9J/H3YiR96xoX3xvmJddocjVt4rAzlkN4+nS41uUS6ZBVNRGlPROOHYTVNfTIiUyxkCGvyPPeYALNUvZnPXEhLGnI48Cmfd2HTyadYct8zGYplNvvTO3YShHKIbwTYq9hz9Z9xuH55EIcs4xweZOB2OPtsU4NEVwGpK61kLGoTnzBouFHN+zT2LJ073eYdc5NAuuWhPeLB4omPStOJ4hAtd+ddA47r8eHnfPUFmMdjn1ZIBq2Yu3253MUnnZwuLb289/9yN4LyjvEKdqQ8EfgFf1PAjwyIwB/6Wqv4SfrH5+ey0t4Vtg1DVbw/kkB+D/1X/WVXdxM31T/AEkf8lfP9jwCt36f8ds6CMGDFixJOO3TWUe0Xk9dn3h1T1ofwAETnEO8u/UFWvikgB3IVnCf4Q4DUi8nyGfdpreyIifxh4k6r+q/D9SEQ+TFV/YfCWVL9FRH4Y+LCw6e+p6rt2ucldSwDvFHb2VKNy/nZ8rkgLg5ei567kvsJxZE55vDnsSDulhDKtIbO5Co5j8EW0SmlCzknVuWYu7ZQ0ScpyalIRrrYfMbdAVySvs2JduGS+bROakAPRD7H2OTwOG0xTSE1Jw4FZMJOaA6k5Ml5LmOFwUoEh5dxELbGhW0jJmz/6mlJ8Xpp+DrtmMXsz22rYch4E4Hrmlq458ca5wnJE7W7bMX1ELSUFQmS8Xv38kxWWYDY/41xLgYGgjtxEGCT6ilZLKUMRtag9OjXcP7nK3dNLXJ7vsagLrtaz9Kwv2XkwXyknznJNlszskqUWnLgpzgmLwCNcZRqDlSaE7bfOfH+/q6bDaIJcFx6cjyvaz3Nxibdv29idCcpZFpRHVfWD1+0UkRK/mHy7qn5v2Pw24HtVVYFfFBEH3Bu2Pyc7/dnAOzZc+xvolvQ9HtjWxwJvhpsBLwo+mp/ecDywS+iLx9cDH44nhQQfdraJXGzEiBEj7njEMsDb/m1swwvs3wS8uZeN/h/xob6IyIuACfAonl/rU0RkGmiwXghsEu4lLEoAqKpjgzIhIv8b8NN4huF/FP6+cvNdeOxq8to17Owpg9JKciuhp2qpxFJKw7vqi7x09vvMteTx+nBFeovSXV4OeGYq9s2SfbNYkYj9Md6PcuymLNUGRuJqRZuBVYdt326c29e3ZWFvk9ZWju9d19EmIUbpzyc7Ro2l5m4z5znFMRMRDK1p3CaHtaTQUIC5TogFqSa9YlG5IzlK9XOdUFIzSdxV6+8h1wT8NexgolzDannngda2+lHWtdGX/GPi6I2210dfS8mLYqU+9N7D1feoddLn5YS9Ft51VkdfSVvrp8Cq4qTN6t83S+6dXOddpU+inhpfNti/L8p+TPwV5ZI5bTVW8b/FnMcsaq5l9n7kYcH+u9lpvPr3mZgI8uTc7HO/4N1N43yivD4C+HTg10TkjWHblwLfDHyziPw6sAQ+IywMbxKR1wC/gY8Q+7wNEV4AbxGRV+C1EoDPBd6y4fi/iTex/byqflSoNb9TsuOuC8pOYWdPLVp12C8IWWW6kJXtxLCg5Nfmz+bF03dyYqZca2bppYwvZD8D3aDMZMlBZsJy6cfo4SOa2gJV+2aZHbuai3EWs9cux+bRPbtUtXPhh9doS7GfTGCBrv255aO8uKwxlFzXmhNVqlQUyi+8njXAcuw89XlcUAAwXcqbeF1ox9oHR0iavDYzA6y+crtW8Ou2E+91t3NXs63XUdxsbucsfR1aVPy115u/hgSQKCClc6KZMC4s2ZjnDBFeUPALSxMoZu4qT7g0nTOvCy6VJ9xXXOPILNkXx0yECsWqD3JZpsz4gkhRA96cNrM1pcQ69ro1EMF0AgZWBboc/UWlQVYWmH7Ays3gPMKGVfVnWP/2/JU157wKeNWOl/gcfKTXl+Pn8J9gMxfjXFXnIoKITFX1N0XkxbtcaNcF5axhZ1shIv8U+AT8yvs7wF9X1cshyuHNwG+FQ39eVT/nZq41YsSIEecObxa57RHCjT/lDKe8TUQu4U1urxORJ9jso0nYlRzyrGFnu+B1wJeoai0iXwV8CfB3w77fUdWXnqUxCWanKL3kppCoCyaHsR5yYW+OLR/j2E45cVPmGujs1WfTuqBxOPUx/lGa7ofEGvVOP4N3ys9MFaQ0H1ocpa+z0K3n6EudfZU90o+3n1uHZD/+v48mjpGQNJVKLUaUA1lwZJZMZeLzd1DmajgOPGgzfBngpdrAjzYJbUpHI4sh1Tnde5NIM4NWKTBXkzLuh7Qxr6WtjuGNBjessAvc5Ll5/7aZKlfa25Jj1M1x2aypnOXaXkPtFpNL7STa+RZTUzGzFYU47p9c5TnF4xxIgxUoxeDUazZRa73q9jh2Uxo1SWO/KCeD97iJAHPIRDVk4ou/g3xfNOflWoo5J6e8sFUpvS0QKjd+JjvWiFfVPxc+vjKEDl8EfmSXa20cWRG5O/4D3g18J/AdwMNh2w1DVX9MVWNCx8/jIxVGjBgx4ukD3fHfU4t/h6d1+Th8jZNn4wOrViAiJvhsAF9kUVVfq6qrPEkD2KahvIE2xe29gCfC50vA7wPP2+UiO+Bv0PLGADwvBABcBb5cVf/r0Eki8nKCLfDiM/doqed9+G+UWHLppcGwcAVX3cz7RIwPC55ryeVmn7mWVGo5aXyyXuW849eHzVZMpE4hsZAlEYr/fMmcMNfSh6xizixBD/F45W1EdteVpMaOw72VyqLG0vTsxnkiWwwZTZKjeilvrpaF1lzTmhMnzNUydz6ceh40sLmWXGv2Ep0/kEq55gWX8gJMMRzVcz61me0xKCBmRXd8L7q5iNh5YS1T7wZ7fmQlaMsDnO25r7JQr7+3TQ7l1J8N0jusvit93dUhnXcsMmxfr2cYlHum13lO+Tj32SprRyjFZ78v1XLN7fn3QktmUnX8jw26Nvt9G7YFogxT1ve0FFOvHHOjeJqQQ+5cI15VnYj8ioi8l6r+/lkvtI3L63mQuFxeq6o/FL7/KeBjtzUuIj+OXxn7+DJV/f5wzJfhIxW+Pex7J/BeqvqYiPwh4D+KyEtU9epA/x4CHgJ48CWXFOgsKqnuQ8ck5FXytyzv54XTd3EgSxoRJtr4ydHtsXAlC1ew0JLKeZNXNJdFKu4YcRTrPGzK8N2Usdyp/DgQ2bIuS76PbaaOPA4fwiIiLpk9XE+MuuZmvKu5wDPs41QK80BB49kASiq3j8GTa8ZFGGIOkF/Q50yw6gMacuLJuFDcU1xPtDfzQIETJ8W40KRxGqi0NzTJ3wx2qTWSsvQzNoK0ICbz5tkN67tWGxwyeeVYt6i0/V/d1jd9xfYr56PlLhae8WGhJZfKU56/9wjPLR/lopQsaCgxTKXAaMO+VDxCzGwSH31l+mbbdjHZyADQIY48mwDxpNCuwO2gfeyCs9aIfyY+kuwX8TkrAKjqJ2670K5O+Q/JHeOq+sMi8pXbTlLVjYuOiHwG8GeAj4lx0oGfJnLXvEFEfgd4EfD6tQ2NGDFixJONp0+BrVgj/stpa8T//Q3H37J6KBGPisiXA9+GX5P/CvDYjV4UQEQ+Hu+E/2OqepJtvw94XFWbQDPwQjbHTIfzuk5526s6mOLxxWBRHq4u8qzyCWa2ohSfc3FgFpyYBSdmwkkzYdF4Hq9YX95L4975bDXG3XszTp4h7q/XhmAOUZVHeIrv9VLUNsruPl133yG/TkJLGkDIm+n/MipX8o7qLp5hrzKTppOnUGmRTFy5dgK509jgFB9ObDyHWnS6GxqOjK9hfmCXHOuEZR1ySlxWdqCT2b4e2+k3z47t1TK7vGPdKp/DFPzb0Am2WKMdbeKh2rWwVpcxQFbNrMGMl4hRUSot2DNLXjh7F39g9j95QVlxaPaZagw+8fc7E+Fue5LKSDzOYa9tSaHE+fUGx3vDEPZJMeN9pmci7X0OUfWfG25jDUVE/magwX+zqj6BT1Z8/objRT1+atsx6/bvqkd+KnAfPnT4PwL302bN3yj+/3hGy9eJyBuDWQ3gjwK/KiK/AvwH4HNU9fF1jYwYMWLEU4XzyJS/hfjr4e+/3PH4/yIiXxCotRJEZCIiHy0irwY+Y1MDu4YNP47Pnjw3qOoL1mz/HjynzQ1jKLM4SjIm8G1db6a8ef4gH7D3e+wHBuLoMLaxzK8aSnFctKccmAWXmwMqtcxMlZIYjbZZ3zAQxhr8Lf1M4HUYkjLjvUR/zboiQkNaSdo25MjvhYl2ilOp4fH6kLfXl3iwuMw8+DmanuYViyjlrMGxAFleZriUxnOdiaMUxyToFXMtUkGmmF2dsz+fpYBUhOn9gs9ybo6tNcmlG87dZUpej3VaxrqSvkPH7IJ1msnQ+7HuOrVr2QgeKK/wwum7eG4x51Bm4V4MlTZUGovSGQ6kYS6OA7OgwQQ/WavFVtplMlj7fOTs95rfb0Q/YfZc/Sq3sYYCvFlEfhefP/ir2XYBVFX/YO/4j8cHSH1noHS5jA8ztvh6KP9cVd+46YK7kkP+FwaGTlU/epfznwyoSscstAlGlJKGK/UeV90eM1vTIMx1wombcK3xxHdTU3NXecLdxXWWajlxgW0mmw889Xb7fWUhQ9P+wYp7O0wQ8QeSV5ccWkDyxSO/Xs4gsK59b9rw1SnjhD53JQ/XF/3EEPJyYhXKSOwILTEktPXBZ4F6JtYaLzMqm/a6MeBAmLvS5/yY9b/QdSwAKxn2t/BHHhkGwOfu5PfjdshtMb18lRy7LJ79yXJdG76d9aatbYtKZJswQUCYBvqhA1nSoFzVBUaXGQWPUqkPR6hUqDJzU/6uRDPa6j0PPNcNwQ3rgg6G7rFPaX8j7ArrcDtHeanqp4rIM/ARXVsd6qo6x/M2fn0gq7wXOFXVy7tec1cfyt/KPs+Av4CPzBoxYsSI90zcHjkm2/AI8Guq+ntnOSlUa3znWS+2q8mrX0/4v4nIWsfNUwGlzYTP80+GvgOUpklmnYn4So6eh8pQmppDu6CUhmdNngDgSrOfJK1cMoqZ5RGJR2zgmvkxOXaprrerRtIJP10xeWx2/sfqhjkuN/s8Ul9gZqqOI37uSuZacuImVK7g0UzqPLJz7i6u80BxhZlUqU+lOCyaxiea0a66PaoQHJAXL9uVBYA8KCDxNQ2P6Ta+sPbaGf15r+28imXfjLn1+pnUXQ0QVG6q+z7Ux0010re9L+09DGjOkQkihMw3TphJxVItl51lguPIxND5GIjhGQ/mIZT8XfWl9M7kWnZ09Of3MXjPajOS1u7x6+57XUXKftj8eUC4/aO8QnDTvSIy2TU58Wawq8nr7uyrAf4Qw/klI0aMGPGeg9tfQwH4PbwS8Fq6eSVfu/6UG8OuJq88Y74G3ornhrltoIFDqCOFh4edtAT1PoLogDbSpAz5VMAHw0V7ykV7mujnj920Uwq46mSFNysvVSezfSDCblDKpiup9ZFLWLkm0ndG5t/bkOMeN1L2PdegGlrJMUrO15sZ7xLvR/Hj4P04c+e1k7qXEGdwLNwhV+o9ltOCa3aPUmoeLJ4YvK9GTUpujPxn0WmbBx/E627SzgxKGbKg8/HqOMF3ZJpN7SZadp/8FzPLh7jRnJrt7Yf98fxNGsZK23n/Bt6VofDftG8ggXC1OFWr0bteEEnlChprQmJrgZWKZfCZRI63eO5cSx6pL/B4fcjUVCGZ2E81yYowcI99TSVPuFwtBDF8z9vu+0YDNNZB1kfQ3k54R/hn8JG1twy7Lij/S3DYJIjI9Bb054bhVDhtyvQiQvsDsWjI3LUhF8JAcDaeuAkLV2LEpcqMvp6Jz2mZa8kiRKkMxexXvQlik6mlv38n00P/mE6El6wsGi07wJY8lGCa6y+GFqUxvgqhwYGDdy8vUJomOM6HrxnHOhInVmr53fm97Nsl+2aJU8OziifAwEQblkSzyMVgTvTmjbkrU5BAfh+e5t50HLpDk0M0nbXkhtIRAIYirNayD2TZ8CZEwsXFpJ9Z3vZp/aTeb7uPoUUqb3OXbPr8uHWRT+sm1ZRDpK1wFk1eJ82EIzvn2E29GVOEhca8JL/4v72+xCP1BRoMV5o9ZlKnBab/PDu1XAYy4j39S19YWY3e7J+37r7T7+IG6JDW4unhQ0FVbzhR8azYdUH5WVbLRf7cwLYRI0aMeI/B7RzlFfFkRuluXFBCyNmDwJ6IfCAtW/MFYP+8O3MzcAinzaQjwUSJy4SwVSMOZwwFrQQb805KqVO4bM5PtXBl0kz6da137lvPUd/Heqf8gFkjk7C8aSI3A3W1k2428iZSwczxjFKp6Wp34qDZkLOArJj2jDgW6okkr9SePNLsOQ50EYgnJzxWH/LO6pI/1pXJgbtOU4tS81A+T6ojr4aqp2X2TWe7IoZS+/vRwOE2TH++Cw9Yv+0cVhxN4DLb1E4/0CLf1vZlu6lzCLn50+ef+Dysdy0uMDU+tD7+NnAwC0SpVdDkrXgGioUruFicAnQ0/P795BpQGoMtmsYu99P/jfi/mzX2G8Xt7pQPeNKidLdpKB8H/DU83XHuwLmGL1E5YsSIEe+5OAcNRUSeA3wrPtDJAQ+p6teJyCuBz8KH/gJ8aUbQ+yV4P3YDvEJVB9mD4cmN0t3GNvxq4NUi8hdCBvttC1Vh4Yogwa5KIYU4pqam0oYyZuCamOledzJ6K1d0QpBzZ+WuIbirHfR/NvJ29aSpIXQdl+3xrfMx25bsxuv9KNCVTE0nTFbX2vXtGl0/1wqNKFXjx/GR5REL997cVR6zb5YsXMmVZi+VB8jHLGkbfYZaXfVh9eHt+YbCNOzbiiJonXUoNXwWWFFqrO+PZlpKprUMvQer7NLbNYOF2yzbrfOVrRy3RhLfxRndD3+v1bJwBSf1lPunvnzGXCccu4ZGDJX4QJVrbo+rzYxH6ws8Vh2wF2jt51p4DV/NirYRn0fy1W1Bfv9Dv5N+mPcmrf08fSjnZPKqgS9W1V8WkSPgDSLyurDvn6vqP8sPFpH3w1dgfAnwLODHReRF6+rKP5lRuttMXn9FVb8NeK6IfFF//60IOxsxYsSIpw3OYUFR1XcSkghV9ZqIvBnvaliHlwHfFZjZ3yoivw18KN6vPYQnLUp3m8nrIPw9HNh3W7mjHMK8KTdK5SdMMKJMTM3U1kxMzb6tQgSYoXKG02bCwhWYoNEY0VSgB9b4NUJk2VCCY/49HtvXJryUNjycuUTlepJefsxqn1ppftXGvl5CazWMNRpIL4IuP6c9ptVSck3mdFnyyPKIwngfhxGldpGluZUwh7Sw9vsaf1Oo3xGPPxAXxs1SuW5S5C6wKHW630x7Ek33ZHR9wa9OWd8zSMQ3op366+/mL9sFiXtODUtnWTrLqSu53sy4ZmZeQzPeP/J7y3t5vD7kiXqf43qKEceerZK2HzWvvoax7nlsYgLu33+udebs3u0xq+//roW8doFw/k55EXku8IHALwAfAXy+iPxVfPmOLw6swQ/iq9xGvI0NC1Csa/VkYJvJ6xvDxx9X1f+W7xORj7hlvboBqAp1mHD7hbX6OKEM5hztmC1yE5AJk3w/2z7u7yOfaIeOdWsWhZg/0Zmgt4SPbvuB5OGV68birCaQ9rvt7Fu3mOT3sbL4NGVYVByFadLkENGfJNb1O461Q6idTYv6JOSi1M6yoJ3Ahhbytfeeme469xZO2UaBPpwnsnnM+/e76uhfNfltM2uuv9aquTMivj+1s9RqmDcF16oZj5nDwF1nabiIU8PD1QUeXR6yaIoO08Kp8SH81eAzXH0Wu/U5D5fvmkC7v902QCMfn23FyW4Iu+eh3CsieU2nh0KBwAQROcQT436hql4VkW8AvhL/1n0l8DV48sahG1jpiIh8CPA/VfVd4ftfxTvkfw945a1gcd81XGmI/nhXSuQRI0aMuPOgPsprl3/Ao6r6wdm//mJS4heTb1fV7wVQ1YdVtVFVB/xrvFkLvEbynOz0Z+MTF/v4RmAZ2v+jwD/BO/+vECrdnje2+VA+HPgjwH09H8oF2DHF90mCU+GkLle2rfveN0n10ZptutL1EJswQGF2cCz2QxnXtDXUh2FTmwwev+na6fsuUlrWXN9Zv+m67Xe7qp2E/Q7BiQvh3u1z28XE1dfQaucl0YltKDLp9JRWmh1qe52W1b+nXEvpazX5uWeRfIck83Umyrzt7ju8agK9Gem7b+5cOsuy8f9OpOSqnbFnlzRquN5Mud5MOa6n1GpYZhpKHcLOh8a137/+/axD/zeTsvnXWRd6locb1eS24TzChkVEgG/CF8L62mz7M4N/BeDPAb8ePr8W+A4R+Vq8U/6FwC8ONG0zLeQv4bWi7wG+R0TeePM9X8U2H8oE7z8p6KbsXwX+4q3o0IgRI0Y8bXA+PpSPAD4d+LVsov9S4FNF5KXhKr8LfDaAqr5JRF4D/Abeyf55ayK8rIgUqloDHwO8PNu3a1L7mbDNh/JTwE+JyL89K/3xkw2HcFqVW4+Bs/kP+lKWDPpPFJpVf0neTupDT6LSDf4QgyKiO2lSm661bd8u7dYdFtj1x+Z9H/Y1hXF1dmOy5zr0pc7oN5vZmtoZakxqexu2aSb+u6PvN4rnxue1qdzvpmPWSeubgik2aarrAkF2Qf95x/FdOhuCHWKpX59gerWeca2eUYdAiKXLxsgN+A438tR1LQcbLQuhnaiV9t9xI7piLci1GafS+c3dLM7DKa+qP8OwX+SHNpzzKuBVW5r+Tvz8/ShwCvxXABF5Ad7sde7YdZU6EZF/io97nsWNt1uBrUVTpJdl3WTaTuTd82XLO7Zugto04cuayT5fTPIXvO8ojW3HdvIfQtzXn6g2mRTOcm9xMYv7zzJRbVrkdpnoB9vsmRudCsvGhnIDDUtnqV2b4b/yd0PwwND2dWa7flu7LCrrsC46L/+78fOGaLizoM/pFsfahd9U49oF7mo14zJ7HNcTliGCq3YmjX0yZ/bMUbssEpvuPd+mmVM+9i3CGpd+FyKajs3bOLcFRTmLU/5Jh6q+SkR+Angm8GNZLXgDfMGtuOauC8q3A98N/Bngc/B1hR/ZeMaIESNG3OE477Dh84aq/vzAtv9xq66364Jyj6p+k4j8zcwM9lO3qlM3AlVYNnZQQ4Fhc9TNIJdaJZOCh7jEcuSaULNFYpIkaXUd830NJmLQjLbhfvuS9zpznohSiEvX2ybpNazXzjb14Sx9bc07DqfCab1q7szHP2l0ccx6Xeo7dTe1NbR/UxjuJmzLK9oUAn8r3uX43alQNZbTZYk1yrwpWLoihBGXHW2wdsabRBXvkB/QmrdpHR1NfeD++79rVaFxA9paYzEo1nR/7/nv/7yUCuFpw+X1pGHXBSWWI3iniPxpfIjas29Nl0aMGDHiaQDV29rk9VRg1wXlH4vIReCL8fknF4AvvJkLnxfxWYQi1I1BB3wSEZu0lE1S59BxMaRCMm0BNmsb/m/or9I5Pj+/le4lnbNOI9qEKLVtG4+83a5U7+/TiNKISdpK33cz6HDt2Lw3OK3XSPT9cRw6LjEJu7ZcLazXFqxxHdt6p/2eL2Rt8MXA523YNew7bovHD72vm4I4Bq+95R2Rgb4ZURpnOKkmLBuLOJgUNSd1yWG5oBDHXAtMKv3bdXrHNtbda9+vMaR9rD+3ve/Gmc58vum319fyzwu3u8nrycauNeV/MHy8AnwUgIh84Tlc/6aJz9o+QlXb8Hn4pdkYabJjfLpLk3x30l+HvrP/LJFY+X30zUjdz+uv31+4OtfO+u7bk9RWNAv5yRdEJC0uubM+/zx0T/l1Bifh/mS2rojSgMnETyiSJt9I6zEUcNGfpDv9G5hQhxaUPtY69jcUghrCjU5ymybeXPDZuDgOXFvVR/U1KjhnsNbROE/Dcnm5R50t4P1JOi4WzRqTYnxe0C4Iju2RV/1gGu0tPkPBNrlwlgtl57qojAtKB2cr7NHFClnkOeFlBOIzVX0rEInPRowYMeK2guhu/95TcDPJLeexzN8U8ZmIvJyQrFPcdxGXhRCue4ZDktAmabRrggrHr2lnHfLzHavtRbTZ0+vazjWKdusu5pe+VJZLcrlWkkxvEraroKIImp0nHXMYeHNS296w+a/JtIm1/cz2DWpVPUm3lXBbSXcleAGvvewa2tvR0s6AbVrNWs15zfYhM+dQW0Pn58+mf37U5tb1N9eurHXpvVg2q/k48fuQg31IK+k/J+c2B3gM9i9rKz8vaS35wSreeS5n0xp3gsKKKvYejpvRULaOpIj8uIj8+sC/lwHfALwP8FI8dfPXxNN2vZaqPhS5cYoLt1UByREjRrwHYNRQutjG5XWN4clcgL1tjavqx+7SCRH510D00+xKfNa7VpCCNjy8fmLg0Pa15wmposBZ3w/pfd50vXWS6LqHkEte6yTO7feXtRM0iKiZSZJmg58ialjqfQUtM/Cw9LpOeh46tnNvA/tye3nf9l5p66DNw0+jb8i32W3vPMJ/JRurTtsbghbWaV59Sb/jo9pQ3mAdur6kdgxy7WWTf6U0DlXBiqNubArGcHSz6YuQTOiC/6Ru7IpGEgMnolbR11rWjcvqPQ0fo+v2a3ATnbMzPuvQrWn3aYpt1CtHm/bfDM6B+GwF6tbHmPdftCFHdh6BtbJfu3/XmXU2TYRDi9EmU0Zn24oz0vdRRCH+Xfdj29JHSceRLSCkxSWek5vB4uKS2gtNnoWOfNNvUTZEGgyZt/JJacgM0rY7PNGvmOc29HuTaWub+XTTvn7kYG4e3RZ4MbRfh0xe2p7jt6+aIF12Tqzz3jR+0ZsUNQbtRO7FxaJWQxMoUfIcq8ZJMkc3PRNX51nRfdd9J7ZHUHYaiB/zY2/hnP+epH3sgltCELYjvvomic9GjBgx4qmDMkZ59fCULSiq+ukb9u1CfNY7B1xjNkq9ESK51tBK9vmpg9Jd53qbtYF+volEk1mvvbOo+ckJ2QuNFWFQVFrRRGKf8sCAcK4G52WeF5Ob0wxtgMKKg3PA0b6LozkvQrUyxjuYLqPpa10IaXt8/m2zE7ifF5Rv7+cc5duHzF7+2BuxiuTj0m49ixkO+hpO15SWmy477yitY1VEKaxDnD+mUW/Oyq/RDxfX7Jm43mdoNciOiSq7LeckveMMjPc6DD7PNe/BNt6+XeF/OuOKkuOp1FBGjBgx4mkNGaO8OriDFhTBNRsk3gydPWskVdlgX9/cjWjv3XTVs/sZkhTuJEiVmV8lbzP+EUWlpy11tK72b9RYtNeMYb1fpS+t7+o7WXfcOp9JX6rUjjTbsuAOCYrrfCn9Q4ccud543z+w+36t889kymjnc+fYgW3bsC5JcSXJtefY7/Stp3UCOCH4RcJ1wrOO+210zscSulGDoH2n+oESkbUibY9Oedp3V3vPbUX7jv6WTKvsa4O7+DA77XOOVqrR5LWCO2dB6T1c3fCTlfzANYfpupdly0yQFqKNL/YaJ+qmSTH+0PqLyeBk2DVraXJs5sEBftJQ0exH6s/3i4ukXAVJP+ThaLC1Y7Fj1Nm23JT+sb6NVfPJ4HW2LDTD57UmyqFnItL2I3+OnYU5bVtzjU6DYcO61SceA2ki7ywivYUu/9yk41ej9/KFpaFnsuvce8ug0I+uyxfWmFcSHfGRyaB/47lZrEvR0z0m/c0GTKV9h4ewLfDhfLHmBXkPxp2zoIwYMWLEk4wxyquLO2pBUZeZKTpO61UHayusZ87pdMCmi8RGu5tXQo77DsHOsboi2AzlyAxKVOL7HDWwvlTZPzZvfyV0FEixwJkG0gksiP7R0Fw/P2Wle7kTmfUO8r4jvR/Gty2cum862XSNdkf/oW3WItedp/1AjgFT4nliKKCjH4reIReN/ewECgwHWPj7iW13O9+kdtpteVh2fs1cO1EIIfwy/CwyLZNwbOhiRyNvj48DET5v0YxXzruVOAcNRUSeA3wr8P+1d/bB1lX1ff989z73Po8IFS3Y+EICWrCDJoNIHRMbi4k1BltpjZOQmZrYyYwljcY4MVaDsTYZO0kZMekwaYvVqTW+xNTXJLQGW18TX0F8AAFBxYRARWJEQLn3nr1//WO97LXfzjn3ec5zzuXe9Z05c/Zee+21fmudffbvdf3W9+Gitq8ws99Lrr8CuBQ41czu9mW7TqC7CuwrhpKRkZGxMhjL2g9liks9dY2kk4CrJV1lZl/yzOafAH8ZKh9tAt1VYJ8xFA1KDKk0BzQL8ZRIajM0hlYPHSk/tNksNByxu3ec/KH+UCjjItLXoH9iUem4K7gbqZja0AYQHfCiKBJird9OSpdw/5Ixt0DXMdudi0XyYjUSbpLDbZ7A2HNeDI+jXzf9Xbohwom20NOC/NdYH71w6bb0nvq5Uhpiex2tsquxkDiyw4BiyPeCPoWxRaPxOv3fM/WP9H6TVGvp+lKGfJdBPQ4VRp69/oN2HNTFLupj11D8Au87/fG9km7E5S/8EvBG4JXAB5JbLsQn0AW+Jikk0P3UMRNzjNhfDMW9Ad1x71kaYSJDL4FWe92ijqkpYSypIz86hNV03V2rkPg8m2bSF8xCf5qmv0Xi9We1kfLjxkGqOOa6GnkxDqzZ6dZrmU3SfSwGTCKDc+Dnss14+2OZyYxnjHuo3kwH74Ivq7gmJPw+PQ478LymcxWElG7EXrzdoiDjmrE2fZ01RpLFhIzt8QyMsesQH3nGeqYtG4i665jNWoyk8yy05qJFqnUO5/wGKzB57WIdyimSPp+cX2FmV/Tak04Hngx8RtLzgL82sy92zJELJ9BdNfYXQ8nIyMhYJRZnKHeb2XmzKkg6EXgPbvPCKXAJ8OyhqkOULErI8cT+YihjqvDAXEfTQTeEuCudjmkEicTQW/kepK7UlAROWuyFPVo8j6YJtS/NG07XpNe7NkcyH9IIxlbz96wRak/6kOSerh/oNuQcsu17bPyHpC3Gdust+J8a0Ujmlo02MF7fhuZmSHse6yId4pAmK8UQcJLfYmiF/CB9C2hjLbK6ptnErDW0VshqxbVTrYGF/0dXGxl7VQp6jvqetrdiGE3is2OEpA0cM3m7mb1X0g8CZwBBO3kscI2kp3KUCXRXgWNJX5+RkZFxYCEM2WKfme04jvFm4EYzuwzAzK4zs0ea2elmdjqOiZxrZv8Pl0D3IkmHJJ3BLhLoHm/sHw1lwEc6WND6bYfCDzt1E1+Cu2ztaqIV9ogJq2HQ4TnQlXzILkUi2XXqtaT71Hbc80MUpLnJXJm7rsRu3iKt8PpA0X7ozQSFd/4Mih0dW/3IGMdCoK2WWwmd2Nsb6bcv9bbaT5zjbaf2nDmPUr8N1xn93w/M95DzPFX0Wv12npm+mtcpaPx7ro+2z69XFppsaZJqAitSGrrYxWI/M/97J9qlCkMFjYZkwiq5QAn/P+j9jt356Ay9/d15ltNmes9Gx/m0CtRLUVGeDrwQuE7Stb7s183syqHKezmB7v5hKBkZGRmrxJJMXmb2SeZEGHgtJT3fdQLdVWD/MZRF7eHmDbZBok8Xq81sY8bvbiIG8gSJ34SmgkpQmtMIUkUi0TgsSHnRj4GP0vF5kOphTUO1a8Kdt8eioGVNE59PenNhjq66cMfgNIcgCXuaIz2hUS/+Wi00SSZs6iRUCnPtlP7apKYoa5cReqeAWjMF1XCh/1N0NMX07vQwHtucvyrD0uwMbaR1feB01G0x5hrqDcU/GDM0kla04gA9vQh60yBdY9aYlq+kdn1Z5f8z4Znyixi1WflnoXBzFfYlShWGtN1e9NgwDTP9I93xQSs0f2a7S0TONtzG/mIoMxzp3TDVBup8J+10a6Z/kPCS9eYgq/312r3QtVOgHVE+IFSp4VkF2MSwiVGXwEZNcOKHlenD9OHMYmXyUjGhrYJi2h+3Kncu/8dX3VyXl6ySpQogqCdgG4YqX+bHVm9YfMfJgEoUO8IKw0ooplDspGa/7lz5TwkcMurNGibWZqB1wgAH5juFtcxe6YW0TmOL6przepPcvbwAAxnDTDNMt50hc9yMzoazHbQ7HGQwkSkNNTpGQ4eRJP+t1rkM2yobk98c5rCr929vTc8Ah0pon9n/8UJmKC3sL4aSkZGRsTJYZigd7CuGYtWA1BoQwig7i7oa/25qf2k796LZyIRNajSxRrqvnJZQ7jgnpCooHxDFTmNuUuU1hoBCWCGsBCsLrIBqE+rDhpXW0BTMRYXBZu0lbVF8awMlfQVyi6kfQk207Ta0d6Yi0VZMNGa4QtjEXQ+ahbx5yh3TaDehPDU11TTpKJLyegI2gXoirCyxAuoNqA/X1BODEpiqMd8FrSIEBCRaRtC6etJ/+tOaoklxLNhhLkal7XTA7Ur9BX1e8xrsO3nmonlrth1wLLt0czpjgetImzHoIz7TRaKJ+DEUhgrzIcDt3/2o85ft1nF+NItWEyw9kaORGUoH+4qhZGRkZKwSeYOtNvYPQzGhnRHpLTirByRVlU2hlRZt+QCq5LUO7+OohCqnUUTtoXZ+kvJ7UG4nvosgxVsjtSu4S7w/IWgA9SHvX9gGK0W96doOGpemQt8rscIov1swecB1XWyNayWpFjLPuRml49SNVHTnrzlPtZ40pqE/541/RjXYDhTBnzLx3/cXzjeU9B/npzTqQ67BulQTQDDoPwkDafpvaFL6ldQ5ypfB0H1zmuoJst4PpKCVxN9hlsNj4PnujBHa6aV64bqtEHD/nKHWc2+VolYa2w7PYvDFmQ/GOFQ3tFv6oy8f836uwUj9ek6FY0XWUFrYPwylhsl9wYss96JNX4AQX+5W+vIa6tKZXsK5D6iimCYPozV/pKICTek7wg2K2l3r9pe+eAl9mzMD1ZvuW1OQRL1hsV8BVN6x7xna5H53wdHQ0KgqOU4c8AFd01R8CSQvmPSl3jORkZR3GItqSxiI4hzimadbq9O0b4VjLikjafUdzgvFzAIpE6YIc+f6dSYzaxpYOKfZLusfDcZeYsG8FFa3d81H6Xdr/pOAgTqhP4nq00D9cNFShhIjEYlmrNilgNLlCWOa9tUIWOwIq0vsUI1KQ6U1ZrIlYfCnScuiEBIntLmnaguZqpdLmwsbzgwlxf5hKBkZGRkrReqgy4A1MhRJfwg8wZ+eDHzbzM7x2TZvBG721z5tZhfPa6+YwkO+0Ugg5XZyMWgKXtqTOc0EaK/hCE5cLw1HB3NHWm+VhXOIMempmt1I5WrMML5/K4Eaim2oHuLqFVuKW7qmznxVMPluQ0Ox4z7xfLshsqiYLYkFzSHQWDjNoujt+pXcUtPXVDpthgsxDLlUNKepSrSVriaSaCmDmgrORBY0yWqTaApzA+6qY51hHB8LzMw+m/JEC+iahqAtUbcuiZ54PmjTMR+6bi5DQ61O++37W8/mhHYfnec8rooPn+46qMKb0Pz1EE68iMI3KyK4XTFUSCvTmFlDuHmga9qY5ootp92H9sut+XTtGpmhtLA2hmJmPxOOJb0BuCe5/BUzO2flRGVkZGTsBpmhtLB2k5dPjPbTwI8dUztego924CkUVVv6SkNaU2ey6iBVKzqjnV+gfd7yQ4T9KSrz/hqLocDQ+GNcmCzU3sZvJdF/HBzqdQHlA06C6jm4BdReuvLlxRTKHaITvgg0+HGpsqi9uMKkPX9eT8DKxg9kReIYDvcM+Epazv6oUajRJIqmv6LyUrOcBhSCElI/gaUO+QLnY/LzHHxMQJzX6hDsPLxqfsAhCfZ4IvV1JFkNWtfTOUrKrRKaupBcwnwHybrCSfeptiW1tC8r+/0pKdO08BpKuMH7O0Ldrh+thuHl881Qgt8hhmr7Z9IKcwt2N1wYPcKFH1dEB/4sLOS2Cn15X07MS+eDBtK0J5qqWVwLlN8VZRq0UnWsFsuAGVR7IoXWnsHaGQrwo8A3zOyWpOwMSV8AvgO8xsw+MXSjpBcDLwbYOPHhrWtW4JyJEE0q8T7vSAvmK1XhslHuGKr8i7O2lqmimBrFtJ28x8rGcSwzqMEmcoxkIqrNgmoTMGG1+8OplHtZTrzpaupfrIO00lrDUkw9s5w2/8jJVsMUVUO5ZY6ZzvjTVpui3mhMX/Ivl0FThFmPyVnhZyya9Gidx+PYTpjLxrkLODOKj/yKppPSmWPCephQb/tko3qY+1ElsNq8g7jVUXvci1iOxpzz3bkYYiJ1kwy0dXtigimmQjvt9lzEYEJCgWce7XkNdLiAhJTZhDrBpNY2ZwF9J3QgXc11K5sKvTVZ+D59ihX3MPr7i2QetouWUzztbyG0LYANvKNf4NY8+ewTQTABZ9YCKLcSZrLl/leaNk0V6Xt/mUpF1lBaOK4MRdKHge8buHSJmX3AH/8s8M7k2p3A95vZ30h6CvB+SU80s+90G/E7nl0BcMIjT8u/bEZGxuoQhM6MiOPKUMzsWbOuS5oAzweektyzBWz546slfQU4C/j8YCOxsUTKBRdaGvNDuUIrvDZSKzqZg+RXbnspv/DStyXS/lYdJWzVToNpdiZq+g8mMqsLTAU2EaqMyQNgciaxeoMY/lqX9KTgIPlDo0lFDah2IcVlYs5SbZRbbdNeuWNQWbx/CMU21IcKt8Rgs/AmJW9amGGxaDnzw5zPsnCooT+ch3vBC8MhiCCYA+VNFA84BzzAzt8xKI3i/tJlEzhcO83G/KCHuh4Z/uAyEtHYGztmrbA9gXmzTzS/1E0yUGpB5TWPYB6CmFVA5swyjfmoQ1N3y4NUO4nHiQaZahNJnq14zdrjjFU6ZrOwFqpNTPoJdqZhDSY2ntCe0jga9jumlaTt14KdAm27BKuqkvbMZ6PoaGXFDnEtWMv8TKKND5B01MgaSgvr3mDrWcBNZnZ7KJB0qqTSHz8Ot3nMV9dEX0ZGRsY4zBb7HBCs24dyEW1zF8AzgN+UNMXJrheb2bcWacwmOHt2OD/svlP7qstHZY3vpAYKMX2I01yKHYv+CStEvQmmgnKnRrGcJHzSou1fdahTUX4Pr7EImxTUE6ex1KUaEalQs3K+CNpUQn9iR3cSbLPoMUiM5QN1L5xXQTtJfR+0tR83LzVWiHLT2DmxpPY+i2BvTqXX4HyPxzS0dSXOlHaTEnt/UiEI8EUTQp1KqvWGC6Wu/RNabIti22l49SGnNdikk2s3zYMGMzWtQYR8b+l9wRHd8ZF0V+GHRaJWmN9mwF8vcH6WAphYa6FraDuGZHvNor0CPlEUOmNSdLol9UfH5rur1dJIyhqmJ3TVGZpO52is7cnowPo+OSBZUDncsMLma1XyPyudhs/UaXoh6CVqHSFOIzyvZTOWYpv2m25J2/Zmp3wfa2UoZvaigbL34PZW3l1b0I4gonleq01aUU9Wyu0yV1jzh/Yr6OvSrQMppkax7V4OtinqzdKvkneOee24p9IxpuYF3qQ/cW8FmcEWlPFlLPeSSc8DErOZO1eTK6hrvhKoqtt/juS+ZrCpg9VVqA+VsUzmaC+3a4qpmqgrvOkgmPH8y9Ld48s9yd33wjyTWZp2psUAfNaC+lDyovDjqyeekYS0/2E3yXTsdWdHjKEorFk0hlXoI++IlpluyPwTHsICYvp8/5JrJen0+4UoBH2EgIyEOUUm03W0+2YjYxp4OQ6Vxfm2hkmDo6X8nl8HlaLyfYf/SZfJJuSORT2MRnIl++2076Nh4HWg2wdeVIoRW2FPIWpF4UfJXKQMs9hukeTqjpB1VDhA2sciWLfJKyMjI+PBiyWYvCSdJukjkm6UdIOkl/ny35J0RNK1kv5M0qOTe14t6VZJN0v6ieM8yoWxbpPX8hBU8wEWGaTiIgkjtHhTI+0VldtcitqtH6kn7nq57cxgZgYFVBsFbLiOlEiaxbSG2tetjdZubuHYazRY7RznwOiubzMeRivL/lgroCiaeVBbZYsr+aua6vCkJaqVDzjzl0vc6Ex1aTaBmNiyTCTAltSaFHWyDzQaTnKPt7LENifN9WIHv4bHlQNuUzLfpsKKcN9hGvran6gBWpkhPae3ztFuBtsIWlHLfmdeI/Hht6Vf0xRCr6PJNJg0FcPIFQJNulkb/D1dE1iaJLRNFzErRJfuctuZ86rD6Y/ox1B5OkNiycT+1rQzIv53zYJ42romxK7y7deYqEpy5iVtphksYiaJ7pYJ5v/vQ9ra0lQUW1aU1xT4VTO7RtJJwNWSrgIuNbPfAJD0y8BrgYslnY1zFzwReDTwYUln7YV95bOGkpGRkXE0MDCrF/rMbMbsTjO7xh/fi0s99ZjOUomH0rDeC4F3mdmWmX0NuBV46tLHdxTYNxpKCM1MtZAWgvCVZhGO9xomt0DRJk5SDJl8VbttbqtSVJuKPpNou60tSlv1xEt6SU6vloPcS6AWQpC9BhKet5maSiS2WUg5iLK5ZuWwvODCoasYKNCUe/oqc34mvwDTEp9Pk23A0dRoH4rnLUduogG2HKneAV3Ufnh+2+GQ2h6CD8cdF7UotnAFwaG/aVSHg419YNrSp7u3DfB89DSQ7rR3r3fDdzv3Rh9U0FRkndxYvo8QfBFWqacSeapxpYqBz4I96h9P6lH2rxdbLugBoDpkrblzCwQV+7SRuYyBBnWnrEVAcx5CpeP4Ovni0qwR8XqoYwzPs6+bZhvvaafLlOMX11BOkZQufbjCr6NrwecyfDLwGX/+euDncKmpnumrPQb4dHLb7b5s7dg/DKWGjfuc+WSm1807glXRWk2u5Ols/2mFYfGh7zv+5E1Trm50KBrR3KMQzeOd9nHV+BiW5ejTiPMzXDaDKXFlf4g6ayr4OapwTuY0yiuan4LTvjGXtCLCCmutVwmJKOPLM5Y1x+wkDCl12oNbX1SCbYBticl9w+aW4OAPqDesFfkzBpu4XTOj7p7WbR23J3Zm4szedcUXYsoowur5lAGnq8J7bUaz0Owxob4porf2JEGxo+Z3SZh/i/4FkDKT1vGsMVlSv8M8ZpkpAxMZWpvSMwuOCZ27xe6ivO42s/NmVZB0Ii4g6VeCdmJmlwCXSHo18BLg3zH8r17SS+PYkE1eGRkZGUeLJa1DkbSBYyZvN7P3DlR5B/BT/vh24LTk2mOBO45xJEvBvtFQgvMcaCTROfWBJp9XWOeRqNK98EvvBBVOawl9Kaj5QQMp5Byx0GgtgAVtZkRtaKSz5AEcMM+NDmnAFGbpupcZKKbmtJBCUCbJHltOVmvoBFxeT+vVi2awMpFGwypvBW1noP20jVg3cb6nq7q7dTtt1BsdkU2iOtwZdGpJjBJ0059LoEmzRkYz7huD0ZOym10PO5J499ZAShJCXATzaHeLghkBBPWkbeYpdtra2xjdLWhgnueMfXSVfHLcNYkNZRHo3u+0Ob/ZXdcpP0RHclxuz7EO7BJWH/uiFp8g983AjWZ2WVJ+ZpLj8HnATf74g8A7JF2Gc8qfCXz2mAlZAvYPQ8nIyMhYKRbTPhbA04EXAtdJutaX/TrwC5KegBMrvw5cDGBmN0h6N/AlXITYL+2FCC/YTwzFGiklTVE/+55+hZhLKm0r0Vx62Xd93wGxPKxKr60j5atdr5vJl46m0dG2bEAUDb6ZIcg72BfRUkLqe6r2vFjRaBdtP0ujaUThPc5dVGOaummbI5pJ/5pGylP62uXW9QUl16oNehkDoKP5pdJyh/QYgKDmWZlNf1M2KI2n7UcNxtrazFjbnT66cCHZGvaXaCCX3Fzfz3A7qfY25Psa0ybHxt86Tv1MdfM7zQxMGSKzNpcDb5meBmMpYcNm9kmGf8UrZ9zzeuD1x9z5krF/GEpGRkbGCmGA5dQrLewbhuJChoelhXRBWFviGqk/w/YbI5i6dbrZh8NxEsbbzdLhS7FFpZxOtaAtGRoMBe2hm4trUaT16yEdiaiRDXhxBvvrFY3SNHtuhrWZ+fekoc6z+59D00hX87TjWRparHO0ITMtf8f8Z6ulcXXa6Vce6K73XxgoT/5rvbxkY1roGA3QpLaZRUtH41s6zGDOGpODhn3DUDAodo7+qRkybwwzlsVecK18T51rPRQDDGoBeBf57m98EGIhJrigPbsxJe1i0o/ipTeEmavsu82uTPjd5cM3ay5inQWaGep/EQa9h/JnLSwMHhDsH4aSkZGRsWpkDaUF2R7i9scCSd8E7gfuXjctHZxCpmkR7EWaYG/SlWlaDLNo+gEzO/VYGpf0v30fi+BuM3vOsfT3YMC+YSgAkj4/bzXqqpFpWgx7kSbYm3RlmhbDXqRpvyOvlM/IyMjIWAoyQ8nIyMjIWAr2G0PpZe/cA8g0LYa9SBPsTboyTYthL9K0r7GvfCgZGRkZGevDftNQMjIyMjLWhMxQMjIyMjKWgn3BUCQ9R9LNkm6V9Ko10nGbpOskXRt2Z5P0CElXSbrFfz98BXS8RdJdkq5PykbpkPRqP3c3S/qJFdL0Okl/7efrWkkXrJim0yR9RNKNkm6Q9DJfvra5mkHT2uZK0mFJn5X0RU/Tv/fl65ynMZrW+kwdeJjZg/qDy2L1FeBxwCbwReDsNdFyG3BKp+w/Aq/yx68CfmcFdDwDOBe4fh4dwNl+zg4BZ/i5LFdE0+uAVwzUXRVNjwLO9ccnAV/2fa9trmbQtLa5wmVJOdEfb+C2p33amudpjKa1PlMH/bMfNJSnArea2VfNbBt4F3DhmmlKcSHwVn/8VuCfH+8OzezjwLcWpONC4F1mtmVmXwNuxc3pKmgaw6poutPMrvHH9wI34vbmXttczaBpDKugyczsPn+64T/GeudpjKYxrOSZOujYDwzlMcBfJee3M/sPeDxhwJ9JulrSi33Z3zOzO8G9LIBHrom2MTrWPX8vkXTEm8SCyWTlNEk6HXgyTtLdE3PVoQnWOFeSSr/5013AVWa29nkaoQn2yDN1ELEfGMqCSbZXgqeb2bnATwK/JOkZa6JjN1jn/P1n4PHAOcCdwBvWQZOkE3H7ef+KmX1nVtWBsuNC1wBNa50rM6vM7Bzc/uVPlfSkGdXXSdOeeKYOKvYDQ7kdOC05fyxwxzoIMbM7/PddwPtwKvU3JD0KwH/ftQ7aZtCxtvkzs2/4l0INvInGBLEymiRt4F7cbzez9/ritc7VEE17Ya48Hd8GPgo8hz3yTKU07ZV5OqjYDwzlc8CZks6QtAlcBHxw1URIeqikk8Ix8Gzgek/Lz/tqPw98YNW0eYzR8UHgIkmHJJ0BnAl8dhUEhZeRx7/AzdfKaJIk4M3AjWZ2WXJpbXM1RtM650rSqZJO9scPAZ4F3MR652mQpnU/Uwce644KWMYHuAAXDfMV4JI10fA4XBTJF4EbAh3A3wX+D3CL/37ECmh5J07d38FJZr8wiw7gEj93NwM/uUKa3gZcBxzB/eEftWKa/hHO7HEEuNZ/LljnXM2gaW1zBfwQ8AXf9/XAa+c922ukaa3P1EH/5NQrGRkZGRlLwX4weWVkZGRk7AFkhpKRkZGRsRRkhpKRkZGRsRRkhpKRkZGRsRRkhpKRkZGRsRRkhpKRkZGRsRRkhnIAIOm++bWOqf0rJZ3sP//mKO4/X9Kf7LL+PZKuHLn+3yW9YLd0PBjh5+JHkvOXS/pLSZevk66Mg4nMUDKOGWZ2gbn0FycDu2YoR4lPmNkF86sdPSRNjmf7S8L5QGQoZvZG4LVroybjQCMzlAMKSedI+rTPyvq+kJVV0kcl/Y7fvOjLkn7Ul58g6d2+/h9K+oyk8/y12ySdAvw28Hi/sdGlXc1D0uWSXuSPnyPpJkmfBJ6f1HmozxL7OUlfkDR3KwI5XC7pS5L+lCSjs6SnSPqYzwD9oST31D/0Y/mUp/V6X/4iSX8k6Y9xmaMH6ZHLdHupLz8i6V/78kdJ+rifg+vD/I3Q/Wzf/zW+zxN9+Wt9u9dLusKnY0HSL/sxHpH0LrlsxBcDL/f9jfaVkbESrHupfv4c/w9w30DZEeAf++PfBH7XH38UeIM/vgD4sD9+BfBf/fGTgClwnj+/DTgFOJ32BlrnA3+SnF8OvAg4jEslfiYuC+y7Qz3gPwD/0h+fjEup89AO7d12nw9chdts7dHAt4EX4PbI+AvgVF/vZ4C3+OPrgR/xx78d6Pb03Y5PIzJGD/Bi4DW+/BDwedzGTb9Kk3anBE4a+U1OAT4exgb8W5r0IWkKk7cB/8wf3wEcCrT479fR2VDKj+HydT93+XPwPg8GlT5jyZD0MNwL6WO+6K3AHyVVQtbdq3FMAlyOqd8DMLPrJR05BhL+AfA1M7vF0/MHuBc0uKSaz5P0Cn9+GPh+3EZTY3gG8E4zq4A7JP1fX/4EHPO7ygv5JXCnTyp4kpn9ha/3DuCfJu1dZWZhM7Axep4N/FDiq3kYjkF+DniLXMbg95vZtSM0Pw23i+Cfe9o2gU/5a8+U9ErgBOARuNxwf4wTAt4u6f3A+2fMR0bGWpAZSsYQtvx3RfOMDO0nMQ9T2mbVw8nxWBI5AT9lZjfvsq+h9gTcYGY/3CpM9j4fwf3z6PFmqJea2Yd6nbp9cJ4LvE3SpWb2P0Zou8rMfrZz72Hg93Ha319Jeh3NvD0XxzyfB/yGpCfOGUdGxkqRfSgHEGZ2D/C3ic39hcDHZtwC8EngpwEknQ384ECde3H7oAd8HThbLmX4w4Af9+U3AWdIerw/T1+qHwJemvgNnrzAkD6OS01eeh/JM335zcCpkn7Yt7Uh6Ylm9rfAvZKe5utdNKPtMXo+BPyi10SQdJb3t/wAcJeZvQmXhv7ckXY/DTxd0t/3958g6Swa5nG396m8wF8vgNPM7CPAK3HmtxPpz3lGxtqQNZSDgRMk3Z6cX4bbv+K/SDoB+Crwr+a08fvAW72pK6QNvyetYGZ/I+nPvYP7f5nZr0l6t697i78PM3tAbovkP5V0N45ZhR0Afwv4XeCIf4nfRtscNYT3AT+GS1v+ZTxzNLNtb5L6T56hTXzbN+DS579J0v04v9E9/WZn0vPfcObAa3z5N3F7qp8P/JqkHeA+4OeGGjWzb8oFKLxT0iFf/Boz+7KkN/mx3IYzoYEz1/2BH4eAN5rZt33wwP/0wQIvNbNPzJmrjIzjhpy+PmMhSCqBDc8MHo/b/+IsM9teAy3n4xzR8xjNrDZONLP7/PGrcPtmvGw5FK4XnlGdZ2YvWTctGQcLWUPJWBQnAB/xJh4Bv7gOZuKxDTxJ0pV29GtRnivp1bj/wNdxkVEPekh6OS6U+D3rpiXj4CFrKBkZxxmSPoMLLU7xQjO7bh30ZGQcL2SGkpGRkZGxFOQor4yMjIyMpSAzlIyMjIyMpSAzlIyMjIyMpSAzlIyMjIyMpeD/AwAvTJN3yQCYAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts.isel(time=0).plot()\n", + "\n", + "# Or, below commends do the same:\n", + "\n", + "# ts[0].plot()\n", + "# ts.isel(time=slice(0, 1)).plot()\n", + "# ts.sel(time=ds.ts.time[0]).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "81f3d61c-c186-4007-972d-9cecaa6422bc", + "metadata": {}, + "source": [ + "#### Check date of first time step: Note that monthly E3SM data recode time at the end of each time interval. The first time step is decoded as Feb 1st. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2c7d1d5e-95d5-4e76-b0ac-9a3f67fd675e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n", + " dtype=object)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[0].values" + ] + }, + { + "cell_type": "markdown", + "id": "466ff83b-cba8-49f8-862e-401a245d96b9", + "metadata": {}, + "source": [ + "#### Check date of last time step " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a1606cf2-d527-440b-81b5-297e64590eb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(cftime.DatetimeNoLeap(2014, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n", + " dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[-1].values" + ] + }, + { + "cell_type": "markdown", + "id": "ef540f3e-5d7f-4a05-8640-e6165b332920", + "metadata": {}, + "source": [ + "### 1.3 Subset" + ] + }, + { + "cell_type": "markdown", + "id": "19fbb7f6-cda2-40dc-a1ac-0b789462b06e", + "metadata": {}, + "source": [ + "#### Original dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1872, 145, 192)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "a77c25de-f38f-40ae-9f8a-caf56d060368", + "metadata": {}, + "source": [ + "#### Temporal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts1 = ts.sel(time=slice('1851-01-01', '1851-12-31'))\n", + "ts1.shape" + ] + }, + { + "cell_type": "markdown", + "id": "1a501577-74d8-42a8-abf7-68f417de841e", + "metadata": {}, + "source": [ + "#### Spatial subset" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 21, 71)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts2 = ts.sel(lat=slice(20, 50), lon=slice(220, 320))\n", + "ts2.shape" + ] + }, + { + "cell_type": "markdown", + "id": "66e2b278-69a0-40d2-afe2-caa8ebcf1a76", + "metadata": {}, + "source": [ + "#### Spatio-tempoal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 21, 71)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts3 = ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59'), lat=slice(20, 50), lon=slice(220, 320))\n", + "ts3.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts3[0].plot()" + ] + }, + { + "cell_type": "markdown", + "id": "dd94e503-d7d5-400d-b9dc-b476d9070fa9", + "metadata": {}, + "source": [ + "You can also visualize data on a map using [cartropy](https://scitools.org.uk/cartopy/docs/latest/) as below. Useage example also can be found [here](http://xarray.pydata.org/en/stable/user-guide/plotting.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import cartopy.crs as ccrs\n", + "\n", + "p = ts3.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", + "metadata": {}, + "source": [ + "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py). Below capability was made to mimic that capability." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", + "metadata": {}, + "outputs": [], + "source": [ + "def region_subset(d, regions_specs, region=None):\n", + " \n", + " if ((region == None) or \n", + " (region != None) and (region not in list(regions_specs.keys()))):\n", + " print('Error: region not defined')\n", + " else: \n", + " if 'domain' in list(regions_specs[region].keys()):\n", + " if 'latitude' in list(regions_specs[region]['domain'].keys()):\n", + " lat0 = regions_specs[region]['domain']['latitude'][0]\n", + " lat1 = regions_specs[region]['domain']['latitude'][1]\n", + " if 'latitude' in (d.coords.dims):\n", + " d = d.sel(latitude=slice(lat0, lat1))\n", + " elif 'lat' in (d.coords.dims):\n", + " d = d.sel(lat=slice(lat0, lat1))\n", + "\n", + " if 'longitude' in list(regions_specs[region]['domain'].keys()):\n", + " lon0 = regions_specs[region]['domain']['longitude'][0]\n", + " lon1 = regions_specs[region]['domain']['longitude'][1]\n", + " if 'longitude' in (d.coords.dims):\n", + " d = d.sel(longitude=slice(lon0, lon1))\n", + " elif 'lon' in (d.coords.dims):\n", + " d = d.sel(lon=slice(lon0, lon1))\n", + "\n", + " return d" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", + "metadata": {}, + "outputs": [], + "source": [ + "regions_specs = {\n", + " 'NHEX': {'domain': {'latitude': (30., 90)}},\n", + " 'SHEX': {'domain': {'latitude': (-90., 30)}},\n", + " 'TROPICS': {'domain': {'latitude': (-30., 30)}},\n", + " 'global': {},\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 49, 192)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'NHEX')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 49, 192)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'TROPICS')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'global')\n", + "ts4.shape" + ] + }, + { + "cell_type": "markdown", + "id": "c555a250-a0df-4750-a804-f1d5ccd86fac", + "metadata": {}, + "source": [ + "## 2. Annual Cycle" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", + "metadata": {}, + "outputs": [], + "source": [ + "ts_ann = ts.groupby('time.month').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_ann.shape" + ] + }, + { + "cell_type": "markdown", + "id": "f2637bcc-23b1-4690-966d-b78c05569e61", + "metadata": {}, + "source": [ + "## 3. Seasonal Mean" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", + "metadata": {}, + "outputs": [], + "source": [ + "ts_seasons = ts.groupby('time.season').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4, 129, 256)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_seasons.shape" + ] + }, + { + "cell_type": "markdown", + "id": "653a0733-a878-4efc-b4d5-05048d71932d", + "metadata": {}, + "source": [ + "## 4. Land-sea mask\n", + "\n", + "- Open land fraction of the given model grid and apply land or sea mask to the field of interest, using [`xarray.DataArray.where`](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html) capbility.\n", + "- Relvant example usage also can be found [here](https://geohackweek.github.io/nDarrays/09-masking/)." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", + "metadata": {}, + "outputs": [], + "source": [ + "demo_lsmsk_filename = 'LANDFRAC_185001_201312.nc'\n", + "demo_lsmsk_file = os.path.join(demo_data_dir, demo_lsmsk_filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:    (time: 1968, lat: 129, lon: 256, nbnd: 2)\n",
+       "Coordinates:\n",
+       "  * lat        (lat) float64 -90.0 -88.59 -87.19 -85.78 ... 87.19 88.59 90.0\n",
+       "  * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
+       "  * time       (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n",
+       "Dimensions without coordinates: nbnd\n",
+       "Data variables:\n",
+       "    LANDFRAC   (time, lat, lon) float32 ...\n",
+       "    lat_bnds   (lat, nbnd) float64 ...\n",
+       "    lon_bnds   (lon, nbnd) float64 ...\n",
+       "    time_bnds  (time, nbnd) object ...\n",
+       "Attributes: (12/19)\n",
+       "    ne:                        30\n",
+       "    np:                        4\n",
+       "    Conventions:               CF-1.0\n",
+       "    source:                    CAM\n",
+       "    case:                      20180215.DECKv1b_H1.ne30_oEC.edison\n",
+       "    title:                     UNSET\n",
+       "    ...                        ...\n",
+       "    history:                   Tue Aug 28 18:30:58 2018: ncks -t 2 -O --no_tm...\n",
+       "    NCO:                       netCDF Operators version 4.7.6 (Homepage = htt...\n",
+       "    nco_openmp_thread_number:  2\n",
+       "    map_file:                  /p/cscratch/acme/data/map_ne30np4_to_fv129x256...\n",
+       "    input_file:                /p/user_pub/e3sm/baldwin32/deck/v1_DECK_histor...\n",
+       "    xcdat_infer:               LANDFRAC
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 1968, lat: 129, lon: 256, nbnd: 2)\n", + "Coordinates:\n", + " * lat (lat) float64 -90.0 -88.59 -87.19 -85.78 ... 87.19 88.59 90.0\n", + " * lon (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n", + " * time (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n", + "Dimensions without coordinates: nbnd\n", + "Data variables:\n", + " LANDFRAC (time, lat, lon) float32 ...\n", + " lat_bnds (lat, nbnd) float64 ...\n", + " lon_bnds (lon, nbnd) float64 ...\n", + " time_bnds (time, nbnd) object ...\n", + "Attributes: (12/19)\n", + " ne: 30\n", + " np: 4\n", + " Conventions: CF-1.0\n", + " source: CAM\n", + " case: 20180215.DECKv1b_H1.ne30_oEC.edison\n", + " title: UNSET\n", + " ... ...\n", + " history: Tue Aug 28 18:30:58 2018: ncks -t 2 -O --no_tm...\n", + " NCO: netCDF Operators version 4.7.6 (Homepage = htt...\n", + " nco_openmp_thread_number: 2\n", + " map_file: /p/cscratch/acme/data/map_ne30np4_to_fv129x256...\n", + " input_file: /p/user_pub/e3sm/baldwin32/deck/v1_DECK_histor...\n", + " xcdat_infer: LANDFRAC" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file, data_var = 'LANDFRAC')\n", + "ds_lsmsk" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", + "metadata": {}, + "outputs": [], + "source": [ + "sftlf = ds_lsmsk.LANDFRAC" + ] + }, + { + "cell_type": "markdown", + "id": "d26376fc-3560-4d5b-8e13-222549c5d464", + "metadata": {}, + "source": [ + "### 4.1 Land" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", + "metadata": {}, + "outputs": [], + "source": [ + "ts_land = ts.where(sftlf!=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_land.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f5088027-6980-4df9-a2d6-de6f253e0a0f", + "metadata": {}, + "source": [ + "### 4.2 Ocean" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", + "metadata": {}, + "outputs": [], + "source": [ + "ts_sea = ts.where(sftlf==0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "44499305-3479-4686-926c-275df329dcb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_sea.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 1306f9a0171068d545a2ccb9c13d85d0099afeb9 Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 29 Oct 2021 16:19:14 -0700 Subject: [PATCH 2/9] update data source, etc --- tutorials/demo_open_dataset_E3SM.ipynb | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/tutorials/demo_open_dataset_E3SM.ipynb b/tutorials/demo_open_dataset_E3SM.ipynb index da21506..5f61042 100644 --- a/tutorials/demo_open_dataset_E3SM.ipynb +++ b/tutorials/demo_open_dataset_E3SM.ipynb @@ -8,9 +8,9 @@ "# XCDAT Demo: testing general functions on regridded E3SM data\n", "In this document, E3SM model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", "\n", - "Demo data used in this document is the time-series of regridded surface temperature (ts) simulated by E3SM, and the model's land fraction. Those data can be found from [ESGF](https://esgf-node.llnl.gov)\n", + "Demo data used in this document is the time-series of regridded surface temperature (ts) simulated by E3SM, and the model's land fraction. Those data can be found from [E3SM data server](https://web.lcrc.anl.gov/public/e3sm/e3sm_diags_test_data/time-series/E3SM_v1/)\n", "\n", - "Author: Jill Zhang (2021. 10)" + "Author: Jiwoo Lee, Jill Zhang (2021. 10)" ] }, { @@ -62,8 +62,7 @@ "metadata": {}, "outputs": [], "source": [ - "ds = xcdat.open_dataset(demo_file, data_var = 'TS')\n", - "ds." + "ds = xcdat.open_dataset(demo_file, data_var = 'TS')" ] }, { @@ -841,7 +840,7 @@ "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", "metadata": {}, "source": [ - "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py). Below capability was made to mimic that capability." + "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py), as well as E3SM_diags [predefined_domains](https://github.com/E3SM-Project/e3sm_diags/blob/master/e3sm_diags/derivations/default_regions.py). Below capability was made to mimic that capability." ] }, { From f8adcde3f42e652e2dbf5f582297c3b8bb76923a Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 5 Nov 2021 16:08:08 -0700 Subject: [PATCH 3/9] add more general testing --- tutorials/demo_open_dataset_E3SM.ipynb | 988 ++------------- .../general_utils/Test_general_utils.ipynb | 1095 +++++++++++++++++ 2 files changed, 1177 insertions(+), 906 deletions(-) create mode 100644 validation/general_utils/Test_general_utils.ipynb diff --git a/tutorials/demo_open_dataset_E3SM.ipynb b/tutorials/demo_open_dataset_E3SM.ipynb index 5f61042..a7bb1ef 100644 --- a/tutorials/demo_open_dataset_E3SM.ipynb +++ b/tutorials/demo_open_dataset_E3SM.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 78, "id": "00614266-f53e-4b19-9899-36a31717f449", "metadata": {}, "outputs": [], @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 79, "id": "180af2eb-8047-4af6-a99f-b3838ee32920", "metadata": {}, "outputs": [], @@ -47,17 +47,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 80, "id": "dd409458-f046-45fc-8bcd-862452df863b", "metadata": {}, "outputs": [], "source": [ - "import xcdat" + "import xcdat\n", + "import xarray as xr" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 81, "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", "metadata": {}, "outputs": [], @@ -67,422 +68,10 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 82, "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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<xarray.DataArray 'TS' (time: 1968, lat: 129, lon: 256)>\n",
-       "[64991232 values with dtype=float32]\n",
-       "Coordinates:\n",
-       "  * lat      (lat) float64 -90.0 -88.59 -87.19 -85.78 ... 85.78 87.19 88.59 90.0\n",
-       "  * lon      (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
-       "  * time     (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n",
-       "Attributes:\n",
-       "    units:          K\n",
-       "    long_name:      Surface temperature (radiative)\n",
-       "    cell_methods:   time: mean\n",
-       "    cell_measures:  area: area
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" input_file: /p/user_pub/e3sm/baldwin32/deck/v1_DECK_histor...\n", - " xcdat_infer: LANDFRAC" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file, data_var = 'LANDFRAC')\n", - "ds_lsmsk" + "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file, data_var = 'LANDFRAC')" ] }, { @@ -1727,6 +855,54 @@ "\n", "p.axes.coastlines()" ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "af2613f8", + "metadata": {}, + "outputs": [], + "source": [ + "points_specs = {\n", + " # ARM sites coordinates, select nearest grid poit to ARM site coordinates\n", + " # Each point is supplied with [latitude, longitude ,select method, description of the point]\n", + " \"sgp\": [36.4, -97.5, \"cob\", \"97.5W 36.4N Oklahoma ARM\"],\n", + " \"nsa\": [71.3, -156.6, \"cob\", \"156.6W 71.3N Barrow ARM\"],\n", + " \"twpc1\": [-2.1, 147.4, \"cob\", \"147.4E 2.1S Manus ARM\"],\n", + " \"twpc2\": [-0.5, 166.9, \"cob\", \"166.9E 0.5S Nauru ARM\"],\n", + " \"twpc3\": [-12.4, 130.9, \"cob\", \"130.9E 12.4S Darwin ARM\"],\n", + "}\n", + "\n", + "\n", + "\n", + "sgp_lat = points_specs[\"sgp\"][0]\n", + "sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", + "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c3634efe", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "611fccb5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "79997de1", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/validation/general_utils/Test_general_utils.ipynb b/validation/general_utils/Test_general_utils.ipynb new file mode 100644 index 0000000..d56f80f --- /dev/null +++ b/validation/general_utils/Test_general_utils.ipynb @@ -0,0 +1,1095 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "id": "a46ea424", + "metadata": {}, + "outputs": [], + "source": [ + "import xcdat" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "id": "286385f5", + "metadata": {}, + "outputs": [], + "source": [ + "import cdms2\n", + "import cdutil\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e0c19c8c", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "6e34c700", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir = '/Users/zhang40/Documents/ACME_simulations/E3SM_v1'\n", + "demo_filename = 'TS_185001_201312.nc'\n", + "demo_file = os.path.join(demo_data_dir, demo_filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "id": "1fe81075", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-11-05 15:50:02,030 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n", + "2021-11-05 15:50:02,852 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + ] + } + ], + "source": [ + "# Specify data_var will limit to one variable per dataset, this is useful for files with multiple vars.\n", + "ds = xcdat.open_dataset(demo_file, data_var = 'TS')\n", + "#ts_global = ds.spatial.avg().TS \n", + "# Alternatively\n", + "ts_global = ds.xcdat.spatial_avg().TS\n", + "ts_region = ds.xcdat.spatial_avg(axis=\"lat\").TS" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "2071226f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fin = cdms2.open(demo_file)\n", + "var = fin('TS')\n", + "var.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "c7ccb618", + "metadata": {}, + "outputs": [], + "source": [ + "#ts_1850 = ds.TS.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59'))" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "741cb345", + "metadata": {}, + "outputs": [], + "source": [ + "ts_global_cdat = cdutil.averager(var, axis=\"xy\", weights=\"generate\")\n", + "ts_region_cdat = cdutil.averager(var, axis=\"y\", weights=\"generate\")" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "c5a2c8d1", + "metadata": {}, + "outputs": [], + "source": [ + "#ts_global = ds.spatial.avg(\"TS\", axis=[\"lat\", \"lon\"])[\"TS\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "b20296e1", + "metadata": {}, + "outputs": [], + "source": [ + "ts_global_diff_mean = np.mean(ts_global_cdat - ts_global) " + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "d720727f", + "metadata": {}, + "outputs": [], + "source": [ + "ts_region_diff_mean = ts_region_cdat - ts_region" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "12851d75", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "\n", + "array([273.9664 , 278.63446, 280.33545, ..., 295.03494, 285.5737 , 278.35767],\n", + " dtype=float32)\n", + "Coordinates:\n", + " lat float64 36.56\n", + " lon float64 263.0\n", + " * time (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n", + "Attributes:\n", + " units: K\n", + " long_name: Surface temperature (radiative)\n", + " cell_methods: time: mean\n", + " cell_measures: area: area" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "points_specs = {\n", + " # ARM sites coordinates, select nearest grid poit to ARM site coordinates\n", + " # Each point is supplied with [latitude, longitude ,select method, description of the point]\n", + " \"sgp\": [36.4, -97.5, \"cob\", \"97.5W 36.4N Oklahoma ARM\"],\n", + " \"nsa\": [71.3, -156.6, \"cob\", \"156.6W 71.3N Barrow ARM\"],\n", + " \"twpc1\": [-2.1, 147.4, \"cob\", \"147.4E 2.1S Manus ARM\"],\n", + " \"twpc2\": [-0.5, 166.9, \"cob\", \"166.9E 0.5S Nauru ARM\"],\n", + " \"twpc3\": [-12.4, 130.9, \"cob\", \"130.9E 12.4S Darwin ARM\"],\n", + "}\n", + "\n", + "\n", + "\n", + "sgp_lat = points_specs[\"sgp\"][0]\n", + "sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", + "#sgp_lon = points_specs[\"sgp\"][1]\n", + "ts = ds.TS\n", + "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n", + "ts_sgp" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "f11d85f6", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir2 = '/Users/zhang40/Documents/ACME_simulations/obs_for_e3sm_diags/time-series/TRMM_3hr/ncfiles'\n", + "#demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_*'\n", + "demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_201301010000-201301312100.nc'\n", + "\n", + "demo_file2 = os.path.join(demo_data_dir2, demo_filename2)" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "aac82914", + "metadata": {}, + "outputs": [], + "source": [ + "ds2 = xcdat.open_mfdataset(demo_file2)" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "4ba47617", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-11-05 15:59:02,526 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + ] + } + ], + "source": [ + "pr_global = ds2.xcdat.spatial_avg(axis=[\"lat\", \"lon\"]).pr" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "7e517df7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execution_count": 15, + "execution_count": 86, "id": "a1606cf2-d527-440b-81b5-297e64590eb3", "metadata": {}, "outputs": [ @@ -205,7 +205,7 @@ " dtype=object)" ] }, - "execution_count": 15, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -232,17 +232,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 87, "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1872, 145, 192)" + "(1968, 129, 256)" ] }, - "execution_count": 11, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 88, "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", "metadata": {}, "outputs": [ @@ -271,7 +271,7 @@ "(12, 129, 256)" ] }, - "execution_count": 17, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -291,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 89, "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", "metadata": {}, "outputs": [ @@ -301,7 +301,7 @@ "(1968, 21, 71)" ] }, - "execution_count": 19, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -321,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 90, "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", "metadata": {}, "outputs": [ @@ -331,7 +331,7 @@ "(12, 21, 71)" ] }, - "execution_count": 21, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -343,17 +343,17 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 91, "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, @@ -384,17 +384,17 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 114, "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" }, @@ -434,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 93, "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", "metadata": {}, "outputs": [], @@ -467,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 94, "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", "metadata": {}, "outputs": [], @@ -482,17 +482,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 95, "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(12, 49, 192)" + "(12, 43, 256)" ] }, - "execution_count": 19, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -504,17 +504,17 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 96, "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(12, 49, 192)" + "(12, 43, 256)" ] }, - "execution_count": 20, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -526,7 +526,7 @@ }, { "cell_type": "markdown", - "id": "dc9a5217", + "id": "b4a382e2", "metadata": {}, "source": [ "Select Nearest grid box near an ARM site." @@ -542,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 97, "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", "metadata": {}, "outputs": [ @@ -552,7 +552,7 @@ "(12, 129, 256)" ] }, - "execution_count": 28, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -564,7 +564,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 98, "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", "metadata": {}, "outputs": [], @@ -574,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 99, "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", "metadata": {}, "outputs": [ @@ -584,7 +584,7 @@ "(12, 129, 256)" ] }, - "execution_count": 32, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -603,7 +603,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 100, "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", "metadata": {}, "outputs": [], @@ -613,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 101, "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", "metadata": {}, "outputs": [ @@ -623,7 +623,7 @@ "(4, 129, 256)" ] }, - "execution_count": 34, + "execution_count": 101, "metadata": {}, "output_type": "execute_result" } @@ -645,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 102, "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", "metadata": {}, "outputs": [], @@ -656,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 103, "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", "metadata": {}, "outputs": [], @@ -666,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 104, "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", "metadata": {}, "outputs": [], @@ -684,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 105, "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", "metadata": {}, "outputs": [], @@ -694,17 +694,17 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 106, "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 44, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, @@ -727,17 +727,17 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 112, "id": "55fd15d6-8366-4b8a-b8bc-3d1264f3b0a4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 46, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, @@ -775,7 +775,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 108, "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", "metadata": {}, "outputs": [], @@ -785,17 +785,17 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 109, "id": "44499305-3479-4686-926c-275df329dcb8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 48, + "execution_count": 109, "metadata": {}, "output_type": "execute_result" }, @@ -818,17 +818,17 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 113, "id": "fdb68abf-3fb4-45f0-9388-4234f72ea29e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 50, + "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, @@ -858,8 +858,8 @@ }, { "cell_type": "code", - "execution_count": 77, - "id": "af2613f8", + "execution_count": 111, + "id": "9cf63165", "metadata": {}, "outputs": [], "source": [ @@ -883,7 +883,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c3634efe", + "id": "609d3044", "metadata": {}, "outputs": [], "source": [] @@ -891,7 +891,7 @@ { "cell_type": "code", "execution_count": null, - "id": "611fccb5", + "id": "506457c0", "metadata": {}, "outputs": [], "source": [] @@ -899,7 +899,7 @@ { "cell_type": "code", "execution_count": null, - "id": "79997de1", + "id": "38e2abf7", "metadata": {}, "outputs": [], "source": [] From 4693eba9d8f0929f6af75c88bdebdd867d277d81 Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 5 Nov 2021 16:18:20 -0700 Subject: [PATCH 5/9] include error messages --- .../general_utils/Test_general_utils.ipynb | 92 +++++++++++-------- 1 file changed, 53 insertions(+), 39 deletions(-) diff --git a/validation/general_utils/Test_general_utils.ipynb b/validation/general_utils/Test_general_utils.ipynb index d56f80f..de84fb7 100644 --- a/validation/general_utils/Test_general_utils.ipynb +++ b/validation/general_utils/Test_general_utils.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "a46ea424", + "id": "229592ed", "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ { "cell_type": "code", "execution_count": 153, - "id": "286385f5", + "id": "0ef9a398", "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "e0c19c8c", + "id": "728e04d9", "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ { "cell_type": "code", "execution_count": 118, - "id": "6e34c700", + "id": "709ad0cd", "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ { "cell_type": "code", "execution_count": 150, - "id": "1fe81075", + "id": "c997ac9e", "metadata": {}, "outputs": [ { @@ -71,7 +71,7 @@ { "cell_type": "code", "execution_count": 151, - "id": "2071226f", + "id": "4a2033e7", "metadata": {}, "outputs": [ { @@ -94,7 +94,7 @@ { "cell_type": "code", "execution_count": 114, - "id": "c7ccb618", + "id": "25de0229", "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ { "cell_type": "code", "execution_count": 121, - "id": "741cb345", + "id": "15ee97db", "metadata": {}, "outputs": [], "source": [ @@ -115,7 +115,7 @@ { "cell_type": "code", "execution_count": 122, - "id": "c5a2c8d1", + "id": "d29c0f69", "metadata": {}, "outputs": [], "source": [ @@ -125,7 +125,7 @@ { "cell_type": "code", "execution_count": 154, - "id": "b20296e1", + "id": "4f862557", "metadata": {}, "outputs": [], "source": [ @@ -135,7 +135,7 @@ { "cell_type": "code", "execution_count": 155, - "id": "d720727f", + "id": "f18cb25a", "metadata": {}, "outputs": [], "source": [ @@ -144,8 +144,8 @@ }, { "cell_type": "code", - "execution_count": 124, - "id": "12851d75", + "execution_count": 168, + "id": "6563c967", "metadata": { "scrolled": true }, @@ -505,32 +505,32 @@ " fill: currentColor;\n", "}\n", "
<xarray.DataArray 'TS' (time: 1968)>\n",
-       "array([273.9664 , 278.63446, 280.33545, ..., 295.03494, 285.5737 , 278.35767],\n",
+       "array([286.13126, 285.3994 , 284.89404, ..., 294.42276, 291.47092, 289.28806],\n",
        "      dtype=float32)\n",
        "Coordinates:\n",
        "    lat      float64 36.56\n",
-       "    lon      float64 263.0\n",
+       "    lon      float64 0.0\n",
        "  * time     (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n",
        "Attributes:\n",
        "    units:          K\n",
        "    long_name:      Surface temperature (radiative)\n",
        "    cell_methods:   time: mean\n",
-       "    cell_measures:  area: area
  • units :
    K
    long_name :
    Surface temperature (radiative)
    cell_methods :
    time: mean
    cell_measures :
    area: area
  • " ], "text/plain": [ "\n", - "array([273.9664 , 278.63446, 280.33545, ..., 295.03494, 285.5737 , 278.35767],\n", + "array([286.13126, 285.3994 , 284.89404, ..., 294.42276, 291.47092, 289.28806],\n", " dtype=float32)\n", "Coordinates:\n", " lat float64 36.56\n", - " lon float64 263.0\n", + " lon float64 0.0\n", " * time (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n", "Attributes:\n", " units: K\n", @@ -539,7 +539,7 @@ " cell_measures: area: area" ] }, - "execution_count": 124, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" } @@ -558,8 +558,8 @@ "\n", "\n", "sgp_lat = points_specs[\"sgp\"][0]\n", - "sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", - "#sgp_lon = points_specs[\"sgp\"][1]\n", + "#sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", + "sgp_lon = points_specs[\"sgp\"][1]\n", "ts = ds.TS\n", "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n", "ts_sgp" @@ -567,22 +567,22 @@ }, { "cell_type": "code", - "execution_count": 159, - "id": "f11d85f6", + "execution_count": 164, + "id": "1e327799", "metadata": {}, "outputs": [], "source": [ "demo_data_dir2 = '/Users/zhang40/Documents/ACME_simulations/obs_for_e3sm_diags/time-series/TRMM_3hr/ncfiles'\n", - "#demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_*'\n", - "demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_201301010000-201301312100.nc'\n", + "demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_*'\n", + "#demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_201301010000-201301312100.nc'\n", "\n", "demo_file2 = os.path.join(demo_data_dir2, demo_filename2)" ] }, { "cell_type": "code", - "execution_count": 160, - "id": "aac82914", + "execution_count": 165, + "id": "fe4914ef", "metadata": {}, "outputs": [], "source": [ @@ -591,15 +591,29 @@ }, { "cell_type": "code", - "execution_count": 162, - "id": "4ba47617", + "execution_count": 166, + "id": "0c00bd77", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2021-11-05 15:59:02,526 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + "2021-11-05 16:10:50,958 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'Check weights DataArray includes lat dimension.'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/v5/66rvtx3s2ld04xj_pz7cgtd4001nnm/T/ipykernel_92384/1036211618.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_global\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxcdat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspatial_avg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"lon\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/xcdat.py\u001b[0m in \u001b[0;36mspatial_avg\u001b[0;34m(self, data_var, axis, weights, lat_bounds, lon_bounds)\u001b[0m\n\u001b[1;32m 43\u001b[0m ) -> xr.Dataset:\n\u001b[1;32m 44\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDatasetSpatialAverageAccessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mavg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m \u001b[0;31m# type: ignore\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/spatial_avg.py\u001b[0m in \u001b[0;36mavg\u001b[0;34m(self, data_var, axis, weights, lat_bounds, lon_bounds)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0mweights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_averager\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/spatial_avg.py\u001b[0m in \u001b[0;36m_validate_weights\u001b[0;34m(self, data_var, axis, weights)\u001b[0m\n\u001b[1;32m 616\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 617\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"lat\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlat_key\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 618\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Check weights DataArray includes {lat_key} dimension.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 620\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"lon\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlon_key\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'Check weights DataArray includes lat dimension.'" ] } ], @@ -609,8 +623,8 @@ }, { "cell_type": "code", - "execution_count": 163, - "id": "7e517df7", + "execution_count": 167, + "id": "9e84e18a", "metadata": {}, "outputs": [ { @@ -977,7 +991,7 @@ " comment: includes both liquid and solid phases\n", " units: kg m-2 s-1\n", " cell_methods: area: time: mean\n", - " history: 2020-05-01T02:38:15Z altered by CMOR: replaced missing va..." + " dtype='datetime64[ns]')
  • standard_name :
    precipitation_flux
    long_name :
    Precipitation
    comment :
    includes both liquid and solid phases
    units :
    kg m-2 s-1
    cell_methods :
    area: time: mean
    history :
    2020-05-01T02:38:15Z altered by CMOR: replaced missing value flag (-9999.9) and corresponding data with standard missing value (1e+20).
  • " ], "text/plain": [ "\n", @@ -1053,7 +1067,7 @@ " history: 2020-05-01T02:38:15Z altered by CMOR: replaced missing va..." ] }, - "execution_count": 163, + "execution_count": 167, "metadata": {}, "output_type": "execute_result" } @@ -1065,7 +1079,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8dc54e1a", + "id": "f34e5d93", "metadata": {}, "outputs": [], "source": [] From 0291e1094f37623be7371c43fe679429e774b4c7 Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 5 Nov 2021 16:33:17 -0700 Subject: [PATCH 6/9] fixing line number --- .../general_utils/Test_general_utils.ipynb | 56 +++++++++---------- 1 file changed, 28 insertions(+), 28 deletions(-) diff --git a/validation/general_utils/Test_general_utils.ipynb b/validation/general_utils/Test_general_utils.ipynb index de84fb7..46229fb 100644 --- a/validation/general_utils/Test_general_utils.ipynb +++ b/validation/general_utils/Test_general_utils.ipynb @@ -2,8 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, - "id": "229592ed", + "execution_count": null, + "id": "6db58fbb", "metadata": {}, "outputs": [], "source": [ @@ -12,8 +12,8 @@ }, { "cell_type": "code", - "execution_count": 153, - "id": "0ef9a398", + "execution_count": 187, + "id": "c3ace970", "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "728e04d9", + "id": "8856c803", "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ { "cell_type": "code", "execution_count": 118, - "id": "709ad0cd", + "id": "3728fa21", "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ { "cell_type": "code", "execution_count": 150, - "id": "c997ac9e", + "id": "f91ec2c6", "metadata": {}, "outputs": [ { @@ -71,7 +71,7 @@ { "cell_type": "code", "execution_count": 151, - "id": "4a2033e7", + "id": "a8ade0ef", "metadata": {}, "outputs": [ { @@ -94,7 +94,7 @@ { "cell_type": "code", "execution_count": 114, - "id": "25de0229", + "id": "800ae145", "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ { "cell_type": "code", "execution_count": 121, - "id": "15ee97db", + "id": "6c2b74ec", "metadata": {}, "outputs": [], "source": [ @@ -115,7 +115,7 @@ { "cell_type": "code", "execution_count": 122, - "id": "d29c0f69", + "id": "8181581a", "metadata": {}, "outputs": [], "source": [ @@ -125,7 +125,7 @@ { "cell_type": "code", "execution_count": 154, - "id": "4f862557", + "id": "f08607f1", "metadata": {}, "outputs": [], "source": [ @@ -135,7 +135,7 @@ { "cell_type": "code", "execution_count": 155, - "id": "f18cb25a", + "id": "3ca0c8f8", "metadata": {}, "outputs": [], "source": [ @@ -145,7 +145,7 @@ { "cell_type": "code", "execution_count": 168, - "id": "6563c967", + "id": "d046a8c5", "metadata": { "scrolled": true }, @@ -567,8 +567,8 @@ }, { "cell_type": "code", - "execution_count": 164, - "id": "1e327799", + "execution_count": 183, + "id": "77432ca8", "metadata": {}, "outputs": [], "source": [ @@ -581,8 +581,8 @@ }, { "cell_type": "code", - "execution_count": 165, - "id": "fe4914ef", + "execution_count": 184, + "id": "c0cc0ad8", "metadata": {}, "outputs": [], "source": [ @@ -591,15 +591,15 @@ }, { "cell_type": "code", - "execution_count": 166, - "id": "0c00bd77", + "execution_count": 185, + "id": "3b27480f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2021-11-05 16:10:50,958 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + "2021-11-05 16:20:15,796 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" ] }, { @@ -623,8 +623,8 @@ }, { "cell_type": "code", - "execution_count": 167, - "id": "9e84e18a", + "execution_count": 182, + "id": "135ba25a", "metadata": {}, "outputs": [ { @@ -991,7 +991,7 @@ " comment: includes both liquid and solid phases\n", " units: kg m-2 s-1\n", " cell_methods: area: time: mean\n", - " history: 2020-05-01T02:38:15Z altered by CMOR: replaced missing va..." + " dtype='datetime64[ns]')
  • standard_name :
    precipitation_flux
    long_name :
    Precipitation
    comment :
    includes both liquid and solid phases
    units :
    kg m-2 s-1
    cell_methods :
    area: time: mean
    history :
    2020-05-01T02:38:15Z altered by CMOR: replaced missing value flag (-9999.9) and corresponding data with standard missing value (1e+20).
