{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%load_ext load_style\n", "%load_style talk.css" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Process U-Wind: Mean and Std\n", "\n", "In this notebook, we will do a little complicated operations\n", "* read 4D u-Wind data\n", "* calculate mean and stadard deviation along the axis of time\n", "* visualize based on the library of **basemap**\n", "\n", "**Data**\n", "\n", "wind data can be downlaed from https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis2.html\n", "\n", "This u-wind is a 4D data, includding [months|levels|lat|lon]. The presure levels in hPa. \n", "\n", "Moreover, the wind data with **scaling** and **offset**. when using them, have to restore them to oringal values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load basic libs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "% matplotlib inline\n", "\n", "from pylab import *\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap # plot on map projections\n", "\n", "from netCDF4 import Dataset as netcdf # netcdf4-python module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Read u-wind data and pick variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Use print to check variable information.\n", "\n", "Actually, you can also use numdump infile.nc -h to check the same inforamtion" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "root group (NETCDF3_CLASSIC data model, file format NETCDF3):\n", " title: monthly mean u wind from the NCEP Reanalysis\n", " history: Mon Jul 5 22:36:33 1999: ncrcat uwnd.mon.mean.nc /Datasets/ncep.reanalysis.derived/pressure/uwnd.mon.mean.nc /dm/dmwork/nmc.rean.ingest/combinedMMs/uwnd.mon.mean.nc\n", "Made bt Cathy Smith 12/5/95 \n", "(netCDF2.3)\n", " description: Data from NCEP initialized reanalysis (4x/day). These are interpolated to pressure surfaces from model (sigma) surfaces\n", " platform: Model\n", " Conventions: COARDS\n", " dimensions(sizes): lon(144), lat(73), level(17), time(692)\n", " variables(dimensions): float32 \u001b[4mlevel\u001b[0m(level), float32 \u001b[4mlat\u001b[0m(lat), float32 \u001b[4mlon\u001b[0m(lon), float64 \u001b[4mtime\u001b[0m(time), int16 \u001b[4muwnd\u001b[0m(time,level,lat,lon)\n", " groups: \n", "\n" ] } ], "source": [ "ncset = netcdf(r'data/uwnd3.mon.mean.nc')\n", "print(ncset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Read data\n", "\n", "Have to set_auto_mask(False) to automatically scaling and offseting, or may cause problem." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(120L, 17L, 73L, 144L)\n" ] } ], "source": [ "ncset.set_auto_mask(False)\n", "\n", "lon = ncset['lon'][:] \n", "lat = ncset['lat'][:] \n", "lev = ncset['level'][:] \n", "u = ncset['uwnd'][504:624,:] # for the period 1990-1999.\n", "\n", "print(u.shape)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 1000. 925. 850. 700. 600. 500. 400. 300. 250. 200.\n", " 150. 100. 70. 50. 30. 20. 10.]\n" ] } ], "source": [ "print(lev)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Have a quick shot on first grid" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm4LOdZH/j7urqqt3P6bPfcfZNkSZYs2ZZ8ZVvBNhgc\nLyHseyAhCYkTkhDIwGRgyDND8kCYwMww8wQCUWAmBJwYbBK2gdgYvIDBMleWZGuxbElX9+ru59yz\n91bbN3989VZ9VV3VXV1V3X1O3+/3PHp077l9qqq7v3rr9/3e3/u+jHMOBQUFBYXZQWnaF6CgoKCg\nUCxUYFdQUFCYMajArqCgoDBjUIFdQUFBYcagAruCgoLCjEEFdgUFBYUZgwrsCgoKCjMGFdgVFBQU\nZgwqsCsoKCjMGMrTOOmhQ4f42bNnp3FqBQUFhQOLJ554Yp1zvjrsdVMJ7GfPnsX58+encWoFBQWF\nAwvG2MU0r1NSjIKCgsKMQQV2BQUFhRmDCuwKCgoKMwYV2BUUFBRmDCqwKygoKMwYVGBXUFBQmDGo\nwK6goKAwY1CBXWEs4Jzjw09cRsd0pn0pCgq3HQoJ7IyxRcbYhxljX2SMPc8Ye7SI4yocXLx4cw8/\n8qGn8cdfvDHtS1FQuO1QVOXp/w3gv3POv5UxZgCoF3RchQOKvZ4NAGj3FGNXUJg0cgd2xlgTwDsA\n/G0A4JybAMy8x1U42CAJpmurwK6gMGkUIcXcCWANwP/LGHuSMfbLjLFGAcdVOMDoWF5gt1RgV1CY\nNIoI7GUADwP4Rc75QwBaAH40+iLG2PsZY+cZY+fX1tYKOK3CfkbbY+w9y53ylSgo3H4oIrBfBnCZ\nc/649/cPQwT6EDjnj3HOz3HOz62uDu06qXDAoaQYBYXpIXdg55xfB/AqY+xe70dfA+C5vMdVONgI\npBjF2BUUJo2iXDE/AOADniPmZQB/p6DjKhxQkBSjNHYFhcmjkMDOOX8KwLkijqUwG1CMXUFhelCV\npwpjQccUPvae0tgVFCYOFdgVxgLF2BUUpgcV2BXGAt/uqBi7gsLEoQK7wljQVQVKCgpTgwrsCmNB\nwNiVFKOgMGmowK4wFnSU3VFBYWpQgV1hLFDJUwWF6UEFdoWxQDF2BYXpQQV2hbFAVZ4qKEwPKrAr\njAUkxajkqYLC5KECu8JY0JFcMZzzKV+NgsLtBRXYFQqH63J0LAeGJpaXYu0KCpOFCuwKhYMC+WJd\nB6B0dgWFSUMFdoXC0fYagC03DACKsSsoTBoqsCsUDkqcKsauoDAdqMCuUDgocbpUF4xdFSkpKEwW\nKrArFA5i7EsNCuyKsSsoTBIqsCsUjrbP2JUUo6AwDajArlA4fMZeV8lTBYVpQAV2hcJBGvtiXUkx\nCgrTgArsCoWDpJjlhifFKMauoDBRFBbYGWMaY+xJxtjvF3VMhYOJwO6oGLuCwjRQJGP/QQDPF3g8\nhQOKDhUoKY1dQWEqKCSwM8ZOAvhaAL9cxPEUDjY6pgjkfvJUMXYFhYmiKMb+fwH45wAUNVNA27Jh\nlEuoGRoAJcUoKEwauQM7Y+yvA7jJOX9iyOvezxg7zxg7v7a2lve0CvsYXdNBTdegawwlpipPFRQm\njSIY+1cA+HrG2CsAPgjgqxljvx59Eef8Mc75Oc75udXV1QJOq7Bf0TYd1A0NjDFUdU0xdgWFCSN3\nYOec/xjn/CTn/CyA7wTwJ5zz78l9ZQoHFh1LMHYAqOqaSp4qKEwYyseuUDg6puPr65VySTF2BYUJ\no1zkwTjnnwDwiSKPqXDwEGXsqkBJQWGyUIxdoXC0FWNXUJgqVGBXKBxdpbEDAC5vtqd9CQq3KVRg\nVygc5IoBbl/G/uLNXbzt33wcT17anPalKNyGUIFdoXAIKUakb6q6dltWnq7vmQCAm7u9KV+Jwu0I\nFdgVCkdYiindlgVKliPe8+0qQylMFyqwzxD+01+8gs+8fGuq18A5R9u0fSlGuGJuP8ZOgf12lKEU\npo9C7Y4K08VP/v7zsF0XP/zue/H9X3kXSiU28WswHRcuR8gV07stGTsHoBj7uLHbteC6wII3hlFB\nQDH2GQHnHKbjYrFu4Gc/8gL+0Qc+B875xK+DpieFfey3H2v1pRjF2MeKf/Hbz+Af/Pr5aV/GvoNi\n7DMC0wsk3/e2O7DVNvEf/vQCLm92cGq5PtHroCEbNVmKuQ2Dm9LYJ4OLt9pYUwnqPijGPiOgrb+h\nlXDu7DIAYKttTfw6aCyer7GXRfJ0GruHacKyPSnmNnyoTRIbLRObbXPal7HvoAL7jMDymKGuMX/A\nxTQWfFSKqXj/px3F7QJTMfaJYLNlom06t+WucBBUYJ8RUCAxypo/RHoqgT0ixVTKYolN2/L4+ctb\neOf//glsdyazi1FSzPjRsx3s9sQYxmnsTvczVGCfEZgSY6ch0tNY7J2oFOMx9mlLEk9f3saF9Rau\nbnUmcr4gsCsmOS7I61vJMWGowD4jsHzGXsJiTTD2jdbkFztp7FU9HNinzdi3vRu/M6EHDOU8pv2+\nZxny+laBPQwV2GcEcvK0rJXQrJaxNYXFTlpn3Wsp4EsxU2auxO665mSug3ZQtxtj3+laE9O75cCu\npJgwVGCfEQRSjPhKlxoGNqfoiqnpUSlmyozd09bbEwrsgY/99mLs3/nvP4N/+XvPTeRccmCfxu50\nP0MF9hkBJU91jyEv1o2xbE+fuLiB9/zcp3wtPYq2KZJZgY99nzB2L7BPTorxWgrcRoz90q02nru2\ng4u3WhM5X5ixq8AuQwX2GQEFEl0TbQSW63oosFuOi999+mpuP/lz13bxwo1drO/FF4UEUkxUY59u\ngNv2di9JD6Si4bcUuI0Y+ye/vAYAE9spbrRMMCbIwzR2p/sZKrDPCEiKIU17qW5gsxUs9j/54k38\n0//yJD5/eTvXecgvbyX40tumg3KJ+ZJQtbw/kqdbnckmT29HH/snXxCBfXtC7HmjZWKxpmOlUcGm\nkmJCUC0FZgQBYw+kGHl7Sja/jZw3ne263v/jmX/HCsbiAUDFk2KmnUSk5NrEpJjbLHlq2i7+/KV1\nABNk7G0TSw0DNV1TrpgIFGOfEUQD+1JdR8t0/MByfbsLANjJWaBDEoOZwEQ7ZtCLHdgfjJ1z7mvs\nk06eTnunMimcv7iBtungodOL6FiTqQTd2DOxXDewPCWjwH6GCuwzAtryG+XAFQMETPX6TlGBfThj\nr0uM3U+eTlFj71qu/yCa1HUEbXtvD8b+yS+tQdcYvvbBYwAmYz/cbJtYbhh9u1OFAgI7Y+wUY+zj\njLHnGWPPMsZ+sIgLUxgNso8dQF+/mGvE2Lt2zvMM19iruizFTD95Svo6ELh2xo3bTWP/5AtrOHdm\nGScWawAmUzB0qyUC+1JdV3bHCIpg7DaAH+ac3wfgrQD+MWPs/gKOqzAC4qQYAH4C9YbH2PP2SqEH\niJUQsNqmjUYlSN1QMneaAU5mjx1zMtdxO/nYb+x08cXru/jKe1f9gRfjDuycc2y2Asa+07Vh32aN\n5gYhd2DnnF/jnH/O+/MugOcBnMh73IOGp17dmmprWrlXDBBIMZttE5zzgLEXJMVYCVLMTsdGsxoO\n7IxNt1eMHNgnJ8UEPvZxroue7WCvN5ldSBIoafr2uw/5O8VxSzE7XRu2y7HcMLDsPUwm1eDtIKBQ\njZ0xdhbAQwAej/m39zPGzjPGzq+trRV52qnj2avb+MZf+DQev7AxtWuQe8UAYSlmq235gT8/Y/cC\newID3+laaNaCMWWMMVTKJXSnyNi3PSmmXGITk2KoHzvnwS5nHPjpP/givuuxz4zt+GlweUM4rl5z\neG5igZ3sjcsNQyIxKrATCgvsjLE5AL8F4Ic45zvRf+ecP8Y5P8c5P7e6ulrUafcFbnoTXG7tTU/n\nM/vsjiK4brUtn60DIvDmgU1STMK2d6djoVkNz5+c9hQlepgdaVYn7mMHxptAvbDewvPXdhK/j0ng\n+k4Xyw0DlbLmr7txSzFk213ypJhJnPMgoZDAzhjTIYL6Bzjn/7WIY+ZF3gA20rl8K930tsTEECl5\nWtU14e9tmb6+vljXczN2c4AUwznHTtfGQi0c2Cvl0nSTpx6TO75YnWDlqRzYRw+6/+4TL+Ijz14f\n+rrNtgnb5biyOZl2xHG4sdPF4fkKgGDdyS6V9b0ebu50k349EzY8ErVcN6R8kgrshCJcMQzArwB4\nnnP+f+a/pPz4+As38YZ/+VH8x09fmMj5yGkyKY90HExHVHyWSsz/2XLDwEbb9Bn7PUfmsdPJ64pJ\nTp62TQeOy9Gsheveqro23eRpx4KuMaw0KhPvFQNk0/X/46dfwa/82fD1Syz1lQn1Z4nDjZ0eji5U\n/b8v1fWQLPKjv/UF/NBvPFXoOYmxC1fM9OYP7FcUwdi/AsDfBPDVjLGnvP/+WgHHzYzLmx1wDvzE\n7z2Hn/7D5+EmJPqKAjH21jQZu8N9GYawWNex1bZwfacLxoQGmpex2wPsjrRL6pNiytOVYrbaFhZq\nBuqGNtF+7Mx7xmZ5qHVMB1+4vD3U6UGup4u32iOfoyhc3+niaDMI7AsRX/nLa3u+XFkUNmI1dsXY\nCblbCnDO/wwAG/rCCWLXCzDffu4k/v0nXwYA/Nj77hvj+URAz7rN/1e/9xzuP97Et77pZOZrMG3X\nd8QQlrwOj9e3O1idq2ClYWC3a8F1eYjZj4JBrhjaDTRrUY29NNUKzO2OicW6jqqhTUyKMW0Xc0YZ\nuz17ZMsj5xxtS+x+vnxzD/cdayaegxwx02LsluNifa+Hw814xs45x5WtDpa94FsUNlsmKuWSXwyn\nayx3u4xZwkxWnu52bZRLDP/mW16Pr3vDcXzgM5fGekMTU231sp3jD75wDZ/8Uj6nkOm4MMpa6GdL\nDcNj7GKr3KzqcDmwl2NnMUiKSWLslX3A2BdrOmr65AK75biY82yfo7buNR0XjvfgfOrVrcTXyaz4\nlfXpBPb1vR44R4ixL0ktozdaJnq2i72chXFRUHESYwyMiXGQW63RdqPPXt3Ge37uUxPNx00KMxrY\nLcxVy2CM4W+8+TT2ejY++tzwRFRW5E2emo6bO+BYtgujj7GLirzr2x0cbVb9pGYeL/ugylNqjRvV\n2Cv6dO2OQorRUTc0tK3x+soJluNizivUGpWxy2vh6QGBnVixoZXGLsX8x09f8PsNyaCfHWlW/J8t\n1nV/LVzdEv/eMu1CP3cqTiIsZ5g/8LzXgvrSFGWscWEmA/te18a8x5becococ/6vn7sytvPlTZ6a\ntpub0VqO6w/ZIIiKPAvXtrqCsXsBN4/OPqhXTKLGrmtTLVDa7lhYqOuo6ho4n0wVrOVwfw2OaneU\n19Egxk468/3Hm3h1sz22ysvNlomf+L3n8N+e7L+HyHF1JMLYtzqWL8MAgMuL7ax5KxLYKZ80Cqi2\nQzH2A4Ldro35iggupRLDNz10An/65bXCLVfB+XIy9gICu+m4fcnTpboOzoHdnu0FdmLs+aWYuO6O\ntBPo19in7Ippm1j0kqfAZKpPTcf1WyuM+t5pHd15qIEv3dhFK6GylKSYN55ahOXwUL1CkWh7n9et\nmOEqN3bEz2RXzGJdh+MK6yu1iwZQaIXsZtv03TCAeJiMqrETSclbjb0fMbuBXSpr/6aHT8DlwO88\ndXUs5/NdMRk0ds65kGLyBnab+x52gsxojjarPpMugrHHu2LEjSt/9sB0feym7aJlOlis63474XHb\nUjnnsBzX/xxGfe90fY/etQKXA1+4Ej8chQLZQ6cXAYhipXGApKFbMT7x6ztd6BrDcl1mz2Q/NMOB\nvUCdfWMvzNhFPmm0wO4z9pwW4P2ImQzsO10L85IccNfqHN5wahG/9bnLib/z6kYbn3jhZsbzeVJM\nhuBFBT95A3uSFEM4uiBp7Dm2ngOlmI6FhqH17RzmKuU+tvaRZ6/jG37h02MP+PQQW6zr/gCQcVse\nHZeDcwQa+8iMXVzfW+9cAZCss5P08PDpJQAY26xR+o7ixiGK4qRqyGXlFwy1LVzdDgJ7VnNBFKbt\nYrdnhwO7J8WMouPTvaekmAOC3W64ERUAfMvDJ/DF67v40o3d2N/55T99GT/4wWxFFH7yNMNWk6SN\nbk4WaSYkTwlHm7IUE8z//B8/9PRIEpU9SIqJ9IkhzFdFYJfrCZ68tIWnX93CR5+7kfrcWUCBfaEW\nMPZxO2PoOyVyMWpgp+s7sVTD6eV6os6+0TLRMDScXKqhqpfwypiSgF1fiulnxDd2uqHEKYBQif+V\nra7fv6goKWZTKk4iLNUN2C7H7gjnKKp/0n7EjAZ2q08OePDEAgAkll5vdaxMN3zPdvwbN8sW3x8A\nkVODthzXv4EISxHGPl8pg7EgsD/16hY+9MRl/MXLt9Jfr8/Y4zR2uy9xCojAznm4gItY0gc/eyn1\nubOAGoAt1o2JMXb6jAJXTDYppm5oeOOpxcTAvtkysVgXlr+zK42xMXb6vG61+hn79e1uKHEKBISC\npJi7VucAIDFXMCrk4iTCotRW4CPPXse//+RLQ4+jNPYDBM459np2SIoBMPSm3u5YMB135CpVKk7S\nMnYOpMCe2+4Ylzz1Fn6zWkbdKKNUYpivlH2G8uqmYHijbJH9JmB2vCsmanUEAua6K2ms9Oc/f+nW\n2AISEMgVi57dEZgEYxffaeCKyZY8retlvPHUIq5td2N3VTRBCADOrjTGrrFvtMw+qePmTi8msBv+\nv63t9nDPES+wF1SZTT1hZOJCn8Njn3oZ//DXn8DPf/zFoccJXDFKY9/3aJkOXN6fwBu2Daentjmi\nZYx+b3WuglaKgOFEHhx+YM/przZjWgoIvZvh2ELN/9lCXfcX8mVv9zIKkxqcPO3v7AgE30U4sFs4\ntlBFiQG/ef7V1OcfFX5g9+yOwPiTp/TZ1I1ypl70RD5qhoazh+oAgKsxjpeNtuUz1TOH6nh1o9O3\nvooA7SYth4eCYKtn+44rGc2aDsaA56+JJq/3HJkHEP7+8yDo7BisNZJ/PvD4JRhaCR1z+P2kGPsB\nAlkP56r9jaiA5CpAWrAjB3bv944uVGHa7kAvsetyvONnPo4PPH7R/5npBNeTxxJo2k6fFEMVeUek\nG69Z1f2FfHlDMPZRtM9B3R23O0kaOzH24Aba6Vi4a3UO77z3MD50/nJmD7ZpuwM1UhpivVgz/If7\nuBO2fqfNcgmVcilz8rRuaGgYYh3HPXy3IozddFxc2y6+y6Oc/5Etj9d3+ouTALF7bVZ1PHtVBPa7\nDxcrxdDDWmbsxxfFGn/fA0fxj77qNbBdPvReNr3dp9LYDwD2fMtdv5caGM7YR60SpN+jkupBzpj1\nvR6ubHVClW7yTZ9HIrCcfrsjAHzzwyfw170Bw4BIIvZLMelvOHtQS4FOf9IaSGLswpL6HY+cws3d\nHj7+QraWCv/2T76Mr//5P0v89+22CcbENdS9IDluxh70xmeZ2inQ9dV0zffCxz18N1qBl/vMimD2\n46hAleVL2fIYV5xEWKrreGltD4BoPsdYkYGd8ibBPX5soYZP/MhX4ef/xsP+z9tDJEZVoHSAkOSl\nHsbW6MsdlbHvSowdCC+mDz9xOcQGLnueXjmYy9N1Ru0pIkNo7P2NvX7sfffh2x855f+9WdX99+pL\nMSNon0lSjOty7Ca4YijYyzcQBfZ3vvYw6oaGT7+4nvoaZLy60cbFW+1ED/OWN/ijVGKBHDduxk7T\nrLRsjL1j2qjpGkol5idgo0HRclzsdm0/sJ9daQAYTzOwUGCXGDsF9qMxgX2xboA2dccXa2gYZewV\nZHfcbFuoGxoqkd5IZw81oJWYn0sZtq4DKUZp7Pseu35Zeziw6xqDVmKxXQZ7tuP/fFQ9lIKVH9i9\nxXR1q4Mf+dDT+PATgXeeHDlyiblZEGMX3R2Hf53E2Hu242+l095wnHPfvx6VYlqmDZejb8gGEJ88\nJT1e10poVMqZZSg65ktr8QFtS9KhaxOqPJUHi2epum2bjh+cGgmB3ZcjPJ358HwFJYbYfi550U1g\n7Ne3RZBPYuwAcGiugqquoVHRCmPs0arTKOgzG7YzU3bHA4TdBCmGMYZquRTL1uSAkzV5eswP7IGD\nAAgXjVyJYeyhwJ4j4Jgxdsc4NGtl7HRsXN3qgnJLaW84eXcRlWJop5QmeWo7Ltqm439HhlaK9cWn\nAR3zZW/bH8VWR3R2BIKH+7gnXfmB3dfYR5di6CHkM/ZIkKIdCgW4slbC6nzFZ9FFomOJIS5A2Mt+\nY6eL+UrZD6Qy6LpOeNp3I6ZILSvkh3UcfMY+5Hz0PXUsJ/P626+Y4cDev9hqCYMW5Kz4qF/wTteC\nVhLTeYBgMdEx5aKRy56mHQrsUvI0D5O0HDdWY49ioaajYzm4sC4Coa6xEQK7G/tnQO4TE/O56xq0\nEvN3U9HvyCiXMs/spIKUlxOsftttEwtekGGMea17g3PF9T/JC9NLnuoaE50tR8zbtE3bD05VvYRS\njD69EWP5O9qs4vpO8e+nazqYq5bRrJb7pJgjC/1sHQhcKscXhSMrrvo4Kwpj7NKa250xnX0GA7v4\ngqKMHUgeqixbuEbdNpNW3Kh4Vjrv+OTGuCQzdpJirATGbmZnDWmlGNLAn70iHAt3rc6l1thtmbFH\npBg/sMd87owxzFfLfkCn/zclJp2dsYvzXkiSYiTGDtDDXZz/+Ws7OPdTH8OfZ9T3kxDW2LWMjF0E\nJ8aYp0+Hv6PNiBQDAIebVdwYgxTTsRxUyxoOzVWwLksxMVWnBGLUcmAv0hUziLFTLmXY+eQ1N2ty\nzAwGdhslJjzcUSQG9jyM3UvO+SzB06tpoVze7PhWvkCKibc4ZmXsjsvhcqSTYrzA++zVHegaE4E9\npcYuM5xEKSZGYwfgBXbLe63l/wwQWnRmxk5SzHq8FCMsmMEuQh628fJaC5wDHx7QQygLwhp7KVM/\n9roerN9GTFDcbMcz9hu749DYXdQMDStzhj9EGogvTiIsRQJ7kVJMUYxdXnOzVqQ0g4HdwlxFDNmI\nImmCjuzWGJVd7XRtNGvlgCV47JeSW7bLPT07mCRvJrhismrsciAZBkpuPnN1G8cXa2jW0t9wqaSY\nGMYOAPMV3Q/C0b7tRrk0cm4DCKqMASF5xRXntHsO5irBNclzT9e8IPjRZ28UmlCVvw/B2LMnTwF4\nicfw9cUF9iPNCrbaVuHJ4Y7loKprWGlU/LYCXUsk308s1mJ/ZzGisc9VyoVUnjoux3bHCvVBiqKR\n0hVjOu7Iw2eub3fx2QsbKa92epi9wB7TToBQ0+M19u2cjH2+EjB2enDIx7y40cJ2x/ITYEUnT+l4\ncXbHKIi9Xt7s4OSSsKGl3SLLUky0u+P2AI0dQKwUIzP2LFJMx5sLesehBkzb7esDZNqu6IsuBcmq\nrvlMbs3Ti/d6Nj6R0UcfByp8McosU8vijhUkT4F4fXqzZaKql0KvI/ZcdAK1azmo6SWszBl+8vTF\nm3twXI7XHo2fx3rfsXks1nW87rjo0dSoaIW07d3pWOA83Lk0inpk95wEy+Y4NCeOk9bL/tinXsY/\n+LXzKa92epi9wB7pxS6jamixiSzZx5pFY2/Wyn3e2e2O6TsJXrnV9j3jJRYN7PmTp76mm0KKke2I\np5bqaFTKaJtOqh45pqQdRwMx3RhzMQ4JQOQ8diLJU2LslYzJUzrOG06K4PFSRI6hB5bs2qhJctza\nbg+H5gysNAz83ueL69Vv2TJjz1J5akcYe//Dd6NlhXqgA4Hl9kbBCdSOSYxdDLNwXI7nvHYB9x2b\nj/2d1xyex1P/y7txarkuvYf8O4nNmHYCUUR3z0kwHRcrcyJHkFZjlwnafkYhgZ0x9l7G2AuMsRcZ\nYz9axDGzIq6zI6GawJ7CUszorphmVUelLNwLssZ+ZqWOSrmES7davr5+cqkeCuayBJE7sKdJnkq7\nmVPLdclON5xNUUfHmqH1dXfc6diYq5RRTriGpsTYow4aobGP3uPED+ynxKCJlyMJVGK58sOmbkiM\nfVcM+X7fg0fxx8/fKCy51+9jHz15SlWygBcUY+yOUdZKjP160YzddlDTNazMVcC5CK7PX9tBTddw\nxiuMGoY5owzTcUfemX32wgYe/ek/9meo+i0iBjB2zStGS+NjX/UCe9oipVbPhmm7E5mbmwe5Aztj\nTAPwCwDeB+B+AN/FGLs/73GzQjD2BClmHHbHjhjqQe4FWkxbbQtLdQNnVuq4eKvtywR3HGokSzEZ\nXTGmnV5jl5ObJ5dqUgHM8OBDPVDqhtYXiHe6VmxxEkFOnlJApoCb1RVDxzuzUkezWu7zstN3ITP2\nqqyx7/WwOlfB173+OLqWi489X0xveHIMZWXsnajGbvQX92y0wxOEAEmKKdgZ0zEdVL3kKSCsls9f\n28G9R+ehlYbLf0DQu2nUh+fnL2/h2nYXL3rfbdS/n4Q0BVGm46JZK0PXWGophghQ0nf6wc9ewvlX\npq/BF8HY3wzgRc75y5xzE8AHAXxDAcfNhEFSTG2A3ZFuklFuQtsRY9eIedYMzS9+2e6IQHd6uSEC\n+1YHVb2EYwvV2MBuaPHFU2kgF8QMQ1XXfMnm5FLdt2mmSaDS7qJuaP2umE7yTgkQDxQatrHbFSXh\nxO6NspZLipmv6rhzdS6RsdcrQZCs65rf1Gptt4fD81U8cnYZR5tV/N7T10a+hjhY0ndaSVhzSTBt\nF7bLh0oxW23Lb8tMaFZFEr94jd1Ftaz5tRrruz08f20X9x2L19fjMKjnzSBQHoR2vJstagCWTCIA\n0VkzjSvG0Eqh/knDQN9DUpz4mY+8gP885hkDaVBEYD8BQO67etn72VQwUIpJcsV0LD+JMgpzpEVK\n8gbp1YC48RbqOs6u1HFpo43Lm22cWKyhUg7r06bXvKuqZ58LSgUxaaQYINDZTy3XEnuRxMH2A3sZ\nVlSKSegTQ5ivluF6wzai7X11jaV6oF7ebPuNpYDg85+vlnHnaqPP8tiKkWJqhoa2JXIK63smVucr\nKJUY3nLnMl64sTP0GtIgeNCKaufeCFt3IgY1SYqJS56KBmD91dVHmpXCpRiRzC35jP2Zq9vY7li4\nP0Ffj8NLBg3nAAAgAElEQVRcxsC+visYOu14SWNfrA1m7PWYXU4UVPshdzwdBtrZJslre117aNJ2\nEigisMftxfpWMWPs/Yyx84yx82trxTkQQiflfKAUI3zs8X3ED3la2yiBnXQ5Cmh1ibHveIz9zEod\nHcvBU69u4eRSHZWI5mraohVAzYh/6KRBkDxNty1uVsuo6iWszlUSe5HEn0d8rbU4KSZhehJB7hcT\n3VWlTZ7+5O8/j3/2G8H4QrkY7a7VOdzY6YXeB30XDaPfx77pJQFX58X3vjpX8YNIXoTsjroGzpE6\nhyC37CVQLx16sNqOi52uFStHHGlWx+SKEclTAPjTL4uCriyMfVQphuas0lDsrbaFEouvLI+eLxVj\nL5cwX9NT+9h9KSah55TpuJlmHxeNIgL7ZQCnpL+fBNBnMeCcP8Y5P8c5P7e6ulrAafvRtcQ2dpAU\nYzpun995pyNuknKJjZToihbaCJbgwHbEsN2Fmo7TXnLpxk4PJ5ZqvuZKDM50RB/1mq5l7u5ojuBj\nBwRjP7lUB2NsJCZFLL1haKIoSvock6YnEeR+McJJJDP2dIF9o22GmlzJWv2dh8TnLE8RouZmDUmK\nqRnCV06slgL7ofkKOpZTSAKV7I7lkrA7Auk7dyYFdiBgi9ue5S9Ojji6UC3UFcM5F4xd17BYN1Bi\nwF96GvJrRwjscyNIfjLWo1KMlzQuDdH264Y20BDAOYflDacpSoohO2eW2cdFo4jA/pcA7maM3cEY\nMwB8J4DfLeC4I2O3l9xOAABqhneTRZ6oVGRklEfzU0eLcupGGW3L8Z/+izUhxRBIipEZnBhCXUqU\nidJA1nTT4NvOncL3PnoGgBQ0Urhi6Dzk2JDlGKrATYI8bGMnIpel9bG3TTs0ni0U2L25mrJUk2R3\nBES7X0AK7N6Obb2A3jGk3TIWBPak6lPX5fitJy77fYRoDdR02cfuBUXvOwraCcQz9us73cJcG4KE\nABWv389yw0DXcnFaclSlARWJjWp59AP7ZsDYB7UTIDSM8kBJxJQsws1qGbsFSDH00Bp3v/80yB3Y\nOec2gH8C4CMAngfwm5zzZ/MeNwv8ZFrCgvOHbUQDeyewLI6SPA3K6MX5GhUN7Z7tZ+4X6jqOL9Z8\n58DJpZqfuKSFRVJMNaF4Kg3MEZKnAPBdbz6Nv/noWf+agXSte2UpRv67602HH6axA7IUE7xWNAEb\nHojaPQe2y30JbLcrLJZaifmDJihgi/cUb3cEgEsU2OcosIsgWUhgt4Pe+BVvzcUFAtN28cMfeho/\n/KGn8WufEVO1/HmnEbsjEDyo4qpOCUeaYpIXVT7nBZEgetBQAjXJv54EWmej7Ihcl/sFUVclxj7M\nEQOIhPkgskLrzdBKaNb0VK4YKnijP0dB8Wfc3UPToBAfO+f8Dzjn93DO7+Kc/1QRx8yCQZ0dgfgp\nSl3LQc920azpozP2SGl8TRe6Hm3rFmsGdK2Ek0ui7Fowdu9G924Yareb5NhJA3NExi5jpOSpJMUA\nAYPf7dngvL8Hvgx52IZ4kEYYuzM8wUg3KpW1U/sIQHy3NV0Lbanbpg1NkkPodUAwaSjK2Nd2i2Hs\n9JD1GXtkXe31bHzfr/4l/tuTV1AuMax58gnps7WQ3TH8HVGwi9odgWDoRVE9YygnRddD5xxFXweC\ndbY7QmDf7liwXY7jC1Xs9mxsdyxstge3EyA0hrhiAosw85Kn9tD1JwfsWCnGe2/7oYBppipPB3V2\nBALWIbMnPzjXdFTK2kg9S6JSTKMikqdbneCYAHDaq74jjV1cAz35hSumllAVmwbEPtJq7DJquhbb\nFjYOdDPUIlLMTuT9xqE/eSoxdo/dDmPttLWmlrV7vXASlnrNE1o94QeX+wbVJMZeN4LRc4e9AL+2\nlz+BKg8Wpwd59KH9S594CZ9+cR0/+62vx+tOLPi2vk4KjZ0Ye1xgp26LRQ3c6EQZu7ezSWolkIQs\nyVPaPVEB2pXNTmxhVhzqQ3zsgeFAw0JNh+m4Q+8/OWAP0tjzDMwpCjMW2Aczdn80milrw2RZFBr7\naMlTb6vvJ09FheCOXx0ngtcdhxowtBIOz1cDKYYCu8fukvrYpMEoLQWiSGoLG3+eoEBJ/js9HIcV\nKAHiZjUdN/Qd0XUPSqByzn3Gvu4F36i7Rh77B4jAH9WBZSmG2DoggiRjwqOdF3Jv/Ioez9i/eH0H\ndx+ex7edO4XVuYq/U/CLqkJSTDjxSA+2+MAuGPvNghKoFKSq3vugnc39IzJ2XSvBKJdGCuxr0cC+\n1fGkmHSMXXYSRRFi7LX+0Y1xkK89btJawNiHs/9xY8YCe9ilEkWcxh5m7KNJMbtdC/OexguIoGHa\nrh94KND9w6+8C//he895sgDtGoixO6jEJE//6Lkb+OOUlZDyIs2CuAKYOJAUU49IMfRwHGRBo2Eb\npJVGXTHAYKtpz3b9GZoU2ETNQnCchYhW2urZfdN9aA1c2ez4+jogJhAt1Y3Ckqf0XVR96S383i6s\nt3D2kNjJrc4H5+34PvZwEzB6P4CQYhqG5r8XGYeJsRdkeaR7hc711juX8VfuWvHlxVEwP2LrXrqP\nXu/1Anp5bQ9dy03H2I3wfIQowsnTdB0eQ4E9TmP3/p1zZN59F4X0ae0DgKSxeIQ4V4wspxijJk87\n4YQhLabr2yJ4UWA/vljz+1IHUoynsdsu6ka5r0Dp5//kyzDKJXzNfUeGXofcnCsL4trCxp7HDuut\nFOhJexzkkqBhG1e3RMBpjsjY5ZtqgzT2no2Ty4HrqFnTcVPSllum0xfYKSlpu9wPgoRDc0UG9ihj\nDz5fx+V4daODd90vvtvVuQo2WsJXP9Du6LtizFhHDCCkn+WGUVhg70WkmPc+cAzvfeBYpmON2pOd\ndk+vPdqEUS7h2auigCxN8lSejxDn1pLzUtQNcpjlUb5HYgN7N5zfkR/Ok8ZMMfad7uAAE8/Yxe8s\n1MowtFFdMWHbHgWNq1tdNAwtVvOOk2KMGClmo22mfurnkWKA9GPLqFUvyQRU8RrVYZMwXy37fuSo\n3REYPG9WToTdagVSTDMkxUQ1drtv4Ip8jTJjB4TMsF6Exm7LGjuRieC9Xd3qwHRc3OHVOByar8Dl\nIincjrU7hmsNbrVMv1goDkeaVdwsmLEXEaTS7gwJ63s9lEsMizUdJxZrePbqNoDh7QQAae5pgkNF\nLiLze7IPkWL2Qow9RoqRipymbXmcqcBOLomkxkR0syQx9oqujexjl9kAaaFXtzuJ28X+5KkrJU8d\nX5vbbFmpNfdRmoDFIe0NZyUwdgpacdKAjPmK7gf2Zih5OlyKkW/QW3vxUkzUthYnxYQC+3xcYM/G\n2OXzyq6YakzCnoqoznpFVfSAWd810TZtMedUWsPUOdS3O7aSGTsAHC2wrUBUismDuYo2ohTTw8qc\nKEY6vlj159qmkWKIfCR52a2Ijx0Y3uEx5IqJIV3yeytiqEgezFRg3xvQAAyItzvKGvuojL1tOuEG\nU95iurbVTXSIRH3NlsN9H7vL4bc23evZqe2Po0xQikNcW9hB56HPUZ7yLv88CfPVsh+8oz52cbzk\nhJO8Dd5ombA8F4O8O1uo6d4gBnGcltmfPJWZZ2xgz5A8/cQLN/Hwv/oj34liOS50LzDH2R1f8ebg\n3nEoYOyASBZGW/YCXoJb6me+0erv7CjjSLOK69vFJk+H7cbSYNSe7Ot7pp+sPbFYA+UjB/ViJ9B9\nmRRgexIZont1uBQzxO6oGPt4QAUrSYhn7LY3dLiEil4K9UofBuqhQaDt383dbmiAsoxoJSI1IqKg\n2DVdbHVM7/jpHjKmb3fMljxNO2jYcoU1M2DY4rw9P7APXk5hdh0jxQx4qFKAWajpuNUy/Zso6ooR\njcbEa1s9J9ROABgS2OcNtExnZLvap760LkYgermVkMYeqVsABGOvG5pvsQwYew8d04kNovJ3tNEy\n+4ZsyFiZM7DR6hXizOja6XZjaZBFigkCe5BLSaWxE2NPlGJoytUIydOQ3bF/jcge/Wk3AputwN4b\n3DqWbuqOFDCpxwljDJURGXvXdkILngK7y5Otf9HK054daOzi2hy/NekojJ1K2LMgTe9qQEgxZY35\nDxCSYgJL3OCbX9bD4xj7II2dmNep5Ro2Wr3YRDk9LIh57fXskG0QiGrs4UHMWdsKPPnqJoAgeW86\nPChQirE7vrLewpmVhv99rfYx9v7PseHNDO2YDjqWg+W5AaPhjLK/+8sLanFchMY+XymPVKC0vhsE\n9uOLwXeVqqWAX+ma4IqRkqd0/6WxOzKWPD9gr2sP1fYnhQMf2G3HxTWPKQ3q7AgEbLkT0dhDQ5VH\nCeyWG2Kpsp6btPj6GbuDSrnkO3Y6luMXoKQN7KZUwp4Fad0KtiuSgsRGSYrp2g7KJTZUCqKHbokh\nlNTU/QKlQclTcX2nl+vYaJmxo/hk5mV5klZUY9dKzH+QRBk7Mee1EQJ7z3bw7BXh1qBdhGW7ftFV\nNWJvBcSoRLmHUKMi+qiv7/bQtpID+17PwYa3NgYlT+XdX174MlvGxLyMURg756Kt8qF5byi2Z6+s\nG5q/CxqE+lDGHjYcRIvb4kBEoZowoHyvZ/u7sGkXKR34wP6b5y/j0Z/+E3zzv/s0Lm20BzJ2xhiq\neim0Ld7p2pivBbM3R2E5XcsJLTKZDSYx9sDH3t9SgI656bk+bJen6nooJ+uyYG5IMQfB9PzZekSK\n6ZhuKg2WHro0cYqQKnnqMa9TS3VYDg/88KHK0yCwt/3Ojv3rIVpFSaBAP4rO/syVHX/NkN1NlmJ0\njYGxQIqxHRevbrT9xKl87rW9Hjqm3aexAyLx2OrZ2NgbPkGobgS7v7zoWg50jSWOPBwFo8zX3ena\nMJ1gdN0Jzy6cRoYB5DYMgxk7kYpmdXiHx7Yn7VX0+ELGvZ6Nw16BmGLsOUHZ/622ha221cfCooja\nCmnSESCe3kld+OLQtcJSjBxEFhIYu5HgipGtmJtSA6c0rF2udMyCtOPxLC8fEJViurbjJ4UHgR66\n0YdvGh87MS/yrVMTr2iBEiCCwp7vre+/rrohvN7RHcahDIz9yUub/p9JipEDO3V4JK36ylYHtst9\nq2NwbgNruwOkGEOwXZ+xD5BiZFkvLzqRNZ4Hc0MSmjJIDqPv5NhCDYwNrm6WQdJREmM3I4x9uTG8\nhmHPFIzd0OLjxG7X9it/p62xH/gCJUpgfux/+Eo8dXmr74aJggYtEHY7Fk4tUfFQ+l4xjiv6OctS\njHxDJjP2ILA7LofL4btiAKFpkhQj3p+L+WrsoXz0bDezIwaQStZNO/GBBAyQYkzHl5IGQWbsMtIk\nT+mhQxWP5CyZq8ZLMbTlj2O/NV2LLVqhYDnKwI0nL23hxGINV7c7EmPnoe+jUtZ8xh61OhJW5yu4\nsN6C7fBYPZvkMirOGsRc49xfWRE1COSBTCAGSaZAsGuiwG6USzg8X0nliKHXG1op0e0VbZx3bKGK\n8xc3Y19LaHv2WY6kJmCWL8VM2xVz4AN7x3RQMzSUSgwPn14a+vqqrvnsCQiPdDPKJTguh+24Q7ee\n3RiLH/mNXZ48uksO7LL/PJw8lQN7una6WYuTgPQNmkxHJE/LpIl7UkzXdnwteRCIqUe7QKYrUBKJ\nKdqaU3fGaBMwQOzC4lr2ytexEBMYda2Exbo+UvL0c5c2ce7sMnZesPzEoJDXAqmpqgdJ+Vf8wF4P\nHWd1voLPXthApawlaOyeFOMl1ql9bhwCk0B+OaBjFsnYqdDKAjCYrVChmLwz+bY3nfKbnKVB3Wuj\nHYeoRfjIgpg85bo8cYgHuawsx+2TYsh+u+C1Jpl2696DH9hHZBRyTxbOeWikm+zOSB3YpYBKDbVo\nelIcGGN+ktZnDd5oPHFc199uy+cZBMsuRooZlkCl89C5LMkVk8Y1EUgx4c+m4ksxA3zsnr+b/NvE\n2OdjnDY73cEa+09+44OJ1sxRipSubXdwbbuLh08v4nMXN2OlGPH+gmTbK7faaEgPKPm8m20LdcON\n3WVQrcFGqwetxIb25QHCze6yomuly5+kQRDYh6/pqBQDAD/ynntHOl/DSK7PiCZPjzWrsByOjbYZ\nOqeMlmnjaLOKjun0MXZ5vi45mKaJA6+xCw0w/dugCk/AY82O6zM9CjBpnDFJ/l4KcIO0QGGrdNBz\nxHVE7Y5bIY19+LWIDpHZXTFpe7L3STF2UHmajrGLzyQ6Qi+NFCO2wZof2K9sdrz6g+C8WolhviLc\nDXu+FNN/XQ+eXMDdR+IHRYzSL+ZzF7cAAA+dXsJcpRxIMXY0sAd9gETzr0afNXVV2sLHPSTnDFHc\ndWOnh6Uho+GKTJ52LAfVgnqejNK6d32vhxKL72CZFvIM4iii1dpHF8QOYlC7Y6pkFtJaeK3uSp1e\na7o2dSnmwAf27ohbRTl5SgUJ8xHGnsbL7k+WiSx6WryDvLYVb2tOi6vSlzw1/bYIaW7OKEMcFdFB\nDoPOE5JinKBXTJqbv+lLMeHPJlUTMI+xV3UNDUNU6caxVmor0BogxQzCKP1inry0iUq5hPuPNTFf\nDSyjfRq7LMXcavXp63ReQj1mPdO6enWjjeUhOnPSpLAs6FhOIVZHoL/nzSCs7/Ww3DAS24OkQX1A\npWu0qO/ogsjdDArsewNcMfSe5itlb5KaCuy5MLoUE7AnaiZFnmBif6kYu3eMqKeW2NKgoRP0xJel\nGNp1dE2hsR/xGFwaKcbMmTxNu0WmB4gekWK6KW9++kyiAZluroGM3Qwaeq14QTAusM9Xy8LuaPbP\nO02DUdoKfO7SJh48sSAm3VfL2O2KPtymE/jYAXi+Zwem7eLyZic2wS+7uWIZu/c+Lm92hrJYX2Mv\nQA7oWulktjSgB3qawdFru8mSSFo0hjB2uaiPJk8N6rHT9lwxcSM0/ZxOtezNZVBSTC50Rlx48mxR\nGm5AN1XA2IcH06DxVfgjrBtiIlHS3FU6j+m4obLmqN3xmOfbTcO6TMcNjX8bFWnnUQomyiQpxkue\npvwOFmo6mtUyzkQCW5rkaavn+O1VKbDNJTB2kTwVn9uojH11voLdlH16Lqy3cO/Ree9adOx2bb8D\nZpSx73Vt/NBvPAnH5Xj4zGL/eWXGHqOxU++Ta9udgYlTQNbY95crhhwtW+3hOyK5nUBW1I1kxm55\n9SOE1fkKtBJLZOyu11K57kkxURKyKxXM1Y3sg+mLwoEP7KL6czQphsqk/cBOliotvRTTi3HFAGIx\nNWv6QA20UhZFUrLlivzhLW+24zFP80vrY89nd0yZPPXOo5UYSkyyO6bU2Ku6hk//6Ffjmx86Efq5\nn4wd4orxGbsX2Ocr/bsiMUXJRqtno8SG96+JImmo9WbLDBVwuS7HdsfyJTfB2K3AbVGWNXYNT1/e\nxh984Tr+xdfeh69+bX+PfZmxJ1WeAsJxNczyF2jsxVSeFpk8NbSSv1MeBBHYs+vrQDCqMg7Ram2t\nxLA6l9wVkwZ2zFW0WMYut7ioD0jaTgozENhHd8VQ4pMKUeimor4e6ZKn8YF9oaYPLPcG4C8M00ue\nyi1eaWHRYI40BVOWzXO1FKiUSyiXWErGThWVpcAVM8Kuab7a/9ArlRjKpfj+GwQxvzTM2OOkGOrw\nSOXfo/bPCfrFBMHHdly88//4BH79Mxf9n+2ZdsjWSlIM7WLkB22jUgZjwL/+pgfx995+Z+x5q7rm\n7/LiAru881gewtjjWmdkRcd0UxWfpQFjDEsNPWTnjQPnHGu7vaHFhsMwKMBGGTsgEqhJjJ3ujUYl\nfoSmr7FXhcZehAyWB7nsjoyxnwXwdQBMAC8B+Duc860iLiwtkrrhJaEmbZPWdnuhgcaVERg7Wcmi\njPCH333PUA2R7I49ibEDYjdBpfLE2NMmT40UjDkJQVvYNIyd+dcsSzGVEZlxFEa5NJyxV8Iae7wU\nUxZ2R7O/F3saxLUV2Ona2GpbeMXzzgPAdjs857VZ1dGzXV9blTX2H3rX3fgbbz6NR+9aGXjuQ54M\nFGt3lH62PKQJFmNM7EwLailQFGMHRGEVefGTsNEy0bNdHFsYffyejIaR7GM3Y3a5R5tVvLi2F/t6\nCtyJGrs05KduaAeesf8RgAc4568H8CUAP5b/kkZDVo09jhWMxNh9H3v43GdWGnj9yX4NVUZFSqYB\ngbZf1TV/dBwt6jQ3Zy9nEzCApigNPpct3QxljcF2XbguR8/O73XWtVIqHzsQSDFx1aPNqo69no3d\nbvAgGAUrMR0eqRJYfmDTn6lSlxg1zWOVg8Zdq3NDgzoQSIKDkqcAsJxCe64NSByOApE/KW5jv9ww\nQpXVcbi2Hd61ZkW9Ukbbiu9NQ8lTGYMYu1wXUdH77Y57XufHuqGhbpQTHyiTQq5vjHP+Uc45vYPP\nADiZ/5JGw6i9LCgA9WxXBHbpJjG0/k58SUiSYtLAl2LI7lgOGPuNHQrspLGnawKWp0AJSNe6t0+K\ncYJdR97qRH1Ay2S/U6MX8AZJMc2aDs6FuyELY6c+53K/HqorkAOSH9gjTp9bMYE9LaiTYVLlafQa\nB0G0zsinsVuOC9vlxTL2hjFUiqFdq9yqNwsahiYGS8eYIZKkGEEK+ncUAWMnjd0J9bunWRCiSFFD\n23IK6YefFUVq7H8XwB8WeLyhcFwO03ZHSpD5tkLLwdpemLFH55EOQpIrJg3EQI+wKwYAqobmuypW\n5gwYWmkEKSZvYB9u0TIlKUbXSjBtnnre6TBUBkgx/oBnL1BTmXmc44W88le3On292NOg5t24W6Eg\nLv68FRPsg8Au/k9BK0u3TSIZg5KnQLqiHbkQLyuKHItHWK4bocrqOBBjzyvF0HqJc8bEWYSJTN2I\nSaDK9tlKuQSXBzOAARH4KUdSM8rigVJA8jorhq4+xtjHGGPPxPz3DdJrfhyADeADA47zfsbYecbY\n+bW1tUIuvpshqMgVnn1SjN9SII3dMfuipxF8dJ5AYw++juWGgYrkuR+EvD52IN1Aa1mK0T0pJvgc\n8p0/aXgBIN1UviuGfOz9UgwF2rXdXibGDojPfkNilTT4ZCuGsS9GpBhi7EYGaYzWYpwUUymX/GKd\nVIE90sU0C8g9VmRgX2oY2O5YA1tEX90WVcXDTAjDQOslTpKK669EnRnjxgru9eTA3r+z3+vafs6n\nMUIXy3Fh6MrnnL9r0L8zxr4XwF8H8DV8wN6Dc/4YgMcA4Ny5c4XsUbJMUKfXbncsbHessBQTGYIx\nCD3LAWPI5B+PauzRwcfUYiBtAixa6ZgFDaMcy1SSzkNSTFGsjo4XB2JcxMDuXG3gTWeW8NDp/lwG\nFUG5PL5lbxos1o2wFNMhKSZGY49IMdR9Mcv38e7XHcX1nS4OxbheaIu/07VTdTgUZe35AgsxziKl\nmOW6kMq2O5afz4ji6lYXRxeqAy3DaVAf0JM9bjgNMXYa3CODdo1UeQqIGCBX0875ribx/2l62fO6\nYt4L4H8C8JWc8/aw1xeNtCPZZNBrL2+ILy+esafrFVMpZxtHF20pILtiAGCprntDQYYH9rhKxywQ\nFZvpWgoAQJmkmIJY3SBXTJSxNypl/Nb3/5XY18oJ1XpGxr5U18Ps3PvzTteC43JoJYatjglD6spJ\n541LnqbFPUfm8ZPf+GDiv89VxBY/zQShqqGlqvAchCzEaRiWGpTDMBMD+7Wtjh9k84CYc9wDznRc\nNI3wA5IYexzBafXCUgwdgyA3/tsP4/Hyauw/D2AewB8xxp5ijP1SAdeUGuQlHdXHDgSDGuI09jSM\nPTpkYxQYWsTuWI4GdsO71tJQnS6q02fFscUabu52B1oO5SSt4UkxWb6DOAxKnvqMPYVmLjcYG7Xq\nlLDUCOvAxNQ5D/oL7XREu2d6sAeMPXtgH4ZGpewHxmGoS4V4WdEpSGaTQTLSIMvjte1ubkcMIDH2\nmM/BtPvJUFXXsFTXfY1fht9UTtdi48Re1+qrQxg2uGacyMXYOeevKepCsoCy/lk09kGBPRVjt9L1\nII+Dz9idsCuGGmlRYE+jk0b7SmfFyaUaXC6aIJ1arvf9Ow0FKZciUoxZjCsmFWNPIa3IXTWzJE8B\nYuz9Ugz9ealhYKttYUF+iEQCu5Gj22YSGpUyhtQm+agZ+TX2onZjMmhtbyQ4YxyX4/pON7cjBpAY\ne0zuKMlwcKRZ9Rn7M1e2sdu18ehdK2ibootsWeooGtLYJSmGcjsHVoqZNjJp7N4ifTUusI9QoBQd\nZD0KKmUNjst9RhWVYojVVFJIMUUGdkB8LnGBPSiVJymGwbJ5pgR2HAwteTgBMa40jL1hlP1hJ1l8\n7IAIPltt0x+6sBVi7ybuQMNrJxCwZ10Tjdzy2B2H4e++7Q6klZ2rRSRPC9qNyViWpJg4rO324Lg8\ntyMGkLqWxgTYpDYcxxaquLbdRdu08fd+9Tw4OD7zY1/jVzID8rCc4Lhy8pQ+r32dPN3PyJK4o2BM\njF1uqERDMNI0AcszC5KYwm7PRrnE/CQRXRs5Lar6cJ00WuSUFaeWRDC/vNmfOAKkwQRS8nTPtgvb\nrusaSyxQavfSM/