  • " ], "text/plain": [ "\n", @@ -1067,7 +1067,7 @@ " history: 2020-05-01T02:38:15Z altered by CMOR: replaced missing va..." ] }, - "execution_count": 167, + "execution_count": 182, "metadata": {}, "output_type": "execute_result" } @@ -1079,7 +1079,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f34e5d93", + "id": "e30f60e7", "metadata": {}, "outputs": [], "source": [] From eb0705ce50d3eaa05cd0ebfdfffbec8b574a667b Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 5 Nov 2021 16:35:02 -0700 Subject: [PATCH 7/9] fixing line number --- tutorials/demo_open_dataset.ipynb | 1787 ------------------------ tutorials/demo_open_dataset_E3SM.ipynb | 929 ------------ 2 files changed, 2716 deletions(-) delete mode 100644 tutorials/demo_open_dataset.ipynb delete mode 100644 tutorials/demo_open_dataset_E3SM.ipynb diff --git a/tutorials/demo_open_dataset.ipynb b/tutorials/demo_open_dataset.ipynb deleted file mode 100644 index 6755a50..0000000 --- a/tutorials/demo_open_dataset.ipynb +++ /dev/null @@ -1,1787 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "6b1b28a4-12d6-4b3d-9ebb-836adb0b4118", - "metadata": {}, - "source": [ - "# XCDAT Demo: open dataset, subset, and land-sea mask\n", - "\n", - "In this document, CMIP model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", - "\n", - "Demo data used in this document is the time-series of surface temperature (ts) simulated by ACCESS1-0 model's historical simulation for [CMIP5](https://pcmdi.llnl.gov/mips/cmip5/), and the model's land fraction. Those data can be found from [ESGF](https://esgf-node.llnl.gov), and also included as a part of PCMDI Metrics Pacakage ([PMP](https://github.com/PCMDI/pcmdi_metrics))'s demo data that can be downloaded following this [PMP demo](https://github.com/PCMDI/pcmdi_metrics/blob/master/doc/jupyter/Demo/Demo_0_download_data.ipynb).\n", - "\n", - "To run this notebook, you will need [juyter lab notebook](https://jupyter.org/), xcdat and cartropy (optional) installed in your environment.\n", - "\n", - "Author: Jiwoo Lee (2021. 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "00614266-f53e-4b19-9899-36a31717f449", - "metadata": {}, - "outputs": [], - "source": [ - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "180af2eb-8047-4af6-a99f-b3838ee32920", - "metadata": {}, - "outputs": [], - "source": [ - "demo_data_dir = 'demo_data/CMIP5_demo_data'\n", - "demo_filename = 'ts_Amon_ACCESS1-0_historical_r1i1p1_185001-200512.nc'\n", - "demo_file = os.path.join(demo_data_dir, demo_filename)" - ] - }, - { - "cell_type": "markdown", - "id": "4891950c-edc4-4021-9368-6f2e874def77", - "metadata": {}, - "source": [ - "## 1. Open dataset using xcdat\n", - "\n", - "### 1.1 Load dataset into memory" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "dd409458-f046-45fc-8bcd-862452df863b", - "metadata": {}, - "outputs": [], - "source": [ - "import xcdat" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", - "metadata": {}, - "outputs": [], - "source": [ - "ds = xcdat.open_dataset(demo_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", - "metadata": {}, - "outputs": [], - "source": [ - "ts = ds.ts" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "246d08b0-e7c0-4b47-8885-27645f7d53db", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    " - ], - "text/plain": [ - "\n", - "[52116480 values with dtype=float32]\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n", - " * lat (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n", - " * lon (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n", - "Attributes:\n", - " standard_name: surface_temperature\n", - " long_name: Surface Temperature\n", - " comment: \"\"skin\"\" temperature (i.e., SST for open ocean)\n", - " units: K\n", - " cell_methods: time: mean\n", - " cell_measures: area: areacella\n", - " history: 2012-01-17T03:16:09Z altered by CMOR: replaced missing...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts" - ] - }, - { - "cell_type": "markdown", - "id": "1fbf6848-acf8-4c48-89a8-5c3943bba2b8", - "metadata": {}, - "source": [ - "### 1.2 Data quick check\n", - "\n", - "#### Check dimensions" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "5c4df434-e363-4c58-a136-a4491603e01c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1872, 145, 192)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.shape" - ] - }, - { - "cell_type": "markdown", - "id": "d6f0b979-87cf-48f8-9619-e32f646575be", - "metadata": {}, - "source": [ - "#### Field quick view -- plot data on the first time step" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "cc3f4941-672a-4727-8fcf-4f920c94a809", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Yf2ATqmaMLvpt+weRtgKRo6ICdbQ2AQpp8iFRiDUDtuHEFhFMiA5m5WhCke8UI5QC9RQppuSYho/JsKWgmwpKzMCIUE/c52rj+LT/wZI4QWANVKctuLRQ2oKaUR8AVGFx9WOmqDYnAIDT77SY3uMecDsCyl2OVND0LGF2zn02Y0ZxQCjcOwY9Q6RplCE30bVM9kGASEHAENtZUFEq0VGA9xl0CBD3PgRfBCPLsmYRXaUAKgh2nI4N7ai5BVlGuesFplUuhBhwE6FOQVEKSOGLUkBJSClKYl9AhIBQY+Ju92kwc/RVxE5n1Bfn7chtMpyyDdEnsGLSBpZTQsuS8eTxMnS1QRnF/aUCAACWoUKUkJ9YA40Ca8GeFiJPNYWwT6LS0TWAm8iZYyQRGwMaOeqHD6bu99BOUTiB8rQHAADXnnsW9bp/L3zk3Pqf7vi+KiDQVXXtvscB4BTNpBWYCBQopfk8CheeV+D5PCkeRQFac+8krU2AyRg8dooNaw32dBYXwj8BOKXAP2TJB5l8EKYkmIk7tlojVL7b4f/rBWMQEjccRPRsAP9R/PQQgH8KYBvAPwLwhP/965n5Z29u7wYMGDBgOexxJV3cwnhShQQz/ymAFwIAEWkA7wfwOgCfC+BfMfO/7N2YYpgNTzN1KYBeO917ljMDDu4uchXdEtg7uXlsgDKo3cCsJsznTitRU4XRVddwseesiuCsVgZJ6yZvGoRt4VRBgbSAqmz8rCuO5vF8SzUsDhYWilDcmXzeBMem03NLoIodXeShZ56Gq613ILrfi11E7doWhOp0idkpp2nqeXJiq5pBlpJm6ymk1J+UUcFELrJKRJUwC41P0HuqlqaSH7fQkEGKgrLWXWVWwiNE1DgHbWvwuvJOz6CJNq2Evo7irqQ2sb3NQmAVtrW0GY91/xU7SctW+3O3b9DQmUE8z/stqbjKm7ijEqQIbLyVYXSie5jBlmG9Zk9qDv3A/dh/+hl3TgOUe25fWxCqdcLVF90JANh87z5sGRzJCmCGnnlrdFqnsbAAGQNYmdyWO9ztQYqUUj4vQzE768RTWFTqaCXYkYqfAfeI2GYEm3iG6zUVqaVqHahOuV1m544nu8GCMIdeveMJx61EN30SgHcy83uo7QVaBQJIi4klzWGReiJiqIKhNtxLxutVCq1kxAnMN5faYAIVDGhv2ipGVYe4WoKeAmqeuhKZLoarKeVHuSqB8RXG2hPuhTATBTN2L4MZw5n4/oXXFWehem1RVPF3MdkW+wZ67r80vGpK+hYsZ/4LiWLmqK7ptrtGW1JiFcgJiBj4VfMSCspt1wfuelmlRClWgB1r6APjr1/DrLvzqbl1dJhsKvhxIqUThAYlikXDTYSyL10Zy00hICf3OKF3TPZoHBv7mH93UXEt52uBFDrVqTHICwU1KqD359kEHwV0bdzv4dhCC7rHUVHkJ1uGSI7z4al6w0Us0fZpVPefQXnN7WNHLhEtXK+eURQM156+kcbA+wHCs7h2ocb4gpv4uSTApMkehYoJeTSeg6ZliqYyJn6GZWA+BxUh0iqFIllNsCMV3wVLyBVCixjBVK0rVJuEygdp1Rsp4pEnx5cC98FgSdxKlez/LoAfF9+/hIjeQkQ/SERn2g4gopcT0RuJ6I1mZ69tlwEDBgy4IQg+iT5/Jxm3hCVBRCMAnwrg6/xP3wfgW+Duw7cA+A4An9c8jplfDeDVADB+2v25KhuUQJWcoCpaFLGF5DgOlgSn76kpVz4i1kgaWZhNt5+ea6jaUR0AnDM2Ju95jTlUNDgAxtcMDu4ITrlEU5F1GmLQ0uoxpXbIUUqR0qoBFeifmbMigkZe7NcLNZlaaz6JRLXQ73gIEcxYY7QbtNfkELQFoEDRWQxFYHDUNJWBi2Tx57AjBTsa+76amItRnR45K2QtnV9PG+sFR+1dJbpJqbyCqRJObCJY0nldqz6aPLkkzCwRS1oFkiVZEdnUuxR41qajAYsdETUk2yw1ZKIIB2uwtoAxKbqpNs5BDDjaiZKVReNxskasP86bh7y1geLiPshTPnZzDeaUT6wrFPQcsNodq2cqRhBZ7Z7RFOyhUV7z57PschSi411eOwFlCVrz98mYaPUyW1BVITwYrBTs2Fu0Y083LRliM/aWxIazIur18DtyC+hYQDC91iE42bglhASAvwbgzcz8GACE/wGAiL4fwH/t1YryQsH/ueM5CgeQ+57RGAgPp7Cb3YZIP1lLkMmyzIi+CzNm6Cmll0Dy8xowI2DkA0PWnjDYP59edlUnGonYmcrG5x6VBww98xPqhnsQa/8C6Iqhp27b+HIFcEqEWwCJlyqrK9R403S6fGJGuTNHsbv4NpqNAmTY8eZxMBgH923GPkbav3ZtRn/G3EL5ZC81cxmyYZsZ6+iXCCG3MfIJJIQ2ZYl1LvxXCAWVh6jKUtJZAJa8T4ATdjLskmhhIg/tSCxlG5ZtE7dL1YxiN/khMhqwLWTXpMmV5saFvgKAFTNxUeR+ACEwnIAQVOalK/54T3FduQb4EFgaFeCCnK8HgJ7bGAVnR05gBIrHjAh797nJfetduy7qqkto6qZ0DdfEYGOBiVekRjpSX1ZTRvexphRCTU7pqtbd+er1hmAgCN9Ye5cOC+cNG4TEzcJnQVBNRHQPMz/qv/4tAH/0pPRqwIABA5bgpFNJffCkCwkiWgfwlwG8Qvz87UT0Qjhh/e7GtiWNOWqJVLIeMropbM+DLPz/hKrSYB+NoQsDG53ajQeBCVS531RFoDopjWSR6J7aObSDRVCvu+QfFhoNhxh/4xzchWccyr0UeTS+YpzFIR3Rod9KRBqFTZ01amjBAR4uTZb9gHHtBw1dtlPsVq7SZ6ww6/7TU/eh2GMU+95JyuyookA5VCbuP35sN1ohAKDXxjCb3rFpLNTcxDLQru5O0tiapT440Cahm/K6w74E2FItWBPhOFbknK0QGqtIesySLpvOaoEsQVKev9lvm2hAWxCqU+MYJcRKRL1VZiEqKN4zpcAFUsIa2+QoDg7taB2Jz1rBFTgTlgtRGjeloR677D6WJTBJZTlsqWJgBDFAnMaULFB7TX5+ZoLRpYN430hrQIekv3wMUdXpedLa12tyVo8Z60hvhRppoRYZiTwb1s6SCQlzpnS/BcrWFr5ED3yAyzGAmVCxXr3jCceTLiSYeR/AucZvLzt0Q8RQhU+koxTRpIihfOypew/SA1IbhfncDYGZaYzfM8b4kts2PQ+sXXWfD+5m1KdMeskrwuiKDw+d+ofVbzJlzjJQnUzgSHFE+geo/YupjAulVf4FVHPJq8PVy28pWGfZ1aIyITu8ZZ+saGGoz2SsS9hrG0vkFE6MYgkwvODbGD8uAgdCKegmZdIIKpFltdXeDHp3mu/g27brI9SnfbKV4Sx0lzj5lZSxsONCVj+PtXuYQvHH8D1dk9UEM6bIZ9sCmFy2MVxYTujkTppHael8EouTvwZkYiUaiZWF9yPF+kIhtFQIOSUTBZsgAgoFViGjXqd6SEbUQwKQleC27OohNUNSTwcCn6H2vbZy6QqgtlA87sqIm/NbqLZG8RqoZqjQf06U6PyUxuhyKnZoR0XKMbTsBEMUWjr2jcoSfHYbdiPVfJLCXGZVSz+H1YR6nOhaLr0c9O+FWbfgICSK44luco7rgW4aMGDAgAGtGBzXJwpEgC5spJci86AsdLAqlEVtNPZ3fLTNB8YYX/JaaO00k6D5TS6ktjfeRyBTxG3zLUQtlHVeVVJVItiGvbnrnyPjNcvCK8x6xphcDsl0jHqSHjg7aqE0WpyAFnDJbYE6EMlVyjCostGpzZpSJAwQY/FjQ/EiGr8VJEwlTqUxYgd5sXwE4LRZRfECuFBicChFhPlzZgsQib6p3RlGu16zVZ56Cn1UKludTKFO3wlZ8pwZ66wqaNhmRr52VaDOZk6bD9SFzEMhYSWEdmVioTIpeVExYrlyNbMgmeMg6D2qOLtvemYTFeSTDmWp9Bjp5e8DmWDViCS02uT3COl80OT2C4lnkxGq82vJIqssilBSvjgnSrgD6qCC9haPLX1eS51U/TA+Ow9o6Pk6Jo8fxL6x4H7IpJtPI1FO5PQWqrs2Mdt2L5UZ585qW1IstV+vE2anXT9nZ4Fqk2E2QnamN9tD10oLNXbnVEVjXI6IwXF90kBwVBN8BJN/WrVKdBMAGKNg5+6BXLu8GAVT+xFxay34zwzIEuCTS0hCgoBqIx1fTF1URWhjdI0F3eMmUR0SZk0+2epZSoyygl6K1IgQPvGyleOFw8TkSjel44go0g6BykrXLB7wIk1SkV7KJsIgBAxQ5aGqsT4PXDQKzQPlYVzGU5gMUfpwTtcma0qTBXOKPgGB5MsnymGzn+BYJGmFyYpL5Yq+ycidcG5f+jyMExWUFuzT5KJ0fNdGO+xKxcdmBP3j1/yIZdWlDyIUe5QF+ITQZEp+Dxn1RZIfQ65YxE5Kf1QQyHUYF0H9heO0yvqRJQfKAnpw56Ka42xgC4XqjKP3+Nwaxo/upLYqg/IJV8TMro9gNkawIUlOPF7FAVDu1DDrbpuaCaFFXkiFFe7GI9gtR3VN79lAva4wOy0UpiLRefUaMA+C4ZyFXfel0QvGaHOOsTb+8hmWCcZnnFubsv2p6Zi7DphjSKYjogmAXwMwhrsL/4mZ/xkRnYUrW/QgnG/2M5n5sj/m6wB8PpwH8UuZ+Q3X3ZEO3P5icMCAAQNuABiEiotefyswA/ASZn4BXJmiv0pEHwvgawH8EjM/E8Av+e8goufCJR8/D8BfBfC9vqzRDcFtY0kQOIte0t56UIqjs9pYwvSJdUwe98k5I+dYdjsC1QRRaSz20zZdwTslF8/Lym2P9AM7LcqdADATEnWG3DZbeg1SpfwKCiWJYhXL5MBsW086VYv1FIHYh22yCLggWG8SkLFJk2b2JUMSjRHHMpTsiNdI0HFBIptTGUQugctHGBGQkraMyawA1Arw6xKHyqVcBI+7TesjB4d2HO+k+bLWyRoBYCc6WhK2JHCpsvsUKDzWwGjHRuuAfYAP4BMEK073zSvnWlSykGMjK/s2o864oPRMIT0XzaADqlNpE9SNMRdjZktqlGdhUKjHpHz9LR0sNRXHnjWcFdJGyzVgNkY+giw8bwTjKaVyt3YVWQVNaSdu4PSlPdSnJym5rkB0HM+3gf1rI0wuek3fMGgvvAgEFBrmPhevcnDPOuq1EJXk6KVqy1sLp11JDQAwa7klbDeERbuvMasmoLPuJha6RqFsnAeYKZbQiFGL14njclyzy470NaZR+j8G8GkAPtH//sMAfgXA1/jff4KZZwDeRUTvAPDRAH7rujvTgttGSAApo1ori0KHiCaOZua8KlBc1VlGdKBU6g2GPT+P5j29dxTLgYN8ET+/r6qQhf3BAjoE9BSQ7EQ2YanaT+IhfJbYZS8DfiW8FLmRCSRGI/lLTBqFC/2LUTAyG7tmcM0x5E8ZX4NKNt0SDcVohNVaFuGoCih0opisdXzygXe0zOd5Y2F9AL8vzcKgltnaAFzqJEyNcfcl9EFTFAw8KmBHOmWAlyoKOm6ErobidAAw3yLsn1co9zwtpwjWT2hm7N7ItUth3EI/FmkJVn4C1mlCjaBEKQLpPoS+ZJN9wSn8uWLoykaFQSbyuezv9B0WiXZUqUy42xdR0JK14JHITpf3OfiVPNWnDzxl55tStfUrByL5sKRvxwuJ6bPPubDTNXfg7r2Eg7t9NNO6xfS8wl2/4/bdfDiFuXKhYE9NsPsUN/sf3KFifbN6AszOAfVpPxgji42zbiU8RewUvQN349b+bC2FYM+B6R2M4o6kHLruJv9NKkd/PAQKgw5DN50nojeK76/2FSN8P0kDeBOAZwD4Hmb+HSK6K+SLMfOjRHSn3/0+AL8t2nqf/+2G4LYSEgMGDBhwM3EIx/UFZv7Iro3MbAC8kIi2AbyOiD50SVttkun4HC0N3DZCwlmwyWmlhRft2tR5kquHN0GKs1yCetPvt1W7yKiLTkuxYmSC9hhoBLk4EHsnb+c6PCpZAK40FEH7QB09F+chR03ExCEgi7FnoNVxHf2a/oMqxGe/bnXQbC2LNn3pizYfXsjLkPkVce1tRSCtoabOYqBp5RafKQN3IxpU5MpDhMgVqflaCxRFbsnIbcxgT03Z9TLV7xHVSd3/wsGvnfM5aOx2RFkiVohiAoIDGrEtJmB6xm0rps5aDFE0ckU9+EqjIaeCVbqHxClKDvCLU0UHN8AkaoUV4j4rcuMtysbLwIjQdjh/gC3I1Q0Liw7VVlg4CnKlPmak0ikThcnFKkV6jVzgQxir+SmN2gdfqLrE+uM1ymuhDAtiJJ0ZK8y3CHv3uOP27zeAp4BIWfAGcOm5zgE+2h1hLCLW5ttjVL7+WT1GXOBrfkcNfXqOO0+7vBslglCMVX5pbPcsTJ82j+9EsVZheyuVHueGhm9F5EeYJ64XzDj2EFhmvkJEvwLna3gsVJ8gonsAPO53ex+AB8Rh9wN45Fg7InD7CAkwRtrAglAqix0vGPYe24A68Jx8BRcu6h+s+fka421HkxijUO+WiRkpEy9MXkjEcuAKSW6LiVd0xm1S6XP2PWaJippP3ueRVmqT7bQoDmISkUuKWpsmJlOSo5hiFE0SdMq0ROJwarOZaBXXfagYqtZQE59MuKfd+IoIp1iXx7LPnk1URaSNtHaTm0zwCnz6mvNT1D6hikVRN1u4UNUQIuxq9qTP1YbC3r1hcBApQ1vkY2pHgEyWtUUSGnrqlm4NNIosvGhLghmJpC2R7AUAxT5Dx+qSvhNyfONzw9k9NCOCiuGrnJL1yNNXIam6RKKCmGFh0/NHKmkNxlUeqNc8NXR+HGuAKcPYu3cUr0nPOUZtAcDkYp0SC0uFqw+VIB/nvfaEwfRMGrjZNnBwj+/AhgGFSELfjdlT3Utz+dIIp7UTGKpiXybfC5f7GPUZN/jn77kKJceMkk8xLMhydtPRT9jcz0p1Z4sehrHlRO2GPumFF/aoINhWpf6QrRDdAaDyAmINwEsB/AsArwfwOQC+zf//M/6Q1wN4DRF9J4B7ATwTwO9ed0c6cNsIiQEDBgy4mWAA89WRS31wD4Af9n4JBeC1zPxfiei3ALyWiD4fwHsB/G0AYOa3EdFrAfwxgBrAF3u66obg9hES3geq4czTvSuuGqU60FF7DhqYmXjNemSjdkHEoErBFiHyKEW/qMrVaDITf65Z7riWTuXMwRz+57SvpWQtWNUgFwWtwVLrDM1JTb95+cKyCY5csoA1ruRH+I4y7J+07XA8ySgdeQ5SyRlbMfScQD76xUwK6GkNvefpJ5NKbUTnaKjDsz5KZTG0q2OVynsAGKm47drTRrj2YKKG7vhDTyVO3drc4RwH53XUpK88i1BtGyBEfNXiIiyg5oTCK6GqQgxaCOXcrbc66nWKAQnh/MFysYUrgRLWDc9Kwe95R7M/hxkBxYGKbTTHO9JiZWjLj5sMLvBGhZVO7xikwFCKYp0ntwqiPAFjet511Iwp1hBzZecTvRSSBsN4bV6tIiXKRGAqMT3nrmPvHp1RsXYMcNnCg4a++gCSa88xmJ11Bxa7wNoFxjSsIX/K4MxdrlQys1t/oRDafqy9Fr6LiKXwHDPnWr3ixT4dZS2zZWDQsSw6xMxvAfCilt8vwi3G1nbMqwC86rpP3gO3j5DwSKZpiGLhODGyBuzIgkd+n5piJqsuLOjcFNW+L1F8oBPvXXi6Ipj8mlLkk83N3Mw3EWhQKTSEkCAlfATccnwXZJvheziF9DsYL+zC5MPNfTn3c0RJh0xgkYiocYlnea6XLcoY8aLmJk5aam5clI2ng+rNEtavxFetu4iW8WU3+c9PaxS+/Lk+MLjy7MTtq33g2gMhzFVj90ELDkXaNitwHSbXQOZ7H0w2aARTE+qZD+28orPoNSag2nJfzZqjFsP2YkpZ6Kwtgf37/EQ1spicd1z4zCiYWsFe9dE379dYuxD4LTeOxSw8l5TfC1GsLlueFkKgw9+XIASNi16L99ck/1NYzyH4YPQ8KQFxHQgpQwuKY2rGOlMYxldqzE67a9LGra4IANWmK0pJcz9RryMvnsdImeLrNWZPdTd0tlOgOqUwP+sF/1YVn/vaqlTaHymUXX4OdJQlQlge1cI9k2HSDnXa2hLnmv6K68FQu2nAgAEDBrSCAdihdtPJxaltZ/NfMxuYnHbO6brWsAdFVML12GA0cjwAM1DPi6Shjy3gNVS2TpMMtI0lJErFCioByCNhgNxx7amotF50shxcUlb39XRWEmhYFYykgZOvFSUT9rLkPUF5MJBVGiUj910sfx01VhOSy7x2N0oVPV0fhGNRAVef6qvujl0fpmc9bTVKmrQrEy2cxaM0xteeacGn02pNRAwa5QNFqmWwGEABWL928rxkUKCjDGURRe660pfyGsWghXodsE87wNrE/aDFuUalTxzzUTbzuwpce4czTyaPE5TxyZXwVko4hacsQznypuXgLyu7DsBpzariWIuIDCdqsWaQZYyvuYeqHtMiDSpPUyQN20xUZkmAkwVEhlEceItvTqjWFPTUW4pMKMd1bJoB1JW3ACuVrOSNGrNJCkbY3DxI57YKgI333liVkmGZUKpEvSswbAcHq4gzK8RYhamvuTMpahwPTv7SpH1wWwoJZsLYPwjn7rqW/X6lXk8Uk7bZA+hKHAW6CnF02LKrmx8eRI00u1tn9kYKVVAzci2D1AnkwkDum1EMzWvqbk/u68JX0zEkEgalkHChmulFzTh4X+gwTBTFVBS4CxnHcV+GmtsYvsllqhlkSwWUCvWWo/B27ylSoho7Ci9GGHESEmbifi989fGN9wsBotzOkUYgND63DJ6A1l4pKAi2DgOFGMocv4tj5roAtp1Q4Fqh9OXoATdRy1XztFi/ZDyqMX7uZQDAlVOnsf5w8o8VU6SQ6rG7L8GXJJUOEtnz6Uf/n3HUUcgMJ0OwwXdUULxXbtworgNhGlSXS/RL56g2VFwfJFCUo53QkKxFxtBzFVcwrLcVah+2PBpXbqIeu+NsmWKW2LrnblwGBS3VVXIhrgrMofx5Gs+RNtAjG6OTmCm9v77t8F0rm1FN1w7GmE09ZXZalLW/DgyWxIABAwYM6MSw6NAJAyE5qoxVaUEuZuzPnQYxGVVYW09lI3LHltdmsqgeobqrRH84kz9QFQBTKtdMzlpO+zX7KRyU4TuAuEYvyWOFlUHSYmi2K53MYntTyeGgaYttycmdqtOqml3sfKA/hEM0ltEQyWzuIH/9lYUdqfjbbLvE/l2hRHROdzEhRoyZSapzZEuAKsLmw+67njPmvpYPT4y3FkJ3WHzOr7fptMxSP4gXVygLtX0MgQ3F7+qOKbRfqCYsYhUNSasaBl5woeaW6tkHruDa1XPROmKFON5g+IWy0rbU9cZFyedAe+d1GHvrSq+4fjk6LcZx1MmqkG0BjioM5dEXBsvnc6RrpOArBghYf9yi2vLXe1Wj9mPKDIzGdazAXBaLEZqpZEaKEgpWhahOHtsotIXltIa6VjY6rhVxZqCH/IrMke0jrfSxVoEdLIkTBMdBWm+CyodDZlhORqlqW8jgDJ/lhOPohxTtw0pMMgQXNQUA7Apzc3jwDGXhsW1RSCn5qUGjSB+FnFBNfnyzbHhGYatEY8QS5y1URZiIIv1kUoaxnjs+W2ZDK1GKHMxgnzBXe4EQwzAZMczV+LpKaxc8L76WynHbwgnkUFa92kjUk1lzockhZNktTem7P7LZkrQL6BAMoYZXOI6kNPUI/DnXCqo0KEYhe1gkdCEXDBKMMOH5c4oCe4oY+hk7qPw56D3rGHkmVM0Bt+Ka6HeDkkx0X+q2Mp7qDAJfJP0pQ4AWdBUlPwP5rHBt0wNVr1FUCgDxXIa6US1UZ3hmJxdjr3Ggvc8JwJyB0cT7KNoS2ATFxFJI5KcR8opQGx33Hek6+h0sKPPlKK8sHlRuUMdlHQXV7lQ6sY4OBo4lme5Wx20kJAYMGDDgZmJYme5EwbLC3nyEtdJZCkHzmxuNeeUuc/9AoyhM1ETqOjmjWSxK0gQFczs8D9Jy9qxEDLJQybHHyLWwBWe0oE1WKiQN57SStJRCRgFEqs3TGbHkNSdt1RYAi6gkMslacNeRtH5oilVglXHbjLcgwsphqgoWBYsoJUK5Z2K7eq5iaQjD8OtKu33rTQv2Tk6MLDDTcc3nah3YfdE0DpO0+ABp4S3q9wsObqERh231vAApmyJzxovRL/E5aXyXFs2qWzgua6yN3c24cmqMwpeLkdZfaCjSgSbla8RLDFSXdhRVtAaRkhNNGfZNvYrlPApkz5MZueciljAR9a9CraauGl+2TFxUuQNUG57uWlOwhYa13hoTK+rF47OSGvn4xj4TpxwKo2BFhJNWFoX38muysaJywJXpGDP/7p9en0arY//gGC2JY8y5uFVx2wgJZmA2LzApnAkawt32pqOU0AMXBpvK9hOaoXMR8mfF3s8Q+Pjkg3Cxi5TmHhndpMSM1Gyz7Xs4Hr6N8J5q95nCZKEA+M/KuNX0WiMBFaAPBFWkCKUPZTQTlwgVImr0jFGth+xgN9HLAniy8KCqhbDRrsZR4RlhVoCaszhORZkqKTTr/S+xnQ2TfATEwMji6tO9QLmzymgjKQjj/kjbl2bWtmwrRvXSCb6NWuoSDlmtocbvkpc/99TLuFCeBgCMnihdKXpBL8bnINT78iexKikIcV0L8ZzIScsKYSCfS7Kc+R9CmfqQeCe7TzVQzMQYcCpoyL4gZe39SqyQFCnlBLKJa19wr7SzKO9liPOCr2nxOEUMI+hE5ztibK651PFRUUfqSevjqd3kFh0aHNc3HET0bgA7cPp5zcwfuWzZvgEDBgy4VTCscX3z8JeY+YL4Hpbt+zYi+lr//WuWNUDEWBtX0Mpibz7CbL54acF5KSkmZFZFR+ML0URtJoDf1PLMBIdhXG2tg36S+QfNtuNiN3D/y8Ar6YDWM0D79X+U4ViDJ1xILF3NrmZP1OzL1PdqU8FqxKSpcl9QSIqy9Z/Zp0UYX9tIzwGzlqiKcF0AMN9SKb+i9pVYA63SpN4KC3OHM5dIxrwvUfmD1pnRGtICae7fOLaTbuw+5ULby6yYprubRj5vYexqUcUcEp2oHzLIS2gIxVX5kjDZMxPXJReUExr7+Ci+mKxY+PYFC5PfJ8qOj8EHI29J+pXjpk+bg66FlQfZMa0mBB+QuNdLaMHG9+YSAIWyGPkcqFKZaLVZzuksRYxz63vZ9kA9BcrveuFKhQ9005OFTwPwif7zDyMt29eJQlmcWdvHE7ubPhlHktbuP7bkFkQPUTMmffZp1PnMLaIvSAgUiWapbkAICkJekwccX1C3o2xo8Xs21zUiCOOE4tsPS2+6Anxpm55xWu/AQtT2cS94SGBlhbR0qhdIoaidcFVAVUG4JGEjS6JbnVbJC+GZ4fp3HiBMLvm+1G4Si+c3FOmm+LJH+gkLkKunLiDzV3DXps6J6TBoCggZVr0sBFcRY+u0u2k7ewWgFBDuW51HyLlsbPedCWnZ1TpXLLKIOHb7SZoodsf6bUFI+NqjWYh36Ge9+OwFoXBwfw3WHIUdmMAh+9vfO+vpJlMDKEK0WPd9yKPPnN8hZLWPtEGhDcY+IbJQy2mjQtlMSGyOncbURgceFR8MPolbwVZiAD9PRG8iopf737Jl+wDc2XYgEb2ciN5IRG+cXz1o22XAgAEDbghcFVjV6+8k41awJD6emR/x67f+AhH9Sd8D/RqxrwaA9Wfey0/sbi5ESVijojZja8pi5dkq8Nw71kzgbXKqBPA/NTV9CXlc9runiKTCk6qTLxguC00Ka0GWrSAk7VFPGWqerJOwjrY7gbMiJKVUnU4RNcUBo/SL09tRojusduWyWVgHkyueGhk52ixebXBkhnEfA9qv4a2n1jlI/c7zU4kyswVQhqXfAVBF6WkUlhjQQ8MX97xNK43f5edDWBGrSkyrhuUgteGwTYEXqpKeWnO8oL2HsPfopggigAijcs9mWMeJTLIkQnXjaFWK1fYAxBX34nWI6sC2BDhUR/ZU30JtJ/i6WVXeRuUtCX2qSosMAah2RrHcOM8VMDHxOkylfNkbZ0kobWONLUKu3WfjpjiW2Cm1gSaLkch7Cpq8aiTPxd98B6TVMauPb9r7oK/dRESv79HGJWb+B0ftADM/4v9/nIheB+Cj0b1s30pYJlirYmKUmWlwnSQ5ac59EuHhtD5kJpYY9xMXgBjGGkIILRZZqWb2rkCcUhk+c9u307ZMSKBRTE4puf6K6/R3rjSAPrBxggnJboCLVhlfZXFMCjkN1xCFzYyjUNJwCXUyAiasOVCvOb9K6Jvyy14mnwTHycZM3DoUIUqpOlcjPHJcMOoNwI59/45J2WJBqzBE8pzf3iVEmoKgSUksFyLt7eTUEzojn7bXDzA7W6C+7MKEbEMhUVWajFzJb3ny9CwQJSEcJ31BbcZoNVc/MfoWQvRcQDM0W/pEiAE7ChO4zXxAo1NzqDNe6TAKpko3VfoCQyxgEgR2YdxClvWkqCO95EJe2ymmpoCQv4f/wxoVe8ek2TMItb11o5uI6C09dnuCmVvXrAhYJVI/BMA/XNYPAN/ToyPtBxNtAFDMvOM//xUA34zuZfsGDBgw4JbBLZ5xrQH89SXbCW6uXYpVQuIbmPlXl+1ARN+06iRLcBeA15FTIwoAr2Hm/05Ev4eWZfv6wFpCXSuYeajxoFL8vYgIiv2XFgAhqkyybDbg6SgWnwOaZaml2a5FOWoPJkStmazoEmMhuikoKVF5ovR7sAj0nLI6S6wpltMI+QzVWoowCQvGAM6xfHDOl4mwjNJHM7m1sZNW6iqU+mNqBtvkcI6L2QSDwIjIJwL271E4eI6jVYqCYXyZBjbee5lZcuhGz3dRaqREnFkQbU7msE3+v6xNoNvx2TxeRjMFOkSWupYTzGhUo5LPaaSGkvUKOLpPiRwZEvfJlfv2bRdwz5nIt4jVXVoUaRd84J+hhgWSXRZTtJrNXIMUQ5e+PlNZowg5CKWrnmvDapAmcV9KW0zGFSY+8VWWWw/WgI6WRBXpJUkfNccvQFoOzWiyYIVslPOF446CExDd9Apmfs+yHYjoi1Y1slRIMPNrVzXQZ58lx/45gBe0/N65bF93W67+kmUChzpMALhI4ZN6ZPD0uy7EB/Gdj9wBK6iokAAEIK4lEX5nBVFLiPNJi8U2lW/jQrTJlL9w8mUMyU4cd42cs2nQAeBUHM6Ubq2Acj/QZGlpTzAw21Ix7HV81WJ2yhdjm7vJvtx3L870jEK9niYkpnwykZOUnqc6T6wcFSVrUIV50JTAtefPUY5TDSQzc3GWauQK9cVJrWrMXB3v3oJ/oEnpiDpLSkTGuO3dVFNXAlxAe7Wmw/krpKBSxNnSm2VhQL5WFOoiCYeaskJ9she2hFsjI9A/c0r1r8acaFIgf9YAWYcQVPt7HYrzSUHLyDOjlY0RTDzTmJyZivLcHIWEZXIFDsM5VBLY65M5To2nKHUb34pYfw3wEUqdzkBk0UvyHhaUU1NBSAPAOh1PCKw77y3tlF7r2kBE/4KZv4aZf31VI708OET0LABfDeCp8hhmfkmf4wcMGDDgdsNxrXF9A/E9RPQVzPzfwg9EpAD8IIC7+zbS183/kwD+LYDvR1656JZCyIE4fWo/amwPnb4UNYi3X7gTBVmsezP3zJk9XL7iQjXshnHa1Vw423wtIVIMkAKHK7dI6lbUvgLfwskKWTPgSgFBK2R2VWL9MfUIKPbDttyBKE3+oNlHimeGtFC9L5lx9SG38+RCsgD0nME60U3rF0wsvWALoJ6oWKpb5jpEh3qgt4SyZEtHayjv1Delc2bHy6/c6m0AcPn5BuVGhcLHx1smqKvhkSuAu6YxGCAPPUJWn0kuJBQ18RAZIzTUYDmEsgulMqKCKDJY0GJy2xJaaYFKarE8mhNG83ip3UpHa+1L24doH2ZEmnKhArBiQNRVqk4lzZ5qkbAmLVL5QxtC9VlBMSXOELATg7vuv+x21Qa73hpcK2sYm4rcETHKhvYernFSzHBmza0WuVnMUSgTtfCaVV5OpBGh1DURW1FiXNJMQKKWpiZNcXFt7GP0I9ziPom/AuC/E9GYmX+aiCYA/hOAqwA+pW8jfYVEzczfd4RO3jQwE4xRIMV4+vZFjHxEhAJjt3YE/gOnr+Dhq9v4kPMuWOo5Zx/HlQ1nkf3ZY3eiOijSC8eUlsFUDBQMeO4VUx8eAvjoD1HLyRLYJxe5pTUNMIt1l7PJWNbBCdyvLAUj114opmntBVlSWlU+tNS3Od+CWBcC2Ypz9URFIaGn7NZtCJFTIpkq1G2K84ROYZe2BIp9wHhDdj4i6DlQ+b7tPc1EP025PXP0j/8+2yuh73H5LIEWCmGYdaVjdm4Y1zD+qkEZkUpLUxbaxu1aWWhK2+TylWHNgkCd6BYKo5mxu+r3JpbFuShfyj5OYmRhvVSKaykEacxIykIBUMWwIRtaJHWqKqcEeZKcXAws8kZCAWleRvabTTwgEzA5e4CNUUpEC+9WM0OdiKP/wDKhMmlEtkYzbI/cvQ/RSpV3us2tzmibplBojlNAW8hrIZx6U1PgXRfOAciLeaqmH/GIYOCWjm5i5ncT0UsBvMGnGLwMwO8w81cepp1VIbBn/cf/4h0crwMQCz0w86XDdXvAgAEDbhPwrU03EdGH+4//BMCPAPgFAP8h/M7Mb+7TzipL4k3I9Bp8tdjGAB7q2+EbDnIawgvueQSFyhmxuddo7lzbwanRFO/dOQMAeMrWZdyz7lZ+ee/4DEytQN7JamsVS3YQMZhspEa4EGsHB8e0d4CTTVo3jAKNDNhbIMzKLwST+hY06bBOtlwrW4dchJkrw7z5iNt47QEVy3CMrvlIEx/tFOotAd4a0AzjK7hW64Ryj2M/7TxRQ7ZARvmYMlk1diSqtZYumarw9aFCPsfMDSm27tlBHZIXmVxsu3BQ3nP2KgCnTVZGR22yMhq116SNzZMemyBCjBIqtI0WQ4hoaTvOsMoWpVkGmQDnztfPklgVp6+IMVIpUqcWq6op4piYxqRhJ6F4EgN7Omn5iuNzOT/NKHYV6rNes9fcoNcaFVQbOSPpd2RlxZk5WnGnzu3hvtNXMw09YKRN9rtq7GNZxXdxTVcYiUw/y5TlxlhOiwfF7b6NaDk1xr5J9YyUiX0IlkmMGeFUgud4asCGILRbV0gA+A7x+S1w0aThNwbQy6e8KrrpaQBARBNmnsptnt+6ZTDSNR44exkTv3hCl4Sf6ApnJ44bff/eaTz9lKsreG5jD/Na495tN4ldna7h8mXnr2BLzq8Q1kyYquhXoJpQ7GjUWw0iHwA0Q5cGdstzoZV2FFPwURiKgkcdKEcf+Le6qJxgABy9M75mMT3jzr/5aBJS1Rplk/j4io3keigFHhLd5ltA6S4drIF6La34lkVk6eDrcN/NmOMLrZ+6B1jCwVUnlcaPFWACRs9247Y2qjCr3cRvrUJZmLhwvZ0VceI9P9mDZRU54zYeOk4UoDihtqHPxK24m9tua091CIbDCgl5XJdPAgDGRY3Runt2pzO94KNh+VkkzNXbJj2LBSPsSZmDwVF3XQUM426BQSXGeNNxlk/dvoyRNpn/JrxjY12jaM0ITdccaD2puFkmVNBQHASojW4W6/0TMWqpMU6SllLgbJIuVOpnjfw+6sLCeEXuuEqFh2u5VcHMf+k42ukbv/WbPX8bMGDAgA8KMJLzfNXfkwFBN13XPqt8EncDuA/AGhG9CEm/OQVgvUc/bxqIcnNTrul+auRr5LBCqUzU5s6MD1D6/e/ZuIaLexvR8TbSBqrwGnBwennaiPY01MxbAz4JTE89VbKWijORstCFhQrJR+Rq2MSuaY6WhAVAViVKwCRqaP0Jg917i0glmdItGgTAl/ROTu7Lz9YYX3Gfw/7Tc/58nGghM/aUk3gCYl6b9uUyQt8mHLXMs+sHqKzGul/M5ao5DdaMe9fdGJfapNwHndfZKTfnOOcjXDaKOQxT1DBrq8W9a9AKTFGDtEyZZbHg5Fzh9Fyl7Wf/N8pHrETUhvOIm/BZxvxLDVgR49R4GhfF4dOE+b438UQ0HOCj8EKEGAEwAIX1v1X+7IER178GHI0Uu5p80wB7J3RYpVAz7jjlCmttljNsFbPs3rRZB23QjXGr4j3Lo5k0cUxKc+eRnUZmVSkyjXuo4nEZ9QU33mGhJ2UTDak7SnscFrzCwr0F8ENE9IloYRgFfgDAi5Y1sson8ckA/gGA++G4rHCyawC+vkcnbxpKMrhzbSdO+hm8eayJsVePIi+8Xsziy7pRzHHv6avY9NmYI2Vwdd8xakYrGKNi9I3dRqwHRSObJ8HViUNlS7BGQXnzli1c9FOgmxSnmZkYZsNC7y0+dPrAYut9Na494G5XccAY7SSBwTrVZCr3BE1UEw7uFFFSBij23Od6za1aF6z3et0l4gGAnhLMhMHBLCfE6K0nHj+Nc3dei5Pd9v1XceXCJox/WU6Np8nkZ4WCLC7tO31Ca4szo30/vmHZSbdvRbaV0w7nl5x1bXWDz6bsc0ZdNSZlS4vb4vfGpN4UGn3RpM7CuVyb7jrmQjoHX8W5dXdz5pWG8Uuo2kqBT9sUqWQoZTxv+CRFnSb38Kw1I3gyHw/B0Z7BxxaSPEPkVWnw1K3LAIDzo11s5ouSwPQgIBJV6JUnIeibRfEUUuSVYYIiG/dVlBSUiIbQAFy0WKlMEjbsQpyDkCjYYuzfi3s2r+HtK6+gH25xn8RpOL/ysk4+saqRVT6JHyaiHwXwWcz8Y4fr34ABAwbcxuBb3ifx4HG0szJPgpktEb0CwC0tJIicVvrYdAsPX9uOv2uysVTAM05fwJnRfkpiYp3VXrlzshs1vPXRHB//wLsAAFfna1DE2K+dKrJeVHjz++7353VaUIicqKaFS6ADAKNQTQtRmpxyB7FYe5sAqH3lyn4DLlHKLyp/cGeJ8VWD8bVARTGmZ72mVbkKrpvvc5rn5ImDSBs88VGnMb4MzLdjk9HiWHsCUHPAV9fAfJsbUVdJu4NBps2NtEkVPclAjw3WvQU20XU0+y9N13FhdxPTq84iu/vey1jzhYdcMlWKcCkoJVcFWD9uRha8Yk8thH04jWmzNEMb2iikNpop3344eiJpwY2yEMLRKs8RHLgTH842KtP4mkJFixRwdKU9LaKUiKMlUZQmWhChsqqVz1hMSPS/By4qOJD9see29nDn2EVNnC4OUJKJCXMWFPvrrjWfJKWVYaHi+1Vb3ausdqKo5NiFc4k8kgZKZVCQgQrnV8A6MZ5//pF47GHv4yoEn8Ttjr7JdL9ARF8Ft+70XvjxVsqTmJoCf3b1DlzZX4OxKoZdFgWyEEkJaeaGUMw2XjxQJOfGjqe9PF9PiV7kMnxjjR7FmO95brlWLofJJ+ipIvgmwpJg6QFjSyh3KS49Oj8N7D/oJtT5u0usPVHg1LvdRGzHCtaHtU4u1qjXFNh/379vHaMr7rj1xw2sJhQHQdhQDJ0dX2XUE0qJd3OKEVpm4qKt9DT4XZCW07x/GpOhAGC/GuHc9i7OTFzDtVV4Yn8TAPDEhS2M1ivc/4CLIHvm6Scijx0mg9In8FsoGFGHx7JKdBABtmPul1FCywREG3W0WIDPLuwf9mvzk3Si5RkKbdfxOUtthhXUJn7dhDNr+7imnGANqyxWPmKsUjoVr8QixRTolfBMtlFfrpw+QYVlddnVXQoF9z7s7CORYhqrqnd9IgOV0UymQf0FX0YQFjJcdaE+U+vwimqFDaR75BMpQdCUop12TImpz0Y9Tj/CICQSPs///8XiN8atlCcxYMCAATcRJ6B207Ggl5AI+RK3MmqjcGFnI1b0tF5bqC2jFJEtGhy1WEMsNDsXVVEgVbGMVFTjObgyX4saW20UrCUUpfs+GVUZ9QTEtAVov0/Q/EyVVs2DYuipy4kAgP2n1ii3nJpffdgc5s82MNp1Fkq5a+IiQDsPlCAD6FAqXAFXHnLnnVxmFLNUArx8N4v1t12JEF+xxEUzhQSumoAKqdonp0D9sbZZ9c4JKmyU86idvefKGezuOo3trjuu4ZnbT2CrdObRWNUoKVkObtyDdotONMsxS42xTQuNbcoIoobjuLn/MoqpGaXTF81+WVCk0Fw0jqdioLLS1neu7WG9cFr9pem6t4wX+81MUCpZElrbmAMwKeqlNZCMomjFuZIhjGduOx/mHaNdbHmTVpHFjFUcS9Mon5HRS0zxvi6MhXBGa2HBu23NiCWgrZ65IkfXaf8MNZ8L2W7hr+3izFm1D+9sY3/u3h9zjJaE6WllPZkgtxbDZwN4iJm/mYieAuBuZv7dPsf3rQJbAvhCAJ/gf/oVAP+OmY+v5u4xQAs+ViLUkHlk/xSuFGt4YMNFbmgwQtW8g6rEbj3GtqeWgDQ5NF/2s+N9vF+dBuDq5DNTFEpaW2xtuBdsl8bORxFYk0AxqPTdGD8Ra4v9ZzHG7/XxjGOL0cjRD2vjCrvPtbh2sAUAOPVuhY3H3LYrTy9c7zxxWxwApaeU5luEg/MUCwPW60DpEsyhauDgDqDyiX58fpYyytmF4obV7sgw5mfcfvMr63jK9mXU/uUY6xqnylmMVtrdGOEv3Ot8OWNVY6zqlNAEi8pnglVWZROXEVqZFfx3+C4T6yRkyOQyzrkpCNqEQPJX2IVjm+gTStuEDPMtKPljAosi+3Z27J7DqSlQWZ2F8KZaT5SVRi+0iSHHWlkUjaTArqU9iRjPPv04zpWOSd7SU4w9vziz5cJEmO7ZYhiyCsIbqkW4yhDVPDFO7mtAMWppsf086k3eM0U2CRcCDkyJR/fdO3NQFVE4NIs9HhV8izuuBb4XbvBfAreo2w6AnwLwUX0O7ks3fR9crcjv9d9f5n9btmrdgAEDBtzWWJrFfuvgY5j5w4no9wGAmS8Theya1egrJD6KmV8gvv8PIvrDw/TyZiNYFUQc6ZHKauzMFd5e3QUAePqpizHaZrceY7caxTpP2+ODGKVTKoPKasx85NPUlAtx6HFFLSBqc1sbU+xggmrmjqsrDV2kWkZlaVB6CspaQlVYVM/w24oUlaXAOLNxgAsvcJrQNWxg41Gf3/Goxc79KtaLOthAdH6fetiCFcXSG/NThL373OfJRaA6zeC7/apxZSpbYA3BrFvQLNWjClAXS4yeblBwouXWi1nMT/nQ7Q/glPeOl41kKzmGzjpITsza6gUrwTQ0XwApskXsWlC9uF/87qmYaEm0O6c1FqmoLosgj6jKtewua8aG1Zik7zVYEDo5lJvnPTWaYW50tNyApAnXRmeJYVqlZ92V7TbZwjsLlkSwQMjiVDHFpi/Itamn0eIzcMmLMbppSX2q7DcYH23mz92wLFw+xGIynmVaaWWEgZMjX1IIHkllja/M11H793lzPI8lzo9vYj8xPomKiGLpaiK6A9KsW4G+QsIQ0dOZ+Z3+JA/hFltXQinG2qhC7VenC+F+a2VixMLLHaIs3rVzFnevu1C/2irUVkVqqmYVQxLn1hWfCzzxtfk4TYBjYDYv4otijIL1y4c+5+zjuLY5wdsfdULJGpdoFwSYrCHD7MtZ+wljXNZREBlWGKkKd51xfX3iRYyra45rXX+MMLnMMGN3ztnpVMabFeHgHKH2VbbGV1Ldn3oNMBOL0ThNKjFTWmkXVhkKE1qK6xtwwZiaIpZ9rq3Gmq6wHur5UIV1nZaHrFjHCcZFv+QJVX1eMkU2+ZFa9l9GF3UJAkW8QIcotB/X7KcVacymhbtoTob+KIAVbFA8AGidrskK3l+ef3u0j/16HGtcKeI48U29/y0866Wy4rPBqdEMd012/NkJM9/GVjnNrudqtYaxqrGu5n6cLGa+8uSiEJRRX91TgGWCpkRJyX2D8OjyX7jzpJLjGVhFAd28n/nxFpYprmGxV40wDn7EY/RJnBBL4rvhKnjfSUSvAvAZAL6x78F9hcRXA/hlIvpzuFv0VACfe8iODhgwYMBtA7dk8q0tJPxKdO+CKxf+SXDz999k5t5J532jm36JiJ4J4Nn+JH/CzLMVh91UaLLYGk9hrMLefNS69jAzQauUGFSoGo/snQLgzPqmViCdhYWymQYy8lrJ3t4oizxRYr87xzs4W+7j4Y1tAMB0VqIsTHSsl6IvhgnjUbJ61sp6QYsKi708cO4yLn+4G/5LFzcxes84VYydugqYALB7L2H/Pob1K+zpfYXRFU/v+MpbsjJmvP7A7ISaQQqJ3iHG2fE+TnvvuAZjTc9x2lNMY1VFqmLfZ+7J5MUmkga4qFd6v/nKBDm5gJAim1sPmeabtmnYle1mEAl7gIkackGrcibkVdm4CJyR+R1QsMStVlJJFqfLA5wbp2idUOMpTFDhWdTKRgv3/GQfT12/GKPJZJDAWNUNCkmhJAOdWVJ5HaSY+9GovNq1/nQofxIS7/JaTc7CCNZFToPlT4JujIsiAyVouXarzVmwU1Pg8oF70NfLebzf66Nk6V4vjqMsBxE9ALfew91wNNCrmfm7iOiFcCuCTuBe6y8KEUlE9HUAPh+O0flSZn5DW9s+Gfo7mPnjAPzJUfrX15IAgI8A8KA/5gVEBGb+kaOc9EaAyBfl8xOppJn2KsdFGibMTREn25FKoXf7dYm1ssoe2LkPjy3IYrOc48zIRX9sFnO89co9ANxEf202yTSK8PnCbBP3rV3Bh51/FADw+HQTBdmsPHZI4mMmGKsSXaAXozvCSz3SFe7bugoAuGtzB5fvXMflPccx7e2OwX4JVr1eYXNrGsN1d/Yn2N92E7caGdCVUUrMKsXDTgCUWItA2Zg8OF6vcH60i7GPZirJYLOYYiL8Ars2UBWUJVgBaVUyIwQwgNbVwpoTPCBCZ5dQQ7pjm6ZUYE8viYRqIgv7bEx+rk/i3jdFHYf6V41QJlZZKDbQLkwVWYxVHSOPHpxcxG+YpwNwPp5K+CXGuo51ybbKKTb1LLvO6J/xYzD192mjmGHfjnDa931CVQyPDUJGinf5uaveloYft+gTyodFlm6XtBSQ/BkRlI9p2ebL8M9Z8Hnt1WPM6iImCGpBxc3rw0x73WAcG91UA/jHzPxmItoC8CYi+gUA3w7gm5j554jor/vvn0hEzwXwdwE8D8C9AH6RiJ7FzF38388T0acD+Gnmw8d29Q2B/VEATwfwB0i+CIaTfkfGEgn6SgD/CKn41Ncz889ez7kGDBgw4HhxPI5rZn4UwKP+8w4RvR2u+jbDVdwGXLG+R/znTwPwE57NeRcRvQPARwP4rY5TfCWADQA1EU3hSzwy86mO/TP0FakfCeC5R5FCK9AlQQHgXzHzv+zbkAJndYPi78RRez3g0jn9woprSJp8qQxGykSqaKca43QsMe5KWm8Wzkzd1FM81edaXK3WMDNFXI2NKK2EF9bWfuaGW1P7uVvuHl+u3GJG79y7I+5rmVCzwqwOCXhpveDaqiwBaG501JBHyuCujR2cW3OaZn1usY3wIE+KGpe81mmMgrq3wmw/LZgdVkZTRa4hFSMTczY+7r53O0e1d3LKmHoA2Ld5ZJ2GjZpgiSorDdHUuoMFsGAZtCXAddAczf2zfIgGLdVE00nbLB8R9jGskmMVFLVkwypZDgGxPpLNNGKZQBajeUQimKyCGpLIAGBdzfCi7YcBAL9lnoa9apRFRcVFjcAoVR2vWZFtoeV84p2qsGMm2fWPKFmKBtS6JngrGuMarI6FpLOFkuAd49bY5kqV+2dYWKnB+R+S5+bWWVhyNUJpnR8XDjEjnieiN4rvr2bmVzd3IqIH4Up3/w6AL4dbn/pfwg3WX/C73Qfgt8Vh7/O/dfSRt3r3sgV9hcQfwWn7j17PyZpYIkEPDcuE/brEZjnH1fkkTqoHVYltX1fooCpRKptNvkGAzEwByxQpJlmfqFCuVn2oh680466xy0rbqcfYHM2icKlsmsAf39/EXZNrmIzDanmuyNj50tWAKjfNwqT58MEZAMC1eVr4b72o4vWFfYNwqa2LwgqTw7qqMJo4gTE1JaZ1kfwJ5RzVmjtuVmuMC4MrsVCfmEC0z072bU5GNZ591gm6p0wuYdeMcbZw1zDxAmJqUzRMEBpNWqBtspXomtyB1RN8Gw5zjGWVMnmRJu+wLaLZjohK0o2Jr03L7M7ezhPBUg0ix7tXoubT/SNXMm2zvA9zo7Pw1PA8nR3tQYOFT0IKS5tNthUKnC32Fv0QcD4mxY37toyHF9FrqnE/Y2RboKT8did086Q/KQjyCLX2+6iJcSDuRW1VFv4b2gXcKnXHhUPQTReY+SOX7UBEm3BJbl/OzNeI6FsBfAUz/xQRfSbc2g8vRXtlq05xRUSf0PY7M/9an473FRLnAfwxEf0ugOiwZuZP7Xn8SjQk6McD+BIi+vsA3ghnbVxuOeblAF4OAJO7rktYDhgwYMCh4KKbjiec1le1+CkAP8bMP+1//hwAX+Y//ySA/89/fh+AB8Th9yNRUW34avF5AkdNvQnHsca1wCt77ncktEjQ7wPwLXDS8VvgFjz6vOZx3lx7NQBsP+dOnugau9UIpTLREtDKpvjw0QzjosaB18g3ynmkp2qrULOKjr9alIJYLyqUKmn9mixK77h9aP0CRspgalybF6brmebz2DTRfmu6wqae4bQv0BQigiTWNxyN80S5hUuVi8yYm8LV6PHthr6Gz/t1ma0AJ8tRrxc5xRO0q5BPEtajDjWvAgplo9PvzPgAzz/1PgDA1Xod94yupph6cqU2Kp/NV5LBODpIc41N5kmAFhefaaKN4nC0Sb+kt75wMf020V+NXI7FukPiuygF4agn21nPRzrbl5atENSTIguFFLVUscaE3H157tajeHP9AK7MXNBCUabV2bb0FCUZlJ42albL1bAYBU3bdo/hiGpopLGpkCexSSsrsx5aqLvMmluwwPx+nJdr6QpCcPvmfd2rx/G4U6MpFDF2q/HC8cebJ3H9bfjaSj8A4O3M/J1i0yMA/iJcGaSXAPhf/vfXA3gNEX0nnOP6mQA66zAx86c0zvcAnBO8F/qGwP7qsu1E9Fs+xOrQaJOgzPyY2P79AP7ryj7CUUXboymuVelhMTYtH7o1ckZQ4ZPERtpg10c+hUk2TKLzWseIm5Gq3YTrJ0ZFNprx63qOs6M9vHf/LABgezzFtbmPIPIPZYi4GKsa1+oJDjxvf67cWZgIA32zUcxw4Cmc5qpbc1vEwoQ1qzjhA8D26ACnfOYsAFTClJ/bFNmlwLgyX8PWZObHScUomYIsTo+nkfve9BMOAOiCcbbYjd8NEwyXcQIoyUQ+uwnDKpVJX4JVpb/lxHGYKKVmXyKk3wBIxnwLdWJZRUERv4uJsSskcuFaWjj4lDDIWZinIs6ou3COZ00exWPrp7JouYCxqlBSqps1ojovqtcok65hRfHFPMRVNcJj88gjeU2LtJwUrlIp0GTb/RUd0VASka4S/i7LTgkLytp+Pcp8NJvFLFLJclXA68UxRTd9PFypo7cS0R/4374eLnjnu4ioADCFZ02Y+W1E9FoAfwzn1/3iJZFNbXgfgA/tu/NxjdZk9S6L6JKgRHSP91cAwN+C84kMGDBgwC0DBh2LkGDmX0f3EqMf0XHMqwC8qk/7RPRvkHwWCsALAfxh3/4dl5A4qtHVJUE/yyeSMIB3A3jFqoYCtVL4KKWo7RSI0T7BAZ3yJOroAAZyk3ykUkXNsa6xJkpNTKiOmuV6McfVeg2bhU9um63Hch6FshgpEzX7PTPGSNVY83RBs16QXD3rdLGPK5WjEdb8daX9KCas1VajEjH3T19/PGmErHCh2oy5BZt6hl01jueuhZWxPTrAHX5RpSvVGp4yuYR1v/BMSSZSHBNdNbTaFFsf9m1q90Hza2qkQNJoMw18xXvXjGxq0hXLICkOqZHKSKvF79xKPa2CW595kXKL20KfmDIqSloVCov0msQz1h/HxbmLlpvWRaQhr9brWB9dSRFj4MxRLMdsi3La0y0YlOg0I8qxS+0dAMBWXFNOJ7lraVhg4rdW9Lx/TRgfgTgSpXTced3+V+Zr2CyPP//3uMM9bxBkVFUN4MeZ+Tf6Hnx8dtcRsESCHjonolAWZ0b72KtHLuLHr/K1XlS4xG6yra3C3GdiAsA9a9diSeZr1SQXEtrEGkQbeubrE7nvY1VlIYL3jK7GSXtqytj+RFcYKRO3rakK2+V+NvkGBEojvEilmuP5m84PsG9HuFqvt1IOJRlMbYnzPuXaleP251cznC9T5BGAuOLYvh1hZovIYT9v85E4EY6pwuliv3Pil5NWBY2JqrJJrllnKVI1UFkilkTX74dFl4DqA+m7cZOh2Ob/r1qyxrM2BBWVH+nRpJmAhWQxWedIe39ESoSTCYFOeN01cZF2T0y3opB4bHYK948uxWdmoqp4P1y2c/dE3YxKkwK1JBNnxrYQZikwugRDs4DfUqEhEIVVFDzpXpRkMEMRS9aPVJH5FRUx5v69DPtcN/jE1G7aZubvkj8Q0Zc1f+vCcXlwTsRIDRgwYMBxgi31+nuS8Tktv/2Dvgf3zbjeAHDg64A8C8BzAPycWHToZX1PeKNAYIxUjUppnJ/sxbIRAHDNRzhcnq1hrGtsj9NKaUEj38QMtdXRTJ3oKkZIrekKZ4u9qJHPbIktH5k0IoP7Rxex49fPfVxtRQfNSBlsl/tRaxrrGhNVtZYVCJAaY7BWLBEqPcuOk+sFny92ogY95yLTEk/rfZQ0jvuGNkpbo2adOZzDGsBnyj1MqIpOdAXbGd+/7FoW6u60WBsBbXWL+mBZJdEnCxkdtqAlt/S3xbrIIunIZDWYAjQsnjF+LN1TMrgwd8lkM1vgktnAveWVuH+o7Lq4Yl7ep+YqgdJ6krQVGM4K4kUr0+U32E7HtUSTzlsGSX2VsvQ6qWzlQ8BZ9dJJHaioLRHYcb049vTiYwQRfRaAvwfgaUT0erFpC8DFvu30pZt+DcCLiegMgF+C47j+DtySeGDmJ92xTD5x6FQxxcwWUUjsmrRGREEWp0YznPGrz12rJ9E8dxnbVVa3v6AQDquxrmbY9As1jKiOE+iIDBRsTC47W25FX8KpwoXhrXmKx1E47aZu8E+El6wUi7iXZGJkVfgu6S6gGfEh2iWLdTWLnyUqfRAn7ikX8RpKMpkwaxZ+y2r9L6EtTGuYZzsOKzSWCYcuiimrsZSFbqZkNPk9HicSyLJQWGA1VdKaaZyjLZInTYR1JiQ0bPItQKFEjWePXYzHHcUO3n5wLwD3zM5siUeq7djfMAFv632sgvRJSKFiGxFKy+i8pu9GKjaLz1H3c9IpQFjF0GDFjPViHiMJAWC7PIhRgBWn8Ou+PqVVOMbaTTcKvwmXrHweLo0gYAfAW/o20ldIEDPvE9HnA/g3zPztYZWjAQMGDPigBAO4hYUEM78HwHsAHCk9IaC3kCCij4OzHD7/kMfeVCiyWNNzXPGJaJYJm+U8fh4pE5PrHI0UtGzGvimTZgKO1siZYg9behq17h27hku1M+vPFruYiLwJGQU1swUKZWLyXJcVEfoty1c7msHtP1EVjFHRelBgbHjrwEChYh21SwvKNX8wtrzmWFKNKY/i7zOVHNoXqy1seRouaK5lS38nVGGKspc2tsrKWPhtyQvXl1bKKra20BtyAaS4X4sF0aUFt5XliPv4OkcSfUuINM8lK7aWVGcO6DYLDwDO6l183OY7AAAX601YEOY+iGHXTDDzdOlcFVhX84Xxbhs7u8RR32ZFZNVcG9ZC37HpHHvkYyzbV2Cs6xm2vLW/rl3U4dgHsByYMrMyjgu3Mt0UQEQfC+DfAPgQACO4OJG94y7w9+UAvg7A63wix0MAfvnw3b1xYLgCX2t6jgMzihN8xQp3TByNUjT485JszHqe2hIlKdQ+zmas6vgAVqyxpQ5S1BBVuFC7MiCaLEbFTsYZB0GxXe7HqKM2yJDXZj0dhVQrv6Q6owjk5NB80UsyCy/vNHDRQvAYItxVXo2+lHU9i/tt0dTRGi2TvJVZ00dAm3Bou45wrvZ9+4VJrprEmsiut0teLdSbygWDjNw5jIBo1pmSxQ5HVKdV9yC3paixsC0oMncULuIp+BM+gO0oJCrWeKLeitFr62oWn23X3nLtuDmuC1Fh8roENSaTE5cWDFwxbtnZo8B0gjVc01hVMKyiYHAJiaEvx6X93xJO6T74f+FKi/8kXLHWvw/gGX0PPkzG9a96BzaY+c8BfOmhuzpgwIABtxNOgCUBAMz8DiLSPjP7h4joN/se2ze66ePgMqM3ATyFiF4A4BXM/EVH6vENQEEG50a7uFqvoVAmJp/VVkfNobYaG0VKqDlT7EetaUs77VlqgcEaGasKV8xG1M4MVLQc9uwYZ3k30j9PGV/M6Iu2+kVtCFZE0Ly00CZHPgltx675NggjYRU1Y96zBD1PRwHOWgr9nKjKXatnEyZcRWpiGdwC9v0TyrJjD0kxNWsdBXQlzzU14LaciVYKrKVUyMLCN3Hflo62WBexnd4Va9tXygt5Eem5WNwn5T8kakgTQ8HGAIv7ysvYs+O4f8VFZ85Hl6M6tS2S8hpJgJ3gFFCx6slZyKMIvzdKfTQDPbb0NF7Tnh27d5pS6fpQnuegUc7+yDg5eRL7RDQC8AdE9O1wzuyNvgf3pZv+NYBPhissBWb+w67ys08WFLnaSuNRFc1qANg3o2hybpYzrOt5fAm29BRbOmWbXqLN+LlUJkYzbSm3X/AJVKxx1bgJW4Fxd3E1HjehCvue969YA5QikII5LhOOwkMeBISkFeIi77BQhBSlJBLmmliYRNjGRee0WO6xhPMthGzbKY9Qcr/JbUQGJpSZ7iFYlqGZeNeFzuQvGcmF5VSUItMa4dQmOJolqiNak+HSx+bk1od6alKNQC7gNNnO628KXqk8SGpQwWJLhXtdAlb4HZpJccLHNrVlLOK40G8hLMJ1dPWrLft82XU0S5tnoPR7rKGmZv7d8smwVMMSYd03K6MD922FY8PJsCReBid7vwTAV8BVkP30vgf3fsOZ+WHKF44+/hU8BgwYMOBE4da2JIhIA3gVM/+fcEUCv+mwbfQVEg8T0V8AwN5s+VIAbz/syW4kNCxO6/0Yux00k101ic5ZwFFHQavY1qn0xJw1zha72YI5QfOaqCrSNICvZuq1p31b4JHqDO4qr/rj6qi9GNtOb0inZLQkaDmtMKEq0y4r01+DD9rWljrI2pigitffrIuvlyTQAYjjcc0ud2QvcxRn5ztkue9Y8qNDy1zcP0XBAKmsd9s+QLdWLJ20fbDKgghtSqoxS1hDnszYGkwgrBVZesOyShFqpOK2pvWnvHUbzulqdbl3ZOKDMALV2bQoZJmM5vi1WhOxz8Ki6/mMhLI5kmJKlWsVABOtotCXccxnSpF66+oYazjd4pYEMxsiuoOIRsw8X33EIvrONF8A4LvgVo17H4CfB/DFRznhjYKjm/zNpzTpTKiKv0+5dHWIYgRR4mxLrqGZMaZkioaJcEPNMKEae55GmnIZX5aKNS7VG1EQTVQVl/AsyeB8IaKbKDfLm4lKXbSC+5Xi4vT7PBbHtPPYaXv6fcolJshN7VbOuSEgFOwCJRH8F6t8E8vCYI+CMKF0cfN9/BgAFvwITaHRJTBCHzojehrD2XX9zcxp+SzI56CPcJDfq8YrbfwzC06CVRO75943qYkxojRxTsRytCGUNpbJh80orSmXC8X8IpZNoB3Lk66CzKiWYdrhXocowCd4C1MuYx2s0ie9AoDtUa6+FxjAyYhuejeA3/BZ13vhx8baFZ3oG910AT67esCAAQMGOJyEPAm4xYsegfNLHHoJz77RTc8C8H0A7mLmDyWi5wP4VGb+1sOe8EZBgaOGoyhpOxtqhg3vyN6zY0y5zKKGglkNAko2MVcAyLWWdTWP1V13zQTXamc5jFWdmeAl6mjirqv5QvXUrjLXqzRHV7nTxH2jRt2iYS6jOEJfS3Km+TVPI1gRqdKs6roMc9aZ5nlc6LJQllkmmhrUBXdTZgurxCG3HlRLxd22PjSpkhJm6b3J+5voJfl9Yb8jWGNtgQDNZ2skIvSkc7qkGleMC365ZDYwoSpGRp3Vu9jWThmdc4ErVV6duO36XH8aVh3L/fJxXH6Pc4srMQbOEgr3dUxVtsBVTtkdozv1BAgJZv4mwNXgY+a9Vfs30Zdu+n64dVL/nT/pW4joNQBuGSERsK5mcPXwF18St8xmyk5WtDhpB45ek430jiaLCdXYUtPYTuBUQ+jdaZHsFjjfDTXL+OXmxKsblENzaU65veKiIcC8mS0S8vogTWCMOetsMpbRVAtLSjYib8I12p4T4mEQisMdBVk/lyXOicfDiBpZwCGLDdL1Fxlc9Vx0HtcICW22Ia9Dy0RN/5yFe7ylXUhzTLyrt2P03r4Zoyx34rOviXHROGU0tH/JC5Q7ip12nwUWI8tynws3hEYHRdcQpjKxMFCk4V5YKKyrWaY4yuKDx4YTEAJ7vSkMfUdrnZmba6geU1H2AQMGDDiZIO739yTjX8OlMFwEXAoDgN4pDH0tiQtE9HR4eU9EnwGXkHHLQMPirHblNywoOhCnPMKOyJsAkiZiWUXtfET1QlXLGGkExr4tYymB+0eXsG+cQ3Csapwp9qLDrBnVUbHOqKRmRVXZ/7BPE22abbB4pigXtmXX2sipCOd8ot5y40X5vkCgX5IlVaHInJ4uPt3pCNt6H/MVC/G09quh6Tb7fCxYoeTZjjyJYGX0jswS9EVTez8MDksdLmujWYE3WKrhc9Y3doEJMmjjap1qn22oWaQU9+0o1i2TZTAAR1vJ70Aj38P/35bLkpXB73gPgcWy9c3xCe/att7HFbOOud91g+oFauq6wTgRdBNwfSkMfYXEFwN4NYDnENH7AbwLt5gj24Ji1I+kS9pqGzUjitwxnI2aYYU9396I6qzezB3FNZhJMGsJChzDZTXZuO5E4HGbkC+rRNek0jahBrO+KxEsbCspceQVF6m2DVUugc5P9nlRQGeaB3rgilmPL98pPc2Ezpx1J0UW+9MlDI5JxVombLom+iZFc1wUxGGuaWEp16NSbC2002EErYELGQ/UzIxTMbx1NceYqvic7JjTuFr7RFJibI8v4DQ5BWnHrmVKV5PKjX1bIQTkNbnt7fTbsvEKyYOhoOXE13JqtnF9oJMS3XRdKQwrhYRPxvhCZn6pr92kmLm7at2AAQMGfLDgZFgSMoXh/QDegEOkMKwUEj4Z4yP850N7xp8syDV5AxW0R+NMu5xyiYlfXC+U3A6ouIg0ioXyiXcuEuqJ+hQeKN3CTjt2gimPkvNSPDTSiea2Wb+Sl9+BFmmm7jj/w2iouSUZ8j2eqMfxGuZKZxFNodYP4LTAkgwers4BcBbRfeVlN04tZbWlFtrW/+OyGEL7i2UkUvtmRZJWXrpafD6EA3LV9bQ5SCVdd6OQ1exaleDI6T0Iz4GK1neqTXa6OMCGmmUViTfFym6nRUIqkO55SSajWttKf2R976Bbl1kOqyxYl0dxEK/Jxvf+mGo3ASdCSFxvCkNfuun3fSLGTyJPxvjpo574ZiI8gBVrTNQcKj7Iue9d0igGKi73uGfHMKxwzq/cdm9xOVIxbhW3vfjATnnUSTMBfrIgIVDC3MR5dIYs+3xc2FIH+EC9Hb+7zNoknOR6FR+ot+N1WKYoMGMiFXe95IlK6JogrgdtbS2siyD26ZoslwkIeQ9aj11Bn4W2DVPW32Z7C0JsyYRzWCpq5TKgLeO47+/3hXoL6z7T+rTez6iadTXPQp7v1IlUsFDxOXGl5pOi1SbcW/vFtFSQ9qVom7ghy9ze4osOBfilHb4LwMfC9fq3AHyFr+a9En1H7iycZ/wlAD7F//2NQ/f2ECCiv0pEf0pE7yCir72R5xowYMCAo+CERDe9BsBrAdwD4F44Zf/H+x7cN+P6c4/UtSPC+0G+B8BfhisD8ntE9Hpm/uM+xze1tyaN1Lbi2pTLrLR3xTorPXHVrMd9r1BKINrWe9igeaw++Xg9uTFai0BXHHlAM3pEUm8yF2BLHWR9Ddd7xaxHKyocJ0uZWKTaWCMy2LPjaNa39q/lJbneMWrT5iV90rWt7fh260Qd2pldrZoMCLBiH7mONABUotR3k37pqm7bXfZj+TPSNkahtIxhhdO+OvK6msGIHAr57mjixoJLFlpY2CUZTM1m/C6tz+VrlIt7m5XvaLzbZGH8eCaKL4+0u5H0XujTCQAx84+K7/+BiL6k78F9M66/u+XnqwDeyMw/0/dkh8BHA3hHMIeI6CcAfBqApUKii/cNHKRhhTl0Fl0U/Q7sEvDCQ1axjjWYKtYoycSkoZktY0G/bb2HkmpcrE+7dloe/jwRLQ/fW+aTSMccD+3kkgJ9wTZew45di1FZi33mSD+NqYoUw54dY0PNssliQpQVUAtIdZZa+r/k5WqOYXNMrAjvbBMWy5LM+mBZufFVq7Y1j9eZn0C37tPept+X8/Udmm22CRZ3dMfaGfBJpI17UnGBHTuJ/Qkl9CeqgoWK71AzKW/PjqMAuWQ243XdUVzzNc9ESCwlGq4vldopMJCvZxEpwoWijenzcdcRA24JK6EPftmzMT8B9+b9HQD/jYjOAgAzX1p2cF+fxATAc+DMFMDVIn8bgM8nor/EzF9+hI4vw30AHhbf3wfgY5o7EdHLAbwcAM7fuzxfYMCAAQOOHSfAJwEnFADgFY3fPw9OaDy07OC+QuIZAF7CzDUAENH3wVWC/csA3tq7q/3Ruv7Xwg/Mr4bL38DTP2yDA13UdH4FrXcfI0ejeIUirs4GF+/vynn4CAhbZmsCrxfzPDImUDhw9Z6ks7pLS2om0x0Gy+oFrVrzWe5XiiikinWrBeAc6BYTWWJcnH/PjnFKWCCu1pMb7woaF32y1d3FVUy5zM6x1LoICBRC1z7iSVCiLEaI6koWpYy/b0TXZNFZ+aPVZrmkc7dETK1YEW8VDCs0y6DIthYsjR7OeAubUUGrnr0dM0HlcyNKMjGxTlrbTVhWmKKMeUGybLizUqdRs98X74dbh/14Jtdmnaxl1mOXtXFknJBkOmZ+2vUc31dI3Ae33F1Ygm0DwL0+PPYYi7NHvA9u9aSA++GqGK5E25KhKTyTXf0mf9mybHYKV00hnvJlrUSdIxlWa0G4VJ+K+zUzQiVkmGH4vjSSoyPpDlgUDH05/iAwR2QwZRXr8JzTO3Gi31AzTG0Z+yon+atmHWf1boMCSRPZhCqc8iv6WRD+fH5npBy29X62EmAX5NKtXdvbCsLFqCoKvZL7rBYgMQN7oeBcmtQUtYTg+v9XCeuu2kVt1yfRlZS26liLVHOrGVXXnCi39BQXavcsjFWVRWo1k/QknWdZZnbXWWTYJbMZn7fme9EVttx+Tauvv/neLyuyeFQashUnQEh4H+//DuBBiDn/WEuFA/h2uPVRfwVOy/8EAP/cJ9f94iH62xe/B+CZRPQ0uOSPvwvg792A8wwYMGDAkXFCfBL/BW5VurcCS7SvDvSNbvoBIvpZOIcyAfh6Zg6a/Vcf9qQ9zld77/sb4BS1H2Tmt606LmoIhBhJoShpz9t6D3t2nKwGEcHSnqTl2ih9GeVQlsOAhIbEC/TPMofhKuuheW6JFH8vaYXVeQM5vBWlKsxNKqkha+ds0z6MSm1IOiTEzcv1jbOV25jj2Ly/OpsFAOzYCc5al2ZzrtjtzFNpiz5b1Ka7HfxtWuQyKyM8K/L4hcqs2TiLWk3i9yaNsnBvOjTYNsf1Ua2HvmhW/81rO6UyMGWjay4RLx0nEzJBKkZvzbj0Du9E2SpOCXkAosWpYHFFRA82sex5ziyStnfhBkca3gBf+I3A/cz8/KMe3De6iQB8EoCHmPmbiegpRPTRLZVhjw3M/LMAfrb3/hAPRJaklvZxiW9V5FBl6W0gn3wnVMGqlHS3b8eR49XgtFC8b0PW6u/iPA9VT0dMzH2EQ1+OV+53Sk9F8lMezqghqYE0KZ7zRRTTtkVqKHx/oLyIbb2HR6ozANxYBUrjktnAQ6PH4zhqStx3XONDwGahltw5iVpQO+2wJCxX+jVc//OMdefj6hD8PX0dhinPiM7O19+v1IauaKrO/Vuixxxdk5SgpiLVFmXU7HOzTPjUlg36y7Ux4xIKHN/DB8sLkZK8Ytexb8eZkF5GpdpDaPLHnZx6i+RA9MHPEdFfYeafP8rBfZ/M7wXwcQA+y3/fgctjGDBgwIAPXjD1+3ty8dsAXkdEB0R0jYh2iOha34P7+iQ+hpk/nIh+HwCY+bKvJnjLgEFJ2yHhdKY604o31CxGWjQ1H6kZGaRF5Jsrb7U7L1PseBOrasxI5DRIOMYeyoroMrGbGrbh9NsVu45ttd96XN5GS5XXJbkD256eAlzNqye8JTGzJd4zvwPPGH8AQF6hFnCJfW2RV8AiPSOtCvm5y6oA+iX8xTbF6Rbve14mvCuiqqRm3ahGZd8mrdPDsmgbh8XIqESnyjyirKQ5FO4uruBdszvcuW2JqV9kqNRmobxIoucWc1XC+Zv/N8e7Yh3zMqZcxvpiFoR9QQkvG4s+OSsS4X4cV94RgBPhuAbwHXBK/luZD7/gal8hUXkPeVhP4g7cYmwcs5toNFlYlqZlukS3XGkVJ6M9O44rzLWhjeYB3EQZTOV1NTsUxdSXFpJ1nMKDeN11ixqntqLo2UQd4FpMpnICcoum8btE038jqaoQEuyuwV17ED4b5TxGhX2gOu0ixjoEmivP3i/LeJnQWHbcUqHRhWWvGC0KkE5BwMjWrVi27yqBkRSipuATx9FiUmc435w1Hq7OxWV3L1Rb8R7GApgtk/2C8EB+LxYijlgKzSRc93iE0itsUx61RO4tCiF5jj5whT0X27tenBC66X8B+KOjCAigv5D4bgCvA3AnEb0KwGcA+MajnHDAgAEDbhucDCHxKIBfIaKfAxBTFo41BJaZf4yI3gTnvCYAf5OZey9acTPAIK+Zkk/qCRtsdCYaWO90DutDU+a8lhqxpFUMKK9RI5ys21RjH+OotbetNifRjO/viueWCYGHpZe64sCb62HLsiBTW0btrqQaJUxW8iH1ub2keaQXRF8q1lkJdld11jml7y6voqQ6q7wr6b9lC9OssjCuV1PsY3G0aferyofI+x0ig8L5DJaXGumDhT5Jy4LVQsXh5vnuKFxF14enZ3G5diVoJlShlOtTy3Zaztn2HITf5bMu7+eOWcO6SulW8R1uub7cUu6u3xWQngkNtaIO1qHBi8bbLYp3+b+R/zsUlgqJUNvD43GIyoFEdHZVzY+bjRieRzaZ2pSiTEo40zrUoZlyKVZ4Y1gkfr3CItbV3O+b6JYpjzKzWk7Eq0zh5poMC+Ab+wQ2fSVWvMQWFMfQRTDl4YvhRXPF/mTY5+J6DqFwoKMS8vUo1n0uZgUNI8IlZSKYFQldqjHBSLQlUnZh2b1pttO2wt0yYXGcSOPcM3qtxacFYOGdyClZh0AFVqzx+Nz5jk7rA5wvrkVhLp+LZf2yTFDErZO6hYYWz7aCjXTTjl3L22k8T1Iw9FGOZJZ1sxjgseAEWBLM/E0AQEQbR1kTaJUl8SakgNKnALjsP28DeC+A60r3HjBgwICTjJPgkyCijwPwAwA2ATyFiF4A4BXM/EV9jl8qJELNDyL6twBe73MXQER/DcBLr6fjxw1JNzU1wRSLz6igY4TNri+NDCA67UL9GolS5etAK+JogTTXeAa66Z5lNWNWaUHLcJgyA5IWy7XOfkl+kh6SCJr1BqUFaqZcuggj0f8tn0D1/voM5qwx55RElTs5KXMEq2zbkus9Jp/kSivwCBZEM6iga+EjSd+579R6vmV9tI3xixY2XDVaBV54rq759+HO0Q7+196dAIBH9Wmsq1mMULP+Hcv6ISgmKy1FtpHikWVtDAiVSSX7S22idR/eq1geR4yTZVooE7Issi7DigTUJxNE9ACAHwFwN1xA0KuZ+bv8tv8LwJcAqAH8N2b+J/73rwPw+XCZnV/KzG9Ycop/DeCTAbweAJj5D4noE/r2r6/j+qOY+QvCF2b+OSL6lr4nuRlgpGgdBRsnizbTMggHycM3IXnRJpcfHlbAFS6TfKo8Z3NCDe0ctnZMc//mMpVdPGzbJNIshLZMAAWfhJtw2scp0FDSh3PKj8fdah9X7AiXzHrL/j38NRm10F5krollK8E19+suxNh93GGFw8Kqdy2cfTNKqE1ArOLi25DtJ8LCNSxANj6fwf8TzvG8tffhrdfuAwC8/drdODAjPLT2BACXcR/Xv2CdrTXRFIJyjCvWSQD4fqyLoewKR28uK+yed8raicc0Cy1m4dDHWNhP4ngsiRrAP2bmNxPRFoA3EdEvALgLbomE5zPzjIjuBAAiei5cqaLnwS0i9ItE9Cxmbn9JATDzwy4nOqJz3yb6PvEXiOgbiehBInoqEX0D3Ep1AwYMGPDBCe+47vO3tBnmR5n5zf7zDoC3wxVV/UIA38bMM7/tcX/IpwH4CWaeMfO7ALwDrmRSBiL6WP/xYSL6CwCYiEZE9FX+HL3Q15L4LAD/DC4MlgH8GlL29S2BQDcp76ALjucFjZRzjSqY0UHraHNYl2SghOblonJ8xE6L8A60zRXjFuiRUR25qXxEs1eubhZzOdrKJrRonJRr66E/FiqurGYoL7VuGlFYbkGiVHIcQmOcconSvxV3kMHDWQl1zqi/rhLU8roCmrWGOo8TCYLyWttXsmtfxcxyt5UB9FsUqdlm8/xtzvC8jW6HcJ/npmkpLoyLoJ/AKqO0rpp1PHfrUQDAG97/IdiZjzHzNOyHbDyK88U11zYU5h33KbyLhtMiXoHKDVb61L9Plae/ApoUk2zbgFrpJstqwcqzjUg+I4JUjg39mzpPRG8U31/tlzrIQEQPAngRgN8B8P8AeLFPO5gC+Cpm/j04AfLb4rD3+d+a+F4AHw7gC+DWuL7P7/vzAL64b8f7hsBeAvBlfRt9smBC5IWI5KiQJ2xNqIq8+LqmOGmFB1CLFyf4IhRZFwYoTOCu6Bf5+5TLrBz5siU0D3ed3ZOriwSS52i8OMGvAtvZTogSk1nko2CdUg3ARj7ZhQ2n6KfmS+O2i4x3f9zd+ireW6fgOUnpraLjVtJ1IUmt5QVeRrPJ6BcD3emjWbhv1N2f5r7Xu2peE5J+aT+/jN5LEWLBd+e25RFjU1vi+evvBQC879w2/ujCPXjPnqu/tVHMYrn3ZpiqC5UNVCdlfats0fAzIEY4TW0ZlbWV5dYbAiK+k17Q5fvqhT4COLa4VcKhHNcXmPkjl7ZHtAngpwB8OTNfI6ICwBkAHwvgowC8logeQs/1duIG5gsAPrt3TxtYFQL7SmZ+5fXuM2DAgAG3JY7JKCGiEk5A/Bgz/7T/+X0AftpnSv8uEVkA59F/vZ2HiOj1Xedk5k/t07dVlsQ/XFEIiuAcKK/sc7IbCWbyzjJAITlaVSNSRJPFaR8PLktSV1zgqllPK7d560EilgentP5zoquSs3pHrGjXBhPjxY8/ymKV01OLstjy+vLjAi3h/mvSKQqMDV/aZA6dvSgj0eacGfcWu3jEr1S3ruZRswxRYW1lRPrQKeFeyOCAmIAo+hO03h2Tx9+3RWk110s2DWsxnmfBIlzcp4lEn3REvmGxHthh0UbDBAtP9kz5Kq8pDyVXTEsyuOTv2Sdu/ynWdIV37pwHALx3/2zMF7pvfNlbIe44uRiUgcKM1VKLSTq8u5Lw2tBmOXXSczIJMBx/nMl0xyAkfJXtHwDw9kYW9H8G8BK4bOlnwSXCXYCLUnoNEX0nnOP6mQDaKnI/AVe36bqwSkh8P4CtHvs86WAkblNGEFlwfFDmfk2IbZ3yScIkf8VsYN8moaHEQzezJSwpbHqaalvvx8zhUAMnUBOXzCQuZTqhamEi7KKYDrOq2WEgo0MkpVMirdYX2peJW64ctxcoUHHCLAk4p/dwVrux2rEWU0FblSLxDgAmxHiodJm8UyZM/Tkmqoa2HCdY6fPpQ8MZXlzTPFJt/vD7ist4b+UorSZ11MtHIe5blf3eIQx8k23+k8VInKNNVIo4Jlm2r5+Qc/htPXVCguMznkKt3RiNMuVJ40M33o+LMyc0Ls3W8N4DN6abxRR3FGlFQwCRytFLEkGDX0VGSSXat/9z3uaH6HyPblRq9PFYEh8P4GUA3kpEf+B/+3oAPwjgB4nojwDMAXyOtyreRkSvBfDHcJFRX9wR2bTDzL96vZ1blSfxTdd7ggEDBgy4XXEcsoeZfx3dGT7/Z8cxrwLwqhVNv/s6uhXRN7rplgeDUFmNUhnnJBN3L5aFsCWUtri7uArAUQ4hwmJLHWCHJqLBtG1qS4yLVD12Sx0kU9lbEYH+mHOBmaebJro6lMbYZS0cxhQHWqqkiiSm5NBP8fLhHHLRJiVoo6aTd1tVOE1ek1cVSmZUcSWzpFrNmFCCMaFQIZZRxdwTt7pfsLo0Uh0p0wg2OAxk3P67q/NiDNr3XQYrxjFL5utw+GuoBQtFo6npdtEiy/uyPPfFX5wI2DDCSZzOEagXZ3EHTd4lVlK0LoFkTSgwNtQMH3H6PQCAn330edit3T3brSe4o9iJ1rhLmJNWZf4MhfciIPQt0FfZto7xkFFK2TWtgGF1KCulN27hjGtm/j+Oo53bS0iwBqwzm+XDEyaNfTvGJbuJu7UTEh8wGymTFAr7doy7yqt+3xGqwKXrWfbAh8J1QAgJTRNca5JYM6GqI3EqP2YxVLZPQTPXvttPNSgWGyK/AIAVpijjxODCYX37tBi9Fcbpw0eXcEatwfq34zQAjRrGt7tvUzHEkpzwUIIXD0JEEWNb7UeKaU+EyraNgURn7abG/tInpMCHmlBcyXl5/GqhVbVMGLaV8Gk/ZzpmsTT29S7D2WzTII2PJgtLChWFlQHrmEE1ohoaiAmjpTbxuQorzCX/kM6uQ5HF2N+rmS3jNnecFfRcdz0mtz0JPiv8HIYVmuuH5Me1ly0/tiVNGbe0kDgu3DZCYsCAAQNuNk5C7abrRd81rp8F4PsA3MXMH0pEzwfwqcz8rTe0d0dAcF5HLUI5qwAAKtLYn43xwMYlAM4BHapObqkDvGDtPVHbuULrMSKmhDOdk6OtWFivWK6lHKKnQj6GjE8HurXG5jaJLm1rac0nb+FE6gEUTfXguAzHlw1npYaFVu4NeMnaBWyqsW9zExXXUUN27aQcf0VwK0ABvix76teWUph6h+YdaoartgC0C56b2nOdyXULFgCraNlMGxRG1wI1Jv7fT4tcXGiqp0XQyKGR2jqwuHJen3M3S3IsRFcdwkKS7aQ+lqjgqFrfyRQOpfI+j5SJ35W3MENEW0UGplEvqhIJc+GcCi6y7nSx33J9y+9Ptg57tgBSM6kvH6djrfwqcQKEhI+e+mwADzHzNxPRUwDczcxtEVEL6GtJfD+Arwbw7wCAmd9CRK8BcMsICQI7mokJlgk13ORhrHgASWGsqrhs4oQq7CFw4s5snvrjRmRwtth1bXj6oa3OUyhkFqJtSjKN0FL5MjZqOR2SVmgPF12sY6MEpdS2Gh0AwHO7VjzlTd/DfcVlAMCmGqPywRP7PIUGYS34JAgwYFgOUVOcnVMTUAb6C4R1T2nM4Iq/hfuzpQ9w0dN7q/h5G6hFLK5B0YVllF3Xvs1z9oVt8Vk0ky2b62UsO39fBeGwCXoLperF8AUFQbHNlpUFEo05VnWmXACIy5DOWeOqWY/3Z2rLeD5FjHU9j76IZvG/JmIYb0siZIpiXCyC2CUYjlNgnBBL4nvh7u5LAHwzgB24nIyP6nNw36dqvUXqtC9A3BNE9P8Q0Z8Q0VuI6HVEtO1/f9Av2P0H/u/fXs95BgwYMOCGgOGm3j5/Ty4+hpm/GK60B5j5Mg6x+FBfS+ICET0daY3rz4BbEu968AsAvo6ZayL6FwC+DsDX+G3vZOYXHrZBF60TInTcnalZo7Le1FeuxPcV66qSPrN8Iq5Ml3IChCntNagpSkyoai3lEKpdBo1qXc2w752wobrnsoVjmhZEH+d0WyVMk1kliVJqZhM0F6jP6tuIBCxDKl7/rsgf2WeDCSnAr308pgIVV7H0xozJUU6+HalTz9hik3z9HmLs2zJb/S4msQXHcUuEzsJ1NIIAlq0q1xzbVTSHTEi77sRH9qvRReqvu1+L/WjvZ+8y2R6rFkqK57GITmzFISDBPdMjbTDy5Wq29DRLngSQrfQ45TJSvUCKYtrSU58Xk1eFlchL2guKqbFiZIDy1fYMJ2slb+/4I5sIx1aZ/kajIiKNNH/fgUOIrr5C4osBvBrAc4jo/XBL4bXG7/YFM/+8+PrbcOtmHxmEPNFICovw8FesYS3hSihdXSIzpSdUx4e8Yh0jbvbtCEpbTNrq/TTCHqX5HQTEsoXcAxaS7pZMYFnNmo6yyW4MrAt3bBNujUzUUBgxHOc4XbfPDtfQIWJJUEcAULFLs9sRtF7wSUwaXVIAKgS/DmNCNa556s9wEko7PAFYxdDlsMpZGyT37FbU0537Siyu7ZAnoWXnwGIG82GhIr2X+6dWYZnwam5fJjTaoruWRfvIApYbaoaydM/1SBkU3nexqaeY0DzeJyCFvU5tiZkto89oXc2xrsUSpUv6LbetotCyZ5tVFrqdX+8xRTQ1cTLopu+GK856py8W+BkAvrHvwX0L/P05gJcS0QYA5cvZHic+D8B/FN+fRkS/D+AagG9k5v/ZdhARvRzAywHg1D1rbbsMGDBgwA3DSfBJMPOPEdGbAHwSnD79N5n5eEqFE9FXdvweTv6dbdvFfr8It9pSE9/AzD/j9/kGOP/Gj/ltjwJ4CjNfJKKPAPCfieh5zHyt2YgvtftqALj3eWc6b1cwNStozGyBHb/oUMUq1iDa4xIaacW5HbuGS8YtBn+52oAZKdxBTjY2o1ekdSDXzQba8x0CDuNAa2qPC99bIqYUK1iyqfyCsGqMsBoAZAmICuTHIqxN7ZLiAOeIBgMzr7EZZuxx0rDnUDEXwrDbP1xlSYQqlpRYvF15xBhlq5y1VXQN15SO8WVHlpSE6Ov47dLWD0Mvqyz6Rsd11IE0xs1z9UGffi4c0zhHCPJog4GK+TMGhDnrGE020RU2taeN1AFc2Xi/wpywoq+IFQeBVP5G9llaw100Ul80reVmDgWWBApcF06AkPDrSryNmb/Hf98ioo9h5t/pc/wqSyLUbXo2nCf89f77p8CtKbEUzLx0iVMi+hwAfwPAJ/maJPALbIRFNt5ERO8E8CwAb+xsSGDZw2/ZRcW8c+qWZvyotXel9Q3AmCOVFp7aElfr9KBnE7+ohxSERFekUhsPngrJ5dRIc99mElFqo/G98/w+nFVw0Yvn8LSCMilblxW0Ylz0QvIOvScjIgFiTG1KkLNMcV2BEeRED1w1RazzZJgjbaVBWFcGp3iadva4ijwDvFkocdmEklE6jYmjL8WxMIktCVluQ3iG2tY3SOs76Na1SwL6TpoLVGTHRCjppmZkVdvaFpXV8biKC1hPJ67pOc6NXNTftt7HhppFWlbWBttQM+zSJFOEZF+lcqUbK/McJkrrhqw21xd840pCHTO+D25diYC9lt860at2ExH9PIAPDzQTEb0SwE8eobMRRPRX4RzVf5GZ98XvdwC4xMzG105/JoA/v55zDRgwYMANwQmwJABQUMIBgJmtX6uiF/ru+BS4KoQBcwAP9j1JB/5fAGMAv+Dpq9/262h/AoBvJqIaThn+Ar/o0VIw+kUwhKqtgKvt80CZVmGd2hL77LSiKZdxNa6SjCtzLUp8J+0pOHDbY+PbFoWRmm6TRmmLVmpdkWtFGYe8b+XCbwt9tUqsGuciTx6uzgEAHiwvxtXmtKjTJPsZ2p2Tguawyh9hS9WxXIVCopk0ARMCtn1c/ZTLmL+iwJAxMwv0WsebGfsSF0BadNp3aanLLAvX5vIxDlCU9z0glPlQPbVku0RF7Uy4bFJKKxL3ghW7aF1SyvWwvkSNpx5PFVPcP3Kv44QqTLmMba+rWXy2d3wfx2LhLrlqnUyCtKCl4yL73rqIkMBh3ovjwEnwSQD4cyL6UjjrAQC+CIdQvPsKiR+FW/TidXDz8d8C8COH6WUTzPyMjt9/Ci7R49Dok02rRJjsO2Z3RSFRksWezR/eMPEr4iwKamrz0D63+trig9cVNZOS3RajZTojV3hx5a3wu9u3O3Q2WwKyY4wsp/1KMoBCLMi2Z0dpuVJiTG2RRemMKNXzkSvauRDYnDaJBQCZs6ihKReY8sh/LjuLFALOl7QscU5uUR1UjaRGmu3H/i6buDoS3LJlQrP907PUB8torb7cusHyBMOFc7Y8J/vWlfEOQuJ8uYs7Cu+bI4uHq3O4u7gCII8U3FNjrKtZVipdUrQhq99BtQrWrmsKaNbXyvZrycBObRyjb+JkCIkvgItw+ka4Hv8SfMBPH/SNbnoVEf0cgBf7nz6XmX//kB0dMGDAgNsKJ8GSYObH4RaHOxL61m56CtyKSK+TvzHze4964uMGi2iYJqT2LOPT980oUip3FNewz+NIeTw6344L1YQaMzNP21wyGwtlMPpoorJUcxu6KpX2sRay8yypOpvapIV9FYnjLGKJkg+Y09hWbgw0WUw5VfQMiYRBizRCy99SM4Bz62jPH7dBFaasUzl2HonkKlpYN1omJMpy4FJTblIRFhTHuo2m6EvbLDumfeGf9nuiiBfoRbktwFXkXbL+eAeOw4JporYa23o/5g+NycZnp2KNs3rXVY2Fu8+ymu9EVaiMu78zbz0AzikuKa1VFFITMfCjY4wClpU3ORackCqwRDQB8PkAngcgrofAzJ/X5/i+dNN/QxqONQBPA/Cn/qS3BJhlMbXuOycnzBmXMbFOkfVlv0NxOouJdhPfWb0HC4pLOu6bcW7GN8Jglz2MRzV1+1BGC+dq6UdXBFVoGUDMglbet3DVrGeJVxo2UkPvm5/FpXqjIWzccR+/+WcZBSGzcysvBPZEdnoKTS6gYBfoifBZQtIWiriz6Fs486qs475I9FpzCdZuAd22pkXbtjYh1eeet4W5BnTRYKugyGIuVo5z98JNGwpTTKhqzUw3TBkta0SYdiUi0IDl49KGOgqXtiTR1ePUZ+XDPiCcmOimHwXwJwA+Ga5202cDOJ48iQBm/jD5nYg+HMAr+vdxwIABA25DnABLAsAzmPlvE9GnMfMP++Ksb+h78JHWk2DmNxNRrwqCNxO2hUKRCJqVjsleFOml/fk4c2TeM7qSHXvFrEdN11WaTYu4N895PZr+MiyzUA5bARTIaSANFm34RWhCYqFZixbWVW95XfVl1HfNxNWoimOfnPVvOXgKNvU0Ojq31EEeACCc1Xs2UX3alzEPjvN9M4pUX+u1RxrPWxPCsujKC2kfj6MnO7q2U/RbbLMlcmgVMtrvEMcBqkFbiQq/vmSJaz9Zy0ALLSNKzShiXDKb0ZKYiWquIzK+/HyemAk4a3DfjjPrIdKJvn35zKRrX6Ruu3MhbkBy3CFBfCKkRHjprhDRhwL4AA4RndrXJ/GV4quCS8J4ou9JbgbiynRYjDZKL4svT80hqYhjwlwoBR5eBvfZca1TLrFrJlkGcFMoyMmgL/d5mIm9K6HquHhWC8GLs0JlEd/Bx6pTuFB5qs3TB9n1L0Rxuc8Xqk1cqDZRjd19OatLbOmDuN/UllFgXzXrqHzIceX7s2/cuWa26Jw4FKXM8PA9tFk0YmbawlWXbW/6RSTkBNulIMiJMJ2jB23UMu903f9mdFxGW0l/DVEcF8u50Gjrex2S6Xw4dHgvskKSPlM6jPKUS3ygOg3AFQSc2hQeaxtj4b4vhnsb6ZeCDyle4Xt40nBCfBIAXk1EZ+Cim14PYBPA/9334L6WxJb4XMP5KI4UpjpgwIABtwtu5egmIvoyZv4uAG/35cF/DcBDh22nr5D4Y2bOMqyJ6G/jOrOujxMMitqPbZissiZRCZNpkM11kPO1rN3w7NtRViZCYpnpfJzaf5cGepjFcJpYiAbyX0O9J2vcOWctj0mb5dDs517tKLz3z84AAPSYs6ikORdi/fFRTF6s2NXYqhpaZd53bw02zP1S1cKq05lzs0kDrnSYdtSAcglziWbsopfarIijPhNt91+WHm8FJ/pJM8cFYBTZzLJo63vo55rKl42ZUB2tqGmDApzaEhfqLd9WXtLEQGVObXmOrufHfe++vFsBt7jj+nMBfBeAf4OeJTja0FdIfB0WBULbb08amB0tEUpey4ctLMtYwLhlGhEyixN/rcm6mjYiTDV8DksvSs65GULanilNiw/90vDKxRe3a78mDuuTaNbpl9Agx+/3tKWXXZNljZ3aTfaPqVNxTYFwXEhetExRSAR6aVm7IfKqRqOQnikTBaMMTJNSaRM4XWPeQTc1J65VggFonxDb9gPy8Vzqt2KVPS/NfTVxpEMUOFuxsCS7NKs7wCXS6VjETyuLi8ZRjxNVZUK44mIh41n6CdvCruO+PepjHVdU0rHi1hZibyeid8OVCH+L+J0AMDM/v08jq6rA/jUAfx3AfUT03WLTKVznynQDBgwYcKLBtzbdxMyfRUR3w0UyfepR21llSTwCV331UwG8Sfy+A+ArjnrSGwEGoWblrYhc46i9llKQq+VTU9Au5yi0Ly/B7GoG+X33xcLty+iPVRp8m1aYL6rS6GtLG4dZZas3/dQspSzbOMKTL8svLLTn+/vo9HS06oA8eVB+Ni0WWPNceWCCuGZhARVq0XHd3r/FqBrlF15aPPfye9Fdxrvl3i9UsF39fDTrGC3T1OQ2RcmS0OQi2ZrjEyDLqVSssVtPcFbvxe1bygUfXDMTF8HkaaQL1Vaqd6ZMRtFa4eBPtcjS9z5j0RyPZbWq2rbfENzCQsLjCQBvZeb3HLWBVVVg/xDAHxLRjzHzLW05MFJEhuOJ23hsd0fDi35gSmwUrsDcWNVZyOTMFvGBt6xQtwifsE2i+eK1TcR5xEePelPHSHw2J8LW8x3lye9R50iBUXs/R201Rn7Mm/s1710zUU81vkv6p2aFrWIaz9Gsz9RFsTUjaJrfw6S5jCNfRik1J0LTomi0TYCHjY5aek9D7TCwe04bu8ZjSZzXjGB1HX0Np/V+9C2Esvu7JmVZb/rV50qYjKI1TJmSla9t0kLLdggD+c403/NClGJ329vf2eMC4da2JADAV9M+T0QjZp6vPmIRq+im1zLzZwL4faLF4ejLaQ0YMGDAbYmTkSfxHgC/QUSvh1tLAsDqReMCVtFNX+b//xtH69vNAzNhLi2JTgeh1EJL7NZOCyq8BhKoqdp2ayFtmm7QiJ2DUCQxUfreLM28rJ/NNpq/LewfNN2eZZVdXaNuymnV+WI7R6BkwvnXhdVVWx3HfpkGKGkTIL/GuSlQKBM1zQopCuooiYjNlfL6YpkTuo1KarMa2qyLXv0Q1oJE/jxZZ0U0LjvQdooT9RcsaumgDhTS+2dncK2e4MDns4xVjUql+kwyoqm2Olr6lbjPADIrfRld2bz+2irUYm31QlkUKkQy8oLj/NjBt3x0U8Aj/k8hT2fohVV006P+4xcx89fIbUT0L+AWDbolYEGYmkAP9RMSbdu4x8O0NOoGjKbRtWySbz7EXcJBEbdO6EsFR4/zLjvuyHxrx3HNQna71QQjv2pdLiQW718mhEU7ssR5zQoTqnBgynhMk37pih5riwxaVUBuFZqUUpMeyTj5JfSKxGEnO3kv4xgywVKie4JiE6g0OWa11aihsaZTeHKgjXbNGHv1GHNPyyqycewD1RcmfUnfBqHQRhu13fuu7xYUhYRlgrKMkUol7ZvH3AgfxUkQEmHxuKOibwjsX8aiQPhrLb8NGDBgwAcPTgDbRES/jJaeMvNL+hy/yifxhXCrGD3UiLPdAvAbh+jnDQczMDcpIomFttGkYrq0sVVWRLNtAJ1WgwS1WAehva5zkqSpvHXStCxcZ5ZYE42fj+SQbun3MrRVg5UImp8ihiVqtR6WUViK2FEKvmlJVZwqp167TCUl0KhXFGjFrvLu6Traf18VRLDKAdtmPcjfwzFHsYSXoWmhFspGx7Uimz0bMjAg3J+wwtyZYi9e4149xtSkhLq5KJ9ygAZd54M/gGQ1ttGuQePvc52ZY9y6hYvC81Uo20l7Hif1dKs7rj2+SnyeAPh0HCKFYZUl8RoAPwfg/wfga8XvO32WFL2ZYFCsU8+Nl6zPxNznwWn3UeXHtdRmW0DXspFt+7g2nVDQgm8lMWk29w84VOLYim1Hki9LBJhliglxwGquPdJxjZswNQXWi8p/LuNE5KAzQVsoIxQF3XnOpb6cQ1BQbVE5XRFMXUJyeaJi/8kuFwIuis+qQHGqPDJINJtWU0whse/YvxMAsF+PUIusbsuEeTY+zUTG5IOQPj9JBUn6qM91SmXQMsXntLJ6oXS83PdYwDgRjmtmflPjp98gol/te/wqn8RVAFcBfBYAENGdcJJok4g2b6VFhwYMGDDgZuMkWBJEdFZ8VQA+AsDdfY/vWwX2UwB8J4B7ATwO4Klwi1bcQosOESrjy3db1SrgiZzgl5rEMopJ0kR9HNpux+5NTcdtRkM1VqWTTk8FhlYph0OrRA+wv9BlawQvi3hqiWw+NvSJylp17AIIWUQLgBiwsNCGiDQrlIW1lJWi6LI2jysvpRnJ1EYrxW2dTu1jsiRaaNGUZGphFUFR+h4wtxoTXcXyNbtmgp3alXQPlFGMDLQ6izCU55U5SOF6u6hG7hiLtuuQFLBkCcK7FqzvI73LK0A4GY5ruERohutyDeBdcCvV9UJfx/W3AvhYAL/IzC8ior8Eb13cKmAk4WCx+LDEnSAfrOVtEklhIn/vZ2W2UU+yP8wUH97QZ9m3eLyyIE6ROe4lQjyuibYEtXBcECbUGJOu45ttrJrw2/YNgqmP/6YXKJ9EpZ8ja5eQfBdWRT9IG9o4+cNGhbWhL6W0zCfRHNOjcOpNBUV+D2MStwsZPDdOSISEuU3M4rZIDWHxXsw99dulKDRDzJu0EbeME9CtDCUhgdiOYYKxQbFqfyeuC8wnhW562vUc37cqXMXMFwEoIlLM/MsAXng9JyaiVxLR+4noD/zfXxfbvo6I3kFEf0pEn3w95xkwYMCAGwXifn9PSt+IPsrXbgrf/z4R/QwRfXeDglqKvpbEFSLahKtH/mNE9DiOp8Dfv2Lmfyl/IKLnAvi7cFTWvQB+kYiexczLGBUw59pJEPBN0zX8tgpE3Kkk9Fce2iKdclOcGxpjW9vMBAYLbQtAixYm+97ebxIWRPcYGHRbI0tvQkc70nqR7XLHQFKLtiydo03qoi1JUR4jP2e/Ncq0LPzfVduq0bc+lNAquql5TNczurDS3YqcnbZjqTFezcivzOIBYW4L7HlLomKN3cp9bitVI62KynY7+ZvHScuhaVF3QRqFYT8jKCxpjRtOwR7HRTe5xo6vqRuAfwfgpQBARJ8A4NsA/F9wCv6rAXxGn0b6ColPAzCFK+r32QBOwy2ofSPwaQB+gplnAN5FRO8A8NEAfmv5YYTaqFYztXuyT/uEByg+eB2T1Cq0cZ/5b+kcyyYX+QK4/RSsXZy8ltWoCu3kVFn7OTN6C4cTBsvQFDjNcGAZpRUnLbRdZ4KcRJsCcRlNI9EaRhzZlsWs+SZaJ/uWe9FFIzUFwbJ6VUfFQgE8oSDIsY2CR4X/cgVhbjT2apdVfdFsRL9DUMpCX0O2szzWePqpf3i5m+i7hIR8RpfdF2bACqVRPmvH6Ye7xR3XWkSh/h0Ar2bmnwLwU0T0B30b6UU3MfMeMxtmrpn5h5n5uz39dL34EiJ6CxH9oF9eDwDuA/Cw2Od9/rcFENHLieiNRPTG+ur+MXRnwIABA3qCARju97cERPQAEf0yEb2diN5GRF/W2P5VRMREdF781oeS10QUDIFPAvA/xLa+BsLKZLodtBtUBLdoxakVx/8i2kOtvgHA9wH4Ft/+twD4DgCfh2bigUPrKDPzq+HMJqw94142VsHaxcODFrPsVpGnYoLmsqCholsrJUEbtVknTa23D13V1OwtE7jl2lqvJSiGQjuO5xfaMpCui5lAh7Cd22pFdSG/3jAWAAvtTlouHB2qycpQS7rW5gBtoo1q6bIWwrhllkYX9dSoD7SMiloWtdOkHZfhqA7/TM9vnkJo3bIGUm1dDkVIUJwbjblJEUzMBIh9u66h6VRuIlx/bVRndCLgnhvVeD7c7/kBgbIK84EFYYEtOAYckyVRA/jHzPxmItoC8CYi+gVm/mMiegCu4kVMNzgEJf/jAH6ViC7A5Tf+T3/8M+BSG3phVZ7EoYtBNY5/aZ/9iOj7AfxX//V9AB4Qm++HK061/FwgGNP+KndOrvJn4k6efpl5umxb5gPAapN78UHP2+Elk2F+rJ94OU3I7mdxfIP3d+dq7N8B52fo/6a17sveR4HFFzdQVFGoEseJqBkp1ZoY2ZJZn+oWifPIibnlPvYpsniY8M1mXxcESMu1tAkE2e9DUSeCejGNZ1NWJmCTj1vNKoYZ16wihdSEHAsW5wLcPY2lwSMFhbhv+M1a6laIKGTqL9JGQXhk9J5NlB6L6z9GGXEs0U2+Rt6j/vMOEb0djj35YwD/CsA/AfAz4pBelDwzv4qIfgnAPQB+npMTUMH5Jnqht8lx3CCie0QBwb8F4I/859cDeA0RhbyMZwL43SehiwMGDBiwFIeQ0eeJ6I3i+6s9E5K3R/QggBcB+B0i+lQA72fmP2z4Eu8D8Nvieyclz8y/3fLbn/XuNZ5EIQHg24nohXBC/t0AXgEAzPw2InotnBStAXzxqsgmwLUStYjGjeusjwTuVCsWrYBuDXuZhdA38qjtnMv2W4j+OeQ5zZK6RcuOAxYNrqOa7wrJypBUl1shkJKTXVlQQzPtY0HkjuF8nwUsGXaVWTzL75+knzINuUFvyX66fduTHpvRTAtj3dLuKkQroqntB4uIOPJ/WtmFktwBsRaTEUl5XaVOvPUSILX8jBbyVkSib1MbRIBVSBYBcTwbEWfPJXurjsX3uK1rYA4LPlRjF5j5I5ft4CNIfwrAl8PNfd8A4K+07drRmxuCJ01IMPPLlmx7FYBXHb5R2UYP6ogakUfINmVtZaY55wlxh4pEWfJSNyml7DDOX6qmlbt8kfjVnH375LdIP4Ww3TZ6a7HNcM7F34AGHSSOs5T7ALJrJ1qI7urD7auW39qO6UK43pDB23VMMxGsWYtIiwgg6ddZCIXu4ttb/CMLtCJ6hI6K57BJPYFJDFj2X96fxjnqhuIh3422kNeQ6GatWpjMm1Rr/E3SUJQUFgKiIhHPIdq7EVOoO+fxNExEJZyA+DFm/mki+jAAT4NbGRRwtPubieijcURK/qh4Mi2JAQMGDDjRoBWRS73acFLgBwC8PawWx8xvBXCn2OfdAD6SmS/4FeZuGiX/QSEkFrTknoq/jEpyn1M7yzX3ZX1p12abiXVNdOV9HIbqWvY4N7Uw19ekwVGmdXbHTjcpusU+Nfdvb8dCVIkVY0YNx3DTkmtq5FJb7hrDPhFakf4RpV+a52tagpJGMb4sSIqeQ2YtNK3DzDpoWJ+dQW595ytOlJ48R7xWYtShDhqprFZY01JaRpHKe2PkcTYvvcHIg0u6xrSZ4Mr+WXQb/eUv0HF9BuSIOBzdtAwfD+BlAN4q8he+npl/tvW0R6Xkj4jbSki0TZhHFhBi12Xhrc1zr/Yp5NtlYl13zaXVwiAcKUXZYTJLGS197zyeG/x5P7SNjQyLbNa0iuewKQlwWYSQbC8g48GxnLJL/WxvK52ju7ZQEzIkmwkIpca1sgscuvzcFNBtE/oyX8SqSKlM0Cz48NJnosXs7yxhrZmw15HoKcPTw+dIRZnF0PW26LX251k+M/m13MjilfHcxxPd9OtYMTMx84ON70ej5I+A20pIDBgwYMDNxC2ecX0suK2ERKuDtEU+Z/HV8vhme0tPRq37uKS0ZX1sWiPtmpfb1//uHXtdehQzxWYO/cx2aLNEnLe1oMV19LvFMd+nZg6nYJtIZ0WqAkkLXhVd1IVgOUircFnZjuaxC30V7XQFPACNYIjMQkj2V1tVYRny2CxrIqm/LrSNhfypqzyL2y93lHdZzaaF92o2Kx3QIQrKUXYpF8IatfDudt4Npmxm7qKi3JgejRI+FE5AFdjrxW0jJMJk6V6iZqJNu1BYlei2LJSUO/ZbmFyXdno5gZpxth0vBwAfMph+P0xmaVeWNaP9mgg53RJeTjk2XUl8y0JAJbSyixE/PYQE0D0xBKEgxynrC5Zz683vGaUn59Qlt9Rx5t2UaOezmR2SePjDlG2XkImKbedbFD6L1y//X3buTEjUOv5mjUKbdCVC9pxnfh5//9rUsBYis7NvxwbGSVlP4rpw2wiJAQMGDLjp6FoM/TbCbSMkCMitiKiZ9NM8+zh7O7dl2mKLrdw4LFIOQKYmdpXxCNpqlxOPGWCR7NS0d5blRnBT649dTmOYOVIbbUgtr+VSl2jEbdfhaQyz6ApXcYWx1ktptNl+nq6EKhL7dLbZaAtCQ17GOPTNwcisX+GcDttlX+VCVc2Iqi5qSKJpNcl6SKuwzOFvG7XTmAmmEvWcwn1lfyX+nEpbQQ9zHA/XRuMkXb5ioswKuSlUE44vT+JWxm0jJAAsCAigZeKVBzT45EM9WAsRIbTwe8zSbkRcSCpnwfPVpJj8l+bLlyX3GRXr7TATVBEWtM9N/gXIlfcW6Lk0EWYTUeN6msg2+clOrmEhR9iumGxD99yYqdhkF5UY2pGfe93fPjTTkn42BWW2fZnDIv4ekucShSc2gcWkzkKAhKzpwwqJ5r4E5/dZNq5tbYbnUIa2zg9Kt9OyYpSh6SAzmOKguXe467yNa2p5dRZ8kYInlYLo2DAIiQEDBgwY0ApGo7Tu7YnbU0gkpcx97XBAc3PbCqWgSfF07iM0SraUV9UsLXQhnqyG1tSm+cZoGnF+U/tyD7PF1b+CiU+KV5YXJ+1N/tKkvnjNNtIaVkbirDbnzdQ9VuG6s3N42Fo5bTO0o6QFyCDNICW0y1AFVjs7TFJEXQEIfe9vtOyW3NPOBMamZdFlZaAlSEBQKtLGYshxbkTqMFrvy8K19EHzsim3UMQujXOEfrv7ZyqfeDfTwIF3To88PdhV412l54IUZ9bD0jppVlaIlTsFS2vRGgP8uXoGP/QFgQe66aQhK3e9ZMZfnaDT3nYzygJID7OZ+8naop12AECVgqktbJEmzaNw7OZgxW0LZnmtQAyo3SRI5PthxgyeuInbmEM8CqveizDB1AQubRQWy85BmTAjsMkpMCg3IeqRBSnbOW59I5Tcb0uuoeMYt0EIhi7hsQords3b6k8hHQaLylP4gEUB0oL53gg8VynCp1Lx+eJROEngDIUSoBhK2w4J1CzMhygU2Kjs/craDLxuOH+YB5YtRHIcsLe/KXFbCYkBAwYMuGkY6KaThUAthJj93JnX2Fc6wIRWsjJvwmvEttbp4QhaZUY5pDbVvkbMmyKGnmmYTae9W6vTKjgtWlUW7QJnGWQXDIDmCmom6CADmFOu/fJCgeq0AZeLjnuy7q+4WMa+1Zuh5Ce57YEmI8Bs1rENfa2AqtI12gJgbx1RTUK7A8onNKx/ylgD1bkq9XWukvOySJpl6zrjwRqZEqCVoKLy2j5yvLK2rhNtloP7nZar28dw/lWWQ9dze9gFr5JllVYpZKYsaIKIUXs6ETNvOdRe05+YJZVcKD7rUbsX4xbP0aRWl1nm2bmaNwZZkEVGux7j0nQD3XSSYAhmv3QmqGboMkT4pIffzDUWq4ClicVxo+mmW08hsXiAF8AEYmD8gSJ8Rb3hX7CCQYag5n5fIjABeqeI7dmx72fBQGnjpEnKQo8Sh89WAdpTQ5Vy5joAa0qw5kjXsAL0VR3PX+w2fBbhchuCjRVB74eT+/dSDJPeLcSBSSiAnWBSdXipKdIPZJ1gkOfW14p4vN5PVEV1jrPzufOHSQX5hpqy8HRq3p4wCcn7SUfnolcJgmUhxjK6JvOfyPaowcPL9nr0ue38h7nWtuRL6Q+T/akPCmAeJDu5/oX7E76jYx7295qhcioRSNFQdnlIsQTbvMBf7IPcJ15P+u04ly8dopsGDBgwYEAHeBASJwpMwIECTyxgCXXVuzZpaiL+I9qEN052dFRSij3C/C5Hv6y/q0C9mawHWEBP/XEm0DaI7YhmAQWw8ovKl4AtOVFTmmHvmAEANjZmkDV7rl7aBJ6YuL7MAVVRPAdYKJ+2oYg2zXVpSZCzJlK/FpQyf4y/tki3+c9BYZfXGzTHoOmXgBl5DbUg2AKwY3dgeakA+2gXVm7s2FsE9XayqEKUylJtUGql4SJV7ghfmWQpI6/adm0LsGm2wYuO01atP1A7sW/yAOplTSyeuz9FlY7x/9u8lhIbStehOdJLPmklWm7qQMGum7Rt4QThvnizKWr/yCIA83425uFAI4Xjmm0vQ9i599zQo71BSJwwEKD2NagSD4zOb6L1FBDgOXfxwKlZokpYA3biKR3tIoHCtvoUY/SYGzo7ds9nsecaUhVAnr4nAyi3AnzoXlbrxSonHADATFyEjy0TF8yPOUGwq8fueD/5lfsE7eSHO59pTNpN/rxBbbR+hpgTVehs+l22KQVB/E18js2zFz5ho0ljwwWcL0Mnmixcn9XIQmKLaxr6wO+ngequ5NdYAIkBkCc3+QUvvNoyUqZBsbRiqR8iSEwZrtl9AMNPwlF5aPLrzRvl/wsUoxRmYf5WnAmoZk2k1n74kFq2IoKO3TsRw5lrypUdAshPumbLLDxT3SdbvI7Qz2YIbKQTxTOetSPROH/oG4sQWNbLx+EwOI5Fh2513F5CYsCAAQNuJgZL4oQhaCbSWqgpafLeWoiKGUFEHgF2wnlbvg1dOatDCQshau4WKHeThiwtB+VpmKaWb4MzVzuNGhAOXq9VyTwPsgSqCXrqD5s6CyL2pWk9dD23DStCOqelFU8tjEFW7VJqrCY/n8jDitaIrMMTlnhmA6h5Gn9uMgCKsqioMD5MgL5UxP3D9QNAfb7uRzu0YVWU0mHbAvw4Sc/1Eqds5rRfTIKUVsGqBMlw6oXjZXSRcOSnpLaQsAiY/XbrBUB8RpUPTCDxfrG43O7OdW9MkYe+mablu9SCa/RR0otV42E/DjCGAn8nCVQDo8saZN0EGiZRWCyU840TckNIZBE9LROvjNrJOHhufLeNz+HBV45iCZOfLfO+xLYBMFFGW+k5oALFVOcvpqR+Yn/ENXDzRQub24RGCxZYCs7PDyvaJaSw1vBz2Nek/dh/ZhEo0+xLiAqzZRozKhz1EWk5BWg/oVXsJ7wsxFLeUHEimZR1zMiWKO2Y0Jf6VLqS3ID2yTcoFg0aRk1V8s8oFgKZnYIydg8OFRaqSOXgmb1yFc5nkFG0lKKhnR4Q6obJZ4tXXCM6lPCGkFloR9JQRih8nl4L401zgqpVVPRIXsOx5TZwx0XcXnjShAQR/UcAz/ZftwFcYeYXEtGDAN4O4E/9tt9m5i+4+T0cMGDAgBUYhMSNAzP/nfCZiL4DwFWx+Z3M/MLDtEc1ML6YNGslI2yk1iv7ILVeqQmH712aUINe6YwoCgqttBZUOqc0n6N2E2iUoKHDXYuqctqqeZxqRBTJvmZRTPLch0BnNFPzWpXYN4xhi+OcrO8Li5+l41w5x36EDM03wPhacmTvP1WotoyYQ0INByUbcjWjAKeeipyFLOZ+BVbNC5nTNVo1i43Hdiw5LTd81wwKeSjK3UA9ClSQjbW5xmsViBizmYt+MJfHonFHa2aVXaOFS0AN8Dy9/hbInv3MGhXWgyyfEqLPQhDFknCC7mv358jQZdEW7Eqy+PPaWgE+l8nRyiomeao5Qc0J2lujzYCSY8MgJG48yK2j+JkAXnJd7bCjZJr0T5M2Iua4rbWsS8uE1hQgbUKieQzgJjtWtNhOmBiNyEPiRV5e+j0WaCzR36wPsnZgS98inaU8HRI7gIWXsy18tlXQQhwrJ0huvP9Nqkv2T9BdTG6C41B1WtJNxv3tPstNSVIQhEKAIZGyGX5qibLEPLbyc4pEyjLb4eiYnLXqIMcb95frFEccomwS9UaLNF5AtThLhrlZRooeBKEgwo1iYJV1O6dwZDn4vq8h2kflz54sby+fu3Cu6B/Sbr96XQqiRD1xY/w7hXDL71lZb/Gws1XgvVQnLV6vcX67ICT0zP2Rl1yqWqJIHRXMgDlOiXNr4pgChq8LLwbwGDP/L/Hb04jo94noV4noxV0HEtHLieiNRPTG+mDvxvd0wIABAySY+/2dYNxQS4KIfhHA3S2bvoGZ///tnX+sZdVVxz/f92aG36E/GJG0tPwQNFCRAjZtQeQPQikkgIKBBg00RvyBtUYR0WqDkphW1MaGtilV0ooEmoqlhDRFovwoLRSmMAxDYeSHE0UoU0RLoXSYeW/5x97n3n323fu8++b9OO/dWZ/kvnfu3vvss86+55y119p7r/OVuP0B4MYk73ngbWb2P5KOB26RdLSZvZxXYmbXAtcC7H3gwTaY35+4Q4AkzhK0ZrEkVkU6CWVYNslLO4+l3zx1lTTFpFEvw2xmPcwk+3W4t1L3kxIZRtxd6bk0llNSTyJcsCbSY1QOX5JnrLQOl10zoN6ybIbenypTO+PakqbsjIbWhKwVWkUaBs6WjCk1F0dg8A7o3DrKZiHlYaxnZ6aGbivTsMrt07BTgx4rM+0QJc2ag+aYJVddKNy20CxdQ5FPMGj56TJrc0ZFF+Vgv+alVM3iyUE4k8Sqa2bgNVZHan0m5QG0Y9iT1+vBqtnxxuFKUsuuv5Il1YRjGdyO26exaBlO/XBNsFRSK6epPrrEmrYfrB9KLdVddLVWMXx200Ixs1O78iWtAX4ROD7ZZzuwPW5/W9LTwJHAhjmPF83f3Kc68uBvbsrkQh3MSCk8VEcWpxUPPvw/WLkc922qnJqJ24liGFEiBbdN8VjpQyxXinnxwSveskPtaicnrSdXrvkDrqYoCu6tKsn5zq6BNT+EdduCL2p2rQ2mLts+M8wCszF8s9JYSRTaoHLuzeszZ3YGt8aOV5PbROGBNFh13HQ8KDyYZ4ful3ymW67Yg+8/FSLJSlcn5+eQkndsaH/Pf5fBbKdpa08znrLhgrOuB2s+dU4wuy7utybEE5uOscOmdoTp5626cvdjTJvZwwaLYMMst8a9pGz6eaKQs/YcjDfmihFabsYFs8qthHHo2910KvCEmT3bJEhaL2k6bh8GHAE805N8juM4ddzdtORcQNvVBHAy8OeSdhL63L9hZi/NVVHTMwrxclLLIPmNEnM8z2vcNqW3lA1dOqP+kNxkVm6CikE3KXWpQGUArdDzGUlPvg/XKwxlG+mhplOIso51fQ2Fir3HouVTsh5Kx6hZTdAaPA2hx4eLDm2aQXdmZm2IkzUcPLWhm+RHYVrUziZibdLL76QZHK25xtIvuVWZu02S9QiYsHgtNFbEYAA5dQ1lFm75mirnkf/W2XUxyGp61tBamNj8T91NLddnMsBdJHdjpb35KRtOPlhnsG96UskxOqz9lntYacF4/zaurixOGM2MwpLoi+Zust1i4LpXJWFmFxfSbgZu3qX6orup7VIa5gta4xWW3FQW/xQD4iXuKbJyZqBEKShTRCh5SDduptRCrz38C+kj5jSjFv/wRIeunlZ+xXa0fOpJyRXQpM/hUqopnpI/faAYstXnIa5TzFvDMPjfNDBto3GmmnNLGySfXtX1gM2/t7YT/2W+0C1T6u1say8snE2Uhg3dHo2fvXVNpdeeJc2YKpNG8VghLxNXqeslKp102nV+zHbMqQ53V03xN7LU3gyXLsBsvldIf87W2EKqXXIx1e6Uta5RdzfNi74tCcdxnNWLK4lVhIaWRN4rSntoA2uD6H3Je16l/bLvTU9ssK3EJJ7NXkWfWjLJcUfouNaqaxOgbC0U8kcO17ww3mzwP7cm8hhMxeON9J6p9jRHrIg0LbEI8ii0rXpyyyUNwzHYv2wSjKwbaTVkltc6dmKRZF30/Ny7PDMheFjcL/WcTFl7Rl4yu6qxTC3p9aeuldrxBm2UtGkeAmVwKrMK0UybjCkGa0wGFkXuOkwr6LIsUrdRtmtLjuw8hotTh/dW43YbmQwQj5Ovj2qdaypC9h6uXcd8dtOqJHcZpWQXsJXykguy9cpK0b4A0/LpDa70Bq+4O0oupbT+jPymHnExJe4IS+vp8L02yqGlGDJFUJt90rkafT7+3szdkOqL2eSGD8/QRrgwa8YSn/NgNpms9YDLFdio3OUG7/b7D+UYofm50wdj7vlKV0APOiaKJ93sl1w3g4CPMWuW4ZTT5lDJCvdah6I4NNOs1o8ytKa2Np2I7PduhxwvTPFOUKndkmMPdLmlD/u2623OGWHp99mO/EJnbcEY2KJOlVqZTJ6ScBzHWS7cklhFGK23s3VScr80daQ9r7THn3ocyLbTAbKkB2yoZQIbwx78oGwqVk3uaLmUskszh0rWwTj71fYp9haTBmhZNqmVlVeblRMMBvOVDGTaTPwdktk4wwimwYoYuqk0DL0+Za2yTNmoBZQKUznfYtpc35u0lnVo7WuBLD+dCJHGGMsXjOVulSwacXGyRcENlo/nD4rE8PbDUBhDC6EJ35IupksrH2mW/Pyye2iwXej1t8rVev5dFsFc+y3289xnN61CSm6cQn7pu7K02oWZ72DNdqW8ZXXZyBO4ImtLqLkZZ6YndLTNPOpTdn6ttKQtBoq2pJCUtF3zPVXQ6ULDpAOgndnxW3WKEWVZcaGVXGbp+IjVysqyY1a2S1RdIRoNmphPeS1clwO5xvxNW9O/u8QsnVPS8RjbxQTV+6JYNilTvf9yJdB1T891Dy8GPnDtOI7j1LBZH5NYdcyrJ1MrN1IprR5xaXC4aGxYd69rvnRaAYW8scKJVPYfGVSvlWuSC+dZPPUuV1at1z+VHDazAIprTsbtQeaWTe17y6pQXYauQeJxroOOXnDXWoh8QsTI/lneXLKV1sVU8wr7F5lDnvnct7X9Ou+1eVhc42NuSaw2Rl6xWSozZl0jUxvnqqhwvOpFO8Z11WWK70q5atlBZkcd85F3Pi6XMYqP7L6ISrfFXOMwuQKouJmqrigW4Fkc8yE5sttcD83KYTRHuXn/aMvEnGIt+pgEPnDtOI7jlDHAfOB69ZCGw1jQPOhd2Xce+8xLtjHKFhdzVbpUNh+Tez6Dk7vAklkE4zLH8UtrUZr0rroWclqL3Sbzqk6LZCAswe/a+7VSw4zFDSm7MpkYJYGFdw1MFLtwcyzHDTX5BnY/LNoir11hBf+oK1VHAINYXJPM5CgJx3Gc5WY3sCRkEzI6L+l7wKvAi33LknEALtO4rES5XKbxWG0yvd3M1i+kcklfi8cYhxfN7PSFHK8vJkZJAEjaYGYn9C1Hiss0PitRLpdpPFymyaXvN9M5juM4KxhXEo7jOE6VSVMS1/YtQAGXaXxWolwu03i4TBPKRI1JOI7jOIvLpFkSjuM4ziLiSsJxHMepMhFKQtLpkrZIekrSFT3LslXSo5I2StoQ094k6Q5JT8b/b1xiGa6TtE3S5iStKoOkP4ptt0XS+5ZRpisl/Xdsq42SzlhmmQ6WdKekxyU9JunDMb23tuqQqbe2krSnpAckPRJl+rOY3vc1VZOr1+tq4jCzVf0hvNb8aeAwYB3wCHBUj/JsBQ7I0v4SuCJuXwF8fIllOBk4Dtg8lwzAUbHN9gAOjW05vUwyXQlcVii7XDIdBBwXt/cD/j0eu7e26pCpt7YiRMbYN26vBb4FvHsFXFM1uXq9ribtMwmWxLuAp8zsGTN7HbgJOLtnmXLOBr4Qt78AnLOUBzOze4CXxpThbOAmM9tuZv8BPEVo0+WQqcZyyfS8mT0Ut38APA68hR7bqkOmGsshk5nZK/Hr2vgx+r+manLVWBa5Jo1JUBJvAf4r+f4s3TfVUmPAv0j6tqRLYtqBZvY8hIcA8GM9yFWToe/2+21Jm6I7qnFXLLtMkg4B3knoja6Itspkgh7bStK0pI3ANuAOM1sR7VSRC1bIdTUJTIKSKAWJ7HNe74lmdhzwfuBSSSf3KMs49Nl+nwEOB44Fngf+ug+ZJO0L3Az8rpm93FW0kLYkchVk6rWtzGzGzI4F3gq8S9I7OoovWztV5FoR19WkMAlK4lng4OT7W4HnepIFM3su/t8GfJlgzr4g6SCA+H9bD6LVZOit/czshXiTzwKfY2j6L5tMktYSHsY3mNk/x+Re26ok00poqyjH/wF3Aaezgq6pVK6V0laTwiQoiQeBIyQdKmkdcAFwax+CSNpH0n7NNnAasDnKc1EsdhHwlR7Eq8lwK3CBpD0kHQocATywHAI1D5jILxDaatlkkiTg74HHzexvkqze2qomU59tJWm9pDfE7b2AU4En6PmaqsnV93U1cfQ9cr4YH+AMwiyQp4GP9CjHYYTZE48AjzWyAG8G/hV4Mv5/0xLLcSPBzN5B6D39apcMwEdi220B3r+MMl0PPApsItzABy2zTCcR3A2bgI3xc0afbdUhU29tBRwDPByPvRn46FzX9TL9fjW5er2uJu3jYTkcx3GcKpPgbnIcx3GWCFcSjuM4ThVXEo7jOE4VVxKO4zhOFVcSjuM4ThVXEo7jOE4VVxK7EZJembvUvOs8SzE8u6RzJB21C3XcJemEeZbfIumsQt4hSsKRTzqS/jjZ3iuGxn5d0gF9yuVMDq4knAVhZrea2cfi13MI4ZiXgwvNbElX1kuaXsr6F4mBkjCz1yzEMfJQE86i4UpiN0SBqyVtVnhB0vkx/ZTYS/8nSU9IuiGGiUDSGTHtXkmflHRbTL9Y0jWS3gucBVwde7OHpxaCpAMkbY3be0m6KUbp/CKwVyLbaZLuk/SQpC/FQHdznc/xCi+euQ+4NEmfjuf5YDzWr8f0KUmfVnhRzW2SvirpvJi3VdJHJd0L/FJNnnjMuxWi/d6exDD6HUnfice7qUPmfRQilD4o6WFJZ8f0QyR9PR7vodiuSDpI0j2xbTdL+jlJHwMa6+GGsX58x5kvfS/59s/yfYBX4v9zgTsIL2w6EPhPwstuTgG+Twh8NgXcRwgTsSchxPKhcf8bgdvi9sXANXH788B5yfHuAk6I2wcAW+P27wHXxe1jgJ3ACbHMPcA+Me8PiaEWsvMY1Bu/bwJ+Pm5fTXyxEXAJ8Cdxew9gA+FlM+cBX43n+OPA/zZyE14adXki84g8hPcWfBNYH9PPT87nOWCPuP2Gjt/iL4BfbsoRwsrsA+wN7BnTjwA2xO3fZxjmZRrYL/1Ns7q3kr34yj/+2dXPGpzdkZOAG81shhDJ827gZ4GXgQfM7FkAhTj9hwCvAM9YeFELBCVxSV7pPDgZ+CSAmW2StCmmv5vgrvpGNGDWERRVFUn7Ex7Gd8ek6wlh2iEEWDymsRKA/QkP3pOAL1mIEvpdSXdm1X5xDnl+EngHcEdMnybEpYKgsG6QdAtwS4fopwFnSbosft8TeBtByVwj6VhgBjgy5j8IXKcQIfYWM9vYUbfjLBquJHZPSnH1G7Yn2zOEa6SrfBc7Gbo098zySkHDRHhxzAfmcQxV6mryPmRmt7cSpTPnqPPVLnkk/TTwmJm9p7DvmQQleBbwp5KONrOdFdnONbMtWd1XAi8AP0Noux9BeLOfwrtJzgSul3S1mf3DHOfhOAvGxyR2T+4Bzo8++/WEh1pXyOQngMMU3pQGwb1S4geE9zI3bAWOj9vnJen3ABcCKLwk5piYfj9woqSfiHl7SzqSDiy8R+D7kk6KSRcm2bcDvxl730g6UiGE+73AuXFs4kCCm61ETZ4twHpJ74npayUdLWkKONjM7gQuJ7iRamMqtwMfSsZ83hnT9weej1bOrxCsFCS9HdhmZp8jhBI/Lpbf0Zyf4ywFriR2T75McIs8AvwbwQf/3VphM3sN+C3ga3FA9wXC2EXOTcAfxIHYw4G/Ijykv0nw7zd8Btg3upkuJyooM/seYYzjxph3P/BTY5zPB4FPxYHr15L0vwO+AzykMC32swTL6GZCuPIm7Vul86nJY+Fd6ucBH5f0CCGc93sJD/R/lPQoIYT1J6ISK3EVYWxjU5Ttqpj+aeAiSfcTXE2NVXMKsFHSw4Qxpb+N6dfGOnzg2lkSPFS4MxaS9jWzV2LP91PAk2b2iZ5kuQu4zMw2LKCO5nzeTFBSJ3YpytVEnEV2gpm92LcszurHLQlnXH4tDmQ/RnCJfLZHWV4CPq/CYrp5cFs8n68DV02CglBcTEewUGZ7FseZENyScJwlRNIHgQ9nyd8ws0tL5R1npeFKwnEcx6ni7ibHcRyniisJx3Ecp4orCcdxHKeKKwnHcRynyv8DLCIVbcLtXO0AAAAASUVORK5CYII=\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ts.isel(time=0).plot()\n", - "\n", - "# Or, below commends do the same:\n", - "\n", - "# ts[0].plot()\n", - "# ts.isel(time=slice(0, 1)).plot()\n", - "# ts.sel(time=ds.ts.time[0]).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "81f3d61c-c186-4007-972d-9cecaa6422bc", - "metadata": {}, - "source": [ - "#### Check date of first time step " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "2c7d1d5e-95d5-4e76-b0ac-9a3f67fd675e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "numpy.datetime64('1850-01-16T12:00:00.000000000')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.time[0].values" - ] - }, - { - "cell_type": "markdown", - "id": "466ff83b-cba8-49f8-862e-401a245d96b9", - "metadata": {}, - "source": [ - "#### Check date of last time step " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "a1606cf2-d527-440b-81b5-297e64590eb3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "numpy.datetime64('2005-12-16T12:00:00.000000000')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.time[-1].values" - ] - }, - { - "cell_type": "markdown", - "id": "ef540f3e-5d7f-4a05-8640-e6165b332920", - "metadata": {}, - "source": [ - "### 1.3 Subset" - ] - }, - { - "cell_type": "markdown", - "id": "19fbb7f6-cda2-40dc-a1ac-0b789462b06e", - "metadata": {}, - "source": [ - "#### Original dimensions" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1872, 145, 192)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.shape" - ] - }, - { - "cell_type": "markdown", - "id": "a77c25de-f38f-40ae-9f8a-caf56d060368", - "metadata": {}, - "source": [ - "#### Temporal subset" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 145, 192)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts1 = ds.ts.sel(time=slice('1850-01-01', '1850-12-31'))\n", - "ts1.shape" - ] - }, - { - "cell_type": "markdown", - "id": "1a501577-74d8-42a8-abf7-68f417de841e", - "metadata": {}, - "source": [ - "#### Spatial subset" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1872, 25, 53)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts2 = ds.ts.sel(lat=slice(20, 50), lon=slice(220, 320))\n", - "ts2.shape" - ] - }, - { - "cell_type": "markdown", - "id": "66e2b278-69a0-40d2-afe2-caa8ebcf1a76", - "metadata": {}, - "source": [ - "#### Spatio-tempoal subset" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 25, 53)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts3 = ds.ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59'), lat=slice(20, 50), lon=slice(220, 320))\n", - "ts3.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ts3[0].plot()" - ] - }, - { - "cell_type": "markdown", - "id": "dd94e503-d7d5-400d-b9dc-b476d9070fa9", - "metadata": {}, - "source": [ - "You can also visualize data on a map using [cartropy](https://scitools.org.uk/cartopy/docs/latest/) as below. Useage example also can be found [here](http://xarray.pydata.org/en/stable/user-guide/plotting.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import cartopy.crs as ccrs\n", - "\n", - "p = ts3.isel(time=0).plot(\n", - " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", - " transform=ccrs.PlateCarree(),\n", - ")\n", - "\n", - "p.axes.set_global()\n", - "\n", - "p.axes.coastlines()" - ] - }, - { - "cell_type": "markdown", - "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", - "metadata": {}, - "source": [ - "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py). Below capability was made to mimic that capability." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", - "metadata": {}, - "outputs": [], - "source": [ - "def region_subset(d, regions_specs, region=None):\n", - " \n", - " if ((region == None) or \n", - " (region != None) and (region not in list(regions_specs.keys()))):\n", - " print('Error: region not defined')\n", - " else: \n", - " if 'domain' in list(regions_specs[region].keys()):\n", - " if 'latitude' in list(regions_specs[region]['domain'].keys()):\n", - " lat0 = regions_specs[region]['domain']['latitude'][0]\n", - " lat1 = regions_specs[region]['domain']['latitude'][1]\n", - " if 'latitude' in (d.coords.dims):\n", - " d = d.sel(latitude=slice(lat0, lat1))\n", - " elif 'lat' in (d.coords.dims):\n", - " d = d.sel(lat=slice(lat0, lat1))\n", - "\n", - " if 'longitude' in list(regions_specs[region]['domain'].keys()):\n", - " lon0 = regions_specs[region]['domain']['longitude'][0]\n", - " lon1 = regions_specs[region]['domain']['longitude'][1]\n", - " if 'longitude' in (d.coords.dims):\n", - " d = d.sel(longitude=slice(lon0, lon1))\n", - " elif 'lon' in (d.coords.dims):\n", - " d = d.sel(lon=slice(lon0, lon1))\n", - "\n", - " return d" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", - "metadata": {}, - "outputs": [], - "source": [ - "regions_specs = {\n", - " 'NHEX': {'domain': {'latitude': (30., 90)}},\n", - " 'SHEX': {'domain': {'latitude': (-90., 30)}},\n", - " 'TROPICS': {'domain': {'latitude': (-30., 30)}},\n", - " 'global': {},\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 49, 192)" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts4 = region_subset(ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59')), regions_specs, 'NHEX')\n", - "ts4.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 49, 192)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts4 = region_subset(ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59')), regions_specs, 'TROPICS')\n", - "ts4.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 145, 192)" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts4 = region_subset(ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59')), regions_specs, 'global')\n", - "ts4.shape" - ] - }, - { - "cell_type": "markdown", - "id": "c555a250-a0df-4750-a804-f1d5ccd86fac", - "metadata": {}, - "source": [ - "## 2. Annual Cycle" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", - "metadata": {}, - "outputs": [], - "source": [ - "ts_ann = ts.groupby('time.month').mean('time')" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 145, 192)" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts_ann.shape" - ] - }, - { - "cell_type": "markdown", - "id": "f2637bcc-23b1-4690-966d-b78c05569e61", - "metadata": {}, - "source": [ - "## 3. Seasonal Mean" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", - "metadata": {}, - "outputs": [], - "source": [ - "ts_seasons = ts.groupby('time.season').mean('time')" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(4, 145, 192)" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts_seasons.shape" - ] - }, - { - "cell_type": "markdown", - "id": "653a0733-a878-4efc-b4d5-05048d71932d", - "metadata": {}, - "source": [ - "## 4. Land-sea mask\n", - "\n", - "- Open land fraction of the given model grid and apply land or sea mask to the field of interest, using [`xarray.DataArray.where`](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html) capbility.\n", - "- Relvant example usage also can be found [here](https://geohackweek.github.io/nDarrays/09-masking/)." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", - "metadata": {}, - "outputs": [], - "source": [ - "demo_lsmsk_filename = 'sftlf_fx_ACCESS1-0_amip_r0i0p0.nc'\n", - "demo_lsmsk_file = os.path.join(demo_data_dir, demo_lsmsk_filename)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:   (lat: 145, bnds: 2, lon: 192)\n",
    -       "Coordinates:\n",
    -       "  * lat       (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
    -       "  * lon       (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
    -       "Dimensions without coordinates: bnds\n",
    -       "Data variables:\n",
    -       "    lat_bnds  (lat, bnds) float64 -90.0 -89.38 -89.38 ... 89.38 89.38 90.0\n",
    -       "    lon_bnds  (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
    -       "    sftlf     (lat, lon) float32 100.0 100.0 100.0 100.0 ... 0.0 0.0 0.0 0.0\n",
    -       "Attributes: (12/29)\n",
    -       "    institution:            CSIRO (Commonwealth Scientific and Industrial Res...\n",
    -       "    institute_id:           CSIRO-BOM\n",
    -       "    experiment_id:          amip\n",
    -       "    source:                 ACCESS1-0 2011. Atmosphere: AGCM v1.0 (N96 grid-p...\n",
    -       "    model_id:               ACCESS1-0\n",
    -       "    forcing:                GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4...\n",
    -       "    ...                     ...\n",
    -       "    title:                  ACCESS1-0 model output prepared for CMIP5 AMIP\n",
    -       "    parent_experiment:      N/A\n",
    -       "    modeling_realm:         atmos\n",
    -       "    realization:            0\n",
    -       "    cmor_version:           2.8.0\n",
    -       "    xcdat_infer:            sftlf
    " - ], - "text/plain": [ - "\n", - "Dimensions: (lat: 145, bnds: 2, lon: 192)\n", - "Coordinates:\n", - " * lat (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n", - " * lon (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n", - "Dimensions without coordinates: bnds\n", - "Data variables:\n", - " lat_bnds (lat, bnds) float64 ...\n", - " lon_bnds (lon, bnds) float64 ...\n", - " sftlf (lat, lon) float32 ...\n", - "Attributes: (12/29)\n", - " institution: CSIRO (Commonwealth Scientific and Industrial Res...\n", - " institute_id: CSIRO-BOM\n", - " experiment_id: amip\n", - " source: ACCESS1-0 2011. Atmosphere: AGCM v1.0 (N96 grid-p...\n", - " model_id: ACCESS1-0\n", - " forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4...\n", - " ... ...\n", - " title: ACCESS1-0 model output prepared for CMIP5 AMIP\n", - " parent_experiment: N/A\n", - " modeling_realm: atmos\n", - " realization: 0\n", - " cmor_version: 2.8.0\n", - " xcdat_infer: sftlf" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file)\n", - "ds_lsmsk" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", - "metadata": {}, - "outputs": [], - "source": [ - "sftlf = ds_lsmsk.sftlf" - ] - }, - { - "cell_type": "markdown", - "id": "d26376fc-3560-4d5b-8e13-222549c5d464", - "metadata": {}, - "source": [ - "### 4.1 Land" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", - "metadata": {}, - "outputs": [], - "source": [ - "ts_land = ts.where(sftlf!=0.)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "p = ts_land.isel(time=0).plot(\n", - " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", - " transform=ccrs.PlateCarree(),\n", - ")\n", - "\n", - "p.axes.set_global()\n", - "\n", - "p.axes.coastlines()" - ] - }, - { - "cell_type": "markdown", - "id": "f5088027-6980-4df9-a2d6-de6f253e0a0f", - "metadata": {}, - "source": [ - "### 4.2 Ocean" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", - "metadata": {}, - "outputs": [], - "source": [ - "ts_sea = ts.where(sftlf==0.)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "44499305-3479-4686-926c-275df329dcb8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "p = ts_sea.isel(time=0).plot(\n", - " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", - " transform=ccrs.PlateCarree(),\n", - ")\n", - "\n", - "p.axes.set_global()\n", - "\n", - "p.axes.coastlines()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/tutorials/demo_open_dataset_E3SM.ipynb b/tutorials/demo_open_dataset_E3SM.ipynb deleted file mode 100644 index e4539bd..0000000 --- a/tutorials/demo_open_dataset_E3SM.ipynb +++ /dev/null @@ -1,929 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "6b1b28a4-12d6-4b3d-9ebb-836adb0b4118", - "metadata": {}, - "source": [ - "# XCDAT Demo: testing general functions on regridded E3SM data\n", - "In this document, E3SM model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", - "\n", - "Demo data used in this document is the time-series of regridded surface temperature (ts) simulated by E3SM, and the model's land fraction. Those data can be found from [E3SM data server](https://web.lcrc.anl.gov/public/e3sm/e3sm_diags_test_data/time-series/E3SM_v1/)\n", - "\n", - "Author: Jiwoo Lee, Jill Zhang (2021. 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "id": "00614266-f53e-4b19-9899-36a31717f449", - "metadata": {}, - "outputs": [], - "source": [ - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "180af2eb-8047-4af6-a99f-b3838ee32920", - "metadata": {}, - "outputs": [], - "source": [ - "demo_data_dir = '/Users/zhang40/Documents/ACME_simulations/E3SM_v1'\n", - "demo_filename = 'TS_185001_201312.nc'\n", - "demo_file = os.path.join(demo_data_dir, demo_filename)" - ] - }, - { - "cell_type": "markdown", - "id": "4891950c-edc4-4021-9368-6f2e874def77", - "metadata": {}, - "source": [ - "## 1. Open dataset using xcdat\n", - "\n", - "### 1.1 Load dataset into memory" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "dd409458-f046-45fc-8bcd-862452df863b", - "metadata": {}, - "outputs": [], - "source": [ - "import xcdat\n", - "import xarray as xr" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", - "metadata": {}, - "outputs": [], - "source": [ - "ds = xcdat.open_dataset(demo_file, data_var = 'TS')" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", - "metadata": {}, - "outputs": [], - "source": [ - "ts = ds.TS" - ] - }, - { - "cell_type": "markdown", - "id": "1fbf6848-acf8-4c48-89a8-5c3943bba2b8", - "metadata": {}, - "source": [ - "### 1.2 Data quick check\n", - "\n", - "#### Check dimensions" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "5c4df434-e363-4c58-a136-a4491603e01c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1968, 129, 256)" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.shape" - ] - }, - { - "cell_type": "markdown", - "id": "d6f0b979-87cf-48f8-9619-e32f646575be", - "metadata": {}, - "source": [ - "#### Field quick view -- plot data on the first time step" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "id": "cc3f4941-672a-4727-8fcf-4f920c94a809", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ts.isel(time=0).plot()\n", - "\n", - "# Or, below commends do the same:\n", - "\n", - "# ts[0].plot()\n", - "# ts.isel(time=slice(0, 1)).plot()\n", - "# ts.sel(time=ds.ts.time[0]).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "81f3d61c-c186-4007-972d-9cecaa6422bc", - "metadata": {}, - "source": [ - "#### Check date of first time step: Note that monthly E3SM data recode time at the end of each time interval. The first time step is decoded as Feb 1st. " - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "id": "2c7d1d5e-95d5-4e76-b0ac-9a3f67fd675e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n", - " dtype=object)" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.time[0].values" - ] - }, - { - "cell_type": "markdown", - "id": "466ff83b-cba8-49f8-862e-401a245d96b9", - "metadata": {}, - "source": [ - "#### Check date of last time step " - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "id": "a1606cf2-d527-440b-81b5-297e64590eb3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(cftime.DatetimeNoLeap(2014, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n", - " dtype=object)" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.time[-1].values" - ] - }, - { - "cell_type": "markdown", - "id": "ef540f3e-5d7f-4a05-8640-e6165b332920", - "metadata": {}, - "source": [ - "### 1.3 Subset" - ] - }, - { - "cell_type": "markdown", - "id": "19fbb7f6-cda2-40dc-a1ac-0b789462b06e", - "metadata": {}, - "source": [ - "#### Original dimensions" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1968, 129, 256)" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts.shape" - ] - }, - { - "cell_type": "markdown", - "id": "a77c25de-f38f-40ae-9f8a-caf56d060368", - "metadata": {}, - "source": [ - "#### Temporal subset" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 129, 256)" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts1 = ts.sel(time=slice('1851-01-01', '1851-12-31'))\n", - "ts1.shape" - ] - }, - { - "cell_type": "markdown", - "id": "1a501577-74d8-42a8-abf7-68f417de841e", - "metadata": {}, - "source": [ - "#### Spatial subset" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1968, 21, 71)" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts2 = ts.sel(lat=slice(20, 50), lon=slice(220, 320))\n", - "ts2.shape" - ] - }, - { - "cell_type": "markdown", - "id": "66e2b278-69a0-40d2-afe2-caa8ebcf1a76", - "metadata": {}, - "source": [ - "#### Spatio-tempoal subset" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 21, 71)" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts3 = ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59'), lat=slice(20, 50), lon=slice(220, 320))\n", - "ts3.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ts3[0].plot()" - ] - }, - { - "cell_type": "markdown", - "id": "dd94e503-d7d5-400d-b9dc-b476d9070fa9", - "metadata": {}, - "source": [ - "You can also visualize data on a map using [cartropy](https://scitools.org.uk/cartopy/docs/latest/) as below. Useage example also can be found [here](http://xarray.pydata.org/en/stable/user-guide/plotting.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import cartopy.crs as ccrs\n", - "\n", - "p = ts3.isel(time=0).plot(\n", - " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", - " transform=ccrs.PlateCarree(),\n", - ")\n", - "\n", - "p.axes.set_global()\n", - "\n", - "p.axes.coastlines()" - ] - }, - { - "cell_type": "markdown", - "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", - "metadata": {}, - "source": [ - "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py), as well as E3SM_diags [predefined_domains](https://github.com/E3SM-Project/e3sm_diags/blob/master/e3sm_diags/derivations/default_regions.py). Below capability was made to mimic that capability." - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", - "metadata": {}, - "outputs": [], - "source": [ - "def region_subset(d, regions_specs, region=None):\n", - " \n", - " if ((region == None) or \n", - " (region != None) and (region not in list(regions_specs.keys()))):\n", - " print('Error: region not defined')\n", - " else: \n", - " if 'domain' in list(regions_specs[region].keys()):\n", - " if 'latitude' in list(regions_specs[region]['domain'].keys()):\n", - " lat0 = regions_specs[region]['domain']['latitude'][0]\n", - " lat1 = regions_specs[region]['domain']['latitude'][1]\n", - " if 'latitude' in (d.coords.dims):\n", - " d = d.sel(latitude=slice(lat0, lat1))\n", - " elif 'lat' in (d.coords.dims):\n", - " d = d.sel(lat=slice(lat0, lat1))\n", - "\n", - " if 'longitude' in list(regions_specs[region]['domain'].keys()):\n", - " lon0 = regions_specs[region]['domain']['longitude'][0]\n", - " lon1 = regions_specs[region]['domain']['longitude'][1]\n", - " if 'longitude' in (d.coords.dims):\n", - " d = d.sel(longitude=slice(lon0, lon1))\n", - " elif 'lon' in (d.coords.dims):\n", - " d = d.sel(lon=slice(lon0, lon1))\n", - "\n", - " return d" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", - "metadata": {}, - "outputs": [], - "source": [ - "regions_specs = {\n", - " 'NHEX': {'domain': {'latitude': (30., 90)}},\n", - " 'SHEX': {'domain': {'latitude': (-90., 30)}},\n", - " 'TROPICS': {'domain': {'latitude': (-30., 30)}},\n", - " 'global': {},\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 43, 256)" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'NHEX')\n", - "ts4.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 43, 256)" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'TROPICS')\n", - "ts4.shape" - ] - }, - { - "cell_type": "markdown", - "id": "b4a382e2", - "metadata": {}, - "source": [ - "Select Nearest grid box near an ARM site." - ] - }, - { - "cell_type": "markdown", - "id": "c555a250-a0df-4750-a804-f1d5ccd86fac", - "metadata": {}, - "source": [ - "## 2. Annual Cycle" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 129, 256)" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'global')\n", - "ts4.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", - "metadata": {}, - "outputs": [], - "source": [ - "ts_ann = ts.groupby('time.month').mean('time')" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12, 129, 256)" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts_ann.shape" - ] - }, - { - "cell_type": "markdown", - "id": "f2637bcc-23b1-4690-966d-b78c05569e61", - "metadata": {}, - "source": [ - "## 3. Seasonal Mean" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", - "metadata": {}, - "outputs": [], - "source": [ - "ts_seasons = ts.groupby('time.season').mean('time')" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(4, 129, 256)" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts_seasons.shape" - ] - }, - { - "cell_type": "markdown", - "id": "653a0733-a878-4efc-b4d5-05048d71932d", - "metadata": {}, - "source": [ - "## 4. Land-sea mask\n", - "\n", - "- Open land fraction of the given model grid and apply land or sea mask to the field of interest, using [`xarray.DataArray.where`](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html) capbility.\n", - "- Relvant example usage also can be found [here](https://geohackweek.github.io/nDarrays/09-masking/)." - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", - "metadata": {}, - "outputs": [], - "source": [ - "demo_lsmsk_filename = 'LANDFRAC_185001_201312.nc'\n", - "demo_lsmsk_file = os.path.join(demo_data_dir, demo_lsmsk_filename)" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", - "metadata": {}, - "outputs": [], - "source": [ - "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file, data_var = 'LANDFRAC')" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", - "metadata": {}, - "outputs": [], - "source": [ - "sftlf = ds_lsmsk.LANDFRAC" - ] - }, - { - "cell_type": "markdown", - "id": "d26376fc-3560-4d5b-8e13-222549c5d464", - "metadata": {}, - "source": [ - "### 4.1 Land" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", - "metadata": {}, - "outputs": [], - "source": [ - "ts_land = ts.where(sftlf!=0.)" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "p = ts_land.isel(time=0).plot(\n", - " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", - " transform=ccrs.PlateCarree(),\n", - ")\n", - "\n", - "p.axes.set_global()\n", - "\n", - "p.axes.coastlines()" - ] - }, - { - "cell_type": "markdown", - "id": "f5088027-6980-4df9-a2d6-de6f253e0a0f", - "metadata": {}, - "source": [ - "### 4.2 Ocean" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", - "metadata": {}, - "outputs": [], - "source": [ - "ts_sea = ts.where(sftlf==0.)" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "id": "44499305-3479-4686-926c-275df329dcb8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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1+b4/fOMwfv2Dd7H3iz7F775dPbd9npdzq5JaySjJ+9axiHhtztlrqsgE3SLPvfaYvn3773IEdHuwZq2xZ2SRz0aSESu9qBPZrBb1p/85JevjGQsPBuC8+08dOId9Owf1uxz3IQFiY7j37CmalP7eUZTN1ze4S5UO3dlgaiQcoDrqO5OuSt9Vhnpv+9wV/1t/eQGTwn6POBL134uxmLUPWJBtJ2NDdBvW4fU1HyA6S3LRWHHvTmAv4FXAf1S1tey/YMmWuviId6CjVjUSK50NzOqt9qFHkXLTi6pVQTsecyKSwA0fOBSApV89lmisR9qL0F6ErI2I1grRGiFeLUQeYXCrmCSGwCRjkHYgHTHbI/fDdR85dDy3o4D/en5+G6JE+fXZ75pwXxPF/tsebrzAnBossffZRc/b9+gn//rShMd4xnovN9HZSYL2uv0NPKN9IV7FW+QLai+XoqNsgC8TFBtlTeQnzyx5b9WptiC7F5UqOz9eBzLV1rnLTqi4AwHDwr6P/QjJog5g4sPu26xDMiogkIwKf/rCYZc2eV21wc6PGNOv/2hxq7aP2fq2SY83FzCbVF5PBW5R1dsmymEHBAQETCeChFLEbCIoBwGne9tvEZGXA5cA73Q5bHzY4KBDAOIHbUy06WrE863N7Z9qPpGyy/ePyvYnSUSvF6Eq6DaCCOz43Y8SiTK2EaRJRNxJkcj0mSZC2ovodWM0scbebgQ9gVhhQYKMpCYWIxGWv+rd474Jjz/wU5nB36nBfnvW4QDs89yZcyEdr6H46fGBnJ+cMbihh/Pu/Tr7dg4yGxJlkfNm05NMfLdhy/EX4lM8g7uMjBTdjP24EddnuU0cFYy4fbEmvnqrIstClTu371JcpVqcrXjGoz7Ut++8Sz88AzNph6c98RhUoPfABax5QExvoYkzW7sh3LfYPBMdGY5WZlg2lPmEWeE2LCKjwHOAb9tdnwO2w+S1WQV8quo8VT1ZVfdU1T3jDdabjqkGBAQEWAiJRq0+6wpmi4SyP3CZqv4FwH0DiMgXgR8N7EEUTQSt4hgEJFJiSUn8/FFAp5OgKqSp/STmJdHUuZuCdr0TBKJOgo7YccZybz0nHUmcTPjOXnhGvePAb74//baTiWK80gkYqQYo2CL8fpxxP0td7gcZ+unmfRtJHBelD/+YjS5XP/+bl01BRUzGZdu3n6vNz7RQRpn/NSnZybIyPH3vj03MrXsG4Esj+z7mI4iqyeBA8bp++vsPzNAMi7jvIWNobJx07n+QsPpBoLH5JJvYP/KQhAoTprruEIs2mC0E5SV46i4XHWo3nwdcPbAHFdJejPs7S+ypvtxfXI2BPukV/dDTREBh2cvqI+q3Pe0YNBVE1Bj5M62H/S3kxEyF5S9/z8ApBxQxiAidd/+p7PeA15oNP1V5KQVKkwfV/rscAdjFcMTW4HDqsljQyHjonXdxv6qnCk7FAvDzXx2R7/NKI/iZGp7y9E+06nc24qd//CBPf/zHcg9G1WnLGjEIe7/weNJRYe3GEfdtZhxibvhgvyPM0lOHe/+DyquIGScoIrIIeDrwem/3sSKyO2apXl46FhAQEDDjUBW6Oiuyxs8azDhBUdX7gAeV9h08kb5cQkGJtJhbT5QoMpJFndvwINz60iMK20u/7jgdgRSjInMhCGuDGDxVmIxbMpAlD9WRCB3Jn9NEOe2fXXBEq30Ovzj/vRMaZ7bAT6K67+M+yr6P++i4k6tOBe7fNObeJUa1tXajFF1YEzieDk+iMEb58F/3MeMEJSAgIGBuQtYpg3sbzB+CIsrIWIKqCWD0YYztEbccVM85jhfLXz63Oc11FT+5/COACXxztpOZ5q7nKpwh/ul7f4yn/9fRnP/b9w84Y7jY8zUn0FtkJI7eBtBbT0nWM6krRExwcpai2wkm5ZTdk0Awyvdj3hAUEYjiUt1yay3VNBpYdjtg3cJsMSbPB0yHx9rjXvIpfn967gG58wdPJNlOSBbkf+xbDjO1T5Z+/niwVRhwOUQtIYk6w6ixmCMJgY0FzBuCEhAQEDCdUISuhiXUx7y6G45XyMoZeQa4W18yPHVXQEBAEU/a/1h0RLjgh8OLldrjzSeyZiO49phDC9IJNOfGW/6Gw1n6tU8WHXpFs3i0YSEY5fsxrwhKQEBAwHRBkaDyKmH+EBQXU0gebDhRF+GAgIB2eMIBJr9cujBCI5OLrinbQ1ssPel49FEp0VjCdt86ZtwONctf+R62+9YxBSO82PCBYcYiBqN8EfOHoFjc8PxgbA0oYq+DTzDVLiFLvFlWoQRMDL8++108/kCTai8dAS3Xi2mJhx51It31lWShwojCooSokxLFyshoj52/92GSNCLpxq2Iy05nfYSRUcNc3viCD2T7hilPqBLchkuYdwQlICAgYHogpCH1SgHzhqBIX0q+gACDfzwCRv4T0bkHRv8DUVd59KtPwDGXl3zpsJmd4DTCXbeKcOkXJ170zUcyKiYBYwRpLDzqdSeOu+/rjzrUuPsKEJkSqJqYshCaChpBHKXEYykPPesjfedLKb4kEiOd3PCCPGnlsJd+BdYGL68Cwt0ICAgImAAUCQW2SphXBEVEeehZH+H6YEdZp7H0lE9CpEQjtjjalsLqezqsvT8iXRURrxZjq12HhNrHvPIEVMikEwQe+cYTs32Xf2bi0kraMZJJMmZyaaUxPPydJxIlIL3BfW9/7Ikki1JwycLF1laLhbQnRLEAtkiegHtwUUkqcYu7H8S88/fy9PtTUQg2uA0XMa8ISkBAQMB0QYE0GOULmDcEZdeNl3Av/brUgHULS0/5ZMFV1OR1U3T9LrpQuHfhCKyNiO8Xot66o67449eMnWjP11rbUWS8sgAmq7W5+CuHGWknht4CW9DK63vnD55I5IrUKVzziUPZ5cgTScagt0hJFykaa1bADlzlZ83qGvn/6thlFS/bTfDSLalkZ131nP6SxcJRk7to20uoh1LEvCEoQFb8aufvfZjrnteuQFLA9GOvg0+gu57QWwi99SAZM2qTm957KDt+7ERuPLKd+mXrLx9rop+FYtI/F5OUCkk3MttqoqR1QQKdlGQ0Iumahtt8xlaYVtuNCre+vdlQv/TUT9gyCZqN7+Icbnzh7KheWAXngLDHm0406i+b72qyuOxzh/KIQ09EUkNMNIJ01Ki/iDQjXghs+z8noA+xhCICHDGJFHWlJ2Lv3mIIhGpe4C7KiEpxHua4+b7iWR+d/IU1IEgo/Qh3IyAgIGACcAW22nyaICJbisgvReQ6EblGRN5u9+8mIr8XkatE5IcisqF3zvtE5GYRuUFEnjHFl9oaovMkDe+ee+6p9x35rEzkjSLlmgOOmtlJBfRhr4NPIBmD7iJh7UbQ3QCShSk6Yg2ta6OB0oGPLEW5z6m6vE2lb9RILSaTQl4QDSuVqMJtr3734DG//klTzM3mhhIxxd1cFLavilnXAm0fftiJpFbizD6jStqxEkkmjdgTRK2U5O4dVmJRojhFYiWOjXNFZCXAOEozA70zzPv3XNV4X6WpcOWz+12MTXu5VFX3nMy1br7rxvr6M57Qqu2HHv7D2vFEZDGwWFUvE5ENgEuB5wKnAIer6gUi8mpgG1X9gIjsgimZ/hhgCfAzYEdVrakqNn0IEkpAQEDABGDqoUirT2M/qqtU9TL7+x7gOmBzYCfg17bZ+cAL7O8DgG+p6hpVXQbcjCEuM455ZUMBMj1rkE5mJy46NZc+dvqocRfNuFZAx5sNVtSyRf02lEIzK5BIrJBS8C1VFZYf/J7GYTJjv5g+RDT79vNDiaixLVuOeZfvH8W1zz1qfNc0h3HVCcb+tfMHT7SSH7ltCmssjzS7l9pn/zInlKUTI5XASJwQR/a+o302FFVIEC7/76m1n9jJjif1yiYicom3fbKqntzXo8hSYA/gIuBq4DnA2cCLgC1ts82BP3inrbD7ZhzziqBc+9yj1rk/8FzGDR84lB2POZHuBilqVSLL3tqcY2vrLx/Lba/x1FJe8STw1Fveb2c0v/WgYkXBbb75cQCWv6xYfXPpKZ+0HQAY43DUydOfZ0Qka5MTkEj8eAmDh//gQ5WeRvMekn8yT7JILUHxiInvWBHZFPNi1NZRZIhKbFWKcZQSi/bFoICJQ0kRLnvmx6bl8hTGE9j490EqNhFZH/gu8A5Vvduquf5XRD4I/ABY65rWTGfGMa8ISkBAQMB0wRTYaja4t4WIdDDE5JuqehaAql4P7GuP7wj8t22+glxaAdgCWDmUiUwSM05QRGQ5cA+QAD1V3VNEHgicASwFlgMvVtV/tekvSCdzB3u86UQ6G0AaRyTrGSll6ReOZ/nrD689RyKnfsK46lZJCva3K6q2/Zkf61ONbPetY7J923zj48Ux4pxLLrsEmzkU1VqFcyuMxetibFQ64qLyyaLxAStRVkgnVg0mkRKNGJVXFKdEUS6ddCJP3VURJe8K6j3ynCOnTUoZRvp6ERHgy8B1qnqCt//BqvpXEYmAI4HP20M/AE4TkRMwRvkdgD9OeiJDwGwxyj9ZVXf3RML3Aj9X1R2An9vtgICAgFkDk75eWn0GYG/gYOApInK5/TwTeImI3Ahcj5FAvmrG1WuAM4FrgZ8Ab54NHl4wCySUGhwAPMn+PgX4FdBsNQ2Yc4i6ECUQ9SBxDKcoSz9/PMvfUJRSln7xONQGu2W2Dd8tGPokCgeRfmkiitOMa3au5qj0RdmXxxAgsgbiKj1+PmbRnXX3H+fBjpHotHHQM4UbPngo23/yRNJRNS7hNuLdBS9m5Xjd84pN7rUqF+EoUkbjhE6cVEonAKQRcWQcLtKB6/fwMIzkkKr6W+rDSz9dc87RwNGTHnzIaIxDEZHnt+hjtaqeM+EJiCwD/oUxKn1BVU8WkX+r6sZem3+p6gMqzj0EOARgq622etRtt9020WkEzBAe/s4TWb0p9Na3hvnMHcj+v6I8fkFiY9Atx5cU1FmeUdwnNJAbzKugNQuDr7KSin7Kx6pQjpWIrP304v2PqT9pnmDb//0U6YiCi0NxkfBWxWWKaJlCWnGUMhKnmXoxEiUWs68TJ8SSNiSEFHoaoSokaWRUYGqeyx/367/Pw4hDefAuD9IDv7Ffq7afedRpkx5vLmCQhPJFjMtaExl+AjBhggLsraorReTBwPkicn3bE63b3clgAhsnMYeAgICAcSPk8ipiEEE5V1Vf3dRARL4xmQmo6kr7/VcR+R4mQOcvIrJYVVfZKNK/TmaMgNmJRxxqoqozh0cnjQiIqhFSnCHcRk9XSiclV92y67AzoJfdeYvo50fKhvXyuT637Es+UY0Hpy/hADz2vPfxh2d8vLLtfEE6puhImj+PyLkGp0QjStxJGIkTRmIjicRi1ImxNcZ3ooTROGE0ShiJUnppRM+L/XASSi+NzDujQhylVkIxx/7rZ+/mt087dujXpgi9dDheXvMFjUZ5VX3ZoA7atKmDiKxnUw0gIuthXOSuxngxvMI2ewVGSgoICAiYVRhGpPx8QmujvIg8HuPGm52jql+f5PgPAb5nvOYYAU5T1Z+IyMXAmSLyGuB2TJRowDzDlSeaqOptTzwBHTESicRGosBJBO6/WGf/qLGZOMkEihJGVe6nJrfeKruJk0CaJJZiH9rXxu17ws/fxa+felzt+HMeCxKikTQTACW2LsE2U/NInNIZSTKXYF8yWb+zlgVxj5EoIVUrDUQwgpFAXCAjQBRrvs9KJr7B/Mm/MAGzv3zKp4Z2ac7LKyBHK4IiIqcC2wGXY+JFwLwikyIoqnorsFvF/n8AT51M3wFzB7ceehhLv3icF0VdEV/itpVKVZevCnOeWFBc9AepsPw2PnxCUiZK5fb9tc3NtlvcIpsypO78uYwdv/NRYxxfE6NJZIzuoymjYz06I2bZSFWsB1eaxZTEYghJJ04Yi3sssJ9FI2vpRAlJgZgkpGqM7j377VAmMuc+odJBaqgI6euLaCuh7AnsovMlNXFAQEDAJBFqyvejLUG5GtgMWDWFcwlYlzGaZgkXo1iJRxJTEMv7wzrpQ7FuvlZacRyvadPvHlyWGsrG8TqDeooU1FuuX/+7fI6f06uMgpRiP+c98X/GcZNmL3Y66yN0OuYZRHFKmkSowshIytholzEroTiVlnuu7j5GKB1rfB+NExbEXcaiXN0VixJZA3iqqXk2aVyUUMhVXdO10K9L9pE2aCQoIvJDzN92A+BaEfkjsMYdV9XnTO30AgICAmYnFIKXVwmDJJTjp2UWAfMW255+DBtueH9tOvFtTzNBZ1GHLHo6HkkZiZPGnFgugA36Aw3jyATEQTUHWWdUz47bvuKSrcPnpn1JJCpJJXV2EV9C8ecxV7Hz9z6cRbOvtyB3+QWbkiSNiEQZG+mxqGMS5Y5E1cGJ7r6ORCkRmj23GJPDq6Mpo1EPMIt4ipBEvWxBT3EG+YgUoTcdWaWmURKaK2gkKKp6AYCIfFJVC6lPROSTwAVTOLcJ40UXvpFIlDMe9/nC/pf84RBOf2xfCYKAKcA23/g4nYU91l+/W0lMnvyLd7K612HDjTqkaa7+cDEITiXiCIMz4FZFtLuF3sUeiDXyOmjJcFul6iq38/sGGBGbpNA7Z8SOEVE0rru5uN9NOOC3b+Hs//pMY5vZhN1+9AEWjXZZMNLlIRsW1VYOZSI7Iml2r8zvYtqpVE1sibuPI1HCiH3ukaR0opTjdzudd1/xIlIiumIM8wlC6oiMxiSWoKxNY1PzZoqhzB2Vl4gsBLZS1Rumcpy2ZPzpFfv2H+ZEAgICAuYafFflps9MQkSejfHQ/Ynd3l1EfjAVYw2yobwReBOwnYhc6R3aAPjdVExosjjw92+oFKvBcEcHX/RaTt3rSzMws3UHu559FA94YM9EOI/0eMYF7+gzPu+88V+4p7uAlfdtSKrCSJRzsSbmIMr2A4xGSYHzhyIn3EsNZ5qpTzx33ao/dZ3R3EkpziDvuG/3TvlqKv8989VYVfOsgu/iOtvxggvfBMDDNu1m98CpmUZsjq3Uu3e+Gss8DytpijIiCR273dWIVKPsGzDR8VGPsahHRxKO3e3bZr8kRNJjTEwdkpQoiwNJtUdX42m1aSjDSQ45DTgKk4HkVwCqermtDDl0DLKhnAacC3ycYgr5e1T1n1MxoYCAgIC5AJN6ZU7EofRU9S5pymA6JAyyodwlIvcAD1fVOZHKt2w38REkk6nHU395GJttaLj3RSNdvrf3Z/vaHHX1Aawfj9JLYzZbdI81xhqu1XHsXU/agJyb9znejqREkpJqxL3JaMadun0u+K3Nn97170s0TtJxNoCypFHmwF1bN77r17WtGnNtOlsrSOQ46uoD2G3D3FBedibwqxZ2Nc7sGb00JkGI7fMFMqkDzPUnmOfkpIsEoSMJC+MuHUkyG5o7N5aUrsZEaiSiRPL7HGlRcpoOzBEJ82oReSkQi8gOwNuAC6dioIH/NFVNgStEZKupmEBAQEDAnITODRsK8FZgV0zIx2nAXcA7pmKgtuzRYuAaG4dyr9s51+NQXnvJKzMXxS/t+bWZns68wM+ffMLANmNRl0Qj1htZw3oja4hbpB9Jsj+ncxV2XkBq++zR9dJg9DRmTTJi0nNE+TllycHB52qdDQfIbDu+15EPX0pxuv/Y4+CTBm451WhWp1559xUvYrsFf+XBncjYLFqkGelqzOq0Q1djulEuZTqppCx1JLbPrsaskREiURZFa23tk5QY5ePXPpP37XIOC6KukWBsP4l1EQYj0U73vZwLNhQRiYEfqOrTgPdP9XhtCcqHp3QW04jXXvJKEhd564niAePDRJMannjdviwQ6MoIi6K1WRGlQUisCsupSMAs5rH1D02iIqFIiejGEWvSEXoal/pyhKOYBt0RlV4aF9xcR6MeY3GvEB/hXFQjSYlFMyNynBnni9fkao8n6hMuc/6rLn4VvTSedSrZ7Rb8lQ3i1YY4aMxarV4u3PUkRHSAJJLcbVfM4t+x7r1xSV3WkcTUFElhUWeNIThoH+H+9PVPoyMREUKKkiAFBoEIo/KKjOG/Iwlvuuxl9NKYk/c8ZWj3pO7aZytUNRGR+0RkI1W9a6rHa0VQVPUCEXkI8Gi764+qGmqUBAQErLOYQ7m8VgNXicj5FDVMbxv2QG2zDb8YOA7jdibA/4nIu1T1O8Oe0FTDV2296bKXVXJDb73s//F/j/wmb7j0YAA+/6hTp3OKcwJjcW/c53zm+qcQiXEP7VgDq1OF+KirgpdqVFBzAAUXVshVKKkKYzEsjLusSUcKUo1TnblxfIkhRUissTxVYTRKWBivZcxy2I4j9lVZHUmzNk7aSjzpx99nVEe5FDXi9fGqi1/FVx/91XHc0anFpiN309URIw0QMSrmHiRl1ZcUs/7GKEQ9OvQyiaMJY5ISR6tr3oVcMo3EynmZUT8isZ5LkaZ0fQeHCD692+njv+hxou9ezE782H6mHG1VXu8HHu2kEhHZFPgZMOcISkBAQMAwoDr7VV4Aqjp1Or8S2hKUqKTi+gfto+xnLU565Dc4/IoDOX63Mwr7/++R3wSCZNKE+7qjrTnqL924D4lGRBKRWGbVGGd7RT24Rcd+lyWVtCRNljlfIzU4W4WVVKwbqjMOx5JmkoJvW4lIjd0lNRLUGknpakRHUsaiHgvjLjFpIaDOl3rGoh4bxDmX7Vxpu4Ux8vEN162MiNH5r0lGGEEyqdm9gzOFs2/dna52jIRAZKQs95xKRvWYlJTcZXvMBTGSu1pXLbzOBuYb6v3n5vqOBRZItzBmkj0x792JIE2NC/J0Fb6qStcz2yAiy6ioca2q2w57rLYE5Scich7gZMgDgXOGPZmZQJmYBLTD+qNrWJ10OPyKA9l2wV95006/LBz/wg1P9LbMAgDYBcIsBM6gXufK75OZmDSLOahCqtYgLLn6Kldp5ec5AtbRpC+uoqsxI2IIjUub3olSxqSbqbMcMXKEwvdi6kjCWGQXvjQfz83BjR1hioHlHkqpSfnuRX4fevlBnLj7t2qvdypw/rKdzXyIWatjrNXqqPNC8sYsAr7esSLRiNh7xub5Kx0xTgyZYwURESldHbH3KM2IsCMfhjFJzPtAlC2TpkVOvNp4Dk4ec8aGsqf3ewGmAu4Dp2Kgtkb5d4nIC4C9MX//k1X1e1MxoYCAgIC5grkgodgKuD7+R0R+C3xw2GO1DtNV1e8C3x32BALmJjZbeA9jUY8Hd+5m4/g+zrjZOAAmRNyXjpLUvFp5zqvcAOt+ZxJLDTpUu3gnRJ6h1hrnswjqqE8C8qWYYv+9zPDv4OIhfONygmRxGS5WYizqskC6mRTTsQbsCKNCiyXJXF59tV2qEVGkdEgqXaOnE07KuC8ds9taUB3FBXVjEVVu0u4+Rp5Kq2OlC3Pf0kySSFSs1Bpl5y8oG+k1zZ5lWiE9vXuXc8dxtZPHXIhDARCRR3qbEUZi2WAqxmrr5fV84JPAgzGPVABV1Q2nYlIBAQEBsx7KUGw1IrIl8HVMVdwUowH6tIjsDnweo6bqAW9S1T/ac94HvAZIgLep6nkNQ3zK+90DlgEvnvTEK9BWQjkWeLaqXjcVkwiYe1i84C426dzDlp1/cuD2F3PazXsBsDrtFALg6qQOn9t1evIyylwv5AGCDolGBckllaL7MEJmvyn0o9IvudT4mbhrKEdiu/3OJpD347X1uGo0ohN1C67H2Noebju1NpqpdEc95abHszrt8PqdiuWMnAS2QNYCo3ZfRIIOlB6hdP80NYWxpFeQRMA8175oeYmye7XASi+uz9Qa4WNR0LTwDrzlob8Y9/UPC1kp6smjB7xTVS8TkQ2AS23MyLHAh1X1XBF5pt1+kojsAhyESaeyBPiZiOyoqnVR2q9R1Vv9HSKyzTAmXkZbgvKXqSAmDZT5KOB1wN9s0yNUdV44AcwHnHTDk9l54RoWRWt40XaXAvDS7S8CjEeXv9D68AlHlLVRb8FuVxWpoKqqIQqJF+uRHWs4b1CSv6rqinWGaOehBC41i1XpSbdSPeeInour6GhCV2OOvXb/Satxvn3Lo8zY5DE/G8cRa6P6NO/P2OZaAM66ZQ9iSVkwAQO3IxrZs62JRUkRoyYksiovjzCXFutEJVOlOU8vH0df8yzev+uPxj3XiWM4RnlVXQWssr/vEZHrgM0xNMtpgTYCVtrfBwDfUtU1wDIRuRmTnv73NUN8B3hkxb5HTXryJbQlKJeIyBnA9ynWlD9rkuPXUWaAE1U1lCAOCAiYtdD2tHYTEbnE2z5ZVfvKx9o6JXsAF2ESOJ4nIsdjbB+Pt802B/7gnbbC7iv39VCMFLORNVs4bIhRo5XbX1neV4G/qepT6w62JSgbAvcB+3r7FJgUQWmgzAGzGG/a6Zecs+xhdCtyO5lEibnk7Vw+y5LIqCSelFKKaygYf3PVRxm+xJGWJBPfxTgdoP4q9jmY42xySU1U6Eg9R+7Ucym5ys2p7dycuxrTUZPj6ks37sNrd/zNwDnVYVRytVNHEjokNgX8COcsexjP3ObqrO0Tl95YOHfj+D6TKt67lrIk546VpTUnabhnXJAU/T68zAcm1oW+9pBLJy6nWFdj1qQdjrr6AACOetjZ0yydGIxD5fV3Vd2zqYGIrI9xfHqHqt4tIh8DDlXV79psJV8Gnka1o33VC7cT8CxgY+DZ3v57MBqgMmLgmU1TBBorPbZ1G35V03EReZ+qfrxNXw19LCWnzHsDbxGRlwOXYKSYf1WccwhwCMBWW4Xs+gEBAdMHVUiGVGBLRDoYYvJNT/PzCuDt9ve3AZc9dAWwpXf6FuTqMG9+ejZwtog8TlXr1GE+Xj+o7pWIvKnp+LCq+7wIU9VxQqigzJ8DPoqhuh/FeCm8unyeFRlPBthzzz1nbx7wFjhv2S6Z7nouoKsjrNWYb9/yqIKksl5UTu+eu4c6V1rHJUMx2j0irbBt1HC2YCSOgpSSF1wq7BffjtLP3PlSSydzS41a23R8dMTlmPJcj0sG7cRF2ttxMy7fSWz2Pjjj/Fm37MHzt/vTuOcCxsDubFcdEhZEPUZJ2G3rWxvP+83y7VlPEtb2OQhXo05CAfvcCv9OzykBd/1pn/SYEJlcYp50YlLjj2S/ZzqX1jhUXrUQU0rxy8B1qurXf1gJPBGTQ/EpwE12/w+A00TkBIxRfgfgjw1D/ElE3oxRf2WqLlUtr6kLG+b4SVV9j6r+tulahkVQJmyZqqLMqvoX7/gXgemXZacJ5y3bBTB/qguW79indpjNGLWqLT8tBpTjFYwHlFNx+YSkTf2KstGzTFTcIpR6i5SJA0kK6hnXruOd7hajqviWVCIO2Pbywr6zb929dp4F1U5FksMykizepEh8EhVSibJrcPfr/GU78/RtJucXs8/SmyfU9uLblza2Laslix5aFSlXyD21XNyOj5SItTbOJ1HJCIjLThBJSgeI4pTDd27ylp16DMnLa2/gYExG4MvtviMwaqlPi8gIJmPwIWZMvUZEzgSuxdih39zg4QVwKnA98AzgI8D/A6peps+KyKGqmiWSFJEI+ArGcWoghkVQJkSn6yiziCy29hWA5wFXV50fEBAQMFNQZCgExXL9dR1VemKp6tHA0S2H2F5VXyQiB6jqKSJyGlBFiffFpNkaU9WzRGQBxhvsLoo2mFrMtIRSR5lfYoN6FFgOvH6S85u18PMigeEGH73V8pmbUAm/WL5TQUX1eKsqMbEKze60MZpJJR3PhXRQOnOHBCnkgDKupZ6BWIXYFmiKMZxuRG40d9KM2d/PwGW1zUvp8OtciA/Y9nLOWfaw/DprYjMGG/4jIrGSkeQJJBOiTGXmpuAKeIFRQ/n3dq+tlzWO4+MpS29o3baMR2+1nCtu39LORwtJMR1SFWLvHpclycq0/rZQlmlfklKyBJC50d49L/OMSokhZwhzRM/uVAj/FpGHAX8GlpYbqepyEXkaxrPswZi1+SJVPaztQMMiKN+eyEkNlDnEnAQEBMxu6NzI5QWcLCIPAI7E2F/WBz5QbuSlaHk3Jj7wfOAbbr+qXjZooLapV44FPgbcD/wE2A1jQP+GHeiYNv0EFHH+sp1t8FeOyQZK3XDHEiKBHbboc/oYF5xksp4kWZpxX7JYZCWUKsQ2v5V/ns/NNkkoRZfS8tGSRCC5UduXVtx5EUYf3/FsPGV31KZ5/GL5TkCRu/ftLWVDdBbMWJNzzIwv/QZsj3tPiYhKNqlR6TFq7Skd23a0YQwfdY4e197R752/y5Z31vaz21Z3NJ4fi2ZFxxJkoJTm21GAPHuwO+5ciMW2lTw3WDnT8ExC09lNUKwN5G7rJftroCllvZ+i5UrgId4+xTgGNKKthLKvqr5bRJ6HcVl7EfBL4Bstzw+ogB+LAWQVDG+4YwkAY6Is3WJV3el9uGmFISYAt65YzLbjOLeMjaP7C9sdSRn15rogKlZs9NU/WQyCKDE6PhWXl4CxX6WipbZe2nOriolt2vOqeVVtZ/2VDMP+lu8sMdpgcI9rjvlEsspnKrKuQs6RwHllOZXhqCXqoyTZPWl7T2vn6nvXTWBNrKpFUzyeZs8FzY9Xqb6q+/fLHJj0LxkR0ih7xp+53qxxM5WCZRheXlMJVU1F5C3AmS3aPnmy47VVQrqaR88ETlfVf0524ICAgIC5DJfLq81nhnG+iBwuIluKyAPdp9yolJW4EoPatJVQfigi12NUXm+yJYBXtzw3oIRfLN+JmDwuw6mERknoSErHcaHjeA9vXbG4ZcRAO/ipw838imq0BVJdU96XSHzOt8zROunJSWNV/YAXq1AjrWQGeccNUx+lXkahDnpJuihKFSkX3mY0BZ2Wz8TnwKu4tjwGJc+xlc+lWmVYvre3rlic9T8eSRZgpy3zZ3nTiiXjlnj896FP/WWN7WUpxSFxaj+1s7fVICPr/OHyegGZ2gs1/4cDtzcZR0656fFEaF+Cy2mFAjNPLNrAxZu82dun9Ku/vioiT6LZyerLmAD0SrSNlH+viHwSo4tLROQ+TIKygICAgHUWs13lBaCqbTMLbwRcSjNB+VvDsdZG+UUY6rYVJrhmCSZPzLwNOJwqXLB8RzolV1ojrbhvzTjauKU39q0rFhe44PHHdxdxwx1L6Ihz+7VzKU3l4VuuyNpCLo1MhNMFSLVaL98XcU0urfiSSkzSH0k/AO6aqgzIbaWc2r5b2Bjq2g+STKqwfMXi7Hq23HxitrPlVuJxqHuPyteyy5Z3cu0dm1v7ld2ZXY4r8+yntrffVkpxrt7meRubkpNUwEk8aSFbQKdkf5wZyKw3ykO2fh8GbKWqh4jIDsBOqlpYv1V16WTHaqvy+iqGcrlslyswrsKBoIwTJlGfFoyso6RE3gI+Ki4lBfxj5RY8aMmKyr6cqqK8HPoqkOUrFpPCuAz0HdGCaqeJsHUyNVN7pOTqmkxNJ8UxqghMn1G+FGkfjZOgOJWXHz/h+q4bdxBy47O/L8o80eqQG9tdZcO0ctyu10fXjUXxGdy0YgmrNeLPvQ1YIN1WEfLGM6uI1BveqchuWpGrKG9asSRTe+VqLntSHWHB3Bt3T3LVZUpkvdx8FRjiUu8X57ZA1k4iP8cQMQckFKZx/W67DmynqsdiA2RU9X5mx+MMCAgImBnonDHKT9v63VZCWSsiC7H0WES2w6uLEtAeZQO8M3g7ScPnbGNpfuY+B1tnwI+l2lW1CUbdlUtJTdh2i1XccefiAa1yJFrXZ1H6qFPtOK65insfJEn4kkfZLdn0XeT4fbTJOwbUcKwuTX//kX5VV79bcIKwtiIvVtFxQDM13T3pKPekC+iISQbp1FG+Ib4tyud0rZqxSmKpfCZWldWX4cDKQ4lIFlNi4ohMni6n7vLjbS5YvmN2zRtEMx8lD8wVCWXa1u+2BOVDmIDGLUXkm5iUKa+cigkFBAQEzB3MuPTRBuNav20w5G4YW/n9wDV+wt4mtPXyOl9ELgMei7mDb1fVv7c5NyDHxbcv9aQSrZROYqSPg6+zo/jnACQZd+tzrtUv/LV3bF4bGd1B+qSjTZfUR1F3Wv6pUsq2BY+9836aXE3VKHP54zLEey45ldJMRVfjsadEUm3IrppjuZ8miawuAt1JLFk+rDSii0l5v0B6LJAuo9ZZIUGyfFzlqPeqOdXZ3MrvjLOh3LpicSnLQZ6nq++e+deq1qHCSirlrAdOQim7jc+adXwOSCht128rubwHU8TrJoxH1wJgR+vZ+wXgFFWt9YZo6+UlwP7Atqr6ERHZSkQeo6pNOfgDAgIC5i8UmANeXhZPBP4LM+sO8L2KNh8DPocptFUglTZZ5EsxCSNPqRukrcrrJAzz9RRMPv17MDVMHt3y/HUaF9++lJiUUVyKjWrbSYzQESl4K8UICVoppSzdYhUr71zi8aymbdKCbeo02ARibw4xwsZLqjlah802X8k/Vm7R2CZF+2w5kTeFsuQSU5Su6q7JpS0ps0yVGvYJ/feL/Q/U3EvpWjTvow3cOEYqGacEBraIVjeTgtcSg5JJOFUS1mTzvjkU+hapDdLwsww7G0smqXgZpjte+0IuOC+btAuqbMpDNpWYC3EoInISsD1wut31ehF5mqr6gY6o6kvq+lDVvwL/M2istgRlL1V9pIj8yXb+LxEZbXnuOo9yTIFbzDtoQc3lFvK28ScASzZfyZ/vLEabJwor71zCks1X1i6AMVqZ7+vPdy6hI5Gdk7DhkttbXqMz4gtpxaLV8VU1WUxFf7sUrVShVe1LVFtHrg+CT5CqiFecfZcN480rSj9xaY9IyFcsGy3uZlrOX+aiz/1F3VeJZYkVJeGK27dkgSQTMtLXYdstVhXioSK0wLz7hLHsEu7HrzSpGB0DZvq3x21zx1httvnwrqkV5gBBwUgnD3NSh4icAlxV19jGrbwTE7fyurq4lSq0dZXoikhM7iWwKZOPnwsICAiY21Bp95lZ3IAJSnfYEpNNuA5fxXiBPc5ur8CowwairYTyvxid24NF5GjghZjc+gEt4EfBVxngJyKZVMFwB8WiVJttvpK/rexPVe5LJi5AcoEYlZvpq98w34ROoYZ6QwCfzRkLRqWR1OgMUrSgavv3yi2z30km4UjfOU0oj1XmiFy/idZzS90BEfBpaQq+YbpspHYqKN8gn2oxe4BrE6MkvipSNVMP+YXHqoInXQZm8w4ad/WJZBgeBF9K8d3VfbWfcwmvc27olJ0V3DXY+fpOK3GFeni60dabfIbxIOA6EXE270cDvxeRHwCo6nNK7bdT1QNF5CX2+P3Wjj4QAwmKdSFbhim68lSMcPpcVZ1cgeuAgICAuQxlrqi8PjjO9hOOWxlIUGw+/U+p6uMwhe4DxoErbt/SpjLRWpsJtOOu/rFyi4wL9914fenAwefWm1x+oZ8r7BARi7De4tsGzslhZBzhkxGxZ0cx+1JPJkhUa9OoOCkiRQsShy9RlO9GSrX04dp1ye0QTipwrrpZnzWsaLlNXXqVbtNvLfVfMVS5rkwsWpBWHBJxdpOIcsnlcl4wl4dt2LaUMu64M8+EHfmu285uosXt7Lj3DlT9X8pS9PSXBJY54eWlqhcAiMiGeGt+QxmSo5hg3GFblddPReQFwFlld7LZhn+v3HKgV9J0Ik9kaN89xcrJ1gtGBuegqoorcV5VcY2qLEZa34vxpj6/f9U2ACxcvCzbN7bY1Jrv/Xn77I+dViiOkpILu2uTaE4ogMyzrUqNlahmRKKNodu0NcRirZub9kfKd20d8yrEFa73fW21P+ljVdxIGeX07tmYNv17uVpmE/xkma7vQcklb7hjCQmSOYsMy+srn5M3aJazzHun7U//bsae6rXcT5U61iS8F9asMhnZU7Twfk4ZZvVqaCAihwAfxQQppuQuHpXVG1X1pyJyKROIO2xLUA4D1gN6IrLaTUhVN2x5fkBAQMD8wxwgKMC7gF3bEgVrWzkd+IGq3juegdpGym8wnk5nAkn3yoLhdjbg2js2Z9QzxiaWMahSDlW7qvZzaQ5tMuuOx6jeBmtWbcvY4lvpSL16y1c7+AZ4J5mkKClppUTio6zSMvv6VVdVcRq+Ydy/9360eaqS1563qqqqvh6/9a3Z74tu26ZwzHfHdaiqM58SsVZjUju2Oye1d2hUevhlf/15N8HVt/fP87MWV0k1VU4DCZKVI5gKFF3b3TtdRFF1Va8GdseMlOqpRiUF730DuHfV1gW17d0rfUenIUCZDR5cbXALcN842n8KOBD4hDXknwH8SFUHFlVsGylfVfbxLuA2Va0u3TdJiMh+wKcxziJfUtVPTMU4AQEBARPFHPHyeh9woYhchGdcV9W3VTW2NpcLbKjIU4DXAV8BBmqkxhMp/0jyYJiHA1cADxKRN6jqT1v20wr2Qj4LPB3jA32xiPxAVa9tOs8F1d29cqtCQN5M2FVchldnjM/nmEfEuzmX0cZA31b6KHNpVXBBkIPg7CQjmw2ur+HgSym+dFKWTMq2EmcnybYrJJOqSPJ+N17xpJQol1J8ycIOnfbxzUWs1k5hDCN9VEsdDl2NWa2jdDWmqybPVmYXsdKMk05cKeDVaYcUyfbXFZIalYTIFmnriCmf2yHJJJaO9Kxdx7gLj7f42TDhAg79INy6d7jJ/bvslOH66GiEyVVcdOhY7dkapwRDuKUisiXwdWAzzOt9sqp+WkTOwBQyBNgY+Leq7m7PeR/wGiAB3qaq5zUM8QXgF5j1u1X8oPXyejZGUnkkDelWfLQlKMuB16jqNXawXTB6uY8CZwFDJSjAY4CbVfVWO963MCWHawmKAt2aezWTxMT55CdqvjtIFolehzp11iAiMlEvlzbEpC2izW7s3/nnHUmqDPQ1xGQycKqbq+7Yoo+Y+IglLRAB06b//v5i+U7elvQRkZSIRItjpNrJfvuEpKtxtn+NdrJeIykSoK4alaKJUUmzb7Mvb5sREUnsp2cJlRJ5BOuZ21ydnfOb5dsXrm9UEvbaehqM1xaOsFTFRpVVnL4atC5mqGvP6ZKnHCp7hwGkQ1b/OgxJQukB71TVy0RkA+BSETlfVQ/MxhH5FEYr5Nbfg4BdMRmBfyYiO6pquUZa1r+qHtZ2MpaQ7YXx9Pos8KumhJA+2hKUhzpiAqCq14rIHqp6a8t4l/Fic8CnAiswF1iA9V44BGCLzcdb9SMgICBgkhiCDUVVVwGr7O97ROQ6zBp4LWTJeV+MUT+BYa6/paprgGUicjOGCf99zRC/tGvlDymqvOrchr8KvLSBQNWiLUG5QUQ+B3zLbh8I3CgiYxTd6oeFqqfUxwuo6snAyQC77TaqXU0zLv4fK7fIOJXplFBuXbHYqrQ0K1TVESESyXzn26LKNXIiuH/VNtPjQlmDaLMbGbO/16zaNjMcuzndvXKrPiklEi0Y5o06ExDj1BBZl+uUUulZi1HSLLLcL+jk54xKJHchThCikoG9SgXm0qp3SEgw6eLdc+l4Y7hz12pMqt5vooLEUoYpgZtkUoebXySaGe/NPFIrhahVefUyycQdL7swA3StS0iikZFgZkgL5mKjnKRSF1MERUkl0WKbPJZI+9qbLALmP5hORbTD+AIbNxGRS7ztk+36VYCILAX2AC7ydu8D/EVVb7LbmwN/8I6vsPvq8FL7/T5vX5/bsIg8RVV/ASwCDigLC6p6VsMYQHuC8krgTcA7MH/J3wKHY4jJk1v2MR6swOSbcdgCmOasbwEBAQED0J6g/F1V92xqICLrY7K4v0NV7/YOvYQ8UzC0ZLizA6rb1B0r4YkYW8uza/ofDkGxuVxOwriO3VA6/J82fYwTFwM7iMg2wJ0YfeFLm05QjBE3hj7D3HThz3cuYZEIqQ1W7EiURZ378I2JTSi64E7uepzL70zDD4B0KGc0vnfV1kTWcN/JJIqSvSWLsnb/IyPBrLxzCQnKmAAoXSfZVCCzr4h1KZbqAlZ15yHWMG8lHV86qLLP5PuEtTpSKaF0dSQz2nekZ8+NMtuIg28jMXKPetuatQG48LacEV0gTjoxkt0+S9s7WEwFnKRSzpjtUA5eLT/LqmdrHIhzaSaxGSqmAsPy8hKRDoaYfNOXBERkBHg+8Civ+bgYbps9+DBM9uBD6rIHq+qH7M+PqOqyUh+tiFJbt+HnAMcBo8A2IrK7HbScVGwoUNWeiLwFOA9DI77i23CqTzIvTqT9qqKy19dU4G8rNy+kfTdpIvyU7WnmbXXvqq2BehVWITq4lFalHGleht/ebxtLlC3i4/HSmiq4OfT+vH3ffMr3Cfy6J8V/8Jh91r7XWIraxV4ZBRKpjqjPz8mJjh9Jj1SnUynUppcoU0n50fcdu7gXqip63TiDfrlf3/tsVNqpsB1xqYpFKcMQJyUh7VPxzST8tPMrLXHxiUnbSpg5SjFM3uZQr3oIOdetjeTLwHWqekLp8NOA61XVDxT6AXCaiJyAMcrvADQVO/wqcCnweLu9Avg2UJeO/rsYzy4f36FI1CoxnpryjwF+BaCql1td35RBVc8BzpnKMQICAgImCtGhSSh7YyohXiUil9t9R9g18CCK6i5U9RoRORNjtO8Bbx5gQG+VPVhEHorxHNtIRJ7vHdoQUwp4INoSlJ6q3jVFHl1DgWJFXJcXSYrug23iMSaDDhEdibKcQg5+7IWL1G1Sd1WptvrzX/mqj7I6rZ9lKks5VVJBE9I/71jtDkxRdeUwnr6b2q63+LYsN9OIVLsXuxiXLKuAF+Piq8tSqU8maapcGjg1UYqX90r6I8zBSDOxdQ4AiLwSlJlkksUbFZ9BpxRR70s5vpNBnguu4Z2xhnlzH/qdG4rnpyCRlehnJ/wKpNmKrcVqloNQVagrdyEfIobj5fVbauqJquora/YfDRzdcoi22YN3Ap6FiXnx7Sj3YIIbB6ItQblaRF4KxFb/9jbgwpbnBgQEBMxPzI1I+aPozx78qnIjVT0bOFtEHqeqdS7IjWhLUN4KvB9D1U7H2DY+OpEBpxIpZNl8TaGi3OV0qtGRiBHiTBpINK3MWxUhOadc4lJNjHVZ92tdR0tZectodDEuSS2+PQUGSxR10kmbc5ukmzbwHQmqpKFEi9JgoViVvWdZyvTMzbhC0nF1yv2Su1k/sBaX4djlmVLjOixSKb2UX7m6iP5MIpG8FG4VB15lVHYOBHXSSR1iUlJiYkm5YPmOPHHpxJ/PVCB7l9WoGjKjupVSfGmjfO932nJllpYfcimzjVQzEcyF1CsTyB78JxF5M0b9lam6VPXVg8Zq6+V1H4agvL9N+5mBi4o2xARRuuq8bgR0ao3zbgFPNO1TMUG+kCVopp5Jy3U/+hIL1qQlqYgILq8lCUn2x0wpEphUk8K4bbmK8cBf/IdlBB3Z7GbSP+9Y3OndgphiEkp3zZEUVWMuRr2SOJfWHffcOlZlllY0TLxVJdFiOYBbVyw2c/D71HxRdHVN/EWyii6Uqz262dW1c20LTgFZmyhLmd+J1nLRbdtMa7T8sFBXHbNAPCqe8VCrVc4BgiIiP1fVpwI/rthXhVMxta+eAXwE+H9Aq4KKjWuJiPyQZv/mKfHyCggICJj10D4ecFZBRBZgghQ3EZEHkHNBG2K8w+qwvaq+SEQOUNVTROQ0jFZqIAYxp8fb7+djEpd9w26/BJPfa9ZAsRyLWG7PGegBNGGRTAUfnmPh4mVZ4alUkz5VVyHat/Tbl1jKx33pxOeoY5FCvI0vteR5jsj2RRTPxXMecIbv/Hg0adfiri8F2aJbbVVfTU4D0WY3Zmq0KhVYLBGJpn1qzsgrGlCuFjkI2bP0HAP8uJiOp8bslPrcdotVLF+xmMhTmblxIydNu7l7MTZlI3xBgqnZV6dWq4utcSrhqVIHDRO+23fdNScIV92xBTTck2xtGBZmt4Tyekww+hKM27C7GXdjcnTVwWU/+beIPAz4M7C0zYCNq6xXOvKjqvoE79APReTXbQYICAgImK+YzTYUVf008GkReauq/t84Tj3ZSjQfwMS8rE/LuvRt2fZNRWRbL/vvNsCm45jglEPJ3Tgzl0/Nc/p0SekMN6SpDy43VdlFua6UrUOdFGKOFeEkmjTLceWuMQ/w6+vD5rSKfR29uHji3GkhzaScYilfhyoJoy5Yspw7zPSXw0lzVW1HNrt5QkGYzn5VZcMq2LbaJU71EGV2mLJ7spMIIysxgon69gP1MoO6kkkqGUT6JBWzv52UMgh5BuQq+0IeTHn+sp15+jat1OTTAr/Ms4NftgDy4mBQc30V6NLeeWG+YJzEBFX9kv15ATVlguvQlqAcCvxKRJzLzVJslt+AgICAdRbziDaJyMtU9RsiUpnqviKKvw9tvbx+YuNPHmp3XW9TJ88apAhdNW63iWgh4Ax19SGmR1c8Jp3CdqZ3b8h4WlVMypzT37bs9hpLXheiqs6K8SbTrCaEy8DbkX5XZWMvsH0UUoWkpFaqyEq0DsHWkpKa3F3WpuPchJ23lv+C+jaT7qpqxqkc2OmkknIOMd8dec2qbRslSAcnsaXuXVKKUgpFKcW09Z6JF6SXH9PMrtJnT7Gn1XHfvvQRNehe/PP91C5dT2aMJeWMmx8NwIHbXzzwXkwV/nznEi+AsZh6pUo6KVxbkzRmEaPDS48+y43yE8B69nvCJd8HeXk9UlUvA7AE5IqmNjMJRVitI6YYEcooiWc4TRmVqU9jv2bVtq0W2eq8RNVEZFBiQ8iN+WDSeNcq9jwVYIwwhqkmWSa0PeNYWnAvdjE1BmbxH2/lRh8LFy8r5OpKbe+ppwqDfocBB0cQ7i+1N2PVMw4jm93c99LHEmVqsL44oJon4DMHbQqFVcW+mP0TY3Jc9UnXR1bky6Wlr5xznj+sPO5q7bAoMjziV278L169428nNK/JwBGTquqcQFahsxzDA/n9KFbTzK/Vqbm65NkQhoI5IKHYNCv/D9hWVT8iIlsBm6lqIf+Xqn7Bfn94omMNklC+KiJPoiYtgMWXMfn7AwICAtYZCLPbKO/hJAxtfgomruQeTALIR/uNROR/mzqpq0HvYxBB2Yiiu1kV/jZokOlAqsJq7RhORGE1aZatNZUei+hN+Rwmmh7e58igyhBfHRXs0C1x/4OMjhFO1ZLQsc4KxbKp4gVG5moeH+O91iqD/nqLbysU1yqOix3Xn3e/7OUX6YKiS7Sb45pV25JY6XHgPEsSWZWa0gXHujHHg7pn7Kty/O/+TMf9GYpNv3m6/LQhi3C5vUOHvKDXg0amoiJFM+64c3Fh25dOnGRCti0FFRdAV6PCPXDqvdSe59Rc5fs3acwNgrKXqj5SRP4EoKr/EpHRinaX2u+9gV2AM+z2i7xjjRjkNry01XQDAgIC1jXonJFQuiISkyeH3JQKbbqqnmKPvxJ4sqp27fbngZ+2GWhqo/2mEYrQ1TjjRPxAvkiULTefevvJeLj2sk69inMtSyaVqSXo52Kze1CTqdbdm1FNiQQ6mjAqkvFurq5L7l6cY9gZm4sOAUWjdRmJzRNb51yRopkDgp9iZ432TCCoJ234BnQfbr+TTspBqQ9akpelqLOZ+C7DvpE5P89dT7vnW7cP/BQupqhXRIpfZ6XPkO9JJmn5mHfeaTfvxUu3v4jpQtn5pCydVBng/ffa2Ux8yWStjpT6nIKwgblBUP4X+B7wYBE5GnghcGRD+yUYw7yrOb8+zZH1GeYRQYHVmktxvuEtTae+kFAbdQrUGOQbXsqyuG/2FbdrxXjfuO9HSKM2QaCNgSClC9ZAD6mmdLx67BEyZTnQNl5yB/9YuQWQe0MV4nIq/rFdhe7KLQtOFv7CXz6nS0pX4UFLDDH898otByYMrYqIh7wG+nhgnk5zksO+8f3FckDE+yCikvUzoKBWJyPYKQvitZy/bGe6xDxzm6tbXedk0EX67of/7jusJa704ioTk8zjiyh3WJgCgjIXvLxU9Zs2OeRTMeaL56pqU9DRJzAJIn9pt5+IyVg8EPOGoAQEBARMO+aAhCIijwWuUdXP2u0NRGQvVa0UQVX1qyJyLrCX3fVeVf1zm7HalgBu5XY2k1CEtV6Nbt/I3CXmF8t34ilLbxj6uPev2gZTP776Vvocra8KgdwQGUuzlFKFst/9eNxPExW6RFkKdl9S6ZBnRe4gINGUu1s/aMkK/rZy81axIK4GOZh767a7NQb0KpXTak1siWafw61x660pylWGz/v69dHrzonIpRQqUuD7xbagn7uuKk0MFKQUf2a+BJN6ffruta6GfYeEUUmy7R/e+gieve2VDVc/eaSKlSzyay6mqS++41XOBbELDFF7d600iORSSpPDwrihzAmCAnyOYknfeyv2lbEGWIVJX7+jiOyoqgPTbbWVUFq5nQUEBASsS5gjRnlRzTkjVU1F6rPlishrgbcDWwCXY+qo/B6z/jeiLUFp63Y2Y1Cga41wsdUhZwWINKUrI5yz7GFD0Qf7AXkRJnfUZIpI+XCca7YtgGoWnFVlkPcjoMdjeExISRBTjlYhJSEhJUbZaYuVgzsYIpyksfLOJfgZmNucA7C6FCF/x52LSTTPo5UoLF+Ru6bWuVb72Zp9+H2V90P1sSrUSaJ1zzmzj9i3wpdUfCmlcI6VRCC3JZr3KgJJbd2YIhefEmX/n4SILjEdNUW46gIlhwlfMgHzXjspOj9e/247u1GTlIJW25YmhblBUG4VkbdhpBKANwFNHkRvxwgLf1DVJ9ta862CHdsSlFZuZzMJtdHCqf0zRKTEXgxF4qcUmSSc9w/AWAtjfKLFaHSnhqlbvByqFpYmlA2TeeJIV+2xFK8iQqqRTZyYWpVDMqPJ89bapIDdSg8sQxSqCliV4e5VV4vEo26/Q3lc/57n5QD6+zPeZc2ozpBQHWPkp15xw/mExWxHBU++OqLiYIiL3ectuolnuDbHTCxLlxEiTadc3XXVHVvUqqLWEnsVKdM+ouK/222ISkI6VLXXHJFQ3oDx9DoScyd+TnMuxtWqulpEEJExVb1eRHZqM1BbgjJet7OBEJHjgGcDa4FbgFep6r9FZCmmOpgzePxBVd8wmbECAgIChg5llrHV1VDVvwIHjeOUFSKyMfB94HwR+RfQSmXRNjnkeN3O2uB84H2q2hORTwLvA95jj92iqruPp7MIJRbNxNqujuTR3QJrU2OwP/Wmx3LwDn+Y5NR9d1Ljklp1I/+2cvO8bKxqwVhbVm0VrwXbtz+eSX7pfvu5i6p88BMiEmxuJ9I+zhagq4b760hiOVJYa9UcMwUnfVx7x+Z9EoQrTHXTCnMfd9hiJV1Xk70kwfnn9sdbmPa5cXp8kqtzcfWRIu0LdpW42qYiWZCrtvqvMVeDVbWpklLycw0Xn9rn3dU4ey8SzaWBNqrHYaLpWbRx+y27TEdu1bdSyqgYDnYYEJpTiMwW2MqNr6FljXhVfZ79eZR1Hd4I+EmbsRqfkIg80H2AvwKnA6cBf7H7JgxV/amqunwof8AYgAICAgLmDrTlZ2ZxKqbi7jMwNU62wDhW9UFEIhHJDM2qeoGq/kBVW9HhQRLKpVjtI7AV8C/7e2PgdmCbNoO0wKvJ88YAbGMdAO4GjlTV31SdJCKHYHWBmyzpGI7NZY6VfpuB7zI5GZhIamssVJMTi1Xb9BWKyqQTjG6+zO1V2U8aXVNrXEV9xCXdOBhnBT9ld1SSVgwnmlpuLp4NfwCTm6mkoI5LbsGm3Gt19txBUkebgMK6ti4Funsezo4RZyUE6u0wVbawuswHvv2sac6Z9JkVEKNSSqkySEcoCRBLniq+qyMgvcyOMhW49o7Ns+h3X/Lwf1c5IvTlNmvhjFIlpQwLc8SG0rpGvPUAu0JEtlLVcUczD8rltQ1kuVx+oKrn2O39gacN6lxEfoahjGW8X1XPtm3eD/SAb9pjq4CtVPUfIvIo4Psisquq3l0xv5OBkwG2f/gijay3kk9UHDJV0CQNcn9buXlWe8RcpIku7mrKQq+d81bKx/fVZDn82fipuqE6Sn4Q6q4vUT9uxdRricQk0EzVGCvrjPczgbXExCXPLVdtb2AakgqjuTte3leFpgUMyAidm18W4+D6b1hlxhMZP+icqvk6NN2nNu9SV0dMKiMvtmsYuGnFkkxNWZXk0d2HSHSgist/T31VVzkxpENsicrQY1FmP8ZbI34xcI2I/BETswKAqj5n0EBt2Y9H+4ZxVT1XRD466CRVbSQ6IvIK4FnAU52ftK27ssb+vlREbgF2BC5pOdeAgICAqYcOJ/WKiGwJfB3DfKfAybYePCLyVuAtGKb7x6r6brv/fRi7SAK8TVUrJQ4LVyP+SPIa8R9oaN/KRbgKbQnK30XkSOAbGJr8MuAfEx0UQET2wxjhn6iq93n7NwX+qaqJiGwL7ECzz3QGx4GYIkPqFU2KclXQJN+AfyZKJD63m7Mo99nYBzOmgTO+lyWPMpqNkTk3Z7abDfKuTZOk4Y53dYQFspbEKr1mE6q446Zqe04NlXj7fM5/PJX66tK8Q66K8Tlgf9yyZFU8t1l6qeLKB1VkLLet3G/fEWhOEGmOC7EoXY25Nx1rNW5bpGrVmQMyPSTa7/jgIy6t5n3ZAez/PXNQ8QqPzcICWz3gnap6mYhsAFwqIucDDwEOAB6hqmtE5MEAIrILxmtrV0zSxp/ZSHb/1UdE3m4J03Wq+i/g1zTUiBcRUYMLBrWpO952BXkJsCnGdfj7wIPtvsngM5iMlueLyOVWrQbwBOBKEbkC+A7wBlX9Z10nAQEBATMF0XafJqjqKq8y7j2YsInNgTcCn3Dl1q37Lxgi8y1VXaOqy4CbgcdUdP0q+/1/LS/nlyLyVptaK79GkVEReYqInAK8oqmDtm7D/8RETw4Nqrp9zf7vYtK6TBjlAKgsWliMnvWUmx7PK3a4cNz9XnH7lqxllAX08pKillg7l9FyhtSy3r5JEqnjLh03l7kNl6QSoMCJmW3X1rkY9xs+XSBoomPEonRsEbKYlG/f8ihetF2rmjpTApPtIK7hqotR4AV4f96y22xK1Jo7LaeAL7ghW244wQ+sy9uYWPQcvvHeZyHLrtxNtdDHG5Rbvu7yu+LGLLf1xzMS7HBsKNfesXk25mod6XuuZem4fH/rUJ57k5Q9kWwSA9FeQtlERHy1/cnWBlyAjcPbA7gIOA7Yx8b+rQYOV9WLMcTGj31YYfeVcZ2ILMfED/rRqSYvg+ojSu33wzhInS4i2wD/xrgZx5h6KCeq6uVNF9k2OeQvqbh1qjowt8t0QckXzkEpGoBxE5Vr79icu9OFpESkXtS7q3IX6+BIdqg2oA7y3HKLQZe4Lz13oXZ2wfAeVRAOz4PGW2wTItaoENGhI72s0uVsQnlRNIibHQkq/+zjXyDTUkaDWFISYhPLUiDUNYufFr/dnKviY4ax6BXiWmrUoAWCWZE40amJh5U1YbUlTF2NWW2dQvy59j8/82wHGdAH1XspJ8A0bYbn5jUOL6+/q+qejX2JrI9hpt+hqnfbfFsPwOTSejRwpjUDVF1A1fr8EhHZDOPRNdCgrqqrMXkbTxKRDrAJcL+q/nvQuQ5tbSiHe78XAC+AaaipGxAQEDBbMcQYE7uAfxf4pqqeZXevAM6yNos/ikiKWeRXAFt6p29BfST734CrVPW28czHVmtcNbBhCW1VXmXdx+9EpNZwMxNQYHVqOJ9mn3TDHXbGyYX/I1mYcVa+CqQcWV5pxK04Xp5jtZqjmdsaJJEUx5OCRFI2HOcFiWRcqqGpwGW3b2XjY/w59xdPclkAfFTle6pCWVor7yvDtYlxcT4U1VdWamkax7VzaiT3Drl77RvOm/pwGBRTVZZIyu9LVfvymC6F/WRw8e1LWZ2aXLJdjCtylKkHfXfp4jtbzvAwCFUqPPc/cKUthprHi6F5eQnwZYzx/ATv0PcxGX5/JSI7AqPA3zGeWqeJyAkYo/wOQGUpEevctImIjLYNTpwM2qq8/Kj4CHgU1fElAQEBAesOhiOh7A0cDFwlIpfbfUcAXwG+YiPX1wKvsNLKNSJyJnAtRlP05rKHVwm3YYSAH1CMKzmh/pSJoa3Ky4+Y7wHLMD7QswapRqxxEoTjcDz2weT6slymaGvO54rbt+TudIzV2sm4426hkFdKVCjCVOQaI7TvpSsbRf0510lXvnHdzw7rSyKpp48uB4sVt61Ru4K9SlUgMmn52+CkG55c2I5Jef1OkxNeuxqzVuMCx+5yTWUp1t01aS6d+TXQz7plj8qoax/Z8YZFIfakB3NOdTr3svG6VtrR4nvZ9B5WSVpV3Hd+rGyTKUoj5azC9e9alN3vYZTNXZ2OcJ8tz12u816WDn3p22QOb8aga3b7/P/LMAN3pd6DtjVU9bfUpwV7Wc05RwNHtxxipf1EGM/aKUNbgrKzNdhkEJHhOqhPEinCPcnCgjoq8tQUkSij9OxC2SMWs+g8f7s/1fZ52e1bca8lJkZUH6k16MXiUrEURfi6BaNqgS/vL/dXJh6OcOTeQb76q2horXQYcEZiL8I8kpQkjQaqBD9z/VNsv8WFtEucHXvLQ3/R2EcVLli+Iwmj+YJm52+itkdy1UUFMS6jTHwhf04+mp6pic43CUAjSYmRyoW8/PwbF+LsvpfUdTUWXr/Ppnel3L5K7Zm3qVfNOoLS1REO3fmn9dfRAhcs35HVOprFs/TNWau83Uyb1Z7qq4xB/5M+dbFHVAc5wbTG7MjTNRCqOuFAxfGiLUG5kP5ykb+v2BcQEBCwzmAu5PKaTi/dRoJiXc42BxaKyB7kYtmGwKJhT2YySDTinmRBMXrZ3sNO1KMjCV2JTap2xMZdwHnLduEZ21zLb5ZvX3CXTRBWqzHEO8nEqVzG63bYpFrI29QbY8suvmlB/SV9EkmVIb4wH2/+fgS241A7khBJyrHX7s+7dzmXE6/bFzBSQq4m61QaOCNJ6VqX2k9f/zTe/tCfVd+UGvy5t1HGffoG9q7GBVXMIDx/uz9x2s175aoTp5JquQBEqCnCZa8HINLUqEs1ze5DmklQ5jzfMcJHMaV6P8cdi5Kk0ielDOK8TZuyg4eTVOulpbpn5zCMPF7nL9uZLqOsTjustiqv8vX498IkqKyWrsy+ehfhbJ937b60U/h/DDHp/AxWehgPps1Ld5CE8gzglRi3NN+Acw/GaBQQEBCw7mIOSCjT6aU7KNvwKcApIvICG8E+a5Ei3JeOkmZBfEW9+Zh0GYt6LIi6uX0gMgGJ5y/bmVhi7ktHWa2Goyrr6iPSzCBc5vzbcMx13KLPhVfZO3wDepmrzKSTkkE+586kZGto5swcd5xnFlDef+XzMbnkcmTp2mvYM+cA4Us5bWAM/OuX7knRfjAe7vKl21/El27cBzDGYN85obKcLHm69Ni7B+5YLMYBI3ZZrSvQ1l6RjensFmm/e3HVO1a+H33j23fC/W6Cf37kXVOMyeP1/l1/1Hh+Hb504z48ZOQuUsay/1LZ/ueeR+Q5yPj33V2/21clefjXWrgO6Dvu2x2HaUOZIyqvafPSHaTyepmqfgNYKiKHlY9PhdtZQEBAwJzBHCAoTKOX7iCV13r2e/2KY7PqVqYq3Nsbw2XmNft87mUBkaR0JGUs7rF+vJBF0VoWRWvoSGLSj6Qd7kkWcF86SkzKonhtZk8oczwFTkijjCP3Ua7L4UsTVQFvUemW1kkdxTY1Onstcqp95zXo0Ksy25Y95yLRSq+kyHrUmXPM76OuPoCjHnZ2X1sfH7/2mcT2GVVJIj6nCdX69Pde+UI+8YjvFPavTjuZq/cgCcd/XpmHoFbss9dVVVbZzLU/WK8poM6XPptzvVV475Wk02L78XHi/nOfKBd/9DXPYnFHuc95R2pccBV277H/PPpLPade+6hP6nC/nV0N8IJF00IhurIdqKy9mAyEuSGhuLpW04FBKq8v2J8/U9Xf+cdEZO8pm9UEkBKxJh2xi3VRFO77c3ThH9EiYlEiW1vcP6cTJYxIwr96iwrJHXMRvWIhlXwhrTN6u0U+/1NI1qZqMeu7xopz3f6q81Jv8U0q2tfdH3/Ofp+5SqyfuPjwiY87dvgVB2bHj9/tDMp43y7ncNTVBwDQTfNFYFCxK4Bjd/t29f5r9wfGsoWnbuE111a8d+4aC7FMXm6rumdk5umrqvrnXKfGbGOA7lsg+4zYE18sfZXneHKJfeCq53F/OkqiQkdMmblF0VoShDVpp699malqS7x8tVdKRDfNnS1cHx1J+wjQ0FRcVRhCHMpUQUQeDdyhqn+22y/HGORvA46aiizubd+aqvTHbVMiBwQEBMw/2JIsbT4zhC9gIuwRkScAn8AU8roLW+l22BhkQ3kc8Hhg05INZUMmkrZ1CpGocE8vj7VMa4xvjvNLe/1Fi8oqJ3e8iRuNrJQTifa5klYh5yiLqjmfm/fnM0gNUXaTrlJX+WM29ZWh0IV1mfWlloI01X+P4lLbqMDlV3N0h15+ELBwoGouKV1D073+Z2+9PieNglRYo7IrzzOm+GzKGRhgsEtrU76w/sDUotSR9yl9kmkTBz6evFX++zfeDMP/ScaMdkCF++mwJh2hE5UlvlLGAe1/F+ucDPw2rp2Tunupc54xx0eshOJckN06kHr9DDWf1+x2G449KeRATMr87wLf9VK8DBWD7uwoxn4yggnZd5+7gRdOxYQCAgIC5gy05WdmENsU+ABPBfzUFW2D2seFQTaUC4ALRORr401/PN1INOLutQsGtitKBk22g6K9oHy8r53k0kGdDcWhl3q64EKgV3E+I5ZrrOPqq+bYFmXJpmrsQnv1f1dId2UbhJXcquZbxmsveSWwoC+FiS9B9DsdRJzymC/X9mfGXi/bd/KepwBwyCWvyObb5HxQdV2DpJrC/Eq8WplD91GWnqqdEiTjzKvPrUs/02w/qLKX+QGGbXB/0rESSsRY1LO/nStwv1RV5QJftmP2O58UJYxUhZ6nhXDv5GiU9GkLnITi/m/DtKnMcqP86Zj1++/A/cBvAERke4zaa+hoS6XuE5HjMDWMs1V7NhXYSlW4r9dBPfHWh6+aaPNCVRKPioVbRCuJSSVx8tr4Hy2ppNw45b6r5jgi/c4AaYWaoAyfKDSps6KKOaQqFVxXvWqsPP8Df/+GEgEarZ1nHU5/bL0K+K61Cwvj+mPdm4z2zatMIJ3KxL8G/9gglK+36p2oVF+WnCiqHEvqnu14CEo1Y5TiP8Nv7vXFyv7KOOSSV7AmHaWnUc6YaMSammupIhQ+IU1L/98y85f9bxB6aZQxZ27ekSgjUZoxRGUV81AJijKrjfKqerSI/BxYDPzUqwUfAW+dijHbEpRvAmcAzwLegKkr/LepmFBAQEDAXMEsl1BQ1T9U7LtxqsZrS1AepKpfFpG3e2qwKQndnyhUYbWTUAZwIG2ZCq/Sb+Ecf38kinicfpO6q9wuSaNcOqk5L45S4qifK44w4/YkKozrSzxQLZHVSSQiZW7cbDuOr0oSq7vXfttqCatfohnUn8N3H39SZZtnXPAOq2oruqpGohzw27fYOXUqJU1fOqySbOokrzoJoPw8nRRUp8oB+tpUcfVl6bv8HAbdz0i0T7o0+/xcY4P/IAdf9FpGogRsbJQzjvc0Kqg7c8mg7HDQr3r2pY+q6/N/u9is8v/H/R/dHMqq3Z5Ghf/HZCDMeqP8tKMtQXFlCVaJyH9jcutvMTVTCggICJgDUJ3VKq+ZQFuC8jER2Qh4Jyb+ZEPgHZMZWESOAl5Hrjo7QlXPscfeh0kNkABvU9XzBvWnKqxN4kxC8Z+zqvRx326/GW/8L0WdlFLH/UiFkTpF+uagKlz2zI9lbR597hFAjEjOfYrH/ZfnXpBO7O8mqc3naKv6jURJ0oi1Vjcdedyffx1l+HaWOltK1Tza6Lef/Ruj/v3hPnko1JN/8U4iKXLBZTuWr1svz7Vsvxpku2q6Fr+fvrEquO+yhFk1v7p9VRLOoDkMcvI4+78+U3ncx6l7fYn/d9HrAOilcWYgT21UfJ2kVJA0SnYN/33NzivZjPL/d/F/7v+XyhDrTOHu8zBpwGxXeU032taUd1ni7gKeDCAi7xjC+Ceq6vH+DhHZBTgI4wCwBPiZiOw4oMQlitDtxYXFs/ziOCLQ9EKJDGY6/MUd8triItr3UktpwW7oFYArnvXRwt6L9z+G3X/8gWy7b8EfoJ5wf8gqQlPuL3cG6CdeIkpiDa8+4Skvrk1qnca5lohPU710t/g89ZeHZVH1EUK3pAaR0rx6abVnl39Pymq6NkQw264hsk3Ed6IG4kEqx/IcC3PVGsO8ffH/+9dv48dP+N+Bc+h5GQ2cOsl5X/W3LToYOLVVkhafWRXK/2dHPKoYx6r3PBIl8tTGw1J5mc6G19V8wGQifPqSRQ4JBwDfUtU1qroMuBl4zBSNFRAQEDBhiLb7rCuYTHDLMMj8W2x+mUuAd6rqvzAFvXzPhBV2X/8ERA4BDgEY2XQjeknR4FbmRAbLB0VozTGR/rgNww33SwOScfoNg9PMCXd7ccGwW+zXl4Cqz3dcXNW9SWwfrp84MkZbJ7GICFqhanOOAlnOq6gYYT5IjeO3LUtMVfvLfanlhP3rcJxukjoJpShpJRI1Soll1WhVLE0TBqlOy+9jihQMx1WSo+9CXtdXkzRXPr+N5HX+k05svA6A5/3uzUQSVTpIPOOCdxRirXxXfrfdTWJU88SndajSFqj3DpSlF/+YQyqKpNJKQzEuKJCsQ9SiBSYjoQy8kyLyMxG5uuJzAPA5YDtgd2AV8Cl3WtuxVPVkVd1TVfcc2XBWFZAMCAhYBxAklCIG5fK6h+rFXICFgzpX1ae1mYSIfBFwdpoVwJbe4S0wXmUDxhJ6SSm9WA1308dJSkVTrT9WyU/VcVkqhfZ1XGyKmdcu3z+qcs55CeBiP0a6KLavC6Cr48xEJLOT9BKxfQoJRvJIVArSioiSJkZqchJOL3EZdOsN9mWjMRSj9CO07/rK98EZcn3jrOtbtWSc1ZIdxbMRtUVd8GMVytKNQ5kD75NUBkhwvmRYRhN3755P1dzqJBeAp/7yMH7+5PpSR8/+zVsZiczYz/vdm/ne3p8tHF/TG+l7Tq6AWFIyqKv2u/62lSCqJG6tOEaNU85QELy8ChiUemWDqRpYRBar6iq7+Tzgavv7B8BpInICxii/A/DHNn1qWu3B0W+Eq/fuckb5bNGpI6cVY9S9tIXhK9plQ9UsDoq5Nr+Nm6OIIpEWppSUzq2Ca28cCcwcRXIjpmQEJjL3RBRB7bh2DhVqt0bPCe+4W8D89mnJcOy3y9pkaq2o0lhbrnxI6X41oZ7g5sfr+qjzuiv2386Dq6q/8abXETH3tmpe6jECzkCv3sUPWnx/uM//8d+/flu2/ezfvDUzxq9NYnoaFwhJ4hGUNO03qKsK1z3vQwDsdNZHKh1bhOp3ue+eavUxHYqGvh/rkvTRBlOSIKwljhWR3TGvwHLg9QCqeo2InAlci6ku9uZBHl4BAQEB0w4leHmVMGMERVUPbjh2NHD0+PqDpBe1e8A5e144H2+3Qh/74dyCjRQjhX2u47IR3vXrtgvtc81MzUW5PnIuW9PI9OmfJLb/ivkWt0vHxExBKEpYTlrJ42tMssDMQK+u5rc1dNZJVqVr9+Fzz1XzdfPxOYk8jkD6VFx1xtnyb6iWCiaSPaEKVddUJZnU7XfIJAiv/XjmUyXhZO9kSZWWqJD6ajUVnvTzw/nVU4/v69fhx0/4Xxv7U3SicCqsJI1IUsmfj5WwneOMqmSv8A3P/2DW7w3P/yDbnXF0/k5VahGK70kBferF2kuYNMxfbvIDiMiWmDolmwEpJs38p4cdqzcdmEkJJSAgIGBOQ4bj5dXDeLleJiIbAJeKyPn22NBi9aYD84igCJrUsGvl3ZrbDqDfzVfVntPndlyUTty5BSalZF/I2xUlHDvjQj9VKMxRhTQx4pPZrr7OjIMTTxLxm3uGfBHPpuN+W0cCjdJMUnH9pghRpKRqjPLSRiSsaeJSpOcG4rLEWH1PyoFt5YA26HdGaDLglvfXYZBtQeiXLKr6nqiBuEniLEskaSYtS2YDK7/3vpNFRP483Dvj8ORfvDObvy+1JBqRaO5Y4exaic0CnEmRaZQ5bTjJxL2/aSpsf+bHuPnFRwKw3beOsbbQXOqfkFqpYLecwPltMCSVl7Ulr7K/7xGR66gJlbA4ABurBywTERer9/vJz2ZymD8ERXPDdRUBgZKoTPMfPOuroqtGwyv0q4EqiUt5kavoK/NWkoKaq7jw+d4s5eNqiGCk+OuzIS6SERqxMSQieRsVo14TrB+/9fyKRElTcw/MAuSIbN63wyDPpLpMBnXwiasjKGnaT0zK49R5+zWNUx2z4BbcGlWma1LXt+tr4IX2DZkR+tLu7JhPQPwhMnWU9wwzIqJFVWb2XqvZ3vv899i+8kSee5//noxwRDKSMUmOeLi4kiSJTOYKd0nes3BMmGOSVGHb048pMEo5w1TxDKW8oy2GbZjX8ejUNhGRS7ztk1W1rwaDiCwF9gAuAvZmkrF6043h1cIMCAgIWMcg2u4D/N3FzNlPFTFZH/gu8A5VvZshxOpNN+aPhAL1nKE5WORKPXVQwSBd8F8vdZFxrRXSTS4U9DOilSqWwequOkikRoKq4tQquNvs+hwD6rhYnPrDqiMyFUmugjJuySC2DzNVMRH1VXMruKfm1+Y42XLMQVojCda6YHvnF7jZQptiW/+9qHQUKI+lRUVepcOGO1bRx7BjHpxEWZSwyaUX+yne61xyAZ9zdEWwvAwI1umiyTXZzwnnpBGXicBJikkaFd2CPTf+8rNwEnelROKk8ZIkW3A8GY+UV94epqAyJKu/iHQwxOSbqnqW6Vr/4h2fdKzedCBIKAEBAQETgYKk7T5NEGM8/DJwnaqe4O1f7DV7HsVYvYNEZExEtmEcsXpTjXkmoZS+fYjHzlkxQi03lLlwSv+5hcy1mehRM3bGKrpz/fEpccql8Tz7RhNyw37ZANF8XlU/2TxSbxLOvuLmIgqJaR85qUSgl9Rz4lIxz2KQmf1OcynFt0tEkTZfj22X2U98x4ia51fTRX6d5eN97qh2THdNfec0SFpS3le00xTHLY4nEZl9oygZU3h3Mi9bd99LEzd5w4rSeJo952YX5rIDRBkuKBFgh29/rM8+UvlMvDa+RFLVPnOLt7+LnVVNuO5C6m1qE0Y6lM72Bg4GrhKRy+2+I4CXzLVYvflDUJSCIb1PpZHbK8lWcruvTyVUofYqxI5oaUGWYtuCCF84VqZYrjM357LxvP9lrfTu8sduQ1gcMfX7zE73VXF5h4qQFubmX0a/ukdK15B6kf6aSvG+egtVFntSOl+9hdwnPn5flZdatVAW3oXivciOA303070vVc4f2t/c7PYfjPYzEfa8gjrL798SbikR2XyBNR57LmtCdi2OsPhqsML7782xwkvOXZJWLcJ2140v+ED5FG56kfHW2va0Y/rGKFyfe7eSGmag7j2rYxqr5j9czWMlhhGHoqq/pfqfe07DOeOO1ZsOzB+CEhAQEDDdCLm8CphfBKXMJVapZDLu0HFedZKGx5lViOAqZfbUO+i4LpdGXT0GyuOyXXP3UZ9z9b/dKLUie1lEKk+2f4rF/nNVVuGYd05frE5hiAaxqEkFZdUceJJlFr+jknHZZgytvLraiOqqKZUlxro2TfvcnMtNmtQsJcmg73aJlt6n/r6dE0YmsWXdFSU3158Zpz9xaN282zqGuPFd3Egdbn3pEQAsPfUT5vmW34MqyVKaX6Um1ea4ME4nmPp+MHHtARnmF0EJCAgImCYIOhSV13zC/CMoagyZ5neNbtzXxeJxkI7bKLk29vXj2wwiz67h9NWJICksf+PhACz93PHcZn8DLP388VYaUDQynLhE5BJCxqTX6P99AyYUOHx/istf967+8xuw9ZeOY/lrq89Z+tVjs44VYfkrTdDb0q99EiDbBlj69U+y/OXe9qmfYPnB77XHPmHav9xuf/G4kv3Hl2D6ufta5rLFfnM7PVtE01pQkEqq3wdx2/40y/aZzE6SS4F9AZ1OiqTYLu/Lbni2r8zmJ977J4Ubmb0/E82yXJijgKZwy0vfP7ixxdZfOg7RuG+/CsXrBM+mRuW9d/e6bAYaJGwM2YO7H2kQUXzMP4ISEBAQMB0IKq8+iM4TkW1s6Ra62ZFvNxvloLtM7zpYd5pxNBVcUra/opvlr7fSyEnHs/xNh/c3aMDSk2x+JMFEBvncrHhzSsW8wN4clr9xfGPNZmT3AeoljvKxOpuZz8HW2BgqUQqmcxKJ+Jxz3XtU4SJc4MabroOK+VXZugoSV//1tjlWnGDNfu+cW19yREMHRWz95WPN/Uop3qfSO+3vqpzLeEWPtvYwi9te/+5LVXXP5kGasdGiJfq4HV/bqu15V3x00uPNBcwfCcX96SFzu6x8YQe9qE1GWbuQL3/D4Sz9gln8HCFxGC8xaXPO0s+ajAvL3/zOcfc9lzDwPpx0fJ+zQMk7oG8RNnnMjEpIHaNRpwr1jtUSkApDcnZCWdVV3uiLyPfmOZCY2A2PASzkoytNrOAK7br0XZMr/gdlN3VNpTanXRWWnnwcYiuL9nvHS7a/r8cJ8bQNz3A6MU8Y8mFh/hCUgICAgGmFBoJSwrxRee255556ySWXDG7oYennjq9UGS39wvGgRhIJmF1Y+tlPFRj9AqNdpeYRilKEf7zRKF/jEFGFKrVWWd1TpQrz5yRGmirMvTxGeQ6NwkOzyqsqaHbZy97X1GErLP18fVGucaGFKq72vNKzrfqPi8jkVV4LF+vjtn91q7bnXX1MUHkFBAQEBNRjSAW25g3WaYJSZ9Au20UCZg+a7EjO1mSg+VfZ17T0s3K7Co3G7dxGUHusyqAuYg+bDNKZa3NfH6W+IA+eFUXKto4K5xGNNHOp17LNpyds/aXjALitxnW8FQZJfmWMdz2ucprxx2aaNQvzRMMzLKzTBCVgfsFlddWIkntcBcoLbo333lBR5cUkcJvzEPzicfZQhRG/pIIzWWzNvuVvmAQBGDKWv/5wln5uSGovhz7nmvxezKijijKs5JDzBoGgBAQEBEwIwShfxowRFBE5A9jJbm4M/FtVd7clMK8DbrDH/qCqb5j+GQbMWTRJJoNiMiYqpZTdfbM+pU+FuvTzx1eqZcaT2cBJAfMpDqkv1xpk0oiTRJaedPzscp8PBKWAGSMoqnqg+y0inwLu8g7foqq7T/ukAgICAsaDQFAKmHGVl61W9mLgKTM9l4C5iW3+zzPGt3UrnehxP+Lbc/O97dXvHjhPh2EYjWezZLL8jYcXsx6MByU7U1kamUjg8JRBFZJZUddq1mDGCQqwD/AXVb3J27eNiPwJuBs4UlV/U3WiiBwCHAKw1VZbTflEA2Ynlr21wfPrpOMHexL1qanoiy1ZfsjsMXzPBZQX/qIHXgkldeFsJpZ9CBJKAVNKUETkZ8BmFYfer6pn298vAU73jq0CtlLVf4jIo4Dvi8iuqnp3uRNVPRk4GUxg43BnHxAQENCA4OXVhyklKKr6tKbjIjICPB94lHfOGmCN/X2piNwC7AiMLww+IIB6FYnv2hoyIkw9ZpUhfZgIEkoB0eAmU4qnAder6gq3Q0Q2FZHY/t4W2AG4dYbmFxAQEFAP1XafdQQzbUM5iKK6C+AJwEdEpAckwBtU9Z/TPrOAeY05pacPmJ0IRvk+zChBUdVXVuz7LvDd6Z9NQEBAwDixDkkfbTDTEkpAQEDA3EUgKAUEghIQEBAwIWjw8iphpo3yAQEBAXMTCqppq08TRGRLEfmliFwnIteIyNtLxw8XERWRTbx97xORm0XkBhF5xhRd4bgRJJSAgICAiWI4EkoPeKeqXiYiGwCXisj5qnqtiGwJPB243TUWkV0wDk27AkuAn4nIjqo64x4CQUIJCAgImAicl1ebT2M3ukpVL7O/78Ekx93cHj4ReDfFfA8HAN9S1TWqugy4GXjMsC9vIggEJSAgIGCiGHIcis22vgdwkYg8B7hTVa8oNdscuMPbXkFOgGYUQeUVEBAQMEFo2mwf8bCJiPjZPk62qaMyiMj6mJCJd2DUYO8H9q3oqyp96azwDggEJSAgIGBCGJf08XdV3bPuoIh0MMTkm6p6log8HNgGuMIkZGcL4DIReQxGItnSO30LYOUELmDoCCqvgICAgInAJYds82mALeHxZeA6VT0BQFWvUtUHq+pSVV2KISKPVNU/Az8ADhKRMRHZBpOe6o9TeKWtESSUgICAgAlAAR1O6pW9gYOBq0TkcrvvCFU9p3Jc1WtE5EzgWoxq7M2zwcMLAkEJCAgImBhUYUCMSbtu9LcMKA1npRR/+2jg6EkPPmQEghIQEBAwQWiIlC8gEJSAgICAiWIIEsp8gug8SW4mIn8D7gX+PtNzKWETwpzaYDbOCWbnvMKc2qFpTlur6qaT6VxEfmLHaIO/q+p+kxlvLmDeEBQAEbmkyTVvJhDm1A6zcU4wO+cV5tQOs3FO8x3BbTggICAgYCgIBCUgICAgYCiYbwTl5MFNph1hTu0wG+cEs3NeYU7tMBvnNK8xr2woAQEBAQEzh/kmoQQEBAQEzBACQQkICAgIGArmBUERkf1sKcybReS9MziP5SJylYhc7lJVi8gDReR8EbnJfj9gGubxFRH5q4hc7e2rncd0lBOtmdNRInKnvV+Xi8gzp3lOlaVXZ/JeNcxpxu6ViCwQkT+KyBV2Th+2+2fyPtXNaUbfqXUeqjqnP0AM3AJsC4wCVwC7zNBclgOblPYdC7zX/n4v8MlpmMcTgEcCVw+aB7CLvWdjmHTZtwDxNM3pKODwirbTNafFmAyuABsAN9qxZ+xeNcxpxu4VJs/U+vZ3B7gIeOwM36e6Oc3oO7Wuf+aDhPIY4GZVvVVV1wLfwpTInC04ADjF/j4FeO5UD6iqvwb+2XIe01JOtGZOdZiuOdWVXp2xe9UwpzpMx5xUVf9jNzv2o8zsfaqbUx1mbdnc+YT5QFBmUzlMBX4qIpeKyCF230NUdRWYxQJ48AzNrW4eM33/3iIiV1qVmFOZTPuc/NKrzJJ7VZoTzOC9EpHYplb/K3C+qs74faqZE8ySd2pdxHwgKLOpHObeqvpIYH/gzSLyhBmax3gwk/fvc8B2wO7AKuBTMzEn8UqvqurdTU0r9k3JvCrmNKP3SlUTVd0dUx3wMSLysIbmMzmnWfFOrauYDwRl1pTDVNWV9vuvwPcwIvVfRGQxgP3+60zMrWEeM3b/VPUvdlFIgS+SqyCmbU5SKr1qd8/ovaqa02y4V3Ye/wZ+BezHLHmn/DnNlvu0rmI+EJSLgR1EZBsRGQUOwpTInFaIyHoisoH7DewLXG3n8grb7BXA2dM9N4u6ecxYOVG3GFk8D3O/pm1OIv2lV73xZ+Re1c1pJu+ViGwqIhvb3wuBpwHXM7P3qXJOM/1OrfOYaa+AYXyAZ2K8YW4B3j9Dc9gW40VyBXCNmwfwIODnwE32+4HTMJfTMeJ+F8OZvaZpHsD77b27Adh/Gud0KnAVcCXmD794muf0Xxi1x5XA5fbzzJm8Vw1zmrF7BTwC+JMd+2rgg4Pe7Rmc04y+U+v6J6ReCQgICAgYCuaDyisgICAgYBYgEJSAgICAgKEgEJSAgICAgKEgEJSAgICAgKEgEJSAgICAgKEgEJSAgICAgKEgEJR1ACLyn8GtJtX/OSKysf28aQLnP0lEfjTO9neJyDk1x78mIi8c7zzmIuy9eLy3faiI3C4in5nJeQWsmwgEJWDSUNVnqkl/sTEwboIyQfxGVZ85uNnEISIjU9n/kPAkICMoqnoi8MEZm03AOo1AUNZRiMjuIvIHm5X1ey4rq4j8SkQ+aYsX3Sgi+9j9i0TkTNv+DBG5SET2tMeWi8gmwCeA7Wxho+PKkoeIfEZEXml/7yci14vIb4Hne23Ws1liLxaRP4nIwFIEYvAZEblWRH6Ml9FZRB4lIhfYDNDnebmnHm2v5fd2rlfb/a8UkW+LyA8xmaMr5yMm0+1xdv+VIvJ6u3+xiPza3oOr3f2rmfe+dvzL7Jjr2/0ftP1eLSIn23QsiMjb7DVeKSLfEpON+A3AoXa82rECAqYFMx2qHz5T/wH+U7HvSuCJ9vdHgP+xv38FfMr+fibwM/v7cOAL9vfDgB6wp91eDmwCLKVYQOtJwI+87c8ArwQWYFKJ74DJAnumawccA7zM/t4Yk1JnvdLcy/0+HzgfU2xtCfBv4IWYGhkXApvadgcCX7G/rwYeb39/ws3bzm8FNo1I3XyAQ4Aj7f4x4BJM4aZ3kqfdiYENap7JJsCv3bUB7yFPH+KnMDkVeLb9vRIYc3Ox30dRKihlr+EzM/3ehc+695kLIn3AkCEiG2EWpAvsrlOAb3tNXNbdSzFEAkyOqU8DqOrVInLlJKbwUGCZqt5k5/MNzAINJqnmc0TkcLu9ANgKU2iqDk8ATlfVBFgpIr+w+3fCEL/zLZMfA6tsUsENVPVC2+404Flef+erqisGVjeffYFHeLaajTAE8mLgK2IyBn9fVS+vmfNjMVUEf2fnNgr83h57soi8G1gEPBCTG+6HGCbgmyLyfeD7DfcjIGBGEAhKQBXW2O+E/B2pqicxCD2KatUF3u+6JHICvEBVbxjnWFX9CXCNqj6usNOrfV6DewfNx6qh3qqq5/UNaurg/Ddwqogcp6pfr5nb+ar6ktK5C4CTMNLfHSJyFPl9+28M8XwO8AER2XXAdQQETCuCDWUdhKreBfzL07kfDFzQcArAb4EXA4jILsDDK9rcg6mD7nAbsIuYlOEbAU+1+68HthGR7ey2v6ieB7zVsxvs0eKSfo1JTR5bG8mT7f4bgE1F5HG2r46I7Kqq/wLuEZHH2nYHNfRdN5/zgDdaSQQR2dHaW7YG/qqqX8SkoX9kTb9/APYWke3t+YtEZEdy4vF3a1N5oT0eAVuq6i+Bd2PUb+vTf88DAmYMQUJZN7BIRFZ42ydg6ld8XkQWAbcCrxrQx0nAKVbV5dKG3+U3UNV/iMjvrIH7XFV9l4icadveZM9DVVeLKZH8YxH5O4ZYuQqAHwX+B7jSLuLLKaqjqvA94CmYtOU3Yomjqq61Kqn/tQRtxPZ9DSZ9/hdF5F6M3eiu/m4b5/MljDrwMrv/b5ia6k8C3iUiXeA/wMurOlXVv4lxUDhdRMbs7iNV9UYR+aK9luUYFRoYdd037HUIcKKq/ts6D3zHOgu8VVV/M+BeBQRMGUL6+oBWEJEY6FhisB2m/sWOqrp2BubyJIwhehChaepjfVX9j/39XkzdjLcPZ4YzC0uo9lTVt8z0XALWLQQJJaAtFgG/tCoeAd44E8TEYi3wMBE5Rycei/LfIvI+zH/gNoxn1JyHiByKcSX+7kzPJWDdQ5BQAgKmGCJyEca12MfBqnrVTMwnIGCqEAhKQEBAQMBQELy8AgICAgKGgkBQAgICAgKGgkBQAgICAgKGgkBQAgICAgKGgv8PpSVqwIJWuvwAAAAASUVORK5CYII=\n", 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\n", 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "p = ts_sea.isel(time=0).plot(\n", - " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", - " transform=ccrs.PlateCarree(),\n", - ")\n", - "\n", - "p.axes.set_global()\n", - "\n", - "p.axes.coastlines()" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "id": "9cf63165", - "metadata": {}, - "outputs": [], - "source": [ - "points_specs = {\n", - " # ARM sites coordinates, select nearest grid poit to ARM site coordinates\n", - " # Each point is supplied with [latitude, longitude ,select method, description of the point]\n", - " \"sgp\": [36.4, -97.5, \"cob\", \"97.5W 36.4N Oklahoma ARM\"],\n", - " \"nsa\": [71.3, -156.6, \"cob\", \"156.6W 71.3N Barrow ARM\"],\n", - " \"twpc1\": [-2.1, 147.4, \"cob\", \"147.4E 2.1S Manus ARM\"],\n", - " \"twpc2\": [-0.5, 166.9, \"cob\", \"166.9E 0.5S Nauru ARM\"],\n", - " \"twpc3\": [-12.4, 130.9, \"cob\", \"130.9E 12.4S Darwin ARM\"],\n", - "}\n", - "\n", - "\n", - "\n", - "sgp_lat = points_specs[\"sgp\"][0]\n", - "sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", - "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "609d3044", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "506457c0", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "38e2abf7", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From f81f330a5e956b02785ae4257b684d3cf1be9c72 Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 5 Nov 2021 16:36:49 -0700 Subject: [PATCH 8/9] Revert "fixing line number" This reverts commit eb0705ce50d3eaa05cd0ebfdfffbec8b574a667b. --- tutorials/demo_open_dataset.ipynb | 1787 ++++++++++++++++++++++++ tutorials/demo_open_dataset_E3SM.ipynb | 929 ++++++++++++ 2 files changed, 2716 insertions(+) create mode 100644 tutorials/demo_open_dataset.ipynb create mode 100644 tutorials/demo_open_dataset_E3SM.ipynb diff --git a/tutorials/demo_open_dataset.ipynb b/tutorials/demo_open_dataset.ipynb new file mode 100644 index 0000000..6755a50 --- /dev/null +++ b/tutorials/demo_open_dataset.ipynb @@ -0,0 +1,1787 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b1b28a4-12d6-4b3d-9ebb-836adb0b4118", + "metadata": {}, + "source": [ + "# XCDAT Demo: open dataset, subset, and land-sea mask\n", + "\n", + "In this document, CMIP model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", + "\n", + "Demo data used in this document is the time-series of surface temperature (ts) simulated by ACCESS1-0 model's historical simulation for [CMIP5](https://pcmdi.llnl.gov/mips/cmip5/), and the model's land fraction. Those data can be found from [ESGF](https://esgf-node.llnl.gov), and also included as a part of PCMDI Metrics Pacakage ([PMP](https://github.com/PCMDI/pcmdi_metrics))'s demo data that can be downloaded following this [PMP demo](https://github.com/PCMDI/pcmdi_metrics/blob/master/doc/jupyter/Demo/Demo_0_download_data.ipynb).\n", + "\n", + "To run this notebook, you will need [juyter lab notebook](https://jupyter.org/), xcdat and cartropy (optional) installed in your environment.\n", + "\n", + "Author: Jiwoo Lee (2021. 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "00614266-f53e-4b19-9899-36a31717f449", + "metadata": {}, + "outputs": [], + "source": [ + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "180af2eb-8047-4af6-a99f-b3838ee32920", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir = 'demo_data/CMIP5_demo_data'\n", + "demo_filename = 'ts_Amon_ACCESS1-0_historical_r1i1p1_185001-200512.nc'\n", + "demo_file = os.path.join(demo_data_dir, demo_filename)" + ] + }, + { + "cell_type": "markdown", + "id": "4891950c-edc4-4021-9368-6f2e874def77", + "metadata": {}, + "source": [ + "## 1. Open dataset using xcdat\n", + "\n", + "### 1.1 Load dataset into memory" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "dd409458-f046-45fc-8bcd-862452df863b", + "metadata": {}, + "outputs": [], + "source": [ + "import xcdat" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", + "metadata": {}, + "outputs": [], + "source": [ + "ds = xcdat.open_dataset(demo_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", + "metadata": {}, + "outputs": [], + "source": [ + "ts = ds.ts" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "246d08b0-e7c0-4b47-8885-27645f7d53db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'ts' (time: 1872, lat: 145, lon: 192)>\n",
    +       "[52116480 values with dtype=float32]\n",
    +       "Coordinates:\n",
    +       "  * time     (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n",
    +       "  * lat      (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
    +       "  * lon      (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
    +       "Attributes:\n",
    +       "    standard_name:     surface_temperature\n",
    +       "    long_name:         Surface Temperature\n",
    +       "    comment:           ""skin"" temperature (i.e., SST for open ocean)\n",
    +       "    units:             K\n",
    +       "    cell_methods:      time: mean\n",
    +       "    cell_measures:     area: areacella\n",
    +       "    history:           2012-01-17T03:16:09Z altered by CMOR: replaced missing...\n",
    +       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " + ], + "text/plain": [ + "\n", + "[52116480 values with dtype=float32]\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n", + " * lat (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n", + " * lon (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n", + "Attributes:\n", + " standard_name: surface_temperature\n", + " long_name: Surface Temperature\n", + " comment: \"\"skin\"\" temperature (i.e., SST for open ocean)\n", + " units: K\n", + " cell_methods: time: mean\n", + " cell_measures: area: areacella\n", + " history: 2012-01-17T03:16:09Z altered by CMOR: replaced missing...\n", + " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts" + ] + }, + { + "cell_type": "markdown", + "id": "1fbf6848-acf8-4c48-89a8-5c3943bba2b8", + "metadata": {}, + "source": [ + "### 1.2 Data quick check\n", + "\n", + "#### Check dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5c4df434-e363-4c58-a136-a4491603e01c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1872, 145, 192)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "d6f0b979-87cf-48f8-9619-e32f646575be", + "metadata": {}, + "source": [ + "#### Field quick view -- plot data on the first time step" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cc3f4941-672a-4727-8fcf-4f920c94a809", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts.isel(time=0).plot()\n", + "\n", + "# Or, below commends do the same:\n", + "\n", + "# ts[0].plot()\n", + "# ts.isel(time=slice(0, 1)).plot()\n", + "# ts.sel(time=ds.ts.time[0]).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "81f3d61c-c186-4007-972d-9cecaa6422bc", + "metadata": {}, + "source": [ + "#### Check date of first time step " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2c7d1d5e-95d5-4e76-b0ac-9a3f67fd675e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.datetime64('1850-01-16T12:00:00.000000000')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[0].values" + ] + }, + { + "cell_type": "markdown", + "id": "466ff83b-cba8-49f8-862e-401a245d96b9", + "metadata": {}, + "source": [ + "#### Check date of last time step " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a1606cf2-d527-440b-81b5-297e64590eb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.datetime64('2005-12-16T12:00:00.000000000')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[-1].values" + ] + }, + { + "cell_type": "markdown", + "id": "ef540f3e-5d7f-4a05-8640-e6165b332920", + "metadata": {}, + "source": [ + "### 1.3 Subset" + ] + }, + { + "cell_type": "markdown", + "id": "19fbb7f6-cda2-40dc-a1ac-0b789462b06e", + "metadata": {}, + "source": [ + "#### Original dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1872, 145, 192)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "a77c25de-f38f-40ae-9f8a-caf56d060368", + "metadata": {}, + "source": [ + "#### Temporal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 145, 192)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts1 = ds.ts.sel(time=slice('1850-01-01', '1850-12-31'))\n", + "ts1.shape" + ] + }, + { + "cell_type": "markdown", + "id": "1a501577-74d8-42a8-abf7-68f417de841e", + "metadata": {}, + "source": [ + "#### Spatial subset" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1872, 25, 53)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts2 = ds.ts.sel(lat=slice(20, 50), lon=slice(220, 320))\n", + "ts2.shape" + ] + }, + { + "cell_type": "markdown", + "id": "66e2b278-69a0-40d2-afe2-caa8ebcf1a76", + "metadata": {}, + "source": [ + "#### Spatio-tempoal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 25, 53)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts3 = ds.ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59'), lat=slice(20, 50), lon=slice(220, 320))\n", + "ts3.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VtLQh2R8BN01mPYIgCMZCFQ9ARVsnM1Vd3OmSbpR0A/Ay4D1TVI8gCAKHKiJYydbySNLOki6RtErSzZJOSPZ9JF2R7oX/JWlhQ56TJd0m6ZeSDp2sVm4xIZiZXQpcmj4fNdb8kmVBXEqFYD21XAjT3ZXbvHQDKhQxOWIzT7zjFEHPk44QbKM/4uUJh+QEEHEDlzgiLS/vE8tyVU+9Ny+3tik/N97fgyfw8nB1N4WPKF5eFQp5Bub76bzsbvu838QN/JPbNm6V2za9YG1m8wIYrVvdn9n65+XiqZ6hvNJDA46Y0RF99fTk5XpCsE0152LvzfP2Ls7Fgztu/XieF9h+bq5qm9OVi742DuVl/9Q9YjnVJHDbnu4HgfeZ2TWSFgBXS7qIyjPyRDO7TNKfAe8H/k7SXlQjJs8GdgB+JGm5mTUJnTN+Zv4gVxAEwRipAsK0ZxLYzO43s2vS5zVUmqgdgWcCP07JLgLekD4fDnzLzDaa2W+ohM0HtrmJQHQAQRAELnVqRRuwzbC3YtqOaXZMScuA/YArqeY+D0u73gTsnD7vCNzdkO2eZGs7HbUWUBAEwZagWg66eAjoYTM7oFUiSfOBc4F3m9nqNOzzWUkfBs4HhsfvvIInxQsyOoAgCAKHdi4GJ6mH6uZ/tpmdB2BmtwKvTPuXU62YANUT/84N2XcC7mtbZRqIIaAgCIIRVKuBtkcJLEnAl4BVZvZPDfbt0v814EPAv6Zd5wNHSOqTtBuwJ3BVm5sIxBtAEASBSxvX+TkIOAq4UdJ1yfZBYE9Jx6fv5wFfBjCzmyWdA9xC5UF0/GR4AEGLDkDS+QXHeNTM3tae6gRBEEw9hhist2eZBzO7HH9cH+CMJnlOBU5tdsykoWrFQ2b28tEStHoD+F3gz0fZL+BzBRUJgiDoKKa5yrcLGC2OiqiGkkalVQfwt2Z22WgJJH2kVSHtQMrFMJ4QrMtR5XR3lYnDeh1xmFeGJ4TxqOWaFT8ClBP1ajDX+ADQ4+QfmJc/qWjIifjkiL661+TCIevKhWBekzctyG2lfzLeefDwhljd01/qN+HZmlXaszv1drSHvhDMacva3fOE289/Mj+ecx3O68t/uzF4rmR4139fVy7c8m6M6zblSsGac7K3m5eL3Had/6hbn4XdG1z7SDaWhmQbA2P0ApoKjjWzO0dLIOmdrQ4y6gyGmZ3T6gAlaYIgCDqNab4c9JxmOyR9Ap4aehqVoq4zuSi9H9i1MY+ZHVKSPwiCoJPogJjAn5P0HjP772FD8iY6E9i+9CCl707foXJR+iIwKbPRQRAE04lpPgfwSuB/JPWZ2XmS+oH/AJ4AXld6kNIOYNDMvjCOSgZBEHQcBm3zApoMzOwOSa8ALkx6gqOAK83svWM5Tis30MXp43+lCYXvAhsbKuHP3gRBEHQyNr2HgCTtnz5+APgq1WJyXx+2Dy8+14pWbwBXU3WGw2fi/Q37DNi9tMJBEASdwnBAmGlMYxjdG4AlDTYDiuZnR+0AzGw3AEn9ZraZT1YacwqCIJiRTOc3ADN7WTuOUzoH8DNg/wLbpFGT0d+9uU+y5xvdVRgQZm537qTf7eTd4Jwir1w53mCee7I3rLhhkRe8xb/45j6Y11H1PG0td9+mtinPu2b3eZlt/n155sf2zBtT73EqOJF1DAsDsLSbZmW4gV4cmydp8JaJf3L5xsy2x84PZrZ+x/few9OoeNd1r3MxdHuRiRy6CqP5DDgXdp9T7uLedZltq+5c9wDQ5Vw43vr7XTjRiiZImwPCtB1J+7ca5ilJ02oOYHuqdajnSNqPp/9EFwJzx1DfIAiCjqFaCmJar5X5ZUkvZXTt5ZeoYg80pdUbwKHA26iWI/1UQ2GrqRYzCoIgmJFM8zmArajmaEer5EOtDtJqDuAsSV8DjjSzs8dWvyAIgg7FpvcQkJkta8dxWr7jmFkdOLYdhQVBEHQCw3MAJVsnUzoJfJGkE4FvA0/N4oQOIAiCmUqn39xLKO0A/iz9f3yDLXQAQRDMSDpgLaC2UNQBDOsBgiAIZgtDU7fSZzEp3ORbgN3N7KOSdgG2N7OiEJKlq4H2AMcBL06mS4F/MzNnxfsgCILOxqb5JHADn6eSohwCfBRYQxV8/nklmUuHgL4A9KTCoFp46AuMHi2srUhG/wiRiyfI8sRcvYVCMA/PF9gT4PT25cdbvzgXqPSuzoUsk/GgMeRoY7r68oK8YDRP7F4m+hrK48b4bgWFgVk88ZR3bgq1SRPGFYJ5gV48cd+2ecLf2+3ezDa/JxeHeXQ7lVnQkwdM2doRVXmCLC9w0kTocU6MbysTuQEMORfTkCd6nKQLojTw0xTzfDPbX9K1AGb2mKRiZVxpB/A8M9un4fv/Srq+tBBJXcBK4F4ze21aZO7bwDLgDuCPzeyx0uMFQRBMLh0zBzCQ7q8GIGlbfHG6S+mz55CkPYa/SNqdscUFOAFY1fD9JOBiM9sTuDh9D4IgmDaYqWibYj5LtUrzdpJOBS4HPl6aufQN4P3AJZJup1Ke7Qq8vSSjpJ2A11BFuB9eq/pw4KXp81lUcwp/U1iXIAiCSWW6rwUET0UA+w3VktAvp7o3v97MVo2asYFSL6CLJe0JPDMVcquZlQ1ewmdSBRtDiC8xs/vTse9PAQ0yJB0DHAPQt50TgTwIgmAymP5B4TGzuqRPmdkLgVvHc4yxTD8+F3gOsA/wZkl/2iqDpNcCD5rZ1eOpnJmtMLMDzOyAnkWx9lwQBFsGo2OGgH4o6Q3JHXTMlLqBfg3YA7iOp8f+jSoSzWgcBBwm6dVAP7BQ0teBByQtTU//S4F8TdwgCIIpo2Mmgd8LzAMGJW2gGqExM1tYkrl0DuAAYC8zG5O/lZmdDJwMkJYuPdHM3irpk8DRwGnp/++N5bhBEASTzdjudlODmU1obLy0A7gJ2B64fyKFNXAacI6kdwB3AW9q03GDIAjawjQY3mmJpBd7djP7cUn+0g5gG+AWSVexeVD4wwrzY2aXUnn7YGaPUM1aF1OTMadnc7FVzVETeUIwL8KSFyVpkxfCy8ET0Wy/1erMduf6XD21budcPdX3iCM22+SXPTjHC5uVm9Zvl6dbeIeT1TmcW/ac3OSJw1wxl2PzdEjWlTfEq58XAc1Th7l5vac673iUC8Hqjuxmq12eyGxL5+TXyJK+3NZfy0WFNacy/Y6oyhNatVso1eW4mZcKy7zlFbwoX83sdSd/u0VtUD39D03vgDDDNMZp7wcOpIoTMPGYwA2cMrY6BUEQdDYdMgT0usbvknYGTi/NX+oGetlo+yVdkVyRgiAIZgSdMATkcA+Vt2YRpW8Arehv03GCIAimHGNauHi2RNI/8/QgcA3YFyhepqddHUAHvCwFQRCU0yE3tZUNnweBb5rZT0szt6sDCIIgmDlYxwwBLTKzMxoNkk4YaWtGu6a5O+JMBUEQlGJ1FW1TzNGO7W2lmUuVwPOA9WntieXAs4AfNASEOaq0wCAIgk5gOnsBSToS+BNgN0nnN+xaADxSepzSIaAfAwdL2ppq+eaVwJupQpFhZjeVFjheujDmdzdxjm+gt9Dnv8vxjR4sjMziaQ28ADNLtsl9vO978hmZbWBh/hTR9aT/ZLFmFycghhNjw/PlH+rN8z65pOwJxgv+4vm/13sdf3zHv999Zyz+g3PKKAwco6G8YA35BZvnXu60eWhunvD529+V2faef3dmW9KT6wU8P/sBy/9UvYAppbR7obO6UxfPj9+rs9e2pvm3UJjG4bWApjE/oxLmbgN8qsG+Brih9CClHYDM7Mmk3P1nMzt9OAJNEATBjMPwlYTTBDO7E7gTmJD7fWl3KkkvpHri/+9kiwnkIAhmLGZlWysk7SzpEkmrJN0s6YRk31fSzyVdJ2mlpAMb8pws6TZJv5R06CjHfoGkX0haK2mTpCFJ+dBDE0pv4u+mWtTtu2Z2c4oIdklpIUEQBJ1FWyd4B4H3mdk1khYAV0u6iEqx+xEz+0FaMfl04KWS9gKOAJ4N7AD8SNJyM/OiMP5LSvsdqkU7/xT4ndKKjUUJfFmaDMbMbgf+urSQIAiCjqNNk8Ap+NVwAKw1klYBO6YShpdt3gq4L30+HPhWCrr1G0m3Ua3xc0WT498mqSt1EF+W9LPSupV6Ab0Q+BIwH9hF0j7AsWb2ztKCgiAIOoax6QC2kdQoyFphZiu8hJKWAfsBV1KNrFwo6R+phuNflJLtCPy8Ids9yebxpKRe4DpJp1N1NPNKK146B/AZ4FCSe5GZXQ+4y5AGQRDMCKxwg4eHIxemrdnNfz5wLvBuM1sNHAe8x8x2Bt5D9ZANY/ORO4rqPv4uYB2wM/CG0iYWT+Sa2d0joo5541FBEAQzhPZ5AUnqobr5n21m5yXz0cAJ6fN3gH9Pn++hupEPsxNPDw81HrMLONXM3gpsAD4y1nqVvgHcLelFgEnqlXQiUBx5PgiCoOMofwMYlRSv90vAKjP7p4Zd9wEvSZ8PAX6dPp8PHCGpT9JuwJ7AVVn1qjH/bdMQ0LgofQP4S+AMqnGoe4AfAsePt9DxUFOd+T0bNrN5Yq5uJ2JHjxMwYsARlHiBMzzRV73wyWBh34bM9ts5uWrL0yEN9fl9sxf7orYpr0+3IyRbs2tZMBlPl+MFfxmak1fGehyRVo8XWcUxOSItD6vlZcg5XTaYH88GHCFYrfxJz2vfgh3WZLZ9F+RCsD16H8hsPc716gmgNjkOIJ74yhN4eeKrHqfJXrAVX7iV18+vc34hbXQupGYBYaYUo2mgoHFwENVQzY2Srku2DwJ/AZwhqZvqCf4YgORpeQ5wC5UH0fFNPIAA7gB+mtTA656q/uYdTVNKvYAeJql+gyAIZgPtWgrCzC6n+XjSc5vkORU4teDw96WtRrUMxJgo9QJaDnwBWGJmz5G0N3CYmf3DWAsMgiDoCKbxWkDDmNlHoFqvzczWtUo/ktI5gC9SCcEGUqE3UIkPgiAIZiamsm0KkfRCSbeQ5mQl7SPp86X5SzuAuWY2chLCWYIsCIJgZiAr26aYzzABF/3SSeCHJe1BeimS9EaSsi0IgmDGUejhMx2YiIt+aQdwPLACeJake4HfEJPCQRDMWNROL6DJZDMXfaoleopd9Ft2AElscJyZvSKtBVQzs9zvLQiCYCbRGW8AjS769wIXMgYX/ZYdgJkNSXpu+jzmWeYgCIKOpAM6gIm66JcOAV2bhAbfYXOxwXnNs7SXLtVZ2L25sMoTbnniMJehvOndjsrKFYI5M/9eXRb15kKwbZ+Rvzw92jM3sw1u9H8ab4GqoQ35XL515eKa7nVlQjA30lefI/Byon/Rnw8/dvU4Q5JeVQpfuWuOEMxth3MO6M7LqDe5ZOREMuudl4daO2KPqzPbjj2PZbYFtfx68KJh5bHlJsZEIoxNRPTl/Z141Dx1IzDklNPlpZ2MKGHTPCDMMGlp/jOAF1DV+gqq9YVuL8lfeuYWU80yHwK8Lm2vLahcv6SrJF2fAiEM+6yeIuneFAjhurQWdhAEwbShQ7yAvgGcAyylih3wHeCbpZlLlcBvH1fVYCNwiJmtTYshXS7pB2nfp83sH8d53CAIgsll6m/uJcjMvtbw/euS3lWauVQJ/FnH/ASw0sy+1yyfmRmwNn3tSVtnnNYgCGY10+DpvoRLJJ0EfIvq3vpm4L8lLQYws0dHy1w6BNQP7Eu1Wt2vgb2phoXeIekzo2WU1JUWQHoQuMjMrky73iXpBklnStq6Sd5jUqzMlesf21hY1SAIgjbQAUpgqhv+sVQhei+lijHwZ8DVwMrm2SpKJ4F/h2ooZxBA0heoVgT9A+DG0TKmVez2lbQI+K6k51CtK/Qxqh7rY8CnUqVH5l1BpT9gyV6LO6M/DoKg8+kQIZiZ7TaR/KUdwI5UYcaeSN/nATskF9GiR3Mze1zSpcCrGsf+JX0RuKC8ykEQBFuADugAkk7rNcAyGu7nbV0Omipa/XXpBi6qtSY+noRhPxqlctsCA+nmPwd4BfAJSUtToGSAPwJuKqxHEATBFqFD5gD+iyqWwI3g+Pu2oNQL6EuSvk8VmV7AB81sOETZ+0fJuhQ4K/VSNeAcM7tA0tck7UvVx95BNYYVBEEwfRjz7XRK2MnM9h5v5lIvIAEvB3Y3s49K2kXSgc4KoZuRlo3ez7EfNdaKdskyIVgpniBlyIkC1VfLFzjdVMvFKDXn3dCPJpYLoJ659YOZ7cE58zPb3Y8tymwAQ/V83n6w1xH1OHNTg3KEUZ6uptsRfXk2J9KXJ/rq6R//wrGl0bE9EVm924lY5lwLXV3+X7onOPuDZb/MbM+Zc09m277riczmRf/aYHmELE+Q5VEa/cuL9LXJEVl5EcY80dfQBIRXnujLE3wBdHm/tJO/mZBsIkwTH/8SfiDplWb2w/FkLv0lPw+8EDgyfV8DfG48BQZBEHQEneEF9HMq55r1klZLWiNpdWnm0jmA55vZ/pKuBTCzxyYSiDgIgmDa0xlvAJ+ieji/MemuxkRpBzCQxvGH4wFsS6eMkAVBEIyDDhkC+jVw03hu/lDeAXwW+C6wnaRTgTcCHxpPgUEQBB1BZ3QA9wOXpiV2nnLJb6sbqJmdLelqqolgAa83s+KgA0EQBB2FufPN05HfpK03bWNi1A5geD2JxIM0rDInaXGrdSaCIAg6lg54AzCz4RWW540nXkurN4CrqU6DgF2Ax9LnRcBdwIRkyEEQBNOVTpgDkPRC4EvAfGAXSfsAx5rZO0vyj9oBDK8zIelfgfPN7Pvp+x9SqXq3GDXVWdDVWgcw5HiOb6znvtY9lvtkezqAgS7H777w3dDTBvQ42oDlCx7KbGs39bnHXD+Qt6Xel4cQWe1Use6IAzSQ2zyffxybHB2A5/Pf7fjZdzmBdrx0noaj7vj8yznXcjz0vHJ7HBvA63bKl7la3n9/Ztuh+/HMtlB54JjVlr+hl/rZ+4FZyoK6eHoBz+ffw9e8OEF/HJ8Qry7e8by8AEMq0zTMcj4DHAqcD2Bm10t6cWnm0rP5vOGbfyrkB8BLxlDJIAiCzsIKtynGzO4eYXJC8PmUdgAPS/qQpGWSdpX0t1QRwoIgCGYeaRK4ZJsKJL0gfbxb0osAk9Qr6USg2EGntAM4EtiWyhX0u+nzkaPmCIIg6GSm9xvA59P/fwkcT7Vi8z1UcVuOLz1IqRvoo8AJY6tfEARBZyI6YxLYzB4G3jLe/K3cQE8xs1MmmiYIgqDjmN4dwO6Szm+208wOKzlIqzeAP2+xsJCAI4BTSgoLgiDoCKb/aqAPUa0DNCFadQBfBBYUpAmCIJhZTO8OYI2ZXTbRg7TSAXxkogUEQRB0ItN8KYg72nGQ0sXgppwaxtza5uGHPaGJJ5ipO4IST/RVykBt/AIVL3iFZ9thnj/ytnogF4htHMx/Rk8stXoor6MNOvXuckOuZJaaE3ClVPQ1tzcXr/V257+JJwTzgrp4eOV2Oee6t8t3m17a83hm26U7X/1k21oeFnujU8cN9TLhVqlIy8MVVTnXf1ehq7gXxKZUWFYs+hrDkvqeSK40gM6YmcZvAGb2/9pxnI7pAIIgCLYY00TkNdlEBxAEQeAwzSeB20LRu5Ok5ZIulnRT+r63pIgHEATBzGV6C8GAKl67pLdK+nD6voukA0vzlw6efRE4GRiAp4K9HzHWygZBEHQKw4HhW20tjyPtLOkSSask3SzphGT/tqTr0naHpOsa8pws6TZJv5R06CiHn1C89tIhoLlmdpU2X15x/LOoQRAE0xmjnUFvB4H3mdk1khYAV0u6yMzePJxA0qeAJ9LnvagesJ8N7AD8SNJyM2cJ4wnGax/LYnB78HRM4DdShSILgiCYcWgMWyvM7H4zuyZ9XkO1WNuOT5VVPVn/MU8H3Doc+JaZbTSz3wC3Ac2GdSYUr730DeB4YAXwLEn3UoUge2tpIUEQBB1H+fj+NpJWNnxfYWYrvISSlgH7AVc2mA8GHjCzX6fvOwI/b9h/Dw0dxggmFK+9dDG424FXSJoH1FIvFgRBMGMZgxfQw2Z2QMvjSfOBc4F3m1mj0OdIGsLt4r9YuLWZaLz2VovBvbeJfbjwosjz7aCG0V/bXDy0yYmI1CTz+Mt1roJBLzpTvb3Ri3ab97Brf2Djwsz2+KY5ma3HETcNDOb13vBkPlyomiP6cgRe3Y4QrKc7L7ffEXgtnZ8L3fbZ6p7MNlDP6/zY4NzMtnN/LtDyzr8nJLprw+LMBvCM7rWZbZEj+up1Qo+t8aJ6kbfFo1Yo5iqdhstjyE0Q5/bkRidz65zjCcua4Yk6vd+0LbTRw0dSD9XN/2wzO6/B3g38P+C5DcnvAXZu+L4TcF+T474AuNnMPpe+L5D0fDO70ks/klZnbkHaDgCOo3oN2ZFqDeq9Wh1cUr+kqyRdn2a/hwMYL5Z0kaRfp/+3LqlsEATBFqGNAWHSGP+XgFXOQ/MrgFvNrPHp53zgCEl9knYD9gSuanL4LwCNTyrrkq2IorWAJP0Q2H946EfSKcB3Co6/ETjEzNamHvByST+g6vEuNrPTJJ0EnAT8TWmlgyAIJp32vQEcBBwF3Njg6vnBFGb3CDYf/sHMbpZ0DnAL1Wve8U08gABkZtaQt57eKoooTbgL0BjlehOwrFWmVLHh3qknbUY1y/3SZD8LuJToAIIgmEa0SwlsZpfTxGHIzN7WxH4qcGrB4W+X9Nc8/dT/TuD20rqVDp59DbhK0imS/p5qBvurJRkldaVe70HgojQ2tcTM7ofKRQrYrkneYyStlLRyzWP54mFBEASTRgcogamG418E3Es1d/B84JjSzKVeQKemoZuDk+ntZnZtYd4hYF9Ji4DvSnpOaeWSK9UKgGXPWTD1pzoIgllDJ6wFZGYPMoFVGYo6AEm7AA9T+Zs+ZTOzu0oLMrPHJV0KvAp4QNJSM7tf0lKqt4MgCILpwfR4um+JpH7gHVSq4f5hu5n9WUn+0iGg/wYuSNvFVGNMPyio3LbpyR9Jc0gz3lSz3EenZEcD3yusRxAEwaQj2ucFNMl8DdgeOBS4jMpltFinVToE9HuN3yXtDxxbkHUpcFaSKteAc8zsAklXAOdIegdwF/CmVgeSLAtOURxwwsPp+rzALANOEI+6M58zIEcb4AWnKexzmwWs2W1urg+YO39TZrt57Q6Z7fH1uV5gYCCvY83RAfT05E4IfT15Hef05HM1yxflL3iHLMq1KvMcH/tSvLxeoJAN9dwr3vudAPqVn9eaM5XX4+gAep3rsGsCAVJ6PZ9/J53X5uK/iUK8MnocJxXvWvd8/kv1AuDrDVzdRDvogDcA4HfM7E2SDjezsyR9A7iwNPO44gGkRY2eV5DuBirZ80j7I1TKtSAIgmmJrCN6gOEnrsfT/OpvKfDQHKZ0DqBREVwD9qeKSh8EQTDz6JA5AGBFEtJ+iGpofT7wd6WZS98AFjR8HqSaEzi3tJAgCIJOYzp7AUk6wczOoFIXPwb8GNh9rMcp7QBuMbPNlL+S3kSZGjgIgqDjmAYTvKPxduAM4J+pRmTGRWkHcDL5zd6zBUEQzAym8RsAsErSHVTLQN/QYBfVIgx7lxyk1Wqgfwi8GthR0mcbdi0kIoIFQTBTKQz3OFWY2ZGStqfy+DlsvMdp9QZwH7AyFXB1g30N8J7xFhoEQTDtmcYdQOIh4EYzu3O8B2i1Guj1wPWSzjazeOIPgmBWIKb3GwBUy+xI2kZSr5nlopUCWg0BnWNmfwxcK+Wno3ScqR0ITwhWNkvjCVc8PKGOF1jFDTTiKIQ2eqIjJ8CJK6yRv/rrVt1PZrZn9eWxIl4y79bM9vFNr8nrOJhfAhs25vX2Ar3M7c2vuQW9uSBrSV8uTNy++4nM1uXMunm/ife79zvCubojOnqcXAy3tPfxzAbwyNCCzLZ7T5625iiyFjhiusfruUhuyMnb74yuem0uFRVORCjlirmcOnvXsBcAp6c89osb6MUTtY1FSDYmOkMHcCfwU0nnU8UCAMqDdbUaAjoh/f/a8dUtCIKgA7Fp7wU0zH1pq7G5u34RrYaA7k8f32lmm63XL+kTxBr+QRDMUDqhAxgO2jVeSt1A/4D8Zv+Hji0IgmBm0AEjQJIuwampmR1Skr/VHMBxVBFmdh/ha7oA+OkY6hkEQdBRTPdJ4MSJDZ/7gTcwBhf9Vm8A36Ba9vn/o4rbO8waM3u0tJAgCIKOwuiISWAzu3qE6aeSLivN32oO4AngCeBIAEnbUfUy8yXNH0tAmCAIgk6iE94AJC1u+FoDnksVH6CI0tVAXwf8E7ADVfSuXYFVVFFogiAIZhTDAWE6gKup3ldENfTzG6oIYUWUTgL/A/AC4Edmtp+kl5HeCoIgCGYcZp0yBLTbRPKXdgADZvaIpJqkmpldktxAtxjCEYE4ApC6IxRxoym5hXiir7IIRp44zI065rgWeBGp+mu5aAigX7l9kxMladuuDZnt2B0vzWyf3HRoZnuEeW7ZI+l2HpF6a/k59NritcMTc3nCn55CwViX8w7fr7yMRf3rMxvAg44QbIP3Ozt4UcLmOudhqJ6nc8VvTlu8a9PDy+vhXuvO+a95Ai2njIlGInOjm3lR+5zrvx1M5yGgFJDrbjP7bfr+p1QTwHcCp5TO0ZZK6B6XNJ9qzemzJZ1BLAYXBMFMxgq3qeHfgE0Akl4MnAZ8lWrOdkXpQUq7zsOBDVQLwL0F2Ar46BgqGwRB0FFM5zcAoKvhKf/NwAozOxc4V9J1pQcpDQq/ruHrWcVVDIIg6EQMGJrWPUCXpO60SOfLgWMa9hWPibUSgq3Bf8kZDjqwsLSgIAiCTmKavwF8E7hM0sPAeuAnAJJ+h2oYqIhWOoAxLy4UBEEwI5jGXkBmdqqki4GlwA/NnqpsDfir0uNMzvR5EARBhzPN3wAws587tl+N5RjRAQRBEIxkaj18thgd1QHURvgAewEj3HzOL9nr+IO7ASgcV2vveJ7+oEllcpysI9v6dH1y+wbLA7h4xTyv77HMtt2cdZlt3aa+zLZpKNcqDDrnq7uW12+Pvgcym+fzP8/RBvg+8ZnJpd95hOtzAtvVmrzqL6vlrtS97u/sBPRxbIucNveS6zX8gCu5re7YJsKQo12olXqKO6ew1Me8aWAb51ov1SpMlCoi2MzvATqqAwiCINhSaHp7AbWFSYqlViFpZ0mXSFol6WZJJyT7KZLulXRd2l49mfUIgiAYE6UisA7vIyb7DWAQeJ+ZXSNpAXC1pIvSvk+b2T9OcvlBEATjoDPWApook9oBpJCS96fPayStAnaczDKDIAjawXT3AmoHkzoE1IikZcB+wJXJ9C5JN0g6U9LWTfIcI2mlpJWrH42lh4Ig2IIMrwjaautgtkgHkBaSOxd4t5mtBr4A7AHsS/WG8Ckvn5mtMLMDzOyAhYtjvjoIgi2EVU5IJVsnM+kdgKQeqpv/2WZ2HoCZPWBmQ2ZWB74IHDjZ9QiCIBgTdSvbWtDMGSbt+ytJv0z20xvsJ0u6Le3L12xvE5P6WC1JwJeAVWb2Tw32pWl+AOCPgJsmsx5BEARjpY06gGbOMEuoVlre28w2ppC7SNoLOIIq4uIOwI8kLTezPNjGBJnscZWDgKOAGxuWKP0gcKSkfamcqO4Ajm1XgTVPFOLoZXJZUzOBl5PZXR7PEwOVzVt01bxgGv7F1+MErVlYywOaDDj19sRJf7IkU5Pz+U0vzWz3PbFVZuvrytvX35WLuXbpyQVVnuir33mfLn1F9QR7/c5v4v2c9br/d+WV3euIpfy8eboFyv/c+rs8YZ9n84RgZZQKy/xLrvTvqexmWV4uDLl/pTmeqLMttKkDGMUZ5i+A08xsY9r3YMpyOPCtZP+NpNuoRkmuaEuFGphsL6DLcS8Xvj+Z5QZBEEwIo7yHhW0krWz4vsLM3KAsI5xhPgkcLOlUqngrJ5rZL6g6h8Yns3uYJO/JmFkNgiAYgbCxDAE9bGYHtDzmCGcYSd3A1lTx1p8HnCNpd/yH5klxN4oOIAiCwKPePhcfzxmG6sn+vLSU81WS6sA2yb5zQ/adgPvaVpkGtpgOIAiCoGMYHgIq2VrQzBkG+E/gkJRmOdALPAycDxwhqU/SbsCewFVtaFVGvAEEQRA4tNELqJkzzJnAmZJuogrwfnR6G7hZ0jnALVQeRMdPhgcQRAcQBEHg0z4voGbOMABvbZLnVODUtlRgFKIDCIIgyOj8ZR5KiA4gCIJgJEZ0ANOdLlek4kT1Ih8+G3KENV4ULi9akScY8+oy5OV1lhjs8aJUNVmK0BOC9RcKYYacer9qzurMtnLxnZntfzctz49XLzs3C2p51Kse7zw4L8lzVSYG8vCEb3Wnfj1NFnTxhGR9jjjJO2aXIxjrKhYVerXxrq8ycskddDk3Nz8imNOOwrze9e+1t1k7XHGZc/1PFrMhIExHdwBBEASTRrwBBEEQzEKMooXeOp3oAIIgCDJiEjgIgmD2Eh1AEATBLCU6gCAIglmIGQxtOY+jqSI6gCAIAo94A5g+CMt97R1/aS8gTN0cbYCT1/Nb9jQEbhmFeoEe53h1x4fa8/ev7GU+/6UODD1OkJLXLrwus/1q7ZLMtnqgL7M9OdSb2e4eXJzZ9u97IK+L84P2F+oAhpw/1h4nr+fXPkc97jG9c1N3fvsBZ5kWL51fRpmvvHetbygso+7dyLzANk46zxff8/nH+Rvzg8nk6XqbKAGGnPzeLzXklj1BwgsoCIJgFhNvAEEQBLOU6ACCIAhmITEJHARBMIuJN4AgCIJZSnQAQRAEsxELL6AgCIJZiYFZ+4LCT1eiAwiCIPCIN4Dpg8jFUW7ACAdPUOJR8wKIeCKTwqAzzcRcJTQTfM2rbSxK6wVccQOSOAw56Z67VR4k5trVO2e2TfX8krr2yV0z2/P7HsxsnuhrjnKxmSey2uiEPfGEYENjeKobcAL1dHlBYhwh2UbzwrCU4QsIveswNw14wVo8MZdXbtnl4Y+NO0F1JhJMBpqIvlyx5iTcqGeJF9AkSOieRtLOki6RtErSzZJOSPbFki6S9Ov0/9aTWY8gCIIxY1a2dTCT2gEAg8D7zOx3gRcAx0vaCzgJuNjM9gQuTt+DIAimDVavF22dzKR2AGZ2v5ldkz6vAVYBOwKHA2elZGcBr5/MegRBEIyNwqf/Dn8D2GJzAJKWAfsBVwJLzOx+qDoJSdttqXoEQRC0JBaDax+S5gPnAu82s9VqMunj5DsGOAZg2x38FRuDIAjajQEWk8ATR1IP1c3/bDM7L5kfkLQ07V8K5C4hgJmtMLMDzOyArRZ3jMNSEASdjhlYvWzrYCbbC0jAl4BVZvZPDbvOB45On48GvjeZ9QiCIBgrVreirZOZ7Mfqg4CjgBslXZdsHwROA86R9A7gLuBNk1yPIAiCsdHhT/clyDpkFlvSQ0CuRupstgEenupKTALRrs5iJrZrVzPbdryZJf0P1Xkp4WEze9V4y5pKOqYDmIlIWmlmB0x1PdpNtKuzmKntCloz6ZPAQRAEwfQkOoAgCIJZSnQAU8uKqa7AJBHt6ixmaruCFsQcQBAEwSwl3gCCIAhmKdEBBEEQzFKiA5gkmsVCaNh/oiSTtE2D7WRJt0n6paRDt3ytWzNauyT9Var7zZJOb7B3bLsk7Svp55Kuk7RS0oENeTqhXf2SrpJ0fWrXR5K9aUyOTmhX0CbMLLZJ2IClwP7p8wLgV8Be6fvOwIVUwrZtkm0v4HqgD9gN+D+ga6rbUdou4GXAj4C+tG+7GdKuHwJ/mOyvBi7tsHYJmJ8+91CtxvsC4HTgpGQ/CfhEJ7UrtvZs8QYwSVjzWAgAnwY+AJvFsjsc+JaZbTSz3wC3AQcyzRilXccBp5nZxrRveIG/Tm+XAQtTsq2A+9LnTmmXmdna9LUnbUbzmBwd0a6gPUQHsAVojIUg6TDgXjO7fkSyHYG7G77fw9MdxrRkRIyH5cDBkq6UdJmk56Vknd6udwOflHQ38I/AySlZx7RLUldai+tB4CIzy2JyAMMxOTqmXcHEiQ5gkmmMhUAVIvNvgQ97SR3btPXRHRnjgWphwa2phhfeT7XYn+j8dh0HvMfMdgbeQ7W6LXRQu8xsyMz2BXYCDpT0nFGSd0y7gokTHcAk4sRC2INqXPV6SXdQ/UFeI2l7qietnRuy78TTww3TiiYxHu4BzktDDlcBdarFtDq9XUcDw5+/w9PDIR3TrmHM7HHgUuBVNI/J0XHtCsZPdACThBcLwcxuNLPtzGyZmS2j+mPb38x+SxUj4QhJfZJ2A/YErpqi6jdllBgP/wkcktIsB3qpVpjs9HbdB7wkfT4E+HX63Cnt2lbSovR5DvAK4Faax+ToiHYF7SHCbE0ebiwEM/u+l9jMbpZ0DnAL1VDR8WY2HWPSNYvxcCZwpqSbgE3A0WZmQKe36y+AMyR1AxtIIUo76PdaCpwlqYvqge8cM7tA0hU4MTk6qF1BG4ilIIIgCGYpMQQUBEEwS4kOIAiCYJYSHUAQBMEsJTqAIAiCWUp0AEEQBLOU6ACCIAhmKdEBzBAkrW2daszHPEzSSenz6yXtNY5jXCrpgDGm/2VaM2nkvmVJZzArkPTBhs9z0pLUmxqXEA+CiRAdQNAUMzvfzE5LX19PtVTwluAtZnb+ZBaQhFHTnac6ADNbn9bziWUZgrYRHcAMQxWflHSTpBslvTnZX5qerv9D0q2Szk7LHyDp1cl2uaTPSrog2d8m6V8kvQg4jGpVzOsk7dH4ZC9pm7S20fCT6rck3SDp28Cchrq9UtIVkq6R9J208Fqr9jw3BTO5Aji+wd6V2vmLVNaxyV6T9HlVwU8ukPR9SW9M++6Q9GFJlwNvalafVOZlkq6WdGHDmjl/LemWVN63RqnzPElnprpdK+nwZF8m6SepvGvSeUXSUkk/Tuf2JkkHSzoNGH7qP7voxw+CsTLVAQlia88GrE3/vwG4COgCllDJ/JcCLwWeoFrcqwZcAfw+0E+1/O9uKf83gQvS57cB/5I+fwV4Y0N5lwIHpM/bAHekz+8Fzkyf96ZaTuCAlObHwLy072+ADzvteOq46fsNwEvS508CN6XPxwAfSp/7gJVUC+29Efh+auP2wGPD9QbuAD7QUOesPlTr5f8M2DbZ39zQnvt4OuDNolF+i48Dbx1ORxVcZh4wF+hP9j2Blenz+4C/TZ+7gAWNv+mIY99BCiIUW2wT3WItoJnH7wPftGr9lgckXQY8D1gNXGVm9wCk9W6WAWuB260K/gFVB3DMBMp/MfBZADO7QdINyf4CqiGkn6YXj16qTqgpkraiutFelkxfA/4wfX4lsPfw0z1VsJY9qdr/HTOrA7+VdMmIw367RX2eCTwHuCjZu4D7U54bgLMl/SfV4nfNeCVwmKQT0/d+YBeqDuRfJO0LDFHFUAD4BdU6Sj3Af5rZdaMcOwjaRnQAMw9vPfdhNjZ8HqL6/UdLPxqDPD2E2D9in7fAlKiCkRw5hjLU5FjD+/7KzC7czCi9psUx141WH0m/B9xsZi908r6GqoM7DPg7Sc82s8EmdXuDmf1yxLFPAR4A9qE6dxsAzOzHkl6cjv81SZ80s6+2aEcQTJiYA5h5/Bh4cxoj35bqhjXacr63ArurioIF1ZCHxxqqWLnD3AE8N31+Y4P9x8BbAFQFHtk72X8OHCTpd9K+uaqWjW6KVevXPyHp95PpLQ27LwSOS0/NSFouaR5wOfCGNBewhGroy6NZfX4JbCvphcneI+nZkmrAzmZ2CVU4z0VAszmMC4G/aphj2S/ZtwLuT28nR1G9XSBpV+BBM/si1ZLU+6f0A8PtC4LJIDqAmcd3qYYqrgf+l2rM+7fNEpvZeuCdwP+kydEHqOYKRvIt4P1pUnMPqvCIx0n6GdV4+jBfAOanoZ8PkDofM3uIak7hm2nfz4FnFbTn7cDn0iTw+gb7v1MtWXyNKtfQf6N6ozmXKs7CsO1Krz3N6mNmm6g6tE9Iuh64DngR1c3665JuBK4FPp06KI+PUc0l3JDq9rFk/zxwtKSfUw3/DL+NvBS4TtK1VHM4ZyT7inSMmAQOJoVYDjpA0nwzW5ueWD8H/NrMPj1FdbkUONHMVk7gGMPteQZVB3TQaJ1gJ5G8rQ4ws4enui5B5xNvAAHAX6RJ4Zuphin+bQrr8ijwFTlCsDFwQWrPT4CPzYSbv5IQjOrNoj7F1QlmCPEGEATjRNLbgRNGmH9qZsd76YNguhEdQBAEwSwlhoCCIAhmKdEBBEEQzFKiAwiCIJilRAcQBEEwS/n/Aa+zMZ8NNovRAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts3[0].plot()" + ] + }, + { + "cell_type": "markdown", + "id": "dd94e503-d7d5-400d-b9dc-b476d9070fa9", + "metadata": {}, + "source": [ + "You can also visualize data on a map using [cartropy](https://scitools.org.uk/cartopy/docs/latest/) as below. Useage example also can be found [here](http://xarray.pydata.org/en/stable/user-guide/plotting.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import cartopy.crs as ccrs\n", + "\n", + "p = ts3.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", + "metadata": {}, + "source": [ + "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py). Below capability was made to mimic that capability." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", + "metadata": {}, + "outputs": [], + "source": [ + "def region_subset(d, regions_specs, region=None):\n", + " \n", + " if ((region == None) or \n", + " (region != None) and (region not in list(regions_specs.keys()))):\n", + " print('Error: region not defined')\n", + " else: \n", + " if 'domain' in list(regions_specs[region].keys()):\n", + " if 'latitude' in list(regions_specs[region]['domain'].keys()):\n", + " lat0 = regions_specs[region]['domain']['latitude'][0]\n", + " lat1 = regions_specs[region]['domain']['latitude'][1]\n", + " if 'latitude' in (d.coords.dims):\n", + " d = d.sel(latitude=slice(lat0, lat1))\n", + " elif 'lat' in (d.coords.dims):\n", + " d = d.sel(lat=slice(lat0, lat1))\n", + "\n", + " if 'longitude' in list(regions_specs[region]['domain'].keys()):\n", + " lon0 = regions_specs[region]['domain']['longitude'][0]\n", + " lon1 = regions_specs[region]['domain']['longitude'][1]\n", + " if 'longitude' in (d.coords.dims):\n", + " d = d.sel(longitude=slice(lon0, lon1))\n", + " elif 'lon' in (d.coords.dims):\n", + " d = d.sel(lon=slice(lon0, lon1))\n", + "\n", + " return d" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", + "metadata": {}, + "outputs": [], + "source": [ + "regions_specs = {\n", + " 'NHEX': {'domain': {'latitude': (30., 90)}},\n", + " 'SHEX': {'domain': {'latitude': (-90., 30)}},\n", + " 'TROPICS': {'domain': {'latitude': (-30., 30)}},\n", + " 'global': {},\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 49, 192)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59')), regions_specs, 'NHEX')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 49, 192)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59')), regions_specs, 'TROPICS')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 145, 192)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1850-01-01 00:00:00', '1850-12-31 23:59:59')), regions_specs, 'global')\n", + "ts4.shape" + ] + }, + { + "cell_type": "markdown", + "id": "c555a250-a0df-4750-a804-f1d5ccd86fac", + "metadata": {}, + "source": [ + "## 2. Annual Cycle" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", + "metadata": {}, + "outputs": [], + "source": [ + "ts_ann = ts.groupby('time.month').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 145, 192)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_ann.shape" + ] + }, + { + "cell_type": "markdown", + "id": "f2637bcc-23b1-4690-966d-b78c05569e61", + "metadata": {}, + "source": [ + "## 3. Seasonal Mean" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", + "metadata": {}, + "outputs": [], + "source": [ + "ts_seasons = ts.groupby('time.season').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4, 145, 192)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_seasons.shape" + ] + }, + { + "cell_type": "markdown", + "id": "653a0733-a878-4efc-b4d5-05048d71932d", + "metadata": {}, + "source": [ + "## 4. Land-sea mask\n", + "\n", + "- Open land fraction of the given model grid and apply land or sea mask to the field of interest, using [`xarray.DataArray.where`](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html) capbility.\n", + "- Relvant example usage also can be found [here](https://geohackweek.github.io/nDarrays/09-masking/)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", + "metadata": {}, + "outputs": [], + "source": [ + "demo_lsmsk_filename = 'sftlf_fx_ACCESS1-0_amip_r0i0p0.nc'\n", + "demo_lsmsk_file = os.path.join(demo_data_dir, demo_lsmsk_filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.Dataset>\n",
    +       "Dimensions:   (lat: 145, bnds: 2, lon: 192)\n",
    +       "Coordinates:\n",
    +       "  * lat       (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
    +       "  * lon       (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
    +       "Dimensions without coordinates: bnds\n",
    +       "Data variables:\n",
    +       "    lat_bnds  (lat, bnds) float64 -90.0 -89.38 -89.38 ... 89.38 89.38 90.0\n",
    +       "    lon_bnds  (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
    +       "    sftlf     (lat, lon) float32 100.0 100.0 100.0 100.0 ... 0.0 0.0 0.0 0.0\n",
    +       "Attributes: (12/29)\n",
    +       "    institution:            CSIRO (Commonwealth Scientific and Industrial Res...\n",
    +       "    institute_id:           CSIRO-BOM\n",
    +       "    experiment_id:          amip\n",
    +       "    source:                 ACCESS1-0 2011. Atmosphere: AGCM v1.0 (N96 grid-p...\n",
    +       "    model_id:               ACCESS1-0\n",
    +       "    forcing:                GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4...\n",
    +       "    ...                     ...\n",
    +       "    title:                  ACCESS1-0 model output prepared for CMIP5 AMIP\n",
    +       "    parent_experiment:      N/A\n",
    +       "    modeling_realm:         atmos\n",
    +       "    realization:            0\n",
    +       "    cmor_version:           2.8.0\n",
    +       "    xcdat_infer:            sftlf
    " + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 145, bnds: 2, lon: 192)\n", + "Coordinates:\n", + " * lat (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n", + " * lon (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n", + "Dimensions without coordinates: bnds\n", + "Data variables:\n", + " lat_bnds (lat, bnds) float64 ...\n", + " lon_bnds (lon, bnds) float64 ...\n", + " sftlf (lat, lon) float32 ...\n", + "Attributes: (12/29)\n", + " institution: CSIRO (Commonwealth Scientific and Industrial Res...\n", + " institute_id: CSIRO-BOM\n", + " experiment_id: amip\n", + " source: ACCESS1-0 2011. Atmosphere: AGCM v1.0 (N96 grid-p...\n", + " model_id: ACCESS1-0\n", + " forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4...\n", + " ... ...\n", + " title: ACCESS1-0 model output prepared for CMIP5 AMIP\n", + " parent_experiment: N/A\n", + " modeling_realm: atmos\n", + " realization: 0\n", + " cmor_version: 2.8.0\n", + " xcdat_infer: sftlf" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file)\n", + "ds_lsmsk" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", + "metadata": {}, + "outputs": [], + "source": [ + "sftlf = ds_lsmsk.sftlf" + ] + }, + { + "cell_type": "markdown", + "id": "d26376fc-3560-4d5b-8e13-222549c5d464", + "metadata": {}, + "source": [ + "### 4.1 Land" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", + "metadata": {}, + "outputs": [], + "source": [ + "ts_land = ts.where(sftlf!=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_land.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f5088027-6980-4df9-a2d6-de6f253e0a0f", + "metadata": {}, + "source": [ + "### 4.2 Ocean" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", + "metadata": {}, + "outputs": [], + "source": [ + "ts_sea = ts.where(sftlf==0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "44499305-3479-4686-926c-275df329dcb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hmzSGqS1SpJsQd5NMOIg30t73hPdx8VP/tVV9t+wQc+c25txkUuncHtG9xRyLN0I8ZbajvhMUbmCS3M6RmMG/YD/AlAfrpRTl9guNyXj4qJd7LZXdY63vj9m2ro3OJlKg71V49OOLg0jUN5X+9GdF4fGr77w52z7g4I+SAmopjngqzcwDZWrNQfzx2RWOKHomQe5BFZlF1iuD+qIUYkGm/AY8F9i0JFyyuo23lCY130okSBoVfuf1+1RPNDjYl7frzpVS/T7NVHJXHQgSs7/LlM5BO7+lYF84aEdLZ6py0NrX5cIxSTjpT8cOXPZ0sO+zDdWa3mNhDxGn/PrdADzuEUehkREOQCYg+pNWMKwSpjY393fqbuNpW2EUuqkJ2wJfsnaJCPimqv5ARH4DfFNEXgJcAzwTQFUvFJFvAhcBfeDw2RIQMM9CQkR2w/gBO+wEvBfYAngZcKPd/05V/eHc9i4gICCgGekwP/oWUNXzgAdW7P8rcGDNOUcBR8248RZYMHSTlaLXAw8FXgTcpqqtrXDLdtxOt33fq+lM9ok7aSbfoygtTPSSJCrQTuuOtU1YDUAn7P1YnhBZykoE0r6QThnOKbo9ZuLvZobSvdVoFVHfXkeST3qjRJHEaBTmmNEOTv/Gm1pdk5vNGcqqpFl4MRMD9JPFqf83Hppg/6d+zDNqK9JXTzvSYn9SCrN7N9OrwmMPOCqnxvq5KiFpaozzfXNTZSopUkl+Co8kzdvr9yFNC5qE+AZfEYidpbxE77gy2bGaNBLl//55dn9BQ/A0CY0baCQRTv59Oy13tvGoJ34k13CXRfRWCL89vt07O1848FEfBHJNIpmM6K2KmdrMag+bCVNbmLIb75lw9aveMmO66b57LtMv/2DbVmUfssPVM25vvrCQdMkDgStU9WqZjgeKKFE3tR6Zko2aqpJRTnGUEkcpe37fCIkkjVi+rf0YVMx5PrJxUJAIJDY70ljpJV3brKB3QrzJlI2nPOpFgAj6Nu9gsiziD59+Q+0l7PfMjxdcb8UbfMQXBFqyeyic+v23tLlL04JxIbauhLEisecV1UuptBPYvjXhJ6e9q/D7wMcY99xoKiXa2IPEG7z9Z+NHZ/u2ok4MSVr07mqTS8gJDF9YuEHdP15Rp4oM5gvz8wmVjvneYHU5hB7/sPcjPSPoTj7rfZVlqnDQvV7JSX/+TOvyZTzhgUZITUx2SCfMjdU7hc4dEQccbOiuZFmUu1wrBT+btpOf2YB2I0ghtZ5LvZUxm+4WMbXKHO9tBlN3s+/FyvExM+PQJBY6FpJ303OAr3m/Xy0i54nIF0Tk7lUniMhhInKmiJyZ3Hr73PQyICAggNwm0eZvMWNB0E0iMoFx4dpDVf8sIvcCbsI8hyOBbVX1xU11LNtpja456nDiTkoUp5nhOoqUOLJeOqIDMUpOe1AVq02Q/fY1CwXSxKqy/YjkTqOETfylS/c2iO805eKpomE6jSGxsQ/nf6KoRTzseR8n6pntyFJRqZ0Z//p/c0PyPi/6BKI5pRVNKad/c35mbY942seI+sppJ1ZrLo858MOZcbzgEcUg9fTYR36QaKp6Vie9JJtN0/e0g7LHkh+g5mb8VZpEUwCV0xosNaSdaEB7GAgmbMoy3OTF7h9z2kU0qFWV4dJPFBwB+n3o9WHKvETa7/Ojv/9X4bzHxc/2+mDu1Snptxrbglyr0GWxvT/23V8Wk0y6+2RyoaWeNue/t3OJRz7paAAS65G48e4RmzYX+laT6C+H/iob97NZn6tf9PYZ0z/32XNSP3diu+VLD9jxikA3zRAHAWer6p8B3H8AEfkc8IOhNYjxmJFIiUSJopxictuRKCJK5PEgznpRpppSFVIbcZyk0WCao4554ZLlSucOKUZgW/0sjeDcTw3SSw99vonAjlIKtFHSlcrB//dfrI/Snmv4XlBVSCYjsF5JJiDPRLJX4Sen5hHhvsCQflp00+pEDExmMq+ouJjvyhvsTWUezROXBIhXRqOoQA2VE8IVotoLwqPiwgrUVOlYyQUaqiPjy5iuq+spyTeGF6rAyX8wNNcT93gXOtFBLPUmUwnxJiMVkmUxybIInJvp2ILU2mH/p3w097brCmksTK0yfemtEpLJ/FvUKN8eF3+iQLqgyJjZwUIREs/Fo5pEZFsXjg48FbhgXnoVEBAQ0IDFTiW1wbwLCRFZATwOeLm3+2gR2QsjrNeXjlXXg6GWnBbhKKZOnBKLo5uMNuGOQW54StKI3z3xg9n+B/zgPZz35Pdnv3f/7hH5OUmE9swMIpqCqIeXXsOjm1J48GHHcNZxRW3C2rxJY8kppL4J+FnsmK5Hla9VVOEJex9hNrxstQ7Z5NzSQGo1iR//rhg8+bj9PpAboynGfKTdCHX5vjpm22kJZWrtUU/0ZvWSlxMX1OizXaU4EMm8IfIyBz7qg620ifnAjy40XpZPvL+lwyY6maYYY66vb68/jed2Vv3L776F/Z9iDOoaC/1JobfSfs8ToF4QrHYUXWY99OLx5G5VFXqFKNuliQVhkxgHlu+8Wtd99OV04pQoSokd3SQpHftSZHST5XhOO3B6CdDWfe6jdP9q5Gt8pw2us7aFgjsqIP3cBRaFsz9b7920z4s/we+/sHCopaWAxz/cBKZpJGgnIu04l9jczpB2hGQyIpk0v3/z1fHZex51kOHKJVV+fvJoucMWKh63r41yFmO/6S83A2V/ZczGLcz9PfPzc/MeOyGRLIsKAXO9VTbZ5jJTrr9FAivMjKw72efyZ71nxjaCXe6/XD954r1blf2nnS4MNomAgICAuxaEpJxaegliyQgJEZjo9omjonG6E6c59SQpvzhw5lky17+sSD/c9z3HcOFHcg1hzzccA8B5x9RrDVUIWsT48ePfvCfbfty+H8gW3kk7UeZT7/L6lLP3jgMLOe9RGS4PUlMAJEB8uwkKSpcb3jSesvdxeVyfb2xMeNjzPk5no02Xs0y4c60Zwu7cGnp3U5LNjEovNtV8lvy3kzKx3BzrdMYTJxEM14sMghqqCePm6gRDHKV0o1lLawLAxUe+gfu91QiGC45+w8jCIWBucMrp+eD3qIOOzr3QukKybPHbg2YKaZmutJxbyq1RMlvY+yX5eiy9rSI22aipjfdKYJURWFEnZYu73cFEbL71TpygKkz1DRU2leS2gzGtXgpAchcIplsyQiIgICBgLqEIPV36Q+jSuUKB2BqlXfoNsIZru33Ko46ZteYvODpoD4sJi4kGmgs8/uFHZgFzj33kBzMD/89++vah56YTlsKLoW+N//d9zzFcfOT0v4m9XmO+1Y33gN7uZl+yImX9K5vjdB58kvHCmuj0iSSlO2E0i2UaZbFQSToeishEXAe6adFAsIFzonSjhG6crydx8iP/bV77FhCw4KHKKb9qjvquwiOf/FF6W5hh5JYdIm5fa6OaV41G8Tqh0F8Od95LSR5kkztOJKy+581mu4XB46yDjMvuo3/2JiLRzMW9K8nYjcyKBLopICAgIKAewXC9iCCiLIutH3ScZBTTSQd8cj67FTDP2OfFxujZWykmwMraL3168P5vPAYiOP9jd13K8Me/fS+PedyHAdh0t062iluTx9cBB3+UTVvE3Lq9mU3fvlOPzirjQRTHKbv+75H88RnvqT3fYc83HMOdq812b9spVt79Tnba8q9AcWXJfhpx0Gmvq/2mn3Dq67Ptjs3V5c43GoWNl4rG44KlSnCBXUyIRFne7ZGqMBElfH//f5/vLgUsAGzcwuZu6mBWBrTswB7vOCbPKdUxKwMudez7LLM+SZQoaSfPR/Wbr72JAw7+KKedUm1/eNArjqkMAr3zHjEb7yHcsb31KFrVI46z0PJW9BDAbTsoupXxUtplu7/QidKMJopEswmfo48O+dWrgWKa7lSFqMJtya/HCYxONJ6IaxDSkJYjICAgIKAKCkwF76bFhQgz6xhlpvCgHxrf+bOf9IHZ6lbAHGPdcSZVg0xFZkFcAIVok9C9zc4sp8jefo3goqOWNtW0/1M/Rsdba10SJbFeSQ/7f5+Azeppk7pUMlObC/3lwIRH45Qm1rt9x+Q/u/Rp76UO6ZY97r3GrFScqtBPIyai3PEky9osJiA2Ow/JNIV+GhUz7GYZ4vOd0bBVsEaEeu0vZSwpIQHFl6INnHB48EnvyjwjAhYGdj7aeLws+ztc+KHhg/jO3/wAqkJni8F3QNOItC/cudG88t2/dbLVBJcy9nuGyTAQJ5qt7+HWgfCRtkzzvc+LPpGlrj/3k2/g/m86BjZaAbOKgeSZatPt7/KtD2Sp9694tvGi2uHzJq/Vii035ok2NSKWlElrX+yItzYMSuQLCY1yuicygsLV487zxwN3bJwD+zhcYEVkLfBlYBuM4eQ4Vf2kiDwA+CywCpPo9Hmqeos95x3AS4AEeK2qnjzjjtRg6VtdAgICAmYBihVULf6GoA+8SVXvCzwMOFxEdgf+C3i7qt4fOAF4C4A99hxgD+CJwLEiMmvpaJeMJiFoyZNhNLhw/oD5wf3feMzAyn3aMc/zwg8VPWzu/fUPZumefeNoFINI6q0V5C1GpCk6Af2uOa8/kdDrm49X+sK6z36sQJWsf3lz0NbDTn4HYNI/ZO2XFrQaR56wmcKtFPfIJ+cZj1UwGVy9YaXtgkHlBbAkhfhOG0yXCismTR7xWJREhY1TJr9TrxfjbvBOX/sgaT8iWmbu1b02vzXzEkrSiChS+vZ3X6PCPZ3wNAtISUupujOtwzN4A3x732Oz7Sf/8jWtrnU4xrM0qV075wa7fauIXAysAXYDTrPFTgFOBt4DHAJ8XVU3AVeJyOXAQ4DfzLgzFVgyQsLHKELiET8xkbe/efzRs9WdAA97v9S4pKYdIe3m3kYSwx5vM/RSsgIu+dc3cMUbq90vJUozASCRFoRCeYnaMv3o0sb3uwn9nhlgHCXiY6evfZArn1u/xoNr3y17C0bvj6M0480P/Pkb+emjP1Fbx1zi1O/nSSkPOOSjhQX6kq4RGA96ubn/Z/9ne/vMece8gfsc4aKjO9y5zAiFzZdvIo5SJpYbIZosi7LAsySNiERZMTGV1eNTQZuSTiYk7pRudq8nO3063ZSOc0sT7/naf74HU50N4vv7/zvCf7S+xjo4TaIlthKRM73fx6nqceVCIrIOeCBwBmaxtYOB7wHPBNbaYmuA33qnXWf3zQqWpJAICAgImG2MuOjQTcPWkxCRVcC3gder6i0i8mLgUyLyXuBEsuWeGldRHzuWlJDwZ43/dNprAfi/Az6V7XvCqa8fSNHhe0sEzC72fsknstXg4tSsYd1bYX4ny03uHzCrijUhsmuZg/laMq2iQoso++rHkq993imtUOZm10kaDXjjOC+4TuToDru4zcD652KWbMOs2va4X+Sz8tnMHTYKTvue0Sr2fbaJm5C0eTGsYbjkCHPuTsd8gjvtPU3TiM2Wb8zu8URncKFz9732NcryKbn15PuJ+b2JXPubiJMCS9CRlFRcHERUMFRHln6ebe+jcQXTiUgXIyCOV9XvAKjqJcDj7fFdgX+yxa8j1yoAtgM2jKUjFVgyQmLnVdvzvUf8B0/99eE2sMa8LE/+5WuywLqqHE4LgTe+q2DiNs28aNKOcT1NJs2xqc1BY7tOwMp6wb3Ltz6AjPBd1gV0iUBk3SzdIH/uPx9ZWXafk97plqEw/Uurg6gcvaGep06kOUe+0HD6N/IV+MaxKuKVb3gjO/67ETzOcWzzFRuz4+V7kHgUkxMSZnVaye6leJRSqsLGpJPd+xXxVOYqCxCRz+ojUb7x8M/O6HqGwawnMXMhJCICfB64WFU/4e2/p6r+RUQi4N0YTycwWsVXReQTwGpgF+B3M+5IDZaMkAgICAiYW4xtZbr9gEOB80XkHLvvncAuInK4/f0d4IsAqnqhiHwTuAjjGXW4qs6a582SFBL+jOV7j5i5gSpgPDj9G2/iEU83mlt/UpBUMk2iv3kCkzaAamLwfd/1f80sX6JBGimnm+rbjqMi9eDX4eJj9jnpnZX1iOTahps5Om1hWOoJPy3EQkYyMR5a5qrXGO1kh88fTa+bZov9TIri64fqPYvUW0EOBoPe3D3clHRMsJ0dmDuSMmkXl+9IWnDon4v7rYwn5kJVf0W1nQGgMlGVqh4FzElg15ITEifs92mefvqrCi5vAQsHv/q2ccl8yAs+gST5QvWyqodYuimKK+gmL4JWBoREfsz8rrdRNKEsHPyBq0wriMd9++fXCQ3XtktCt9DS18/EJlEFiU2irJ5dGS6O0sweNMxV3X8OcZRSDojz77kLrks1Lrggz42QGMlwvWgx70JCRNYDt2I8CPuqureIbAl8A1iHiTR8lqr+fb76GBAQEFCFu0Kq8IVyhY9W1b08F7G3Az9V1V2An9rfrRG0iIWPLAW1KIjxVsr+xBioHXb93yMHtAdVKVAWDlGUEkVqPKAkz/4pFX8R5u8hP3onD/lRfUwEkJUt/xntoWhg9ev3cdBpr8v647zvliqkk5pU2klEkkT0E+O1pFqtQZTvo1tdMltELEpYFvdZ0ellf5Nxj1g0W5HSRzQHXosmVbi0+lvMmHdNogaHAI+y218CfgG8remEq26/mkPPeClfeeh/zW7PAsaGtAuSWA+XfpTl/RH7ged2CJ2WD0nZdlGmhoad27ZR8WgUKQ1YdQnmFrqNYqaIbLR8Yl1Ze/04u+dxZARIHRXo38M4SrNVJifjPpNxnxUdEy6wLOoXaMCyUD7szBdkwuKzD/5Ktv8Fv3vJOC4RGG8eqIWKhaBJKPBjETlLRA6z++5lQ9VdyPo9q04UkcNE5EwROXPTzXfOUXcDAgICXBbYseRuWtAQ1fmd0YjIalXdICL3xOQneQ1woqpu4ZX5u6revamevffeW88888ymIgELCLsdeQzdW2DTPczvqa17xMtt5s+JpLBoTXmuVuXZZLatoTPKZ6EOvt99tq82hqJMXQwzeOeahD+b9Y2unSgt+PS7fbB46dHdv3sEcZRra+c9+f2F47t86wOZ8V8kd0iIo5RuJyF2z0nSgvOBWLoJYFncZ/MJE3UxESVMRH2WW48myB0K8piLyNaTsizqF57dsQ/6n2xbRM4aFgE9DPfc/R76jP85qFXZzzz4+Bm3N19opJtE5MQWdfxNVV843Q6o6gb7/y8icgImUdWfRWRbVb1BRLYF/jLd+gMWJnqbKb3NIZ20FNMsTLZUpdHbSGpoIWgvKIoU1iDVVI4AdhH+S2FFMycg6pYDveyZ7+Y+dj2JKlomFic0dICyc/fJ2B8MvdSRlG6UeB5NkVeXDnD/qUZEYgRzPAtZKxShny5c7yYROa9FsRtV9cCmAsNsEvcFXtrUD+DTLTpSfbLISiCymQ9XYkLQ34+JKHwB8GH7/3vTbSMgICBgtrDAhX0MPKnhuGDG2kYMExLvUtVTmwqIyPuGNdKAewEnmKh0OsBXVfVHIvJ74Jsi8hLgGkwGxIBFjt2/ewR96zcv28QgStfOQtOknSpRpRmU4yT8suX0DuUZq9suGz2btIy2+8p++yZ9db7imptdP/s3r5j1FBKzgfMPLn76D//x21lmFwtKETb2uiybMM87TSMSm22320nYbHITm1kaqZw/LVXJUvev6mzK6iwvOuT2ufYg92oyHk8e3Sgpr/vDcwH45AO/NpPLzuC8mxYwXq6qVzcVEJFXDaukUUio6jeHVdCmTMO5VwIPqNj/V6BRBQpYPHjAD94DwOSEcvZTjgDgvie8DxHN3Fh7Q9gAP0DO/M+PZZROlBJH+ToCzo3SL1emhwrnN1BMA8ca6IsqAdKxKcTdgBiJZgPbYOq7xQn/fosK3TjJfk8lcXbPNp/cyD2X35ZFS5dhaCJrkyjZFczxXCBkNgiMN5proxMldKW41kdc8VxmigVulF5ed0BEPqKqb7PR3o1o5QJrMxC+BdjBP0dVH9Pm/ICAgIClhkWwxvWnReQNqvp/bodNFvgFzFKprdA2TuJbmAyEn8NERi9qvPVcw14d/YBvzXNPlj72/P57meyaV+Z3T/xgtv/ip/4re3zviGzd40LcghSNwH56jSwWwfNg8tM9dOIkoycm4qQw42/ij8uaQW2sQ4W20TRQ+IbrTpRkdFNXUnpuFrqIstX7KW+e/MvX0Ncoy8+0spuvTZ2qsDFKs3tzzxVT3GvyVgC2nLidriRZSou+l9oi0eLAW76/qUYFjSDxUnx0RDMDdSdKOGavr4/34iuwwG0Sjwd+JCLLVPU7IjIJ/C/wD+DJbStpKyT6qvqZaXRy3nDEBYcA5uN87/2Kthmnhh5xwSEccb9gE58tPOAH76ETaxYMVcbKZVMZp7txqpsFXgEDgsCnmeIozTjrbmyicSGndNwxn+tO7ayvzYBe/l0VBOfz3U2UQ+TRSx1J6drfnSjJhEM6G65dY8ahZxj/lRUxPO+MlwGwqrTkaUfSTEAnKmxMutn92rJ7B1tPGCExGfWIJGVTalax25h289X9JBp4Ru7+JCqZt5JD5FxfiQYoptmGwoL2blLV9SLyWOBkG2JwKHCGqo6UE36YC+yWdvP71sBxAnmqeFT1b6N1OyAgIGCJYMikY74hIg+ym28FvoyJQ/sft19Vz25TzzBN4iyMwHR34i3eMQV2atvhhYSj9vzOfHdhyeIRP3krU33zWnVi46XSjQZndy/6/Yu49xZdplJTdiqJ2ZiY7V4Slxae0UKeJl+TmIz7BWNw5BmHffQ1MrO+hm+6SCvVG7wHDdOmL1UDhq95dCX16KYky3fQW9jGTwC26A5mNFgW9+lIQkx+/32kKtmzXxFNsSLalJVLVQr5Hty6DHlwXJTVkTgPsYqHl2thKcukNzTD7DihLHi66ePe9nkYb1K3T4FWNuVh3k07AojIpKpu9I9ZfmvB4UMXGbfgyF6aTzV96KInEaO8dfeT5qVvdwXcfdmd3Com/3dfI5bF/WxA97Hd5M2kKtxmc4X3NB4IeEqc908aD0TWOgzzWHHlI61IAlfjoeSEjd9GkzeTj/KgkbvAGiHh6BjI3X5nw+tmnHjruc9kuWVVIlFWRCa4bUW8qZbeiTHR5k6AxJJm96KnMSn58+7KYIBc5toqkq3uV763CRFoLqCWRfm97TE3NNBC1iRU9dHjqKftFOb0lvsCAgIC7hJQyOxcw/7mAx7dNKMyw2wS2wBrgOUi8kByZX1zYEWLfs453Owkjqp9sMvBOMdc/HgA3nDfH89ux5YIDjrtdWzsdzL6x60R/tRfm1UWV3Tyxer7GrGiU/0c7ta5g1SjjI7opXGe+bP0jBKNMk+YVIWUiF7q6IjiPCfxZptmgRpbTpQuSWXwU3kmXw7aijyvmWFISrPd2NckopSODFJTbbWU+cARFxzCthN35kFqpJn2MMxIXH6OdQv0RJKaBc8BylShRtm+2N6yJNM2Ei+ITul6moTzmptNmLQcC5oq/KKIPIrmfMafBx7YVMkwm8QTgBcC22G4LNfYLZg1WBccmqikd+z+w4F95Y86oBknHWBWUzzotNcV9p+wn8nO8tIzX1igDsqRxEdfZBKirYqnCgNlEnk2B7Q02Ed07RK+KWIESmSFBlFh4I9UMsERi2YukqYeoVPxuMs0VGyFRC60mgfxCJePKffCKZ8X2cHV1blJ809vLtY+mC62m/gbd4vvyH4PCuX6QTKxAt1sR9ng3tO4cF6M5sJBIxKkSPdl9Q0KEic4umI8m1z/5srLaYHbJO6GsSs3dfLGYZUMs0l8SUS+AjxXVY8frX8BAQEBSxg6HpuEiKzFeB9tg3GMPk5VPykie2Hi0yYxgfmvUtXf2XPeAbwE4zXxWlU9eaB7qutm3DlaxEmoaioiLweWhJD4j0sek81iehpnM4+jLzqIjWmXTdbbZkU8xbv2+MG89XOhw6W9fvIvX8P39//3bP/KeBMTVu33UzM7rIqN/8Ok9Ei9CDp/ZplqRJdcy0s9+qeXdoreRppmKWSNH71mvvSGbsrrjBu8lyCf+Uclo6tfZhhSlcK8zafQIrRAj2QxFAiv+8Nzx5ZTaBz4wh8fAcC9OrcQS5p7G0muuSVEmRYFRS0jMXexVnuoQyRG90grtIYsDUch+6s5nmkS9r1IkMxRxf3OzhkTvedsEmNAH3iTqp4tIpsBZ4nIKcDRwPtU9SQReZL9/SgR2R14DrAHsBr4iYjsqqqzoj61DaY7RUTejFl3+na3c7HGSWQfv4BjzB1f6rtrfuziJ9jy5oN25736Pj+bs74uRDzvjJexysRBcfxDPwfAG855DgCffGBzlOukmDseWx560tqOprSTf3BiB/Usedsg8meYe7g05RvPUkZ7giA/VhQI7h0orA0xTUqoTCX17CTEef8AdElaC6G5whax+cwnpUeKVA7wMakRBnbQTjzqzwmIxih3j5YcGLgzAZrDCPqiJ1TkCYmYNBPQXYopwt9asjm+bUw00TiEhF1YzS2ydquIXIyxBSvG/guGOtpgtw8Bvq6qm4CrRORyzBILv5lxZyrQVki82P4/3Nu3aOMkAgICAmaK2cjdJCLrMIbkM4DXY6KlP4aRl/vaYmuA33qnXWf3zQpaCQkXL7EUUJixaZoZ1lKU1PeyoKjyJhpXBoXdFTERDeYtbcqTc+ylxl17UnqZ5uA0Nzdbj0lJG3zb0wGKwf726KZMo7CISrSPP3v34aggpy3knjyDKTia+lUuWxn3kQXQxZlxtUdMLLpgcop954oHsoU1Vscot+tEwShfpgYT71haQykZzdH+8LU/ilqaq8unCfNyibmHmWNCKUWHKJGXWi4mnXWtP9HhFJrFViLiL515nKoe5xcQkVXAt4HXq+otIvIB4A2q+m0ReRbGE+mxVBuia1VRMWsxPA/YSVXfLyLbA9s4+8YwtM0C2wVeCRxgd/0C+E9VrfZvXMB41W4/z7b/89JHZttlF9ijLzpoYLBYyIEzc4kv7vNFXnrmCwETOb162T9qo9i/ctnD2CJ2QVN9Ntp8PT2NCxy9z1nn9IUU/lchEs0GnFjqbQexpIWgLSgO4oZOLAqFOptEwSurRHE1nRN51Iwfce2Cxdy57zn/qRx5/xNqr3m2sUV8R0YLbtTuwEDo00tl+DQeQmHShXdf6+wTUelbK9N8xgqS2xnygLx+4d6nyKwLCB3NcH1T0/Kldoz9NnC8qrqP6QWAcyP8FvBfdvs6YK13+nbkVFQVjsWwto/BLOp2q21rnzYdbysGPwM82DZ2rN1eVAn/AgICAsYNVWn11wQ70/88cLGqfsI7tAFwM9nHAJfZ7ROB54jIMhHZEdgFaNIKHqqqhwMbTZ/178BE22tsa5PYR1Uf4P3+mYic27aRhYqX71a/6F5I3dGMlbHJw5NqxN06d2ZBiSuiTWzZuQ2ACUnY3GOQpjRmk3btdqcwo+xpZyA2IvNuKlNN3trFKUK3JgivrB3EnpdU1YzfTyEB9UFuqUg2u+4ySEFWGblNCgnPfz+C2GlA9n+S0SgpR134zwBz6mF3ylX3BWCLeFOWT8rRgr5Hk0NccimIvbEwISK2Pk5gDNk+mVi+t06jdHVWaRpZGg6XNt4r35Wk4IU1N44AY7NJ7IfJ0Hq+iJxj970TeBnwSRHpYAb4wwBU9UIR+SZwEcYz6vAhnk09EYmxlJSIbM0ICerbColERO6tqlfYRnZiCawrETB9bN4xrqw9jVkVb2SlTd42KT02j0wyuMR6uLiBpqcdpmwQmYmcbnaLzKLnS9xzOVCqTCHVCYKYtCAA/MHcp0magucy753M7bZEN1VEiwPGrkVEt2IdOufaOZdprqvgnmFMykb7nJwrq4N/D92zKwsLIKPWsijp8nodBWqoKECS0iTAb9u43eZ1TUi+tCngBeW1uuQZY5iW0K4O/RX1AW8PrjnnKOColk18CpPB+54ichTwDODdbfvXVki8Bfi5iFyJuZgdgBe1bSQgICBgqWGMcRKzBrsS3VWYdOEHYsbvp6jqxW3raOvd9FMR2QXYzTZyifXRDbiL4l7dfwBmhr5FfEfBr97Nnm/PjNQ2BbjGxfgG8GIcSgYyKXqp1KWA9mkFN8uti2+ISJmw9Ra1j/YxEGZRnAinSPuG63I6DhPcZ4MAtcOE9Jmyn1yXfsHfPxGhGIxm6jrm4sfPKK/Yt64wE9GYlKfd+w8AfP/KPQFjlAZ45r3PsmU0+x97M3ITXDhYdxXV5mBSbeS5sqKSxhgTeZpIMadWJLnXYUxRW4v81OQlbdBP/dFEJY8NOpiVeKHBBkN/XFUfDlwynTraahJg1J519pwHiAiq+uXpNBqw+OHy+UxGhl5aIVPZsdvVpf+2a0V4id2cC2wewVuf6K6ODiojLtkU6gSASfmd2x3qhEMlH+7sBaXBr+uV70rZfuLX1c8EhWuj6wmaVCUTOMbzi4FrGRXfv3JPVkb5+c7mkO2rqToSZdLSYl2SAhHSVqA6qtFNBuKSQElI8+SLBVqqWN4XtGkpwjsWLQTvpcjcCAcLZTx00xzgxyLydOA7qjoyEdfWBfYrwL2Bc8htEYrJNzJtNOQsOQJjtHHJp96pqoPZ+QICAgLmDQt7ZToPbwRWAn0R2Yh1TlbVzZtPM2irSewN7D4dKTQEdTlLAI5R1Y+Nub2x4PtX7smTdzpvpPJgjGwRyuN2bE0HLkh89fKHco+OoZe2iO5gUvrZDPCONA+8cgbZnOLJw2rKvvaGUho0OEO1IblKs6jyKqqjJqry9ziKx6QUrzdIG+OpC8KMCrNef9ZdDrRznllgaBPfo8d5PwFZWhIwRvov/PERvHjXXw30dxgmpJ8Zw2OKWhRAHBXvgdP4VtDL1uKelB5o+7Qk+X0zXkhVmkemYWjenzyILi3eN4/Oi0kG6ks8k/dLd/1lqz6OE2MfEWcBqrrZTM5vKyQuwMz2b5hJY2U05CxZ0BhFQEyn/ELG96/ck3/Z+Tx+f806ACYtfdKzC8InCJOWeppsmGRldISHuEZIVNkYCoFwJU+Zqv1V55WD9KICVVQqV+hr7oZZkDWlSGIzX3N1xKY/fpMVgWZZnT7FM03KqStJnsPIcwfOjtl6f7l+Z/Zfd3mlEF0ZTWUuuoDNx9QQXuWl/PbXeyiWwV5jHqldeOaekPTdpP2JBAwK4fnAYqCbROSAqv2qelqb89sKia2Ai0Tkd0BmsFbVg1uePxSlnCX7Aa8WkecDZ2K0jb9XnHMY1nd4++23H1dXAgICAoZCFZKFveiQw1u87UlMMsCzGMca1x6OGK1Po6EiZ8lngCMx840jMQsevbh8ns19chzA3nvvvQgUvyJ+tn63wu9EowVPRTmtaHOrLUQCG73Aty4JK6OpynP9mbuhHKidlZbppPIstzIHU0W6hyZDq+9xk6pk8RhGcyiWLM70IzKrr/grpZk8UnWr3yUqg2kr/DoLhvrcGN9ktG9Cl8Sj+opeYF1JedDaawrlnVZoyqjdlxQWgeoRk5Qpn8KMPo8Lya7LYnD975KnG96a5BVOC+VnmZKnfz905/lZTXmR0E1P9n9bW/DRbc9v6wLb6DIgIr+xLlYjoypniar+2Tv+OWDBLezwy/U7A7D/usunXcdj1l1aEBSxpNnvx6y7dGYdHCNOXb8rXTuA7LvDlQAssx9nzxrvskElmspojHIu/1QlFxQVWnpdYN2AjaJGSAB0Ww6ops+eUPBzMCk2qaPPh3v5ggqJIHMKqSnZW2wFSAElasqx6xF56vIIZUISTr5qdwC2iO5khfUQu//a6xqvccKusQBkz6R8PT4etL0RGhddu6ZYTlIi74GVhesAVWZLmesqC1egRLvFePdachtPHRaS2+lioJsqcB1wv7aFR3GBbcLkdE6qy1kiIttaewXAUzE2kYCAgIAFA2V4XqaFABH5d3LxHQF7Aa3TKo1LSExX6arLWfJcu3SfAuuBl8+wf2PHTDQIH2VD6jhWzTp1/a4APHLdH8dSz6T0shnpudes5W7+gvO2u46q6BbyJZljsdXJE5HCjHQwlXY7LcA/b9j9Khun3e9INM80amJnB9ZddvPZIt0TDdRZ38+yobpUoKC91GkVRWOt3/aV123LTtvV+5J0LVUEMEHKbmuLiUIvu251tr3Ldvmx3ddez6XX5sf8e5zae2X6EtksvHnf/CA8dwWDxyqM2u5dqfOGytpfWDaARcA2gbHrOvSBr6nqr9uePC4hMS005Cy5S8RE/HL9znnefKKCm+IZV+/IQ3e4auQ6z7h6x1ImnOnh9Kt3YgtLa5QHfj+RWwRMkmRJ9iohLupW6TZ8Vv6x1CsWyeDvJvhl64RwggxEcfvR4KlKxucnSEazOcFZh6hMK5XWTShQan4/vcA739UzEhMl7mwU/rNoEhBg6CNHHZUFxJXXbYv/6V123epCveXyDhddu6ZAG5UFa4YaYVE8VvIYq0NZ0DqvKNJGim/WoYuGbtpCVT/p7xCR15X31WFcd3hR3KmAgICAcUJTafU3z3hBxb4Xtj25bcT1SuBOmwdkV+A+wEneokOHtm1wqeHa67dl7ZqZh49EpNZbw80glfOv3Q4YbqAEsrKRdJiwRMnvr1nHPtuvn1Z/VkqPFVFxnWDTT1i75gauvX5bwM7+G76BlOGUUBXicp0ysw+tagGjcrRsU0baNnCpqoseTM3Gah+FuI4s8E2ZlKlMq4nJNYk2797ua69v3X//3ji6qaxR7L72+kw7iZwXWNXa4lpHP5kz/WPmnjW9I9WxJxPzPvYubO8mEXku8C/AjiJyondoM+CvbetpSzedBuwvIncHforhuJ6NWRIPVb3LGpZHFRDOK6oKZnUtxyEnTLTk6C+7bnW2gkhKwpQYuikm5fxrt2slZIAsQG6ChBVRktE//oDdLY1sA4O5h0Snp6pWXXXZU6ryvIoPtuB2WxIQxWNR/TGNMpppIADP4+hhkFLK1kfIIq0Hr6kKTmBMSJ9J6WcrxRnPLtcvuHHDGrq2vS1WX1tb3zCkWhQI7jovvXY1u63dUPB4an4GJcFbQwf5brVDgwVrAhlHScw4G1gEuZtOxwQrb4UJI3C4FWgd4dtWSIiq3iEiLwH+XVWPFpE/tO5qQEBAwFKDAgtYSKjq1cDVwLTCExxaCwkReThGc3jJiOcGNMCfRXW9zKSRaLMxuAZ+Bk9oR1U5OGrqomvX0EWZKGRoNdhmjZltxhl9U9/HYVpGGeV5YRsvoibtoep8N9MtaxGFdavd+X6K6qx31rjsGbWdm0AeVFexYE6L1BrFxXRcfEOfrqQZhTgpuYbnno97BjdvWNtamzA9LWpnjmIqa1+Gyqy/l1W/y1pClUZRp0mVn1tcirVw93fg2DxgIdNNDiLyMODfgftili2NgdvHneDv9cA7gBPs0nk7AT8fvbt3bZxx9Y7EUqQxHJyA8HP6t4HzUnEUxIQWP5qLrl0zEi/t2o6lmSpqEg5NqBIO0F5AVAmF8jl+8F5dmTIKwXl2sxCBbRGXPGpM7HUuOPyyEyPco8hb8c0PFnTR0Y567IoWlwlVJfKExc0b1gLDqad1Jc+oS69d3dq1t3xfB9YIwQi8Qjl/adEhNJF/T8sor1I4v1gQRuk2+A/gOcC3MMlanw/U894ljBJxfao1YKOqVwKvHbmrAQEBAUsJi0CTAFDVy0Uktmthf1FEWucxaevd9HBMZPQqYHsReQDwclV91bR6fBfCGVfvmM0KI+uZUZyZ5jNGfwbZFaXbYpKSqfUVRmYw7Y3iJZX3SzKtJ/F06j9dv5pt1mzIDPbOy6kNhlFMbWayTmNyGkVdsJwpW9Fg5UddzhNVNGSXZ8VljcE3Tvvz37ZUSB6Dkr8L/jHfWF3d+3KwG/x1w3bE5MGLm6++pvLcuv40UXZVWpdrvVCPdx8jex1+nU3p2tsapcvpRuYUiydO4g4RmQDOEZGjMcbslW1Pbks3/RvwBOBEAFU9ty79bIARDGDy8ze56cWSegODERCOVjCDgzm5iWsuf2hlJT0SmLR1rr9u2wGaoQpRiWqKRQqC4sYNa9h6taGwfHfY6cDL5jOaq6yj7Uqk8GAUd+kBVD2PFoJj0JW1qk9F/j3RqFFQFFyLRTO7QzEZn2Z/UE0B9jQ/5tOZPfKcS46GArhDE1avyT2Z/Mhr0z4ss9fv3hc30SijLDAG7AkV7sDO9lJFB/oCyv2ug3/P5g1j0CQaFl/7BmbJaIAtgJtVdS97zjsw9uEEeK2qntzQxKGY1+PVwBuAtcDT2/avtfFZVa+Voq/6QiIHAwICAuYBY9EkKhdfU9VnZ62IfBz4h93eHWNj2ANYDfxERHa1VFKxdyIxcJSq/j9gI/C+UTvXVkhcKyL7AmrVltcCCzun9TyinE7j7GvMWhcu142fBtqnGibIF5wfVyi8SfVh4GsRt2zYvpaC6KLEBSOksPWa0YzfDnWG6jJGuV5f6zCURr2Ruyk3lp/HqXjeYDl/RpzlLKI5LqB6pbyi9mD2FanGguYgxWcYS+5ZBkV9J4VMs+plmoftpzfBm6pxyfGdJsoaZx1VedG1a2pn/nVaRVPQYhV9WEcpTZAvnHTZdasL+afmDGPQJBoWX7sIskSozyJf/+EQ4Ouqugm4SkQux6wR8ZuKuhMR2VpEJlS1Oof/ELQVEq8APmk7fh3wY+Dw6TR4V0bsUUlgBgn/w3QDQhk9Um6/YQdWbnv1wLHy51a2SdRlcUqtJ4xPY62/ztBGE6VEfKPAH8AStNENdjqoCtDLBsKsXTf4D5ar844q2zIKNoiBZ1ITUa1Fe0VTSvOy3aHqXci2KT7XJs+yqbpDqiUn3hwzGVz9COyBV6a2my6a3PzyXZDL96z4HMqr66VMOopvPjIDKdDeu2krEfET7R1n18MpoLT4msP+wJ9V9TL7ew3wW+/4dTSv6Lke+LWNur49676XebsJbb2bbsJGVwcEBAQEGIwQJ3GTqu7dVKC8+Jp36LnA1/yiVV1pqHqD/YswKTlGQlvvpl2BzwD3UtX7iciewMGq+oFRG7wrorwIj0PZa8WnFcxsPkdSRxEMaA7tZjbl2ei112+b1bVMokI9vrbx1w3GgHmP1Tn94JctrlEmM0qcUDVjbtJMYpymUdQsCv1y3lHkWWcTJEtnnv1uCGTs4nnh+M8lmxkPN7xWGafzY562SfM116HqvvuU1YbrVxeM1zOBi8MpU091GsHAAkiqJKXcXJknlAhlis797kr+vUyO+ZpaY0wusFWLr9n9HeBpwIO94tdhjM8O22GEQHUXVd9n61qpqrfXlatDW7rpc5h1Uv/TNnqeiHwVCEKiBfxAKB9FDyKsy6L77Q+8Qs/77J0bKhjvog3XF71Tquovn3eP1dfxp+tXZ55JhbYp0k03b1ibDdgxMuBptXrNBv7Usg+jIKrh3pvaKA+oddSMT8NFqoW5WTrCl18e3KA6rXmZ5ipTYXVeamUbRGUfKvrrLbCa/Xb3xj3rGzcYhsJ5qs0Uu6+9vuAF5Qu/RKRAw/n2oVi0kJ/JFy5RSYCWqTh3TRHQrUo0ONsYgwts3eJrFo8FLlFV3yh0IvBVEfkExnC9C/C7hvpnFMLQ9q6uUNVyJ/qVJQMCAgLuIhBt9zcEbvG1x4jIOfbvSfbYcyhSTajqhcA3MYbtHwGHV3k2efg3TAjDX+355wKtQxjaahI3ici9scqViDwDa40PaMal164ueCyVZ4bleIQquJlt02y9aabttIdyPMM2azZkWojvY5+gRAhdm012+ba5t9ZfN2w34Bnl96scU1FG3TUOgz/zb6p/cNbTor3SV1w29jd5aPn5ltwzqKKH/BlvHSrPa9F/P49WZgzWak3V9SH2nBNu3LCGjZqOJeW97wXlZ47tihapuUL/tbAWdj1FVzwekV+Te6/apiUZC5RxeTfVLb6Gqr6wZv9RwFEjtDHtEIa2QuJw4DjgPiJyPXAVC9SQ7SJN5+QlmSaaBEOVV1GaqeV2MFAdGJh9C5ovMCYlH/LaDgKxFRC+cPDRI82oiqoBu60gMDaL4V9Z+Z5E0u68JmECRZrGFwQpw1XsKk+hUckOXyjUCYM2dWbCCclpwcYgziKdmKiSaD6JGIewAEM/+YF6PvVWFgTdko3GRx2d6FOkZYyS7HD6kFG8m+YTMwphGCokbDDGK1X1sTZ3U6Sqt067uwEBAQFLBWMyXM8y/BCG64GTGSGEYaiQsMEYD7bbI1vG5wr93nmZ542fDRPmSPWsgW+gNMFORerBzXbLs7tCHaUZd1VZlwk0RTO6pE2sg5uJdT2Ppq5EtVpEijZqD12ikTLETjceo2jULrbXpEE0aQ8+hnlltaWNXBt1MQqj1j0MbeipRJWEPG7C0VRtPeNGgYvBKGsUZeN+efVDhyptqw1FC0Vtwo0NY8ciEBIzDWFoSzf9wQZifItiMMZ36k8JcPn5s5XE7NqLU5pTAhmnWjq3/MG2/YCryt2ywUR8V0VY+x9ZG2EaIQN0j+8d49ryMd204k2oo5sSL2isqe0qAVEXkFUdRVzDmwM971DZHdYXFkmhnGdPGGh/vIN3WQC6+mfTfbSck6ksKJrPHW7Dc5OG8vOeNeEAC37RIQe7tMMngYdhev0b4A02m/dQtJ20bImxjD8GeLL9++eRezsCROSJInKpiFwuIm+fzbYCAgICpoMxeTfNNr6K8YbaFuMy+y1KHlNNaBtx/aJpdW2asHaQTwOPwwSO/F5ETlTVi5rOS61XDlDw659rlDWIOjQZ3oahiaYpz7KbjLxRpsm011SGaRxlKqiq7mHaRbnPrs5h1FJaU3eZ9jF9KParbmbrrzDnzum1SHftw2gR9fc4kqIG4p83yup/o7zvfr3jMlbXoWolvGJf8vtZ0HSUkjHee7c0D6Yzmtg8zOrnXwC0gajqV7zf/yMir257ctuI609V7P4HcKaqfq9tYyPgIcDlTh0Ska9jklo1CgnIB5Hpct0zxWXXra4VDn5EdbZvBE+gmaIqqZ+LnPZtOHXnwiAl5eq884YdAehKTJqtr6DT6nfC4Hm1g58MCoqqpVVjaXZlLQuIplxA5eU926BpKdVItHawGbpSoTIQtQ+DkdpV928uJ1Drtrshyw2WXWzFu19OwlgnMBz8a6wS8rMdXrcAtIQ2+LllY76OufnPBv5PRLYEUNW/NZ3c1iYxCdwHo6aAyUV+IfASEXm0qr5+Gh1vwhrAH42uAx5aLiQihwGHAWy3pi6VXUBAQMAsYRHYJDBCAeDlpf0vxgiNnZpObiskdgYeo6p9ABH5DCYT7OOA81t3tT2q7vyAzLZZFI8DeMADJtT3FJprXJnNkqrSTFfP7nw0zbgjZOCakkJcRImCGcgRVU3V+BiW0qDunpY1E98r6s4bdiz8vv2GHbJ+t/O8GixTFVtR5dkFEJUuty5lR6IYl3fvWLdkaPVnqWUjbLHO0d+9VGUgz5H7XV4hrpLe0rxfjtJy9FW+GlxuGK/yEpoL+OnHr7xu28YFhdoiu3apoRnt/1nRmsYUTDfbUNUdZ3J+WyGxBrPc3T/s75XAauseu2kmHajBSAmsHNoEQc0WCp4bhSPFpH3+8aqBt+jJIZXljAdPs2CAXCj4FFydp9PKba9m0w1mQrFs20Gnh6o05T6qXGbL+/w6yl5QsUh2/PYbdmhsq3CPGoRlYeAtCRBzrmu7uD9BBxIF5p5H7hnaY2VB1CBA/PPL/avrd1VSyDZILQ1V8MZyp4qxE43iljtu7FRaryKfZE0PiVY8R/Wf2yyN5otASFgb7z8B6/DG/LGmCgeOxqyP+gvMLP8A4IM2uO4nI/S3LX4P7CIiO2KCP54D/MsstBMQEBAwbSwSm8T3MavSnc/wEKABtPVu+ryI/BBjUBbgnarqZvZvGbXRFu31rfX9ZEwIwRdsUqv6c6wXSIKZRXW9WUVTnMA4sP66bQuz1KLBcFC9jzONopliKsNRNf6MOWFwX9U5AAiFbLJ16P9pZzrbXD603Eyw+eprKmMqwGgct9+wA1GLOW4kZIbyzGDtUVpZSpMqP/qMfineJ0PvVbdXnpH6MQ3uzvopyLNjQwaTpvTio9Aywzzq8vaqvc7mC06zuOy61bXXO/TNrTit7cqI08ZMcuHPHbZT1T2ne3Jb7yYBDgR2UtX3i8j2IvKQisywY4Oq/hD4YfsTvBfC8xbpymipn6eLptTObSNEoTgIRaVBr0o4lPf75Qfq9lJi37hhzUCKaH/J0vRPuxavYZs/VtbZ/9POJFr9paRobeQ2GEGReVV5XXZ0U1rxBVYJjoF9hWRxg4LD9c0XHJH3XKqoKYcuxQSGXRkcJ9yzKVBh4vqaY9x2jhhtjGTO6tNiPyfnw3W0Brtst6EQnT0K2masG4ctBBZMDEQbnCQij1fVH0/n5LZ05LHAwzErJAHcioljCAgICLjrQqXd3/zit8AJInKniNwiIreKyC1Dz7Joa5N4qKo+SET+AKCqf7fZBBcMFKFnPYnSsj91zULq48REzWzMT8FdRpWGU5VeoOzR01aLqDJM5lrJ4EpeZYrJ1ybcdrTNH+n/aeds9h4R2ViF/B77hu9NN+xUaQgvX0s5/sJRTmWUtYsmzcIv62fQNWWKDgKF3FhDgv+GaR3OIF7WMhI0p6K0mEA0QWqN4W0N4T4yrUJyryj/fUi9c8c1sx4X2qxD3rSvCrWxFzPFwrp1dfg4ZpJ/vuoIC65atBUSPWshVwAR2ZoFxsYp5uVKEcvLmnsx5UVlVlEs40C9W+voaKLG6uwPVVHHfvk6N8AEbUwP7SimsrDwB+Zomz+aPESeZ5TzkoIihVUFF8x344Y1dG29XYm4/YYdKr2hygK3SWhERAPHqwR2m6C/uohvPz13VrbCJde14a854bvgRn6ksS+EtDjAjSwwskmBePYK802492Lj/M90a5EgFG07UjhWLFt812Lv2RcmWWPkiBYJ3XQZcMF0BAS0FxKfAk4A7ikiRwHPAN49nQYDAgIClgwWh5C4AfiFiJwEZCELY3WBVdXjReQsjPFagKeoautFK+YCCkwRmVmXqjcbU3ruSc7RAy3PnYctfuMjLlEZPqq0DJ8+GhV+7qgbN6zJZstudu9QZ7SugkvPYfqU0tek8iX764btBtrJPK+03vNr2CJHVcbutmhyKqgyfGfntcij5Vbsi7L93nni4jIcBo3YTRpEWqEJGM2hdK/cvRMBj/pKMfnGdls7e1lgR0E5NYdDqkWtwtccqu9BTgT62kNc42gxMnROmOxx4Cr7N2H/RkKjkHC5PSz+gpc5UES2HJbzYy6hQE8js96Bv1Si5F4mk239A0eEidjNXS2b3puyACkvVl81CA5Phjdaeb8fVe64t2zYPlu61B1ztFGVa2z/Tzs3uuA6DyazhoFm+31svfr6fLU9SYmQLM3zPVZfl7kv37xh7YAAmW6kfbkPTfXU2TRG9ZxrSmNe996UKZcmFMppnpywIDCySZRvZ2lV/ZygycsrIWqknGrr1FzwpLW+a9PAItAkVPV9ACKycjprAg2jzc8CzrT/bwT+iOG3brT7AgICAu6yGEeqcBFZKyI/F5GLReRCEXmdd+w1dsmEC0XkaG//O+wyCpeKyBOG1P9wEbkIu2SpiDxARI5te42NmoTL+SEinwVOtLELiMhBwGPbNjIXUISexlaLSL0gqqRmifHxobASWcXUoo6OKM8qE6/ssGAnn7aoa7eMYhlbt69x+QZC0krPId/LCYwWAWSah69p3HnDjiBpvuIdeWqOP12/mg3eOt2+l5UfzwHFhWNiZCAgMMtNNc2ss2Ukqhk9VIdRNYiqxZDqVsZLkMzDx2kRbWfPPgVj3qecwiuc5lGy5fiK+cT517rVJd0zzbWohIieRiRa8V7WzHcj785mDhwLjyPqA29S1bNFZDPgLBE5BbgXJvv1nqq6SUTuCSAiu2OyUOyBWR/iJyKyq6rWhYr8G/AE4EQAVT1XRA5o27m2hut9VPUV7oeqniQiR7ZtZC6gCFMaYxJVC4i5X1NELGsdZjM9rF1zQzbg+a/qNnbgcx5EBv7H3kwtFVJdlwYGXziUo0qzfDUVH76fy6ZAjZUGZoCefediES/vj23fCgeHKhrKBdI5V9ay0PF//ckTGKntT+x5CeV9SvM+ZeWL7sIOVd5cTSiULxUdRSg0tVNIKpjVPRid7Sf2Kw+Udaji5ZF8OpFofj8TUSYcN2/v5UXXrgFg97Xj9wAcFe5apoiz7QQh0SgTCAX7hDq3Z0efKrGkJB61lNFNFUJm2hiDcFXVGzDGZVT1VhG5GJMv72XAh1V1kz32F3vKIcDX7f6rRORyTDaM3zS0ca0UadTWg2Lbu3WTiLxbRNaJyA4i8i7MSnUBAQEBd01Yw3WbP2ArETnT+zusqkoRWQc8EDgD2BXYX0TOEJFTRWQfW6xqKYU1FXU9zG5eKyL7AioiEyLyZiz11AZtNYnnAv+KcYNV4DTy6OsFAQV6xKQakfhBVGgWtDQbMRJVKKfdrktnPEpemfICOuU6fAW6kTooME6+1uKdJwmR5gFmkUrmCdMlHmrIboNt1mwoaA8D14Chj+pQd8zMIKuNyj59tM2aDdy4ofhdtVmwahid2KRFmDtW9GgqtO9RTE3wZ9bDkGsPvrdTCgpT9hk6J4/eOGfYI8JpMZQ0J/C0KqtFVGkQPeICDRVLSs8yC3k9mh0bG9p/wzep6t5NBURkFfBt4PWqeouIdIC7Y9am3gf4pl2vuurBV/XkWOBBwCswa1yvwQiUHwOHt+14WxfYvwGvG1pwHqFqVNEEmBCYsrcsEiWZZboJit5CZddOh6oBfTqoEgLVK58NlnNeLFU8tHMV3mhdNZ0w6iL5a6nmGpdt02oNddOmvTvlPE5N92H6qZ0lEyAusrgKG64fzA/kL4WZeqp5WWjUuSYPKzcb8AfGOl4eMBMn250JSTLbnTlPa9OWzzUqKTMPZQGRegKkUE4dJWUFoaS4tyHV8Xg3CeMLphORLkZAHK+q37G7rwO+Y4PgficiKbAVIy6loKo3Ac+bbt8apw4icsSwCtqUCQgICFiS0JZ/DbAJVD8PXFwKcPsu8BhbZldMjMNNGAP0c0RkmV1OYRegKtnqTiJyYt1f20scpkm8dEgiKMFY2Y9o2+BswdFNMSlTGjPhDKwqs+658afrV2dG6mEoe7G0xSjXUGf0hJxa6Epq1tzO7lMxl08kZJ5PsRRnxcMWICqjLhPs6jUbshn9QAruIddbXuUsO498BbbVXqqRovNAs1EfoKe5d1lU8ZVX5sWi2Stqtnxqmgy5DgVDv0Z06eezcKtVOMPuudfkk9QHbF/MqTVb6GnxGpwGUKVZ+EbqrNww86qWtYoxoIV7a0vsBxwKnC8i59h97wS+AHxBRC4ApoAXWK3iQhH5JnARxjPq8BrPphsxeZtmhGFC4nPAZi3KzDuMC2yHhJQJ6Wcv25TGTM3i2ls3bljTGMRVHpzK8Af/6SRyG4YEYaPmjzlfzjKhK2nm4TLlBSk5z5d0ek1OCzHC1AjR4y6ddDnFdgKs8wS2K9e1v+uEdBX9Vkd5FV2ei9fQZEcZZo/KAtq0eXW7vD1jOfW9dcpePg497XrnpYWo5khTJiTJPALdBAKMS+r911bTp+NEG++tyvMGaKbidcfi3ik/OnvBeTf9inpH/f9Xc85RwFFDqr5VVU+dSd9geJzE+2baQEBAQMBSxcILuShg/TgqaevdtOChCBvTLpNRz8xGPL/+2fbaaPSG0UFqoinlcbUBuv5YpkJXzL/L+W+cplWAR8tNWZ/yCU1IJPdomk1MeZRWnPUFeioFKqwubURVfIHv7++0g145e+xAHERD4GLpUJ220Ku4X01pWMrPs413U0yaxT649yLy3jBfs0mIKg3bPWBK04x26ZKUvIb62eg3V2nEm+glH7ENOvXPaaxXBzWUhaZJzBZU9WnjqGcJCQnzIkxpTKJCV/LPxdEt516zdmwcq3PfHCVfUIpZptFRIE12hqoI27qEZglCLxMWHqUhLnDL53vN9lRD21PEBR5+dUt7y3TgbAvrrxuk5Xr+NTo34laR5ea886/dzluZbvqUXVwSCoO5sqrr9ftaJeSa1o3wI46LZSLKwWWFNt3UVosCw6dbEhWm6GbeTT3p0KNP13r9JBKxMpqy9SVzmvxv2DNKkEqPpsjmCCiWjcYrEMpoYZReClgyQiIgICBgrrFAPIdnFW3XuN4V+AxwL1W9n4jsCRysqh+Y1d5NAxvTLrEoCX3AzKAiO2XryfhlYqLF9ZEry9iZzy7bmdlYFa1QN3PMj1dnvxww3HnbMSldjzRNvNllLGIDD009XUkL9acIO60dXIhothAL9Lz7EknRuFs2MruZbR6ENYhUZYBGap9NNcoovB5FraDXeF6xnw4RWqsFDdJOg31uTMdRc8wYqIsahI+e1bB7ClMSG+O1O9dLp71S+rVtjwNnXL1j1s+qvEwOqaXPqryUBr+DQS0iEhcncdegmxysi+3zgJ1U9f0isj2wjapWuc0OoO2o+TngLcB/AqjqeSLyVWDBCAkh52sTFXq6DIBUekSRCxoan7uOTzn0GvLTm8hhs33ptc7ds1o41KdILn8A4nmxDLo/ZtDyso0+fx/Twxc2ybwmPvNXxrvsutW1Xl/ltNm+vakqIGzY6mUOw9YjcIKhKeisXEfPKx9rWhA2kWjDhKCeYqo67u+vo5+aBkZnu8jKREUhMSmzG4xa9T77cDaX3EXbj6IuCsE2dopojO/5ItEkjsUMRY8B3g/cignc26fpJIe2InVFhdSZ0fRCRD4qIpeIyHkicoKIbGH3r7MLdp9j/z47k3YCAgICZgWKnQW2+JtfPFRVDwc2Aqjq3xlh8aG2msRNInJv8jWun4HNWjgDnAK8Q1X7IvIR4B3A2+yxK1R1r1ErjMSmHpAInP+/xkSej/gpV92Xx+04vkX1Es/bovp4/SwYBj2XmlbbKuewyeqsmyUKBXU4QunZ2XGikZllel5gbiYZkZKMuIDPONGzC8Q0UXAu4MunYtzst57WqTf8QzPVkWHUmaMzuJe8hQz95GbIwzO71gXK1VFNZa058ryiyrRTVm/m1BCz0X4zMcrua9unYBkFZ1y9o92q9/aL0cI1mnfWv+b8Hsai2Xeflc3qG78BW5j1VQjGhZ6IxOTj99aMILraConDgeOA+4jI9Zil8CqDPNpCVX/s/fwtZt3saUPcR+cGRu+DcINfj3h4ZOaI6DV4zZTppfK6AGWUB7GmgaEoMKS2DqTk8eSp9X4yxMgTdhMCvTHlt5kOdl97PRddu8aLwo0ou/hWDfgpsaV3Gui/GuFQ8P4p0z11HkQjIM2uxQmLNPfSGebRU2q/jmJsJeQqULZdpN6aDbMxWfjl+p1NGm/7jg16JQ2n1sowAbTRQDr6rO5xLVlaxuKgmz6FSc56TxE5CjPWvrvtyW0T/F0JPFZEVgKRqt46nZ424MXAN7zfO4rIH4BbgHer6i+rTrLpdg8D2Gp1t6pIQEBAwKxhMdgkVPV4ETkLOBAzjX6Kqo4nVbiIvLFmv2v8E1XHvXI/AbapOPQuVf2eLfMujH3jeHvsBmB7Vf2riDwY+K6I7KGqAzmkVPU4jIbDzvdfkT2uSNJsJmQ8nZxWMUEyhlwTfqoN58vvYh8ANmYzuuEGx1Z+/xUz3XL+mioKIrEzRJ/WyI65fkmuZblyUxoXVvSaDyRIps34vvFV5fJnbRbWqVzXmWbnAFcXULi3Zn9xdjpMy6oKbMzTVNv2NfdEG1W7rcuEOliuvt5M66baqJ2/J+PTvE9db1c1xAV25ve7yVOpCS6eJ0UK15Qho1OjWpptRlgEQsKuK3Ghqn7a/t5MRB6qqme0OX+YJuHyNu2GsYS7zIFPxqwp0QhVbVziVEReAPwzcKBNXIVdbcmtxHSWiFyBWXzjzGHt+fAHRv/l6OnM3WAThZ7LDWUFgR98Vgh2KgkKH1XUSFWglKOXioIgH8AGqKisjtjk1M+C6ryEaCX6w98u2CrmCWnpmWXeReX7VRFJ61M6ZdTx+VX3t8ots82APhDVjrmnMTmfXh7A/YG+KqFgFeqEWKEvFQNuLDqY48ijnFxQKuTL0o4DOe1q3ssm+1t+jmePWAAW4AJ0waflcPgMZl0Jh9sr9tWiVe4mEfkx8CBHM9n04N+aRmcziMgTMYbqR6rqHd7+rYG/qWpiF9jYBZgdy1lAQEDATLAINAlA3CQcQFVTu6BRK7QtuD0mVa3DFLCubSM1+A9gGXCKpa9+a9fRPgB4v4j0MRr5K+yiR43QIQFHDl3p819/3B+Al+5aaeqohUtJnSDcmnbstjOM5eXq0ia4WWjkzXR7pT5X00ZSoBXq6CVzvlA2QuZBaoP3J9NWNMr8xydIFpTbRvE+mpltlfE4p51M583KZKUU5HXUzBCKo3yP8/oqZupV+beIKjWMKrQ1jFf12e9nE2VY8ASSQcppY2psfOMMPPNXkXP1u760uTfle930DjhUaX7j9HRaDDYJ4EoReS1GewB4FSNMvNsKia9gVkY6ATMcPhX48ii9LENVd67Z/21MoMfIKKRMbngRlklTzOxw3Jp2uDWdzH5X5Y0xfaimiDI6wXvB3AvfllLK2hiSwKwp4tavp0dMt9GZd35RplZ8u0CZhuhl7pupR1Pl3PUwtEocV6Ltin21k4ECz256VG2vKHpv+RRhZdstufWE+nqa6jB2HXMNt6bjcQj52frdsuDEnnYKtG9CWilYh6EsEOsEuWljlvI4LQ4h8QqMh9O7MT3+Kdbhpw3aejcdJSInAfvbXS9S1T+M2NGAgICAJYXFoEmo6l8wi8NNC21zN22PWTbvBH+fql4z3YbHjRTJjG1Vhrlx4HZb/1+TlVlQWpP/PrQ3ekZab5Btk+64mkqq1xyqFqcp+MbPwqRrFJQDD3MNolO4rli0YNSOPc+2KnpiOt46bb2Pmp69Q50Oa1J2DDoRZH1o2e9yygk//9V0DL/j8m7qacyU1R42pt3ivdLRPbygfI+KBvam72NsY8MiyQIrIpPAS4A9gIwCUdUXtzm/Ld30f+S3YzmwI3CpbXRBQDX3XEpbfgxfumxfXrDL6a3Knn/tdtyYrATg1nQyU+PdRz+Mp4bR+d3BQaf65W76wAY52uoAPSBz1ehph1iV71zxQACedu+5VRp/uX5nJiTO+rdRuxmHbVwnPY8XTbOBMUYaKYemY+NEVd3tvKK882rcbBsnGqTZee799AVDFQ0Gze/lTPN5nXzV7gBMaSeL4p7SYlBrj+l5UJUnVmXU3atxCT5h0Xg3fQW4BHgCJnfT84DxxEk4qOr9/d8i8iDg5e37GBAQELAEsQg0CWBnVX2miByiql+yyVlPbnvytIIGVPVsEWmVQXCuoDb4KpaUtGYWFmUBTYNG4ir8/pp1gPH2uTldwc3JCnMeEb20nXEYRpvpN8FfbGW6wUeNRtks8Ci1nkHDX48vXbZv0fPKS+X8qt1+3rpfPnrEpBpxu5ocZLcmy7NZaBkJUph1x6J0bWpr3/ffeXnVZQBtmk0Pyxpa9/xdautCO40G2vw6yrES7TIY54tF9dTSaxSpOdPH6jQnBW04y+M1s1FwKktHHnuafjTwzrTBoFbTXgMZZ1CgD2lY07x1HSJrMY5A22ACp45T1U/aUIOXATfaou9U1R/ac96BoZAS4LWq2jToO8LjZhG5H/AnRvBObWuTeKP3M8IEYdxYU3xe4ITEsChTE9Rkf5deuh9edT8mredTl4RJW9Xt2uXmdEXJI8MFWsnAYFCmdMrt+GWn446XqhS8e8bh0mdyCbkI5/r6ykIBcq7Z9W2m/dmoXXra4ZbE0KebtFubPyki74tzaf7SZfsCZM/Sv6ZpDRYtxwE3yPrRygPrWdS0P+4EdDFpNmkCM9j7NGyCFDyfysKtp/Wuxm3xw6vuR0ruKl5sI/f8a5snbNR8Yn7E/bBlUaeF8dkk+sCb7OR7M+AsETnFHjtGVT/mFxaR3TGG6D2A1cBPRGRXVa1zTzxORO6O8W46EVgFvKdt59pqEpt5232MjWJabqoBAQEBSwXj8G5S1RuwWbVV9VYRuRioX00LDgG+brNTXCUilwMPAX5T6JvI61T1k8DFNj34acBOo/avrZC4SFULEdYi8kxmGHU9TijWcG0pBZ8+cPSDSSGeq9Bd6fPVyx+abU9KVAgi22gD5u7QicxzCoqzoirVubyoe90MaNTZYxUlMt11m6G8IFHJ51yFKRuUeeylj/bOWlbq06Dm4Pp5zMWPJ5KU193nJ636860rHgzAxnQVmzxjdVVqBndPKxcasu1PlT1eau73sDxVTfEGpr1BDcL8rvAcq+hDWuG9Vgf/HWiiwVwuLv8+ZanUJbUaWL2G6857+W6nDu1TFb5/5Z7gfScFLbziXjR57k0bc2AvGEHR2kpE/NRCx9ncc8X6RNYBDwTOAPYDXi0iz8ekJXqTHezXYDJnO1xHtVB5EfBJ4N9pmYKjCm2FxDsYFAhV++YNirDRvYg1C8x3SQofblf62aAzIUnRRVK8wUaL0dU9jQsDQZk+8j/6QVe8Gg+lUrm2HihV9Q2ry6G8LGdWHjGDTEu+tTFpnsZ87OInAPDm+zbbyv5hbT63p8sKS6sW++xcj926DPm1ffKSx/K6+/yEF+/6q2zfF/74iML5Vdx+Ob20g0+1+Cvl+W0OoxqzbcrJHqsFqzkmlfvLx2LVgQlRGZnnly1rttMBoTEbMFHmOS2b2yQGv5nsnJrn7o75qFsqtg4zmVDVor0guklV924qICKrMAzN61X1FhH5DHCkbeVI4OOYjNlVF1LVk4tFZD0mRfh5flOAquqebTo+LAvsQcCTgDUi8inv0ObMcGW6gICAgEUNHV8wnYh0MQLieFX9DoCq/tk7/jngB/bndcBa7/TtgA0D3VN9rohsg/FkOni6fRumSWzAqDkHA2d5+28F3jDdRmcDqQqbvBQC/kzFzZS6khBJyqTzfpG0kCE18mY+vTT3xpjSmE3azTSKMsXSvH5wcVbYNEssYIiRrnnB+GJG0Sr6I/OCsb8Ls0mNiSStDfxqi/L1feiiJ/GO3X9Y2Oe0DLMSndEkyvRcFcWSZqlN4oFjtf2pWcWvztpXrXVo8dkPoZTKVFIbjcEsTuV7TFU/66bnkz3PivsTo3QlyWhYp+VEXmxFd5rrWjvKcFLK2sMgJeuec9V30aQhV73PYFf7K3kujnNd+0qMQUiISV73eYzt4BPe/m2tvQJMKqQL7PaJwFdF5BMYw/UuQHl5aYcbgfNV9erp9m9YFthzgXNF5HhVXdCagyJeUjKp5J8jjJp9m6UL7kgnWBVvBGBltMl6gJiXamPa5Y7U8O/GfS+u/FjLXhPdKP+4yi63wID9oo3XRRXv3hblT73cnqu7kAtJ0qFCaqQ+ZIn3Uo644BDTXhqzLOoTS9f2I6dNykLC9xCL3MdfIRCi0oDwn5c+Mkv259uKymiTptph2JKjdZSSG/jq7EploVB2Dx3VO6f8zsSS1t87W9TRaKMOrM5mlaqwZccMKROSlFyDo4I7rP/fFwplQVDuj//N9LygPPdt+8JtHJ52TRDGpknsBxwKnC8i59h97wSeKyJ7YZ7QemxsmqpeKCLfBC7CMDqH13k22WzaW4nIhKpOVZUZhmF00zdV9VnAH0QGb0dbTisgICBgSWIMcRKq+iuq7Qw/rNjnzjkKOKplE1cDvxaREzFrSbg6GheNcxhGN73O/v/nlp2ZNxi6KaeD8gVo6mdFt/SX04lWAWQzEDcz2ZR0sjWWq9srznSc1tCJkoIRLZKUblT2InGzpuqZpTvPnw02edc0eedUrc5WgA6WLc/k6zKXjgq/3g/v+b+FY++/4OCBGabfZ58KiUQLs8sj7ve9yvY2ajczzjb1ueoZmNUNK8q2SElfRSmV30d/HemsXv/3AE1V9KCqQuE9cNqB90zdc4xESSQiiUyduROA57HXUpv4j0sew63pcgAmpZ9p85nG5c36N2WpVeKC9lRwBKnI3urDZwl6aVTUgFGWxf3Cvci1ldkxWi+StBwb7F9EMZyhFYbRTY4Pe5Wqvs0/JiIfwSwatCCQEnF7f5n326nrpfw9NYNy/hFK4TfkH5q/r66eTlTU+iI0Oz/ybCCub2nNxxGJ540iauvJP3IfdZ4ddeWr2iu3XcZ0Uk434Q3nPIdj9vp69ntT2mGTjar2hWi5T11JiNA82KtCgL3/goNtnycz4Z95uFVw7ZXPsiSo3L0cJc9QmVvvpV7Qob/yoA6uYDiwzGxW5+D7nNtiqoTd4EQj0pRUvLZK9ou29ohjL300/0hWckdiIuPpbCSyKfRdIJ+7xjvSZZn34aa0W0sbmW+i+ZtNvG80nxia++Amdt1yACt5veNMGb4YhIRbPG66aOsC+zgGBcJBFfsCAgIC7jpYBLmbROTnVPRUVR/T5vxhNolXYlYx2qnkZ7sZ8OsR+jnrSFW4M7GGawZnI3m5QZU++z1ExU4rZrgObsbWr6IuCvRTMVVAXZtlDSQSpZNpBkWNZFh+Hd/rp4l+yo41VFentdTRE375Kr/2N5zzHNuPZY0UoYvZSEXoRmlGJ3z4Ad8plDvigkMKM/aMppLU3Cfv8QybURYXDRrdkF9ljC5rDwB9W3cTDVnt7WP3Fby/Ss/H/ozRzGc9kpQ0ikhSN+tOphUr8Y9kObcm+eJbvbTDbU5zkInCs3fOH6ZcXPjtX29PB2OL6r6RRIV+Gmdl0jTOfneiJNPA3fFkNjSJRSAkgDd725PA0xkhhGGYJvFV4CTgQ8Dbvf23tllSdC6hwJQdHPpDvIbqBvs6z5/ysTrXyDYYaiPwyuVCQgeERKdEJVW5f9Zx7T4KNNIIL3ybBHSRNzCV0QdecdahQO623PTxOkokQiCFTz7wGwNl3n7eM+jrZDYYxKJZOulIdICaqnKh9FHnetp2XYoqrxzfxlCmWHwh2YbarBw8M0+l4rX08Z69RqSaZjaJVKR4f6J6O4+Pf/RXsCntZPSUsTsMCmgHJxT6GtNLo0rB4AbzOhq2DHcP+mlMqkLf0oFR2il8J37ZsdknlLEYrmcbqnpWadevReTUtucPs0n8A/gH8FwAEbknRhKtEpFVC2nRoYCAgIC5xmLQJERkS+9nBDwYk3G2FdpmgX0y4AI3/gLsgFm0YgEtOiRM2dlEqlJL+5SpqLYG3GGaSVMsQyWlU7OdUwj5+R1J6US5sbHjrRyXr5fdNgbAD66qMXg3aAmjpo72DfAD0KgQzFjo5YDGZWeIWqSMfPxtaqVt09cecq+zriT4ysTAynXUG/p9tM1GWqc5QNFAm8dQ5L/rHC+K9benTSJJs3ckFsWkTrd0l8T5/QEqfAEKcLEum9Llps+2i5vSTq4tpC5nVH5P/evztYeCJmEp2Cojc9V35juc9NNo4FvrRHkW3OycMQXYCYvDcI0JhFZMl/vAVZg0463Q1nD9AeBhwE9U9YEi8misdrFQkCJMJXH2glVRSu5F9fdpzUdYERZSC1XJgtakaeCvgF+m3O+MSoq1UEcq4n2EOlB/E03WNMjPJGjPh2vTCYhIXMBThZdVxT0y/aj5+sQMQC8984VA0UPMtRPbQSBSzT13UnPfelI9wMeeW+2ogrBuEtCWUvKplvI1lesfaLvBplXsY37d7p5n0et23Qk3CUmjZuHjqKjXnP08EoSu5+7q7IKb0k7B86pbon16dkLnfhcEpGerK0/o6t7R8uTQnddJ2wn+aUF1sdBNO87k/LZTkZ6q/hWIRCRS1Z8De82kYRE5QkSuF5Fz7N+TvGPvEJHLReRSEXnCTNoJCAgImC2Itvubl76J7GNzN7nfzxeR74nIp0oUVCPaahI32wyFpwHHi8hfGE+Cv3EsqAEYge7TTerNUhyq6KY6THtFLs1n62WqQOysv2qmX/7/88d8nAN//kYA+mkEEXRc2gTfK0qbDe5+nWWUtZAy/TVdA5+vSUCca0Sex5Y5nlZrFypENdeUqjnPaVKlK8rKuPrJKBWl6GVWClasiENpkx7cv97Bvg5qDmUDrSk3aKT139sqbXgYKh0JvH5FaKZdpGLpLTtlTJN2c0dHE22qfIYRG5PcKcGnHJuuN9UibTSKk4ijnFw9qUqWLr4TzRIvtLAVif8EHgsgIgcAHwZeg5ngHwc8o00lbYXEIcBGTFK/5wF3wyyoPRs4hBYLapShCD2PbtKaj7iOXoIiVaQVA0QdBTUwKNdw+KqSCYpyv6rgH59KYlLrjdKvoCKKFE8+KNehinqru55y/W37XC7v9838jrI+lustu+1m7dvBreoeD3qr5YKkP9CXQTfisi3DdxkdvM5Bd10nBDIapxRRXaZY/PPK5cvHfLSZBFQ/w/x6BiZPSf67MySY7rAzXwCYNSL6aZzZNpZFxXljkf7pFN6hOsHX16goJBqurek9TdKIvkbZ995L230Xo2KBG65jzwv12Zg1LL4NfNvLETUUraYMqnq7qiaq2lfVL6nqpyz9NFO8WkTOE5Ev2OX1wCyeca1Xpm5BDUTkMBE5U0TO7N18xxi6ExAQENASCiTa7m9+EIuIUwQOBH7mHWurIAwNpruVaoVKMItWbD7k/J9Q7Wr1LmCmC2pgV3Y6DmDVrtvqpqQzoCkYrcJuD1FdRXIqKLGz/qycaFZ3lXHab88/VjYWN2kyPh79szcN1DmVDFIsw/pUu12afVfRTpWGd23WJgY0Cf/RaXG/731SfsJlLSObzZduX5XXSt3ss3CNKpkB1xwvev+UqSm/nnIbfjDcsGDNsoG23Pe6/heupcVMuPIeZM88Lj1Dq1kkdnGtSGwMC3z2wV8p1PGKsw5lUzqRtZEifHGfLwLwot+/qLb9fpp7bKXpYN8cTZSkUUHj8r8XsZqoeO9nE/WUpNHA+e68cWGBaxJfA04VkZuAO4FfAojIzpjQhlYYFicxcjKo0vmPbVNuOgtqDLSFecGqXAZdZKkTFuKPefYpi6jxhimo4WTHymgTuezsD9PxmlFPSA0IvpJdJRIFj44p8OUNAq2u/23Kty3TRGnV8euuTt990c96VLDplKRGWjNQl11xBzy9SlRPlf0Equ0UvdSLHG5w3/T7W/baGcX+U+u6POxZkN8LZ5cw7ee2Cb9cFT774K/wvDNelvXbxxf3+SKHnvFSYDDzQCSaCYKyq6qqZPewl8QkKtk3W64jljT7fssCQ7yJnKs3SfP77q5X2t/q4VjA3k2qepSI/BTYFvixatbZCGObaIXWKse4MaYFNQICAgLmDQtck0BVf1ux74+j1DFvQgI4eqYLavhQpeDZ4O+vKgvVM4pKbUOFlOr4g2EZVgfiFBreqrKmUaVBuDr9Yz41VtCEPA3DlBtss2km75cv9008banu/KY23H7nm1+mwiLymWcnSr1ZcHP/fRqnMCNWU7OPfgXtUXcdLrtvpTeW91z89v30MI2xDr63GtXxAAVarcYjra02kmlxpXclO3+II9DxD/0cAM/+zStIVXjm6a8E3D1y32BTmn0pZIH1aSGnRThKqqBRC6SSU2Xi0U0iRc3CaRHuGk0sk72+cQ3sOsa6FjDmTUio6qENx0ZZUMMiV9mHaYC+APCpJF8lVS2q5+AJBq+ulPZ2Bhi0dZQuoRE+TzswIFTRbKXfVR5fdUKrbOPwgwXLwqdo12npoumouLqyQvYB+sLEDD6D7pRZuRoXZ/ds6wR4uW8+IlEilzguWz61QfA5IZFGTKVxtl2wwVB2lR1Cy1H9vHzaqLI/NV5gVe7Obt+U5jaB5/72ML72sONqr9VH2S25ibZKPUrJp4nVsyE6FL+vnE4VyYNY4yi15xUnZZkr/AjfaFsIIAuYbhoX5lOTCAgICFjUkPnzXJozLDkh0STYy/RSWy8HM1vzfhcaHH2GUqWID5uBl7WAJu2lSaMqz+7crGyQTvIoOylqCloyGBY1sOb7UdDcKmiVqmP+LNtoCl6KiYpcXMOoHf/c8r46lH3sy+kf6tpyBtkkjRBREpsmIo7SAaqoyqMntZpE2Rmi0E7LXET1hutBLcVpbn2NeObpr+Rb+34GgGee/krvvg3mSipfTzn+wV2feu+wb6hu+n619N4X4po0yiinwjXPggaRN0qgmxYb3Avm85hQFA5RacDz4SKy3bb/whb57Zl5oqQVx8t9rhIKdR5U5Q/L52HrUB4YEko0mHr0RMnjKyUXdBl9VtPUMDtL5onlDZpuIHQDsR/s5QIKm2ijNlRQeVAeNVeX65v/XKqedeLZyeIoRR1tVpFHyxdaWV0qqGqll1qli3IL1AWjFdx+vZeqLxGH/OrV9lec2/4qqL06wefTS700NhSTtTv0k4h+Up94sq6N8rukRRa0ZFccs1eTqXUs3k0ishb4MiZcIMUEvX3SO/5m4KPA1qp6k933DkySvgR4raqePOOO1GBJCYmAgICAucSYvJv6wJtU9WwR2Qw4S0ROUdWLrAB5HJAtyzDd1EXTxZISEk4dLWsR5ZlJwSjbEIxTrDzfHCXeYTB/E3lMg/hGOB2goXzvj6RkoMy1BQqeIjNBWZXPtCottatSjC8pXeeAM0CLLylN4+z64iitnT1WpYDP6mgwUmbaWI2HWJMmUWXwz6gSz4OmyfMJQJOIOGo3+/cpvlSKQWPO3X3YiFC3qFJao0kUytbE15S1g6pgN7+sQ6IRU30z3PSsN1Pf5ojqJ8WgN5X6Wb/vUFK8tuqyRe3c/R+jSjEGTcKGAtxgt28VkYsxWSYuAo4B3gp8zzvlEKaRumi6WDJCwmTt9V9Y8993i4OyJ07x/PLLV36ZqtxMy+WG0hYejWOoGtevQc8nn7NVFXyPTU39DxVSL/ioLXXiC4IyCjYYn67T0j3wBEbWdpnK8gShj/LgG9XcX/9YhNZeX1VSR7+OcgRuHZ/u+lqf/6tI6WXCvKIe3z4kAknFoCLeteX7iv2qiqgf9pwHqD2vPTNBYaDdqrLlOmttOVos55dJ0oiNPTPcnPfk93PfE95X+d2I6MDEzr+H5px6YdyUZ2iswgHTjRHWk9hKRM70fh9nM0YUICLrgAcCZ4jIwcD1qnquFKXmGsCPf6hNXTQOLBkhERAQEDDnSNtNyICbVHXvpgI20/a3gddjKKh3AY+vKlqxb9ZM6EtOSIjVHCpnYC3uY9Nso+5YYUbVcH42U66YmWdaRWnG6tpNVSqPgdEiktSflRVn8nXURlnLKtNEWTkqtCivfZ9qajsbdteVtadCPzscI1IMbCwEUDXMoMvX6s9om5iBQVqwWL5AG6lUzG5dwFZ+nVXxLFV9d+9sGwcLo0k11+X3M+t/hdZUzmVUqZloMdCueO1FzbefRJk3l7t3m6a8Ncy9d3RqU5cotmlX4txpIY4qNEWtvvf+nXX3cJAmHru1uoBxxUmISBcjII5X1e+IyP2BHQGnRWwHnC0iD2GaqYumiyUjJETsABIVBxH/RR7gaEtce1VyQBjubeG/J1WCxLXvBMEwKqfcn1SFNK13e+0nEYm3BkBsPz5XvO48s9tRQV4/skHLu291dZS+kSo34zpB7dtSytfnty9i7BRgcidVpXH3UeUCXPV8/bYGL8zbrBAK1XaK4r2uai+tFRJlF1QdOA7WVqH5fr+dqutokxrfFzwwKKB828eA4POE7+8P+mC2e6evfdCeP9iuO1b93RQFVtX91Irni5jvXLKfWvs+ObvQWDAe7yYBPg9crKqfMNXq+cA9vTLrgb1V9SYRmdPURUtGSAQEBATMKZRS0NS0sR9wKHC+t87DO1X1h5XNTjN10XSxpISEn0+orE1UlqN+cSIfZapi0D9bKsuqNZb6C7p0uwndTpL1wzdIFWdsxfqN0TXf53zOp+7oUkbPXWekmYG7DlHHVNqd6OezNymmTXfXBcNzVQHceYdJJa32uv02HPr9iLSfG5IlymezEqVEsWbag4jSie3sMU4p5+wpw08N3yYtQ1RxvC41RLm+Ku2haW6ZXS/l2bLv6VZlgC06AZDVQu3v4VpEUYusyokEMnCPqzSHgd66d75q1i5WO+zkizzVUZED2n0qhbxO5evJ3iFXn+sGEEXtDP5tIehY6CZV/RVDkvKo6rrS72mkLpoelpSQcHlfRLTkklkuWKGu1tRX9TvxqBGn1k5NmVupqWR0QHmAvur/vYMd/+dDTHXNxzHhDcxt+uH+b6oQDFV91r6hida/4G215dd95cMApP1inXUBZq08ROxp65//dtZ95cOkVjZs6tf3249LSpOYtK/0yQOsJDYHly3rFXjrqj6WvdaG9X+YV1uVAPGfiRaONVNa02HIfXqrTKNMF1UTJ80G2DwnUmTpLX+ScPaTPjByOyKKzUROFKfEVtiXYWxr3qTLSyue9GLUn7lL/qy9KWF+ECrfk7F6OaWztCzqAsKSEhIBAQEBc4bx0U0LGktGSKjmFExZfc29ZLQwK2vjeeKXc8bhXi/O1GlVsbPggSkNCKw/9O2Fupw2AbApzT08qmiTssrcn8pn1q69cv0A6778EXPs+fUahEPV+VVY9+UPZ31pe05V/U5zccfWffFoALSTFq53QIvrm98bkwniborUUAcFMqaCxpgOmuikQj/LTc1gwlpLj1V4Kc2oPldXsZFsq59GhQWAmtpc95UPD7yzWY0quDsnVQGFTjOzWnpGKaWSa+RlJ4lIC+2Uv3njLUjWVvbNRuMb2UMW2EWENI2447ZliChxN6XbNRyHP/hOTXUGOOTMwyNSw4t7dU5tshRSIoODQeaMYYREE6VTxlX/7x2tyt3/xH/N+thPIjrLDQlw0VOOaDyvjXAYFeuf314wNNZTEhrrX/RWANb990fQwmIR+QAgJbdIX1gWngWDtEZGN1Rw48PG8EphUOUIVUcxedfg6LvC6TW2srZ5hpoSJLZBUx6zrIuWwh32zpnCQlOeCkcVJf0ILT2PpG8fmg7StHXeW6qCM9eKgDZ4sJUnb2NDEBIBAQEBAdXQu4SQEF0iF7n33nvrmWeeWVR5LdoYqioNglk1MjA7H4XSmSkO+OlbgDzG4BcHfmzW21xIyKgujAF7lHQUmSYRa+bdku2vey3Uxm249NUV7ITU5X8ozc6zNkttVdFkdYGN48peOmyBqUI+Ko9iuuRp723dhqMTqzS3rD3nyebaTXMqyBQonVDy9PP72/Zd8L/v9Ye+HRE5a1gE9DDcbfm2+vCdX9yq7MkXfHDG7c0XlpyQCFj62PH4D9Uem+4EgRLT1fbcpj5IRDYQDhvMHN0JgwJjwD7j/pdcQX2aKorTQj1+QF5VhLVxszYFWlFLFVj35Q8XKMI6DDyjtEFA1JUbOFh9bp39bFxCYt8dX9Sq7I8u/tCiFRKBbgoICAiYLpbIJLsJQUgELDpc9bxqw7/TMEbVAJyH2riQzewTz49fpBBDU4BQyPkEg7Nmf2Y+LEDSoLjetERK5ILXrFdQli/J5k6aeboKz52oAY3Pp8FDrJESluL9a+scMiMooyT4W7QIQiJg6UBBYohj4/JS9mSLIs1dK8sea7PVpboBvWJ3bX+8+DKRQRvJnAyIo6KG/hl6WtmTqcJ7zWH+r/uuYbieNyEhIt8AdrM/twBuVtW9bD71i4FL7bHfquor5r6HAQEBAUMQhMTsQVWf7bZF5OPAP7zDV6jqXnPeqYBFiXVfMp5m0jHfrMuC6/6DoVam+jHqVraLJP/AdXSKKkMNfQTVHlRX/ss7p9fOooCWs2I0Fs02W977qJsSd1L++PT3TKt3s4IgJGYfNk3us4DHzHdfAhYPXNS6xEpk8gkikRJ3UiZsIGU5bbyI0o+sW6sXea/2t0vEmEwV+fyom2aurHXBmGYbLnvmu8d4lYsRLlKaop2gQQ5Uen55gta5G1/x7HeNr5vjgCoks5Z8dcGgabW/ucL+wJ9V9TJv344i8gcROVVE9q87UUQOE5EzReTMG2+8cfZ7GhAQEOBDtd3fIsasahIi8hNgm4pD71LV79nt5wJf847dAGyvqn8VkQcD3xWRPVT1lnIldo3Y48DESYy39wELGdlsPiHLEOs0Bzfrj6OU2JuldqIUuu58s+gRVCxStGKQAvEDuM578vtn45IWPapSt/g5vwpQb2chZYah6Fyepyuft4DpueDdNHOo6mObjotIB3ga8GDvnE3AJrt9lohcAewKhEi5gAyjJBkMmD+MK+fXgsUi1xLaYL7ppscCl6jqdW6HiGwtIrHd3gmzNN+V89S/gICAgHoEumnW8RyKVBPAAcD7RaSPiTF6har+bc57FhAQENCEu4jhel6FhKq+sGLft4Fvz31vAgICAkbEItcS2mC+6aaAgICAxYsx0E0islZEfi4iF4vIhSLyOrv/SBE5T0TOEZEfi8hq75x3iMjlInKpiDxhNi8xCImAgICAaUGNd1Obv2b0gTep6n2BhwGHi8juwEdVdU8bWPwD4L0A9thzgD2AJwLHOjvubCAIiYCAgIDpQEE1bfXXWI3qDap6tt2+FZOWaE3J7X8lubPwIcDXVXWTql4FXA48ZOzXZzHfhuuAgICAxYsxx0nY3HUPBM6wv48Cno9JW/RoW2wN8FvvtOvsvllB0CQCAgICpgPn3dTmD7Zy2SHs32Hl6kRkFcZp5/VOi1DVd6nqWuB44NWuaFVvZucigyYREBAQMH209266qWllOhHpYgTE8ar6nYoiXwX+D/hXjOaw1ju2HbChbUdGRdAkAgICAqYJTdNWf02wSU4/D1ysqp/w9u/iFTsYuMRunwg8R0SWiciOmIDj3431wjwETSIgICBgWhhbNPV+wKHA+SJyjt33TuAlIrIbkAJXA68AUNULReSbwEUYz6jDVXXWovqCkAgICAiYDsaU4E9Vf0W1neGHDeccBRw148ZbIAiJgICAgGlAAQ1pOQICAgICKqE6uOD4EkQQEgEBAQHThIb1JAICAgICanEX0CREl0gWQxG5EbgduGm++1LCVoQ+tcVC7FfoUzsstj7toKpbz6RyEfmRbaMNblLVJ86kvfnCkhESACJyZlPAynwg9Kk9FmK/Qp/aIfRp6SIE0wUEBAQE1CIIiYCAgICAWiw1IXHcfHegAqFP7bEQ+xX61A6hT0sUS8omERAQEBAwXiw1TSIgICAgYIwIQiIgICAgoBZLQkiIyBPtguCXi8jb57kv60XkfLt4+Zl235YicoqIXGb/332W+/AFEfmLiFzg7avtw1wsql7TpyNE5Hp7r84RkSfNcZ/qFqCft3vV0Kd5u1ciMikivxORc22f3mf3z/c7VdeveX2vlhxUdVH/ATFwBbATMAGcC+w+j/1ZD2xV2nc08Ha7/XbgI7PchwOABwEXDOsDsLu9Z8uAHe29jOeoT0cAb64oO1d92hZ4kN3eDPijbXve7lVDn+btXmEylK6y213M0poPWwDvVF2/5vW9Wmp/S0GTeAhwuapeqapTwNcxC4UvJBwCfMlufwl4ymw2pqqnAX9r2Yc5WVS9pk91mKs+VS5Azzzeq4Y+1WEu+qSqepv92bV/yvy/U3X9qsOc9GupYSkIiTXAtd7vWV0UvAUU+LGInOWtY3svVb0BzCAA3HMe+lXXh/m+f68WkfMsHeXoijnvU2kB+gVxr0p9gnm8VyIS2wVx/gKcoqoL4j7V9AsWyHu1FLAUhMScLgreAvup6oOAg4DDReSAeexLG8zn/fsMcG9gL+AG4OPz0SepWIC+rmjFvlnpV0Wf5vVeqWqiqnth1lN+iIjcr6H4nN2nmn4tiPdqqWApCIk5XRR8GFR1g/3/F+AEjDr7ZxHZFsD+/8s8dK2uD/N2/1T1z/YjT4HPkav+c9YnqV6Afl7vVVWfFsK9sv24GfgF8EQW0Dvl92uh3KulgqUgJH4P7CIiO4rIBPAczELhcw4RWSkim7lt4PHABbY/L7DFXgB8bx66V9eHOV1U3YcbYCyeirlXc9YnkeoF6JnHe1XXp/m8VyKytYhsYbeXA48FLmGe36m6fs33e7XkMN+W83H8AU/CeIFcAbxrHvuxE8Z74lzgQtcX4B7AT4HL7P8tZ7kfX8Oo2T3M7OklTX0A3mXv3aXAQXPYp68A5wPnYT7gbee4T4/A0A3nAefYvyfN571q6NO83StgT+APtu0LgPcOe6/n6PnV9Wte36ul9hfScgQEBAQE1GIp0E0BAQEBAbOEICQCAgICAmoRhERAQEBAQC2CkAgICAgIqEUQEgEBAQEBtQhCIiAgICCgFkFI3IUgIrcNLzVynQeLTc8uIk8Rkd2nUccvRGTvEctfKiIHVxxbJ1468qUOEXmnt73cpsaeEpGt5rNfAUsHQUgEzAiqeqKqftj+fAomHfNc4HmqOquR9SISz2b9Y0ImJFT1TjV5jEKqiYCxIQiJuyDE4KMicoGYBZKebfc/ys7S/1dELhGR422aCETkSXbfr0TkUyLyA7v/hSLyHyKyL3Aw8FE7m723ryGIyFYist5uLxeRr9ssnd8Alnt9e7yI/EZEzhaRb9lEd8Ou58FiFp75DXC4tz+21/l729bL7f5IRI4Vs1DND0TkhyLyDHtsvYi8V0R+BTyzrj+2zVPFZPs92cth9FoRuci29/WGPq8Uk6H09yLyBxE5xO5fJyK/tO2dbe8rIrKtiJxm7+0FIrK/iHwYcNrD8a0efkDAqJjvkO/wN3d/wG32/9OBUzALNt0LuAaz2M2jgH9gEp9FwG8waSImMSmWd7Tnfw34gd1+IfAfdvu/gWd47f0C2NtubwWst9tvBL5gt/cE+sDetsxpwEp77G3YVAul68jqtb/PAx5ptz+KXdgIOAx4t91eBpyJWWzmGcAP7TVuA/zd9RuzaNRbvT4P9AezbsHpwNZ2/7O969kALLPbWzQ8iw8C/8+Vw6SVWQmsACbt/l2AM+32m8jTvMTAZv4zLdW9ntLCV+Ev/E33r0PAXRGPAL6mqgkmk+epwD7ALcDvVPU6ADF5+tcBtwFXqlmoBYyQOKxc6Qg4APgUgKqeJyLn2f0Pw9BVv7YKzARGUNVCRO6GGYxPtbu+gknTDibB4p5OSwDuhhl4HwF8S02W0D+JyM9L1X5jSH92A+4HnGL3x5i8VGAE1vEi8l3guw1dfzxwsIi82f6eBLbHCJn/EJG9gATY1R7/PfAFMRliv6uq5zTUHRAwNgQhcddEVV59h03edoJ5R5rKN6FPTmlOlo5VJQ0TzMIxzx2hDampyx17jaqeXNgp8k9D6ry9qT8icn/gQlV9eMW5/4QRggcD7xGRPVS1X9O3p6vqpaW6jwD+DDwAc+82glnZT8zaJP8EfEVEPqqqXx5yHQEBM0awSdw1cRrwbMvZb40Z1JpSJl8C7CRmpTQw9EoVbsWsy+ywHniw3X6Gt/804HkAYhaJ2dPu/y2wn4jsbI+tEJFdaYCadQT+ISKPsLue5x0+GXilnX0jIruKSeH+K+Dp1jZxLwzNVoW6/lwKbC0iD7f7uyKyh4hEwFpV/TnwVgyNVGdTORl4jWfzeaDdfzfgBqvlHIrRUhCRHYC/qOrnMKnEH2TL99z1BQTMBoKQuGviBAwtci7wMwwH/6e6wqp6J/Aq4EfWoPtnjO2ijK8Db7GG2HsDH8MM0qdj+H2HzwCrLM30VqyAUtUbMTaOr9ljvwXu0+J6XgR82hqu7/T2/xdwEXC2GLfY/8RoRt/GpCt3+86oup66/qhZS/0ZwEdE5FxMOu99MQP6/4jI+ZgU1sdYIVaFIzG2jfNs3460+48FXiAiv8VQTU6reRRwjoj8AWNT+qTdf5ytIxiuA2YFIVV4QCuIyCpVvc3OfD8NXKaqx8xTX34BvFlVz5xBHe567oERUvs1CcrFBOtFtreq3jTffQlY/AiaREBbvMwasi/EUCL/OY99+Rvw31IRTDcCfmCv55fAkUtBQIgNpsNoKOk8dydgiSBoEgEBswgReRHwutLuX6vq4VXlAwIWGoKQCAgICAioRaCbAgICAgJqEYREQEBAQEAtgpAICAgICKhFEBIBAQEBAbX4/8Gfx/7ps2/RAAAAAElFTkSuQmCC\n", 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1m1cA8KUvfYl+/fqltWulQjQaZf369ZF33323IRqNPtTW1vYzKWVT937V0xg9xilfypCs+vWpzVgNjBVbXAbcjlGQ8GwpZY0QohSjW9GQmFSFlPL/Yvu8hlHn7YNjOJXOj+c0WRkQQhQHAoGfSaFepzk8/ryhkykYcwZCdVK74hW0Xeu49NJLGTAg8wKnuq5z4MABdu3axZEjR9i6dSuVlZW4lGkcbdhBW2gTBw8a5huPx8OUKVNQ285EVZyGRKXF/htVIKI6Mhb6IGL/mYhohsQkBNKhEFF19tT+nerqarKy+jN21E0oimFj0rwOS8oyCyqbElZE1YiEWmmq3U6O3M6WnbW0Ht2f7ndCSsnwa76LJ7eYYLiBsgMfsGHDBkKhEKNGjaKoqIihQ4fidrtTzpGMaDTK2rVrw++9916Dpmn3tbW1/VIa9d5PIwOMGu2UL2RIVgP71lYDR2yr7pdS3m8fI4zO6GuASuBPMQmqQdoaeAghjkop84QQf8RoU/ZYbP2DwCtSymeO66RS4F+erIQQhX6//8dScX7JPXCwN3/6Bbhy8lFbNGqXvUTDljWUFeUzZ86cDvFGnWH//v0sXLgQj8eDV63E5ymgKH8oHlc2B+s2sXG70VOzvGwmJQUjyHYUIIRikJQei0Y2g5KVpPcxIhPmOCFiap6CDkhFRzicliopFYFUlRixgeZR4qqgQyB0GbNnGSwmY2YoqetEs1SkrqH5HOhaFEWDqBJFdXlwBA2bl+YxnAVth/ex4x+/s36D22+/naKiooylrUgkwurVq0PLly9vjEaj97a3t//2dMxW1xg12iWfy5CsBvftXA20QwiRi1EC+uvAsjRk9SfggySyellKmbIs9/HgX5ashBB5fr//B5o/66uBWTOd3smj8dUZXj2lVWPzb74DwA033MDAgQMzDuiUUrJjxw6ef/55Lr30Uo5uH2J+IQC6x4mmhWmq20VeVjmKHp/XIh/zP0n+Ths5WduiepzAhEAqCqixVwV0lxpbb4yPeg0mOndKO699YjQIkrpMOD/dZbzXYuFceozkALQkYUnoieujr/6VzZs3A6B6fGjBNr773e+mS/dJiXA4zMqVK4MrVqxo1DTtt+3t7fdIKYMZT/AvhpGjXfLZlzIjq6H9MicrACHEDzBKRX+Z02rgpwshhNvv9/9Qy/J/M3DRDJdv+gRE1IXjCIiYZ+vi2t3cc889jBgxgtraWr7+9a93Oe8HH3zAmjVrCIfDqKrKpZdeyqEN/Y2N0dgdrZr6V8ffXJgqn2aOjUsjpvqHAiJqywFLIjNTJURRkEIg3apBWjEDu+40zk86DON5sNDBkZ1r2Pn+EwAsWLCA9Y2VAES8sbkFaO5E8or6Y98XO0QlEjsAHUMKc+gED+ylduH9hMNhAPr378+YMWMoLS2ltLS009/SRCgUYsWKFe0rV65s1DTtp8Fg8M9S/gskwXUTI0e75FMvZRa6MKJf56ELsdZoESllgxDCi9F96BcY7eXqbAb2fCnlvwujmfATxA3sS4BBJ8LA/i8VFKooyhmeovzF7lmT83NmT6J9837q/voswa1VaI2GXXfAb37DogbBpEmT2LRpExdd1HU1jZ07d/L2228ztvwGnA4vXlceh9brgEREYv9ZNOm/i8Y89nbi0mPvFZOcDHIRAI6YbiYMQ7lFaubnFJKfiOoIIZGqQDocKFEdKUDzGH+756hGVv+h8L4xftWhUpxu0B0CNWLYtKJegdAgHGv81VZmHKOWbRy/cBjHISMGc7kOOwGVrMVLGX7uuYwZM4b33nuP5cuX09jYSGtrK9/61rcykrTcbjczZ870jh071vvggw/+TghxuxDiCinl9i53/heCERTaY6lcpcDfYnYrBXhKSvmiEOID4CkhxC0YDTmuAZBSbhJCPAV8AkSBO04EUcG/iGQlhAj483LvozT/upz5s5T2DdtpXrqWAsXNuHHjGDJkCNXV1SxevJjCsy6hYdNqPKFWLr/8cgYOHNjp3FVVVTz33HNcffXV1G4sN74vRkQiHPvPIiYxmTqTaZNKISRotv/ZtPWYsUz2gExViW+PkZVdAouduGGX8hkikRQC3W2SHmguY6DmjcdKRWMSlSlZhXJiUpUHWisNEUr1GuejxohKURPPI1Tn5dD/e5SZJX2YOnUqAG+++Sbt7e2sWbPGGvdf//VfOJ3Ojr9BCkgpWbp0KatWrWoDftPe3v7j0zFaBoaPdsnHXswsN3BC/72nbFDo575SqMPhuMhTWnjIffGUL4jCbKX2J49QUdXALXOv5fbbb6e0tJSNGzcSiUS44YYbiG58n9ChAzQ2NtLWlt62e/ToUZ588kkee+wxLr744jhRhaOggwhGDDIKhw2SikQM6SocMQhJ0wypyv6wsBOVOTYahVAoPlc4bJCTlDZDvDGPMBdNGlJVTKpT2iOIYBQUgRLRLfuTEjG+W23XDAN7LEwi3NZIcM8uiGp4jkpaKnTaS3UcvigOXxTVoVtEpao6AlAVHVXRUYRG/SOP0L7uY1auXGmdzqBBg1izZg1DhgyhsLAQr9fbrWh4IQTnnnsuCxYs8OXm5n7X7XbvUlV1TNd7fv4hEWgoGS2nMj63kpUQIi8woM/rsiAwsfjWS1F/9U8rr65///6oqkpOTg5VVVWUl5fz0Ucfcf3119O3b1+OHj2K2+2msDC90fKDDz7gtdeMQN25c+fSsnskYBADEFf7giHjNRR7NVU9RyeR37F97eYZ056Gz5baY0ollkQlOqqSgO6JJz7rfuO9FpOwNHf8Ata8Cq0NB1j/1u/IycnBkVVB2eBz2FO7DKlFKT3nCtqnGZZ0lz8c+xrj+1xOQ8g589U6/vKXvzBu3DjGjBlDv3790p/ncWDlypUsWbIkpCjKw+3t7d+QUoZOyBedAhg22i0fWZxZiZip5aduiZjPpc3K7XbPc/UrWRi4YpoITB2JEAL9B9eR9eBLNL+9jurqagAKbriQgttn4fzLm+Tl5TFo0CAURSGThOSpU6dy4MABPB4PzbuN7xARDelUEe3GjUy74cCS7e3xHWNkYlGJmv5pZ9TrI4F4LBXS5TQkK0WxpLOp1xlEtuLxNiNGKza3EgzHCSvp4aSGdIuwNLcAvzFHY2MjNK6n6eAmIhGDgM8cVMbHjWcbO8bISpcCh6oR1RQ8rigfXJJH/r6JbK0+xJRueAC7i8mTJzN8+HD3448//uVoNDpPUZTLdF1ffsK+8CRGD9usTlqc2nJhEoQQxYGRAw66pwx9su+PvySyp480bNQCFK+LXl+7kkFP/9ha8udMh2iU2tpaxo8f363o6zVr1lBdXU1FRQWtnjcZcVZTPKQgaRGqGpeMFJG4pELyGEWJLybsqqSuJ9q/TPVS061F6OYiEbrE0Rax3gtp5AlG3QJHQQEjrvh3a6qvfOUrTJs2DYAXX3yR3Xd+Gy3cRvig11L9VEWiKnESvG3k+UzKr+Dhhx9mx44dKU9R0zSqq6sJhY5dIAoEAnzlK19RZ8+end+rV68XA4HAw7Go638xCDSpZLScyvjcqIGKokx09SteVTD/fLImDO6wPfksZSy+afs13weMAMaSkq5rAoVCIZYsWcJHG7YzfthN7Nr/Lu3RXRR7J9O/eIpxLMGYZGWqgKaBPRS2HbCpumVwAdnHmKSnKpBK8hId30u3w/beUB01X9ywrXmMOdsL44L2rpJNHPrdw6hZPhSfG1dZIUIRuPuXUHDN2QinAzVmWHeoWuw1ZseKqYblD1Xx6quvcu2119KnT2KN8DfffJNly5aRk5PDlVdeSXl5ecL2rVu38sknnzBr1iwCgUCXP1GspE74nXfe2d3a2nqBlLK6y50+Jxgy2iPvX5SZun12xfZTVg38XJCV1+u9WSnNu7/k2/NUVy8jylyI+HlJmSjB6LHPumakjpTf/zZr1qzhrrvuQlEUtm/fzscff8wVV1yBrutWZYGDBw/y4IMPkpuby9CBt+F0eqk/sp2mln0MKJiKEApKm42QTJIKx+xYkUh8W3Lgp/1/ECmIzE5CTkecqNLBrNTgclrys3TFSUt3x4lJdxoDIjkGgdVOdhDJNojHXdYa+/r48SkxKUpV9ITPTiXuIHA5jPd9H6zmxRdfZPTo0ZxzzjlW4cC6ujoeeeQRAJqbm5kyZQrnnXeetf29995jyZIlZGdnc/vtt2dUhkfXdd566y02bNhwqLW19VpN097ucqfPAQaP8so/LSrPaOwFA7acJqvPAkIIR97kwSsiqmNC6R1XoHjd1k1lviYTFRhkFY3EDMyNLqSuE/rh7xg2bBi1tbVs2bLFGpuTk8Pdd9/Nvn37WLhwIU6lmHHDbkT6DXuMEvO4qa0xg3O7jZBMI3ssMNIiL0j0/HU8sfh7ewkWe+S6K4XLX7f9l4ow9jVJSwiIVWsgqhvEBegxCUvXo+jZBiGEs+LfWXu1cexOV/zYlRhJmYeSLFkBeByx8AZFJ9zQRtuP3mPfvn3MnTuXvn37AtDW1sayZctYs2YNoVAIIQTXXHMNQ4cORdd1Hn30Ufbs2cPFF1/M5MmT0/9eMUSjUX7yk58AUFRUdLSlpeUn7e3tv/u8F/0bPMor712UvpKrHRcN2HyarD5tCCHys8ZWHHIPK1fzr5ppGLiFTJAAUkHXjRs2Go0ZlQ950Zqb2fufPwKg75QrKBw8hazqV3j33XeZPXs2GzZsoL6+noHD5lFYMgIAJRZJrrbHwgOCBkmJUJysrGhzc104HL/DU0lZdqRS/cDwIqYjs2Syss8V8z5WntfMor8vIxhtQSIZVHoOe+vXsq9+Pb2KxjCici7hXEO6aaqIE2KwIPYVY5s7HKpJUk6HTbKKEZgrRlqz3vezefNmXnzxRcaNG8dZZ51lSVG6rvPBBx/wxhtvAOD1eiktLWXQoEGWx/Waa64xEqiHD+/UttjS0sKvf/1rAEpKSoJHjx5dFw6Hz/k8ewsHjfLKPyzqPB7QxCUDNp0mq08TqqqO9JQXfZR/7TkEJg0FEtWUZM3Kfm/rMVtVxJSsDnnx7Za07qnCV9wf1e2hYvtS3njjDS677DKefvppAMZO+SpZxeXx74gakztiZKXGJCqlPWLVmxLhWHBou001DKcgruTgUHN9slRlvgrR0WalS9C1OGFJaYxzOIztwRA5Mw7x9NNPc9ZZZ5GXl8fzzz9vTX/99dfz2muvUZg9hb79ZgAQLIyHPDT3MY4lFMvlDlaEcMaCQx0xkrKTlTtGUqY6aKqIE1+B119/nerqai666CKGDRtm5SVWV1fz9NNPM3LkSEpLS9mwYQM1ohXfoFLqXl0PQGFhIeeddx7Dhg0jHSKRCL/4xS+IRs3jc9RHo9HRUsrUpSROcQwa5ZO/faEyo7GXD/zolCWrU849MGH+0Hv9Aws/6vWNqzoQlXEPJ5JWqvxji6gOekGCECqB/kNQfB4ad2xk8eLFDBs2jD59+jBq1ChyiwYR6FWO5hJEnaC5BJpHiS0qmsfIwZOKguZ3J3rvFMVQGe3ePEWAxzbO4Uj0IJoHnyrC3SQqU8VTlUSJyg4zkDRm2H/mqeeYPHkyZ599Ns3NhoQ0btw4evXqhcfjYdCgQWzb/Qq7di1BFxJ3fQR3fQSpCAIHdAIH7McjiLQ7ibQ7aW/00N7oIRJVrSUUdRCKOghHVcJRlahUiEqFNRdLCn4/iwE/vJClS5fy+OOP09RkpDr179+fW265hfr6el58703Csyrp85ULyZ06mHGL/oMpr/47R44c4cknn+z0GnE6nfz7v8c9mtFoNF9RlF2KoszodMdTFBLQUTJaTmWcMpKVEEIZd/3gvVXbtd6l37gaxedNICnFJlnpNjuVfX0kapBUJBwzLu8z7E6ewzFPWSTK/lf+QdOWdQgh8Hg89OnTB98Z/4bq8rD3nac5UrWKPhMuwePOASkpyR6Kojpx1YUs1ctMs1FCEYt8EqWrJCN8soSVojqomaCcIFGZMVqaDlKnKXSI+uA+gtFmVBw4FQ+9vAM5e0F/9u7dy4MPPkifPn247rrr8Pl8SCkTyhJrmkZzczOPPPRPAAaVX0RWfj/LAN/cL64W1o+MHXKuTZ2NHY4/Jx5X5o4Fi5qSlscRH6/oEXY/voqDT3/ExRdfzIgRI6xt+/fvt/IJNU1D13WK/utCos3t7PzRC0yePJkzzjij05g4Xdd59dVXWblyJYWFhdTX1+tOp/PuYDB4T9qdTkFUjvLJX/5zSEZjr6pcf8pKVqcEWQkhlAGTSza29O4/ovimWejCkXAvq4pEUXSkFGgxm5RiM7SbRvZwjKzCbcZN564yyEoNQeueHVQ/8ScWLFhASUkJW7duZcOGDZx77rksDw3g4Pol1G1fzZWzz+X999/H4/EQCoWoOVhPn4Ez6dVvMr5WY34lqFk3rhKMWjl7CSENQonblaI2w3tUS01eqdQ/QApJY+QQW1te4ujRo4wdO5asrCxUVWXv3r3U7K7DobhoihzC6XQSiUS4/PLLGT9+fNrfW9d11qxZw7vvvosi8igqGE7fiploHuN7W8qchGPRBMFYsn8kW4esmNprhjS4NDxug5w8TuPVJC8Ab4y4yh9v4dlnn2XkyJGce+65HcrxSCn56KOPePXVV7nuuuvYOMuN9ssVbN68mUGDBjFr1qy0ZZV37drF3/72NwCKi4tNwvrftra2H6b9AU4xDBzllz97fnhGY68btPqUJauTPoJdCKH4/f5/tJYPHNHrxnOIao4EW5RD1WIaU4wQYiRlklcq6EHjtJUYd4go7H3mQQDepoxhG9fy+uuvM3r0aP70pz/Rq5eRJHrHLTeQnZ3N0KFDrbnWr1/PP//5T0qy68B5qZE47HWgxKQr3euMV14Ao2SLz2uUezETnZ2OeEyWy2UY34Uw1psnGtXiOYHoIBTao03salzF3qaNjBs/lgsuuMCy5UQiEX76058CMGPaDCZO/AJ+vz+jxGFFUZg0aRJjx47lrbfe4oMPXkV1uCkuGonT6cPdoOJugOY+Co5223m1xFJ5+sRLTwVDztgpGucajsYqPjgjRGMPlj03+Blz6dVsWbCYcDjMRRddlEBYQghGjx6Ny+XiySefxLurH/3unM64rKnov1rLs88+y/z581P2UywvL2f48OF88sknnH/++axbt06pra39D7/fr7W2tv5vlz/GKQAjgv3UVvEywUl9hkIIZdCsfrWFc4bP633TTHQ9VjJFGB4op0OzmXgMT6Ci6JZr3YQuhRWuEI2oOOsdOOsdVuQ2AvInnEnfS7+IroV55ZVXuPHGG61AxtraWr70pS+lfHqbxHW0pS9RnyOeENzxZNADsfQTh5IU3CmQZs6fac/yeqz9UFVwuwzbViz5tyFYwzt7/8qepvWMnzCOc889N4FEzTpSTqeTsWPHkpubm3GFAxNOp5Ozzz6bs846C6d7B8s//DnV+9/HfSSEpy6Cu0niP2AsjnZwtIN0SJRaN0ptYpW+YNhBMOywBdcrhDUHYc1hpOzk+BnxwBw2HdrOxo0bUx7P0KFDufPOOxktStlyxxPsf34drh9MJRqN8vvf/z7lPmY4xEUXXcTixYsZOXIkoVDIk5ub+x9+v/9/uvWDnKSQCDSZ2XIq46SVrIQQytBLypucRVn+kvln0RBT3RSLlCSKkJZ9ym630vTEPyWqxcIUQgZBuGNCjNU8QUDepBk4dAfhxnqCwSCFhYUEAgGGDx/OhRdemLb+krne6Q4kWPM1t4oa0oySwm5D0pKqQGa5jRSccBSZZewr2iOggMzyGdti9i3d5aSm+RNynSW4HX7aIo1kOQoRQmFL+8tcffXVfPLJJ6xZs4Y1a9bQv39//u3f/g2Ajz76CI8zm/yiwDE1tzDhdrs599xzAVi3bh0vv/wyO6peZvqsH+M/YPyADYOduBtiv2WswGCoWEOrN87PVxIvpx6JPXDUmFPA44gQ0Yx13iw3o/7zAl67axH9+/cnNzfX2i8cDrNz505KSko466yzGDduHC+88ALNm96hsrKSd955J+05CCGYOnUqOTk5LFq0iDPOOIMPPvjAX1hY+B2/38/nQcI61Y3nmeCkJCshhDLygt61oijLnzP/AkJRl6XWmdHSlrqXxrCeCjIWWxVpOIpQVUK1Rzi4ZBGhw7XIiFHh85prrmEHRh7cFVdcwbx587o83n79+hEONhrF6nwOHG2GXUbz2NRBl4rQdFsEuRMlFtogvU5C0RZqD23gUNM22qIHqcw+iyPtezjYspUin1FW+VBrFRMnTqSyspKGhQ18/PHHzJs3jx//+McUFhZy8cUXc/ToUV544QVqamroXzCDbQeWsGPHjgSp61gxbtw4iouL+etf/8q29fcydOp30B2CrD3GOTZUqjhjYViaK264b4tJibkFHTvJm+QF4NQ1/JW9qLh1Avc/+RBfuGSeJd02NjaycOFCwAhfGDJkCAMHDmTJkiWcc845BAIB9u7dawWcpoKpIi9evJhevXpx+PDhrKKiom+f6oQlJad83l8mOOnISgihVE4p3qj2Ligqv2UGzRGd1rASsy8npnmYSGWbsjvUzGh1ERXISJRdv/1fnPmFONpbufSSS6isrKSuro6//vWvLFy40PI0ZQrjBjloqJW6RHerKGHjGHW3ihLSQBp2HWHzDOguB0o4Slhr550NvwGMjsihuhARPcTBlq0AjMo5j4+Ovg7A6tWrWb16Nb169cLtdvPmm28CMHjwYEpKSti8eTO7d+9mwNBLqdn/DlOnTqWyMrMYnExQVlbGZZddxuLFi8nZ/QG9+k1GKCrhLIXAfuOcGwcoOGPCVFtFBGIPCfPUA+6w5Qgx4VQ0S8KquHoMziw3jz+wEF9pNhcOP5vKykquvvpqXn31VRRF4f3337f2feONN7jkkktYtGgRt912W6fq7rBhwygoKOCJJ57A4XDQ2tqaXVRU9B2XyzU8HA5f31O/06cJiSAi1a4HnuI4qchKCKEMv6Cs1tk7v2jCV8exr81FSHPgUHTCmpogRXU+j/Fq3hBm0jK6QGtpx+PxoIba+dLNN1NUZLizysrK+P73v084HO5WcwOAkSNHcv/99/PlL49g2y6jVZfuVKwod92tGh5CEUt7EQI9GiESbcftykJobiZNmsTBgwepqakhEAgwY04l6geHyW8Yj0v1MCH/UnY3ryNYsJ/du3fjdDqpqamhrq4OgLPPPts4VylxOBzs3PIikydPZtKkSeip4rWOAyNHjuTdd9+l6qPnObD7AwaPn0dA6YNUBcFcBf8BSThb0DQmbBUuKSpptPYXQuJQNRQhO5CW2xElrKsUzxpBv1kD2f/WDl584jXkB68yc8QZjBw5koaGBg4dOpSw3/vvv09DQwMbNmzosvlscXExN910E3//+985cuQIUsqsSCRyncPhKIxGo7N65Ef6lHHawP4pQgihjLmiXzCrT6BowlfHUdueQ2vEZXmPVMWoJ64KHQWJ0qGOgqESdkpoAhy52fh8Ps477zyLqKz9FaXbRAVQWlrKiBEjrBvIrNhplRmWBmHFO83AzgNvs2zNr1m/+e/IYDvNtYVWHlxFRQUPPfQQmzdvxj2shhHXOgmcUUtT5Ah+vx+Xy0VhYSHXXHONdQy7du3i8OHDPPXUU9x4440MOftWVq5cyb333suvfvWrbp9TZ3C73Vx33XVMmTIFv0dj68q/crTqbxDVcbVIXC2SlnKJ1AVSF/TpU4fbGcXl0PC7wjiEjkPoqEK3ysyYMP9DRUh0xUnp+UM55+F5jLpzOqsbNrFqw2oKCgq46qqryM7OxuFw4Pf78fuNLhYjR47M6Bzy8vK45ZZbyMnJoa6ujpKSEjRNO9/hcCzt0R/rU4BEWE6krpZTGSeNZDX60n6bnDle54gFU2iL9XVyq1E0XSGqKSnJKRlW8rKe+k+Ruk7L+ysJhUIJxtueQFlZGXv37iVQNM1IxUklzEhJc+gwVTteprXtMF+943aWL1/Oik1/ZXT5XJxOJy+88II1XFVV1qxZw/bt29m7dy+KotC2P5twOMy6devYtWsXmqZx1VVX0dbWRk1NDQCrNwqK+g7hUJ+ReLQ6Zs2axfvvv8+hQ4cQQjB8+HAqKyu7Vb8rGaWlpei6zocffgjApk2bOK/X64TEhQA4Gx2Yl1c0pt6ZeYJgU+lFaqlPIe48UYRC4cR+FE40yqDoUjDqrUI8Hg8vv/wyR48epbXVsIc1NTVl/MDx+/3cfffdLFmyhPfee48zzjiD5cuXn+1wOB6ORqP/1p3f47NGT0lWQoi+GN2Xe2FcxfdLKf8ghBgD/AUIALuB+Wb37Fg7rlsADbhTSvlajxxMEk4Kycrr9d7Y2qoNHf3VKVZ8jUvVcKlaB/tUKqRLYE4ucd689H3qH3+WOXPmdKuzciZwOBwcOnSI+oObaQ83Ih3CsE+Z3y8lO3e9wUef/JVJUwby7e98jcLCQmbMmEFxrxxyy/dT6hsFGE/9nJwcnE4nc+bMYf/eAziFm+zsbPLz8+nTpw85OTmEQiFGjBjB8uXL+fDDD1mxYgUzZ84kr8CwUVVOv4Hy8nKWLFlCY2Mj/fv3p4H+PP/im7z66qtWeMOxoqysjLvuugswPG5r1qxBqoLmvg68hyG7SpA7qJ6wptJU3cD2Bz6g/XALOiJBgnIouvUa1RUr/gqwPL7RJHVx9blHOHpbPlOevp6x/z2L/NGl5OfnH1MxP9PbuXz5ckoG+NA07UuKopx/HD/NpwoJ6FLJaMkAUeBbUsphwFTgDiHEcOAB4LtSylEYjU+/AxDbdh0wArgI+HOsM06P4zOXrFRVHVc0NOfRC348hbAiCGkOorpKUHPQHDYkLLux3B7crMRW6jHLyOUrjaDA5ybEvHFJF/iMoGQxkJWV1ePnUVpayqpVq9i3531ammvo26cYr9eL1IaTm1uBx53D0YZdXH755fTu3ZuXX36ZjRs3ommaZWcaVjiX4YXnIiMR9EgIxacyYEAR43Iu4OPmdxBCsHPnTvx+PzNnzqSpqYmqqip8Ph8FBQW0tbXRvLeMguIoelDiUgSRwivpX6YgFTgsoXQw5PcZRcO2p/jb3/7GjTfeeEyqr4m8vDzuuOMOfD4fv/39vQB464wHTM3sCNQFUBw6gT8u4ui2bdQ/twrPwAIqv34O2UN64TBrYtkeNi5bXSwTJmklq/mKU6XPBUMomzWYuv9Yw4MPPsgPf/jDbp2DEMJyGoSPukG0IYR8QwhRKqWs7dZknwlEj5U1llLWADWx981CiM1AGTAEeDc27A3gNeB/gDnAwlhVi11CiCqMHoI93uT0MyUrIURR8aCc1bP/bxr4vIQiDoJaLJ4qJpJEY4Z1PcWfYRLX5R8aJPXi5BANK7YTvmMlY8aMYeP5/XH3idulzAjn/fv3Z9xoM1P06dOHr371qwDs2bOHUCjE448/Dmzi3HPPRUbPIRRu4plnnsHlchEOhxk9ejQzZszgnnvuYefOnTR6n8GhOGkNH6UlcoTRgXN4+dc+jkT2cM0X5hIOh3n77bfJzs7m7bffpri4mPLycoLBoFUPKhTtGB6QAAkedw7ukbfStP6f/P3vf2f+/PkZ1Z1Ph6KiIsLhMEJGiXqMP6V2hoQW4/K6YEMVj+3cyYwZM5g4cSLr16/no5+8Td5j1wDxzAOrKKLtv3bE1MRoRDc6mblSO1qEEHjvqIAVK5AyscN0Jhg/fjxr165l/36jMIMuoXxMzj4hhP9kLy8joTvewEIhxGrb5/ullPenGiiEKAfGAR8CHwOXAy9g9Aw0Y0TKgBW23fbF1vU4PjOyEkI4iwfmbjzjG6MVb588wnrHQ1Fs6p0C1pM1laHwpSkho4KCYpDFnj17YDEMHz6cwtxcFEXhnVhRPZ/Px8GDB2lqaqKuro533nmHsrIyrrvuum61h0oHs6PLd7/7Xf72t7/x1ltvMWLEQebPn0tTUxM7d+5kzZo1HD16lPz8fH74wx+yefNmnnrqKaSUuFwunE4nbXoLG9uWUuzsz2OPPYbH4yEv2IuDh+pw4KGkpIRdu3YxePBgGhoaYuELGoMGHWXT0iykW0UNRpGqguZW0TwK0iHQnAIhBBVjr4Ca53nwwQe56aab0ubXZYLq6mpUXx5RryDiF+RsgVAeFL/1PC/t2oXX62X69OkoisKUKVNYsmwpg5vaceXGK4Amk5BHNSTksW8Ws2jRItauXcuAa8eSM6SYsvMHW+PN68HfJxdXnpe6urpOOxOlghCCL3zhC/zqV7+ycii9OQ518JTCNUKIUSdzAT8pRaYqHsCRTHIDhRAB4FngG1LKJiHEzcA9QojvA4sA04aQ6qlwQn6rz8xmNXBar1VDLu/fq9+0xBZCOoK2qNOwaySdczpP30tTjAefEJA7ZRA333wzo0ePBgyD69q1a9m8eTPFxcUsWLAAgEceeYTHH3+cV199lfb2do4cOXJcBudU8Hg8jBs3DjAM0Lt372bEiBHs3r0bMEjTDCsYNmyYRRbl5eWcf/75VLWtQlEUZl4xGafTSb9+/fCLLEK0oaCwY8cODh48yHvvvceBAwdYtWoVq1ev5ne/+x1NbTUdjsfVGMHRouFo01E0jFSfPldRWFjIjh07jtmGVVdXxwsvvEDfqVeABGerxNkqactpZdmyZeTn51NSUmJJO4piJHELJTGfM/m9iY2zDlodiXY+uZ7Nv3yXXU+ts7Y7FN2wezkUKuaO4ol3nsnIdiWlpKGhATAi5D/66COGDh1KJBJh/PjxzPnuEHJ6u0Z4vd67j+mH+RTRkw0jhBBODKJ6XEr5HICUcouU8gIp5QTgH4DZCWQfcSkLoA9woMdOzIbPRLIac0m/B9x5zjHjbxyCJhXaNSdR3ah5BIlqgPX0JHXwZyr069ePvn37UlRURE1NDcHRxQQP1HNw70Eee+wxioqKqKio4JNPPmHy5MmMHz+e5cuXW91qehKTJ09m4sSJ1NbWsnDhQvr372/FRm3atIloNMr11xuxiKb96N5772XOnDkcPXqUcDhM79690XWdbdu20bdvX2aNPp/ly5dz661f4ec//zlXXnklAwcO5Le//S21tYaJReZtRGkuQrocCFUgwhrSlVpVaHdU8MILLxiE07cvl112GcXFxRmf4/79+ykrK+P6M8pYvAeQcGSijoKHwMzpVK/7iMbGRnw+H1OnTjW8lu0aLo8Sl5yTSMqlaEbOYMymNfInZ7LiG68wcuRIzjrrLP70pz+x+c8fMG3aNAYMGMD+CyJkV+Qz+IsTCR1p4f6XHua2S/4Nt9udfLgWfvaznxGJRCgclEOwMYzTJQgfFVx99dUsW7aMh/9NcterIzmyZ81vHA7H2mg0+nbGP8qnCCO1vWdsVsJ4ojwIbJZS/ta2vlhKeUgY/eH+G8MzCIaU9YQQ4rdAb2AQsJITgE+9REzvobkXKh711Sv/cg643IR0BxGpWLaqoOYkqDlojxifTQLTdMUiq0ziRczTMp8m2775MMGqg2iaxs0338zGy/M4/NoGvEv3sWXLFsrKyigpKeHyyy/v6VO28NJLL7Fnzx4OHjzIbbfdxsGDB8nNzU0gyLq6Oh544AG+8Y1vEA6H+dOf/oQWq9cuhODCCy+ksbERIQTnnHMOzc3NVveXX/7yl1RWVjJ06FDeeustfHp/SvJHkpdTbkg1UiJVFelS0V0KUa9K1KsgpWR8aTV/+tOfAEPKmzVrFvn5+RmdV0NDA/fddx+VX/oR4WIHkaxYjqbPIJrCwDZqv/cyiqJw4MABevfuzdlnn03drbkp50swtqtxY3vtsl2s+b+3ufCsC6wGtaqqsmXLFlpbWwkMLyC7sgAtFEEPRsmr8XLllVemPe4nn3ySzZs3M+rKcvqMLWTSlaVs+pGLRYsW0bdvX/bs2cPQ84r4+LUaXD6HDLdFK07Grjm9R+TJWxaendHYn4z+Z6clYoQQM4D3gI+IB+D8JwYJ3RH7/BzwPVM1FkL8F3AzhifxG1LKV47hNLrEp0pWQoiy4kHZ++bccyb+XgGiukpIdxDSHbRFXYRjeWJhXaU94kQISURXrUhn07uXiqxSeQsBorqCQ9Gp/ecqfG/vJS8vD/n9M3HYMjJmvKmwImaYNd3YJwKapvHKK6+wceNGBgwYwLx581KqnosWLSISiTB3rmHjeumll6ioqCAvL48VK1aQl5fHunXruPvuuxOSlO2G5ba2Nn75y1+SlZXF4MGD8TZNwhsoAocjgawANI9Ce45g07O/4PILz+btt9/m8OHD/OAHP8jYUP3//t//I2vGtfhLy6167QXTay3JKcsVIljXSuhQC0UjClP+h8nrTKnKoeiWSaBu00E2P7Sa2hV7AZg/fz719fWGdLV/Pzt37qStrQ2Xy8X27dv57ne/m1Bg0I729naeeuop9JJWSoblMWhKHs/dvYF2e1PaGHx5TiItHIlEIv2llG0Z/SifEkpH5Mmb/3FORmN/Nub5U7ae1admsxJCiN6Dc1fO+o/RZJf60aWgXTdsU9EUunQ69SAVkvnW/tmM4el95URy/3Al/GgmqiPxplh2vo7f76e6utrqPnwiEAwGqaqqslJlfv7zn3P//ffzxz/+kXvvvZdly5ZRX19PfX09mzdv5s033+Qvf/kLVVVVDB8+nL59+7J//3769euHEIK9e/dadcbBkLzMh4/P5+P73/8+t99+O7qus77mMapbnyQqoiAlSkjD2RJFaNLat9+0ubz++us4nU58Pl+HlJZ00DSNhoYGrqhw0VwuCfaPEBoU60YtBTmuIAoST4GfnGFGb0bzfzXtTea6hAj2GHnZY6wKRpQw4zeXMOF7MwFYuHAh+/fv5+GHHyY3N5e5c+cyd+5cotEoUko2b96c9ri9Xi/z589nWO54HFsLWPT99bS3t1sxeD9616hVD9B2NEJWL2eh1+v9W0Y/yqcIMzcwk+VUxqdms8rO832197i83kUTyojoXSdemhezefMZ9mAdXQpUW/XP5HIwcfXPZqC3x2ZZZWQU1BiRgVFR4OOPP+aTTz5hzJgxx3OqaeH1ehk+fDirVq2ioKCA4uJiqwV9S0sL69evZ+XKlTQ1NTFt2jRWrlxJRUUFNTU1RsBlTHKqqKjg8ssv58MPP+T5558nPz+f8vJysrOzWbJkCWeeeSbTp0/H4/Hg8/mYM2cOmqbx7LPPsq36VYYNjKu6alhHDesI3YnoPZicud9nrLqZJ598MmPv4BtvvEG/fv14RfTGdATJsEqhNx5GEdWNLARHitQau23KPh4MaculapZNxiGMayC7PM/6TcvKyqipqTFa3mMQ9XXXXcevfvUrFr2+mLy8PMrKUnvTHQ4H48eP59ChQ1xwwQUAtLa28qtf/Yr/u3g5//nqdFSPSn2jSrg5yP1f+OBqIcQ0KWWPxxEdD/4VSsR8KmcohOjlyVV/N/3O0R22tWvdKwjXGcwLOtnYGElSH3WL6GIlkJEsOyfI0KFD2bt3b48dTzIUReGCCy7g29/+NjNnzrQ8cHPnzuXcc89F0zTGjh3LnXfeydSpU8nPz2f37t24XC6qqqqYPHkyPp+P3//+9+Tk5DBz5kxycnLIyclh/fr11NbWcvHFF3PgwAGeeeaZhO9WVZWhQ4dysG4dsrEZoenxVmFJCIVCFBQUZNRYdNeuXXzyySe4zvpi/LvqHYyq3Jug1nkcUVyx5GUTLkVDQeJSNCtf0IyrsktbZlS7+fBRhGTC9ko8Hg/XX3897777Ll6vl6VLl7J6tRFCpGka4XCYwVcOZXm4c3vvwoULeeCBB3j++edZu3atlUsZbIny+8s/wuVzUNxLpXRQgOKBPrxe7zNCiPSW+08ZRomYz3/xvU+FrPKKsp6/8NvDnC5/rKGmVNBtP15YSxTw0uUBdtUTEDoSlfk5oitIGa/Dbm23/YH7prqtTisnEm63m4EDB3Lrrbdy1113UVZWxsSJEznvvPNYvXo1L774olG+1+slHA5TV1fH6NGjycrKoqGhAb/fz5IlSzhw4AADBw7khhtu4IwzziAQCBBumMakSZOoqqri+eeft1zzYHgfvV4v++rX0dC8FxlTB82f23PUIIgNwf7U1tZaAZKdoampibKyMhxeP4520AoieCqb2FlvGK7sqpw9vcaMUncoGorQE5LQ7YRlJuAqQhKNXTcAe+Y2U1lZyf79+1mwYAHRaJTKykpef/11fvjDH/L222+jaRrFo4s4uLZjGIcd+fn5jBkzhn379rFjxw5mzpzJ/228kGv/bxT19fW88ecd1tiy4TkEg8Hefr//513+OJ8i/hUSmU84Wblcrmv7TcqZ0v/M3kSkSlRXiWQQ75FcQSEdUdlbb9khpUgbV2JWDlWV+JMcoOS9lg6VGE4kevfubXnyVFVl5MiR3HLLLZxxxhlWI1CAiRMnMmHCBAC+853vcM455+DxePjwww+tcigff/wxAwcajS6dTieqqrJv3z7uu+8+Dhwwwl6uu+46rrrqKrwlh6mqeZajoX8y7bwwUiZKWK5AHjlnX8xjr77Z5TkMHDiQvXv30nxoF629wVnjovWol9ajXotcTJXOLh3pCBy2tBqDsHRrnZ2wEuxXtv+0+Ct9effdd9m5cydz587l448/tuLatm41aoF98PPlHPnoEMFgvC58MmbOnMmWLVuoq6tj06ZNjBs3DkUVjL+8jLzeHl7/4w60mBQ6YHI+Ukr8fv8XVVU9MfaCbsKoutBjuYEnLU7o0Qsh8vNLXY+c993RaSm9O9UUrH2ETJngnDxXZwRnj9kyy5Q0NDQcVwngnkBBQQGVlZVMmjSJ0tJSLrvsMi699FKroJzf76eoqIgdO3YwZswYSkoMg3Xfvn05cuQIQpe8t2Q3/fr1IxgMcvbZZ7Ns2TLAMKKXl5dzxRVXsGDBApqamvjJT37C/ppHcbRp6CpEPYKoR5AzZjLRliZeeOGFTm/0QCDA2WefzZG17+CN2eOdNS4GlRvxXqZka0pWYPxPhu0pMWE5bnQ31EVX7NVUCXUpLJuVLgW9JpUx7Tdns2LFCtasWUNBQQEjRozg7rvv5siRI+Tm5nLXLXdSVlbG4sWL055DVlYWlZWVTPuiYVj/wx/+wN7NhoQ99wdG15in/nMjDqIMnZ6PN9vB7Nmz871e71NCiM88v9ZIt1EyWk5lnNCjz80PPDr77nKPL9fVwaAeSpFeA3EDuKkmONXEjr6ZVGGAjqVHTCIzJTGH2jFZtl+/fqxZs4aWlpYO2z4LeL1eS6Kyo3///lx33XX07duXYDDIxx9/zLZt26wuPEV5g1EUhcsuu4zDhw9TUFBg7VtfX89LL73Eli1bmD9/PjfffDP19fUdvsPX5KLXT+5ie5aDxx57rNMCfkVFRWS119HSX6J5JdG+BrmZtqawrXRxVCoJErNJWPFyMKaqqOFQNFxKrKuyTXU0Phvvi8b04sxHzmHd1vU0NTURDofJyclhwIABRCIRVFXl0KFDnHNO5659TdPI7+vnG6+chy/PyR+vXs6Hz+2jsL8Pl8vF+pdq2bOxEW+2k/GXl7F582bGjx9f5vP5/qvTiT8VnNySlRBiYwbLkq7mOWFH73A4ZpePds8eOquPUWQtZYGnpIPJwCZlH2MSV7IqaBlik17NceZ+TkVLkL7Gjh3LwIEDee6557o8js8aeXl5PPPMM/ziF7/gvffeY/78+dRsq0SqCjm5FZSX3UxN7QjWrdvIlClTrP22bNnCgQMHePvtt1myxKjP7vQNRHcpSFUQCUDDMJ2GYTqK103+F+dyxCf48+4P0x7L0aNHcbvdfLEhbu+r2lecYCcJ66oR82aTjMwuzWHdQVg3qm2YhRVN6QvApURxKdEEtRHikpYn18MZ/zWdyvmVDBw4kJpLqzh/4TTmL72CA+dtRao61dXVPPnkk7z88stUVVVZgbYm9u3bR+WZJeT08XPF/44F4Ln/+Zg9n7Tg9/vp168flWOzcAqNC28v55OqdQwePNjv8Xi+LoQYfFx/Zg9AR2S0fEZQgcs6WS4HurS/nBCyEkJkZee6H736R4MVe1ChKiRK7AJUhURNkxOWHG/TZQVQbESUNM78nExU9jgfc34hBJFIJEESORmhaRrPPPMMmqYxbNgwFixYkOCab2zeR+3B9eza+QaaFk5Izh48eDBNTU3079+f6upqo3pDWeqGp6JFxZ0TodedV9Pwyoe88cYbKePQBg8eTHt7O++++y43NTYjdYUBZYet7abdqiXiIqg5CGqODrF1bVFDzU1OaHcpmrUAlsQF8TAGgD4z+jHm5jFUX2IEmItY7qEnx835P5vBqj0fUFlZSVZWFkuWLOGxxx5LyIXMy8vjwINGOMTgs0r44hcN7+Y/vrmeO+64w/qsopOXr3DNfw/m6aef5qKLLirw+/1PxdJQPhOcAt7Ar0gpqztZdgNf7WqSE/IDBwKB3825q7Qwp9hjBKPpKiHpRKFj7SIAj5pZIKY7loWfThU0CSneSzB5u57wmnwc786oZ926dV2qDJ81Vq9ebVU7raqq4qmnnjJUVykZM/UoG7c+jHBuJj+/ienTpyc0/ywsLOTLX/4yqqpSX1/P/PnzySkw0n0aKhV0J+g+DaU4iFJsqHPOkjz6/vTLbNCO8pe//KVDeIfP52PevHmsWLHCClLdsbfEkqDsHWxaIq54DqgU1Ae91AeNEImmiBtdCiv1KtmLlRziYIWqSGE9BI3Phspj/r8VM/tw9UMX0P+HWYz4VRFXLTqTrKwsnnzySYt8zzvvPF566SWqf5OPjmDgd47ypYemMXbsWFRV5Sc/+QlL7t9lfcf42cWMGDGCLVu2MHz48AEej6fLm+1E4mRWA4G0MTBCiF8ASCmXdTVJjx+9EKJvToFy3bir+hKRsc7HQlpE1VNIJp6O2+OSlEPVO+znTFHgbdRigc/nO67aTicKmqaxbNkynn/+eZYtW0ZWVhaXXHIJ3/zmNwkGg/zud7+jNVhHTU0NDocDIQQbN27k/fff5/nnn7cCJnVdJxqNctlll3HBBRfwz8VvoUmNYG6aIF1hLM6CAL2/cy3nnXce//jHP9i5c2fCsLy8PIqLi9m+fTsyIvBmBaltjAeVatLI7TQdG0HNwdGgN/45ajQ7bYq4Y9udtGku2jSDaJNtWibiBnzD02yHuY+aXL1DVTjvocF4PB4j3UbXKS8vZ+7cuTz77LPoTxlOvopJhVz/eC/Lhrn4dzup299uHcfVv4O1a9cyY8aMLIfD8V9CiGOvYngcOAVqsP9JCHGJfYUQQhFCPAJk7FHtcbIKBAK/mnt7hd8Ru26UZEN3CnXOXOdRI4YXKBY86FGj1ufOYBJQcoqOXYKyk5ppfLcfy4x3cvnggw8s9//JhqVLl1JVVUWfPn0YN24c+/fvp7m5mWeffZbq6mo0TWP5hnuo2lXCgMqraHcPZ8iFX2PsNT8kNzeX3/3ud9TX19Pa2so999zDD3/4Q6tCaOORKgCy9kja+mk4Aoa0oaodHwTrrx1B/nev5bHnn+HFF19k4cKF3HPPPbzzzjsUFBSwadOmhPEmYWm6YklY7REnzWG3JWFJKQhGnTSFjONpirgJag7CsdrtbZqLsO6IJbk7rWvKHgZht8dEpGKN0aVRRVMjLn05Y+VkZj0yjPb2djZs2ABAZWWlJa06lXgaUyAQsHIsfzXnIxoPhQi2Rvndl4zO0dnZ2UyaNCnH4/F8vbv/a09AgmX/62r5jHAB8BshxFyAGKkvApwYNquM0KNHL4Qoz8p1zh5/pRcVvVtEZR+bKpzBleQVTIbp3TO9h8k9BlN1UbEjEomwatUqzj//5Cq93dLSwuOPP84HK1aRVXkFDe6zaXSMZ8SIESxatIhAIMC0adMoLy9nzJgxuN05FBYNo7j/RAJF/XF6szjvvPMYOHAg9z26kKfXHLC6Nv/jH/+gtamGUJagrcRYOiD2M9lDPXwjyin/3VfZUR7gyFlD8dx9DatFM/X19UyePBmAtnovJdnNlGQbXU/NVKmQ5iCkOazsgahUaA27rNi3ppAnpgoaUnlYU2mLOmmKuC2pC+LhDY6ka8yUrswEebvqY3qkTduN6lSoqKiwyuqA0aartdIgLzthNTc3M2XKFCZNmsSjXz7Cpnfr2bellcGDB5sdn70Oh+NbQojPRCw/mdXAmE3qfOB/hRALgCXANinlfCllxsm4PRojEggEfvOl/yrINsqRJG7rWK8oal1YBlFlnmTpVqOENIfRGFNXLWJyqhqaruCIvdpVPvPJmxzSUP30WobuzcE5YQIej4dPu2ROZ2hqauKRRx5h+PDhZA2+FrcvFzRJILeMSO58Rver55N3HybUWke/fv1w5M+if1kV7e3tbN26lf79++P1ennllb1ceumlLN7SwpHNy/nHil3k5+dTX1/PjBkzaC8bilmqLmu7SvMIJ85AGCkFIkXQrdQFak42BfPOQ4/lZnoG9UXqgiVRxZBzhKS6poD+pXUoGNHnqqLHSUpTLIIyEdUUXI74wyioOSzVxawaCtAWdZPlDKIK4/+3G9ohHg6hCN2ILdLjoQ4RqeIWUTQpyH5+COvXv8INN9xg7VtSUsLHr61g6nX948cVs8NVVFTQr18/fvazn7HtbsmoUaO46qqrACMrYcqUKTnLly+/G/hpxn9yT+Akj04XQpgenH/H6JzzBvCYuV5KuTaTeXqMrIQQlQMqcy6ccL6fNhnrCSd1VIxefxGpoqLHvXNIooBXDRPSHXjUCEHNiUeNENYcuBSNqFTwqFHrKQtx0nOrUSKaijM2LpkMnapmubZNmETlim1r2nqQ7X9+l+0YT86TyV4VjUZ56qmnCBRPgMILcDsTL0bV4cKbXYzD5aF3cQVXXXUVf/7L31mz9CB5eXmMHj2a/fv309DQYLV8L552FQNnf5nzs2s4fPgwBw8epLS0lNUBBSUC4U7yllVbYKYdiiItwgJQHDp61LBP9SmtJyqVxP9A0QlHHQlNQCDRGdIWcXVQ29uiTnyOCC0RF4WeViK68d+bDyy7hB6P3VIswlJiUfpum7T02muvUVJSYgXWAkyYMIHlD7zF3o0NlI82AoSdTid+v59Dhw7Rq1cvvvCFL7Bw4cIOXbunTJniWbly5Z1CiD9IKT+1YL2eLL53gvAb2/uNQIltnQQyqsvUY2QVCAR+d8v38vxt0kNIOgnqiQnK9jgrlY6qn/FZJiSrWjlrapSwphqvekcJzKloaNJI5VBi5AWkJSpz/qynjZDrCRMm0N7ezvjx43u8tPGx4s033yQQCFAwxFBLHaHYuUiQCqiaBJfC6PPvRncJ3jsgKaicyAjnIerr6ykrK0vwao4bN47HHnsM74HVvJudzezZsykvLwdgdT2xlJvYuQcVIkEPzsIgUhc4HImqt1Ck5bSIRFRUVaLZpCTFoZObk1jyySF0Qkk5oELEq2OYxBXRVENljNmrnKrx35qEVehpoy3qwucIJxAWxNW7ZMJKNh3oUtD6Jz8bN27k619PNDOpqspZky7ghW+t5msvj0R1Kui6Tnt7u5XdMGjQIP7nf/6nw3/mcrmYNm1azrJly74D/KDDgBOIk1myklL2iHu9R+5MIcTQgkL3mRPPduMSWsfa6bbP8fCFRKJKjo9Kh+Q2TZYKaI9uTp5bSSQqE2+9vRSA/F9Pp62tLW2Rtk8bDQ0NrF67kcDAa+lO+E7v4edwySWXUFBQwOHDhxO2lZaW8sUvfpGRI0eyZs0awuEwL+7O4sXdWQyp+YDahb/giughHJ2UlcvyhsjxBQl4O9Y3V1WdvNxWsrPbyc42PGZtYZfVmchUA8H4P+w9HZOlArPQol1a1qSCzxE3b7RFXQlSUjLMXEPzOotKNWH8iy++yOzZs1NK0uPGjSM7O5s/Xr8CLarT0tKCz+fLqArFpEmT3KqqLhBCHHv3jW5CcnInMtvUwOMa0yNkFQgEfn/3/3pzQrhQYm3BwXQzxz+bhOJ3GBe7NxZfZb76VSNIz4y7StU/zr7eHevwm8pwn5yeY5eozEX1OCg9fwitu+vZuXOn1WTis8bmzZvJ7z0SlyeA0CRKWDe6PAMIkIpAKknVJZwCPaYq9u/fn127diVPS0lJCSNGjKCkpIR9+/ZZ61evXo3D4eCZZ55BahpZVSpqu4K+14euC3yeMD5PYjMJjytCtjdIQXYruYF2cgOJ1TV1KfC5wh1uELvdCrCi1U1ImegM0XQFtxq1YuwMdTCMzxG29rfmjgUaJz/4NClwKVGrAJ0iJD6fz2o5nwwhBNdeey2ywc/HvyikpaXFSjjvCk6nkxkzZuT6fL7vZbRDD0AirNSmrpbPCA8LIfKEEPnpFoy6753iuI9eCDGyrK9zxqQzE9W+dBHncdtC0muSNGYSlvXqSP0UtUtLybFXpmfQKo+bJHGd9fQtDP/2eUxYm2e1wDoZsGvXLgb0UlDajq3bjM/nS5nvZ2Lo0KFs2rQJKSVS19i/fz/z588HYP9rC0FLHbumxUq1OBU9ZTiJKiQBd8haTOix+Cp7aep01ZKFIKF8tVPRiGjxctc+R4S2qPE/mfmlyYRnHosJp9A7xGCVlZXx8ssvp/2dhBCcffbZvPrqqwSDwW5dGxMmTHA5HI5bhBC5Ge90nDjJ021ygDVdLF16BY+brAKBwB++9X2vPyidHTxtELdPBRxB27p4yo19jHVQSeEMlqRlu0ESk1rjpXGdSTdR8k1lv6g9fgdur8r7xUbjgc6SdT9NTJo0ierqavZULcXO+VIYixmoKVXQXbFCgk6jH6Cu67z++uvMnDkz7fwjR45k+/bt7H3ll6hbnqGkpIRAIMC8efMINx+l5u1/xiu0Bh3UHcqmPeSkPZS6UKKq6LgcUVwpHij2QFD7+GSnqxCJBJasBkZiNkvT2dKVGghxScseOGruM/XeEiZMmMDChQtpbU3dGHbIkCE0NjbicrnSjkkFh8PBWWedlev3+/87452OB7Ln1EAhRF8hxFIhxGYhxCYhxF2x9WOFECuEEOuFEKuFEJNt+3xPCFElhNgqhLiww+FJWS6lHCClrOhkmZy8XzKOi6yEEKUlpWLq6GmuDoST8CUpSMyEL0ZE5kXk7SL1xk4+yZJS/Ps6ls+1u77tSbKh+jaq/raKK6644qSRrAYNGsSECRMIB7tfCDAajdLa2tohUdeOvLw8vvnNbzJixAhqa2utVmAul4s7b5yHo3Y7FS+/jLOp48Xd1O6modWbMvTAhElQySSVLF0lbou/t6uBEV3FqWoJD6Gg5kiZomVPgravA0PycMfCZZxCQwjB6F9kMXToUO6//34rwj8Z/fv3p2nghzQ3N9PWlnmfiLFjxzqFEDd8GiVkethmFQW+JaUcBkwF7hBCDAd+CfxISjkW+H7sM7Ft1wEjgIuAPwshTojx97jIyuv13nbVdX7L6qhiVFcwjejJgaEKEp9iqDbma2dwdWI0Tx5jj3RPLjMTT4JNjFxv+Gg/S658kJad9VYX5ZMFgUAAj3qIwb22MX1MA+dObkdIw16FBM2SqIxFqsbyypFCymbfwVtvvdVlpc+ZM2dy8803JxiZPR4PN9xwA6tXr6Z97248u1wo9U6Cu7Jpb3HT3pK6mq9JQqmIyL7e/O1TqYFSGtvtLddUJe5FDGoOfI6IZWhvj0Wz2w3pJuykZZRO7iiFCSGYcW8BY8eO5aWXXkp5XhUVFVSvawBV65an2OFwMGTIEK+iKLMz3uk40FNkJaWsMeOepJTNwGaMdvASMJ0GOcQbmc4BFkopQ1LKXUAV0KWUdCw4ZrISQgiPR3zlknlqRnSdTtWzw5SuksV70w1tkU+yqqd0VA8dlgqZOJdd4jqydh95eXkIIXjjjTcyOY1PDb169eLo0aMsXryYe++9l5UrV3ao6JkOnpwiZs6cydKlS4/pu7OysigqKqLPltXMDR9OOaa53UNzu4ejLb4OJNXZDZLuhklWA2XMPmYipDkIOMO2dm0O3GqUqK1OWmcSPICGwKvGH5JOYVwrZ555JvX19WzZsiVhvJSSLbWrGHZ2Ee6Ao9MihKkwefLkbL/f/51u7XQMkIiEh0VnC1AYU+PM5bZ08wohyoFxwIfAN4BfCSH2Ar8GTAdCGWDPbN8XW9fjOB7J6oxxE7z5gezUU2Qp7ZYNKxMpKhkmYaX1CKpaWpUweR+z6mTCZ1Wj4uJBHD16lDFjxrB69eqTKno9NzeXu+++m9tvv5358+fz8ccfc2jrQ5wzopFZY7q2n4wePZrdu3cf8znNmjWLhoYG7rnnHka/8y6zq3Yw76MGOOoitN9PqK2j/cpsRJus/qWr2GoSlJ2kdCkQQlr7aLqSEEsFhqHdo0asXMNkwuoYv2dEuLtjHsEOmPcxU+7ow6pVqxJ+L+2CZRza2UrF1EJceiChnn0mKCkpwe12DxVClHQ9+vjQDQP7ESnlRNtyf6r5hBABjBby35BSNgG3A3dLKfsCdxP33qV6+qT8w4WBG4QQ34997me3fXWFYyarrKysb8//stHhQ0txvHZvjGlQ96mh2KtBXt4YibnV1IbSOGHFtycTkV1SshOWIqTlQUzumGLCV5KFp9CPEAKHw8GRI0fSnO1ni9LSUm666SYAnn/+eY4ePYrQSVjmlDYZS29jaWhoOK70oV69ejFv3jzmz5/Pxo0beeqpp/jDH/7A0Zdfs8aE2pxEIip1jX7CmmolHtuRTF6d1SXrUFEhRlymGtgUdieELQCxdJuODzSznruZQ2j3CEZiMVf27xt1WV9aHIe5//772bdvH9u2beOVX28h0q7x8i82k5OTQ9++fTP9+SxMnjw51+v13trtHbsB2YMGdgAhhBODqB6XUpqVKG/C6MQM8DRxVW8fYP9h+hBXEZPxZ2AacH3sczPwp4wOimMkKyFEICc3esHEqcdvkE4mrHQeHrNapPE+vfHYlLbM12RDrN1zKBRBWU4vQqGQ1cH3ZIWqqsydO5fc3Fzuv/9+Dmx9m9aj+4mGOhp9w+EwL774IlOnTj3uiPzevXtz00038bWvfY0777wTufxDBr/4OuGaZvRQR3IKRh1EdIWwpqLpSsY3iJ2kkiUzMNRAnyNCU9iozBCVCm4lmnC9KEnhCnbTgxUcqqv4FCP+yyk0SxV0uFS++MAZ9O/fn4ULF/Lk0/+g+XAI1aWwcdERzj333GMKGh41apRTVdXbRKatrY8RdqdGZ0tXiB3ng8BmKeVvbZsOAKaL+VzAvFkWAdcJIdxCiAqMNvPpep9NkVLeAQSNY5ZHgYxJ5JiuZJfLdf0V17i9EgUtxRR+JR5jk6UYer5PMaUq49WjpPf62S/A9ORls1Ml2bDskc5gJLG6Ukhvo98oYeDAgezatYuWlpYO5U1ONng8HmbNmsWtt96KN1RF7YbH2fT8/7LvjV/zYnUWi3cH2LFjB4888gh5eXkdcteOF36/n2uuuYZ9+/ZR+9M/ojU2E21xghQ0N3uJRFUi0Y43dPJTPbMu2/HejvZ+ggBNYU+C19heaM+UokyoSIuQFKGnlOKdQkMVOr5cF5c+UECfCV60iOTG349j+o3ljB49mj59+nR5zKkQa8Lq5wQZnQ30aD2r6cCNwLmxMIX1QoiLgS9jlHnZAPwMuA1ASrkJeAr4BHgVuENKmU6aiMQ8hRJACFEEmRe6Oya3qtfr+tbl8zw99qTwKmHadZdVTQEMkjKD/uzrXUrUKn3rivWcC+sOowZWLLsfDNXPpUQTkpzt+5qora2ltbWV/Pz8kyYvsCsUFBRw3XXXAVBTU8Pzzz8PQNOBbfz99b8zZ84cxowZc0LOp2/fvvTt25dFixaxc/kqci7tmPYVDDtxqBpR4g8SIczgUKzPdqQiMylFQmOP5rCbvoGG+D6IDl6+ZEeOQ9GsuZ0xiToknWSr8Yh7pxIlZMtl/cLvx9FSF8blVTnjur7cc/Vyzj//fKvDUHcxZcqUggMHDnwbuOaYJsgAmUhNmc0jl5HaDgXQsXuJsc9PyazSxD3A80CxEOKnwNVAxrFo3b6ahRBDyvq6y3r1TnyCmnYru8RkN6x39TQ11UG7t6YzldCYs2MNLLs9wxib7DmMWk/qj8/bz65du5gyZQr19fWMGjWq02M8GRGJRHA4HGgugb//YAYMGEA0Gj3hxDtkyBDaVn8MgBZUkRLa21xompKQ1GzCrBOeCvY8QYiHLJixVlGpkOdpJ88TJ5iQ5uiUqOy12s2oe2ubzcbltDzQkQSVMLfUi4aguMxF2dAstm3b1vWPkgbl5eUIIc4WQqTO7zlOSAmaLjJaPivEatTvwigT839ADXCFlPLpTOfo9hXt9/vv+tICETArMNqfiKlUQqBDbJU7RmidqYImzAsuWXy326I62qU0fI64KuoQesqCfofXHcDn81kBgWPGjOnyeE42FBYWcuTIEaTUEYrCqFGjqK6uPqHfqWkaS5cuJVy9n+Yl7yEcHSX5UNhJJKrSGnIR0VXLc6cjCGsqoajaIV8tOS/QWCfIcQUt431L1I3fEbLyS004hZY2dMEptA5ltdt0V0JxPVNdTDXH0DML2LNnT1c/S1ooisLYsWN9Dodj3jFP0gVO8nQbpBF38xsp5RYp5Z+klH+UUm7uzhzdIishhHA45dXnXZRoE0vV+dgjMgtXsBNWsrE92ctoT2iFZLtV1JKqXGmi4ZMDS/f+fjNTpkxhwoQJzJ8/H7c7dcDjyQyfz0dubi5jQh8xp7SJvn37JiQp9zRqa2t54IEH4hHfSRJcOORIK11pukJ7yNnBrqVJBVWRCS3VdCnI97SR74k7EMKaSq6rzTIPJBvJIe4FBDpuiwUsm/u1aR3/b4+IX19OoaEh8GcpKbv6dAfjx4/3eb3eu45rkjSQ9JyB/QTjdSHEVcfqbOiuZDVi7AQ1z2lGTyft7qSjXc0kI49IfHWnkaqswNAEUkqUqrwppCqTiPxqIkkaLuq4OgHGBZ39kMaRI0cYPXo0gwYNYtCgQanP+BTAuHHjWL16NWAY4dva2k5InmNrayuPPvooY8aMIRqNUlpayuRDEYSipYyZMhGOqB1yCyNRFU0XRpFGkShJFXpbKfTGY8kUISn0tFLoia8L6Q68sZr99nHmZ2dSOIO92oZTxO1YbZrbkqjMfTwimrC/FtGPW63Ozc1FVdXeJ6bs8UnfMMLENzHCHkJCiCYhRLMQIuOcsm4Z2N1u98VnnOU97lwnj4gQlE6cQiMiVTxKpEOxPjDyBjUpCOmODsZxuwHeH6s2asIZe7omZ9qb0CIaL774Muecc05CT71TFWPHjmXt2rUsXboUv9/PoEGDetxmFQwGef311xk5ciQVFRXk5uZSU1NDTU0N2XoDejCEs7SQ3MvOREdFKDrhsMMiL0WNl3xJ1ZFI0wW9As0d1hd6jIKb9mJ6uc7EcA0llrBs2sSSicr8nPxw1aXAp4YJ6U4CajDhe0x4RISsQhdNTd3P00zGwIEDXWvWrJkBvH7ckyXhJIpnTgspZdbx7N+tO9Xjdc2bfq4RO2OqaOarirTkKpN8PCJMULpwiigR6cAlogRlao+KKYEFdSduESEknR0Msi4lioq0iMlrIyl3rGOvnaA6fI49wWu/v5OsrCzGjh3bndM/aeH1ernpppv429/+Rmtrq+UpPBYcOnSIPXv2cPjwYZqbm4lGo0QiEQ4cOEBFRQUXXnghNTU1BAIBzjjjDMLhMBs2bKCiooL3n3yD6KE6ihdcQbJDSdcUi7DsCGsqvbM7EoFJUiYUoZPtSEx3MaPSAXQUo4muzTaVTFpGrmqs0kfaJHizc04c5WOy+cfe9UQikWP2CAIMGTIkZ+vWrVdzQsjqM5eauoQQ4qxU66WU72ayf8ZkJYRwFRYFBvbpd3ySiClNOYVGSCrW52S4RYQ2adjGfGqENi25XpZxUQWSpCqHollzmkRlf1rWbT7MypUrWbBgASc4Tu9TRSAQ4JZbbkHX9WOuI//xxx/zyiuvMGjQIGpra6mtrSUQCNC/f39uueUW3ruogFeAupePUJiVxbhx4wCs9vSHDx9m23sb8I8dRM6M4da8yeqHpit4XMbDKcsTojnsJssVIioVenk7Eleus73DPMmeYsVGRKnUnXTe6Ig0gkRDutOKBbRLYBoKeb08DJzqY+PGjUyYkNJ7nxH69+8PRpeXHoXhDTwlwm7seZIejNizNWRYg707Zzh1ygx3wOzBls7zZ9qtzKeaM2awdIpoSkO8fSykD33wqRGrnIw3hV0q2xnsMJcdipA07Wnk7e+8yWWXXUZ29qdWdfZTg8fjOWaiamho4M0332TWrFlUVFQwcOBAPAN7W8GyTx4wGpBIKTnywocMGzaswxyDBg3ikgsvoum+xWgt7R22y6SQBDuaw+4ORFXgaqPAFVf5FCE7RK1DCkO6iAeCJucVQlyqSt7PbMqrolvbzFSxaVeVsmn/O8eVP+p2u/H7/QEhRPExT5IGZvhHV8tnCSnlZbZlFjASOJjp/hmLST6f78oJU3McGRT0s6AR71Wm28jNKYwmAG4lYgXj2SUsnxq2OvH6lDChFKqjW4niVBKbEPjUCBHbEyZZDfzooXVMGz015Y32r4zq6mqefPJJwOj4UlFRYdRucsDQp/4brb4BV1GONV4owrBVZWezc+dOdu/eTTQapbq6mqFDh+L3+4nWNaEGjOpBbmecXJJjfZqDboYXdrxe7SSlCmnFRqWSruKdl9NLV6nUPrMRhSldgUFYqZw/I8/K58U/7GTt2rXHJV0NHTo0cOjQofOBJ455khQ4FdTAFNiHQVgZIWPJyu0Wc86+KDG2Jd0FoaInkJOJVHFV9gvD/t5nk568Ngmrg1SlRhNibpyKTmJjyxhZRnVqVx1gxIgRKc7uXxe6rvPPf/6T9vZ2cnNzWbBgAfPmzSMnJwffsH4Ip4q7NB/hUA3JSAXF5+bdd99l0aJFNDU10a9fP6qrq8mbWM726h0cPnyYrFwdtyuC25X4n/vdYfzuMC5Vo9DfSqE/7uELak5K3M2UuBMN7W4RsSQcRUh8ajjh+jCCPhMlKHOd9TlNExPN1r05GaaEpQiJw6Vw6+9H8NZ7r6Qt1JcJKisrvVlZWT0abyXJLGzhsyY0IcS9Qoh7YssfgfeADZnun5FkJYTIHTAo0Csnt3t6sUtoBKVivUJcgjI9gibMC8YubdklLDMlxxgTjdm8nNYTV0kiSMPgH2/NtPO1KkqySigoKOjWOXzesWHDBo4ePcqwYcOYO3euZUCuq6sjcOl0VCVergWged1OBvx0Pn6PhuI2xgabmhg8zkHhOcPQghGCIRVXQRahmEClKLrVuisVDrUHOKPQaHBhStcOm4pml5zsBKTagn3TNbGFODGlCgw2xwelw4qxstuvzO/VUOg10E/56Cxqa2uttlzdRe/evdE0bYoQQsgerEl0CjgDAVbb3keBf0gp389050zJ6uwzzvK4U9mp0tmhUiF5rElYPiWU1ksYcASt4L2AGrTICwwCsxvnkwnLDHVoO9zGmj+t4QtXfCHjY/1XQFtbGy+88AIAc+bMSfB0jR8/niWLPyRcU0/hZZNBSrS2MDv/5wmuuuoq9t9WaY115fkovXg0OgLV68IFaLpmNZoFUpaPmVTQMSrcKbQEzzAk2qDsUdhWSEKsZ6QJ+5jE7je6Nd7+WY85euLzdkzzMiW7gjJPt+taJcyjqhQVFamtra2DgGPP4bFDGl2yTwHkSin/YF8hhLgreV06ZMQ0gUBg3lnnp25g98RfjrJuRUdjqt2wbrzaL4YUwaMiYgWMJhfrMys1GO/DBGyf7QF+QIdGmqqQbH7yE0ZXjj6mekSfZ9x3330AXHvttXg8noRtI0eOJLq1htqH3uDjK3/Kx3N/hvJ/rwDw8ssvc/TDHR3mU2Ldt1NJNy5Vo09WI72zmhhXtJ9xRYkll3McbdZiwqNErMX+HcmGcfM7rRZwKcYkpNYIPeGzOc7wUket9/bzsN5LjtuLPHz48Dyn03nxcU2ShFNBDcSoiZWML2W6c0ZkpSj6WWMnuBJIwXy/7sMgLc2ZCaH2Cy8eLZzaYO9TwknewFDsgGMRyp3UtAISwhnQZdoecf/qmD17dkqHg8vl4sILL0RVVRRFQVVVqqqqmDlzJkIIzqsttjx79iUZipD4nGF8zo7pV/VhP/mOVvIdiZVP3UrEWpLhTA5ZSKoMmkyWycQE8WvPHrVurjc9gqnmU4WOw60QjXbeVacrVFRUOLxe7xXHNUkSTmZvoBDieiHEYqBCCLHItiwF6jKdp0s1UAjh7NvPn6u6FfQUJ3vHfxWQnZ9ahVPQ0VBjYQvpa2yZ9YSCutOKeTHhEVGC0gz8jBCxkZC5j4l2LfE7TGKrfe0QEy89geWETlHcfffdabc1NjYSCAS4/PLLUVUVh8NBbW0tH374IVdeeSXFxcVAx/LKAZOUnGGrbZb5YGuJuBieY3j+ilyJRnRdKgl2omSzgJqmXHGq97otrSp5vFmZobNuTBHpwKeE0GLqoalWalKhuS5MwXFmB+Tn56Pr+oDjmsQGMzfwJMZyjCoLhcBvbOubgY2ZTpKJzWpA/wqnNU5PKuR/yyV7GT7Wyx+e7Lw4mUeE0VCISIcV0Z4uzcZ8opqkZScspxJNICwwnt52qS9is41JXXLkyBHKyk5IDfvPHXbu3MkzzzxDJBIhEokwZswYpk2bxnPPPUd2djZf/vKX+fgKlVoacRMvFW025kgXkFnsbemwHgy7VKGzucO+HhGJkUbcLml3mHSGVNs7NixJ9BorQkdDpJT0FSQRqSKlZM2rR/jOt46vOkeM/D1CCIeU8vjENIix1clLVlLKaqAao6TxMSMTshpWOdSRwCgRqVjetituyCEUSn/x2HO2UsFUC80cwbBMfUjJke4KMsGQGupAYMYxlb5Sidfrpb29nays40pN+txD13U2bNiA1+uluLiYnJwcPDf256H/fYThd8yg5IJhbBOQIl89JeyJx8k4HM5iiK8mYV3yQycZdsJJVfffPk5LMsQnE5P5as6ZPJ899sqElIAujivlxkR+fj4NDQ0D6CEj+2cd8JkJhBBTgXuBYRjljFWgVUqZUYR2l/Ksx+MZN3ho+nHBNp2tGzsvB2N2xoWOhvdkuEQUV5oxyYb5SFKisvl0TEZubi6HDh3q9Bj/1XH48GH+vOivHFAPM+2xyzl06BBjx45l3U/fYPyPL6LPRUM7NSwHNQdFnhZKvM0Uelo65PYN8h9ikP8QBa4W+nrq6euJt23XpbB6TqaCWRUhwTaFtBY77Gqe3chu2qfSOXrM8RpKB6O+OdapSvLy8qiry9jMkhalpaVejJu2ByCQembLZ4w/YjSL2A54gVsxyCsjdClZuVyuSZVD7blSyScsOVxzbJKsgo4qpJUrmCpH0CmiaChotm12VVBFp01PslXZXN31l2+h9Xetp6WqNIhGo7z00kts2bKFwV+ZwIC5IxCqwsCBA3niiScYcsc0CsclqvguVSPXZXiA0zWfBaN8T293+gDKNt1NocNQAVO2yEqBVLYpFWmtT2evspOafXxnKqWOSPAUQrzYYUnJ8XXX6tWrV8Dj8YwFXjiuiUycApIVgJSySgihxuq0PyyEWJ7pvl2SldOpjSwfmH7Y0SMa516a3tNmZsHrKFZwnUtohFMSk5GGoyNiUfBqwja74T354u5MhQiHw6e9gWmwfv166uvrufPOO9l+eTw3b9RfpzAKI0FZl6F0uyegNAUxpfpP2nQXfVz1HdZDR3XfRCoVMBXRdGWvMqV1M2bQvCbt3x+WjoSmJ3a0t7cfc/6lHYWFhbhcrp7x+siT3sBuok0I4QLWCyF+iWF0z/jG7FQNFEIIf0Ar9KToDRGWKsF2nWVvtlO9MzGGBUgr0ptwCQ2XLfo8FVLFYyW2V5IdLmyn0DokukYiEVyu428b9nnEmjVrqPzWMPZfecRKY/GpmVV5BaOgYbmvjnJfatVIEZIy91GKnU2UOhusxYRZbjdVbFY6U0E6T15namHyfHa10564nA7mdpfLRSiUGXl3hoKCAnRdH3LcE5mQGS5dQAjRVwixVAixWQixSQhxV2z9k7ZuN7uFEOtt+3xPCFElhNgqhLiwk+lvxOCcr2G4kvsCV2V6il1JVqVlZUpaa+K2TcZFXT6oY8iAeQFmGuFuElaqKPnkp1+yNzDV09j0WOa+MAyHw0EoFOoRw+jnDQ6Hgy1PbsKd6yF/cOpUpDJvXGIy05u6ehiVODvPn0usdtDxgZMuoyEVUhFUslpoJ6rkZGfTVmXCIyKxsIV4rSwT/fr1Y/v27QwdOjTj40sFl8uFoihZPZd202OSVRT4lpRyrRAiC1gjhHhDSnmt9U1C/AZojL0fDlwHjAB6A28KIQYnt+OKteD6qZTyBoy+gT/q7oF1RVbDKga6BcQ8LEKCxFLhBo/18+tHezN4lCdejC8DcrJfSGosFisZqtATPIPJFRzTEVQq72NxcTGHDx8mEAh0eWz/StA0jbKyMla8v4Lm3Uf54qLLj2keM/Sgy+9DSateQce4OegYYmCNTSMmpI6tSizIZxKTImSCdJW2IJ8tjeuC79bzf9fsSnsO3UFWVhZNTU29MNSh40MPVbGWUtYQOx4pZbMQYjNQhtEX0GyCOo94Dao5wEIpZQjYJYSowqhT9UHSvJoQokgI4ZJSZi6629ApWTmdzpGDh4i0lk9VFUw801A5M/Rmp4QrdgGlCnGw26JSEZRbiRrrbNduMmEFAoEeKUv7eYCUkpUrV/LKK0bqTO/evRk7dixjfto/o/1LXQ0ZjdNQrAa3kL5Ei/3VjmRpuiuktlUlrnPapMLkPEF78KeOsMIWkq9JX7aDYDCxYumxolevXq79+/cP43jJqntxVoVCCHtC8f1SyvtTDRRClAPjgA9tq88EDkopzY7MZcAK2/Z9sXWpsBt4XwixCFtEcVLn57TolKy8Xu+kgUO6/hGSparOWv6onah7JpJjqJLhUSJEpJpAXPaa7BC/MFuv+JimB5qOuzvJ5wG6rvPjH/84Yd1tt90GwJFeRriPvdxOqnSnTGAnqe4itcTc0QNojLXVyUoykhtjOyY9J8NeucHIKUxtJzOlq3C73mNdkEpLS3McDscI4K3jnasbiuQRKeXErgYJIQLAs8A3pJT2J/31wD/sQ1MdTpppD8QWBei2e74rNbBXQcGxpRZ056loeWaEJGI7TZeIWqqgGfVuRzJpuZUo0RSepAsuuIBnn30Wl8vF6NGju3sqnxscOXIEMJKUJ0yYQNFdLbQqRqNS7zHM1x1SsjtRkmudpbNRpZKuktU6+9jk0sV2NS9hrC3hOfE4bOQnBS6hoQoSPNcen0IoFEJKedwJzT6fT7hcrt7HNYmJHgxdEEI4MYjqcSnlc7b1DmAuiZ2Z92EYyk30wSCkjoco5Y9i8/illOkjhtOgK0bJ9gfif4h5QdhF+m5JVV10ZYb0HqD49vTtvsAwALuTUib69evHlVdeyaJFi/5lg0M1TSMrKwuHw8HcuXOpqKhAKJ3fbCXORmvJV1vJV1vJUoLWkg72agmpAixNmFU6M42xShU4anrpkq8Le3Cx/fsyISq7p9oOBZ3DL1+CoijHVSbGhNvtRlXVnimwJkVmSxeI2aQeBDanUM/OB7ZIKe2NKRcB1wkh3EKICmAQsDLN3NOEEJ8Am2Ofxwgh/pzpKXYqWUkps+xklSnMp2FXxvZk46ndPmBXBVPFUCWrC8l5hmaFR4Do3PX0AcZtGseyZcuYO3dut8/pVEU0GrUak4LRY1Bcsx4JlKrx0j6J0eGZW2sz6aoNWMG/0D0bVWfHkk61s5NUqgJ9qWpcxfftOKfLZpQXQjB48GB27NjBxIldalOdwu12I4TIPa5JYshADsgU0zFCDD6yhSf8p5TyZQyvn10FREq5SQjxFIYBPgrckewJtOH3wIUYBIeUckO6jjep0ClZ+XzRwjx/qtx640/WbTmC0LlUBR2Nld2FGc1O7KJXhG69B+PG0aSSNjj0vPPO47e//S3BYLBD/abPK1asWMGbb75pRV5fcMEFxB5s3UJEquSqRq2p7qj4XaGzsBMTqf7PVERlJ6lUVUHtxfqMz1FLJdVR0pYrsmPQ/Jdxvug87jIxYIQvCCHyjnsiKaCHUmmklMtIEwchpfxSmvU/BX6a4fx7k9TnjH1znZKVquJQFHHc+nCqeuwJ34OeYBewx2e5Yl1x7NHs9tLHbiWCLpXEJOc0jxmPx0MgEKC5uflfgqw0TePNN98EoKKigvz8fLxeb8q/s7fzqPU+VahAJkglBaWUlmLqX2f7p+2elCpQWHRUDe3SW/J2Q9oy1UE9pXkiOU4rYX9VJRw+Ju97AlwuF7quH1t95GScGuk2e4UQZwAyFsl+J914cnZ6Vfr8mg9SB90ZO+uk2p4KdqnKvBC7c1Ok67Jr/9yhqWXMRmHaTRxXryIYDOL1Hos5+dSDoihWaZxVq1ZxxhlnANDHVU8fVz1Zajt9XHX0cXUvMdeI+I52WNKNNe1SmlSsJWFMUqXPZKSzS6Vbl/g5RX9BGynaiUpD6ZAwbT8PE+d9rZGVK1eydevWlMebKTZs2EAoFCo/rklM9FAE+wnGAuAOjNCG/cDY2OeM0ClbqEqKaM1OJzu2XyPdU1RBJsyZfCF6RLTjui6Muj3hxTlVIITg1ltvtT6Xl5d3ew47GZk3clf1pMDwoJlLKnR1rajoKY3kxjEl9QlMU+rYJColTTpNskSVLBmapJyMEVOzufLKK3nuueeOKyQmVoSvZ56cpwBZSSmPSCnnSylLpJRFUsobpJQZPynTkpUQwulwItQU97XhEk6SrjK4gDuD/cJJzhVMaIJqq9VuwiyBm9GT1+kkEomwc+dOXnjhBXS9h0J/T1IIIejduzeTLi6k7/Vv0Pf6NyhxNFqLXwlZi/nbdkX4ydBlvD+khpL24dPZNWI+mFJJWaqtvEs66TlxrvTSk1muKB1RmVkV6cIjTFz0/a306tWLbduOrRxVMBjk2Wef7ZkHpxkU2gPewBMJIcQAIcRiIcRhIcQhIcQLQoiMK6Z2JlllZWd375dMTmKOu4k7PrEymct+ESZfpGlrdHeSkBp9ZhI+n4/W1lbeffdd1q1bxwMPPPC5DxidPXs2h6o7NvXoLsybOLP/T8Yoo/Pg32TpORmpVb3UqmcySZnHkXwOnSGVJJVOxZ0+fTrLli07pi7NBw8a5Z1drmiPlAMRMrPlM8YTwFNAKUYe4dMkeRc7Q6dk5Q8YXgGP0HHGqiram012VjWhg0id4mmWbmzifh2bAdjXmdJAV7YLE36/n9bWVlpaWliwYAE+n4/Vq1enHPt5QX5+PrW72lPeVKkIKF0VjHQwpSkzZcpcUqEr+5RdpUul1qUqyJhOxUtHVKnOWUNJmDuTmMDKykra2tos4ukODhw4wEWzPJT2cvQMhZwCaiAgpJR/l1JGY8tj3TmqTskqkEGMlXnROWMeyMTqi6mih+0lXjpTC1K0QbLBJaId5k+WtFLNn5WVRWNjI/X19RQWFuLxeD73Bvc1a9YwYnKAPEcbuWprXN3LwFWfDJOUTNUvUyeJYslZnT+YUnn2Miaj2AM0OVaqM2nQ7iywz2N/NY4jmnA9OUUURTGKFFZXV6c9p3Q4fPgw55/jwe2SSqwiwXHhFJGslgohviuEKBdC9BdC/DvwkhAiXwiR39XOnYUuKIoCEQlOAUEJTqGDVCApgM8MNTBjrlLl9iU3ILXW2wJDzYvDfCon75Mc3AcparOnaAQAhjGeee8zIBpk9aMfkZ2dzaFDh3A6nWja8aRhn7zYuXMnS5Ysobm5mV8s7ryhRzJSeW+7i67qlBkhBrb2biny++xQbekzCddf2vSb9OEH1jGKROkqVVCo+d2aTFQJx974PCtWlB5TmeMjR44wuNKBZlpKjq8WwGduj8oQZpmZryStvxlDwurUftUZWTW3pG5IkhKJQaKpa1rZycd+0SlJda/sVRNSkVxXic7mBail8ESdcW0fPnx4M16vl7Vr15Kfn8/hw4czP9FTAOFwmE2bNrH03Rf5yk/6Mum8Cgrc7RgBxomhJq22FmldxcPZoQi9Q65mZ8gs1Sr1/WoniI6lgqIpH052pEuEtq+3k1TCdWo7bnOM3cOZnZ3Nli1b0pxRetTV1VExMAuXUyClPD6j6cmh4nUJKWXF8ezfKVk1N0sJcbtVME1doc46jUBcjesszSL5iZlc5qWzOcx5ACJJpZDNV6s2tyqYOHEiK1as4OOPP2bOnDns2NGxu/Cpikgkwt/+9jecTiff+H05Y6Yff+35hJSobkpZ5g2ebj87SSRWTug8QtwuOdn3SSdxxWtYpTIpJBKV/RU6krh9/DXfXc8L07pX4aW9vZ1IJEKvEgXZUzRzCpBVTN29BCjHxj09USImgaxSwczZMwnLrIxg1lhXYlJWMpLVPTVJ4kpHWMa6uBRmEphdDYyXB1ESSNS8SJ/7SoTt2z+mX79+bNq0iQMHDtDQ0ICu64beewojEonw2muv4XQ6uemmmxg9PXUvAvvvkmkl164Q9wCn355Owkk3JhVSlYVJVYkhE49lKpKy9k/SCOzrwWiE6hFhIsegfR09epQhg4x4P6n3jCXpOCOHPi0sxqgS+hHHUC4wLVlJKUODh7olgCYNpdpjU6+SE0/j9iqDeMw/2zS8R1AtVdHax0ZG5lMxXj3UbqtKVAWNeToSVHIKR6rI+v3799Pe3s6sWbNoa2sjLy8Pt9tNVVUVgwcP7ur3OmnR2NjI448/TmFhIfPmzUMIYeXyAQnG9O6UDE5Gd5KcIX3Nqe6OsSQ0u7SdgRe6s7ns399Veo4mlSQvtJFu03Ak2u36/keOHKGi3GiaquvHaasycQpIVkAfKeUx12jqPIJdTf3Y9XRSWN+YtGOgqHkRJYv3ybYM88nalTs9XXxOZ2VEspQgX/iFH01p5fDhw/Tt25ddu3Zx1llnsXjxYmpqjr+67GeB9vZ2HnnkEcaMGcM111xzzN1X7GEH9nCETJAq/aYzVS6TwFPTs2cnl3RBnV3BiIjv6Ck0jzFdMKoVO2j3BNr4pX5/kObmZqqqqjI+lq1btzJ+vIvWNonTmWHkbSfI1BN4EngDXxFCXHCsO3d6JWpREdUQ1q1vl66caYqgJUMVunWBdJewkrelc32nCm0w00KSwxnKR2Vx2Vf78Ne//pXS0lJ27NjBwIEDGTp0KDt37uzyfE5GvPnmmwwcOJDp06cz/aYnOeOLCznjiwvJUkLWYoeZq5dpHalk2NNuMkm/sTrDpCAfSCSgdGNShT7Y90sVxpAcuZ54TEnhCinUSHtclrUfZmyhxCOiTJnp57cPFVkJ411hz549VFdXc9MNfpqbJS6X6JkayadABDtG+ePnhRDtQogmIUSzECLjeuOdk5VGtKvo3OQKB8lxV8mwgkq7iLlJJqyOF2P6mJx0VRdMnHtDKTNnzuS9995j4MCBrF+/nsLCQvbu3dvpfp8GGhsb2b17NzU1NWiahpSyy9CKbdu2MX369B49DnvgZKbSkh3p4qPsyCT2qrNI9VTR6qlIKhVRJezXib0roV2X7Zo2ydSnhBk7ycPRo0dpb+86S2DJkiX88mdOsgIKLS06LS3q/i53ygSnRlDob4BpgE9KmS2lzMq0dTx0USKmtcV5uLVN9svx24viGdJVq1TjYQpJxfGS7VVGraAoQRnvomwZR9OEM1hzdWFwT65RZF/fwYZlkpuAM888k3vvvZc+ffrQ0tLCzJkzWbFiBevXr2fs2LGd/SzHhEgkwttvv82WLVtoaGjA5/MxadIkXC4XQ4YMsdqS33vvvfTr14+2trYEw//kyZM5//zziUQilq3NRCgUsuwm9u4xCTed0GmNda72iTDN0mOtN0MQUv2+XaE7gaVGORabhy6NcT8VIabbL53XLt36rqSp+P6JMX12k4OdqAAC2UZw6ONP/Jr+/aYyadIkcnNzO5xDfX09hw8f5orLjG3NLRJdF8ffi56TQsXLBNuBj4+19VinZNXerh5ubUkkq2S40AjbwgWSDZEQr59uJywzmz4sHSgktuPqaLzvaHCHjkGEyeTkEZG0NheHw4GiKAQCAVpbW3E6nYwfP56dO3f2KFm1t7ezfft2li1bRkFBAd97tJhe/fuyf0eQpU9vJNim8fhTS5h9/nW0tRkG8S9+8Ys4HA7C4TCKotDe3s7TTz/No48+aqV2nH/++UyYYJTCLisrY+/evcfdy64z2CWkdFKzHamqJUBmRnY7UoUfpOtHaSdD+/aU5JeCmMAgJ/vnVCSVDBcajz1Txx9+4+aD9w7z97//nTlz5tCvX7+EcZ988gnXXi1wuYz7qblF50Atxx83I08Zb2AN8LYQ4hXAeqr2SHcboLmpBXqXGH5G8+9XAL/QaO5GUGAqwoJ4U4hkj549nMH8DCSQWrKX0GynlODZie3nU0IJY1taWmhqamLUqFE899xzADQ1NfVoUb6NGzfyyiuv0LdvX2bOnMnw4cPpN2QxABUjfFSOMKLK336+nn/e8zZg5C4OuvQZ8ooSPXbjrvfz6H/25fLLL0fXdR566CFKS0vp3bs3Q4YMYfPmzcdMVnYppIuy7J0iHUHZkSDNdBLm0B2kslmmyz1MnjvZSZOq5LEmO0a2G9ezgj8mWQayFP7rhzk8et881qxZwz/+8Q+++tWvkpUVj3OrqqriS/PjnXGaW3Q0TavP5By7xKkhWe2KLa7Y0i10xTaHGxuMePRU8CmxP1CHIA5LLexMvDcJC0iQsuJdbOISUqp0CTOGy0SqCHfzpkk+DvOm3PnEbHw+ncGDB7Nq1SqOHj2KruvMnDmTRx55hA8//JApU6Z0+sN0hQMHDvDaa6/x82fKqBjqBragik9o1Tu2cTr7ynwKWq+wPucVPdthTHaeg1v/fARYBsDevbN44403uOmmmxg5ciTvvPMODQ0NCeEaEalavzUk3cDHcXFnQkrJSJUqlYzukhSkCDNIIYmlmzsdMSXPaycqu5TmtDmbTNy+4EEAzp9VzoYNGxgwYAClpaW0t7dTU1PDWWcaKXA6krp6nUgkUpvpuXaKU4CsTmh3m1AotLZ6uyQizRrrWK/JO5o3RSpROZ1Ibr+R7IXWnELrkPBs9zq5krZD95JgwUh8nDNnDlVVVUgpeeuttwgEAlx99dW8//77x13natu2bYwdO5aKoYlJ0gn1o2zue9ODd8YXF2Y0f3l5ObW1xnUeCAQYPXo069atO65jhkQXvvmfJC+dwf6bd2VkN43W5mJHV+VjUv3f6Tx6qaSpdE0jEsIVkAnk3xVR2XHWWWexfv16/va3v/Gzn/2M++67j1GjRuHzxu+FqipJJBLpfkH8FOip0AUhRF8hxFIhxGYhxCYhxF22bV8XQmyNrf+lbf33hBBVsW0XdjL3ietuEwqFNuyucktwp3wcOpFEEPgUjTZdtVS8ZOmnw36xP70ztdB43zEXK1Xis277E8wbQyExd82cK1dtpfiLT1rr9+yZw3PPPcfKlSuZMWMGvXr1Ii8vj1WrVh2XdNXY2BgrKZyxZ9ZC2hbrtvvi4MGD9OrVy/pcXFycMvTC7hn1YLvZ7ORwDKpfZ16+VIgTQHrJO5PqoXZ0Jjkl5492Rnqpvyu1BzGTEt4ApaWlbN/gQUo39Ud1duyMMm78AUCgI9Gk5JMtWpRj6d5xYhEFviWlXCuEyALWCCHeAEowWsWPllKGhBDFAEKI4Rhdb0Zg1Kh6UwgxOE2Hm99zHN1tuor427J1q65pCCJSYI+5Ml+dsT/PVAlNackeTJe+tnbU2idZyrKjQ8xNGgkq2TNlur2z1NQu5Vylna//9H3yCqOEw2ErsO+yyy7j7bffPqZsehNut5vW1tYEicRemsUvwtaSdQyhNn379qW2tpbGxkYAhg0bRlVVFa3Nxm/T1qpTf0SjseHYJcR0UlKmRGVKJp3d4F3Vt4L0UlZnUllnn7v6zmRpKhVR6VLgQiMiFTyxWm+mH8otFO76stH6TAhBQb7K5IlulCSD4N69UQ3Yk/bEu4MeCl2QUtZIKdfG3jdjkGkZcDvwcyllKLbNbMA5B1gopQxJKXcBVcDkTuZPjg/K+KnXFVlV76jSO9xJyTslE5Z5MafzniTsm0Yt9IiwldKQaq50cT/p6jSlC14UQjDrMj9nnefh6/+9jLk3/5XCwkKmTZvG22+/3eXxp4KmaVRVVVFaWprxPhaJ2csLJy3ZStBa/H4/48eP55133gHA5/PRu3dvVn0Y5q6bDnLuiD1cPHEvZ46uYcMaQ1JzCt1a7PPab/pjqXVlJ6WeIqh0Y9IRV6r1qdS9Tr+zE7XPvl4R0pJYTTXQ7nzqDKZUFQxLwmHRKqU8fj9ezBuYyQIUCiFW25bb0k0rhCgHxgEfAoOBM4UQHwoh3hFCTIoNKwPsBLQvts4+z9TY24TuNkKIb9NT3W2klHprG01EdezSVZc72pCJ2JxMWMmkZSJddHNK0upGHfGv/kcef3y4gLz8uLo5efJkqqqqqK/vvrPmk08+Mbx6gwYlSiRpJIFjxfTp09myZYvVFl4IgcMhqBzu5ozzfMxfkAvAts3H3+MOuk9K9uDNzsab6w1bZApbVCfk1hUB2cd1dW52dEZU8THdIyo7du+OIqWz+7Vl0iFzyeqIlHKibbk/1XRCiABGC/lvSCmbMExGecBU4DvAU7HuzamMCMl/smmXsne32Uc3u9t0GXugac4th3ZHexdX2useGbD/OWYis0/RaNYNW5Tp1XMKnUgX2f2mp9CE3WNoElbQVnsplT0rnuclE9ZbQXwilGDH6Ky0jcfjYfz48axevTrWGDRzbNq0ifHjx3faDCDdzZCMzo7R5/Nxzjnn8Oijj3LbbbdRV1dHce9svvLvRkdyXZe0NYQ5Y2ZHD6RfiT8E1E4e7nb7Uib1rjIpiZyp3SflvulUtzRBoykJLqmsUXeJyoXdOyhj32N+n/FGQ6ImXGvSkqp0YMv2KEePastSn2X3IOjZoFAhhBODqB6XUj4XW70PeC4W0LlSCKEDhbH1fW279wEOpJpXSnkEmH+sx9UlWUUikTVbt7rOLa2UlnSVvpa6McYvorTaYqeM+taZERbQgbRMA3xnpGUY1BMJKpWR31QLctX2lMfjFxo33vIXAIaPCXPXVzve6F3hwIEDXHDBBZx709+7vW8y7FKm3fNkzn3uTbD/ygE8+OCDeDweBgxSEULnvTda+e6XD/Huhl7k5pmxa7awhuM8rnRBnOmN54mkkY747MeYjlAyrZ/W2dx26dY8ls4eIN0hqmRoKch521Yp29raeq74fw+RVUxaehDYnBSs+U/gXIygzsEYcVJHMIzlTwghfothYB8ErEyadoAQYlHaQ5fy8kyOrUuyamtrW72ryi1nCVUgIYxCMGZUTA4U1TH+ZN1GWBCPcs+EsCC1lGX3GPpE3FvWJt22/bQOhOUR4QRyS/we46L2i0jKG2DAQAdHjx6lra0t40oG7e3ttLe3p0y3SKiflIbwU7VK7wqXXnopBw4coKioCCGeAuDphw0v5AtPt3HTbd0rwGcnSHsxQy3DxPV0SJcmY0diIHD6h2L8mDLoE9DBvtUxw6LT8UlElS5cIRVMorJLVRqSzVt0HegZNTDDsIQMMR24EfhICLE+tu4/gYeAh4QQHwNh4KaYlLVJGBfdJxiexDtSeAIPY+QFHhcyCUHf8slmTUseG5HCerKYMAnLKYzYLL+lyqlpCSuVSG4v5GfCF5OqjBw3t219qANhJT+17XavdEh1Y2iatNJdMiWr6upq+vTpc8yF/BLSWpJuisUP3ZJyH4cDK7XDJJpbv5bFmuVBPng3ZJGV/RztZX6Szz0TArAfWzLBpts/k7zAzip0pkqzykQSSzd/OhXRGmtPiDYT8G3rIlLgEToRCR4hiEiJM8PudTuqolHg2JoOpkIPpdtIKZeRPpjlhjT7/BT4aSfTNksp3zneY8uErLZ9/Ike9AgR0ACX1Alj1Fo3Cct+SSUTFmDFYdkJy4S90qgJ87PdI2VX6cw4JJO0fCKUUFAuHTll4p38+4MLrPf33XcfDoeDgoKCLvczEY1GcbvdHb6vY6uw+G8Q7Ebakh3hcJjGxkYCgQBOpxOHIz7P5Okerr7BT99+x9c4JbHz8YmppJpJkrId6ZqPZEJQqb4zFczGJ8a8HYkK4mpgOgO7XaqKSGl9jmiS+nrRYoYB9ARO8kTm3T0xSZd3iZQyWJAfaNM0GbAnjoVRcFlPOtISFmAZ3u2EZY21lUa2I/lzvJZ3/BiylSBNusd6byKYwlCfjExSO4qKihgyZEiX4+zo378/L774IsFg5rFT6Y+x4xW4b98+q368CZfLRTQapaSkhDVrJlrG/ZGVcM3N95PKoGGfWxVaYglo2/tM1PYOKq3tYyZSVmfrj6fs8rGSVMrjSpLgPJ14AnWk9RvqKX77A/s1ImFHzxb+P4nJSko5tyfmyeiRHtXUVVs36pcMGacQRKBKQ/IJo4DUcQppEZYq4mWQzcsiLilplkoIWKSVmA8oO7XbJKuRJknZJaus2Dqn0GnT4/YqU1LziGhaleHmW/9ivd+//zKefPJJpk6dmnGCc1ZWFoWFhRw8eDBBKklWwcLHIKVUVVXx2GOPWfYwp9NJJBLh4osvpry8nMOHD/PWW2/x4YcfEgwGGTp0KJd9QeLx9EzRtc4iyNPvk/ouykTVPB4kE1Wqh11nSCBzU0KSIqX67IqpfqaBPZmo7FKVJuG9DyKEw+GXundGnSDDgM9THRmRVUtLy8JX3/BcPGRc/J+2q26p7FfQkbB0G2FBYnkZu+dQifWHsxOYHaYKZSc1s7aQip5ojI+td6ElrDcvNJ+iJaTr2FFWVsbw4cN5+OGHueGGGxIy6DtDUVERu3bt6nSMy3Yz/f2+m9m9ezcHDhygvr4eVVUJBAKMmriOmxcE8HgEVdsiPPbYYwAUFBQwd+5cSkpKePPNN1mzZg1vvPEGOTk5jB07FiklvXv35sMPP+T6yw/zqz/mUTm487rr6UhFT5Ioegqd2cl6SppKpfZnYpy3SIj0qnt3iCoZS5dILRgMLu7iVLqFk1wN7BGITOpgCSF6jRqRvWPp61m+NqkRlMKyR2kI68ZzC2m5cTXbtPZnXMRGMCZpJV809tZc5mcTdoJLWeuok/1SwaocgRGJb+/O8tADC5BSsnTpUqqqqrj11lszMpw3NDRw3333ceutt1r2riv+7QFru/3prOuS86YJHA4H/fv3Jy8vD13XaWlpYcuWLZxxxhmMGTOGL9xyH/v3GepiWZ/EZ8wTD34FXdfZtGkTmzdv5tChQ6iqyoIFC1i3bp1V9viq66q56jofTmfnpKNlqAYmEIztt06WjDPxfHaXrNIV2jORiX3S/r3JdlSn0JKi2c3EZdOOJXEKUBExjSJOVhGp///2rjw+ivp8P9+Z7GZzEkLCEQkQBJRLThVFAZXTWzwQq9SDelTr3fv41V9rbX9aK7WtRSgWW1BBBEG58eQIRxAhiNw3IXc2e2R3Z2fe3x+zs/vd2ZnNJNmQBPN8PvNJdnaO7+7OPPO+z/c9IIYEd/UcFL4fAgSMu6LGW3Lal5GQ6HUAKV3z6cL7nrW07d5Xni0iopGJOG9DEQqL+B6A3kT0v4yxHgC6EpE+1MEQliwrIjqb3TG92uNRUlkq4GAEhSI/NK9faR2cedLiLSxeeNesLP5CkUiIcTf0OpcdauliyaBuFQ9eC+JvjHgNL7SLKk0Q8MMfqMG9T85kuOWuSmz64k/40++y8NGGx0z3B4CsrCwMHToUe/bswbhx40KfOzK+d+dFGtJWV1fD7Z6HZ599NiqI9PTp09ixYwe6dOkSXqcnKR6CIGDw4MEYPHgwFEXB3Llz8d///hfdu3fHvffei5KSEvz2l3vwt9fcuHlqCh58OA05ucbi++J5kQwMVfOKoFEaVjPATHy3QlL6h6N+1jXSb1K/nicvbRzRkEi7DyKuH4/93wbhcdkLieoSNH+noo0U3/sHVCq4FsD/AnBBDT69NN5OGixPQ0lBtmbLZnpw/AQRXpKRKhC8oS9Ir19phMVDT1gCAH9IA+D1G02T0p5qmoalERRPOtrFpA+FMIIZQdksOPuCwLBkYQ5mz3Nj/E1lyM9fgqlTp8aNUB88eDDeeecdDBkyJKoEsR4nTpxAly5doo5FRFi2bBleejkJN9y0DEB8F+yeh2aH/9c+/+3TFSxfWo5f/+IwSktLMWzYMNxyyy0oKyvDvNlbsOWLHrj66qtRXFwMm82G0tJSuFwu2O129OjxKYYPH16v2xt1M0eJ6uaEZiWOzEqIQ7x9GgL+M2jWtxo6Y0xUDp6wEO0CyiFLStJFr2uQwLDhUwVer3dRowZrhrajWV1ORMMZY18BABFVM8YsF+GzTFYej+f9VetSZ4yfICbZwCDpBEjtZtICRqXQ20azhBqSGYUISwnvC6gXEH9R8yRl9NQ2i/kxIy4jfQ2I6A+G79kZfvRoBmZ+Px2jrnVi2bJluPnmmyGKxtZJXl4eRo0ahTfffBMFBQUIBO6HIAgIBoMIBGpRXV2NU6dOYdOmTZg6NXqyxO/3o7y8HGOv6Ww6nvqQni5ADP26TqcT27dvRyAQQEpKCsaNG4chQ4bggw8+CJdDzsvLQ/fu3REIBLB9+3Z8/vnnSElJwcmTd6Nnz56QZRnV1dUYde276NxFwAX5SXE0HyUuYWmwFNAZZ3bQiKBkxM4sx47PaHY0cizteuIlDiD6wRaPqNR9I4K6up7Bq4j48lNJCgaDq+MOsIEwS9BrhZBCXZkJABhjuWhAhJglzSp04LRu3TJPfbMjM0sGQSIFPlLJRrvo+AvFwf3gNkRmCw0/AfdVa4Qlhn90a1PJ+vX62C1ea+DBW4Bi1PbGU/kiGDxeBQ89VoWqagWXX/EwcnJyTD6ZSjwrVqzA0aNH4fP5IIoi7HY7srKykJubi8suuyyqOkMwGMSRI0ewcuVKbP86UlakseL2wn9FXM67H1QtMEki1DoVrF76CFasWAGn04n77rsPgiDA5XJBlmXs3r0bRUVFcDqd+OEPf4gvvvgiKlyi6EA32ByRX1TvHpqRlZlOpUdD027iBanGQ7wgXJ6okrUo9rA2FRoPR1aSAQnKpF7fPhLg8wE3jq2qKT3jNTe1G4HULvnU5x5rmtWe11pUs/oegGkAhgOYD+AOAL8iosVW9rdsWRGRp0OHjDOlZXJWTufoC5EnBo2wIlaSWqBPjENY2hNL4uJXNF3LDiXsJpo9MbWLSmDRAr6esGLO28jHUVqqgIVvdcLc+R789sV/YciQIbj88ssN3b3k5GTcdtttqKysRHZ2dlTgphEKCwuxfv16jB49GoLQ+FCc06eCeGuOB/v3rkLHjh0xcODA8Htv/NWNf8xyA/hdeN3WrVshiiJWrlwJABg9NhlXXM2QnZOGH/50KSpdTlQ7RfTum4Sx16VEEVV9sEoe5pawMRE1JO0l9pjmM31GJAVEW97atcyn0OjBE5VEAnYUBeD3Jq1t9KDjoC3MBhLRAsZYEYDroBqDtxKR5RIxDQqdliR56edfSAPuusMBMM2pU60rI8ICImENMkdYgDlpaVaWZgkpFLl4jJ6wAtNXCqUYwtLO3xDInMUpGLiHgsDw8APpKKm4Hzt27MCcOXMwceJEDBkyJEbLEkURnTtbc+nS0tKQkZGBMWPGAE1ofPLxch/enudFjx4l2Lp1K1avXo0bp3VB564iRl2VjPVrfMjsIKBjtoBevUR8sGgHKisr8cADD+D7j69Ebudo9/Y3L2YBMLeGrOZ9AhFXXl+TSu/6x9vXKvjtteObWVN2GOtUQDRRRQeARiBTJM5QNPiaNn8WpNpat7W61Q1FGyCrUF2rvUT099DrDMbY5US01cr+DSKrurq6Fes/tf3srjscUVeyniCAyEXNp+VY0RN4K0t/bDOC0ndksYVmK3k0pSwJD/4JKoLhf378PgCg+Jt03P69zSgsLMS4ceNw0UUXweVy4fjx47Db7ejTp4+pvsWjqqoKAwYMCKfsWAH/WbWZxlSbgltv3Y3du3djyJAh6NSpE1LTvgEAjLg8GUvXdo76TrIzZ+DEiRPo2bNnDFGZn9faA8AqwfAkYlay2IoWZnYcsyBdwJyojEhHg7ZHgHuwaRqV3qqSSMQXayUPEX1a7wdoKKjNzAa+AdUF1OAxWGeKhial7di0NVAHBemiwKAwBjsAH6nWC0iJicwOW1TUsDZPGmnxaTtS1JM3dh/eujMT0Zsnuw0YNMCORx99EAcPHsS6devw4YcfAlDTbzweD1auXIkbbrgB/fr1Mz2GLMsoKSlJSP8/QRAwdOjQqB6I6RnmSf7fe/y/of++SEjwp1WCMUt7srq+vg42fHwd/wDVoI9KByLXjplMYERSeki677CmSobLKVcQUY3pTk1BG7CsoGrk4ZESkcIYs8xBDSIrIpIzMzNXfr7Rf9fYMeqTXxOifRQtYEcHDEYIS3tSGelXRgGl+pAH/bHrK6SmHaM+8OK6fns+iluIcyMLgoCLLroIffv2hcfjQWpqatiaOnr0KD744AOMHz8eQ4YMMdz/448/xqFDh9C/f38cPnwYdR4FZ0sUlJbKyOksIidHQFZHdXRmhKKJ6BriEU9TSam+1CgNjWmxZRVmxzbKcjAK8ozeJzaOSh+CoBXVMyMqVb+KzIz7KAkKMXy0zI06r2y5k0tD0RY0KwBHGGNPQrWmAOCHAI5Y3bnB6f4ul+vPb/5bmHrNGEeSDQIkKNzMWaT9uJ5EtMBRiSKWj5ngzpveWlCpyBAOh6gv6Rkmx9UfuzHgiUtPYk/8YE749d/m/CBqv4KCAtx3332YP38+MjMzUVBQEHPs7t27Y//+/SgqKoKiKHhvURky0gV06SqgulqBq5YwfmIyXngxEynpTaum0Fg0VixvjlzA2BnfWAJSU7c0y1ww3M6o1JEevPsfj6g0aEQFqHFzqxZ7gz6fb57ph2kq2gZZPQrgrwB+BXXEGwCY1oDXozG1SbZv3BI8U12t9OjQkUEAC9+0DsbgYAQfqbOBZoQFmOcT6mFnkaeY9rSTTCyvhhKUUeCeEfj8Lqv1irTuJuq4IvtMGZeKafcvxj333IPu3btH7TN8+HAMH27uvvv9fqxbtw6jhu/F3Xer8U9AtDXV3AnCekTpUefohjF6OOkJqL5tzHJZ9dCuPSOrn4d2ZFkLUwgRlUIMxXuCcFWL24mo8e2S6kFbsKxCHXHubuz+DZZwiIgCAfmf/35HJgEslBvFYm5is7imAISwrqUX5c2gD9a0sciifQgjl1JbGgpFt/CQicJLYzBmtAO33norFi5ciHXr1mHfvn0IBq01dEhOTsaNN96IgoICHDiQuLptDYHW2YXv8GJlW7OGEVYaT8TbTuvW05B9jSwpQ2uKov+3QlRR60MxiMvf9VB5qfuFuINsCgixF63Z0oJgjDkYY48zxv7BGJunLVb3b5Te7PP55r45z+fULCqesNRF3c6MsACECcvPBwnGuSDEEDHqrSGejBpKUDIovJxL9OvXDzNnzgRjDNu2bcPrr7+OoqIiuN1uS/szxiyXrIlHBjJYeEkErBKZFeLSL/XB6mwvf03GO7Z2HdZ3n+uJitepZDC46wRsXu+vJaL1lgbYCDAkriNzM+M/ALpCbXT6OdTmEi6rOzeqRCURlWdmZu7euUseM3yoVgFB/bEUEGxgkEMxU1rogVGApuYWaoSlBeDxhGVEPGLo+PVto8EKGelDEszAX7TxVCOJ21IfAc+7iACw7pMkvLdkPf7+d7U6QnFxMa644gpMmhTbiTsQCODAgQO46aab4py9bcEoFsoqjFNn6rfS4kHTUuszRHgxHUA4TIHHF2s8qHPjLZMOxYlDyxORFfQhojsZY7cQ0XzG2EIAa6zu3Lh6ugDcbvef/j43bdS//oZwIqJ2k8sgOBgDyBphhUGRUjPh94kMc/b4c+nXmW2r394M8baJOhbnCupTLaxqWwAw4doUTLg2BYdOB/DlxpN49llgy5YtmDBhQkxJmrq6Otjtdjz4+PzwOrN6XHqk6tyl+VwJ57q6Opw4cQIFBQWw2+2YeOdspGc0zPDWSCDgJ2wr9GPQsGRkZMYew2rclRmJme1vVDAv3jZGUHR/w+c02M6MqDSrSqIkfLjAG/R6va/HPWkCwBopS8Qch7F8AG9DtYAUAG8S0SzG2G8B/ABq8wcA+AURrQzt83MADwGQATxJRGYEpNUpr2GMDQJwFkAvq2NrNFkR0doNn7icPl9Wrr4SpY0J4VIZWlS6ldkhH4lwMDlsaQlM3V9PWNFF/VjMunhoKHHpwe8TL4yBF+WjuwKb22N5eSKm3ZWKKZMdeOCBaixatAh33XVXFGFJkgSv1wsg09J4rcS2ud1uLFiwAF6vN1xw8PcvlmD+klz07JWEzKzoW/WDedEznYFAACUlJcjIeR9/fdmFtHQGj5vw+1c74uY7UkPjaDhB8eB1qfpyBWO708Q/Z0OlHJ6oNN1VC/zUSCpAIk6elHHqkHKQiCxPzzcKhERaVkEAzxHRTsZYBoAixti60Ht/IaJX+I0ZYwOgiuYDobbiWs8Y62diSb7JGOsIdTZwOYB0AL+2OrCmkFUwPT39vaUrA09MnxqJttZcNFsoHcdHBBsIfu5CiqeRaISlQQolQutJQrt9+AvNaF08NJW4fCZPs3jVG6Q4o9NmnhwZDPMXdsSEa7xYvXo1Jk+eHCasAwcOYNCgQVBbtjUewSAhGAxi3759WL16dbjoX1paGnbs2AG7LRX3314Dxhguu+wyXHvttQCA8vJyeDxHUFBQAMYYVqxYgaKiIuTl5eHMGVV+8LgJNpsNubmRh1RjdDE+qpzfXx9triFRWQrxYERUPhINA19XLfCSx+3/U7MPConTo4ioBEBJ6H8XY2wfdO3gdbgFwLuh5hdHGWOHAFwGYEt4bIw9RUSzoPYirAbwBYDeDR1bo8kKADwez1//Ocf2wPSpyWn8eo2wxFCEe0CLcAdM3UEemmvo0MIcdJaZFNLFAOMZArPcrXhoKnHxiBfZnGbRPbTbGaZPn45Zs2ahrq4Ot99+OwC1/lXXrl1hRlbxYtDm/+tR1NbWYuPGjdi1axcCgd8jNzcX99xzD2pqarB48WLs3r0bw4cPx6233oqsrCy4XC7MnTsXO3bsABEhLS0NoiiCMYbk5GS43W48+eSTyM7OxtmzZ7F+/Xp4vV5UVVVh904JV411GI7LSjUNHrYolzD+d2cFVlK/eOiFdCOi0qwqHyVBUhg2LHHWSJJkqaJAU9GAdJscxhjfXPXNOC3kewEYBmAr1H6CTzDGZgDYAdX6qoZKZIXcbqcQS24PAJgF4HVYTK0xQpPIiogOZmRkHPj6W/+wIRdH57KJofgrfYR7PP1KD602lvp/ZFsHi5TjsNVzjJYmLj08SvQojCxDDSkpKRgyZAi2bt0aJqu+ffti165dIKK4xf8Mz+3xYM6cObjkkktw11134cILLwQQPbs4atQoXHPNNeF9MjIy8P3vfx8+nw9ZWVlITU2Foig4ceIEZFlG9+7dw3mMXbt2xb33qq3lKioqMPeNuVi/MgN9+vTBj1/YYTnnsD7o3bqGkJc+swKwZpFFl3qOuH6RdUJUn8uNq3yQ/PiYiLzWR9cEWP8OKqyUiGGMpUOt4vk0EdUyxt6AWqaDQn//DOBBGJfS0o9mH2PsGIDOjLHd/GmgRkNdYmXgTSIrAPB4PE//+n+S1y5/DzGZtwJHWLZQTWotj1A2ICwtfYMvtKeVmnFwjw4fsXDFRqukpY4ngqaGnOhDLOIdryn5iPn5+Th06BBee+01jBs3DsOGDUNRURHun1ZgKMDHw7Fje9GtWzdMmDAh5r3169fjoosuwsaNG3H11VdHlbLJzs6O2lYQBPTq1SvuuTp16oSJEydCFEUcOnQI149xYdKkSeFUo6kPzom7vx7xckv59dp2ibC+NMQjKhlCFFEFSIRPFvHOX8sCbrf754kbRRwkOCyBMWaDSlQLiOgDACCiUu79OQA+Cr08BSCf2707gDNRwyOazhjrCnXm7+bGjqvJZKUoyhcZGRl7v9orDB82MLZSAB/hLkAN5FTLHkcsLA0ymGm+mY97ijmYEkVYQPRs3LkmrvpgdnyzYEQe/fv3R01NDdavX49ly5ahqqoKd999NxYtWoR169Zh/Pjx4fzDiooKbNiwASUlJSgoKMDgwYPD2lJtbS2+/PJL00TqgoICbNq0yVLNLStgjIWj8YcMGYLS0lK88cYb8Pv9GDFiBD6Y9wMQEU6fPo39+/fD5/NBlmX0G/QtunYTccf0VHTu1HCa14jLCmE1xKLiA5g1ogpAjLpWAyTCRzZsXuVEVQneIaJTDRx+45Egsgo1dfgXVH3pVW59t5CeBQC3AdAqMS4HsJAx9ipUgb0vAKMGEOUA9hDR8UaPzWql0HgQBOGKYcNz169enpRqi6m6QGGy4ku/+ij2IlC3t+baOHROOk9c8ZKSrcCMXHiX0Cx4Nd7+epglcgOxYRiz3/wBqqursXz5cnTu3BkTJkzA7Nmz4XK5cPnll+Po0aOoqalB586d4XQ6kZOTg/LycnTv3h0XX3wx1qxZg4EDB2L06NFIS0uDHlp10Pz8/LiVT5uCTZs24ciRI3A6nejZsydKS0vhdDoxdOhQpKenQxRFyLKMs2fPYt++fZjxkIhHn0hHenrjbFONrMwqdNQH7Vrkm6NELCoWbhWnkZSPbJBlwhOTjvlOH3X35m7uZkV6p3waNOUZS9tuXfBc3EqhjLGrAHwJYA8il/IvAEwHMBQqLR4D8Ij2+Rhjv4TqEgahuo2rTI69GsDNRGTcMr0eJISsACAjI6Nw0XuOyy8bGjszGNV7TlerGkAMcTWGsKKbiBrv31TiiqdfmbUeizeGeJH2erKaM1etU1VcXIz3338fKSkpuPjii2Gz2SCKIjp27IjDhw+jvLwc11xzDZYsWYIrr7wSKSkpOHToEEaOHInBgwfHGdm5ARHh0KFDqK6uRlpaGgoKCpCamhqzXWVlJRYsWIDMzEzcf//9AKIbYzQWVkV1nqgAcCliQpikAJWoJIiQSYCPbPjswxq8+ZvqOS6Xy3KCblOR3imfBk962tK2he8835JljWdDFdiXQ61lBQDgLbh4aLq9H4LH4/nRC78XNi5bbLOrYQvGN7fIGGRSZ/MielMkFks/S2NEXJrp7eNu/TQu3IGfjdOXotXQXHWtjI7dGGFffwytLRgA5OY+hk8++QQZGRnYu3cvHA4HZFnG/v378dRTT6Fjx45hQpg4cSKuvvrqRn2O5gBjDH379q13u06dOuGJJ57ArFmzcObMGeTl5dV7XfDg9dCGEhQQ7ULyRMWHKGhEBUAlrCBhwas1Hrfb/StLJ0wUEhtn1Zw4E1oEANY6BnNIGFkpirI9IyNje9FO/+hRI1Is7cNHoWuxWFZmCY3Aa1p8pHYiiauxs4RWrSmr6NKlC6ZPnw5ArdTw7rvvYts2VSbwer3o2LEjxowZgwULFmD37t245BJLky2tDoIgYPjw4SgsLMTkyZOj3rPSUKI+kuLJrD6iUqPSQ1oVcQQVsqgUCNiwtBruauXfoeoC5xRtoVIoEb3QlP0T5gYCAGNs6NDhWVtWLU9xaNaVBiNXkP9+AxSpz87rWPrKo2YwuzD1KSYazAI3rVpFVslKr23F06WiSU3/Hk+00Qd1SzKK90go6J2EDh0EzJurptGUl5fjrbfewkMPPRTuDN3W4HK5MH/+fNjtdmzayjWOaMAxXv3j7ZAkCRkZGXjsqf+CMTUdRh/+oZEU30tAXa8lfKszfzIJYaJSwBCgJNQFBDw96VBdyQlPfnOWgjFCenY+XTL+aUvbblncom7gpzCwAYnoWiv7J8yyCp10V0ZGRuGW7YFxV12WHJOOoi+rwkec2xmLicUCItHK9ZGW2dOVr+qgzznUYGZxxYNRBUnD7RJgSdWHpCSGocNie0Xm5uaid+/eOH78eJslK615xtat0T0F9LO5euLx+wkvv3g9Nm7ciJKS+UhLS0NtbS0WLOiAYcOGwel0YvPmzRg7dixm/yd+uR29uK61rlfCyfsCPl1ShdpK/PNcE5WGVlBRwQqe5/53ALgdqihvCQm1rACAMTbo4gHZhRvWJqfZGAsTFj8jyGe18zl9/A2vFdjjRXcjDaI+l9EsNSPZ5NeNlyrTGFhNigbMexXqoeVdatCn/fAEOXxoEJMnT0afPn2sDLfVwel04i9/+QtGjx4NSZJQWVmJrl27osa5FeVlCrxegterRtPfdNNNOHjwIE6ePInq6mpkZ2fj0ksvxbBhw2Cz2aAoCg4fPozi4mJkZmYiJycH27Ztw4Yt+rru0ZaVplVp8VSR9Wr0utcv4KkphwNnjnm7hqK6zynSO+bTkOuesrTt5iU/bjHLygiMsc+JaKyVbRNqWQEAERVnZGR8uXilffJNUwipoRtQjLoRzbPb9dto084ymZcDiSfK8xYZT1xmFpeeXKxWEzVDU/dvKvLy8lBdfc7vn4QhEAggPT0dpaWl6NWrF3bu3Amv14sbb3wA6enpcDgcSEpKwuLFi7Fo0SJcddVVuOOOO5CTkxMTLyYIAvr27RsW+Ovq6rBm7TIQdYmbDRBOpyEhQmRhAkvCx/PL4Cxnr7YEUWloC5oVY4yPLhYAjIBa3cESEk5WAOB2ux946TfK/nFXpWc6MsVGC9gCEO5NYtTuK7KfeT6cUXqFfhueuFJ1FpfVOleJAO8m60kzXgiF3tXkx+l2uxEINCqspVUgNzcXzz8f8R4CgQBGjhyJzMzoqhOjR4/GlVdeiR49elg+tsvlQmZmPAuWD1eI3Cq8qH7mmB9L/1l7yuPx/NbyiRMMhjbjBhZB1awYVPfvKNTSMpbQLDP4RHS2plr+8a9/rcg+rWNtuJZ1/BteuxG1G9AWmim0QU3TsVK3nYdZRUizKplehUUt+rG1RGXRpsDtduPw4cY3S21tuPbaa2OIClDTkhpCVADw7bff4tpJKVCYEHM9aETloyTIXCAoENGqiAiv/7gkWOv03hWqOtAyILK+tCCIqICIeof+9iWiiUS00er+zWJZAYDf75/z+fqkRzYWOoZfNcoWLsankZXm5hm23eYIK6pqqMU4LCvT2lYsLiA2gbo50VhxX485cx+B2+1GcXEx/P4tmDFjRtMHd55BlmXs2bMH9z4cWx46YlGJUUQlU/Szfe27VSg9IS9SFGVLzEHOMVqzZcUYuxTASSI6G3o9A6q4fhzAb4moyspxmi02koio1um5/Tc/8/pr6tSZPt7C0p+c72QbDw1tONDQRgX8E1ZPhD5i3EJRS2uCoiiYN28eDh8+jGnTpiE9Pb2lh9TqsHXrVqSnp2PEFclRv7eHbAhAVC0qzcriClhroQqVZyV8NL8yWFXhfqSlPkMUyOLSMpgNIAAAjLExAP4ItRqpE4BheRojNJtlBQBEdCw1NfXXr75a93+/+EUqACWcCqMRlQ0sbGHxhGU05a/to8+y12BU6K2hzQb0BMXrZPFcUD4UIl4sVWMRz/XU4qo0bNtWiKqqKjzxxBMNqsrwXcHp06excePGUNOOJeH1fFKy2SyzDAFEhDd+cxolR6UbiMhal49mRmu2rACInPU0DWoNrSUAljDGdlk9SLNfyXV1da9+8lHg1Fe7ZUgU6QGo7xiiJ6f4nW4464xFFiM0tINLvK4qCkUWiVjUYgZe52purau8vBxr1qzB6tWrcfXVV7cTlQHq6uqwas08/O8rDsx83pioNPBunyaqA8CXHztx9hi+kCRpbfOP2AIIkRumvqVlIHJt4q8D8An3XvO0j28MiEhmjE188Zfy3reW5LIsuwwgUlM9qpa6rrtNvC4j8crlmqXsNNTiash2UlTNo8j6ROlcViy01atXQ5blcH5gO2KxYsUKjB7nwMQbY1PCAlqeH19UD2LoelLhrApi0d/K5ROHfbeeg+FaRiu3rN4B8DljrAJAHdSqDmCM9YHqClrCOXn0EtG+4wfFl+a+4UWNkgw/Z2HVZ200Nnykvn5zie6ZZwaJopcAUXhJJM6ePYuSkhLcdttt7URlgoMHD6KkpATP/6pDzHv1lVlWwCAyBbP/txS1VZjRkjFVhmjFs4FE9CKA5wD8G8BVFIlEFwD8yOpxzpmf4PV6f7vqfV/1gQNygwmrKcRipVFmPFHdKngX0Soa4iIKcRa3241Vq1bhiiuuQIcOsTdiO9SuQFrzjWRHJOdPIRbVQktzB3kXUBXbBezY4ETpCflodUXdwnP/CeKjtTc5JaJCIlpKRHxpmANEtNPqMc4ZWRGRVHLSN/Z3z5ajygnUKMlwKknwEVPdaT74Mg5f8KkQzWUV6cnL6Fy8Vhav1ZP+GM3RybusrAxOpxOXX355Ao96fmHt2rUYOcqDn/3xc8P3jbrTqOvVBObS4z689Uo5fbvLNao5x9koWJ0JbN2uYr04pwqsLMt7Thyk7/3+2TIoIRPERwIksLDOw2uA2uDq64xSn0XTUGJrjJVlhbhizqPXP+NYWfFIThAE1NTUYM+ePThypHlb1LVFbNmyBWdLd+KFP2UZptXwRBXduNQGiUQEPRL++NRpHD8QuLQlyr/UBwaAyWRpacs459NFPp9vYVmpbfEbf3aGBU1fKOfKiLD04N0tPUnpAz0TYX2ZHcdoHA11AxOFTp064cILL8SKFSuwdm3rmKBqLXC5XPj8888xd2EnZGQKUa6fDBa+BqPCFsLpNAxQFLz84xKcOIAHFUUpaqnPUR8YkaWlLaNF5rYPFTvv3rZZLluxIoAa2RHKvWJhK8uqm2TkphkRS3MTV3OgIXpWamoqevfujdTUVNxyyy3NPra2hMOHD2PsdUD3HlxuX/haMb78tRIwAggL/1aJQEDcXldX91bzj7aRaHcDmw9EpOz/ytXvrdecvm+/CcJHSfBp1ReJy88yCDWoz82qT2tqDuKKd6x4cVuJABHhvffew+HDh/HQQw+hW7duCT9HW8aZM2dwCVfrS09UUVZWqPGDHJr527zOha+31vm3fVJzRYsM3jIszgRasKwYY/mMsU8ZY/sYY3sZY0/p3n+eMUaMsRxu3c8ZY4cYY/sZY5Oa4QMCaCGyAgAiclaV+oe/9HwpSisFU8Jq/OwcM1x4NJS4zIT3eC5iQ2Ya48XymYU8HDsm48iRI5g+fXqbLbDXXNDqV10yMhkSCfCQDWpZFzF8PfAlX3gcO+jH3D9V+b7e4ulGRLLR8VsTEjgbGITabbk/gFEAHmeMDQBUIgMwAcCJ8HnV9+4GMBDAZAD/YIwlpputDi0a4uypDe5L6+h45IUnS1ETSIZLcaBGSQ67hRKxqBu+IRCialRxs3ENJC6z7fVojMWmIL5wbgW9eonIz88P12BvRwSHDx9GUlISBg21h38Xo5QaPVG5nDJeeqYUZ475R7a6eCozJMiyIqISLZyAiFwA9iHSDv4vAH6CaIfyFgDvEpGfiI4COATgskR+NA0tno+xZ1P1m6I9edk/XqxAreKARElRSaQqwUSL19qsm9VyMbz7FYAYXlRSFKIiluPBzFqLR3wa4TZUfNcTmQTGLRReggzw+Xw4ePAgXC6X9RN8B1BYWIhHnw9AYRGXD+B+n1CdKgUCFKh11QNBht8/dRb9LsuaJcvy3pYcv2VQg2YDcxhjO7jFtGUYY6wXgGEAtjLGbgZwmoi+1m12AYCT3OtTiJBbQtHiZAUAOz+tnHrmWLBmzbtVYd3Aq9gMXUHthtf+6rWghuhCMoTwwhNXQ0kMQNQ+8Vw/Pp8wXgyWPvAzHqZNm4auXbvijTfewFdffWV5zOcz9u3bh4qKCoy/OQMyhPADMBAq+6I2e4gOWQgoAv75UgUyOqft/XheydMtN/pGwLrAXkFEI7nFsOoBYywdagv5p6G6hr8E8BujTU1Gk3A0e26gFRARMcbyJEl22WwkXn9HJgQoCMgiHEIQdsiQoLp2digxhJUI8DNDIueU6cnGSq2s2GMbu4ZCI39Tn86Sy8rKwuTJkzF8+HDMnz8fXbp0QV5eXqOOfT5AlmWsWbMGU6dORbIjkjPLu3tGRPWvVypRVqKUb1lV2eZ6lyUyLIExZoNKVAuI6APG2GAABQC+DsWpdQewkzF2GVRLKp/bvTvU3oAJR6sgKwAgojrGWGbAx87KJGbccGc6UlkAEgkQtQLTBPgghvWoxsyuiVCiZoJ4aMfVT2nHIy/D9bphiSbuagzZRgUsRr9p417r9a27H4x0Ku43yIZf/ngBZsyYgS5duhie93zH119/rbbd+m0sUSkQon4r1coC/vVKJSrLFGnLququRJTIBINzgwSRFVPZ6F8A9mmdkoloD4DO3DbHAIwkogrG2HIACxljrwLIA9AXQLMIqK2GrACAiLyMsa5JNqoWQPYb7kxHGvPDR0lwsCACEGGHDIUYBBZbNVQPgVFcYVz/Pu/22RhPUGZWl7GDJiJ68og/rl74jyp3kwDrefKNKfhk9RgsW7YMM2fOhCg2y8RMq8WxY8fw5aaP8Nf/dA3XTefrp2vQev8FFYb5r5Sh7Cx5Ni6rzGybRIVE5m+NBnAfgD1cralfENFKw1MT7WWMLQLwDVR38fHmmj1tVWQFhAmroyCiFoB4w53pcDAJHrLDzmQEQrOidpJjCKu+eKeGzNSZEZdExjc/T0JaVHTk3JH94xFSlKUVkxYSj5SjXw8bNgzFxcXYvHlzq2od39yoqKjAhx+9jRdm5aLvADtkxM70hYX1EFHNe6UCZSXwbPmwom0SFQCGxEWnh2qix71RiKiX7vWLAF5MyADioNWRFRAmrMyAj52VIGZMviMTDiaF3oTqFjL1fzvkcAF/IEIamvXVWOgvciPwVlE8C45PzI7ZzqxoIFmf7dSDMYabbroJc+bMwYUXXvid0K+ICGvXrsW9D3fAZVeptaqiiudxYQo8UVWWK9KWD8vaLFGFobTt4VtBqyQrIOISKoSzQRIyJt3RARAAB5NCZn0QNqaErZiw9cLd32YEwutWVsBf9CIz1q/iC+z6/sERNNbSiibK2H07duyI66+/HosXL8bDDz+MlJTYYnPnCwKBAD7++GM4nU5M/X6HsPUERIR0vtV7QBHwnz+XorJckTYuKXO0eaJKrBvYatFqyQqIEBbAzgIIE1YEaudpG1PJRyUhawSikZvIzF07IxjpHwAgAbAx407Y8QhJipqhit5O5iwru/5+MmlpJoPhzgfV2eg7ARy/vQ+WLl2KadOmnZf6VV1dHXYUv47sPODP7+TCnqxVoI0I6RKJCFASJBJBRPj3KxWoLCdpywfnAVGF0NaTlK2gVZMVECEsm4PVykESr787Czam6ncBEmFnMjTS0nhKIyKrGpXmLgrgBPconSo2CVYDT4j8djxxRROS8QykeqzE65KTJk3CO++8g+XLl+OWW245b+qy+3w+bNy4ETt27MC4KSJ+9odOsKVoLbSSDIlKUQhz/1SBslPB8q/WlLbNWT8ztJNV60CIsDJS0sWa4/t99vt+3h3pdhE2pupV2myhRCpJSBBgY0rMzF1D3D8zQV6/3sySi2eBhfU3HWLOx11/AaYLpzC5OPWBrElJSZg2bRr+8Ic/YMiQIejdu7fhfm0FRISdO3fi008/RZ8+ffDYY49h2lNLAagVPQEYEpXXJePPz53Cwa2Bv3s8nifPK6LSEpnPc7QJsgLCcViOMdPytv1x5qGRP3y1D7I72WFjQTiYhAAlwR7lhqmkFanWQHGJKp5AbmNBU/LhETBxJ+1MNt+OzLfj3UBRd2+JzLoVZrfbMWLECGzcuBEZGRnIzc21vG9rQk1NDVatWoXa2lr89d1MXDTICZmWh7/PAIlhy1UjKQA4cTSIWc8cRcnB4L0+n29Bi32A5gKhJTvXnDO0GbIC1Eh3AJdefEXOw396YN/sh/7YD/0G2CBCgY3JCFASBBDsTI7E2EAlG5liY7KMZgv1AYPhbaMUzMh6nniiZiX5fEQdiYkmepO9AW6gWeyWGaZMmYLNmzfjrbfeQufOnTF48GAMGDCgTQjvkiThs88+w569WzB1Rgd8//EOYW1Ka0CqtclS8/3E8O+/7XM3Fr1yEmcO1A2TZXlXi3yAc4DvgmbFqI1+yNRM28XZeY49NzzWPWnsDZlwsAAAwMbksJult1SEsKgeIZ54MVpm4QuKBbKKB5uJVaQnU173ike0vLtbX1S/30fY9JkPKz/04ssNCvLy8lBQUICCggLk5eW1OhG+rKwMS5YsQXZ2Nv4w34tOuUnh799Dap0qjZhkYuH/65QkLJ9Tiq8/rQkcKaruTkTlLfMJmh8dUrrRlb3ut7Tt6m//WEREI5t3RM2DNmVZ8fDWSt8yxnJWzT779cl97p53PtMdyaICIACJRDgEKexiaaSlQIAAJZqEmLl0ITIlZgrcaBsNCkdc8VJ2NCvA8HgmqT16EkoNkXNDYGMKbCnApCnJmDQlGbVuwo5CJ7Zu2oply76GLMu49dZbkZ+f3ypIa//+/Vi5ZhEe/kkn3HiXH1qfTB/nkhsRVZk7GfN/dRAys5UcKaruSUTGIuH5AkLL1NM+x2izZAWoBfwYY739bpp76sCBB2a+3A8dMlPUWCw5SdWzBAkSibCFXCx76P7XrCwj60k0IDABiiFh8YI77/oJkMMuCqBqKEbQH1O0SEI+JXK8KAtSZ7XZ4pBxWrqAseNTMHZ8Cnpf8BA2btyIlStXolu3brjtttssjaO5UFxcjNWrV+P/3s7DgGEOBDnRXINPsXF5nmrd9DOnZMx+phhZ3TPn7lpx4gctMvhzjnaBvU0gNKvzoMPhWPfyjL0LHvy/fiy/bwqSQ66gJCephAWVvCLWlvkxFRLCZGZmURmBt8TiId4xfRQpwRvgRHU9gdo4fUtfQSAa3KSD7hhReYmCgDFjxqBfv35YsmQJWhKKomDFihWYtaQL+g50RCl5HiUZQPRsq2apfr3Zg3deOgpFFiYe++jEunM55hZHO1m1Hfh8vndEUSye++zBbcOndHJMnJmPFLuCZCaFSs2EyCtEWtHWlvo3OiQh8gQ30oHMhHgeVpKeY47LzUoGEHEX9bOBEuNcIY6QbDoxX+ZCHtKEiNXm0FlgWuWG06eCWLjQb2mszYXCwkJ06aISlQaNkKRQw1H1fxE+xYY6dxBLXjmGo8X+qrP7XZcQ0ekWGXhLgQDI51EkhgnOG7IC1L6EjLHMuhp6afcnlc9N+59+6DUoHXYWhF+2IZlJcAhSOJjUiLiMXMDm7mYj11My+VzC4yHYbOaaWnNClmVs2rQJ27dvx99W5IYfAl5SramIVaWSlEQiij+rxPLXjsBdRo+7qj1vUFudMWoSCDifwsZMcF6RFaB2fgbwPGNs7r+fO/DpoPHZXac80QtpKaqmpGlZPtjC1haASEIxn1toEIoQlRtoYFGZzQhGz0AqluK2eOi3l7hxBrj6/PoZ0KgxxLmg00Izjxs/96NHjz4NGlsi4PV68d5776FT93LMXtUF2XnJUADUyGkAeMtKJSp3dQDvv3QAZw8GDpTsd48lorPnfNCtCd8Bjj7vyEoDEX3LGLugcKH03L7Pq168/Tf9bH0v7QAbk+EjmxreoAA+2GBncpi8wtoWot04jYQUsxIxWvApyJCw9NHzQpSLWP/Mm8AUKFFVBLj/+XQePYFyL+ORleYWfvyhD8OHDqp3PIlERUUFFi5ciAl3Emb+5AIIAoMnNIEQ4GKmJBIRUATsXFWKlX8/Gaw55f+e3+9fdE4H2xrRPhvY9hES319mjC3+z9Pffth/QvYlNzzbB5mZTHX9QjFZEqkEFZDFMHFphGUUE6VZSUZk1hjwlUSb6hLqtTE+DowPmdDrcIvnfR+lpaU4cey/uP22giaNwSqICLt27cK6detw3XXX4YGfHoIMoFpWA1W9IbdPq5ZQfjaIxS/sw5lv/GuqS13T20znmXOBdsvq/AARHWOMDd21TJp5aHPNrOt/3i/lknHZABAmrbDl1JDSMRAMNa7GCOtGaGgpm/oQVd+Ji6L/cv49AICioiIMGzbsnCQ7nz17FqtXr4aYVoKXF+Uhv/8xBCgJLkUlKi1EQSIRPlnEpvdLsPafZ1zOUu9dwWBwdbMPsK2hnazOH4SE1zmMsRVLf/LtvC8uTpk0/sk+Qr8RHeCHDcmCFE7ZsWuiO+8yctAsMT00ootXLiZRsEqIUW5hvHANRUFxcTFmzpyZiOHFxZ49e7Bq1So88NMMXD+9AGISg0dRyYkP7gwoAratc2L1P07IrlPBt9xu9zNE5G72AbY1EAFyq+/D2mR8Z8hKQ0iIvZ4xNui9H9a9njsg7eoJT/cRLxySESYtjaiswIy4+K82Oq8wFnzAqcgoyhXkSYknmxhtygIUE50LAI4cOYLMzExkZ2c3+LhW4XQ68dFHH6GyshIzZszApHs3QQbgUVT31Kdo+X1A0ae1+PC105L7dOB9t9v9EyI61WwDOx/QblmdvyCiYgDXMMaGLnzY83rnSzKuHP9kH+GCgVlwCBIUJoTJK7aiAwwJTeBdQjIW0K2QYEM1rHhWFv+a169s3AxiaWkpli5diptvvrneczUURASn04kdO3Zg994tuPn+bNzxSBfAtiViiVISfIpN1bA2urB01hnFedS/1O12P09ExxI+qPMRietukw/gbQBdodYffZOIZjHGfge1+7ICoAzA/UR0JrTPzwE8BEAG8CQRrUnIYPRj+06GpRhAEISRaWlpr3cZ1uGya57sJ+RfnA6boBKUI0RUyUK0O8gTWLJBjSqHELsuXmhBfeCJiychs1nCePvz45j9cAa8Xi+mTJnS6LFpOHHiBLZv3w7GGHw+H06fPg3B7sPYm7Jw8wM56NrDHhb6NQHdoyRj5yYvVr16NFB7vG5NyN073OTBfEfQwZZLV2bdbmnb1RWz4yYyM8a6AehGRDsZYxkAigDcCuAUEdWGtnkSwAAiepQxNgDAO1BbxucBWA+gX3N0uPnOWlZ6KIqyA8AVgiBcUfqV8/XOI7KHjvnRxWJun0zYmIxkIQiX7AgTkJm7yOcHGhXIM3MboyonJGh2UL8v7wa6NJcrSCgqKsINN9zQ6PPwOHHiBPbs2QNA7RT93D+Bbj21WT3VIdYsKQDYsTWAj149LFUf8m5wu91PEdGBhAzkuwQCElVLkIhKAJSE/ncxxvYBuICIvuE2S0MkIvEWAO8SkR/AUcbYIajEtSUhA+LQTlY6KIqyBcBIQRDGlBVVvZbVL2PQwNsLbBeN74Z0hwK/koRkIQifYkOqGElLkSjW1fPJEXFeHxQac94oiyjx4jx/fI0oACAoK3C5XAmrINqrVy8AQFpaGvr3749uPdVrXPt+fGSHpzaI9R868dl/Kz115f5Cl8v1FBHtTcgAvqtohnQbxlgvAMMAbA29fhHADABOANeENrsAQCG326nQuoSjnaxMoCjKFwCGM8b6VO+vfXLzq3vu7Xltt45Dbu+Jnv3TTfdzCFJY6wIixMSTmSAYX1iaRSWTvd7ZxMYI7JHzqOcnIrw9U0Lv3r2RlNT4S6Gmpgb79+/H3r17UV1djSde7omrbsmGQ1wKBQJ8ig1VUgq+3V6LDe+V0InCmrJgXfAfdXV1b37nI88TAaKGtOLKYYzt4F6/SURv6jdijKVDbSH/tOb+EdEvAfwypFE9AeB/YDzH3CzaUjtZ1QMiOgTgScbYM3vfd088vrrkp8nd7KMvuvnCpAE3dEdKBztsgmKoWQGAn0tGThVUS8wpp3LrIsnFCmdx8eRmVrNdQ3Q0u0nXm6iqp4SgpODt3xzGqVNJuPfee8FMqpca4dSpUzh58iRKSkpw/PhxSJKEgddlYMrPOuPKsZ2RZBcAKPApIo6fZvjigwoUfljlD1QpH7tcrlcAFH43c/iaEda/zor6iu8xxmxQiWoBEX1gsMlCAB9DJatTAPK597oDOGN1MA1Bu8DeCDDGch0Ox4O2VNtTOcNzug66tRfrcXlXOGyq+6eFKmjuYKoYISRtHT9zqBFWtG5l3MXZSLQ3Iygz1+/rWQOxfv16AMCdd94Ju90es68Zjhw5grfffhsDBw7EkGkS+ozMQoeemWCMhT9TrU/E3k/KUbi4hGqO1B31VntfkiTp3fYYqeZBBzGHRqVY0xzXet6uT2BnAOYDqCKip7n1fYnoYOj/HwEYS0R3MMYGQiUvTWDfAKBvcwjs7WTVBIR+2JEZGRnPIYXd0HlE57QeV3RhF1zaFdldVHJIFqLdOf61EfGkiz4AupbzZiWM4xTW04Mnq2cGf4nBgwfjxhtvrLciaElJCdavX48jR44gPT0dQVaHyY/1Qv97Bkd9npLjfhzZUo6DX1YpFd9Uu5Q6+b8ej+ev7YJ586OD2IlGOSySlfc/9ZHVVQC+BLAHkdapv4AamnBRaN1xAI9qpXgYY78E8CBUsfVpIlrVyI8SF+1uYBMQcmW2A7ibMSa6VtWOOPPZ6ZuSbElTkzrbL8q7rKuYd1lX9BiRA3tqEmxMhp+r8ClxRKERlzMYcRE1MuJdRV7Lig5fCFUrNSE2zaLbtaECwWAQw4YNq5eoqqurMXv27PDrW/8xEt0GdwRBgLM6gBOF5ThaWEandlZKSq2yx1/nf8/v968E8E27m3cOkcBEZiLaCGMdamWcfV4E8GJCBhAH7WSVIITM3m2h5deMsbTqQ5VXH19+/I7CZOH6lO5pnfMuzRN6jO7CcvtnQxAF1Ml2JAkqifiFyE+hCe0pIZLyKbYw2dg4y8yoKKBg0AwDUGtyHdhciTmPq7NzXq/X8HOUlJTg4MGDKC0txZEjRzDqwYvQf3J3pOR3xJldldj/8n7leNFZpa5cOi375A88Hs9SAFuJqOFF4duREBAAak+3aUdjQUQeAKtDCxhjXSv2lI4/sih9mgJlpC3b0aHDhR2SO+ZnI/OiDKFDrw7I6ZkK0SaGCccNe9jNsmkziDKQpBEXF+Nl5BJq78uSgpO7azB3ZlH4PX1aTSAQwLp167B9+3Y40pOQnp2KQbflU+lhn/LtMzt9QadUyRjb6Ha7FxHRZ0TkTMw31Y4mg74bxffaNasWAmPMAaAvgItTU1NH2my2EYqgXCxk2HLT8zKEzN5ZYm7XTiy1fyqSOyTDlmZDejpDUkoSREH9zfhmEJqFxhOYjckghfDSsGXhdY888gjsdjvOnDmDsrIynDlzhlwulz/A/CwYlGXIrEpQ2G5JkrbX1dV9BWAfgKPnfYeYNoxMlk2XCxMsbbteWdRmW3G1k1UrA2NMANADwMV2u32Iw+EYASCHJYs5BOoAO7IgMBsTmcgEJgqMybZ0O7Ol24WkDJvAiCC5AkrQLwlSdUCSA7Lic/tsNkdSUHFRqSAIHsaYC4AbQInX690WDAaLoZLS2Xatqe0hk2XT5ew6S9uup/fbyaodLQPGmB1ARmjJhJpM6tIWImreWjXtaHEwxlYDyLG4eQURTW7O8TQX2smqHe1oR5tA85eEbEc72tGOBKCdrNrRjna0CbSTVTva0Y42gXayakc72tEm0E5W7WhHO9oE/h8WCzR1KNn7rgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_sea.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tutorials/demo_open_dataset_E3SM.ipynb b/tutorials/demo_open_dataset_E3SM.ipynb new file mode 100644 index 0000000..e4539bd --- /dev/null +++ b/tutorials/demo_open_dataset_E3SM.ipynb @@ -0,0 +1,929 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b1b28a4-12d6-4b3d-9ebb-836adb0b4118", + "metadata": {}, + "source": [ + "# XCDAT Demo: testing general functions on regridded E3SM data\n", + "In this document, E3SM model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", + "\n", + "Demo data used in this document is the time-series of regridded surface temperature (ts) simulated by E3SM, and the model's land fraction. Those data can be found from [E3SM data server](https://web.lcrc.anl.gov/public/e3sm/e3sm_diags_test_data/time-series/E3SM_v1/)\n", + "\n", + "Author: Jiwoo Lee, Jill Zhang (2021. 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "00614266-f53e-4b19-9899-36a31717f449", + "metadata": {}, + "outputs": [], + "source": [ + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "180af2eb-8047-4af6-a99f-b3838ee32920", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir = '/Users/zhang40/Documents/ACME_simulations/E3SM_v1'\n", + "demo_filename = 'TS_185001_201312.nc'\n", + "demo_file = os.path.join(demo_data_dir, demo_filename)" + ] + }, + { + "cell_type": "markdown", + "id": "4891950c-edc4-4021-9368-6f2e874def77", + "metadata": {}, + "source": [ + "## 1. Open dataset using xcdat\n", + "\n", + "### 1.1 Load dataset into memory" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "dd409458-f046-45fc-8bcd-862452df863b", + "metadata": {}, + "outputs": [], + "source": [ + "import xcdat\n", + "import xarray as xr" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", + "metadata": {}, + "outputs": [], + "source": [ + "ds = xcdat.open_dataset(demo_file, data_var = 'TS')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", + "metadata": {}, + "outputs": [], + "source": [ + "ts = ds.TS" + ] + }, + { + "cell_type": "markdown", + "id": "1fbf6848-acf8-4c48-89a8-5c3943bba2b8", + "metadata": {}, + "source": [ + "### 1.2 Data quick check\n", + "\n", + "#### Check dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "5c4df434-e363-4c58-a136-a4491603e01c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "d6f0b979-87cf-48f8-9619-e32f646575be", + "metadata": {}, + "source": [ + "#### Field quick view -- plot data on the first time step" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "cc3f4941-672a-4727-8fcf-4f920c94a809", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts.isel(time=0).plot()\n", + "\n", + "# Or, below commends do the same:\n", + "\n", + "# ts[0].plot()\n", + "# ts.isel(time=slice(0, 1)).plot()\n", + "# ts.sel(time=ds.ts.time[0]).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "81f3d61c-c186-4007-972d-9cecaa6422bc", + "metadata": {}, + "source": [ + "#### Check date of first time step: Note that monthly E3SM data recode time at the end of each time interval. The first time step is decoded as Feb 1st. " + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "2c7d1d5e-95d5-4e76-b0ac-9a3f67fd675e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n", + " dtype=object)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[0].values" + ] + }, + { + "cell_type": "markdown", + "id": "466ff83b-cba8-49f8-862e-401a245d96b9", + "metadata": {}, + "source": [ + "#### Check date of last time step " + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "a1606cf2-d527-440b-81b5-297e64590eb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(cftime.DatetimeNoLeap(2014, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n", + " dtype=object)" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[-1].values" + ] + }, + { + "cell_type": "markdown", + "id": "ef540f3e-5d7f-4a05-8640-e6165b332920", + "metadata": {}, + "source": [ + "### 1.3 Subset" + ] + }, + { + "cell_type": "markdown", + "id": "19fbb7f6-cda2-40dc-a1ac-0b789462b06e", + "metadata": {}, + "source": [ + "#### Original dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "a77c25de-f38f-40ae-9f8a-caf56d060368", + "metadata": {}, + "source": [ + "#### Temporal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts1 = ts.sel(time=slice('1851-01-01', '1851-12-31'))\n", + "ts1.shape" + ] + }, + { + "cell_type": "markdown", + "id": "1a501577-74d8-42a8-abf7-68f417de841e", + "metadata": {}, + "source": [ + "#### Spatial subset" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 21, 71)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts2 = ts.sel(lat=slice(20, 50), lon=slice(220, 320))\n", + "ts2.shape" + ] + }, + { + "cell_type": "markdown", + "id": "66e2b278-69a0-40d2-afe2-caa8ebcf1a76", + "metadata": {}, + "source": [ + "#### Spatio-tempoal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 21, 71)" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts3 = ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59'), lat=slice(20, 50), lon=slice(220, 320))\n", + "ts3.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts3[0].plot()" + ] + }, + { + "cell_type": "markdown", + "id": "dd94e503-d7d5-400d-b9dc-b476d9070fa9", + "metadata": {}, + "source": [ + "You can also visualize data on a map using [cartropy](https://scitools.org.uk/cartopy/docs/latest/) as below. Useage example also can be found [here](http://xarray.pydata.org/en/stable/user-guide/plotting.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import cartopy.crs as ccrs\n", + "\n", + "p = ts3.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", + "metadata": {}, + "source": [ + "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py), as well as E3SM_diags [predefined_domains](https://github.com/E3SM-Project/e3sm_diags/blob/master/e3sm_diags/derivations/default_regions.py). Below capability was made to mimic that capability." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", + "metadata": {}, + "outputs": [], + "source": [ + "def region_subset(d, regions_specs, region=None):\n", + " \n", + " if ((region == None) or \n", + " (region != None) and (region not in list(regions_specs.keys()))):\n", + " print('Error: region not defined')\n", + " else: \n", + " if 'domain' in list(regions_specs[region].keys()):\n", + " if 'latitude' in list(regions_specs[region]['domain'].keys()):\n", + " lat0 = regions_specs[region]['domain']['latitude'][0]\n", + " lat1 = regions_specs[region]['domain']['latitude'][1]\n", + " if 'latitude' in (d.coords.dims):\n", + " d = d.sel(latitude=slice(lat0, lat1))\n", + " elif 'lat' in (d.coords.dims):\n", + " d = d.sel(lat=slice(lat0, lat1))\n", + "\n", + " if 'longitude' in list(regions_specs[region]['domain'].keys()):\n", + " lon0 = regions_specs[region]['domain']['longitude'][0]\n", + " lon1 = regions_specs[region]['domain']['longitude'][1]\n", + " if 'longitude' in (d.coords.dims):\n", + " d = d.sel(longitude=slice(lon0, lon1))\n", + " elif 'lon' in (d.coords.dims):\n", + " d = d.sel(lon=slice(lon0, lon1))\n", + "\n", + " return d" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", + "metadata": {}, + "outputs": [], + "source": [ + "regions_specs = {\n", + " 'NHEX': {'domain': {'latitude': (30., 90)}},\n", + " 'SHEX': {'domain': {'latitude': (-90., 30)}},\n", + " 'TROPICS': {'domain': {'latitude': (-30., 30)}},\n", + " 'global': {},\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 43, 256)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'NHEX')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 43, 256)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'TROPICS')\n", + "ts4.shape" + ] + }, + { + "cell_type": "markdown", + "id": "b4a382e2", + "metadata": {}, + "source": [ + "Select Nearest grid box near an ARM site." + ] + }, + { + "cell_type": "markdown", + "id": "c555a250-a0df-4750-a804-f1d5ccd86fac", + "metadata": {}, + "source": [ + "## 2. Annual Cycle" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'global')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", + "metadata": {}, + "outputs": [], + "source": [ + "ts_ann = ts.groupby('time.month').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_ann.shape" + ] + }, + { + "cell_type": "markdown", + "id": "f2637bcc-23b1-4690-966d-b78c05569e61", + "metadata": {}, + "source": [ + "## 3. Seasonal Mean" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", + "metadata": {}, + "outputs": [], + "source": [ + "ts_seasons = ts.groupby('time.season').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4, 129, 256)" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_seasons.shape" + ] + }, + { + "cell_type": "markdown", + "id": "653a0733-a878-4efc-b4d5-05048d71932d", + "metadata": {}, + "source": [ + "## 4. Land-sea mask\n", + "\n", + "- Open land fraction of the given model grid and apply land or sea mask to the field of interest, using [`xarray.DataArray.where`](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html) capbility.\n", + "- Relvant example usage also can be found [here](https://geohackweek.github.io/nDarrays/09-masking/)." + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", + "metadata": {}, + "outputs": [], + "source": [ + "demo_lsmsk_filename = 'LANDFRAC_185001_201312.nc'\n", + "demo_lsmsk_file = os.path.join(demo_data_dir, demo_lsmsk_filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", + "metadata": {}, + "outputs": [], + "source": [ + "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file, data_var = 'LANDFRAC')" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", + "metadata": {}, + "outputs": [], + "source": [ + "sftlf = ds_lsmsk.LANDFRAC" + ] + }, + { + "cell_type": "markdown", + "id": "d26376fc-3560-4d5b-8e13-222549c5d464", + "metadata": {}, + "source": [ + "### 4.1 Land" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", + "metadata": {}, + "outputs": [], + "source": [ + "ts_land = ts.where(sftlf!=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_land.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f5088027-6980-4df9-a2d6-de6f253e0a0f", + "metadata": {}, + "source": [ + "### 4.2 Ocean" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", + "metadata": {}, + "outputs": [], + "source": [ + "ts_sea = ts.where(sftlf==0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "44499305-3479-4686-926c-275df329dcb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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iuXVod2Q/RkFVC49LKR93riOMpuhrgS7AI6aEVi6lzHKsc1JKmS2E+DtGIdIXzPlPYdTPe/2MTuosoIXcTAgh8tPS0n4L3Kj5A5mBgcPIuGwE3lo3x5e8h9z2GZMnT6ZTp07NjmVB13UOHz7M3r17OXHiBNu3b6dLly4MGTKEvXv3snXrVo4eNcxPPp+PYcOG4VpZgCpUZCRsHpiCUAQIgzSE22UQnNsFbjdoGrhc4PUweIaXl19+mf3795Ppb8/g4luQ6Qa5SZdJbKYUF/GrIEG6BGG3TrihhpNlu6g+vg+1Zh8lJSXJrhNSSr773e+Sl5dHZWUlmzZtYsOGDTQ0NNC3b19atWpFjx498Hq9KV2nSCTCunXrQsuWLSvXNO2x2tra30spq5vfsgUAffu55ZwUya1z+yOnIrllAW8C3wOWJyG3R4BP4sjtXSnl7FM7i7OPrz25CSHygsHgr3TVfae7czd/2g3jcedk4yqD0g/mEflsDbm5uUydOrVRvFdTOHToELNmzcLn89G5c2dOfhoin0LG/XIwW7Zs4dVXXwXgsssuo3fv3uTn56MoCh//Znt0EKkjNdN0IRQUd9SYLzwe8LgNac4KDVEVht2ZiaZprH7HUCulpV6qwjphRjh6Sy1ca5DfuMG1vLcz2qagopNA6jpCUbiJk6iqSiQS4YUubmRE466DBlk+nR809iMlV63fyRNPPGGP8e1vf5tWrVqlLM2Fw2HWrFnTsGLFiopIJPJwXV3dn1ti5ppH334e+UaK5NatfepqKYAQ4pcYFY7vpUUtvTgghMgOBoO/dLlcMwPjr85zXd4HxeMBCe5jsOvBnwFw22230blz55QDcKWU7N69mzfffJPJkydT+mrUripM47smI1Qo5WQrrRn1i2hbUIvYhCLQQyEaQSj2GEJVDRucx2OoqabTYfhdWQCsnFVvzCNKcDJgkKCT3KxjFkLwwWajkVgoI3qulcXG91D76PEoLuOcdC1KWjJkqrl/eoatW7cC4Pf7qaur4+c//3my9K+ECIVCrFq1qn7lypUVmqb9ua6u7iEpZX3KA3zN0KefR86elxq59ejQrEOhFRCWUpYLIfzAfIweGKOBUodDIUdK+W9mX+CXiDoUFgJdWxwK5wFCCG8wGHxQ+nzfC0wYGwwOvwShqBDWEarKHeVVlJWV8dBDD9G7d2+OHDnC9773vWbH/eSTT1i7di2hUAhVVZk8eTKdO3e2ly//leEZxZkDaKmaSpRMpC6j65nL47cRikC43KAIhNeL8LgNIvM51EBVBWssVUF63MZ3c8hLbzSIbuPGjbzxxhsA9JvwY4JZRhpPQ2aUuOryzcNQoa7AeGZFuqE2S81B+rpAahq3763l8OHDvPjii4RMku7YsSP9+/enbdu2tG3btqlLaaOhoYGVK1fWrVq1qkLTtN/U19f/Q8qWJMp49Onnka/OSy0UpHeHZkNB+gHPYjQEUoBXpZS/EkLkYvTd7YDRr+ImKWWZuc1/AncDEeCHUsr3zuR8zha+VuSmKMqIQCDwUuDKKzr4xowQDXu+oM1Hn7B3716qqozWlA8++CAHDx5kw4YNbN68mYkTJ9KvX78mx92zZw+vvPIK3/jGN9g2qxy/km54M01Y9jObuBxwElvcguh38/8sNc2W3CwpTgT9CKGAIgwbnHGixm8w7HFC2E4J6TdVWB0une6htraW3//+9wD827/9G4FAgAUbDVVT6FCfZRxHdbvocdYWG+ejeM2Xs83H0XXSfv8C7du3p3///ixbtowVK1aQlZVFTU0NP/nJT05JkquoqOCpp56KhMPhHXV1dddJKXemvPHXAL37eeSsefkprduvw6GvTYbC14LchBBpweysx2R+7oyM665W6rZsp/rj1eS5PQwcOJDu3buzf/9+3nnnHcaNG8eGDRuor6/n2muvjZG+EmHXrl288cYb3HjjjRyd55CcQiahhY0wLtt2luwYLXua5SAAm5Cc40BUvQUQHrdhfwOD0IQwpDZ3XLCtRXzmuNJrbCOkRMswiGbkpOj+5m8yCK62dXRfFd0NklXa1NnzLNXUIrY7dxmkPmvWLIqKihg+fDgAH374IXV1dbZ3FeA///M/cTuPqwlIKVm0aBGrV6+uBf5UV1f3q5YYOQO9+nnkC3NTyy0d3PHA14bcvvLpVy6Xa6KvVe6r7suGpYcOHeHkXx+nd+/eDLlpOm3btmX//v1s3LiRQCDAbbfdxty5c+10pNra5LbskydPMn/+fLZu3cqNN95Ip06dOOYyPJ+yIQSqigyHjeBbkkholiTnWGYRldR122ZGJBLd3inRKQIZiRgSndttqKcWIpYjwgwADoetC2LMDoXBZRCXk9QAKisr6ZH5BYWFhaiqyusVRgxbcJ9C1YAG9HoXnqAxnh6xdiO5Y6eRo/raa6+xbds2jh07ZpNb165defrpp+nevTulpaXU1NScUraDEIKxY8cyePDgwKxZs36u6/pdqqpO1jRtQ8qDfEUhEWgtRbUb4SsruQkhsoN5ua/Idm0mZM28jsBjr9h5mR07dkRVVTIzM9m1axdFRUVs2rSJW265hfbt23Py5Em8Xi95ecmNtJ988okdHzZt2jRqPy0EQNZGpRqaktacHkQ9gRnJUiOdy5z3yqniWgRqEZw1tkUeFsGBQY4mUdoqKlEb3JEjR3j00UfJzMykffv2jBw5kpUrV6JpGhMnTuS1XlHbjjfTsPGHG4z93LEjzLFjx3j00UcZOHAg/fv3p0OHDsmvwRlg1apVLFy4sEFRlKfr6up+KKVsOCc7ugjQs59XPvNOaiWPhhd9fUoefSUlN6/XO93bNv9535TxnuDg/txdUkdo+nTeffdd1q9fz/79+wGYMGECY8eOZdGiRWRnZ9O1a1cURSGVBPjhw4dz+PBhfD4fffv25dNPywBs6UlGIqCYl9d2EjQmJHRpqJHO5Q6pzamCxhCe2lgSvPSH7QFY+ahZXi0SAVP9REpQLHudOXZ92HY0LP/AWFZXb5x7RUUFFRUVbN++nbAp9RUVFXFXWhovKYYkJzMMPlFUg4Cf76lyO/kMGTKEY8eOnZJd7VQxdOhQevXq5X3xxRfvjUQi0xVFmaLr+opztsMLGEbi/IVfTuvLxldKchNC5AcLWy+gQ9t+WdOn4goGueuwoVr+q52fuw/W2d8tTPu8hFdffZWePXty2WWXpbyvNWvWsHTpUiZOnMjBgwcZNmwYmZmZrHz8ROyKkahZyLK7CYdqGeP8S+BwcKqsaOa6TmnOIQHa5PaPI9HlfgfBOCU5a/8OVVbLNK5L90FHeOSRRwD47ne/y9q1a/nkk2jYkhXa8VyP6LtRNQkuXO9Crw9R+f5yGt79mBtvvDGh3VLTNA4ePEibNm1SDvZNhnXr1rF69eqTlZWVc2pqah74usXG9ejnk0+8nVqZ8cuLd7dIbhcbFEW5xN2+7erADVcRGNADqQkkkqc7+GkUPGD+t+8+UMeDf/0rAFOnTk1pPw0NDSxcuJAdO3Zw5513smzZMvbt22fkVm7uHpXCEqikIoGNSUgH0dCY/Cy7mLEgOmYjUlQEK/9uZhVYhKgoUa+t1xMlWqdzwjG+0mBIaK1atWLmzJm8+OKLPPXUU/h8Prp27YoQgtatW9u2MrfbEcMnDGIOC1D8HrKuH8sQJZu33nqLm2++mXbtYv98ixYtYvny5WRmZnL99ddTVFQUs3z79u1s2bKFCRMmkJaW1ui6OTFo0CAGDhyYvXr16luXLFkyQghxpZRyf5MbfYUgAb3F5tYIXwnJLWtY7/+rO1H573nfvgV36xwzx8jAXXvrebqjQ3pxLvuiDikly5YtY+3atfzgBz9AURR27tzJ559/znXXXYeu63bli6NHj/LUU0+RlZXFXXfdhd/vZ/fu3Rw6dIhRo0ax6nlHXUaLSBLZ3ZLZ0ZzfnTY5izAbQoY6azsatKh6C7ZkZxGfUFUQAhkKIywJznk8ztg4RwHMUGE0b7amrTH/6KXRzVyto3ZFjydiHkr0OCIhg/y+sT3M1q1bmTt3Lv369WPMmDF2oc3S0lKeeeYZAKqqqhg2bBjjxo2zly9btoyFCxeSkZHBt7/97ZTKSum6zkcffcSGDRuO1dTU3Kxp2uJmN/oKoFtfv3zk7aKU1r2y07avjeR2UZObEMKVOXbg/nB1qCDv3htRfN5orJUghsiQ2PFY8eaJO/bU8thjj9GzZ0+OHDnCtm3b7GWZmZn86Ec/4uDBg8yaNYtWrVpx2223septxwBhU+JySEQ2gTlVTYeKapNMMqeDU8pzZkdEIrHEFzNWLLnJunqb4MwF4FBDhSMMQ/eqKGbLU5lmEInu91LZzZCaqhxxbvUDo1qfpY4KJXqeTnIDqKmp4f333+fgwYNMmzaN9u0N9bm2tpbly5ezdu1aGhoaEEJw00030aNHD3Rd57nnnuOLL77g6quvZujQoYmvkwORSIRf//rXALRq1epkdXX1r+vq6v7yVS+S2a2vXz78dvJKyU5M7LS1hdwudAghcgL9Oh3zdO+kZk4ZEw2VsG33jt8ydhnWH9GcfdPGUv74xz8CMGnSJAYOHMjy5ctZunQpkyZNYsOGDZSVlXHdddfRo0cPAFa847humlm1I+RQ96xQDKeUZoVjQDRUwzhY54lFvztj1SJa7LJ4UtQ0w4mBQWrGvqUd+zbiZ5345E/7qNEr2B/aSgN1SAHdAkNp6LKXtWvX0r9/f1pHro7uMjvqWGnIiUp2B6Kr4M42nApaJEq4LlNdlY6Xy21bNFuKGzhwIJdffrktpem6zieffMKCBQsAI22rbdu2dO3a1fZI33TTTUgp6dWrV5O5qtXV1fa9bN26df3Jkyc/C4VCY77K3tSuff3yb283HY9p4ZpOm1vI7UKGqqp93B3zN2VeP57AoF62vUdKEUtu1qlZfzIhbUJTPaa09YUfqWl45u8imNcBl9tHftUSFixYwJQpU3jttdcAuOeee2jfvr3tVRQO0hIRPeYTsKU5MGPKwCA3S5LT9VhSgyh5OTMMnIQmlFjpzzoGKRuRm/B4QNeNODhTosyZpvPaa69x+eWXk52dzZtvvmkPdcstt/DBBx8wZMgQLr3U0EE/nhfddyjXUGsrO0alvcqxUTVcjzQmHNUdvR5WsO/1a8qYP38++/fvZ+LEifTs2dPO292/fz+vvfYaffr0oW3btmzYsIHa2loKCgpYt24dAHl5eYwbN46ePXs22p+FcDjM7373OyLm9XC5XGWRSKSflPJQ0o0uYnTtG5B/ntMlpXWv7bzpa0NuF50V0ufz3eQuar0p7zs3Exzc01CHbB4wvjslBgSgSIRLR6gSty+C2xcxCE8KXNUCd52LzLbdcLl9lB3YxDvvvEPPnj1p164dffv2pVOnTrYqZb0MRk6S9oQwpCPpmHAp0clcjsdjkJYiDEeBNV8Ik9CUKLEpqjEJR3ya1KPbO2GGjlz6vUIjJcvpfRQCoaqM/M/uvPHGGwwdOpQrrrjCTjcbOHAgbdq0sZ0GH3zwAYsXL0bXdUZeIxl5jQQFPCfr8ZysRw1Je5JfBOzJCSkFUgp0TbEnC28MzqH6FzMI/GA6ixYt4sUXX6Sy0ijh1rFjR+655x7KyspYuHAh3bt3Z9KkSfTo0YP//u//5pe//CUnTpzglVdeafIZcbvd/Nu//Zv9OxKJ5CiKsldRlFFNbniRwnIopDJ9nXDRSG5CCKX9iI7vldV7rsz7zs0oAX+MUCP1WFKzbG+WVGfZhCxpIlxuEEDuakP181Tp6FqE2q0v8PnnnyOEwOfz0a5dO2688Ua8Xi9z587ls88+Y8KECWRkZCClpFu3bqz+wJRmIrpBZoAIa9Eik3WhqJQWDkdDOqSMi31zeEYTRe9Lh7TnsOUNv8codV5SUsL+/fuprKzE5XIRCATo1asXGRkZHDhwgKeeeop27doxY8YMAoEAUsqYMuGaplFVVWVLdFdeeSWFhYWseMs43ki2L1pCCdg/KaqqanmmdOqwvameqOSmmpVEIuHo/m7bWs+yZctYvXo1V199Nb1797aXHTp0iBUrVlBRUYGmaei6zrXXXktdXR2vvvoqQ4cOZcSIEU3GJOq6zvvvv8+qVavIy8ujrKxMd7vdP6qvr38o6UYXIbr0Dcjfv9U9pXVv6LL+ayO5XRTkJoRQisYVH6lOy2+VfvM1CKfNRYpYh6PlUJBEJTol9hz9G6Oet8ARY1ntF7vY8tE/uf/++2ndujXbt29nw4YNjB07lry8PJYtW8aGDRuYMGECH3/8MT6fj4aGBkpLSxk5ciQDBw7E7/fHqHJKvRmGISWixmHyCYejJBVvb7MkN2EffOzFsEJAHM6D9hPrmD17NidPnmTAgAGkp6ejqioHDhywsy1KSkpwu92Ew2GuvfZaBg0alPR667rO2rVrWbp0KVlZWfTs2ZMRI0bw8XsCLWAQeXnnqAe6dKSjPJMaPR/rxQIY0jLEOHM0k+jGLtzL7Nmz6dOnD2PHjk1Y4nzTpk28//77zJgxg6ysLBYtWsTWrVvp2rWr/bJJhL179/Lss88CkJ+fbxHc/6utrX0w6QW4yNC5b1D+9s1eKa07o+uarw25XfBxbhax1eS0bZV101WmdGZF6ptSUrToBUJIYx3h+HNZwk6N8cdUnZXBzP/R7o//BUBGRgYbN25k/vz59OvXj0ceeYQ2bYyk5DvuuIOMjAzbqQCwfv163nrrLSorK5k4caIxpJOwtBjmNT5dqp1Y7zjRKKHp0shAcKRKxXhdhaHu9rxOZ/nyFSz411oGDBjAlVdeaduiwuEwv/nNbwAYNWoUN998M8FgMKVEdUVRGDJkCAMGDOCjjz5i/vz5eDweBo7uRSAQYOkiN+7aqFTmLjEkuNtClTzdKaoSS1MddfnD6OZLR3VFt7MyG9q1a8c3v/lNnn/+eUKhEBMnTowhOCEE/fr1w+Px8Morr1BcXMyYMWMYP348S5cuZfbs2cycOTNhP9eioiJ69erFli1bGD9+PJ999ply5MiRfw8Gg1pNTc3/a/ZiXAQwMhS+XipnKrigyU0IoXQc1+lIKK91q8wbrwKpxKqiliPBUWoHAcJiM4sXLGO3WVDR4jx3tUSai4YNG0br1q0JhUK899573HnnnXYC/ZEjR5IWXLSIziLAkddIVsw1j8/rRpjSmwx6EdV1URZ2u2KCaY30qDipzcTw2xsHsR48eJC//MVoyTd48GDGjBlDMBi0l1t11NxuNwMGDCArK6vRGM3B7XZzxRVX4Ha72bdvH++99x7jxo0D/TLSDhqS6LFBfvxmthdZcNceY/7TRdFrFal3ZDKkOYpemuT2Ym8FSCfQ+y72/OxJNm7cSP/+/RsdT48ePSguLubTTz/lqaee4pJLLmH8+PE888wz/PWvf42xs1mwwks+/fRT3nnnHSZOnMj+/ft9WVlZ/x4MBvkqEJxEoEnR/IpfM1yw5GYRWzivdas0S2JzeEWljEppd+wwpKDnuptSiaWZ6ibxmQUV1brYkJBwUDAtxzBmV2cPxeVyUV5eTn19PXl5eaSlpdGrVy+uuuqqpHmS1vxAIMCyj0zJkKhUJn0elJoGg7x8Xqirj0phHrctwQ2/L5qkv/KZCoab5cI3bdrEiRPtSEtL4+TJk7Ru3RpFUXj99de58cYb2bJlC2vXrmXt2rV07NiRu+66C4BNmzbZfU5Pp5mNBa/Xy9ixYwH47LPPePfddwmH5/OLX/yCxbtySTukI1Uo66nwEoZqeKus5K59hnjsJDnFrdtJ9h6vIy3NvC3f2Ofl8PXX88ILL9CxY8cYQg6FQuzZs4fWrVtz+eWXM3DgQObMmcO8efPo0qULS5YsSXoOQgiGDx9OZmYmb7/9NiNGjOCTTz4J5uXl/eyrQnBfN2dBKrggyU0IoXSd0qVez8h0p900Hl1KIyzMoXpaDHb71gjP94xNPLckOdtLFzY+lYgxf6zyBaqqUlZWxhOz53Ps2DHC4TCqqnLTTTcBMHfuXK677jqmT5/e7PF26NCBqqoq+08aCbpx1UQJTg96UarNst9+H9TURTMLPG6G35lJVVUVmzZtYvv27Rw5cgT32ivZvXs3W7ZsoVu3bggh2L59O5dccgldunQxWgF+/jnTp0/nV7/6FXl5eVx99dWcPHmSOXPmUFJSwuWXX86CBQvYvXt3jCp9uhg4cCD5+fk88cQTPPnkkzzwwAMAvL89DcUhhP6ryLBp3n3AzGRIIFWETXub6tJjbHMFBQVcfvnlPPPMM9x444122lZFRQWzZs0CjHCQ7t2707lzZxYuXMiYMWNIS0vjwIEDtlc7ESyV/Z133qFNmzYcP348vVWrVj+92AlOStBkC7nF44IjNyGE0u3aLmE9I1PJnTmeqnoFTVcMKc1hjRYYUtsLvVR7rpQGsUld2PYewEh4NDGjpoxf//Wv5OTkUFdXxzXXXEOXLl0oLS3liSeeYNasWbYnLlW0b9+esrIyJkwIs3SRm8vHhFn2kRu1Nmx7F7VMP2qF+WcP+hk+IyrR1NbW8qc//QkwOr43NDRQX19vN22+/vrr7VLga9asYc2aNXbC+YcffghAt27daN26NVu3bmXfvn1cddVVrFixguHDh9OlS2oxUKmgsLCQKVOm8M4777B69WoGDRqEEpJk7TJUzJKRIOpUpF/j6Q5+h+NEoIeinlLV55DcTPJ7ua85o++ljPH7ee2118jKymLkyJF06dKFG2+8kffff99opPPxx/b2CxYs4JprruHtt9/mvvvua9Ku2LNnT3Jzc3nppZdwuVzU1NRktGrV6mcej6dXKBS65Sxdpi8VEkFYptYc++uEC8pbKoRQul/XJaKnZYic28ZTG/Ki6QqapkTjca3gXNOvEB8F/0xns9ijg9xElcHhd5ZWU1VVxSOPPIKqqtx55520ahWtT6brOqFQ6JRL9ZSUlPD4449z7733UlBQwNIlUcO2Wh22yxNJ0zkw6kqNSCRCXV0d6enphEIhFixYwNGjRykpKcHr9TJ9+nQ++eQTrrjiClq3bg3AypUr2bZtG/v27aN9+/a2t1bTNP7jP/4Dj8fDli1beOONN4hEIgwdOpRhw4aRnp6e0Nh+umhoaOAf//gHFRUV5Ofnc91111FQUMCcIxnUFID1Pwu1dajnjpYQOJwKnkB0HUXEPosyolH1yWb0l5ej6zrDhg3jxIkTlJeXx6TIAWRlZVFeXs7kyZNTapZ98uRJnn/+ecrKysjNzaW0tBRVVT+MRCITTvFynHd07JMu/312ag7QB3os/tp4Sy8YWVYIofS6trheT8sQebePs4nNsLPrtnRmBepabHfbFs2eYiATTEB6ejqBQIBx48bFEBsYXsLTqUHWtm1bevfuzbFjhmX98tEh+3PkNaaqHBd4u2TJEv785z/z4osvEolEaNWqlZ1HWVxczL/+9S+2bt3K9u3bqaqq4vPPP6ekpIRgMIjH4yEvL89WocEIeTh+/Divvvoqt99+OzNnzmTVqlU8/PDD/OEPfzjlc2oKXq+XGTNmMGzYMKSUPP/887z22mtc27qC4GFIOwChXM1w4ISFMUlhNJMR0rCBagLVo6FrAl0TjYgNjIolGZf1I/ORbzNx4kR27tzJ2rVryc3N5YYbbiAjIwOXy0UwGLSdKX369EnpHLKzs7nnnnvIzMyktLSU1q1bo2naeJfLteisXqwvARKBLlObvk64YNTSLpe2+dCVGXB3vGcEJxsMNVRVdCKagm6FfJjrCiG55fPGf4ZnungccW6mtCSjcaW6rrNu3ToaGhpOy3vYFAoLCzlw4AADBgwAogS3ZLkXTGfn6FENHDt2jBdemM/x48f5zne+w4oVK3jssce44YYbcLvdzJkzxx5TVVXWrl3Lzp07OXDgAIqikJGRQSgU4rPPPmPv3r1omsYNN9xAbW2t3Ug5HA7TtWtXevToQUVFhR2bd+zYMYQQ9OrViy5dupxSd/h4tG3bFl3X+fTTTwHYvHkzbdq0Yepll/FaTQZpu1Xq2hgXXgvoCEtYi3viLMnbEZZoww7AFrD6+s6I6zvTGSg1pyk+H++++y4nT56kpsZIBausrEz5BRUMBvnRj37EwoULWbZsGSNGjGDFihVXuFyupyORyF2ndkXOL1pCQRrjgrgiw2Z0elT61DGFd4+hrD6NhojLfuiFGa9mTca8KLE9193Nc93dPNOlsdpla9xmqtWqVauYO3cuU6dOPaXO8anA5XJx7NgxduzYQUVFRaPlo0c18NFHH/HMM8/QpUsXvve975GXl8eoUaPIzMzk4MGDDBw4EDCkiszMTNxuN1OnTuXw4cP4/X4yMjLIycmhXbt2ZGZm0tDQQO/evVmxYgWffvopK1euZPTo0fa53XjjjRQVFbFw4UIqKiro2LEjbdq0Yf78+bz//vt2uMjporCwkB/84AeA4ZG0mr/4SiWuOkjfa3qpaxWmbN5Px5ffYdpGo8+E6otK2qpLR0rBLZtOzUTy2U1daPP4A1x//fV06NCBnJwcGhpOPT/e8gavWLGCvLw8NE27U1GU8ac80HmCBHSppDR9nXDeJbeiQTlX1DfwrcsfnkKpdBsSm9CJYDgSIJbMLLzQyzDsSEcsrNV5ycK/2vu5+0Adz2YZndQtQ3N6ejpnG23btmX16tWsXLmSo0eP0rp1a/x+P926dTMLMWayb98+rr32WgoKCnj33XfZuHEjmqYhpcTlcnHbbbdx9dVXI6UkEongcrkQQnDzzTfzzjvvIIRgz549BINBRo8eTWVlJbt27SIQCJCbm0ttbS3t27e3JTKXy8VVV10FwIq3dQYNMub37NmTefPm8eyzz3L77befUTnw7OxsHnjgAQKBAA89ZGQ1TelQxSwtg1BW9L4tWbKEHTt2sHLlSvLz87ly0iQWji2KGevFPgozN+m83Lex+jRjI8yK67Co6wLFrdK/f3/69evHBx98wFNPPcWDDz54SucghLCdJJpmVTSRHwghCqWUR5rZ/AKAaCkzngDnldyEEK1ad89YNOF3ozkscqkNe2KKHkbXi36Pz1qyW8rtNoht27ZtrFixgv79+zPleAdo1Yo7yo0k8U2mUf3QoUMpNwZOFe3ateM73/kOAF988QUNDQ28+OKLbN68mbFjxzJq1CgqKyt5/fXX8Xg8hEIh+vXrx6hRo3jooYfYs2cPL774Ih6Ph7KyMo4ePcr1119PVlYWe/bsYerUqYRCIRYvXkxGRgaLFy8mPz+foqIi6uvr7Xpo1dXV9jGteDtx/+LMzExuueUW3n33XZ5//nlmzpyZUt+IZGjVqhWhUMgmBguecoHmg7FfbOeFPXsYNWoUl1xyCevXr2fevHncW3AvL/dzOH7Mz1s2yRgim7HRyHu9cZ1k9uCoV1BKga4Lc13BuBODWblyJVLKRilczWHQoEGsW7eOQ4fswiFKIBD4UAgx+EIvlyShxVuaAOeN3IQQ7vb9svcMuLc/ofwClAbDxhbSVCKaYXNzGpnjjaEyiXFUCMEXX3zBF198AUCvXr3IyspCURTbwxYIBDh69CiVlZWUlpayZMkSCgsLmTFjxim1m0sGq+PTz3/+c5599lk++ugjjh49yg033EBlZSV79uxh7dq1nDx5kpycHB588EG2bt3Kq6++ipQSj8eD2+2moqKCN998kx49evDCCy/g8/no3r07x44dIycnh9atW7N37166detGeXk53bp1IxKJUFFRkTBwd8VcjNAUBUBw9dVXM3/+fJ566ik7tex0sX//fjIzM3l/m2FgnNHDCI5e+P5C5u3di9/vZ+TIkSiKwrBhw1i8eDG1tbXcuinISw5J7eW+IqGkPm/ePNatW8ell15KQUEBW27rE1vqCsjJySEYDFJaWtpk57JEEEJw66238oc//MHOwS0oKOheUlLyvBDi5gu54KWU4qypnEKI9sBzQBtABx6XUv5NCNEfeBTDgrwPmCmlrDS3+QVwD6AB35dSfnBWDuYMcd6U8O4j8ld3Ht8uLXhJV8pDvoTeslPB00U+ni7yseKq/tx99912l/jKykrWrVvH1q1byc/P5/777wfgmWee4cUXX+T999+nrq6OEydOnJGBPRF8Pp9tR9u8eTP79u2jd+/e7Nu3DzBIVjdrsvXs2dMml6KiIsaPH89HH32Eoij07dsXt9tNhw4daNWqFZWVlSiKwu7duzl69CjLli3j8OHDrF69mjVr1vCXv/yFkpISRlyrMOJaBamqjav3Yvyhr7rqKvLy8ti9e/dp2+BKS0uZM2cOkyZNYmIPQ3J8f1saDQ0NLF++3CZiS5pSFAUhRPS3+SJLRGozNhqfVseyTz75hHnz5tHh0ZXcvEFw8wZhZ6q8PkjBf+0Q5syZk5LtTUpJeXk5YGRAbNq0iR49ehAOhxk0aBATJ050FRUVXen3+390WhfmS4QmlZSmFBABfiKl7AkMBx4QQvQCngR+LqXsC7wJ/AzAXDYD6A1MBP4hhLggxMjzIrkFAoHvdBmb07/bLf0oN7MHasKxDgHLQwqmzc1Zzsh0ECRDhw4daN++Pa1ataKkpIQ2bdrYqt4LL7xAq1atKC4uZsuWLQwdOpRBgwaxYsUK9u/fT3Fx8Vk916FDh3LJJZdw5MgRZs2aRceOHe2c1c2bNxOJRLjlFiN21LJ/Pfzww0ydOpWTJ08SCoUoKChA13V27NhBXV0dV1xxBStWrOBb3/oW//d//8f1119P586d+fOf/8yRI4aJaP369YlVb9VRZcBEYWEhc+bMYc6cObRv354pU6aQn5+f8jkeOnSIwsJCO1jYIjjwMnToULZt20ZFRQWBQIDhw4dTUlJCJBJJGGwbT3CvDzTIf+rUqbz44ov06dOHyy+/nEceeYQFCxZw6aWXcsnuTnw8JB1v+1bk3Xg5wR1VvPDCC9x2221Ndtb67W9/SzgcJj8/n7q6OlwuF6FQiBtvvJHly5fz2muv8c1vfjPzqblP/NHlcq2LRCKLU74oXyKMem5nx+YmpSwBSszvVUKIrUAh0B1Yaq62APgA+G9gKjDLVN33CiF2AUOBT+LH/rLxpZOby+UaWdAn45Fx/z2UOhGNv5FSUB+JHk6itzg41FF7ufn2d2voERWQPF3s5a69DTGt+p544gnKy8vRNI3p06fTpk0bOnbsyN69e3n00UcpLCxk06ZNZ53cwJBUCgoK6N69O/PmzQPgvvvu4+jRozEhKXl5eZSWlqIoCi6Xi5EjR/LII4+wadMmFEVBVVUGDBhARUUF/fr1w+fz8ZOf/MTuDuX1eunSpQs9evTgo48+Yu7cufTu3ZtLJ3U0ovrfT/zmvuyyy+jZsyePPPIIBw4cYNGiRUyYMIGcnJyUzq9Dhw689957RCIR5pbl0GBqxDd7K5k0aRLDhw/n9ddf58iRI/zjH/+goKCAW265Bbfb3chJ4LzvqqNUVYcOHZg2bRpz5syhsLCQm2++mV27diGE4L333qPm9RratGlD69atCWOoqO+++y7XX3990uPu0qULW7dupbCwkA4dOjBgwAA+//xzm+S/+OIL3nrrLY5sPiZUVX1fCNH9wuyqJU4l/SpPCLHG8ftxKeXjCUcVoggYCHwKfA5cC8wBbgKsPLdCYKVjs4PmvPOOLzVDQQhR2LZr2oFrH7pcRPJaURHyUx7yoUtBfcRNfcRl2tucjgND7YhohqSrmQ4HKzdRDyt2NV77O9EMBSuBe+XKlezdu5fDRXlkz5jE3fuj6T91dXW2IdoKCzgX0DSN9957j40bN9KpUyemT5+eUBV+++23CYfDTJs2jcrKSubNm0dxcTHZ2dmsXLmS7OxsPvvsM370ox/F2NachvTa2lp+//vfk56eTrdu3RgxYgRbV+UhhGDkRJ2P31fs1LBRVxke27///e+MHTuWxYsXc/z4cX75y1+mbJj/5z//yeTJk1nr7W2TW0M/I93MahTzr/w6ImWV3BcxMi4sr6hFaIp178x77yS3Gz8zrtPBgwdZvHgxu3btAmDmzJmUlZXRqVMnDh06xJ49e6itrcXj8bBz505+/vOfxxTkdMIqfCmEoG3bthQXFzN79mzq6uoarRsIBAiHwyfC4XDHC60vatve2fLul8ektO5v+7+ZUoaCECINWAL8Rkr5hhCiB/AQkAu8jWFbyxVCPAJ8IqV8wdzuKeBdKeXs0zyds4YvTXITQoh23TNXXfFvfURa2zSO1ruISMUmtuh6sZ/RRgiJobh1pC6MeDglWnVXmpU3nu7kNVTY4isQyuXkmuM+281tVxPx+/0Eg0E2b95MOBxOqebZ6aC+vp5du3bhdrspKSnh//7v/8jLyyMUCiGlZODAgfTq1YuysjIOHjzIhx9+aAcdX3PNNbhcLmbPnk3//v1Zv349Bw4cIBgM2k4QIYRNcIFAgP/5n/+hvr6eBQsW8PTTT1NQUMCNN94INI4JFMJwMLz99tsEg0ECgQDHjh2zU7+agqZplJeXk52dzXVplTzdKojIDIMmUFTJc93dqG4NVzgDV3YGzwFuT2xuqdus1KtL416qiqNHhZC8MVhn2loX7dq147bbbmPdunW8/fbbzJo1i969e7NkyRKmT5/OtGnTqK2t5a233kJKydatW5NmLfj9fmbOnMmaNWuorKxkzpw51NXV0alTJ/bs2cNPf/pTnnrqKU6ePEltbS0Z7dLyXKWuZzEklwsGZzu3VAjhBmYDL0op3wCQUm4DrjSXdwOuMVc/SFSKA2gHHD5rB3MG+NLIzev13ls4KKugaEgr9tWmE5EKEV2xvaC6FChmW2JFyGZTRdxuzZbidLsckojpqYBJeFITCEWPqcwrhBEAbEkVAwcO5PPPP2fLli0Ja4mdDfj9fnr16sXq1avJzc0lPz+fw4cP4/P5qK6uZv369axatYrKykouvfRSVq1aRXFxMSUlJaxdu9YmruLiYq699lo+/fRT3nzzTXJycigqKiIjI4OFCxdy2WWXMXLkSHw+H4FAgKlTp6JpGrNnz2b+/PlMnjyZkRMN8lg+X2X5AuMxGDWhs93G8JVXXknZe7pgwQI6dOgQ0zxZVrgRmWF0TeDxhw2HkfnOUBU9xtttERuYzgXFqjIc6zmdPSi63tADrexrWlhYSElJiR08HQgEmDFjBn/4wx+YN28e2dnZFBYm1pRcLheDBg3i2LFjXHnllYDRivAPf/gDDz/8MN///vc5du1hct9sTcnwbbw+c8F1QohLpZTn3abkxNkqeSQMUf0pYKuU8s+O+flSymPC6Bj+XxieUzCkuJeEEH8GCoCuwKqzcjBniC/FWyqEaJPT0fPoqO/1pTLiIyIVqsNRQ68uo7mFybxmicc11zU/VY9mE5jq1WxJTnFpjYjN+CF5rofVPd1Njx49OHDgwJmfcBIoisKVV17JT3/6U0aPHm17KKdNm8bYsWPRNI0BAwbw/e9/n+HDh5OTk8O+ffvweDzs2rWLoUOHEggE+Otf/0pmZiajR48mMzOTzMxM1q9fz5EjR7j66qs5fPgwr7/+esy+VVWlR48erF+/vllPYkNDA7m5uSk1Qt67dy9btmyJsW3dddxIhZIVbhRVEgm5TIlM2hKZdY9VVY95kSlxEptTK1Ycamp2djY+n49bbrmFpUuX4vf7WbRoEWvWGOYkTdMIhUIMHjyYrVu3NnkOs2bN4sknn+TNN99k3bp1di5uQ0MDTz31FC6fi4pbSum+ZSitWrVy+f3+14UQyT0VXzKMkkcipSkFjARuB8YKIdab09XALUKIHcA2DMnsaWPfcjPwKrAFeB94QEqZpBnvl4svRXIr7JKxcMwPewhv0E112GXH5FSbHlJFSMKaaqiWzaihqqqjmXFw1pPvcmuOGm4WgUVTtYQqkRFDRbJhEqKiSF7srTBzs05WVpYdpnEu4fV66dy5M9/85jfJyMggLS2NNm3aEAwGeffddzl48CD19fX4/X6OHj1KaWkpEydOJD09nfLycoLBoN0dqnPnzlxzzTUsWrSI+vp6hg4dSkZGBrNmzeLNN99kzJgxttNi8+bN+P1+1q1bR7t27WjXrh2jrmz8HObl5XHkyBHbC9oUKisrKSwsjAkCfjovzeil4DUS4y2CU10aGsJu5Gx9gvGCc6mOdojO4srCUTHEfB2npaXRpUsXDh06xP3338/LL79Mly5dmD9/PnPnzmXkyJFomkb79u1ZtmxZk+eQk5NDeno6Bw8eJBKJ0PvuQdzQbjKbNm3izTffZP2T6xnwzQEcnbKTgrkFlJSUFASDwf8DLpgQkbOVFC+lXE7jNF8Lf0uyzW+A35yVAziLOOeSm8fjublNr0Cvrpe15mgog0gC20AySc0Z++ZStZh4qER5pmAQnUVabm8EoRrrus3Kr0LREYqOquoxkgDA8ePHG1UKOZcoKCiwVTlVVenTpw/33HMPI0aMsBsXA1xyySUMHjwYgJ/97GeMGTMGn8/Hp59+apf3+fzzz+nc2WjM63a7UVWVgwcP8thjj3H4sGECmTFjBjfccANHjx7ljTfesNONdD02kyEzM5OxY8faDZGbQufOnTlw4ABffPEFL8sMnguaqW0RAQ0qMqygmeXdtUjUKWTEpkXHiVdVnVCVaEFL6xkAI6tg6dKl7Nmzh2nTpvH555/bcYXbt28HjKKj1ssiGUaPHs22bdsoLS1l8+bNdJrcjR2TSgj+ew6ZmZmsfWyD3UQ770YPUkqCweA3VFU9N/aLU4RRFaQltzQe5/RshRA5rTp6Xhz/s/6cjBhv9pqIB0VE/0zJgnebCuq1HnTnm15RpCGxKRKXo16Y6oqSmGp2Qlecdjlg5mZj/fLy8jMqyX02kJubS5cuXRgyZAht27ZlypQpTJ482XZyBINBWrVqxe7du40O8abBv3379pw4cQIwVMUOHTpQX1/PFVdcwfLlywHDaVBUVMR1113H/fffT2VlJb/+9a/tCreLVvr5aE2Aj9YEGDhwIFVVVcyZM6dJYkhLS+OKK67gk08ME5S7WkTLuUeEUQVZMwhOCymE611m2pTx6FkEp+mxj2LUYxqrplqYMyRse5xXrlxpl0Lq3bs3P/rRjzhx4gRZWVk88MADFBYW8s477yQ9h/T0dLp06cLw4cMBmHvjK5zcblzLwQ8a8xY9+DENmkrHS9vgTXczadKkHL/f/6oQ4rznZxvpV0pK09cJ5/Rss3LSnhv9na6qL8tpX4u+QZISm0M1tcIBol7U6DJ7HlFbjXCu4xQEzO+KKmPtb3GxVGvXro3Jzzyf8Pv9tsTmRMeOHZkxYwbt27envr6ezz//nB07dthNarp164aiKEyZMoXjx4+Tm5trb1tWVsa8efPYtm0bM2fO5O6776asrKzRPtxuN/fffz9CCF544YVG0p0TVtbELcJIuXJXC0MtdTnur6YAAqkrRBpUNC1aGMFJcM7gbRlXjFQVEpeio4qoJNehQwduu+02Nm7cSGVlJaFQiMzMTDp16mSXjj927BhjxjQdKqFpGjk5OfzgBz/A7/PzwZ1vsuudHaS3z8Dj8bDng72Ix9zogTR6TC5m69atDBo0qDAQCPxnkwN/KWiR3BLhnJ2ty+Wa1GGg75o+V7ZBk0qMTaA20jjUwuMy1EbVMjQL5xvb+jSWuV2aPc+l6jaxudToQ++05zgJLJk6CzBgwAA6d+5sl/S+kJGdnc3rr7/O7373O5YtW8bMmTPtUkcdOnTg9ttvp0uXLmzcuJFhw4bZ223bto3Dhw+zePFiFi5cyO7du+nYsSMAukeguQURr+CDLWks3p3L5MmTASNOMBms3qhSSm4RUZIzBjWKVUodpFnuXeoKWsToRK/piklqUa+57mjZaAV4qwleam8PDTFnSJgPr/Bw7bXXMmTIEFs1v+222/jJT35COGx4w/fv388rr7zCu+++y65duxol+R88eJCuXbsa4SzXXWec82+WUbb9BMFg0M56Abjknj5s2rmBbt26BX0+3/fM0IjzCh2R0vR1wjkhNyFEek4b7ys3/E93hBBURqIldZIZPq03dHM5po08aI6ChgmruTodC8LowuC029y6yfmnEYTD4RhJ50KEpmm8/vrraJpGz549uf/++2MM/4cOHWLjxo0sWrSIUCgUUwygW7duVFZW0rFjR/bv38/ixYsJ+4aycF3iqiCKonDDDTfw6aefsmDBApssnOjWrRt1dXUsXbrUnnfX0Roj7VoHNIEwO5AZBOcoiKApSCkaEZzV4UzK2BedBTXuXm+7rROXX365HXT83qVh3rs0TCAQ4IYbbmD9+vV06dKF9PR0Fi5cyAsvvBCTS5udnW3bJiPfTecb3/gGAMv+cxEPPPCA/VtH4M/2Me7ng3jttdeYOHFibjAYfNUMkTgvOMve0q8MzskNSUtL+8vE+wvS3XkZVJvEVhnxJb24iYjN+ZZRFR1FSFMyM+a5XZq9vkvVY747t7OgxIUhOMMSLGiaxmeffdasCnO+sWbNGrua8K5du3j11VdtVbqqqornnnuOHTt2UFNTw8iRI2P6J+Tl5XHvvffa3b9mzpxJZm5sypnQQXeB5hG8uyud7OxsvvnNb1JWVsajjz7aKFwmEAjYtq9IxJDAn/dn2IQG2AQnFEBT0MOK3Z3M8nQ7CQ6M58Kl6ugIW3V1vpjUuLCht4caZDV3aDTUZd6wBg7c05577rmHqh92RfuP/tx7772kp6fzyiuv2GQ9btw45s2bZ3vL6+/3c8cddzBgwABUVeXXv/41y5YtQ5OCvHe60f2q9nS9rg3btm2jV69enXw+33dSv4NnHy1qaWOc9bMVQrTPa8cd/a8vQpdKUkmsqbruOsK2u8VLXo3310wGQ1zFCae6Go/KykoCgcAZ1TY7V9A0jeXLl/Pmm2+yfPly0tPTueaaa/jxj39MfX09f/nLXygtLaWkpMQucrlx40Y+/vhj3nzzTTvAVdd1IpEIU6ZM4corr+TDDz/kiv5VjBtUS8SnoLsFurvxPUlPT+fmm29m3LhxvPzyy+zZsydmeXZ2Nvn5+ezcuTNmvtCEaRTFyBSxOpFpCnpExBCcMIO3dd2Q5Fxq1IOqE9tnQTG9rQqx3nOL4OKzCheMrLG/Lx1dzdSpU/H5fLz66qvouk5RURHTpk1j9uzZRMLGxuFvu7nuuuvsF8fChQupOmzUBkx/qxfj2lzHunXrGDVqVLrL5fpPIcTpV/08A7T0UEiMs05uaWlpf7j6e+1ditkQxalSWG8OXQrzbSySuv+d28Y6GBySmYOonMGfTunNCgsxvlvrGr9v3hC7708++cS22VxoWLRoEbt27aJdu3YMHDiQQ4cOUVVVxezZs9m/fz+apvHwww+TnZ3NtddeS+fOnbnrrrv46U9/SlZWFn/5y18oKyujpqaGhx56iAcffNCuwLt3796E+xS6JOITvH0wg7cPGtkKvXr1Yvr06bz22mvMnTuXWbNm8dBDD7FkyRJyc3PZvHkzANKMKZSqjGnQY1dzMZfrEYPMhJDRWEVpSXKmKisF7jgpW5iSPBjPh/MZse6zlOBWE8eTqqrKtGnTqKurY8OGDYCRSJ+VlYX30Sr7GHZMPEhaWpqdo/v+zPeprKykoaGBZ599FoCMjAyGDBmS6fP5vpfs/p1LSDAyflKYvk44q2crhCjK78ANvcZGy+VocSKxpW429RZx2+pjdJ4qZKOHWBGx0l08wTnVWGcStqGixr7aw+Ewq1evZvz4C6t0fnV1NS+++CKrVq3iyiuvZMiQIfTs2ZPevXvz9ttvk5aWxqWXXkpRURH9+/cnIyOD7t27M2DAANq3b09aWhrjxo2jc+fOvPTSS+zevdvuSv/yyy9z9OhRrOIJV/WqRvMIIn6B5jWmeLxxMoPPgv0ovvnfCQaDdOvWjWnTplFRUUFZWRlVg8fwkmIQodIQtbUhAUUiHWE6Ulfs9DjNIcE5X2CaLnApsVkMlpkCjPts3UsFidtcJgR4XFbJcIFbiZLcFcuM41NVleLiYrtMFEB+fr5RLy9OI6iqqmLYsGEMGTKEuXPnsnPnTo4ePWo3zB4+fLjf5XL9RAhxXsT+FrW0Mc5qjE5aWtqfpv6w0CWEoF53oQidsFQb1Xf3qBqRSCzZOWGoGcZ8t/lgK0LaNju3otklXlyqjmYmzkM0g8EJ20aj6I3iqT755BM8Hg+DBw/G5/PxZVZJaQ6VlZU888wz9OrVi8mTJ7OsvB3r9oNU0pk6NZfRo0fz8ssvc/LkSTp06MBll13GgQMHqKurY/v27XTs2BG/38+BAweYPHkyx44dY82aNRw4cICcnBzKysoYNWpUSk2bQ+nwemWG/TZ0BzNibJMrcnsRAKTLKMdqQWkQaMHYuEKpg1ABIdE1BUXVjbZ/quHZ1nTFDNw175npLdWliJHE3Kpm3E8hAcUmRU1XbFNEU5qBruusX7+e2267zZ7XunVrNm/ezFDaoUtBjw8KCUcMu1xxcTEdOnTgt7/9LTt27KBv377ccMMNgJF1MmzYsMwVK1b8iC87Wv9rqHKmgrNGbkKILl37pU/pfFkbGnQj1KPCDNx16vvOT7eq0aC5cCsaEangMh9WRUQT6J2FKlVF2kTmEjoR3UlwUdJyEpwV+R4f+DttrYtDhw7ZUfhVVVUXlL0tEonw6quv0q9fP6644gpjZnl0+fvH8phc4MLn81FcXMwNN9zAs88+y/Hjx8nOzqZfv34cOnSI8vJy8vPzeeKJJ5g0aRIzZ86kpqaG48ePc/ToUdq2bduorJHQQHMLNG+0wXIizNJMCS3Ogao2QChL0khQ0I34NyEwepc6CE71GIUQVHSb4IzYOsUmOI+qxeQhQ/SFZWUxSGlIfhbR6ZBQagP44IMPaN26dUzlk8GDB/Pxxx+T8S+NyruNk3e73QSDQY4dO0abNm249dZbmTVrFiNGjIg5vWHDhvlWrVr1fSHE36SUX1qwpOTsFas81xBC+IEOUsrt53pfZ43c0tLS/jL1R4VuIQRICOvG0M50q3iV1KoEYhBY7HgeV8QmLPsNTSyRuZQowcVLZaqq2543JY7gLFhG8cGDB1NXV8egQYPOeqnx08WHH35IWloa1R2uYd5ehWuKqxqtoygK3/rWt+zf/fv3t9XDwsLCGMlq4MCBvPDCC2zZsoWMjAwmTZpkduUyoOs6iqJwdZcq5u5P0h1MQsjkBrsQSxzq86RtbxM6UYKTIN1WtQ8cBCdRXIbkJlSJpim4Fc22p+q6wK0YZgTrHsZLcB41YktoERRcwiI2YTuU4iWbAwcOsHHjRr73vVgzmaqqjB49mnfffZd72t4DqnFt6urq7OyVrl278t///d+Nzt3j8XDppZdmLl++/GfALxNfxHODi0FyE0JMAf6IUXOrWAgxAPiVlPLac7G/s/JPFkL0aNtJvbL3iCwAWw2NJ7Z4Cc6SzJxvYq8aiZnn9HTGrwsGwVmID+2wtnF+giG1gWGkB5g8eTK1tbVJixp+2SgvL2fDhg1MnjwZK3xq7r50pABdFUaRSQFzjmTw1lFjevN4BqNGjeKaa64hNzeX48ePx4zZtm1bvvGNb9CnTx/Wrl0bE+O1efNm/vnPfzZKs1LNiIqID3Q3aHG+QOv/pLuhrrW0mzA7Q0CEjmlrMyVw8zZISSN2lJqIyffVdAVFkYR1Nda54FRNFS0m39h6fsCywZkpd0Lic0VryM2dO5dJkyYllNQHDhxIRkYGTzzxBJqmUV1dTSAQSKlKypAhQ7yqqt4vhDj9bjunCEls9MEF7C19EKMEeTmAlHI9UHSudnZWyC0tLe2vM37a2qPTWEpT0G1DZkRXzU8lJl7JgkvoMQTlVaMPo8fxYDof7vgxnCpIfGK80eAZ3rzEGMvtdtO3b1+OHz/Onj177KYy5xtbt26lZ8+eMfXRTgVW+fR4tG7dmt69e9O6dWsOHjxoz1+zZg0ul8sODJ7csYpr21Uim5DrdS9EAhAOQjg9QYiOJpAeifTELXMQnDGQMLykghi7nKYZqqYlfYd1FVXRY/KJY+61kHhUzX7ZCSFxq9FYSI+53coxRqpZIBAgGAwmPDerV6wQgt27d1NdXZ3yvXC73YwaNSorEAj8IqUNzgIkgoiupDSdZ0SklBVf1s7O+GyFEH0Ki12je18afVHpUjE9m1Gi8quNI9sBAi5jftAdsonN7wrbXlGPGrEf0Hhjsv1diQ0ZcT708bmpFt68JMKPf/xjpkyZgqqqdku9CwF79+7F4/EQDoe5priKa4qrmFxUBcJQ86TLsIXpScgnEAgkzBe10KNHDzZv3oyUEk3TOHToEDNnzgRgzpw5jfJIXfWGBKaEDXtcIqebEjHCPnSPju41JhvOvheOl5HUhf0ESlPa0yLGXVQU3e5hq+vCJidpSiDOewwGeTmJzPk7/gW4btxxCgsLeffdd5NeJyEEV1xxBe+//z719fWn9GwMHjzY43K57hFCZKW80RniIkm/+lwIcSugCiG6CiEeBlacq52dMbmlpaX97Rv/kWsrLPGir46CjpH6oSPsN2vAFbZtIy6Ha9/5IMbbyJQ4w1wigov+1hxe0sbZCIqQvD9KwePxcPToUVRVbTI5/MvEkCFD2L9/v13NoylI1ZzMO6nrOvPnz2f06NFJt+nTpw87d+7kn//8p21UT0tLY/r06ZSXl/P+++8jpWRqm0qm5VQmJDMARTP5ShOxjgfrNukYKyjS4DTHs2GXhdeNkBAwCE516XbOKUBEM1TTkKYSNvtoxHtAPXGSvEvEPk8eBxFa37N/24/Bgwcza9YsampqSITu3btTUVGBx+NJuk4iuFwuLr/88qxgMPhfKW90JpAXjVr6PYwWgA3AS0AF8MNztbMzIjchRNu8Nsrw3kPTqNG91OqxbzevEiGsK2hSEHKIGS5Ft0nOaTPzqYlVT+db2vk9nvziY9fi17MIzkmg1dXVLF26lOuuu+6Ckdy6du3K4MGDqapq7ERoDpFIhJqamkaJ4U5kZ2fz4x//mN69e3PkyBG7taDH4+HWW29l//79SQs8Ct2wxan1hhTXaLkmDBKzVE3nMuuyW/Nto53xobiknbGgm42CnAHZIc1QTT1Oc0VckK7LEfjtUyN4zJec9TsaGynw/3dnevToweOPP25ncMSjY8eOnDhxgqqqKmprU+8LM2DAALcQ4rYvoyTSxWBzM3uZvi2l/E8p5RBz+i8pZfJ6WmeIMyI3v99/3zW3pwdq9MYVl62GFfGBgy5HxkKa2zBqB5xqqElerjgictrfnATninu4nQSnCj2GPOO3HfD6Yf74xz9y7Ngxu0v8hYK0tDS7UYxVFnxK+yqmFlQaZitTRdVdxmTZxzweD3fccQcfffQRhw4danIfo0eP5u67744xqvt8Pm677TY7Hg7ghqxKbkqrTEhmFpSQQAmJhB5ULF9Cov+WFBD3UtI1BZejr4KuC/zuMH531LShSxEj/UP02VHM0kjWd+sz/rsQgvz/7cWAAQPslovxKC4u5sCBA0gpT8mT7nK56N69u19RlEkpb3QGuNDJzSw9XiuEyPyy9nna5CaEEF6f+Nbwa7MbLbO8pRbBuUVshHmGuz76hm0iN9TybiVax/n2jic4V1z+aHwFCVUYNcH27t1LdnY2QggWLFiQ9DjOB9q0acPJkyd55513ePjhh1m1alXKanNurhHga3mDTxXp6em0atWKrVu3Ju23oITNKURsehWGugoYoR4A8WEj1ndFxhCbHhG4PBFcjs5Ymq7gdUVs+1tYU0lzh8jy1kelf6HbUr+T2OzjMZ0N9vK4KiM5D3ajrKyMbdu2xcyXUrJlyxa6d++O1+ttsmhnIgwdOjQjGAz+7JQ2Og1IhF06qrnpPKMe2CSEeEoI8ZA1naudnYnIPGLgKG/rQLqL+gT8FJYqEanS4FBH01wN6FLgVSMxaioY6kXItKkEXGFCpmfVp0bs715XhIaIK1rXTdEIm8s8rgghxzKXGjVIg5m+JaQdUgBGXNjixYsZNGgQa9asYdKkSY0CWs8XsrKy+NGPfgRASUkJ7733Hrt27WL69Olc17qyma2hX79+fPDBBzG9TE8FEyZMYOnSpTz00EOMHz+ewsJCrk6rJeCLSnlWEK8TIizQPdKIcXPFPhh2PLYwY910U2qTAsVtxLZJ3ehgpkuB1xUxM1MUVGHcz5yAoRpGdCXGvAGxxBUhWkPQo2i2Md228zqcXapHpfjenqx+dTXdu3e3r1ddXR0nTpygU6dOeL1eysvLY5poN4fWrVvj9Xp7CCFaSymPprzhaeACcBakgnnm9KXgtKk8PT39p1fdktFoe41oDpuVLhWWCh5Fw6+G4lfH5/CiOl35PjViq6pOW5zXERICycNFwCA4t+ONDbFqa2ZmJunp6QghcLlcdpnuCw1t27bljjvuAODNN9/k5MmTzW5TXl5+Rulkbdq0Yfr06cycOZONGzfy6quv8re//a2RNKhEjAkBSrixnc2S3hKppVasmzDzTZ35pV63cS/tJHqpkOZtIKSp9ssuoiuN1FI759SU5mxVFYlHidgl7g0JLyrxF03sSnV1NY8//jgHDx5kx44dzJ8/n3A4zPvvv09mZqZdrPJUMHTo0Cy/3//NU97wFCAvEoeClPLZRNO52t9pkZsQIi0zJzKxz7BonFD8myOgGEQWlgpuxwOY4zG8TpnuupheCkBCj6n13Ulw8eqqk+Dia7hB48oQqhnxrigK+fn5NDQ02B3KL1RYVSyysrJ4/PHHWbFiBSUlJQmN3KFQiLlz5zJ8+PAzzrgoKCjgjjvu4Lvf/S7f//73+eyzz1ixYgUVFRXMUKMSpDMFSwkLw8PqCPWIV0uFanQls6BHFDyeCKqq4zXVUmfxyoAn+mIMaSoZnnrS3IbKbBBZOIa4PGpjk0b0+dLtl6pL0XApGqpH5Y477qBjx47MmjWLV155herqalRVZfPmzYwdO/a0grz79u3rVlX1PnGOVQKrwk5z0/mEEGKvEGJP/HSu9ndaaqnH47llwg1Bn5VqZcGnhKnRvXZSu/NNkeWO/gkVZAwZ+tQw9ZqRj+ox80zBIDFLVW1umVNFTZQg71I1Ilrjh7Nz5858/PHH1NTUsHnz5kb5ghcSfD4fEyZMYNCgQSxYsID169dTXl5Obm4u3/rWt5BSsmfPHhYuXEheXt5ZP5dgMMhNN93EJ598wooVK4zUr0BUNVXCIIWhliaCkIYTRChmup1VMEQTeIKxcZBSCvweY571wgrrKoXBWJXcFRfvpggdl9DNsCONiK6a4SAROx3Lo0TQTW3CQkhXOTytlImBiZSVlbFjxw6mT5/OkiVLiEQitGvX7rSumdk0Orh9+/ahwKenNUizOP9SWYq4xPHdB9wE5JyrnZ0WuWVkun8xflpq2SW5nlrCuoJfDVOnxfZOCLpC1ESM8AufGrYzGDyKZqseTihxOahOOx0YBNegmU2W1ag6YpFeIoI7cuQINTU15OTkXDB5pc0hNzeXGTNmAIY97s033wSMXNnnn3+eqVOn0r9//3NyPu3bt6d9+/a8/fbbfPbZZ8y4PJ2XZEbyBPuIAI9EJgrTkaB4dBQ1Ws1DNYN303yxjgxNV8gPVFOvuWKcB5bpwnrp2YQlsQnOo0QMkkM6pHzd1igadJdhl5OCXRMPMD0y3SgucP1BOlzamremv8f48ePtDmSnimHDhuUePnz4pxh/5nOC8y2VpQIpZWncrL8KIZYD/3Mu9nfKT78QonunHrKoVYEHTSpoCYbIdEWlNK9onJngVRwqpqkeJIsmTxbHlGx5TEpOgowFl6rhcUXwuCLouuExHTZsGGVlZfTt2zfBGV/YCIfDdo+E4uJiOnXqRCQSOedE3b1796Sd3JWQMHJKVWkXpXRCWo4Ep6dUE/g8YdwuDb/XeCacXbEC7pDdxLtec+FXw3iUiC25uYQeI4kpQhJUQ3ZmjEvRCLoacJnxLKrD5uZVIjHPSMnUA9TfdgyAtDZGw+wdO3ac8jWyUFRUhBDiCiFE4nyvM4SURt27VKbzCSHEIMd0iRDifiBJlYYzxyn/A4LB4A+unpGR0lXK9xhBqLluw86WpjbExL1pUiQtoOd0NDjtbUDMQwxRgrNE8/jUHOc8J3nu27ePQCBgB3D2798/hbO6sJCXl8eJEyfsqh59+/Zl//7953SfmqaxaNEiSkpK7K5YQoumgyVSS4Vu9E8QghhbGxhxbR5P7D3WpILHpeFWNXyO+LbqsIcsTx0QDfFxKVqM3TXoaiDoikp+qpD41bDD2aARNKsCWDY3MGy33rhnDYwKvV988UUKVyYxFEVhwIABAZfLNf20B2kGZyv9SgjRXgixSAixVQixWQjxA3P+ACHESiHEeiHEGiHEUMc2vxBC7BJCbBdCXNXE8H9yTP8LDALO2TU5JbVUCCHaFPpuHzk+Lb5CEV4RpkFGxXZV6ChCt6U0Fd2OewPwKJFGaqpPDRMyi1zav001M+AKU6+5HNsbD6SlvroUvZGKatndhMPxYKmo45an8dzyNxg2bBjp6ekMHjwYr7dxMPKFjkAgQFZWFvv376e4uJj27duzZMmSc7a/I0eOMGfOHPuFoCgKt0rDDvY8saYKERZIn1nmyEy1sntESYHqNaUos1l2RFPsEJ6AJ1biD+sqrf2NS6SpQuISGhGp4jZVUCcUpP0MaqbNzatEjPxUYXhXDbU0up0VpmTZ7Lxeb8KuX6eCQYMGBT777LMfAE+f0UAJIDmramkE+ImUcp0QIh1YK4RYAPwe+P+klO8JIa42f18hhOgFzMBIqyoAPhRCdDODduNxj5QyxoEghCg+Wwcej1OV3Hr36KcG3Z7YC9lcyzBnHwXnm9F66GKltKiaGh/oGy+xxc9rpKKqWqPQEbeiMW55GgcPHuTEiRP069ePrl270rVr1ybP4ULGwIEDWbNmDWA4HWpra89JnmxNTQ3PPfcc/fv3JxKJ0LZtW3Rdb7QvK1NBJlRJMYJ64wKtI5qKx62hKNK+Z9bLSdMVMj31MS+3sK7iUSI2KbmEhj+uaqbLDD+yXpYqkoDj+fIqEdxCw6tE7AmMF69baPYYllR8JsjKykJV1YJzU4b87DWIkVKWSCnXmd+rgK1AIQaHWm+vTOCw+X0qMEtK2SCl3AvswihrlAivpzjvrOCUJDev13v1sMt8ApIHDQaVBmp0L5lqLfXSTdjchVeJ2InPLkUjHCe1+dWw7QwIukK2VJfmrqc24rVvjDOo14JH0ewH36oGEeNlNUnPKvkSiUSYO3cuY8aMienpebFiwIABrFu3jkWLFhEMBunatetZt7nV19czf/58+vTpQ3FxMVlZWZSUlFBSUkJZWRkNDQ10zM1l5MiRqKrKs36zRFBYgFsaAbvuWELTIwLFJdHCKj5/bAykpke9pc4XouFQCOM3HVAuM7bNIiOkYmfIWEQW1hVbi9BRbGkPaCTBeZUIqpCEdQW30HArOsFgkMrK5gOnm0Pnzp09a9euHQXMP+PB4nAK4Yx5Qog1jt+PSykfT7SiEKIIGIjh5f0h8IEQ4o8YQpHlii8EnB27D5rznOP0wJDsMoUQ0xyLMjC8pon2vTGFczkupRyXbOEp/bN9fs/0Sy5rfCw+JUy97lBJHdHf6Wq9nVDvVSJUa7Gqn18N2UUt09311ESM5ZnuOvu7Tw1TG4kmtfvUSMxb3DnPWfbGWb9qxOJomtji5YtJT09nwIABqZ/8BQy/3+ix+eyzz1JTU2N7Uk8Hx44d44svvuD48eNUVVURiUQIh8McPnyY4uJirrrqKkpKSkhLS2PEiBGEQiE2bNhAcXExH330ESdPnuTaa43CqkpEoAVN0omL75W6gidgEJowHQvhiIrbZYT0OPNIwSC1DE/jVLCIrsY4qAwSM2rR6KZi4lZ0vCJMWKoo6DYRahh1BVV0NBR7HEPFjT7D7dq1Y+7cuYTD4dP2mAJ07949c/v27TdyTsgtZbX0hJTykuZWEkKkAbOBH0opK4UQvwZ+JKWcLYSYDjwFjKdx2DY0qqtNd2AykAVMccyvAu5NcggqcHVThwi83dQ5pExuQghPhyJfn4L2HsJxh95cV52AEqIsEnQk00evh1voRKRqqxc5nhqqzEbOGa56qjWD1AKuELoUdjxcMoJzSnWWyjp0UbSD/KFDh1i1ahX333//BZNqdTaQlpbGPffcg67rp90H4vPPP+e9996ja9euHDlyhCNHjpCWlkbHjh255557yM83upqVlZWRnp7OwIEDARg2bBgAx48fZ+PGjXTp0gV9XGPNROoC1W+GcTRSSxXS/AZ5WY6CsKbafTbS3Q3UR1x2AHed5o6pEahLpZEzQCFq83VKaNZvFd2Oj1QxyiSFpWpLddZLV37jMO3ntWfjxo0MHjz4tK4tGBVGMAjhrMLwlp49SV0I4cYgthellG+Ys+8AfmB+fw140vx+EHCmbrQjqrKaxyfnAHOEEJdKKT9J8TC+JaVs0jMmhGiyEfapXJHhgy91N6oJ5HOEesSHfVhZCvHdryA2HCTH9KZa87LcdfayNDNlK6qWJveiQmK7nIXS0lJefvllpkyZQkbGl1YF+kuDz+c7bWIrLy/nww8/ZMKECRQXF9O5c2cKCgqorq5m8+bNfPbZZ4CRTP7JJ5/Qs2fPRmN07dqViRMnMm/ePLSauMwJCYon8b2RuiDoi1dLDbKKjU2D+oiLes2NjqDGfPE1OJxQFoJv9cEtNPu5UYRsVLnXet7cimYvcwvNnlxCs+3J3e/PZ/369WfUHc3r9RIMBtOEEPnNr31qkDK1qTmYmRRPAVullH92LDoMWEUCxwJWOs/bwAwhhNd0DnQFViUZ/jMhxANCiH8IIf5lTUnWTVrTXQjxO+OcZZMFD1OW3AKBwPXDL4t6EmL7h+oxbZICSqhRbTcLXoeX1O8I3M1111Ctee23diDGBtdAVTiqDjszGnxx9hiIElx8WeXFixczdOjQhH/MrzP279/PK6+8AhgdoYqLi+20rv/6r/+ioqIiJmFcCEFJSQkZGRns2bOHffv2EYlE2L9/Pz169CAYDDJl1xHeHdbRqB5u9Sp1/Ll0TcHva4jpNWtBk4KgJ5bsQrpqV212okbzEDRfgGFdiVEnPW/2J3T9BiN9Sw0RliqqcKilZsVo1WxBqQrdfq7DUjXWUwzyLBrVhhWPbGTdunVnJL316NEj7dixY+MxijWeNZxFb+lI4HaM6h3rzXn/gaE+/s2sT1cP3GfsV24WQrwKbMHwtD6QxFMK8DywDbgK+BUwE8NhkQiPCCF+JKW0E+2F0VDkX0CbVE4kZcnN6xVTh4z02alVAB4Rse0aPiWx1OY15wfUqL3EKbU507IyXVGJDYhJtLfilqK5po0f9HhJzlk1QtM09u7dS+/evZs8z68bdF3nrbfeoq6ujqysLO6//36mT59OZmYmHTp0wOVykZuba+dVCiHwer0sXbqUt99+m8rKSjp06MD+/fvp3Lkze/bs4fjx44ltUwKCwQb8gRD+QGMHgs8VianbZjmtwpraSCIPaS5cZqqVE2FdiSlv73mzf1RCMyUyC6rQcSuNpX9rXcvL71UieDwKU/4wgg8//DBpYctU0KVLF396evpZje2SpJZXmgoBSimXSymFlLKflHKAOb1rzh8spewvpRwmpVzr2OY3UsrOUsruUsr3mhi+i5Tyv4EaM2H+GiBZ5PyVwJ8sB4QQwochJbqJtdslRUqSmxAiq3tPf2FmlkJNMxEGhuE28bDpaj1VZgslvxq2yyHluavt+WlqPdWaz35A/WrIdkIEXQ3UaU7HQlSCs5AsdWvTpk3k5eWRm5vbaNnXGRs2bODkyZP07NmTadOm2aRUWlrKZZdd1mj93bt3841vfANVVe11rQYqffr0IRwOo+t6jNovIwq+9MR14XRdIcMfrZMW34JRRxA0i5paZY5Cukqau8HodSt0GnQXQVdDDHHFQ5MKbjOnNBEMe5yVwxp9fn1KmFrzmcvtlEFhYSFHjhyx2/ydKgoKCtA0bZgQQsiz2AH8rA10bmFJJOVCiD7AEZJ0v5JS7hNCjMfw0OZjSJOfSil/nOrOUpLchBBXjBrjitEzPY4HacsLTbcdtKQ4MFKzLOkr25GmleOK1qj3K7Fv9TSH1OdXQzESnU8NN5LiPIoWU+ersrKSDz/8kHHjknqNv5aora1lzpw5AEydOjVG2ho0aJCdIK9pGpqmUVtby/PPP8/OnTtj1k1LS7ODoNPS0pjdL5+ni3wgJIpHa2RrU4Qkw19Pmq+BzECstA4GwQXdIfyuMH5XVIoLuMJ4FC1GQo9IxZbqnUHi8oZ10e+zB9uahdM2F60iouNVwjY5upVII4lOQSf9rV5kZWVRXl7e3KVNClVVadWqlYphmzo7kIbdMpXpPONxIUQ28F8YUtgW4HeJVhRCDALygX8DfgMcAF6w0rdS2VlKkltaWtr04Zd7E+aR/v1brSgs3EsvoiEhbhEhLF34RJh6M2shR62hTAuimu+YQByBNXsMrhDVjnAQvxpqVopzKTr9FrRmwacL6N2792nV4/oq47HHHgPg5ptvxueLDfHp06cPH3zwAfv27WP+fCNywVLp3333XbxeL926dePF3mYNNimINJjk0kQ58nBEJSOQvKJthrfxMl0KuyS9hYiuku5uvG5YqrZ5w3NT4iIcitBRkbajyyeiGQwWwYWlilcJ06A3Vq/P1Mveq1ev7EOHDl0NnH7Cahwu9MR5015WKaU8CSwFOjWzyZ8c3zcCrR3zJIZTo0mkJLl5vdrY/oOi8WkKuv1g7Nu3L2kpajC8qc64t3g4JbZMNfoW9yawhaS5Yh/w+OKXHiVi1vWKFdKllEl7VH7dMWnSpIQOFo/Hw1VXXYWqqiiKgqqq7Nq1i9GjRyOESLkirR5W8HiNe+n1hPHGpVVpukKGt96enFCEJMtTT5Yndr4uRSNpvUF3kaY2xEj58VCRMXY3FUlAic1gsKU3oUVfxGqI4Ft9AKM3QiSS2E6XKoqLi11+v/+6MxokDmfLW3quIKXUge+ewvpjmpiaJTZIQXITQriLOvkzPF5BCEMdDdm9ETSuuuoqAoEAW17oQa/bojF1lhRneaKcaOsppyISIF01Hto0td5+QwaUkG1/M6LFddvmAQbBaVI4PK4GwVlSnJ0XKHR6zW8LwM6dO5k8eXIq1+NrBauMeSJUVFSQlpbGtddei6qquFwujhw5wqeffsr1119vx7wlglB1XF6rz2jj5Q0RlbxgfaNeBxasxHiIjaHUEaQ5EuLDupFPGtJd5HmqbQ+nJhXS1fqYECSvEo5WiEagOLymYElzRjCvEUJiWH0DSoi614bb69XU1JxSqfFEyMnJQdf15iSXlHGWc0vPJRYIIX4KvALYUo2UslHzWCHEICsNLBmaWycVtbRT164iac+7Rx99lHbt2vG3j7IISbVRtgJEia6Vq4qyiJGW09pdQa3utb2pThXASYxgvDmrTcKz4o68SiSmP4MzxMQJXdc5ceIEhYWFjZa1oDH27NnD66+/TjgcJhwO079/fy699FLeeOMNMjIyuPfee8nJMeoLvtRXIJB2Qx6PJ9rIRdcaKwUNITfZacnb4zlJzYIidNJtm5pVBNX4tGxtTpIy1FJjH07V0wkVGWN7cztSsSwtQzdJDsA6Kiklmzdv5uqrmwqcbx7my8InhHBJKc9MDAST3S4Kcrvb/HzAMU+SWEV9WghxBYkzICw8hZEelhCpkFvP9kWBpDsYMmSIKaY7gmsVw2NqfMZKbXmuKqp0g6jS1TpCSTyr8dv6lRB1CfqiOgkuUZcsRVHw+/3U1dWRnn7OSkd9JaDrOhs2bMDv95Ofn09mZiZ9+/blueee48orr6R///6nbG9KC8aG8DgR0RVyvAZ1xFfUtZDprmvk4VSETpoaiiGuOs1tl9hyQkXaL9D4QF+IBqE7U7EMCTDSyOtvOTfPJAXLQk5ODuXl5Z04S3a386lypgop5alUAMkE1tI0uR1vaoBmyc3n8w3s3iNqm4t/E4ZCIY4cOQK0ilFZG43jIKt0pd7+7hGRmKKXzoBgp3EXMCPGYw/Za7r3G6zy46YtptN70T6kWVlZHDt2rIXcmsDx48eZO3cuQgjuuece/v73vzN69Ghef/11brrpJoqLU3suXapO0GtmpkiRNC0oUZ4oQJ4ntrN72EFsbqHb0lrEEe4TliptPNHEdl0qBNTm2/AFlQY7blPFaPeoSUNii38pg/GizM7OprS0lNatWzc7flNo27atf8+ePT05K+R2QXhCm4VZEeXHQAcp5X1CiK5Adynl3Ph1pZRFZ7q/ZsnN4/EM6dYjdp4qdJAQxngAjKDGVsb6cQTnfFAse4j1XUck7LcQ76VSkLYDzqrF1RBHconeyhZqampaiC0JIpEI8+bNY9u2bVxxxRUMGTIERVHo3LkzL730kp2OFY/ZgzSCpjpqmQ+aEup0KWibbhBQfOAtGGSV621crw2Me5vhMsjKSToqMqYopSaVmCrQTlj2NAtBxcpjjWYl6Aib4ADcIkLpK6PtbVw3riZ/qdEl7UzJrU2bNmk+n28AMOeMBrJwEUhuGLXs1hKtKHIQI0+1EbmdDTRLbsFAeGBx58b5ijoKKpKamhr69OmDW1THiPFOsd5JcM6Hx/q0lilCR3MQYcyDHOeYiFdJwXAuxM8DQ7ps8ZYmxvr16ykrK+P73/8+fn80ne+GG26IWW9WP+NTMSt4pNIHKi9Qk3RZRFfI8xlkFt8020KGGdKhOXqQWvXXUIm517W6h9buxmWJ4u1p8Zk0p4ra8hCB9mdeki0vLw+Px5Os7tmpQV40DoXOUsqbhRC3AEgp685lV7AmQ0GEEMLjlZk+X+L919fpbN++3e736RZxhSEdv+PTXpJBdbyCnFHjYKi2znGM2veJpYBdEw+wa+IBwOgz4PEk9Yl8rbF27Vouv/zyGGI7XUgJ6d560r31ZPoaOwcsRKRCjjexhBWWClnu2pi0PDBsdolCPXQpyHNXkedubG9zFnWIqfnmHNeZIx337CVa3xt0NRn6lCpyc3PRdb37GQ9kQaY4nV+EhBB+60iEEJ2BM7+YSdCc5Na2YwfsADcVHUTUDrJzs3Fc/UeXYVQYNhAbLpJYgrOQKDA4HqrQ0aUao9KGpWrntRrFL5OP43IZD+TZMAR/1eByufj0008JBAK0bds25e1yg4ZUlshRkAh5PnP9BP8wTQpaew1ySkQoqqN0kRNeJRKTswymvU1x9E9oIsbSaSaB6HPm1C7i0WFANjtX7KRHjx4Jl6cKj8eDoijpZy8N66KQ3H4JvA+0F0K8iJGkf2dTG5jBv/0xCKYO2CylPJrKzpojt57FRf6kF77XQB+33347U7+7stGyZARnwVnJVxEyxuamIhs9kk67W3Sb6G+rdaBb6ETilKb8/HyOHz9OWlpaslP5WkLTNAoLC1m5ciXHjx/nBz/4Qczy9y+tw2emP7U+RbUn3+x30FRpa10qdpPueMSrj1qMYyGxZ1VDkK407UjQHORnVOWNfdLiX8CtZizm+KwrAIi8PoSedOK5Xc81uY9UkZ6eTmVlZRug5IwHO/tV5c86pJQLhBDrgOEYbPwDKeWJROuaUt2/Y9S/24nhGfUB3YQQtcBjwLNmcHBCNElubre7T48eIqF5xS0iuF1wz69WmiSmEUbFJ0LUS0MFTOQ9dVZIbUpqcwsNDWHb4Kx5gO1MsIoKxntQ/Wo4xsuWlpZ2VspEfxUgpWTVqlW8955RvKGgoIABAwYwZswYe503BhtS0qlalgoCDo9lEklCR5DprosxPzgRlqod3O2EVarI8tZbye1h3WXXA0y0TbwE5lPC6BiVQxRHTFuiba0wJWeequ+57tTXN++JTQVt2rTxHDp0qCdnSm4XT5wbGDXhRmEctRt4M8l6vwb+iVG0MuZhMRPpb8VIpn822Y6aJDe/3z+ke/fYixavmiaCk+AsJJLeEkERekxcUyIpztnZCgz1JJIkBAWMxPkz7V70VYCu6/zqV7+KmXffffed8jhtg7FeT2d123goQpJvqpxW+IYznCiiq7Z9LZlElmi+W4kkldJsJ0IcwTrHsYJ0NSliSiRZ8+MD0S2Ew+Gz1iWtbdu2mS6Xqzfw0ZmOdTHEuQkh/gF0AV42Z31LCDFeSvlA/LpSyluSjSOlPAb8tbn9Ncc2bXLzmreJWRKaTzQO2nUmz7tFBM38Hm97UYREk9b3WIJTkryBAep1t01sbqHb8W5OXHnllcyePRuPx0O/fv2aPZ+vKizHT58+fRg8eLBV9trGxgmGKaOP1SEq7h5ZZNFcF6VCfzkQLdOdqDuahrDDO5Ihsf0tGpSb0vpxaqcmlRiV1/LUWseooNsvYRWdCi1WfvV4PDQ0NCClPOME+kAgIDweT0Hza6aAi4DcMKS2PpYkJoR4FtjU1AZmbNxPMGLj7m0qNi4eTZKbzy/z09IEXiGpl1FPpoZBJE7pzeNQGSBWenMSnEdo1FsBt6Y3K0p+sfYOt9BssrJK0ITjQj18SphqLTZEREPEOBg6dOjA9ddfzwsvvECbNm2azIv8qkLTNNLT03G5XEybNi2mO5ZFaqeLDv7Y1MBEAbBgNk824xQTIZlK6kQiArO2i38BOuPXrM/mqtEkUlGd+c5+vx9FUSgvLyc7O7vRuqcCr9eLqqpnp8DgxaGWbgc6AFZvhPYYFT+aghUbd6n5O+XYuCbJTQg9Iy3NKgujUW9lFaARIrGzwElQPhGy7RbxCffOBzFWutNQ0amVXse6jvGVSKMyNN4EEqPVPOTEFCMAPA0YuHkgy5cvZ9q0aXxdEIlEOHLkCE8+afTzGDhw4Gm3/esejCXBZCRmwSU0m0ysdRNt48wHjUeTBShRyFKj2xkBuWbBScczoyAbOSgsL6pl91XN5jDO/Vppgk4IIejWrRu7d+/mkkuabSLVJLxeL0KIrDMaxDqui0NyywW2CiGsHgtDgE+EEG8DSCkTFYY87di4ph0KHi07EBAky+y1pLemCM4jIjEEZ0ttCRLsnfA60rWselv10mUv06WSgNBC6CjUJkigBxg3bhx//vOfqa+vb1S/7KuKlStX8uGHH5KXl8eJEye48sork67bN+NQzO9EYRvNwSphZd2bRPfYGXN2KnY2Cz4RTmyHczR0caKxR7RxRV7ndqrQqdGNl6tXCVMRiVVN3W73GZc9AkPFNYs3nhmkgIsg/Qr4n9PY5rRj45okN69P90uFGH0+PmzDCWcVhmT5eU44Cc4pvSVDIrU1UTxSQA0nJDifz0daWhpVVVVfC3LTNI0PP/wQgOLiYnJycmKCdS0vYP849S1VuIXWrBrpXDcVaAj7ZRaPRLY2TSp2KpXT++4MINcxXoTpSl2j9ZxpWQo6DY5n0C00uxqNW2gE1AZqMKp6hEKnVmw1ETweD7qun1698nhcBJKblHIJgBAiAwf3JCp55MCDnGJsnIUm9ROpG8Kuaj7zbscb0BNXbtV6mBK5+D2OBy1ePQg6Ai59IhwTVZ7s7Rw/352gooRXiSQM/Kyvrz8r0fgXAxRFsUs9rV69mhEjRjSzRSx0BOlqfZNTMtgt8hKU7HbCspf5RMSeGo8VaZT9EpYqQaUh5vkBQ730CC2mDL6CbhObPS9OmlOFjLG3eUQkpgSXM1i4R48erFq1iu3btyc9r1SwYcMGGhoais5oEAsXQYaCEOI+IcRRDDvbGgxb2pqmtpFSzgemYRDay8AlUsrFqeyvSXJTVKlaHkyvQ6m3u7qjxRBe/APoVGt8wtHJKu6hjH9AY1Oswgnf2N64VKyAGsKrRPAroZj+qS5Fs6fyqVvPipfrYoEQgm9+85v271Y/rKbmus9pM+Mj2sz4iHx3JfnuSjJdtWS6asl21ZCp1sVMqcIiIEXoTRYxsCSggNpg7zfZWIlIDQzJK2EsHHrM+h6h4VPCSe1tzt+aI3e1XnfbGkX8yzTr5mUUFxdz/fXX88Ybb5xRiJFZtPLsvGkvAnIDfgb0llIWSSk7SSmLpZRNFu007XFXAoullHOTBf0mQlJyE0K43e7U9JR4gnNKb7H5erEPazzBxUtxTiRz/ydLhE4ktYFhLwmHw+zZs4c5c+ag6xdBaPcZQAhBQUHBWWtpaL1srCkZAcXDkuCakuKg8QvSQkAJ4RNh0pW6RlKYtZ21rUWwTZGstV7Mb/Q4s0ckYQlygM6dO9OmTRt27Di9ikX19fXMnj377LxorSDeVKbzi91A8mqlifEn4DJgixDiNSHEjWabv2bRlOSWnpahNLoaySLL3fFifhzBxZOchebU1BiVNk5ttRBQQkmku0gjFTYQCFBTU8PSpUv57LPPePLJJ7/yAb6TJk2irKwps0ZjxJNYMgk6HpZUZJGCz3zZJXpuwlK1712y8RNJXmA8J9aymLg19IT5pKqQMdVH4tfRzZyFVJB78xIARo4cyfLly0+rC/3Ro4bnWdeb8KqdAoRMbTrP+AWwQgjxmBDiIWtqagMp5RIp5XcwqvU+DkwHjqWysybJzRdURK1UCJsXxWc+sB70GNU0HhZ5xds+3I514wnO+YBaD64Fj4ikRnJqQ8I/gqVaZM3pSTAYpKamhurqau6//34CgQBr1jSp9l/0yMnJobS0lE7eo3T2HbPtZVlqLUGlwf4MKg0pk5gFRUh7OhWkK/VN5oEmq8oRlq5GZgyIklei8knOZzBZeSUn4p8ho99CrESZe/MShv3nYWpra22iOhUcPnyYbt26UVyknJ1qDmdJLRVCtBdCLBJCbBVCbBZC/MCc/4oQYr057XN0o0cI8QshxC4hxHYhxFVNDP8YRjbGSgx7mzU1d0x+4AbgfozwkaQpV0405S1ND6Y5KyYQk6gOjT2nzsBeZ3hIsgq9zaVkuUUkxnsVHz6SrPVaQI0GXTY6qfR0KioqKCsrIy8vD5/P95V3MKxdu5aOHTuesQqUrMJGc5Vd4ktXNTW2muQQdQSZamKNJlGOqFFZt/l/syL0mGfKLbSYZydRfwV7W0XQuXNn9u/fT5s2bZrdlxPHjx/nvjuP8a/nEEIIVUqZmjs5Cc6iVBYBfiKlXCeESAfWCiEWSClvtvclxJ+ACvN7L2AG0BujcseHQohuSc4ncipNlc3xXwGGYXhMH8GwvaVkS2qK3BSRgpSuCIlHOoN6ExOcBbeZYG//dqyTKPbNK8K2K99aR3PEuFkxb26MMIIGRxydJpVGFXsLCgrYtGkTGRkZHDt2DLfbjaad0XN1wWLPnj0sXLiQqqoq7r77biB5MyHLbOCJk1CSlf5pClZ4RXOE5txfov1YToNEpKpJYUtY8dtGc0sdKXyOgg0WYgN9dWr12JxRI1HfKn8f7a/gRH5+PqWlpU2cYWKcOHGCbl1caIZ0oNBkt9cUcJbsaVLKEsxEfilllRBiK1CI0UAZM4B2OtG+oVOBWVLKBmCvEGIXMBT4JMHwi4QQ9wHv4IhVayYU5Gng1tMh/6bIraqmWqdGuglLjRw1glsA6ISlwINOyOk6JzHB2cudGQrNEBxgB1FG10ktxi0+wNdyLLjeGADAJZdcYjdBWbduHTk5ORw/3mSfiYsOoVCIzZs3s2DBAiZPnkz37t2NTueuaNUO63pbcYmp1NVLhmjHqObr8yZSKePRXLXcZMsVRx8E63ciqELGaBKqkI2kN3uZOSZg91eAaJByRkYG27Zta+6UGqG0tJQunTM4cjR4TMryMzP6nponNE8I4bTDPC6lfDzRikKIIozuUs7u1pcBR6WUO83fhRhqpoWD5rxEuNX8/IVjniRB9yshxFgp5UcYxWmmxmsdUso3kuzDRpPkVl6mhjHKkhCWmORmhIU0ON4UlnrqJDgLydRTy/4WtgkxVsoLKg1UxqmWFqFZj55PhNFQEibLO/MBnVAUhUsuuYSVK1fy+eefM3XqVHbv3t3EZbi4EA6HefbZZ3G73dxwww107tz5jMZrqmpyKlJdKmRm7SdZRoSGYntI44/HST7WujG/ZXLpzS0ijUgtXjKzen04922R3JFZYykqqmXOnFNrg1BXV0c4HKZNa4VUVaxmkTq5nZBSNps3JoRIA2YDP5RSOuuF3UK0qgckrpKZ8GhOsfvVaAz73JQk458ZuTXURxq9in1CEJKWMyEqvZ2K/U1zNIZxSnFusxOW9QAGlQY0lITqAhCjmoJRRz/mWM35bqHBTSupe204H330ETt37qRDhw5s3ryZw4cPU15ejq7rp51zeaEgHA7zwQcf4Ha7ueOOO5q0sVmSmnWtbUJIQFipZi64hdYkGcajufSusFRjckdj9kXiskapwhNX1ijevhvTsDkug8O57HTsmCdPniQnJwchBGdqa7OP4yxGNAkh3BjE9qJTQhJCuDACagc7Vj+IkQBvoR1wOMm4p9L96pfm119JKffGjZMSSSb9N0spG2qqRMgiqBqp2l5TjxB2UK8nTvT3xHhEo8ucxQEh9g3sRouxq8SvG1AaEnpHG4V5KKFm03wOHTpEXV2d3dUpOzsbr9fLrl27mtzuQkdFRQVPPPEEtbW1TJ8+PeZPN+D2Nxlw+5uEpcuezgZUoTeamoJXhPGaeaHJ7lOWWkO6UkeWWpuQ2NxoMV73VI7RCQWdkFRtDcIjtFMKA3Gi063vUV1dfcr9OU6cOEFOTg5SSvJyQ2cv/erseEsFRrPjrVLKP8ctHg9sk1IedMx7G5ghhPCapNMVWEViPA2EiO1+9etmDml2gnmvN7MN0EyGgsdnJGjGq5oWvHEumkThIW6hx8W8NdUcpnHJ56Z+Q+MwEWicveDE2LFjCYVCHD9+nPbt27N3714uv/xy3nnnHUpKzrza8/lAXV0dzzzzDP379+emm24iEDjz7kxOxMcppgqLzKypKaSrdaQ3kRGRLPzHOrZUji+exDSURrZGVTTukGURpELjJjPl5eVUVVWd0stx+/btFBYWUlMrcanN1EVPAanGuKXoUR2JUeF2rCP042pz2QxiVVKklJuBVzEcDu8DDzQhjXaWUv4es4O7lLKOJM0fhBA9hBA3AJlCiGmO6U6McuPNoslXeKRBhIAm4yS8QoJsrJ7Gl5RJhERloJ1VRCCaqWCVQHIWqYzfTpNKjKMioES7kmeptXDLh/DyeEaPHs0TTzzBXXfdxdKlS7nmmmvo0aMHe/bsOaUmKRcKPvzwQzp37szIkSMBGPGNWUDUnmk5Z+LDHhKhqeYoTcH60zf18rJgraOI5OEaAdG8rc5pAzPGlShEbWSaQ+VO5ZwsArZ6KzhDTFShs++lqyi69YOYZV27duXWW2/lww8/pEuXLs3u44svvmD//v188EY5lVWSo8fde5vdKBWcPW/pcpIQjpTyziTzfwP8JoXhT6XCR3dgMpBFrN2tCrg3hX01LblpGpGQrvLu03cBhmpab9nb4mwN8eppPJIF8yZSZ+IlMSCmoxEkj1xP9oZ3YujQoYwePZply5bRuXNn1q9fT15eHgcOHGhyuy8DFRUV7Nu3j5KSEjRNQ0rZbKjKjh07bGI7l7Akl0RTU3AG2DYXe5YoGT46TuoqMCSPy/MILabkUfw5KOgxv30izL6XjNjUfS9d1eh8O3TowMmTJ6mraz4Xd+HChUyYMIH0NIXaaokQonFPwtPBxZFb+iCxFT4WYjSBaQQp5Rwp5V3AZCnlXY7p+1LKFansrOlilSi19XUyHTDrthkPS72U+BzkZnlP48NDwHjArBCBpr2lsZ6qeAkOosn3zv4MASWEJkWMMdiY30BYqnZZ85jzEoLLLruMhx9+mHbt2lFdXc3o0aNZuXIl69evZ8CAAU1dltNCOBxm8eLFbNu2jfLycgKBAEOGDMHj8dC9e3eys7MpLS3l4YcfpkOHDtTW1sY4OoYOHcr48eMJh8PU1tbGVIFtaGg4q31ZT8UpEA8dxX65pBJekqUa9d+aasFnvRi1FJ0HCjKhoyHeW+rcp+FllTEah/N3PFQh7efR5/PRuXNnHnvsMXr37s2QIUPIyspqtE1ZWRnHjx/n8T+vBgSV1TpSyvKUTqoZXACpVc1CSjlfCLGWFLpfOfCZEOIBjCBhWx2VUt7d3P6aJLfKctfB6hrZ2jmvRqoEhWYTnOU5jQ8PSVbbrWlvaawX1JLgEpGchhJjGPeKsK26xq6b2P7mcrlQFIW0tDRqampwu90MGjSIPXv2nFVyq6urY+fOnSxfvpzc3FymT59OTk4OJ06cYN26dYRCIVasWMHUqVOprTUM6N/4xjdwuVyEQiEURaGuro7XXnuN5557zk71GT9+PIMHG06rwsJCDhw4YPfStMgp3stsLDPuV6KijqeD5qTkeFhSWXPqq95EXTdwlrw/vfOwAox1h0ff+bspsnVWuBnxjVmseG4G1157LYsWLeL48eM8//zzTJ06lQ4dOsRst2XLFnr16oXHY9zDcoPcTp7WCTghz6639FxBCLFQSjkOmJdgXjI8D2wDrgJ+BcwEtqayv+bcZlU1VTqX3fES7zx9D1Puegq30G2CAyNdRnO8NXxCp9Ykp3iC01DscBGnHSSRFAexJKfRuPKu245uj9bdgsTVXzWp0MpVSc5tbwHwyaPjqayspG/fvrzxhuHtrqysPKtFLDdu3Mh7771H+/btGT16NL169bK9mG3btuWaa64BYP369SxevBiAYDBIXV0d6enptjSWnp7OjBkzWL9+Pddeey26rvOvf/2Ltm3bUlBQQPfu3dm6desZNwpuCqdKYvFoLt5NQyFdxNrW4z2YyYo2JIprU5Ax9lcL8dKbIvTYgpUJSG/TC9cl3K8zN9bn8zFp0iQikQhr167l5Zdf5jvf+Q7p6en2Ort27eLSSy8FjqIjqa7W0TTt1CoaJMMFLLmZVTwCGAHE2URtehk4u7knRhcp5U1CiKlSymeFEC8BH6Sy3+bI7XjlMWLih53qaY0En4gSnFdIwgh8JjnVS7XRG9boctU4KBISZS7EqqrJyMtnZiXU2w9kbAnrRBWBA4EA3bp1Y/Xq1Zw8eRJd1xk9ejTPPPMMn376KcOGDWvm0jSNw4cP88EHH3DHHXc0m3c4YMCAhNJi0a3GPbTONzBrrL1swoQJLFiwgDvuuIM+ffqwZMkSysvLE6pDiRBV9ZJXyjhVNJdZ4ISOQpbSdPWbRNJdcyEbyZwH8fM9yUqSO4guGbLU2qQOCpfLxbBhw9i3bx8bNmygU6dOtG3blrq6OkpKSiguLgaWA3D4qEI4HD7S5M5SxQVMbsC3gB9iENlaouRWiZEv2hSsh6pcCNEHOAIUpbLTJsmtoaFh3eEv6m/qPdyQIMJStQmjRqr4hE69FPgcCr8bSQONm8qojo7xidKzLMSTobW/mIYySrhRepaxPzN1K049TfSnUxSFqVOn8vDDDyOl5KOPPmL8+PHceOONvPTSSwwZMuSMgnp37NjBgAEDTjmhOlUUFRUxf/58wGg63a9fPz777DPGjBljX0PbJiRo1Ec2vofA6eBUyMxColps8UiWYQCJk+TPBholxYvEpZMuu+OlmN8ZSj033W1kL732r/v41jcfA6Ck5Fpmz57NsmXL0HWdQCBA3759bWk8jM6BA/WEw+GUVKzmcCHb3KSUfwP+JoT4npTy4VPc/HFT2vtvjJi6NFLsxdAcuW3YusYbmjAdT/xNjYdTPXXa32IJLvpWdKqsid62zuXQWHWNbwvohKUCJSJAMNQJy1YydepU3njjDVatWsWoUaNo06YN2dnZrF69+oykt4qKCrvEt4Vet70d89v557FIfN3zN6Q0/tGjR2OIMz8/nz179pzu4SbF6RCYE6mQWbzKeyp2NKeqGr9d4w5XiaW6xmYQ64UaO14iYnPiXpPYwDA7fPe730VKSW1tLWVlZRQWFvKDe5+07/r2HZokRfvRVwGnQWxIKZ80vy4hQQ5qU2hOLd12/FiZotIm5sFxqqaALb1Z5Wq0uLdIqgQHsRJFvJpqzYPoA+uxVeDGD21QaUARjas9ONG1a1d8Ph/l5eXs2rWLPn36MGXKFJ566im6dOlCbu7ptZX0er3U1NSc8naDbo8GZFvSSUgxroFTf2nfvj1z5syhoqKCzMxMevbsyfz586mvN/5wtTU6Hz1zDYqixAT19jVtjtb1dpNajbOmkCgmLRWP65nY8RJV+UiGZKqmKmSM6htfTcQi9ivueBGIJc94YkuGf/+WUXrs94/fyXfvfQJLIwtLydZtogb4IqWBmsMFLLmdDoQQt0kpXxBCJCyRlCB7ohGaezr2H9ofLVNbL93Rlm3SRa0eJZ76mNZoEFBir7aTDJ0SS3yV1viy1cnSbeKr9AaUhpjJiYBZkFEVslGBRCEEffr0MQoHFhspa3l5eVx66aW2kf9UoWkau3btigkIHnD7m6c1VjIEg0EGDRrEkiVGVdhAIEBBQQH79+/n3+48xNV9dvPHP/6R3//+92c9fs8nQjFT6tuFY6ZkSOY4OFUky1pQzF4LzufMGTtnLU+GoOOcA3GSrQ74RGMb70/v+5f9PYxOKCTxeDR5VhLnTW9pKtNFhKD5mZ5kahZNSm5SSj03N3jSFQn5NVdU+glL1U61sgguoGiN7G8BRaJJEqqo8apAIzXUzDiwkKz1n0+EUJCNllkEl6xdoE+EGXvH8+av2xstHzp0KH/7298oKysjJycn4RjJsGXLFoLBIF27do2Z77EdHVansMZSQzJVOhFGjhzJ3//+d0aMGEFeXh5CCFRVpUsvLy6XQNQP4OOPP+bo0aO0b9++2fESSWCnm5h+qlKZ9TzFt41syv6WDE1lJNj142zJP/Z3vMTpJLJ085myjjHdzIDREGQpGiDwOoog/vy+Z5O6aHbvixAKeTaldEKp4CKQ3My81ZlAJynlr4QQHYA2UspGuahSysfMz//vdPfXbAa1prm3HdgXLmjbxTCE1kiPfcNDqHYeab1U7DLk8fAKSa2D4Iz1GwfvxjsT4r2pTdnZkpNfNKUmEVShM+FOQ3VY8Mwd0e18PgYNGsSaNWuabGScCJs3b2bQoEGnVTHC8iA6/2RWPF/wG6/Z81Y/Z+SQjhkzhueee4777ruP0tJSMjIyyM//Ad1ag67r1NbWxpQ9spLRnR7k08kbBQicgtTmRKL4tUY5nnEvu0SIdy40tU18FZFkv51mkGCS80tXovNVJAHzXsUTWyKE0QlLyc6dEU6e1JY3dX6pQnBhOxQc+AeGcDsWI2atCiMxfkj8iin0Vvh+cztr9lUYDofX7lhnxH5Z2QU10mN7O+OT6muTdL4OCN1+CCBKctA4/SVeVVWFHpO+lUytaSp1JxUVauKdzzDxzmfs3927d2fv3lNP/Tt8+HAjScmpxp1qZYumMGTIEDp16sRTTz2Fz+ejVatWAGzbto1f/epXTJgwISab4VQREKGkU6pwCz1mOttoKiA4Pqk+UfJ7IsQTW0BpfL7OZzrgUEW9wlnhV6Cbxxd2aKC7dkWora09e807Lo70q2FSygeAesAKYE6WWmP1V/ABg4Cd5jSAFKsWNyu51dbWrik9fgKfyCEk1ZhwkHrdhc/Rqq1eKnjQbYILKMmdDBCrpiZC/JvYIjiLZAMiZEs4KpIaM9zBMvZW6o0Dcq0xUjF45+XlcfLkSWpra1OutFFXV0ddXV1K8WZ2PJ7jXlnX01lZ5S1TohzikNycmDx5MocPH6ZVq1a2tPjpp0bx1PXr1zNixAhbBbdfEoKEfS3OFMEEJHAmVX5PF/FSv3OeE/FSq5vYpkbxpJZI6gwqTvNJ7DWN2JqNZYaR/P/tfXl8VOW9/vOeMzOZLBNCQkiEsIOgiGErLoCiFbEoCmoFragoCtJWqdrea5ff7e1yu9hrtd4uCIJQEQRBFMUIERTZtyIJBYSwhCUJWSezZLZzvr8/zrxnzpw5s2UBAnn4nA+ZmbO8k5x55rs+XwmE3butHsCZvISvERJX/LjY8DPGRIQa53MB428mIloc3OcJALcRkT/4+B8A1idysUSEvQ4fPyLLAAQLk+AJukguOUVxBWUTIABWKH90D4mqVeaWWURiIY3JcIfF0iRDF5XDeIJ9OMlxpDMfBEaqaCV38fj+2tc4uCVhQei9cfC+zqampoTJ7dSpUygoKGgT4cvdS75r+LzJZIpo9Rk7dixOnDiBsrKypCfNx4M1zuzRaDCalKZ3I/Wip9FgRF6AcWjDqFXLKJanD2FovQMtqUlgaocO77HWkpoQvI6e2PgV/QRUn3eYADRv6KkR2key4C8APgDQlTH2WwAPAvh5nGO6QUkg8E6ODMTvagCQGLl9c7AEbisLZHjIrEzkJjPMkOAmi+qeeMgUnBlJYQTHoa2D46a8W72poicaOIwCzrxPVQ/+beuRI99emuCDBRJchvG58A/t0qVLYTKZkioHCQQCSEmJnhRobnzLCD6fD3a7HRkZGTCbzTCZQu+3b9++GDlyZLNd0uYSmBacVMQEvIhEOgOMLK+QgrDynzb+Fq3gV092+hCH9rFMLCwjmh4WHjFqzleuFdC9Zy/xmjuCLBOamigQHKrSKmgPlhsRLQ02zn8bSqhwMhHFq/P7PZTm+U3Bx7dCUReJi7jkRkQem83WKEmUYRX8quvnIbOaadK6pxJYGME5ZAE2Ieg66vpQtVZcevBcLj4ohp9bZ03pSY5bXkbf9txFMmq/Smd+CIwizq9Fbm4uBg4cGPV1I/Tq1Qsff/wxPB5Pwn2qGxdHZmuj4cyZM+r8Bw6LxYJAIIC8vDyMHDlSTWbcc889CV1j4oxFCV8/GozctVgWWCKDaWIV6EZDrPhbKIkQbplxy01Pnvr3pE2YpWlVcXRxZ1mzbg9JKrH5SAnTnD4ro6nJ0npWG3ApxNPigjF2I4CDRPTX4GMbY+wGItoZ7RgiWsQY+xTKeD8A+E8iSqhlLSG9aUEQ/nW81NNtQCFTbzIXpcBDFrXh2SObIuItHhJhZjIcsnLzcJLTgltxvFwknYXcWyB0g0UOngkv5tU/1iLaObSv8Q/SyoXPqK/dcMMNeO+993DjjTcmTFQ2mw1dunRBVVUVevXqldAxieLYsWN455131Hie2WyG3+/HxIkT0bt3b1RXV2Pjxo3YuXMnPB4PBg0ahPHjx8Nsbp25v0ZuZaLDmKOVeiS7bzQ1kFglIyGBhdBULO3+3HUNEW64IolWq1BxSUPn5u6oRASRsWBpsfLPST7VReU9vH4Cdm33wd4QMJLPbh4ujWRBIvg7lOQAh8vgOSN4oYwbtAK4OjgXdXO8iyVEbk6nc/nW4pyJAwpDd5RVIzHUIKchS3CrVpCVBdSbUNvN4JZZhDQ5B3/eG6VkxALJ0NLS9//xD6DAKKJ/VU9k8ayB7t2749prr8WiRYvw6KOPhik8xEJubi5OnDgRl9y+WqxMOvP7/Th58iTOnTuHuro6iKKIjIwMCIKA0aNHw2w24/z583jnnXcAADk5Obj//vuRl5eH4uJi7N27Fxs2bECnTp0wdOhQEBG6deuGnTt3Yv78+XjwwQfRtWvXqOvgYqQAMHnGgojXkyEmQOOOsviWl15TLd45Y72mv4ZeB84o/mZ03mhSS6EaTgYz0yYqwq/rppAb6yVZtdg4tmz2kcfjWRv1DTUD7cEtBcCISF0pEcnBoTPRD2BsJoDnoQye2Q9FC247QnNToyIhcpNluXjrVpc0+yWTyUVmWJlfbU73yEocrkFOQ47oVI9RihsFWCCpJCMySXVD06JkK/W6cPqMKidOfZbVyD3Vzm8QQRFCmvwbWWCAP8oHd8KECdi0aROWLVuGmTNnJpQouPXWWzFv3jwMGTIkbryOyxeZTCb06tULPXv2hCzLcDqdOHToEDp37ozCwkJ07doVc+fOBYCwTCyXTZJlGQcPHsShQ4dw/vx5iKKI2bNn41//+hfefvtt9OvXDz179sTw4cMhiq2XJW2tbgIjaK3CiOJeg+uaNZnzRPeVdRqE2jIRxUpTiE6bGNPWs2lJjltvHB6SIXLLjZSYPxHhwH7JB+DriEW1BO2D3I4zxp6DYq0BwBwA8Rqin4dSB7eDiG5jjA0CkFBhb0LkRkSVXXPTa9xuKT8nzYNa2Yp0wQu/rCjd8vKQaikTuWIjPGQKcwVDhb5iyIojISbBASErLk2I7B/VW3Yc/PxGlgInM6PXzMFrTn/qHwCAf741G4DSnjVu3DiUl5dj6dKlmDhxYlzCysrKwtChQ1FSUoJx48YBAHYsmWq4r91uh9PpxAsvvBBW9Hv27Fns2bMHeXkhrdBY5SWCIGDIkCEYMmQIZFnGggUL8M4776CgoACPPvooKioqsHbtWnzxxRcoLCzEzTffjIyMjJjvg2P1wkjJeq6E0ZqIZcUZub+cmGK5xnqrM9q++tq39LDWvtAxVi2xadboJxkCGPwkw62Zj8LFXPk7O3hIhsuZspPI26r5zXbSWjUbSsb051Do+HMAz8Q8AvAQkYcxBsZYChEdZowlFAhPeMZbk0dYt2+7/OSYb4uwsoDqHurLN7QEx4lGS3BaN9VL0d1UwMiK48WQ4ZadkVWWiBsTC5zk+Fm/9zjhB7Ovx/z58zFgwADcf//9MTsQhgwZgmXLlqGwsDBmxrK8vBx5eXlh5yIirFmzBt/5znfww59+FPXYaFi58Bk8/vjjOHDgAD755BNUVVVh2LBhuO+++3D+/Hls27YN9fX1GDt2LEpLS2E2m1FVVQWHw4HFiy2qhWez2ZIqadH/XmO5/YkmC2INGooWZxV0cuGx9tWTmj7Lr70/tcQWsshCr3sh6QgvvEpeAsO2r7yw25tiS+wki3YScyOi81AmaCWDM4yxLABrAGxgjNUjylxUPRImN5fL9f7OzeYnbrnDLIAU99DGPGigNLU8hMc4aqUM5IhOtRTDKgRaRHB+3c3PrSwtycWyyqJB0O0ai/QsFobRo0dj1KhR+Oc//4k1a9bg3nvvjeridevWDTfeeCPefPNN9OnTB5MnT4YgCAgEAvD5fKivr8eZM2ewdetW3H///WHHer1eVFdXB3tTE5qFEYGUlBSVmOx2O3bv3g2fz4fU1FSMGzcOhYWFWL16tSpP3q1bNxQUFMDn82H37t348ssvkZqaimnTpqFXr16QJEktaLbZbG3qjgKxhTNjzltAeJxN/zjaOWKRmkThZR+iwT3mIQkiY6rVxmf8ylAIjl9/y2YfBQKBoqhvoBlgiDKu6hJDUJH3KSQxD4GIpgR//GWwHKQTlCEzcZEwuRHR5q3bmwI/htWSzgJqyUam4FE7AXxqhlNGrZQRobSqJzgxeENx6ywayZl5ciIKycmawxK1HiSwZtWcmc1mPProo3j//fexaNEiTJ48GV26dDHcd/To0Rg5ciTWrl2L119/HR6PB6IowmKxICsrC7m5uZg+fXqYekggEEB5eTmysrJanOUcMWKEOmdBC0mS0NTUhCeeeAJr166F3W7HmDFjIAgCHA4H8vPzceDAAezduxeLFi3CnDlzsHnz5rDykxnfz4fVGv13mwyMiDIeGelfSyTOBhiTnTWsdk2XoNKQmkRkqPjhVcMuSozNr7s0P6PHQzh2lNmJ6FTUN9NctAPLDUnOQ2CMCQAOENF1AEBEXyZzsWTIzZXd2Xa8ploa1CVXBEixyHjFv7Zx3S2nIE3wolqyIVd0wC1bQoW1moxqqNwj2NEQJ9kQjeS4BSYn+Qf2q7VyiR34eNBVXfzWbEybNg27d+/GW2+9hcLCQtxwww2G7mdKSgqmTJmC2tpaZGdnhxXaGmHHjh0oLi7G6NGjIQhCXAtJb31yNDQ0YPv27QCAzp07Y/DgwWq2d/PmzapUEsfOnTshiiLWrVsHAOjXrx8KCgowcOBA5Obmwmq1qoR89dVXw2rdpx67fOGssHPFisfFip1pEYvwtP2p+mOjqosYkJ++z1VLbPrRldrEgaC5/zixcXgo+rr/tdcHj9uUUOtQsmgn2dKk5iEEs6lfM8Z6ElHSuncJkxsAeLzSqo0fZv3soZkOZAl+1AZbsCAofZz6AcoAUC3ZkCO60CAps51536c26RDqTgi5qgILkZke0VL/sUiOx+SM5qtykktUtPHJmQrJzXwGOHs2A/9cUoL58w/gzjvvRGFhYUQsThTFmKUYWqSnp8Nms+GWW25JaP9oKC0txc6dO9GzZ0/s3LkTRUVFeOGFF5CZmYm+ffvi0KFDSE1NRVpaGrKzs7Fnzx7U1tZixowZyM7Ojih70RYEA4DA9iEZJBpji1V2EqvpPpmkglVXIqK31sLHVkaPOfo195IfFNE/rX+fW7f40NjoWh71hC1B+yC35sxDuArAQcbYLih1cQAAIro33sWSIrempqa1paXnfjqD2ZiHgv2YwVNkCW40yEr/ZZrghUNOVVU4zgY6I1dsVN6VnIqsoPS0R9eNoC0ZARQLTU9w2tswXr2aD5GWj55Iw1+LvJGjWZEc3buL+M+XbZClyVi9ejV27NiBcePGYeDAgXA4HDh16hQsFgv69++fUAlGXV0drr32WrWFS2sVTXtyXrTDIsCzoQcOHEBhYSFycnJU/f5evXphzpw5YfuPGTMG5eXlrVJ4rC2EjmXFaevhEiG8ZF7T/n1DJKZPHkT+bc1RlqGNs2lJzRNFa1L7fviX7eYvpQARbTI8oCWg1suWMsZ6AFgCIB/Kx+3N4AwEMMZ+COAHAAIAPiGinwSffxlKLE0C8BwRRbPG+DyEnyM0D+EXcZaUUNmHEZIiNwB7Nm+TXFYSMsBkOKAQk8AIHtmkxtg4yTlkxVozMwnnAorLlm9qQK2siGzmCAoR60nOQyLSNAQHRLfitDCy2CQwQyvAaECNEeF5I9weY5cpPz8fs2fPxtGjR7FhwwZ8+OGHABQicblcWLduHe6++25cffXVUdcvSRIqKiqijujTu38A8MhTCuHp1yQIQtSpWkZITU1NqNWMX68lSCSTHa8AOGqngpHQgs5ajxaG0BMbt9q0xKadFubVEJs2M2pEbFV1hKqzwpnWGsIcgdaz3AIAXiSifYwxG4C9jLENAPIA3AfgeiLyMsa6AgBj7FooGdDBUBrai4MdBOo3CWPs+SBBHgrKHG1GnHkIjDFGCqLG2fg+0V5PityISMrMzFy3eYv3oVFjzUgTJFWJVztNHlC01RokheTcskVNuZ/256CbuR4AcF6yoavoMLyWWxbV+jYgRHKJJAxiWQGxKtP1McBo8BiQJf/Qv/vWLAwYMAAulwtpaWmqtXbixAmsXr0ad9xxBwoLCw3P+8knn+DYsWO45pprUFZWhoKCAjQ2NsLhcMBmsyE9PT1hdZJkwUtf4qElyYJES0OSeS1Wllx/XKKkZo6SGeXEpic1DhnGxOaDgI9Wu9Hklv4W9Y20EK0VcyOiCiitTiAiB2PsEIDuAJ4G8Hve7B8s6wAUwlsefP4EY+wYgFFQugg4ZgB4HcAbiN9qxbGJMbYKwIfaeBtjzAJgDIDHAWwC8Ha0EyRrucHhcPzvW4vF+0eNNZvSGSAzCSDAg1DzfA5zolrKVKW+7VKaOntTZDJO+3LQw1ILIJzgtHE4IJLggOSTANHA+0yN+iWNNObSo7Tk6HH/k/MBAJWBUMxq25Jp6NOnD6ZPn47FixcjMzNTndegRUFBAY4cOYK9e/dClmVUV1cjJSUFmZmZcLvdar/o3XffHVN55PE4RNXa9Z5aa+7dtyKtSz0SyY425xzRXkuU1Ky6+Fo0i43DF91o0BzHQET4eHWT5PF4FsY9oLlI/OPQhTGmFcl8k4gMYweMsd4AhgHYCeAVAGODUkUeAC8R0W4oxLdDc9iZ4HNaHGKMnYQidXRAewkARETXG1z+LgBPAljGGOsDoAFK+YgIRc/tz0S0P9YbTZrcAOzevM1/zlvXqWdKtg82AYAsqbEP7mJmC05USp0AKKP0uBXHcdpnbMFFuqhcwSH8I2n0YeAJBSNhzGjHcJILb9uKTnja8pFosup6cKHIjYun48EHH8TKlSvxyCOPoKCgIGy/4cOHY/jw6F9sXq8XGzZswGuvvabWn10IJEs8QDjhcQumNWrjok6dN2yxStBS05cY6Qp9jVxRI2LT/p7efWsWpj05DxIYSkoCqKkybydqqjVcUCsgie/6GiIaGfd8jGVAkQCfS0SNwR7QzlB6O78FYAVjrC+MS+zCVkNEDzPG8qFkRuMmAoLHeKDIkv+NMWYG0AVAUzJufdLkRkSUmpr6j1UfOv5nxpOp6h/bAlnNSJqDAzo4YVUGOiFLdKMhaMFpXVQA6GGuVYkwX7QDCJFOSAQzerZTD/2NnuyQE79OWy4a+JocGgFMm4ESrRa8oPfdd9/FsGHDUFBQgAEDBsQtEQGUspJ77rkHbrcb33zzTbPJLVofLRA7rpcIko3JqaUsGrJIJI4WC9FITR9l1ZOaoHscLb6mb6lS9g13R+9/cr76eVi5rAl1Nc7fJLr+pEFoVXM8SCarACwlotXBp88AWB2Mce1ijMlQCOcMAK2mfgGMOwiqAZQ0p8YvqMJbkexxzbHc4PF4Fixayn75zJPpFpkR0gRFWtwCGQi2Zmlr4PJNdpXgqgM2tR6Ok8c5f2fkmxVSOy/Zgsco2VW9JcdvGKvur8mtA64npwW3KvVDduO+TwOtN1uc2QHnApkAwomRu+vazGGXLjOxb98+7Nq1C0VFRbjlllswcODAhPo9GWMREkxSmAt1YWDkgsYit2g1eXrEIjP9ObRJpOaSmplFt9SA8NkH/LVoxKaHownYvtHvJKLiqDu1EAytF3MLTqh6C0rw/1XNS2ugKHF8wRi7GsrsgxooWc93GWOvQkkoDABgNM1KYox1YYxZiKh5k4WSRLPIjYiqMzMzdxwo9d1y3XVmeCAjTSB1dgLvPdVOq8o1NaI6kIlOoht1kvIBVqdeMRnVwRhVnkkhubqgG5sdnNYUzV3l0GtuGSFRqaNYaJAUUtFOSWrOcOE5LynzEJYvnIWjR4/i66+/RnFxMfr164fS0lLcdNNNmDBhQsRxPp8P33zzDSZNmtTMd5A83n1rlkrMiVpRWuLjyYrY5R6hn42y3py4otU2GoG7nzxMoS/M1UsVcZFJbsEZkZqyX3TIFFqjnwQUrfPDaWcLtNnDNkHrZUtHQ5l1WcIY2x987qcAFgJYyBgrBeAD8HjQijvIGFsB4N9QMq3fj/FeTwHYyhj7COE1a69G2b9FaBa5AYDT6fzDwn+KY179g1mwMRMcFFDUE2TFPbVAAli49ZNrasRZf2d1vFwom5oCm6jUvlUFFPe0h7k2uI9STpIlGtfGcXCLLmxqVgwyi9WQnSz4rFELk9R1JUOgAwYMwIABA2C323H8+HGUlpZi+/btGD9+fETjelNTEywWS8LimbGgdUGbmppQXl6OPn18sFgsSSkJa/HuW7MQCARw8uQxFBQURD1HIkmF5iaN9DE1PanJCM+IyjEsNUAp0FXXGKVQV+s5aN/H2vccktvtfiOZ9TcHLIHkRiIgoi2I3qr6aJRjfgvgtwmc/lxwE5DgYOWWoNnkRkTrP/jYV/f7/0YXi1Ux9flNYIEMD8LjVlyePN9kV2ve+Bg+h5QKR5DEOMmd9SuDkDnJOYIEYlOHLRuTnFGph1ouELyhJYNsaLKCjPHAR8PpB4twGH24O3XqhGHDhuGaa67BsmXLsGLFCjz00ENhBOf3++F2uyOObQmcTieWLl0Kt9utCnSuXr0aTz75JHJycpCamhpWmKuHz+dDRUUFTp06hY0bNyIlJQVerxeTJ08Oq7OLZ/XxWsYo0yHDzhE2wDtqksGoyyH231er8hHmeibIHVqr7US5jPJj7BgRxdMsaxkI7aJDoSUDlpuDlpBbICMjY/k/3u78/edm1zMzEwCS0UkA7HKoViw0E8EffJyCbiYlS3rKrzScpwleuIPkxUmuU9C640TISY7H8Yx6VfWIVtMWVr0eY4p5LMsvfByf8t78MeYx6MEtTSPl2zWLZmL69OlYsmQJioqKcNddd6kE98033+C6665L+DpGWL5wFiRJAlEAhw4dQlFRETp37gxZlpGeno49e/bAarVi8eLFYIxh1KhRuP12Rfi0uroaLpcLffr0AWMMa9euxd69e9GtWzecO6fEkb1eL8xmc0Lxw3h2s9615H85ZQCMMYxILRH7PBFiSyTWxgvE16zwwmH3/i6BS7cY7aG3NKjqEbFSIoqrqtscNJvcAMDlcv1lxaqKx+fOTrVJIJiZAH+Q4OYtmKW2C5mZBIlPTRe8qhvHCeukL1fVuecE4QgqjXAXtjKQBQDoHiRGPcnxGyrZob+8zs1ovkKy0MbeuCWoPS/P/CYCk8mEhx9+GK+//jqamprwwAMPAFD03/Lz82Mea2QhcfHNxsZGbNmyDvv374fP50Nubi4eeeQRNDQ0YOXKlThw4ACGDx+OyZMnIysrCw6HAwsWLMCePXtAREhPT4coimCMISUlBU6nE8899xyys7NRWVmJ4uJiuN1u1NXV4cyZM+jfv7/hGmORTbQWKP1remtK734mE3CIRmxGmVHAuFhX2w1jD6SgaEWdw+/3Gw+bbWW0E7HKlzQ/WwE8ACTxoUgSLSI3Ijpqs9mOfV1qHTbkOgYJiswyv1GWL1QIzqURrvSTEHJHDYYmm1kgzAJqkNJUggOUPlUgRHLcXdX3q/KYmghSe1WNPvSyat2FJnRxGE3N0g6B5kg0vsbXpnV9tcem6xITqampKCwsxM6dO1VyGzBgAPbv349bb701plimEVwuF+bPn4/rr78eDz30EPr16wcgPPt644034rbbblOPsdlsePzxx+HxeJCVlYW0tDTIsozy8nJIkoSCggK1oDg/Px+PPqqEZWpqarBgwQJUVFRg9+4RGDRoEGw2W8xOCDGWO5rEa61BaoBx4a56TYT3w4b/LKB4nR8eF/uQiFo3hhAN7cByI6K9uqe2Msaitle1FC0iNwBwuVxzf/5r6/oP37NGLZnn1f2NZAkjOVtQIaSbuR6nfCFNNDMLhAX6G6Q05JrC27TKfIrKRm9LtbJPsI+Vx+S0iNVWpcqSx4jDaQt3jXpSDUkzAQnsyHVG/jl69OiBY8eO4bXXXsO4ceMwbNgw7N27F+vXr8f48eMT6gjgOHnyJK666iqMHz8+4rXi4mIMHDgQW7ZswdixY8Pq7rKzs8P2FQQBvXv3jnmtnJwc3HnnnRBFEceOHcOmTZswYcIE8AGDWiLR/0YXLpgdcT6uxBLmcup+t7FITZ8ZlXQB+HiGjxBjn9BEOKXEyR6wYOlfzvmcTtfLcU7bOqB245ZqbyQBwAgoDfptghaTmyzLm20228GD/xaHD7rWpKTRGTBr5jzMWzALZkZq0Wg686s3gJnJYUTBuxXO+RXLTJ/N5KUiepI7HiS5vhal1U1vyWkRSxFES7qxEGtOqhGMrDRtnM9o0LAW11xzDRoaGlBcXIw1a9agrq4O06ZNw4oVK7Bhwwbccccdav9qTU0NPv/8c1RUVKBPnz4YMmSIGhtrbGzEV199FbVxv0+fPti6dWtCmnOJgDGmdlsUFhaiqqoKf//73+H1TsSIESPwxDPzg8NS/Ph8gxeNjYSDJYMgiiIyM7/C8OHDkZ6eHvo9xexLjV3iEQ9RSYt3VjDlZ8Fgf23pB6DcP1+uc6G2gi0jojNJLaQlaAfkBmAvlJUyKO7oCShqIm0CFqOpPmEIgnDTmDGZX3ywPMMCKKl1/s04b8Es1RXR1qZxkvOTAIkEVEvhmWFOchyc5LirmC0qZTLcreTWFbfkOHKE6F6BkSyOFpyYjOJxzcmqGpGbFlymXZsc4dbmuwueRn19PT766CN07doV48ePx7x58+BwOHDDDTfgxIkTaGhoQNeuXWG329GlSxdUV1ejoKAAgwYNwmeffYbBgwdj9OjRYaShrk2ScODAAfTo0SOqsnBLsXXrVhw/fhx2ux29evVCVVUV7HY7hg4dioyMDIiiCEmSUFlZiUOHDmHkyJEYO3YsUlJS8PTM+J0P/LeaCLkl4o5KFHJ5jZIKEhj8xIL/C/CQCZ6AiBl3VfjKj7l6B5vQ2xwZOT3ouu/8KKF9dy59cW8i7VeXA1qF3ADAZrPtWLsy7YYh15vVuiGJCPMWKG7T9Kf+od4MHJzgPLJJnQJeK4V/8PQk51FJUSEcbslxcuOWEE9WGCEW4cUaJxe+juStm5aQG69JKy0txfvvv4/U1FQMGjQIZrMZoiiic+fOKCsrQ3V1NW677TasWrUKN998M1JTU3Hs2DGMHDkSQ4YMSXrNrQ0iwrFjx1BfX4/09HT06dPHUOmktrYWS5cuRWZmJp544omw12YFiY6TjP63GYvc9O6o9jzqPlHMID6eT9mHl3woxCaBwSVbULTGhb/8wjnf4XDEm+rUasjI6UFDJsxNaN8dy1664OTGGPsWgNN8Ujxj7DEoyYRTAH5JRHVtcd2WV7AG4XK5fvjTX3ki2ir4jcgvZGakFmfyALpVCKhZzxzRhRxRLV5GN3O96rICwQSB5uarDthQHbChJrhxnPV3xlkdMXLUymmolY2lg2Ri6hYLZiZFbPHA1y4yWd0sTIKFSUgXfJpzyeqmx3XXXYdnn30WPXv2hM1mQ1lZGcrLy1FTU4MjR45g+vTpGDJkCAoLC9UJVzNmzLgkiA1Q3NUBAwZg1KhRGDx4cFQJp5ycHPzgBz9AfX29WmKihwDjG9iIwJJBLBcYCC/c5WEMl2xBIEBY/LrD43Q6f96iBSQLSmK7OJgHpasBjLFbAPweiiCmHUDrz4gMotXITZbl3SUl8u4tuyI/5NylMIPUgks9wQGhsg4gPslFIxROdhyc5IyIjpNcrZyGRjkFjXJ0GaFEIDCCwCgpwot/zsgWo7y8PDz88MO4/fbbMX36dEiShF27lHY+XuB7yy23oKqqCgcOHNCfst1AEAQMHz4cO3bsCCtcnrdgluoRaCEypm6JQH8eLVmKYFFJTiZl80EI60hYt8aNhmq8pdE6u2BgcmLbRYKosc6mQpFZWkVEvwBgXCvUCmg1txQAGGNDR42y7Vz3QaZFG3dTRPxCcQytqB+PWQDhrp5bo7QBhNxVXiZyOtjBwAnEG9SLE3SlGl2CDfhG6K4lS127eaZB1tUI+hIA5drGd5FRVpW7wdpEhjary78EYmVFuYIv7ybgqK6uxqJFi/DUU0/FHSR9qUKZpboYFosFzzwT29Ob83TICPjb/GfU57456seSd6fAZrPhxblLwRjDvAWzQERgjKnehRYh9zN03wKKaCpPInB31EMmOH0mzBh/tuncKXcPImozaSMjZGT3oOvvmJvQvttXXhS3tBTAUCIKMMYOA3iGiDbz1/h0q9ZGy9NiGhDRfpvNtm3bLu+4G0dZ1Jo35WPL6+AiR/GFNO55U7xJteI4yfFat+qg6kY3c0PwsWKlZYiesLVwsuNN+gCQLTrD9tFac73NNWGv8XggX6N2fVqE97JGWmqJ1sBpCc2IBKPNT1i+cBZEUYzQhgOA3Nxc9O3bF6dOnWq35MaH5ezcuTPmfkSkEhqgjEg8e/YsRo9LR0VFBdLTP0RjYyOWLu2EYcOGwm5fj23btuHWW2/FrJnKMdoaTS30X8haeMgEP5mw7n0H7DXsHxea2Dgu8VKQZQC+ZIzVAGgC8BUAMMb6Q3FN2wStSm4A4HQ6f/jfv8HeTz+yWPSviUGCU8z/0LBl3vsZmlAlhfTc1LYt5XScoKolheTygyoitVJ4q49ZbWAPWUSc6PQkB4TavLjlx4uEtdBaltziMlLyDV9HyIpT5wNoyMvXepEBQ1RWViY8R+FShN1ux+rVqzF69GisW7cOtbW1yM/PR1lZGZxOJ3w+HwKBAFJSUjBp0iQcPXoUp0+fRn19PbKzs/Gtb30LDz30EMxmM2RZRllZGUpLS5GZmYkpU6Zg165dCbux2i9lCQw+iJBIgMcHrPxHY5PL5f51G/0aYoMQpod3qYGIfssY+xzKJKv1mrkHAoAfttV1W53ciKjUZrNtXF/suevOOyI7EEQwiCzU1qIdx8c/9DKY6trJQZLjxblcJYRP0+KElW9qABBq0+LQxr14htUuRQax9fVzlUF1EgDoHjy3EbRlItquiETBiT1RrbNk0a1bN9TXRxJ1e4HP50NGRgaqqqrQu3dv7Nu3D263G5MmTUJGRgasVitMJhNWrlyJFStWYMyYMXjwwQfRpUuXiHo9QRBUBRZAUUL55JNPQJRj2O2hzZpyq41/GXnIBJkY/BDxweI62GvZ68HhJxcFl3r7FRHtMHjum7a8ZquTGwA4nc4ZL/1H2pGtX5gzbTYu4x3+gRcZAApZbwILxTXMTIYZStEtJydugfG5p3zKPbfCeCsXJzl9CQkQUiHh8xy04PJL2aZIq44LaGoLbnMNrL+LAe6uhqlkaHyUJUtS4fNdEG3ANkFubi5eeinUkujz+TBy5EhkZmaG7Td69GjcfPPN6NmzZ8LndjgccWWdJAoNJ9IqfvBsesVJL9b+09XgcjX9MuELtzIYLnm39KKgTXwiIqqsr5d+/P9+7SIew5ivyUrxb0SRhZd2aMtElMeaCeCQwlzAdMGrkhUQmV3NM9uRZ7Yj39Sgbhxpgg9pgg820aNuHHYpDXYpDQ45Vd2M0CClokFKhUNOUbeWgGfg9FtL4XQ6UVZW1vITXSK4/fbbI4gNUNrUkiE2ADh8+DAGDRoU02qTwUs+ePkHUz2AJtmEV392HhVnPBP5VKiLAqLEtysIbWK5AYDX652/bp347ANTfENvutESUXjJYWbKeDStvJD2Zx5o96uDYpRYGg/4hybYK485wZ3XdTwAIdezNhApxcMndXkp0qoLzV8NJRSyDAqBufWo3U/roWYlmIHVItosVv3Pqxc+HbaP0+lEaWkpvN7teOyxx5K+7uUOSZJQUlKCeX+VAYS+mPSZfXX/oOKHD6L6O/94eSMqysX3ZVnWjrG7KOiw3CLRZtFsIqL6eveUn/zU6W9qCrVixVuEkZIuEKoh47CygK6S3x8mOdRVdKCr6FAtOq1Vl2NyIsfA/QRCVh0/XzQJcYdsDW6xLbzwYyxwyBa4yKRuHhINRwm2BLIsY+HChSgrK8PUqVMT0lW70rBz505kZGRg9M1Kokoigp9CpMaJTVvHppU0qqyQsWqRPVBxxjnjwq/eAJd2Ee9FQZum6ojo5NnTws9e+bMDfhCenPkPCIguJsgXY1S4yolOT3L6YllOTkbIEtxhFle26FS3WIRnZT5Y4wyGAZQ4YKNsRYOcpm6JgpNcIpufBHUz6qbYtWsX6urq8PDDD6Nbt24Jr+FKwdmzZ7FlyxZMmjQpzCWVQKrV5geDm4Qwd5QjIDO8+otqnDkh3U1El0TwlVFi25WENnNLOZqaml79ZJ31hbvv8edff32w0BahCU1G8s289s2sFriGK+rqXVcAEYkHLcHpC4I5wTUa6MllBS08rgishUVDooKazY39/aAluN1LvhvxupESb3NRXV2Nffv2Yfv27Rg7dmzE/IUOKBnS999/H3fffXeYlFOY0ofmZ21xNS8F2vixC9UVwi6/37++jZebGAiJ66BfQWhzcguO9Lr95Zflg2vWdGaimRNVqKg3GsEBxkSm9GcS/CQYvKZV+uBxunDX0qOL12nB6+myNG4sb8p3U2TSQNBcLyRkGbmGaFizSKkg5YObE4GWZIvefiL0c1ERJEnC888/j86djftqr3SsXbsW/fv3x1/+vAUytsCvjatRiNi0UkY+iKrlVltL+Odf63H8iO+uC7z0mLjSrLJEcEG+2onoUGWF6c9/+7srbFK33j2NV6qjb5rXuqhqU3pYzE42bIWKFUtLZz51uIseNqFJ3fTZ2uhrlqOuozVRWVmJiooKTJkypYPYouDo0aOoqKjAnXfeGfa8BFLvS6WdSohaXP3Gr2rg9YgzLmZNmyE6sqURaHPLjaP6vPs/V75nnTFhQqDzgKtNhuPWtNBmBLWFvkD8+aPRXFYOP4V3P2jBrbo0DcFxi8xjkEk1sv6aI4eknYOqBZdHChO11N2jTqcTn376KW666SZ06tQJHYiE3+9Xh+2YzcrfMd4sUlkXb9v6uRs151F15qT77bZeb7LosNwiccHIjYj8oijeOneu/cCy5Z3RuZNWjRYQgTAXQa9RbwRtR0Os1yPnYUZ2LXBoCc+ne83IojMivLQolt/4JxZHPLfh7ccN900G58+fh91uxw033NDic12uWL9+PfLy8vC/f9wEYl9En26lK//g98epUwHM+1M9yg75rr8wK04CV2AmNBFc0IizJEkljXbTM3Oft8Nt0JIZbzHRWpT0GdRkEEuayCoElE1XdqIFz85qt2Qw/onFGP/E4rDSEzMkdeN6b7EgCAIaGhpQUlKC48fbdkRme8T27dtx7NgxfPB+bUTBrrbkwxNU+QAU65vHSx0uwn/9sBoMbNzFkDOKBwaASZTQFvdcjPVgjG1ijB1ijB1kjD0ffP6XjLGzjLH9wW2i5piXGWPHGGNHGGMT2u6dJocLZrlxnD7lnj/iJtvk1/7knPjCT2wwB5MKeiQzsT1ZGE2uSoQczQbKHUYS5OlxCK45bqsWGxdPD3uck5ODfv36Ye3atcjPz8fs2ZEDVq5UOBwOfPnll5g1axYyM1cAiHRHtbJb+vtOlgm/ebEGXbqm/O6rDfY2m9TUUrTWxHkosw1eJKJ9jDEbgL2MsQ3B1/5MRH8Kuy5j1wKYBmAwgG4AihljVxNRy8UMW4gLTm4AsG+Hc5LbkXp84DVNve6elApQiOD4lCG9S2lUqc9d12TdU+0xodeMjoufBDBSBYlHzMYDpDVuuubD54kzsAYA0tLS0LdvX1RUVOC+++6Lu/+VhLKyMnz7DuDFH78HbYRVb8Toh7xwLHijEXu+wjyn0/7TNl5q89GKbmlw7kNF8GcHY+wQgO4xDrkPwPJg+9kJxtgxAKMAXPSujYtSCEVE8uGDTYXz/uqSvz4owQ8WFm+LJh8dD/Hc01hqHdqsZqzspj4jG2sfERQmGR5NOjwWzCygbBpXVQsiwnvvvYeysjI89dRTuOqqq5I6/+WOc+fOYdiw8Liovq0q9AXKwojti8+asPsrr8Plcn3/giy22Uiqt7QLY2yPZouqAMoY6w1gGAAupvcDxtgBxthCxhhPyXcHcFpz2BnEJsMLhotW5UlE9urz8vU/f6Ee52tlpbUF8ctBOLQ3JYe+i8GI6KKRk1EpSVtBe63QFiLVWOvXo66uDsePH8fDDz/cbgUp2wpcv+1b3wpmRzVtVX4wOEgM60AIqX6IKPvGj/mvNaBkj7vXpeBixUMSHQo1RDRSsxnOMGCMZQBYBWAuETUC+DuAfgCGQrHs/pfvanD4JZHeuKgl7DXnAwdtnS2zXvhBA5r8IRdMS3JGhNMa8TgjcmzO8W0ZGwTiW4rZ2dno0aOHOkOhAyGUlZWha54dQ4aaI0iN32u8nU37d2y0S/jlj2pQdjhw3SVXzxYNrVjnxhgzQyG2pUS0Wjk9VRGRREQygPlQXE9AsdR6aA4vAGA80ecC46L35+ze4nzTbrcs+P2vFcUOj+5G4zDqN9UiUaLR76clqeaSVWucQ4tkCn8ZY/B4PDh69CgcDkfc/a8k7NixAzOeTANjIa8gXLpIuf21SSFPQMB/PV+DnKtSfyJJ0sGLsOzkQa2aLWUA3gJwiIhe1TyvjXdMAVAa/PkjANMYYymMsT4ABgC4JL5pW3VATLMXwRgbemPGmbsnm7tNfSRNVac1s0iLjScWjGR/tIg2mq+tLS2OZN3baOvidVbhAe9QHuiLxd9DQ0MDduzYgQMHDmD8+PEYNmxYM1Z8eeHQoUMoKirClj2pSLGysHYqru6hfBEJECFDggBJBl7/TT0aneLBT5bXtcnQkrZAZkZ3uuH6ZxPat3j7L2IOiGGMjYEy46AEIQfqpwAehuKSEoCTAGbxodOMsZ8BeBJKpnUuEX3arDfSyrgo2VI9iIgYY/39/rQqk4nZ7v1uOtJZQP2WNbNQQa/AjDOnegiMkp4KH296VWshHsHG60fVIysrC3fddReGDx+OxYsXIy8v74pWA5EkCZ999hn+usAEc4rxF6LyWFD/JyL84xU7auvg2vBB/fVYfqFX3TK0VikIEW2BcRxtXYxjfgvgt62ygFbEJUFuAEBETYyxfAZUArDd+910WJkEEaSSHHdLtZLkQKgkRFb3i50xjXaT6x+3hOSMCKw551Xfi+YtmTV1dHc98TYApYG+a9eumDhxIpYuXYrHHnsMeXl5yS/8MsDXX38Nm82GkTcoJTfaPlFt4oCDiPB/f7Sjuhr+DR80ZgbjSu0Ll4AHdqnhkiE3ACAiN2MsH6BKiZjtoalWtSZNBEGmkOUWq780WYtNf1xolmgoFhNq0G/5fR/NMjNad7KdF4MHD4bX68WaNWswc+ZMiGLrCmFe6jh58iSKi4vx2GOPQcJHYWUeRvcKJ7ZTJ1G9eZ09v30SGxIvM7iCcEmRG6AlOFRKEGwPT7WoQXoL5AhtN60lxokg0XhbIiSjnlsl08hjYhFesi5mtLVEIzmjD+ywYcNQWlqKbdu2YezYsS26fntCTU0NVq5ciQceeAD5+fkAQr+/ULwt9PeQZOBvr9ixenFghcvlerhdEhsABmrNDoXLBpccuQEhgiNilQBsUx9KgcAIPhjpt+k7DYzcwZYnEfwGnQK8IDdZAmtOskNIIkHBGMOkSZMwf/589OvX74qIvxER1q9fj5tvvhk//u1GyLRJ/ZvxxIEWPplh3iv1KDshVLdnYlMht+/ltwUuSXIDQgTndApHAXSb8lAarCwQRgBG8TMRBLDIb2wtopGRNgmRCCF6ZOXXp5UjitWB0Fx3WX9sWKY4+AG++bFQBHzbkmno3LkzJk6ciJUrV+KZZ55Bamr8GQ/tFT6fD5988gnsdjt+97eD0MfDJV3MLUDAvFfqcfqc6Nr2aV37dEW16HBLDXHJkhugEtyA1ctYJQPZ7v6uDenMr7poepVerRUXTak3USsr4rgEejyB2BaeEYyIyng/Y0lzweCuHvS9j5X/AZx6pD8++OADTJ069bKMvzU1NWHt2rUgInz4pQBLCgv7gtKW0kgkQICEN/7oQGWF6PpyTV37TB4YoMMtjcRFL+KNByJyH9nnyF+1zOv4aFlj8IYNDUbRVpfrC2iTkUIyGrSihchkdVOPgQAZAvxkUjcj8GEurV3sq12D0foAYMKECZAkCR999BHky8h18Xg8KC4uxuuvvw6TyYQpU6YgLS3khvogRhCbLBP+9D8unDpJ1ZcTsQHoUOI1wCVtuXEELbi8z2xZ5w4edmf9588zYDIzmIOlItqgu0wMMlgYqQmMIIBbcsZxsmjJiFiimVqriVtV0QgO0M0zDUJrrRlZZokSoFY0M00jf95n+ia8+GAu5gzdgcLCQvTt2zeh812qICLs27cPmzZtQv/+/fHss8/i8bkrASwJfoFoEgZg8JMJAmQ0OIBf/6gG/94h/dXlcj13WREbrjziSgTtgtwAtQ4uWxC6rHr28bopr/xfFrKyRfgBNRYnkUb+yCDLGD5fQTIMNBshnqx5oohFfG2JlFQRI0aMwJYtW2Cz2ZCbm3tR1tFSNDQ04NNPP0VjYyMWvWfFwCHVAFZo3FD+BSOE/a5Ly8x49UencPob+VGPx7P0Yqy9TUHomH5lgHZDboDSyQDgfovFMumZh2s+/K8/57LB1wrwkAkCU5Q1eJ+g0ptJagzMzGRD64y33nAk0tmgdf0SicUZkaJRe5Zh8iPBWJ9WComLaropRZ3F+p3vTMK2bduwaNEidO3aFUOGDMG1117bLhINfr8fX3zxBfbt24dRo0Zh+ceNsKSElPS0X1JaYvORiC1feLH4D2fk00e9IyRJ2n9x3kHboyPmFol2RW4cPp9vLWNs0K9eqDk4ZU6eadq93B1ViE1gFLzZQySkJTk9IurUWFCdJInsZqJzTDlaQmTNgclkwi233IKbbroJx44dQ0lJCdavX49u3bqhT58+6NOnD7p163bJJR3Onz+PVatWITs7G3PmzIHNZoMl5SgA5e+jHbvnIbM696JJNmHV/FpsKXI5Tx1p6ktE1RftTVwIdJBbBC6JxvnmgjHWqdc1mV+PGJfaa+aLnZFt8qikoSUxLXklYjFxKyAWuUUcEyN2lqg7G4/coikNR64tMv7nkkMzV48uVeTvvV4vTp48iRMnTuDo0aOQJAmTJ09Gjx49LgmSO3LkCD788EP87L/NuO8hRd1DO+OAwyOb1JijHyLsLhF/e7kc5ceF4vJ/100kIuM5jpcJOlmvopt7PZ7QvkXf/CFm4/zlhHZpuXEQkZ0x1remXHr11GHP88+/2hO9s9yQIUCiUObQDwFmJgdd0PDiX2OXUXFVjTKt0QhPZLJKTpHlGeFBbj1a22LjLqrWfbaKvuBKCLnBmjg/RIwJvr7z7e9jy5YtWLduHa666ipMmTKlVdeULEpLS1FUVITFy1NROMyidqZokwYe2QQ/RPX356YUnDkj47Xny3DmsDSnqanp7xftDVxQdCQUjHDJl4LEAxHJTqdzbuk2zyMvP3DSu/VQGjyk3PQeMqs3vp8EdaKRn8TgzzFKP+JIjhuJSBqVYrTWcW2NkY9/gLnzq3H//ffj3LmLqzUoyzLWrl2L733veygcZgEQKqfxkAl+EuCQU9RZrzIYGuQ07N3WhN8+dVw6UeIZfeUQWxAdpSARaNeWmxYej2eZKIqlrz174sux92d1/u4zOehibYI/WO+kzDMIqLE3pcSjBSodSDwmZ1RoKyD6IGbA2AVVJXrilI/wkhNtkoGPBzQqR6mVMtSfrVYrvF5vxD4XEjt27EBeXh6uuuoqVa5I+2Wk1BQqvzsfmVDXKGDpK6ex7UP3bpfLNYWIzl6stV8UEJRG2Q6E4bIhN0CZi8oYy/t8KfvdrvWNP3r6Nz2EbxVy1zS8i8EPwIxA8OeQ2xoN2teiTapSXd4Es6mcfFSCCosTGh3fvF5WAHCRYgGZNUonfJ3a9Xq9XnUi+4WGJEnYunUrdu/ejZXrUtGt13z4IKBOSlP38ZEIOZgd9chmbNvoxrI/npVrTwdme73eBdSeg8jNBgGXU9leK+GyIjdAmWwP4CXG2IJXZ5d/OuI72b2e/nEm65QagJ+Uujh1/iiZVEvGT4JKchzRJ2AFn29GVtUI3LKLZ82p19e6sMGPstaC44mEMBJO0O0tKytDz549E9q3NeF2u/Hee+9BFEWsXp+Kbt1NcMhmNVHgIzGUNCARlTUC3v7NWZz82rO3+rTrHiKqvOCLvpRwJXJ6HFx25MZBRIcZY/22vhd48V9FDT+f9b/dM0fdGJyChACszA8fifCRqJvoHnLb9GQXDdxVFRDZeM9JJdGkQWQ8TgrFBtVzRFqRkhHBMm3DeDD2qPmTC8Fv+33/fEB9rqRkHu64446E1tpaqKmpwbvvvotrrrkGr71zCoKQgkopNcz15MTWJJnw5cdOrP59eYPb7pvl9XpXXNDFXoogJCZPfYXhsiU3QEk2AHiFMbbyjTnSqmvvzBn21MtdWLotBemCV2O1iTBDgoVJqtWjteiUxy0z+5Mt/A07lhMedyMREtJUM8IadzNEeNpzRLq0oi6uV1VVBafTiT59+iS1vuaCiLB//35s2LABc/+fFZMfPoMmOQV+OZLUAKDsrBnz/+NsoOYbe1FjnfOxdjOZ6kKgw3KLwGVNbhxEdJIxNnL/R/6ZP9lU/8epv+6dNfL2TKQJPqQLXkjE4IEZVsGvxsFiWXRAJNkZ9aQCide4JVr825bYu3cvhg0bBkFo+7VUVlaiqKgIHo8H06dPx+SHiwAAbrKopOaRzYowgEz4cJkbG984WuO2u6cHAoGiNl9ge0MHuUXgiiA3QG3dms8YW7v0x8cXFvVL+/bdL/ayXD+qE9IEL9IFLzyyWSU5iQR4yAwr80MGg4dMsGoyjX4KzzxGm3YVq/G+JQgpAwevo8niqjM6tb2swbVy91SCAG1lqyzLKC0txcyZM1t9rXqUlJTg008/xbhx4zBixAiMf/JdeGQTqiWballWBzIhycD+4jqs/fMZT1O17x2n0/kjInK2+QLbG4gA6ZKfG33BccWQG0cw8DyRMXbdkjnuN7LzOw2/51c9Mq8fnqmqaYQ6FAS1EtDCAmpVvFV1WUO/PiVREW7dcfczVjA/lsXWmqTI18rdV60bCwDHjx9HZmYmsrOzW+2aetjtdnz88ceora3FY489hmn/8Tk8dAJusqBWsqlxw0p/Jvau8WPTmyUud633I6fT+RMiOtNmC7sc0GG5ReCKIzcOIioFcBtjbOiSZ+xv5AzqNGrST3pael1n07irAlyyEp+TNa6ahyywstAEKj3ZqS1gQbvKKMaWSItWrNhcIq1Y2iSDqBt6o23HqqqqwgcffIB777037jmTBRHBbrdjz5492Lt3L2688UZMnToVdzz1nroOh5wKiZTxep9vAja+st/lOt9U5HQ6XyKik62+qMsRHeQWgSuW3DiIaD+AsYIgjHz7Sfsbedd1Hn7Hi30t/QcrJCcTg1u2IE3wwSpoHDkN7+jJjsMPMVR2EgQnLB7Pi6X0qyewZOYoREOoYyNIcituxuHDX+K6667DwIEDW3z+8vJy7N69G4wxeDwenD17FrIsY8iQIXj66adxz9z18OMDuMiC2kAGHHIq6gPpOLK9Hhv+XOZzlrs+C7qfZS1ezBUD6siWGuCKJzcOWZb3ALhJEISbls6of6Pr1V2v+fbP+qT1H2SGBAaHbFUtOgAq4XFIzNiSSte5upxc9MQVJrKoIzoLtwwNauASzbzqS0XUhIckYe/evbj77rsTOk88lJeXo6SkBAAwdepU3HXXXcjOzsbw6asg40u4KQXVARt8ZEJ9IB1f72jCllf3eRzlji+cTufzRPRNqyzkSgIBraW9yRjrAWAJgHwoNUdvEtHrmtdfAvAKgFwiqgk+9zKAp6CEgJ8jos9aZTEtRAe56SDL8nYAIwVBuGXZ4+df69Q7c9D103qn9rutAOkZEmyiBwCQJvjgkFLVOJ0DVvU1DomY6tbquwp4sgIIuaiSTnSRv+4JdhcYwai+TdYRnhyjmJeI4HA4Wk2ht3fv3gCA9PR03PGrswDOIs9kBwA0SGk448tGZXUKDhadRsmqfzd5q5q2ORyO54noYKss4EpF67VfBQC8SET7GGM2AHsZYxuI6N9B4hsPoJzvzBi7FsA0AIMBdANQzBi7mogueoajg9yiQJblzQCGM8b6N/zO/txXfzwwrce3e+Rc/2AvIe+aLKSKfqQJPtglReyxk9gEtyaOlWZAaPo4m8z0cTddQW7wZT1ZxYP+ukbWopkF1HF4ffv2hcnU/FuhoaEBR44cwcGDB1FfX48H/qcQd01JhwCCXUpDg5QGWSbs2h7A/hWH5aqdVRWSX3qzqanpzSu+s6A1QNRqo/2IqAJARfBnB2PsEIDuAP4N4M8AfgLgQ80h9wFYTkReACcYY8cAjAKwvVUW1AJ0kFscENExAM8xxn50eM3hO88Un/kPU2frt65+oH/qdZO6M0snhdDcogVpok8lEsnEJ50LcEpWZIieiFo4SdCTX/jrXsmMFObX7ZM40enja1rS8/mB9/7rCM6cYXj00UfBorjVRjhz5gxOnz6NiooKnDp1Cn6/H/3798fQF3uh/80jIZoFVElNqPemo+asD0feORc4vPWoJNUHPnE4HH8CsOPK7AFtQ7TBr5Mx1hvAMAA7GWP3AjhLRF/r7pXuAHZoHp8JPnfR0UFuCSJoZn8K4FPGWO7Xf3c8eXBByZzOQ/O79bl/gKnPTV1hNVkBABkmH5p8FtUCyxC9cEjKa2liSHGDx/FiwQWFPK0scb1FfctXqPxD+XMffaM/iouLAWTgiSe+C4sluturx/Hjx7FkyRIMHjwYvR4wY8Twm9C5lw0uKSW4XkByS/j60zqUFO2XXCecJ5vs7t/7/f7lHTVqbQdK3HLrwhjbo3n8JhG9qd+JMZYBYBWAuVBc1Z8BuNPgfEbfipfEF1cHuTUDQcnqPzDG/uj86tjIhv1VL+4TMD57RPfM/DFXmXrekIe0LoqSRaoYTl5OKSWM0JzghBger9PDDYWArAaSRXoIuriaNjMKAPPn/wZDhgzBPffcE1dxt6KiAsXFxTh+/DgyMjLg9/sxYcIEXPP7LHiDQ6lrfClwn2tA5YY6OnnwFBqO1LnIEVjscrn+0pEguBBISqutJp4SL2PMDIXYlhLRasbYEAB9AHCrrQDAPsbYKCiWWg/N4QUALq4gYBAd5NYCBF2r3QCmMcZE58bDI6q3n5p0yGy6X+iU0idvWA9z3uirTLkj8pFhU45JFX1wBVLCzpNu8sLtU8grniWXiOmjVxDm7rAFwOHDhxEIBDBs2LC4xFZfX4958+apj6dOnYru3bujclIZ6mq9KNtZiXPbz1HN3koPXFKpz+td6fV61wH4d4fbeQHRio3zTGGvtwAcIqJXAYCISgB01exzEsBIIqphjH0E4F3G2KtQEgoDAOxqlcW0EB3k1koIuq27gtsvGGPp9tM1Y89tPPogBDY+Jc/WJffG3tauo68Sug7OhiAG692EAJokpTk8VfSrbqgR0k2JiUiKqkpJ+NCa02VlWL5ckRh3u92Gx1ZUVODo0aOoqqrC8ePHMWbMGGTPzkZmr0yc23UOO3bvlSuWnvH7qj2n5YC81uVyfQBgJxHFZuUOtBkIALVe+9VoANMBlDDG9gef+ykRrTO8NtFBxtgKKAmHAIDvXwqZUqCdD4hpT2CM5QuCcEdGRsZUGTRSzLRmZPTMNmf2yzHb+nUS0vtmIb2gE6wG3GYVjeNtRjMelOe5CCVBIgY5IKO6pBqfzvpU3WfOnDno2lX9MobP58OGDRuwe/duWK1WZGRkoG/fvq4KS3WK47jdG3D6GxjhS6fTuYKIviAiewt+HR1oRWSybLrRZBQOi8SGwHtXzICYDnK7SGCMWaGY8IPS0tJGms3mERLJV8Nm6ZLao1NKZvdsZPTrLNi6Z0HITkGaTYQpzQIx1RSR2TQiOd7NcO1nXfGrX/1KfX7WrFmwWCw4d+4czp8/j3PnzpHD4fB6vV5/IBDwA7CLonjI7/fvbmpq+heAQwBOXO4TpNozMlk23SCMT2jfYnlFB7l14OKAMSYA6AlgkMViKbRarSMAdAFgoxShq2wVc0GAIJEEkZlYmsliTjFLpowUQciwCJAJktMnC6fctV6vV5AkiTweT6ooim5BEDyCILgYYw4o4bsKt9u9KxAIlEIhscqOWFn7QybLphvYtxPat5je7yC3DrQPMMYsAGzBLRNKC4yDb0QUP73agXYNxlgRlC/ARFBDRHe15XouFXSQWwc60IHLEhdf/rUDHehAB9oAHeTWgQ504LJEB7l1oAMduCzRQW4d6EAHLkt0kFsHOtCByxL/H2+zxWQAFbwGAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_sea.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "9cf63165", + "metadata": {}, + "outputs": [], + "source": [ + "points_specs = {\n", + " # ARM sites coordinates, select nearest grid poit to ARM site coordinates\n", + " # Each point is supplied with [latitude, longitude ,select method, description of the point]\n", + " \"sgp\": [36.4, -97.5, \"cob\", \"97.5W 36.4N Oklahoma ARM\"],\n", + " \"nsa\": [71.3, -156.6, \"cob\", \"156.6W 71.3N Barrow ARM\"],\n", + " \"twpc1\": [-2.1, 147.4, \"cob\", \"147.4E 2.1S Manus ARM\"],\n", + " \"twpc2\": [-0.5, 166.9, \"cob\", \"166.9E 0.5S Nauru ARM\"],\n", + " \"twpc3\": [-12.4, 130.9, \"cob\", \"130.9E 12.4S Darwin ARM\"],\n", + "}\n", + "\n", + "\n", + "\n", + "sgp_lat = points_specs[\"sgp\"][0]\n", + "sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", + "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "609d3044", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "506457c0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38e2abf7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From a10abb016b4c1acc17ac21df8cd72d272f46f897 Mon Sep 17 00:00:00 2001 From: chengzhuzhang Date: Fri, 5 Nov 2021 16:43:22 -0700 Subject: [PATCH 9/9] fix line number --- .../general_utils/Test_general_utils.ipynb | 543 ++---------------- 1 file changed, 59 insertions(+), 484 deletions(-) diff --git a/validation/general_utils/Test_general_utils.ipynb b/validation/general_utils/Test_general_utils.ipynb index 46229fb..1fe9b77 100644 --- a/validation/general_utils/Test_general_utils.ipynb +++ b/validation/general_utils/Test_general_utils.ipynb @@ -2,8 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "id": "6db58fbb", + "execution_count": 1, + "id": "0b4e8461", "metadata": {}, "outputs": [], "source": [ @@ -12,8 +12,8 @@ }, { "cell_type": "code", - "execution_count": 187, - "id": "c3ace970", + "execution_count": 2, + "id": "61080757", "metadata": {}, "outputs": [], "source": [ @@ -24,8 +24,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "8856c803", + "execution_count": 3, + "id": "ee088d4d", "metadata": {}, "outputs": [], "source": [ @@ -34,8 +34,8 @@ }, { "cell_type": "code", - "execution_count": 118, - "id": "3728fa21", + "execution_count": 4, + "id": "e83b0a2b", "metadata": {}, "outputs": [], "source": [ @@ -46,16 +46,16 @@ }, { "cell_type": "code", - "execution_count": 150, - "id": "f91ec2c6", + "execution_count": 5, + "id": "fe80ac14", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2021-11-05 15:50:02,030 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n", - "2021-11-05 15:50:02,852 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + "2021-11-05 16:32:18,937 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n", + "2021-11-05 16:32:19,843 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" ] } ], @@ -70,8 +70,8 @@ }, { "cell_type": "code", - "execution_count": 151, - "id": "a8ade0ef", + "execution_count": 6, + "id": "377e5d21", "metadata": {}, "outputs": [ { @@ -80,7 +80,7 @@ "(1968, 129, 256)" ] }, - "execution_count": 151, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -93,8 +93,8 @@ }, { "cell_type": "code", - "execution_count": 114, - "id": "800ae145", + "execution_count": 7, + "id": "6bf5b2db", "metadata": {}, "outputs": [], "source": [ @@ -103,8 +103,8 @@ }, { "cell_type": "code", - "execution_count": 121, - "id": "6c2b74ec", + "execution_count": 8, + "id": "4c9499cd", "metadata": {}, "outputs": [], "source": [ @@ -114,8 +114,8 @@ }, { "cell_type": "code", - "execution_count": 122, - "id": "8181581a", + "execution_count": 9, + "id": "f3a2ef8b", "metadata": {}, "outputs": [], "source": [ @@ -124,8 +124,8 @@ }, { "cell_type": "code", - "execution_count": 154, - "id": "f08607f1", + "execution_count": 10, + "id": "ff8087af", "metadata": {}, "outputs": [], "source": [ @@ -134,8 +134,8 @@ }, { "cell_type": "code", - "execution_count": 155, - "id": "3ca0c8f8", + "execution_count": 11, + "id": "57f9a09e", "metadata": {}, "outputs": [], "source": [ @@ -144,8 +144,8 @@ }, { "cell_type": "code", - "execution_count": 168, - "id": "d046a8c5", + "execution_count": 12, + "id": "8f730a7d", "metadata": { "scrolled": true }, @@ -515,14 +515,14 @@ " units: K\n", " long_name: Surface temperature (radiative)\n", " cell_methods: time: mean\n", - " cell_measures: area: area
  • units :
    K
    long_name :
    Surface temperature (radiative)
    cell_methods :
    time: mean
    cell_measures :
    area: area
  • " ], "text/plain": [ "\n", @@ -539,7 +539,7 @@ " cell_measures: area: area" ] }, - "execution_count": 168, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -567,8 +567,8 @@ }, { "cell_type": "code", - "execution_count": 183, - "id": "77432ca8", + "execution_count": 13, + "id": "896a8ef6", "metadata": {}, "outputs": [], "source": [ @@ -581,8 +581,8 @@ }, { "cell_type": "code", - "execution_count": 184, - "id": "c0cc0ad8", + "execution_count": 14, + "id": "c202a6f5", "metadata": {}, "outputs": [], "source": [ @@ -591,15 +591,15 @@ }, { "cell_type": "code", - "execution_count": 185, - "id": "3b27480f", + "execution_count": 15, + "id": "c839ab73", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2021-11-05 16:20:15,796 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + "2021-11-05 16:32:34,234 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" ] }, { @@ -609,7 +609,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/v5/66rvtx3s2ld04xj_pz7cgtd4001nnm/T/ipykernel_92384/1036211618.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_global\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxcdat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspatial_avg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"lon\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/var/folders/v5/66rvtx3s2ld04xj_pz7cgtd4001nnm/T/ipykernel_14398/1036211618.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_global\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxcdat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspatial_avg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"lon\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/xcdat.py\u001b[0m in \u001b[0;36mspatial_avg\u001b[0;34m(self, data_var, axis, weights, lat_bounds, lon_bounds)\u001b[0m\n\u001b[1;32m 43\u001b[0m ) -> xr.Dataset:\n\u001b[1;32m 44\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDatasetSpatialAverageAccessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mavg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m \u001b[0;31m# type: ignore\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/spatial_avg.py\u001b[0m in \u001b[0;36mavg\u001b[0;34m(self, data_var, axis, weights, lat_bounds, lon_bounds)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0mweights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 150\u001b[0m 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\u001b[0mlat_key\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 618\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Check weights DataArray includes {lat_key} dimension.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 620\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"lon\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlon_key\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", @@ -623,453 +623,20 @@ }, { "cell_type": "code", - "execution_count": 182, - "id": "135ba25a", + "execution_count": 16, + "id": "e998643a", "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.DataArray 'pr' (time: 248)>\n",
    -       "dask.array<truediv, shape=(248,), dtype=float64, chunksize=(248,), chunktype=numpy.ndarray>\n",
    -       "Coordinates:\n",
    -       "  * time     (time) datetime64[ns] 2013-01-01 ... 2013-01-31T21:00:00\n",
    -       "Attributes:\n",
    -       "    standard_name:  precipitation_flux\n",
    -       "    long_name:      Precipitation\n",
    -       "    comment:        includes both liquid and solid phases\n",
    -       "    units:          kg m-2 s-1\n",
    -       "    cell_methods:   area: time: mean\n",
    -       "    history:        2020-05-01T02:38:15Z altered by CMOR: replaced missing va...
    " - ], - "text/plain": [ - "\n", - "dask.array\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2013-01-01 ... 2013-01-31T21:00:00\n", - "Attributes:\n", - " standard_name: precipitation_flux\n", - " long_name: Precipitation\n", - " comment: includes both liquid and solid phases\n", - " units: kg m-2 s-1\n", - " cell_methods: area: time: mean\n", - " history: 2020-05-01T02:38:15Z altered by CMOR: replaced missing va..." - ] - }, - "execution_count": 182, - "metadata": {}, - "output_type": "execute_result" + "ename": "NameError", + "evalue": "name 'pr_global' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/v5/66rvtx3s2ld04xj_pz7cgtd4001nnm/T/ipykernel_14398/589789263.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_global\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'pr_global' is not defined" + ] } ], "source": [ @@ -1079,7 +646,15 @@ { "cell_type": "code", "execution_count": null, - "id": "e30f60e7", + "id": "17b81868", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8f795716", "metadata": {}, "outputs": [], "source": []