ZSiWHeG0yc1RWzVDfgcqGpL9YFO1+q69hsW36Q3+5YviZLmK8G5fLjCOxf/4bj\nqV8bHQGZBUQ8itTYAykmPrBf3S7Gww4Ekkisxp7gJDu6UMUXrmzjP3zqgt/e4/Jmxx+LB6CPsTsu\nR8t0+hj7NKcoHeheMcFWcRQfu8fYN9tYqut9AbHilfsPgyijzyjFUGDv2qHFFWXsNb00VCc1IwE3\nK44uVFFiwOXN+Bw4Bd1ySWop4Li5bJ8yBkkxozB2INDZMwd2z3VC2vpWx/R7qJNEs9W2sBhpzTxf\nLfuyzTgC+yioGSW/wjor/Id2jnYVUVR1MfovqUjp2lYxHnYg+P7jHiJmwjjJo80a1vdM/NInX8Jr\nvc6d5y9ueL3YvcCuhzV2YuaUZwlsltOTYg50YM/kY5dG0MU1GYrrAxGHnuVmHkBAT/y9rh1aXBQc\nF8ULD7EAACAASURBVP3kqRZbNSeDAm6eCUqACETHFmqJjN12wtbMqBRThN0x0cc+YBpSHMihksfu\nCAQBYatt4azXapiCPSVPZcx7rhUg/4M2L+pG2R+4nhXjcMUAXr+YBCnGrzotILBXdQ0PnGjik1/q\nr5sxbSf2Ozq6IGKC7br4xe95E+YrZZx/ZVNMT/I+h6gUsyv1iQGCz2uawzYOdGDPo7EDiA3sxoAA\nI6NrZx9A4DP2nhUK7HQ8mpCTZjsdSCT5b76TSzW8msDYzYiWT90dfa9zzpufetTHoWU6MMql1Cw4\nsJ1lLFDyAvtWW7Tq3e3aOLVcR4kJ66PtuNjt2X1TsuSCqbwP2rwoYopSUF1dbGBfHtBW4Op2B3VD\n6xufmBXve+AYnry01edNTxoAT5OU/vZfOYs7DjXwxtOLeOLiZqipXFSK2ZPG4gGyG0dJMZlAQS+L\n3RFA30BhQCQs00oxWbeohiTFGDFSTIixD7kxg9mN+QPJyaX6AMYeHiXWV6CUU+MnaScOci/2NAgY\ne3aNHRCMnXIcKw0DCzWhs+94N3J0rq3cu2bqUsyAYRu/8mcX8NFnrw89RlGJ8SiEnTQ+d3RtS1gd\ns9SHxOG9DxwFAHzkmfD7ldtjyHjrncv48b92H37wXfcAAM6dWcYLN3Zxbbvr53iijH2vFwzZAERv\n96pemqor5mAH9gwygFZifjBNYuxpJyhld8WI39vr2qHK1Wj3wope8nvHJ8GMSCR5cHKphus73dgH\nW9R9o2sMtiOkGF1jKOcMZIOkGLkXexrk1dgX/Uk/li+9LNZ1ryLV7Ks6JcgPkqkHdiO5J/svfPxF\nPPapl4ceo2M6KLFiSIOM5XpyT/Zr28UUJxHuWp3DPUfm8IdSYHdcDsflsbvcSlnD33/Hnf53+cjZ\nJXAO3Nzt+a6YqI89GLIRfP+NKY/HO9CBPWtZPwXkWI1dT588zbpFpaTrbi+ssX/Vvav4qW96AA8c\nXwAgmJJpu3Bi2o4SLLuY5CkgAjvn8SXV9ADp87Hn2LnIEMnTBFeMOVoLXmLsWe2O85UyyiXmBXER\ngBbrBhbrwm1DzphBUsy0NfaaHu+l7pgONlomPn9le+g6p+lJRbFnwqAOj1e3u4Xo6zLe+8Ax/OUr\nG34r5qh1dxDeeHrR79ETSDHhehd/3qk00atmTHeg9YEO7FkXHunByYx9/JWngJiTGE2efvdbzkj2\nR9LykheI74opgLGTf/3Vjf7AbvsVrnJ3R6GxVwtIrg1k7OZojH2pYYCx7FIMY8xn5+SCWazpWKzp\nAxl7WIqZrsbuD7SOMPYrXnLStF08f21n4DGKHGQtY7luYLdn963rni0a8x0rwOoo430PHIXLgY8+\newPAaE6yulHG/ceaAAKiQMSMGHtUYwcEY1eumIzIOo+RAubqXP8CMtLaHW0389Sgit86eHBXxjRD\niYsqUAKCIqU4y2OsFONy7wGX/9yGxmA6bqw9T3iI03/P3/HIKfzid78pc/IUENWnm62wFLNUN7DZ\nsqTAHi7vlwO7lrOBVV7Q2onmaMh1AgBPXtpM/P2Lt1r46HM3cLRAWYRAbRG2Ijr7Da+rYtGM/bVH\n53F2pY4/fOYaAGmXm5IMvenMEoB+xp7kigHE8HElxWRExxxtkDWBFn2S3XFYSwGX+sBnbSkgLahB\nrMHvHT/gQWPa4aRmHhxtVqGVWGwCNfCxh6WYokan0U1mx8hOozL2Q3MVP2mWFUsNYuyyFGP4XUGB\nZMZuaNmawxUJ+k6irJEYe6VcwpOvxk+xvL7dxXf/8uOwHRc/9+1vLPzakoqUqDipaMbOGMN7XncU\nf/HSLdFVdUQydO6sF9i9NVj2hrnTzn6rY0IrMb9XDCCsuSp5mhFZ2WJ1QGA3yqWhTcDyTE8Cwt35\nBrGGagLrkhHtN5MHZa2EYwvVgYzdKAfdHS2H56rAlUE3WdxuaVRXTBEQlaZCdikxobsv1sXYPRp0\n3R/Yxd+nLcMAycnTq1sdlBjwjntW8eSl/sDetRx8z688jq22hV/9u2/G3UfmC782ch1FdXbK7RRR\nnBTFmZUGbJdjo2X6s3rT5kHecscKmtUy7lqdAyAeFKL1tlirGy1RmSy3GR40SHsSONCBfdR5p4Sq\nXkK5xPoqBwERdIcx9jzTk8Q5JMaeIrAPlGLs4qQYgLzscYw9fB7qjLfXtQsJ7PQ5xFkeWz0ncwve\nrFjyerJvtk0s1MRNu+QlSy/daqFuaH3fHTH2IhxKeVHz2GW0cvnKVgdHm1U8cnYJlzbaodmuAPC5\ni5t48eYefvqbHxw6uzcrfMbejgZ2mnVavPxD57y1Z/oDbtJ+T6vzFTz9v74bb7v7kP+zil5Cz3to\nbrZM/2FFaBQ0czYrpr8Cc6BjZpMBarqGQ3OV2Eb+grEPftLm9feOGtijSaaO6eCrfvbj+MMvXCtU\nYwdEz5h4xt4vxQCin8pMMnbPubHZtvybdsH7/yu32n1sHZAZ+/RvK3lSmIwrmx2cWKrhodNCXngq\nwtpfWtsDEMgP44DfsiHC2Lc7FgytlCs3kgS5+Zg5ImMH0CetyRXqG22zb6pVTSVPsyOrDHDu7DLe\n+drV2H9Lo7HnLaOXpZhKiuRptCf7izf38MqtNn72Iy/4N25xjL2OGzu9vodJnBQDiMRRrZDkaXzL\nZNflaI+osReBpboO2+W4stnBgsfUibG/cqsVG9gpeTZtqyOQrLFf3e7g+GINDxxfQLnE8OSr4QTq\nS2stNAwNR5vFs2ZCUAAWTp62enbIWVIkZF3fjKzlLDCkwL7Z6g/sDUOLbRc8KRzo7o5dy8HhGJ18\nGP7xO5PbyMtfWPJ580kxMksfFJDp+FEp5pVbLQDAy+st/M5TV/uOmQfkjLm61cUdXuMrIAjsxNhJ\nitktXIoJJ0/pwZXVk54VVP17Yb3luyKW6oGb494Y7ZkGae8HjZ12hTJjd1yO694Qi5qh4b5jzT6d\n/cWbe7jr8NxYk7+6VkKzWu5r3bvXtTNbVIdBDuw0xCNPGw4ab0nHjA5AqVfKaHtN2KaRSJ8+tciB\ncfhsUwV27wvN2t3RGFGKiTYCe2VdBPazK3U85TkbimKJcl92GX5LAb8JmFc927MLKVBKkmLIMjZp\nxk79YrY7QRdHmaXvdymmVGJ9M3PXdnuwHI4TXmB76PQinn51K1QA99Lanp8kHCeiA8MBsZayVgsP\nw2JNR4nBS57mb8NR8UwWrsux2Tb99UKoGxo4799tTwrTX4E5kNXHPgiVsqj2HNTu1JdiMgY0rcT8\nRTUosCf52C/cauFos4p/+jV3+z8riiWepCKliM4eWMSCAiX/Ogt4uCYlT6l6b9KMXR4Y7UsxEiuL\nVp0CYoclvtv9cVvVIpY7sjrKgb1lOnjh+i4AEVivbXfxmsPjD+xkJ5Wx17NDlsEiIZLf4mHSK6Co\njyTbna4Fl6OPsVNOaFpe9v2xAjOiYxZjtZORZqB1L6cUAwQMe9DiqiT42C/eauPsoTq+/g3HcWq5\nhhJD7l4thGPNKqp6CS/dbIV+7rft9ZOnwYMka6GWDDpe9HOfFmOXpyORBNMwNL8ffRxjZ4xhvlre\nF64YoH+0IgV2kiLOnVkGIPqNA8DLXuL0rtUGxo3lejxjH5fGDnjNx0KMPU9g19CzXP89LDfC64HW\n67TaCuyPFZgRohHXmAL7ADmmiB7kJOMMLlCi0uV+KebsSgNlrYSf+LrX4VvfdDLzdURRKjHcfXge\nX765G/q5FZFi4gaE5IGRIMVQ8i/r/NKskLfWxM6p1YD4WfxQ6flquW9I8rQQ7TDo9zr37IQnl2o4\ntlDF4xdEYCdHzKQYe19g745PigEC+aeINhxibrHj7zr67I4VxdgzwXbEMOiipRgjTWDPWaAEBA+Q\nUaWYna6FW61gos/X3HcEP/Otb8h8HXG458i8vz0nDJJixulj3+0K58SkpZhmTQflvMLsXff/PQ7z\nFX1/STFWOLA3q2U/F8AYw5vvWMZfXtgA5xwv3WxBKzGcXh4/Y1+o6diJjH3c6zljS54CwS4hOuYx\nC8juSM6ePleM9z5aU3LG7I8VmAEkT1CFXVFIM9C6Y+aXYvzAPmBx6ZrQbOXk6cV1oX2fXekfOF0U\n7jkyh5u7vdAQZz95GiPFFPFwTUqe7nTie5+PG1qJ+eeUC9mIvSddz3e++RS+8Y0nxn+BKVDXy2GN\nfbODE0vhdfPI2WXc3O3h4q02Xry5hzPL9cIcVoPQrOpomY4v8QGir/n8GKWY5TmPsZMUk0tjF5Wn\n5MXvZ+zifewe5MDOGPsRxhhnjB0a/upikGXIRhqQXpxKisnhBjFSMHYAnrMhuJYLntXx7KHxsap7\nvFmPX7qx5//Mclxo0uDtMGMvQmOPZ+w7HmNPYsjjxLIvu8iB3ftZwvX8rUfP4tsfOTX+i0uBqtGv\nsZ+IVHW+5Q6hs3/2woZwxExAhgGCnvnUQMt2RKfQcTP2zbbpk7Y8jJ0KGal6NsrY5w86Y2eMnQLw\nVwFcyn856VHUrM0oyNs6iLETg87jBqEipWGBvaqXQjfnRc/qeGaM2+V7PI/2CzcCOcZywxNnxiXF\nmBEfO23Xm9XJB/ZFvzBJ0ttjrI/7FbWIxn5lq+MnTgmvOTyH5YaBv3j5Fl651ZqI1REIvk8K7C3f\n/TRejd3lwPquaKNQhBSz2TJhlEt983jpfVBL30mjCMb+cwD+OYDsU3MzwC/rL9jHni55mr/xVhop\nRrwu7EUmq+M4+mQTji9UMVcp48tyYLe5L8MAYSmmkMCeJMV0bdT0/r4sk0DQSiAI4mRri7M77jfI\nrpidroXdru1bHQmMMTxydgn//ZnrsBw+EUcMEOzAaEe2642XG5fdEQhY9fUd0ZMmn91R8zR24WGP\nFiGRu2fvIDJ2xtjXA7jCOX86xWvfzxg7zxg7v7bWPzV8VHRy9mtJQsAck21KPctBpZyvNWtqKcYI\nB3ayOo4TjDHcc2QulEC1HDekSRbuiklInu50rMIGG4+KpYbR1451pTHYFbOfICdPr21Rg63+zomP\nnF32XzcJRwwQVOnSjsyfQjROjd0P7IKx5ypQklwxUQ87ELi4phXYh36KjLGPAYhrbv3jAP5nAO9O\ncyLO+WMAHgOAc+fO5Wb3tMUsXIqJzDOMQ57pSYQ0rhhASDGyxv7Kegt/9f4juc6dBvccmcdHnr3u\nl0Tbrut7uIHipRjfx97H2K2pyDAA8OidK9jpWKEH+LedO4UzK40DIsWU/e6OV7ZE0v3EUn9gf8sd\nK/6f75yUFBNh7KRFj1uKAYAb293ctR8Vb5Tj+p7pP+xlaCWGuqFNTWMf+ilyzt8V93PG2IMA7gDw\ntLfwTwL4HGPszZzz4SPQcyLLIOs08KejDChQyjPIOjhPOo1dLguPWh3HiXuOzOODf/kq1vdMrM5X\nYNo8FMzLRbtiEhm7PZXEKQB8y5tO4lsiNQLLDSP3EI9JoWYE+RkadxiVYgDgvmPzmKuUUTO0iT2w\n/MDuuZ7iphAVDVmKyWtJpfv3xk4Xp84ux76mUSnvX8aeBM75FwAcpr8zxl4BcI5zvl7AdQ1F3ta5\nSUjF2O38jN1IqbFXdc1fHIHVcTKBHQC+fGMXq/MVWI4b7nFTsCsmqbvjdsfCobn9L3vsR9R0DbY3\n7euL13ewWNdjm+aVtRLedd9hJMwSHwt8KaYblmLGandsBP1/8mr5RABv7HSxnJBvma+UsacqT0dD\nZ2zJU3E80xEZ748827/56FpO7sZXaaUYkTwVwS6wOo5XYweAe46KLTk5Y8YtxSQnT62pMfaDDn9Q\ni+Xguas7uP9YMzEv9HPf8Ub82+96aGLX1jDKKLFAY5+EFFPVNd+9kjcZT7bouD4xhEaljL2uFftv\n40ZhgZ1zfnZSbB0IioSKbwIWBJh//lufxz/4tSewHRm6W4gUo6dj7HLydBJWR8LqXAWLdd33sg+S\nYooI7KUSQ7nE4pOnU9LYDzrqUgLvi9d3cf+xZuJrJ91atlRimK/q2OlOTooBAtaeV4qR79uoh53Q\nqGi+jXPSOPiMfUxSzB8/fwN/9NwNAMBaZHxYx3Iyt+wlpPaxl0t+YH95ffxWR4JwxszjSxJjT3TF\nFHQ9ulYKMXbOOXa69tRcMQcdVJX93NUd9GwX9x9PDuzTQLNW7nfFTCiw52fswZqPVp0S5ir6wa48\nnQb8AqWCWwoQY//DZ677To1os6JeAe2C09odq1Ly9KlXt/DgyYVc5x0F9x6Zx5eu78J1ubA7SlJM\nSGMvyGOuayw0aKNtOnBcrhh7RtAape6N+y6wV/WQK6ama9BixlUWiYCx5zuPXMOSxNjnKtNzxRzo\nwF5ixY8hkwPtD3y16Hd+K8LYi3HFpJdiOpaD9b0eLqy3cO7M+GZRRvHGU4vY7dl47tqOKFCKkWJ0\njRXWMtiIDBKnm/4gWAv3I0gi+9zFTRhaaWJVpWnRrOq+K2bcLXsJ1CbCKChHBgxg7NXpuWIObGCn\nXuxFa4OVsmANb7/7EL7D6/lxK8LYi3DFjCbFuHjiophN+aYJBva3e1PZ/+zFdViuG9LVKZFaxPQk\ngqGxkBRDN71KnmYDMfanL2/jnqNz+6brJKFZKweVp93xDdmQ4UsxuRl7sO6TNfYDaHecNsYxPQkQ\nhQW/8r3n8MCJBV8CiEoxRbhiFus6yl4RwyBUvX//i5duwdBKeODE5KSYw80qXnt0Hn/65TVhd5QC\nA2MMhlbyr68IGOVSKHnqNwBTUkwmUPLUtN2BidNpQTD2QIoZpyOGsDxXlMYe/H5Se4n5Shmm7cK0\n3Ym3xDjQgb3o4iTCV93r2/PRrJbHIsV800Mn8OCJBb83dhLoAfLpF9fxwInm2N5zEt72mkP4T39x\nEccWqzi5GH7PZY0V4mEn6Fo4sJMbSSVPs0Fuab0vA3stcMXs9cY3yFoGSTH5C5TE7zcMLfGelHuy\nG+XJ1mLsr73ZCBjHIOs4rMxV+qWYAh4qVV1Lxb7pPF++uTdRGYbw9ntWYTouLt5qh6QYQNwcRe6a\noq4YxdjzQV6j9x+f3E4vLZpVHXs9G7bjYrc7IY29ILsjSTFJHnYgcPhMQ445sIG9Y45HiokiOk2d\nc46e7ea2O6aFzLqmEdjffHY5mM8auRl0jRW6gzDKpVDbXr9lr9LYM0G+P157bH6KVxIP2ont9Wy0\nzAkx9qLsjt7vJ+nrgArsmTAujT2KlYaBW3tBYKc+7UVKEIMga/kPTyGw1wwNj9whzhtlObpWKjaw\nayWY0rQo2qaPs8x8lkEa+6nl2r7c9dA17XRs7HUnHNgLkmIGBvbq9IZtHODA7haauEvCypwRkmKK\nmJ40Cug9nl6u4/B8dcirx4O3370KALFSTJGBXS+Hfew7HQt1Q9t3bo6DAgo++1FfB8IdHidmdyyM\nsYt1vzygffM0x+Md2DtGFAmN//JXGhVstk24rgg44+pRkwR6gExDhiG87TXC9hgNsEa5hHrBjD3q\nitmPTPOgoFRi+IrXrOA9r9uf3SipEdjaXg+WwyfC2JtVHVqJ5S9Q8mJPGo19Goz9wO5xx+mKkbHc\nMOC4HNsdC0sNw2/INSkphh4g05BhCPcfa+KBE03cfSRc4PLjX3vfQMYyKvqSpx1bFSflxAf+3lun\nfQmJIMZ+dUu0FJ5EYC+VGO481MDRhf72xaPA0Ep47dF5vH5AJfjcFMfjHdzAPqHk6Yrne73VMr3A\nPlkp5nXHm/gn73wNvv4NxydyvjiUSgy//wNv7/v5OyVbaBEQydMIY1dWx5nFNAI7APz2P/6K3FJM\nqcTw33/oHQNf01DJ09ExKca+0hD9q8nLPq4h2knQtRJ+5D333hbM1YixOyopZnZBUgyN7ZtEgRKd\nZxJ5G+WKyYBJ+dgp2UKWR3+Q9YSkmNsJfQVKHdWLfZZBPdmveIx91txPWomhpk+nEdiBjE5dy4Hl\n8IlLMYDoEwNMjrHfTjC8OZKEnY7tszqF2QP1ZL+6PVkpZpKYViOwAxnY/+AL1wBgIp0OqXMbedlp\nOPCkNPbbCXLy1HU5dtX0pJlHs1bG9e3JSjGTxNyUxuMdyMD+a5+5iDtXG3j0rpXhL84Jo1xCs1rG\nRkto7DSeLm4osEI+yMnTlmnD5aqdwKyjWdX9XdqsSTGACOxKikmBZ69u48lLW/jut5yZ2DgvuV/M\ns1d2cHq5joWEjm4K2WFoYjQeTU4CVAOwWYf84J5FKaZR0aZidzxwgf3XP3MJVb2Eb3345MTOKbcV\neObqNh44sT8r+Q46dK0EzgHb5UGfGMXYZxr04GYMQ1tYH0TMTakn+4EK7DtdC7/95BV83euPT5Qx\nUyOw7Y6Fi7faeN0+7JQ3CyBvseW4fmC/HWyetzPowT1nlCc+UHsSOLCBnTH2A4yxFxhjzzLGfqaI\ni0rCf/vcFXQsB9/z1jPjPE0fSIp57uoOAEx02MXtBPIWm7YrSTEqsM8y6PudRJ+YaaAxJY0916fJ\nGHsngG8A8HrOeY8xVmwpYgRt08Gjd67gDacWx3maPqw0DGy2TXz+8hYAUQ2qUDx0j7GbjottJcXc\nFqDvdxYdMYB4YFETMM75xHYleRn79wP43zjnPQDgnN/Mf0kDTvZVd+E///23jPMUsaB+MZ9+6RaO\nLVRxaK4y8Wu4HVDxGHu750i92GfzhlcQoO93FhOngJCYaDzeS2t7eOSnPoZPv7g+9vPmDez3AHg7\nY+xxxtgnGWOPFHFRgzANHY6KlB5/+ZaSYcaIh06Lndj/94Vr/vSkWb3hFQSIsc+i1REI92R/5soO\n1nZ7WJ0fPzEc+mkyxj4GIK7v5497v78E4K0AHgHwm4yxOznnPPpixtj7AbwfAE6fPp3nmicO6hfT\ns108oBKnY8PdR+bxjntW8at//gre87qjmKuUUVa92GcapLE3jNkM7HIjsC9c2UZVL+HOQ42xn3fo\nXcM5fxfn/IGY/34HwGUA/5ULfBaAC+BQwnEe45yf45yfW11dLfZdjBnylBRldRwvvu9td+Dmbg+/\n+/RV1U7gNgB9x7OaPJ2XAvszV7Zx37HmRMhK3jP8NoCvBgDG2D0ADADjF5AmjENzcmBXjH2ceMfd\nh3D34TnVAOw2ge+KmVHJzZ+i1LXx3NWdie348wb2/wfAnYyxZwB8EMD3xskwBx00JeXQXAWHJ6CP\n3c5gjOH73nYHAOWIuR1wuwT2565uY7dnT2zHnyuwc85Nzvn3eNLMw5zzPynqwvYTdK2EhZqOB040\nZ7KIYr/hGx86gZWG4SetFWYXizUd5RIbOBT6IIOSwo9f2ACAiRU3zuZjcgz44Xffg9eszg1/oUJu\nVHUNH3z/Wyc2V1ZhemhUyvjNf/go7j0yP+1LGQuIsT9+YQOGVsI9E3qfKrCnxN969Oy0L+G2wt0z\neqMr9OPh09Ob5ztukMS00TLx4ImF3CP50kJ5yRQUFBTGhIa065yko04FdgUFBYUxoayV/Elvk2we\nqAK7goKCwhhBOvskrdIqsCsoKCiMEfPVMrQSw2uPTi5vpAK7goKCwhjRqGi4+/AcqvrkXF7KFaOg\noKAwRnz/V74GZW2y9S8qsCsoKCiMEV/7+mMTP6eSYhQUFBRmDCqwKygoKMwYVGBXUFBQmDGowK6g\noKAwY1CBXUFBQWHGoAK7goKCwoxBBXYFBQWFGYMK7AoKCgozBjaNSXaMsTUAFzP++iHMzlxV9V72\nL2bp/aj3sj+R5b2c4ZyvDnvRVAJ7HjDGznPOz037OoqAei/7F7P0ftR72Z8Y53tRUoyCgoLCjEEF\ndgUFBYUZw0EM7I9N+wIKhHov+xez9H7Ue9mfGNt7OXAau4KCgoLCYBxExq6goKCgMAAHKrAzxt7L\nGHuBMfYiY+xHp309o4Axdoox9nHG2POMsWcZYz/o/XyZMfZHjLEve/9fmva1pgVjTGOMPckY+33v\n73cwxh733stvMMaMaV9jGjDGFhljH2aMfdH7fh49qN8LY+yfeevrGcbYf2GM/f/tnV+IVVUUxn8f\nWlMaMRUUNBOoMFQmlRIxVERYkGPi9NDDhNBAQi9BBUE1zFOPUfQPzB60tJCEzGoIimIKetLKCJPM\nmjJyamqE0qIglb4e9h66jPfSvVeZ076sHxzu3vvsy1mLb/Nx7trncs4qSRdJL0ialrSvZqyuFko8\nm/1gr6QV1UV+Mg1yeTyvs72SXpfUXXNuJOdyQNKtp3LtYoxd0jxgAzAALAXulLS02qha4gTwoO3L\ngX7g3hz/I8C47T5gPPdL4X5gf03/MeCpnMuvwPpKomqdZ4B3bF8GXEXKqThdJPUA9wHX2F4GzAOG\nKEuXLcCqWWONtBgA+vJxD7BxjmJsli2cnMt7wDLbVwJfASMA2QuGgCvyd57LntcWxRg7cC0wYftb\n28eA7cBgxTE1je0p25/m9u8k8+gh5bA1T9sK3F5NhK0hqRe4DdiU+wJWAjvylCJykXQucCOwGcD2\nMdtHKFQX0lvRzpY0H1gATFGQLrY/BH6ZNdxIi0HgJSd2Ad2S5v51RQ2ol4vtd22fyN1dQG9uDwLb\nbf9l+yAwQfK8tijJ2HuAQzX9yTxWHJIWAcuB3cBFtqcgmT9wYXWRtcTTwEPA37l/AXCkZtGWos8S\n4DDwYi4rbZK0kAJ1sf0D8ATwPcnQjwJ7KFOXWhppUbon3A28ndunNZeSjL3e22CLe6RH0jnAa8AD\ntn+rOp52kLQGmLa9p3a4ztQS9JkPrAA22l4O/EEBZZd65NrzILAYuBhYSCpXzKYEXZqh1DWHpFFS\neXbbzFCdaW3nUpKxTwKX1PR7gR8riqUtJJ1BMvVttnfm4Z9nfj7mz+mq4muB64G1kr4jlcRWku7g\nu3MJAMrRZxKYtL0793eQjL5EXW4BDto+bPs4sBO4jjJ1qaWRFkV6gqRhYA2wzv8+b35acynJ2D8G\n+vIO/5mkjYaximNqmlyD3gzst/1kzakxYDi3h4E35zq2VrE9YrvX9iKSDu/bXgd8ANyRp5WSMhcO\nggAAAQhJREFUy0/AIUmX5qGbgS8oUBdSCaZf0oK83mZyKU6XWTTSYgy4Kz8d0w8cnSnZ/F+RtAp4\nGFhr+8+aU2PAkKQuSYtJG8IftX0h28UcwGrSTvI3wGjV8bQY+w2kn1Z7gc/ysZpUmx4Hvs6f51cd\na4t53QS8ldtL8mKcAF4FuqqOr8kcrgY+ydq8AZxXqi7Ao8CXwD7gZaCrJF2AV0j7A8dJd7HrG2lB\nKl9syH7wOelpoMpz+I9cJki19BkPeL5m/mjO5QAwcCrXjn+eBkEQdBgllWKCIAiCJghjD4Ig6DDC\n2IMgCDqMMPYgCIIOI4w9CIKgwwhjD4Ig6DDC2IMgCDqMMPYgCIIO4x/wgqDeVwJBiwAAAABJRU5E\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(u[:,1,0, 0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Calculate Mean and STD in time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Mean" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(17L, 73L, 144L)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "u_10y = np.mean(u, axis=0) # calculate mean for all years and months\n", "u_10y.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 STD" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(17L, 73L, 144L)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "u_10y_std=np.std(u, axis=0)\n", "u_10y.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Visualize Mean and STD at 1000hPa (the first level)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAENCAYAAADAAORFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3i5cuHAxCPH/wYcpC3cNjWQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "[lons, lats] = meshgrid(lon,lat)\n", "\n", "m = Basemap(projection='robin', lon_0=0)\n", "m.drawcoastlines()\n", "\n", "# draw parallels and meridians.\n", "m.drawparallels(np.arange(-90.,120.,30.))\n", "m.drawmeridians(np.arange(0.,360.,60.))\n", "m.drawmapboundary(fill_color='aqua')\n", "\n", "minu = floor(np.min(u_10y[0]))\n", "maxu = ceil(np.max(u_10y[0]))\n", "\n", "h = m.pcolormesh(lons, lats, u_10y[0], shading='flat',latlon=True, cmap='jet', vmin=minu, vmax=maxu)\n", "m.colorbar(h, location='bottom', pad=\"15%\", label='[$^oC$]')\n", "\n", "\n", "plt.title('U1000 Mean between 1990-1999 [m/s]')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAAENCAYAAAA44B+yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\naDSaBkELskaj0TQI/x+U8a3DRjnEBwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "[lons, lats] = meshgrid(lon,lat)\n", "\n", "m = Basemap(projection='robin', lon_0=0)\n", "m.drawcoastlines()\n", "\n", "# draw parallels and meridians.\n", "m.drawparallels(np.arange(-90.,120.,30.))\n", "m.drawmeridians(np.arange(0.,360.,60.))\n", "m.drawmapboundary(fill_color='aqua')\n", "\n", "minu = floor(np.min(u_10y_std[0]))\n", "maxu = ceil(np.max(u_10y_std[0]))\n", "\n", "h = m.pcolormesh(lons, lats, u_10y_std[0], shading='flat',latlon=True, cmap='jet', vmin=minu, vmax=maxu)\n", "m.colorbar(h, location='bottom', pad=\"15%\", label='[$^oC$]')\n", "\n", "plt.title('U1000 STD between 1990-1999 [m/s]')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "\n", "http://unidata.github.io/netcdf4-python/\n", "\n", "John D. Hunter. Matplotlib: A 2D Graphics Environment, Computing in Science & Engineering, 9, 90-95 (2007), DOI:10.1109/MCSE.2007.55\n", "\n", "Stéfan van der Walt, S. Chris Colbert and Gaël Varoquaux. The NumPy Array: A Structure for Efficient Numerical Computation, Computing in Science & Engineering, 13, 22-30 (2011), DOI:10.1109/MCSE.2011.37\n", "\n", "Kalnay et al.,The NCEP/NCAR 40-year reanalysis project, Bull. Amer. Meteor. Soc., 77, 437-470, 1996." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }