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@ashao
Created April 1, 2019 16:32
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{
"cells": [
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import cartopy.crs as ccrs\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# xarray and cartopy example\n",
"\n",
"Cartopy is now the only support geospatial mapping package now that Basemap has been deprecated. Many projections are available in cartopy, however grid labeling only works for rectangular projections. \n",
"\n",
"xarray generalizes many of the operations of pandas while also supporting a variety of binary formats including netCDF and GRIB2 if the appropriate backends have been installed. Additionally, if `dask` is also installed, xarray will parallelize computations for certain operations. Lastly, xarray only loads data and does computations on demand allowing for the manipulation of large datasets that might otherwise not fit into the available memory.\n",
"\n",
"In this notebook, both packages are used to make geospatial plots of temperature and salinity from World Ocean Atlas 2018"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<xarray.Dataset>\n",
"Dimensions: (depth: 102, lat: 180, lon: 360, nbounds: 2, time: 1)\n",
"Coordinates:\n",
" * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 ...\n",
" * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 -175.5 ...\n",
" * depth (depth) float32 0.0 5.0 10.0 15.0 20.0 25.0 30.0 ...\n",
" * time (time) float32 4326.0\n",
"Dimensions without coordinates: nbounds\n",
"Data variables:\n",
" crs int32 -2147483647\n",
" lat_bnds (lat, nbounds) float32 dask.array<shape=(180, 2), chunksize=(180, 2)>\n",
" lon_bnds (lon, nbounds) float32 dask.array<shape=(360, 2), chunksize=(360, 2)>\n",
" depth_bnds (depth, nbounds) float32 dask.array<shape=(102, 2), chunksize=(102, 2)>\n",
" climatology_bounds (time, nbounds) float32 dask.array<shape=(1, 2), chunksize=(1, 2)>\n",
" t_an (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" t_mn (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" t_dd (time, depth, lat, lon) float64 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" t_sd (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" t_se (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" t_oa (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" t_gp (time, depth, lat, lon) float64 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_an (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_mn (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_dd (time, depth, lat, lon) float64 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_sd (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_se (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_oa (time, depth, lat, lon) float32 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
" s_gp (time, depth, lat, lon) float64 dask.array<shape=(1, 102, 180, 360), chunksize=(1, 102, 180, 360)>\n",
"Attributes:\n",
" Conventions: CF-1.6, ACDD-1.3\n",
" title: World Ocean Atlas 2018 : sea_water_tempe...\n",
" summary: PRERELEASE Climatological mean temperatu...\n",
" references: Locarnini, R. A., A. V. Mishonov, O. K. ...\n",
" institution: National Centers for Environmental Infor...\n",
" comment: global climatology as part of the World ...\n",
" id: woa18_decav_t00_01.nc\n",
" naming_authority: gov.noaa.ncei\n",
" sea_name: World-Wide Distribution\n",
" time_coverage_start: 1955-01-01\n",
" time_coverage_end: 2017-12-31\n",
" time_coverage_duration: P63Y\n",
" time_coverage_resolution: P01Y\n",
" geospatial_lat_min: -90.0\n",
" geospatial_lat_max: 90.0\n",
" geospatial_lon_min: -180.0\n",
" geospatial_lon_max: 180.0\n",
" geospatial_vertical_min: 0.0\n",
" geospatial_vertical_max: 5500.0\n",
" geospatial_lat_units: degrees_north\n",
" geospatial_lat_resolution: 1.00 degrees\n",
" geospatial_lon_units: degrees_east\n",
" geospatial_lon_resolution: 1.00 degrees\n",
" geospatial_vertical_units: m\n",
" geospatial_vertical_resolution: SPECIAL\n",
" geospatial_vertical_positive: down\n",
" creator_name: Ocean Climate Laboratory\n",
" creator_email: NCEI.info@noaa.gov\n",
" creator_url: http://www.ncei.noaa.gov\n",
" creator_type: group\n",
" creator_institution: National Centers for Environmental Infor...\n",
" project: World Ocean Atlas Project\n",
" processing_level: processed\n",
" keywords: Oceans< Ocean Temperature > Water Temper...\n",
" keywords_vocabulary: ISO 19115\n",
" standard_name_vocabulary: CF Standard Name Table v49\n",
" contributor_name: Ocean Climate Laboratory\n",
" contributor_role: Calculation of climatologies\n",
" cdm_data_type: Grid\n",
" publisher_name: National Centers for Environmental Infor...\n",
" publisher_institution: National Centers for Environmental Infor...\n",
" publisher_type: institution\n",
" publisher_url: http://www.ncei.noaa.gov/\n",
" publisher_email: NCEI.info@noaa.gov\n",
" nodc_template_version: NODC_NetCDF_Grid_Template_v2.0\n",
" license: These data are openly available to the p...\n",
" metadata_link: http://www.nodc.noaa.gov/OC5/WOA18/pr_wo...\n",
" date_created: 2018-02-19 \n",
" date_modified: 2018-02-19 \n"
]
}
],
"source": [
"datapath = '/home/ashao/data/'\n",
"files = ['woa18_decav_t00_01.nc','woa18_decav_s00_01.nc']\n",
"data = xr.open_mfdataset([datapath+file for file in files],decode_times=False) # open_mfdataset concatenates multiple files into one xarray dataset\n",
"print(data) # View all metadata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Even though these files have been 'opened' none of the data have been loaded into memory. You can either let xarray do this automatically, or you can explicitly load a variable/computation into memory with `.persist()`. The latter is especially useful when exploring the data because then xarray will be guaranteed never have to reload the data from disk."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Load the entire dataset\n",
"data.persist();\n",
"# Alternately just temperature and salinity\n",
"data.t_an.persist();\n",
"data.s_an.persist();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"xarray has some convenient features like being able to do operations along named dimensions. This makes broadcasting a little more obvious. For example if we wanted to calculate column averaged temperature,"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"depth_wts = data.depth/data.depth.sum()\n",
"depthavg_temp = (data.t_an*depth_wts).sum('depth').squeeze()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the nicest quality of life features of xarray is the ability for it to make plots directly without you interfacing with matplotlib directly "
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
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3Xk+lfTWjfRI0ulbpfU9mr/E7nRxzuaCwsmK+pRGMMYeNMTcbY24xxrzeGPMbix3PK1ID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ThCpDvg3tbdIH7RCkKlg6T0VjI1aKC9oWleE1zJ4GrSB6FMUd6NQFYYQNQTMfvMZ+NEC4XPV7JI\nlZwPUauqDL1QSpAqcajQDLUFNfhpMSyxjHvN5QQRMeJThyAW51T2XVdQuIwWuJYvAJKaLWXZjNKE\nadCliScm+6aeb8kmALQehpdxXaeug3y5G6yvHwvf+Se73rT+jWwGQHRldVFv/GWIhUuqsapZpiZ7\nFmGMaHIcMqiD9fUjf9s2u0/p/Uvvs0k+mO+BFbvgDw+q5nltwUITZRwpRqL2dDUolXQYA2Wlhd2w\nWbe9Eerj5PV2JSYoGrpJKM2Iv9WnLiIaOw4aVNu+53pF/s77IbmANzisBKkWKqqRHUcgUSOR201p\ngLNiCU7Rtz64Vk4gBS+8mpCrELK6ZehwOaHZkADg9ZTshdRaTjHsNeYliBX746bd5zUSZPTwachm\nAF6ZRHj6CMSC1tco9bVD7wwUsBXXnTZ0SA/mLbBBq2gIJBm++UxK33j/a8f0Puvmp+eD5s2Nhals\nxEyjjWtP+nv0yW9QMd62PZd3rDvE6OioQp2EAUSjBhFHiBfmwWuLbct6PSUUt21D1/bb4Je7bfkE\ngG5cZgfidLlFBjVbDmK5nEVrpCF01HPgdhfw/PlplG7bjMVjbyCqNbLsTn3TjmfOQ+Z7rggPzmdn\nIOoLkLUFNXhbQS0l4+CuH0Q8cx7hyUOKSeg6ePatCYvDZ75nz0G3mAfzXHRtVgJbMgzAa8mgadye\nZBSqG69h2cZRRlLBrrtYUjrZYQBW7ILbVVQQzFKfMj/p6wdxFEeA+gV878S43RaT/DBXqWc2pmYQ\nvvn9yz4+VxumBk607k00M5WZpcpIMYqt6bMeyGlPWZ/Xd4Hmi9aliOVynaUpriCEXNmR/pYr/a24\nFbfiVtyAsZom5S052csIkvMRzUypjGFG1RzNVNm67mgpzlYGW1pyFUiRexwP++7ZoTHggZX4FLUF\nJW3ZWuPKiFR1kIs10YplNfuQ0UpZQi+EMuy7d1fSELPCTik/Tp39t2HIU3+NPjkEB1u/ofN2Xkbs\ne+zhhJHYclzcXtVD8LduV8qPpV7IRs3KghaGy7ZpGWt9E9NQs3VlnWHR7rLFyhu2rFvMQ3CV4bJU\nPfh9j9wN1r/R/u6tEq7MV5BEWr38uqh78aTSJZ+dAYCkeWnccVLHnxS6lR0cY9i3R8Hx1La6Wt9b\n+1gWfUve4imcvP2ttd695FyXUTzLADYa8IBibErOlXJgeRjO0AickZ2gPWUlapb2iuQcJJfHvj07\nMk3R1mZncO76o2dMDbx+6AV7LFhfv1X9pHllCC658g/l8xWlVCk4aHc5cz1Jrl2tblmq3ZgRnTtl\ncbatYQbyTO3TTBc16qRV5CoZOFIngRBasEjjyF03I3OZnp4ty7xs1f02Qlea4ZmOtFxsmt2ZuTkY\nIwfG2t8369MWbFZnPI5s4zTccHfH47baMKQdVp/NfLcZEOKFBTV4l4eQe+8n4N3xoJr2QpV4qDa6\ncIs+8lru1KgWmnou0brOQCLUn6bjG5swY9XmFlVdGoKj9Oh71HeJ9t9YCgFWqwD88ghzzRe+oYhc\nWoEwezPVrEjBlYen56M5OQnj82hkAZjvWYSNWyqohrZIECitYUtwBpliZBb0+SMFz9Dt4bj2NaKR\nR4BCbBn5Y8KSxqgJS+/XZCMnr0pV7qlnLusYrWVILuANb1INSr+YQWsR17ODejxxxv4OCmkVWAG6\nDBrrKkMxMcWyj3gVio9rFTf9AB6MnW17jTJmH8a42EQ6I2t1K7HMuEYd+w+ftAOEXb7Z1JRsPWBr\nhEAmszUDptoQu177XL/fqmOSyMumfvwWp579Lx9WDRzTmHU8NXinfDPT+9JyUDJ1xLXKSPb/199B\n8P1vZ6VSU7VrUZ0Fr86Bzl2AbNbhbNwOd3CzMt5oNpVxA6U2ozZ1S+o5SWbp+Qlax0oL0AyMjvke\nCkNlOH4Oo2+cAS1249LT/5SgX1IZuohiIA4RvXUMztgrq66Dy2/8CXhtUZ0HzUA7xAiIVOZNGFUN\nZED1KvRxOHhi3NLmRaSa5m53N2i+qFiWWuoXgD3f0rMQAGomqGdjqj6cuvkb9cl8EdQvgpV6wWen\nEZ0+gmjsOMLTR/7/9r40yI7rOu87t7vfMm8GC0GAkChxJyWugkCK1EJiSEUSZaVctB2X7Mpiy5FT\njuNyUvEq2a7IJbtiWY7lWE4pFcepxHJiy3aqIktetJWIGYA7Ce4buC8gCYLgABjM9rr7nvy4e7/u\n92bDzDywv6qumdfr6du3T5/7neVCbN6mopzaHRtSuv/Fo0H4o38f5rksPL62PPjk5CQahx60xlb6\n+iuQ08fURM9+qQooZU1JA9nsPLqHX4U89rp1ztsQy7hhw25XikXNibmGk64NPQfuR5UUZ+DxYUIG\n/TKk/jYANsRLWXAuy810JFVQXit96wxUwzgzczqgsvIi3WF4Yc4pziRxs+kY5aSHwabehZowuaDE\nRaQKI5ArTauiEhoqfX9hzmVnwpWwJfjWm0ffiCjIklwuksNP9pQAMO1o2lU5M18Fz55A+sZhl5HZ\nGkG85Qzg2Js9NBZFqvaJHZ0YBa4Vncmu41yqj7SOZ+dconXOeaBnXsbJA3faKcX8qA+Z5xCIlTM3\nS1WUj8yBASVSxYFvYn5qyvYRsXmbTe2nSEDmagSQzS8gueBKcHcO3acfQjzS0o7Lpo3CoUigsVn1\nFV6Yt+GPZQizJiPr1DZZtiRUKj9EhGjrDlUT34SKeh890Whh4eE7IMa2qBLDRw6pWabaY2A570pL\neNmdhkppXno1MpktqYwsLXH/ItKdl4JzlZSY7Hg75PGjSJ9/HNHW7eCmVyfm+FHE7/0I2nGChace\nVrSVno6O52YgGi1VC2e16oFjMEVSUygbADdctvrzJq4Ue95zamdTXw72XLE+qdb9cMO7z1tvEXpw\nw7vPXW8RSjF+9cojkVYbg+ZZXU8sJguznpV+Gaiyvk01MmPh2OpkQFj/pFBEKp/vBjUmnMOz5DoB\nLxmBGlJZ3nFDZf3paoUBFw1AdLQV5oWEsebGCQCSJMj4NOXJgkqFXviibojA4iadgclZCrIZognm\nD72CleZh8kLv5AXmmqbNOJeKdvDCCqOxLRAjYyqULw8TW6JmU00v1kpcBcZmC3J2GnJ6CiJOkC8s\nqLBDPYmBSNQwOX77edai7ZHVc2JyrsrTijk1QXR04Ulw3Ky8T7rjrzH79BNqhqdGgsZZbwN353Hi\niafs+QBlnVE3s5P9itYIsjePuHKx+vhkbATU2aTCELPUFqcqmzfUtIstkiVzlRAmpZ3s16y3ySoy\nt+VkoWuqmPUm4QUyRz43g3zqSFB5UyQq0ap92W5bXyc7/9qB1rSYPw72qhZGx15GvuUdy7bC5/78\nd22iV/fVl9E89yLVB2amgc4ZqhiZzYrOQCLCyDU3qnY+fhTRWedAzM1Azk4jftv5q1ZSliVDDggz\n4TUMQzmtLXA/xdhPDPEz5wAEqfWGL91/8MUep5JyQuVh3DaUw9FEHPhOOtKT+drazn5RK5mr+TVN\nQkUx6ScOlTdEhMnHngM123rexDGnvEXk4r59Ra5T8f115kOz6eOfXFHbUt7FwqN3Y+LAY6HsZrvH\nhfsLoGmD7rxSGJq/FkmMeERVHYw3bVY0kr4HqeOiRbujnHOekhNJrBVZFwvPPIbuy89i32PPOTm0\nQ7QYgSS7ah7KfPoY8OTtoMzNbg8oCsAsxw/ch+6JmSCOnBfmkc05/4g5L0uJ9PG7AEDV5dbr9h98\n0WVKdjaBF+ZszkGZE92HSFQ5gaDypMnQ1BSTX+BMzk6HdejticJoKdunClmhxcmZo2Ml82bq4mWi\nOwO67WvIvvdV4I7/i/xb/w3xc3fr+S1fXFac/eTkZBAZAwDdl59F9/CrKuJkfhqULihHphDIn7xH\nxYPPzaj73/UJRG+7EKKzSX1EjxxSvP8qIGMglTxwWSucNha4j1hHIlAkwMK9XH5HBUIFbmAdUbGb\nBdxOXWUTTIyTUidUtDsqvFBEjlMFgvAlZ4Hrj4eOBDDbhbGmpHQhY0nipomam1EvsI7cUOd3jlA/\ngcdWQozRE53C+uVPd1667PYlmYEe/LZ37j6+B29kQZ4CyY8fdbVlDIQqTQAprdOJ4sRmjqowugYI\ngIjVR1R0NllrHtDP1Fj0acjzG2UpAZWSrpFPHUH8xCTkZTdBCwvc/Tc4evsd9pxCR5BkAGaff96V\nZPD8Jqa/5MePIrvv1iDln4RAY6yDeESNe/KZk0EElD8SsfdRkJ1MslZnk3v2pkrjvMfxZl4GrHaW\nq1LHskeps3a0+lX8OJc4ed9tSMZG1EfrsQMQjRgj130MHDWQPfcIssMvBo7rfL6L7ORJte7x+xBt\n3Y5o+9mI0wVkOy5W11qkNZ7t/QuQnoLOfPjNxBTG+ZyccwniC98DWjip5s7MUlAjss88PetdoDPP\nBz34bZAJxVwFSD1xcT8M2l4FIvoigB8EsADgGQA/xcx906VPSwVu6iYDsENyUwsCQDBkLFrlnEvk\neRcfvOBs65lPRjtqqKuHmAACZcxzM0C7AwgJM1svCeFmuxGRUqZZ107yQImaEFlOH+uJ/TZWNy/M\n61KiqrbIje97j3qJAVt/Rc023+2xnIreesBRL3L62LKHXiQzxC/ch66uib7nyovDHXqyVHvDMu3v\n4qjDRuto613XulDWpQQJjzICgIV5Vf9FunlPZZrh+ovfaRWiydQ0z9iobX8UxnMzyA49gyhLwVd+\nBNEzd+H12+9wH3BPmRYVrD/KAACZS/WREQLZiROIR1ogEeHG3ZepCJBN25AfOeSiPhYRcsZ+G3of\ncKHjueWJo73WtQ8T9SRzcB46ycevuEiPKKVV2Kafp9Oz7r66GWbv+o6TyUTKlNBV6YkTSE+cAL2k\nrPt4yxkQ/+inBt6nwQ2XnqfE1rVuAPf88qOvIdp+NtIXDyI57zJARIjfdp4q4aBHIMnrB5HuuESV\nCk5TW7NoNcB8SimU7wD4DDNLIvoCgM/qpRKnNYVSo0aNGquJU5nIw8zfY7YzjdwJ4B2Djhl6Bd5+\n21mI202bAGKoDjvkElFQNtZYTGUz0vvweVR/SiyWakZ3zsLZd+xsPF6dEksxeA5OWytFSlvDhUzs\nuA2l85KIFuYVfbIwj4n7HlFDXn/fJAG1O+WJCl7st7XQdbzwchG/8SzS5x+38k4+9pyymBNVaMmf\nr1P9TYLF3xexW+yxutwuSwlOU3tvFCcqkUdTBtTqQGzeppJUdPVGU0dl/1MvBeVojdPaFNQyGZoA\nbGionJvBwlMPY/bPfgfHJr6NuNXA2DlnYculF6G9fasqNNVq2Ho6AAK/SpSocritLWOgJEE+c1Jx\n+2NbITZvw/5Dx1WJ3cMv6vomXvamSUzyOHbA+REMZCH0k1oj4NkTLiHHzzPw15m+YPqWd87Jx5+3\n1wKU1ZuMdmyoY7Jli8pc1TRGMau1Cv7MV+nRN7DwV7+H5JnbB3Pit/4v7H/yBVfwTNNPpt5MNjsH\nnlfOSWQLKpSz2YHYeb4KyW20QAsn3eQil98Aec0tq8aBq4JVaxIH/i8B/MOgnYaeQqEo0inbiq4g\nIRCPtG1nz06eDKIcDBqbx1Rn8BSbiS82sKUovYgUH+xzwFJNgQXA8tjUUNETrIe4Ab0BKMeLzFV0\niYn/LsaB+9dLFyzHR42Wim6Z9yJBjHN0+phT6D2cZ2prkC8ZLIFpN1kC2RIFUagsYPjmwlDe58FR\nwp0XEp8oiiBaHWTTx5Tjz0TjBBEZrgiYdVYLCj7URfhJKuq2nAL1Z8+JNm/T15pCY6wTRIpkM/OI\nW84HYdLiTT+JOqMq81H7IzA/i3wu6aFM/CzhKHLRO4G8JR9c0e6odH7bZpFN8io7jqW0js6AviId\npVIo8yBaie3HIk6AGJZqAXqju/z/qzB7YB+SV55H48IrS7OAk8NPImt1QJFXt1xEyBdc6VyKBLKp\nI4i37YScmVYRJ5u2g0c2g94+AurOIj3zAnt8ProdAKyPZKXIpES3hPZ66sCdeI3O6KsAACAASURB\nVPp+5bzuzs0CFZMaL2ZWeiL6dQApM//5IHmGXoGbhBWTcCMaMSAiNSO5zBFv2tRTGU9xdznikXbQ\nKWHOIyVuuOz8gPM2ESrm5XeKPywTq5Jk1PRoDGN9t8LtvuzGmjbK27yQgPuO62P3XHmJLScKQDlQ\ndSqx4f+co8r1HyOrUrJS8fHLRPbai1Z2ANhz1btsNESPtWdkt/fRWza2NGMUsNmCkLmysnVUD7Tz\nl/McyTsuRPrK8+CTx2wpXpI5btp9qVXshqc1zy1qNXp4W983Ynwn7e1nqGQsIRDPnFBJPzr9H1D9\nIfH4cMN1k54sWoyotHWePQHOUuzZfYWKhvAMAY4kKBfIu2kQBsu5DBy8vgPYzsY+pyZE9m09+1xl\nbp2ctq/a/hdOnTb+nkt02QavD9pnUfyQRNZBKuLEJlWZ65QFBdhj9UglO3IIcup1tN6bIj37KuXY\nZAmQQPehSXDaxZ7LLwiONe+k/5woTiC145ayFNzQH5aGnsjbc5jGR59FtoJRpw9TjbCIC3Zdhwt2\nXQcAmH7zDdz6tT8pzZRj5r6T0BLRTwL4BIAPL0ae00KBA8riKXrZWebgeVXYPpudD0K2lHIuOZ22\nJPz9zHF+xpxvJZVakuaFM0NZqS1SG8KllD/pcEFzHpbz7rfnfHEvnbRhg9RQFIX0s8ysotZ0jYl+\n0XJRDMTnvxdLzsNkiejkEeUENJmhdiQROSVufhtI3wosODKBHsvPn0FIGOpJR9+YY0ybpC8e9OYf\ndfJQktj9IjgLO2qPBNdNzrtUZS56hbjMLEVCK2+KG3YiDAEVk85pqugRQwFJCdEZ0xNKb9WRPqmS\np9UBuvN2Qg1IVRo2gupbxSgpN4qIvHtOAuXql0IIDAijrFsdt87cr3D9T2XouvwBM4LitGs/EJzn\nrv+J8r4u4gTSOu0jiASBogUQzgJk36Mc6cvPAGdfFfQHv9+YWZiUQzhS2ZVm5CQi5EdfA83Pqvle\niVQYKAlw3ASTsJmgyWuPI33q/iBiayWQEgPLxS63nCwRfRzArwDYw8wLg/YHTgMO/FRh3xMvrLcI\nPZg09cA3ECYfOrjeIvRg8pGn11uEHkw+vPHaCdigbfXos+stQiXyU1sP/I8AjAL4LhEdIKKvDDpg\n6C1w0RpxFqn5ws/PKGsibtgQuyKH7YcnlYEEBb/9mihunzDLzToizXA1brh4bL1/YCF7XLibqs1Y\nVF4SjznWFMDS1p2ZAUhVnksAbeFG23Yq/v3Em4rv9vlwGUF2zujbpj11LFhCLEyDDj1haRjXMCJ0\nmgGBFRfw4kaGAIVhkIicRaipA9PGnHWdn8HSSCqhRbQSYGRMOT2fO6zDNfNgFFMsIJYffVVTEZHl\nge01Wx3VhsePqkqUgMpoNaWK9fR3NLLJhjyK0S0Q7Q6yo68h2rrdTn9H7Q5EZ7OqlaOzYTmKQHFq\nZ5nvKW8cu0xU9VAjN1eqac9my1rm1jcic0snWUpNPwvKuo5yMc/Qq6/jt4+lbApPq0g/iRhulGSO\n9e/DO59JXFJt/xqie76B+JJrkG09x51Q349PT3LWhdAVFpUM6hnx3IwaEc6dUO+aiCHbm5UlrrNh\nsxcetyV4VwNyEQp6BbPSXzx4rxBDr8Bp10eBx/fbBxSN6nksjx8FZG4nswUUzWISKEyMaZy0SjPh\n9lx+QY8DrPiiyTRDFNAFuhMnjUBxBVxvwJmrmG4RtezQ0ihi69yEq0I3ftW7nAIDPKUvwF1Ti1wv\nSUM5OT0nn/rQda1jpwo+LwmWEPPHER97BbmXIGI58F2XWf67GOFg79l/6fsUHDP3Et5H4tEsoYPX\nUDJG+UabtyE7+hrGr90NiiJVv93/gOroFUoSNWuNlKrfmLlNNfWiZM6RHznkYrB7qke6CpRiTClu\nk9ouWmr+VNHqWGX64Q+Pq2n0tBNZzpwA4hRCJ4NZh7ieccdOdm0TsLw4f9PWfns1lUIzcto8AW1M\nGL6cgCDRZ/y9l3ntOSAmXYZ0SvBM9PPi7rzl74PkLUu7uVIP+dFXER1+DtAKXIyMQcoc47verT5I\nQjvIvWCBwB+gY/zzI4cgRs8At8ZU7DcU782vPgNOElBjrJfmXCYyyehm/dtp0PbVxNArcEQxcPke\niIUZiLnjkMffQD71uqrZDNhkBJHE1plpaiwY54ipiVJM6CnWt/YtcBLCOrSCjgoEFrgParZduCFc\nNUKVfegULRcVlqeUrTUZKc7S56OdxZICC175Ve/FpLgBYmktlL7QIalidgpy+k0tUwQSzvFbqryL\nbbGEWsxBlivQm03ZGnG1Y7STE1ICSYJ86nXn1E1VxT4b+WPaPuuqUEx9LEMr9sILbir5OY65997E\n2BZQo4Vo6w5w3AKzBLrzqsxBlJgbUpwsSwgzItRTgHHaBZssSs052zBJv0RwoLQaQb8I2sazvE2y\nlzqPd64sBaK285HIUEGa/3smBdH/E8ISzADsB1Cdw/VD8xGxz9OXWz/f9KWDoHePu0uMblEhgsb3\nk7v+U8ym5FT1Azk3A7ktdHzK0e3AxdsBVkF9q5XcvhgLvJ5SbRkQ068jO3JIRUlkKbLZOau4zUwn\nJsLAxImzlIiihrWmBWLrxNx/8EXsueICG4MKIAgTYymt5Wc7ajGz0ANLCYJzghlLqzdrTjgnk4ZR\n3BP3P6aiPuDoiXBS5a5VOqxLjkKfS3hD774pzdxrPYiFGUjpSuzajwaAiYcOYnz3FeXKu/C7qJzD\nSTMKaflFiinz2gywKfVmG+IErC3gvXcdwPiuy0IqwWtHyFxb5Z7FXebksh9VL6rHOGyTBNE73qVG\nP3luiyvxlp3WCoTMQN05gARuvesAbrp2l457b6ioED205zhxH0RjYZuoGi8SJZDLzqwk3XZRUMaF\nNqZGBPaoDE5TTD7wGMZ1n1JOb7jnG9y/eyZBiWK/30upskO19VwKo8RtyGyO5JnbIWemVTGwdgf7\nH3kaH3rbqL02NVvIZ6ZtsbPgXCWITrymngUJiO4MOGqoyUdWAVVRKME+tQJfAh6bhJw+hoX5GRuN\n4acp+15xWw9FqnDDeNtOZbUJ0eM59zlw8xEI4mpziezkScSbNtl1ZkjnR2W4KBT3EoiO93L6VjZg\nq8uZ4aJPG9jhsFZExWG0PU4rcs5SxdU2IpeWvkSIhelAqVMUVVszRYuw7ONUtMrMvmZEEnkKXP/t\niWnXSRn+M7HtFjcgWiN2ogT1ETPHe4rHD5krKLseZenzyFEUFhNjtspbjmwFZQtqdCMiQMSgdAEc\nJ8g37QRHiYq7JqELWukp4uJEKXQz0ooTiK0qVJjnTyrFmnsjqULkjpKxYJUH4YBuHcWJqg2SKR+R\naLTVjEcytxat66+Js9K9c5G+nlH26vnBWeJeHH+vDJGq1KmfBwPIp4+pkgiz08CJo6pC4jlqFnlO\noegoHYvuf9gpihBtPxty1yfsZUhmoGzetfPJN1zFxlXAqYxCWQ6GX4GfImzEeuDjuy4rcQKuL8Z3\nLb8o1qnC+NVXhrz7BsD4DdcDb268yKbxq68IP1gbAHuuuHC9RahEN5dYGMSBr+GMDuumwInocwD+\nFQAzs+yvMfO39LbPQqWSZgD+HTN/p/wsgJw+prz6C/POai0g8jLmgljSqdet1eVnb/aU+PQtPS8T\nLR4dtYpCRQTkocXoW0hFPtyjA8qyL1WqvnNSWocmXBy0hc9d6ggVM7zmLIWcm0Gk98s8vrEHJfQJ\nxy1t9SfashdBkhGVOCUrqZLYs7JFiXUWnEO3jbZaOdJ8t3asEitKysospXL8+aMWE0fcbAGdreA3\nXlY9yqMezKjAtVsjoA9YhpavmsWmA25vAmaOgRptZXEzI5p6yd2PiJGPbAXJDHnrTIAI+dh2RCde\nB4vYjcyyLoTvlBMR0N6EdPuF6npzx9WSd4E8rbYmzeiq2P99i9VzrlPmJXppP4OdbUpb6LZvw+tz\nxtr3KSWT45B13TPwrt+TrFUoLiVaHYhtO5G+/IwqzOXBlF8I/Di6/8RnnQN5+U1ufd6FOPmG6h+p\nCqO272u6WhRKbYH7+BIzf8lfQUSXAvgkgEuhirl8j4guZq6IzTFDYsApYL9etJdIYIvix4mdUszn\nXoWuK00iwr4nX8KeS8+zfKEfBmUmpnUn1tfzlbQZipp5K/39/PstdOYgoxL6xdHbJx96MpgBh+2w\nuyTawxyfdRXvnqUAUoiZo5CdivkBtXK0P/M0/C0Uh6r+V9eceOBxjO++IuRa/Q+YiSTw2qc04aco\nRxEyBydNmKnPWGYglqptWIISaFkTTNz3MMbftwskHe+PmSlQZxOEEK4Ge+6SWKzS9imerOuUl5QQ\nzZaiPaIE1J1TH7FswUVXmONIADJTkyaTQHziNdz63b/HjR+41m2Pm0r+OAFiQ/8k4LgFaaIpIiBP\n2sjHdoBYIjrxGsTccesUhVk8rrpYbdCnG+xHgwSQNIE8xd57HsSN73uPMlK0Uuc8B8lWoND9iChb\n7lg7ZQH9Ptn6P72hof5zVwaRe28564Lbm5Cc+25krzyLWyf2Yc8VFznKKop0xFCRjhSIn78X2fnX\ngrozoIUZ1S5Rw/ohuHMGOIohW5tLOtrScSrLyS4H663Ai2GmAHALgK8xcwbgeSJ6CsC1AO6qPIvl\nnHMvxb1g/fnKwsROl1iB1vkTx8pRJJXDivPcZsQR4Oa3LHOkGEXlx/LqSAcy2XvwLNEBpS6Nkq8a\n6rIumWlhLCj7O7cWc6XyLjtvlIDyFNn2C3U44TTo0JMw8eZKOccuisNETDS9TEF/5nPPebqoKBgD\nEgCRip4xv0Wsoj60MuPc+/hEDVDS1Nx0HCq6KAG1E6X0AVs/XSnvlpORpVJyUB8y26+aI/Y6FCfu\nY1O8H/2bK7YzCSs7JXrfqAFudsDNjgvj1BAnVQ0a2Wir+9V8Pul7VI7vKFCM6kCv/xcjY0gApNZT\nBNUvSY+w0gUQDDfedSOaLLEhrjw/CzRV6QDo0secpr0WeGGURlkKW14C6p3rPjiJ5iW7EJ1zKah5\nn/IV+TMOidxNWqHj4SlugNpj9oPGcRMwE3PoPqOeeax8OauAxTgx30oW+M8R0b8AcC+AX2Tm4wDO\nBnCHt88hva4UYusOxNt2Yv7+yfLwJSAcUkcROBcgP63d+6KrTtjFDZeer4aDWhGaesrQQ0ROu3Zf\na8X5SS2AG77qzmijC/TQ2e5TKAFgZUY4fL3x6ivDkEPA3QMQOjaLtVUq6KVB4Egr4DxFPtqCOK8N\nMTulth07jBs/8D51ftMGJtpFxOCkqeQlCu7JV97EhVFDkNTkOY21wrNJGkYxA4DMoHLTlfN6/EPv\n73G0ytYmJbeIlOPRIGp4SpbCD7KVI1bXBSx9E8hkjrXC9r7App0cvLbQylq2N9v/KU+Dad7k6JkQ\nJ99QioolCNpRD3U/FMNZ5dIZMupSUdh2gP1//IPXhW1l2rQZ2/PZj5bM3dR8aQoadclPNuRSuPfK\nr5oJwBXNMv0yS8F5juzIIVCcIH3xIOKd52D86iv1pNPdsMqmzF2Vz6yLfOp1yPN2QcwfV88qisFJ\ny90HS1CqRlvm70qxqESe00WB96u8BeArAD7PzExEvw3g9wH8NMqt8soW+fRv/REuuPACZK++gM0j\nLVx57k6Ma5ph8tFnAMBOOjD5yDOgSOCGS8/X258FhMAeXUB+8pFnQHFsJ6CdfPggkGeWtph85Gkg\nirHn8gv19qfAWYbx91yifj90EBAC49e8BwAw8cBjoCjG+DWq5sPEvQ8BSQM3vv9qAMDeex4AogTj\nV15it8usax2DEwceBZht6ODE/Wr6MhP2NfHA4wCgwvjM9URkkzMmDjyq5DHbDzwCPjFqJ42dnJxU\n7eP/ZtmzffyG69Xx+/ZDpHO46b1qcuWJex5U29+n7nfv3Q+AkgZuvG63+n3HPYCUVnntveMetf8H\nVdGfiTvuBpjD7ULgxuuuDvY32yduvxsQEfZ86AP6951q+/uvcecDcOO1u0uP33vnvQAJu//eO+8F\nWFpqw16/IK+9H73/Tf5v/3xmf//8/u8yebzzT9x2JwCJPR/+aPh8TPvfdidIphgvymevdx8Axo3m\nedx1oHC9+8BE1fKZ9vDPx9L117sOgPMcN16jKglO3PsQIHPs2X25+n3fI2DOXf+97xFAkHIqe/vf\noJ2Upj/v0e/bxINPIHrpTVx/rko0M2Ua9lyl36+HnwIlDfs+TjzwOGhmFOMfer/6vf92gCKM3/Ah\nAMCX/+sf46EHH8K55527as7/TEp0s/7n6q7S5BGLAVVRy2sJIjoXwDeZ+Soi+gwAZubf1du+BeBz\nzNxDoRARp/f+LcTYFsw/fEdgZVsUQ9t0zC3PnFAWdJ67LDszPBMCk488bTsKNVphEoG2MlhKm8pt\nwwb9yY01Z2eoE2t9GytFWzKB86gYe6vXAwjiwMuGyeF9O+vLp4ryKz9azjEblDgyAceHi9kpZ5nl\nXey94x6Mf/A6FUKXLoAbbbVN10v36z+XxZ8HXK65fgUdARLqHMbaNetZunA+AJP7b7MfCZAA8m6v\n1exTK4Vr9LSHv5+R2WwuO65k37133FNihaOUr5YtZYlzYwS0MAM5eqbdJTrxWthWZkRgYtGB3prb\nxvIuGWlUyuXLptuW/HYwDlUd4sjdeS+5ynsPixSmzN0sVKZgnJ7LkpIGqDWCvXfcq/q559+ylFGs\n6t/H289WlSiv/SF1+q5X0A3a4pY58OLD9jqN9/8wmLnMQFwUiOhb47/4hze//aoP9N1v7vhRfP3f\n/sDrzHxW3x1XAesZhbKTmV/TP38EwCP6/28A+D9E9AdQ1MlFAO6uOk925BD41edVZ/GcZX7JVwBB\nRxJCACNjkLPToBhu1nhvyjNEsarqpo8TzTYgBKSe3VoN5WSYZWiUs8f72WGkWe9lb7rstf70hq0M\nV6bcPeXsZ2n2lAYFyvl6e3CJ4vaUEkeJ4xGNMowaikMVMcSCfoEWZhzXapyefT4YrJVvVaH/gCs3\nvKalUUK6gzy5jBOLZKZoEnM+/QFgEattg7j4wsfBUBg9u3kfJ/+j5CgSKuf9IxF+XADQwrTi8Wen\nXFvrbfmmneqwE685np0lQNqpKyuybD2lHbZpVJ3YJRDet3RtQTBDZe0XKkYWAaGDXUQ2oUZs3hak\n81u59JywFDd0CQWPGgRUVM7YFkBKdJ99VP3uzijqzNyDbm+OG6B0XvH0/fr9ElEn8jh8kYh2AZAA\nngfwMwDAzI8R0V8BeAxqgsl/UxmBAjhlVpJJ15OS7FuqQiDSacmcphBjLpkBAMavvsplw+lziHYH\nYmSTmsHl+NEgTTmolWG4cM9paUO4bCdPXVJMmfL2LBbVmaXjwP3wxBKEXLhLq+YsRXTyCPKxEsPA\ni0AxCog19wuWavbxrKsSJbpz4DgB5RlufP9uIO9qZR4qW6soIo+v9q1m/ZuyLpgKhhFzyCsXzylE\neL3I1cbeM75Ht6tUHL5tU89aJgGG98x8pexH42ilaNrFfkSLStwk77C0vLRvtY5/6IOF+/OseJTA\nyxykhWlwa7Pl4Ykl8tHtEHPHLN9OJJQiF55Vbs5fNkrQ/xv6oQceNw/jPI4EKM8AqJEQmZBOUWIs\nAK6f2lFPBKaW+jjpkRoACKFL2er348YPXOO4dcBGjCFzVj/FCeK3XwKenQJIINv8dtU3vZGifPEx\ndf9pRejlMpBLRjZAQQ/aXgUi+jxUEIcEcBjApzwjtxTrpsCZ+Sf6bPsdAL+zqBMZisB3SHqURjBz\ne5K46oEAbAxwQ4VEyZPHEI1tCc5tjrPXajcg4i2Itu4AZI586oguTOSlNnv1IKzyBpw14lWAg0mJ\nN9fzDFGbHu2B9NCzWOmvFJ4Vbiu4PXMfogt2W0uucHKPMmD3Mswdh+ieVNbRwknkW9+pnIIzRxHN\nToGjBNxoWIVrMhIhM8jWZlDeVb/968BTLCJWVlRBWdp28BVPQQn3yG7OByjHpodAkZU5HT2FZU9r\nlKLMwHCRI0CE4kjI0hR6RhlK5yEbYxCzU0rhVX0kCte0sphd0wWIaM4VGQNAeRccN8BxC9SdtcfY\nj69/P/41y9qjBFRGZQHgSN+HJDB7H31T3bDsw2auZdo5TrzJSrQ1701BaJW0oSp1jDtt3QE5PQWe\nT9V7PbJF3WvUUJY4CSCdVw7gl59UuSFebfjVwKKiUJZvgH+Rmf8DABDRzwP4HICf7XfA6o0tTjNM\n3PvQeovQg4kDj663CD1QjrONhYl9t623CD0wDteNho0o1967H1hvESqR5aoaYb8lXWY1Qmb2pw7r\nQFnifbHeYYQrh+XZ/HjjyMZOW+sZgDCctrXSlaPFOhnN5MAkgHZH820FyiJuOkcaM8SONiKZgdMF\n5aCZORFOoGo5dReDq4adejicNIIsMdJzDwIuHIc9edWNCBs7bu+vUD88gMxd5qfMwQfvAq65pbJJ\njbVoLMo8aSNnVVY20hmHUZQorllEyirL5lXoIAmI6deBKAFrS9Rw0pSqGhictENrV3PR1totWpC+\npeoP7X2O3vutZArb2/xv9mMiy9KQZ0lb61q3G5vYdntdjwOnXv7aPiNDQckMstHRbRWW6TXyUvE+\ng4chQemssrhFrJzEJIA8U36avKufKwEQNk7et6DLOXGzrjCSMbIXZfM3A467l6qXMheosbJr6VGP\nDQOFampOWtbpSCxBjbbyP5mkIJNX0WgD8qi11rnZcXLqUYh443mkLz/jaoCb92KVolBOdTVCHZH3\nE1CT/N40YPeNEYWyXBARz9/6v13cqea2nbKSOuokdzGoJrnGp1lMurZ1hOiOZobCfvoykVufZ47r\ntBSAnsasvUm9XEX+0Qxx9TDRDhsLxYrCgkoy8NqbQkSmeJdJKgo+WuZcnpPVOFQ5S9X0XiNbkJ1x\njlKoGvHBfcF1bfab/sgp5cuuHUyMtMdzBpAqOiLf/PaQRtH7pRQjEgSRp0Ce2g+HdTAWaQeNUuem\nkUs/R79sriR1vZwZxfcrIkAQueAWkyBjLybD52zWmb/m+VRREkYJ5pk7bwmX3nNN/xSmna2DWAR9\nSnHTnqxlKPEplF0roJTK5CqR0zhQ+0J4/cT/4OrnbSsG+s5S84FMmqC5EzpiRVqHJjdHQemcKiE9\ndcTy4yoKzNGlnOdo3fTPVxyFsutn/9PN2y67rmfb1FP3Y+qp+wEA2cIcXvr+16aYuWfmlMVMaqz3\n+1UAbWb+zX4yDb0FHpQM9ZIHSEQ6tVc6R2DcQU9yA6ASJkQx1MpT6H7ImcdDBnygkUdIxTUvzLjI\nB119LahFoS1wCK86m5/0UOT14ZxdFDfUR8mb4Jgi/SKZCBSdXVhWyJ5EpEK5Zk6ADh0E7/5B7Zz0\nJgQwil9b2ub6VmlDKxXPUdVjhXoKWMwfV3VVAK1s1fqEu8ipCRklysrNdYmDqNHL4frnDBS4jkwx\nfL9JbEKEXDIY5ZaTKTiZm3dIb45EBHgWpaq5kts+EVjMJBQRWXD6lcoshOLRpVTiswTIJRaZiBVi\nCdkaA6SESOdsFUNjobI3a7vfF23KO6FcBg/FD6BV0iy9j6FuT7NbceTjOzlJAFSi8Kuu6a8z75pp\npwjO0PHlT9qqbozMVQ3w6WOQRw7Z7M/SGa/M+7GEmvT9wMzgEgt7y4W7sOXCXQCA7ok38dL3v7as\nSY09/AWAvwPwm/12GnoO3M6K0uqoGVAaLbU0WyqutN2B6GwKqQyhQt9YxEpRCN2BIuUU4qSNvXfd\nb/e1YWmmzrNnQahzqLR7FTanFBwlTbUIoaJXDD2j4Rw1egiYNJzFYGur6EI++tyTDzyh6J5Gy96r\n8P6HiXjRExkUHbZBRmpDzaIuRrcgfuz7iJ+7G9FxVUeZmiPgRgfc6EA2O6peddIEN9qqfeImOGmD\nG23svfNecNJSGXBxA0haeh+dlm7azdBOWtn6ikCAQcyQFLnMTyLvWUXOuify1pHdJqNEUSciwsTE\nJJhdxECas3rxgGDJGZCsXsrc6W9kkhXFYmQFAtlZU0Ws+5D5eJn1xfsDgInb7nDrhNs/uC/v/JQu\nKGecMSLMRzwyx8Rh+5rzRqFsdjEyktAfYbX/xO13OnkC2annefWcR3iyeDJVXbfYJgH0u8NRA3vv\nPODuzXwwtbHASRuIEkVTisgWK6Okod7xZlu9S14Yr1lWA1Ly4GWZrAYRXeT9vAXA44OOGXoLvEaN\nGjXWCiwZMi8fYRgM2t4HXyCiS6Ccly8A+NeDDhh6Djx94Nvqh+GpvSm0SPO9QSy4sRzMMDtyVkMP\nx2iuU+QXDe9XwofarDjzWwZxge5fI6/hwQ1Hb9Z51AmAwgQOio82HHhPoX97uXIKJQiPNLHq3qgE\nRODYxXVbS8tf71NMtqFEL89q2quMH0c4rFZzIrlhuW07n57Rv019PGPt+L3YjHCNZd0PBEWlEBH8\neawjzYlTgYut5JhLaINKTrvII8vC+UsF1Vx+c7SUuw5mnKk6h3eeHlhuvoL37tmfe7YPvIcSOdjv\nF75sfjub9td+JlMqFjNTyneUuTK7fnVRM8es+b9x7S0r5sAv//QXbt76rmv77tedfhN3/9aPnt6Z\nmKsFq6h1Wju1x1Sar5SqylrcdB3KG8rZoSgJnYSinV8+v2j4PbNOaqWiecsgtteLRiAyHdgpuYA3\nZenNMqNrKQPWqVqcASXgss2HJ0vDEgAAgCSIRCEZBc7P4KNk6Ro9LCWh6jT7GW2WIkqc08woeT8D\n1ONQc5HYyA5iCRaFSA2PI6bguRCEcgr0PC/LabNS2O6vUyJFWpKB0qI6xXVF5V31dtt7JIHS6C6P\ny1YHVERylPH6/i1XXN/KIDP7QTWOXiah4sGNI72Kh688sSdTiV+zVCafZzfvQ4l/wn/2lbH9XtKW\nbbPgwjrhLRc66kYbIK2OEqM7D6RdNe2eF41mDxcCIvJKC68AxW9v1T5rmYTydwAAE/hJREFUheHn\nwBttIG4CzQ5oZLMOteoA7U3uKx83NW+rlzixNYMVBx455a2VTMBZ+tylZ4363KfPBVqOEQis/qAO\nh/3fzW5uJ+A1vHghi3SvF5tu9xeRst71X8sBJo4bpKb2CTTbjo9vtEDNEdV+QpUhYK9N1KItdJau\nvbTyTkndz8S+/QAAGSXaEemejeJBo5ADtTegeGuQQKb5aiI43tlrV9LJE1Lz2EZZS3aLvSaAffsm\ny/uK/ivILeY3BdupZyABeEqngucu441NH9m7//ZefrzQtwIOu2RRN51BLJwELZzsb60bjtwsFded\n2F/Sz0mod8GXySwFDpz9D7rnkwgMAPNe+PsH1/PKI0D5C+y1/GvGTVUvvTkKboxAtjeDkzaoNar6\ndGeTWtodiE1n6P6v+HJqdcrbaolgbTgMWtYKQ2+B+6nSjChw8rBfI8E/xgzbjIKPCh0KgP22VVhL\negDvrQitD4YyTILQKhKBV700/tfMeq898cFECbr2tg+33V+fVKfnG/l8WqR4/77zTuaQo2day9yk\nvAsGMhbIIJBC9HSkDAICBKGjGcxxxIwUAhEoiAqJiJBJDpRo6m03LwUR9X1ByFvg/VXnhD2Hvy7c\np0Rze9ZzMZKiNGPRRHLYnZxS63n+/jXM7yqzigojQv1b1QnJgg9G5fEFOdnUhfFGPe4eCpQGYPtn\nz3kgyumXRSIskaD7n7mWd002mcj6OqaEg5g7DkSRKqhm2mBERzKZUcsqgJkH1jpZw1Iow6/ATxVM\nScqNBFN2dCPhBl16diPh+hs2nkymJO9Gw0aUa/z6Dw7eaZ0gc4YckGnJy8zEXA5OCwVuY5O11WCt\nS986L36Bq2pqLAe+9e3ztyicWpbH/ZqdbBJL0RpaDqpGHuackVe7w6N3OEpUsaTONrvvdMoYjZxF\naThoADYLgXw+2rNpM1bheswSkfCsbgGkOaMRKcs7Bxes69CMkaysZbPd/Db/922KguVd5LsFESSz\ntb7LjHC1oZcgLp2couy5Gc5YJxT5nHHP5fo99wINZWQgX5YirVN2jrIYdB+DnLJl+2rfT1m1xuC6\nVSjKUHY/LGGqJDKg6EOWyKMzVS6Dnz9ggwySvnVflgLmwWGCyw0jXA5W567WEbK1ScUdmxjuuKlj\ntxPFt8UNFTmhS8TaxecGDbz/l1pPo4ofDThME4vtc6UeZxjEFBvO0Pt9610HKjnIIO7W/x0ldkGc\nKMUdJzau3ee6OUqAKEY+ul1z1+rlH0sIxGyVNBEQ62X/vn2K/mAgZWBBAqlU0R/zmVQx1fq4NGfL\nWRtF7s/gXZaCXOS4DfyIEZ/TFgTcvn/S/h8JsovPe7tjKfjbE0RTpQBLPvyl3LV+DhP79ofcr8cZ\nlz7HxSweXdITU+7Hzxf5Z+8e1CQIFB5TsVTKoX0jzqdU4N/9XADzv7+uwNNP3HZHyNv7bVuIObf/\n69l4ZHuzWhodcDLichKiBlYDKiiJBy5rheG3wIkA4X1hRclX2+47wLIp4zMNCpZD0atu1gFws6X7\nL7mfVRb1HgvA8eXkeO/wf1Eaihfeh1czBRUfFpgXXjuPdMKPP/ErFawIn8P2fwPocS4ahd2rLJf2\nu2qdlVFb7FRQsg1BaHkjhqz0A9B74irLm4l62sMdVMITl/Qh9p6b/0zIOFRY+1NKr1ESmlmVFl84\nf/E+AOUrsuuiglIvjCT9cgT+/+a3Ool0PD/L4F4hc3c+4UYfVn4vLNfJGfVazGX3Vxi9uh0kQDLg\ny1cLVZmYwT5rqMCHPg584egh/aP6gS/9xAVl7scOsXTOmiDGu7cj9o0D9tFnWDnIIWRDyLLCnH/F\nl9iz1syHwIwKZHurk6Pipben1S+kKQYFOAVu0BPSt4p9rOiA9KkUQDlDBdyz4JIPnlXGffYpvbYZ\ngejnXuUYK37sJLyYcrtTr9NwMSnolaF4gaC+sqv+AvrylO1XlL/suFDOxYdYm35kQx+DE5Wcv/Lr\nGj5LJZ/3rnr/N7edveI48At+7PM3b7rwmr77pSen8OiX/1kdB16jRo0aGwkqE3MAB76GFvjQc+Cl\nPHYFH92zVIElJvbf5r7gVQ6dMqvf5799DjvgPwthe0XO0Nvuc4177+zlwEHCVT0s4QZ7YnUNnxnF\nkJ1tAW2yqFELeSGBpCbeFUSFOOrQKiaiVVv6xXCbS07s24eqqdxMZmU/uqO4v8//A6Hla2kJz0I0\n+5t6KkTAvomJ3nbUfgYmgqRI13Mp45nLuWxT+8Vfivfjy19cADdxctV2ALZWDaAd2CArd0/bDrim\nbRsRQYKQiwQybgbLxO13qZhvvy5O2btLvj+p4r2uoJOWC8mD66HUHPhS0M/jPQge17eo83v0SQ8H\nXjXEq/L0l2XK+RmKPn3jX6MqnrWKA/XkUkpcdXKruJfQsXt48bKRrtmG/vy1D7+/G1rE/F8pS+G3\nz2kz6wUU7GeVN7Co+67kvQEvgkRzsIbrhePM+x1fPL/ym1RcS98LEFLHZn+xqixvNYhdnH7VJQfd\nc9W5/FgcV0gsAiMK2ranvIJ5D7kk72GQX2sZWIyTsubAFwki4oWpw+pH8UEt5qGVKe9B62QJ1+bv\ns9zr2m1FArnc+g+swLhZOhM5UPhoRHFgcfd1znn7uOv2OjCLYleFUBVT25fb6/zQPwHu4WeDfQfV\nLCko3J79is9SO+jK2mGxims58Ou++CGPa6W41xO+P4FJ143v2UmG702FP6G5ZfuKOfBzfvhzN4+e\nd3Xf/bKZKRz845+sOfAloeRlK11f3F71e5nX73EsicJHxVynovh9T8dj3+Qyq4yFTdYC6anjAujw\nyqTHElmshVhU1FywcsvgW8KyaGF6WMpb5Cv/SJCeQUfdk7A79EZQlEJTQEYh2HYoO7bo5KTQ2dnv\ng7aaMKePtLyin7l+miEYpTCrcg3MJQaL956Q+7QtJyu0HyQPjvNeqQFORL8E4IsAzmTmN/vtO/wc\n+CCL1+ex+3DaRUzsv90db9BnxpGgXoUtLF/CeRuOOm6EcelRrGppRzp23dSASFo2nnvijrsBEUGO\nbEW+aSdke4vispujkCNbIZtjkK3NduG4WcoBLmWYOwhVdUcAbSVXLIvdF4CuGEiIIUF6mrOwZoou\ndqXXT+y/LeCNi/yoz9W6m+31m5hzVHHDS2knwzUvF4v54C4HK5XrVKCfTPajWYhDdzuE+RXBe7kK\n4FxCZgOW5ZeTBRG9A8BHoMrJDsTwK/AaNWrUWCNIXsSEDiszwf8AwC8vdueh58DnZk6qFFp/vsWl\nYlCKcB+6I/i62wqEcUjhVNErZrt/LVEo6bpMJ0zVsH6pVtxi6AFDRxiYjErf0iaqpl2q4HO8xdjq\nGjWqENTpJ6GTiQitsS0r5sDf9o9/4+aRc97bd79s9hhe+NNPL5kDJ6IfBHATM/8CET0H4OpBFMrw\nc+AmnE7oiWgXy3n1dSQu7hzB3IReGjwilRlqPyrecK5YH9mt82qTFO5vqeiXlLFUEDOK1ToCupF6\nnYCRIH1cEARTXWNkEbLWirvGYsBEQYVSkaeDs5eXcv4VRqH0mdT4NwD8GoCPFrb1xWlBoZDvda5y\nZi4Wen/LgZchaYEbI5bPtvNE6rkiTZ1rTtpqMXW0SdXAzkUCSRFyoeZxNLW0/bjgMiW8WL6yX0zv\nUlFSasmG6Zk4cAClcpv44X5xyEWZVwPDxuuuJzaiXMuVSYLCYBR2depllFQfuJRrVFAoMy8/gqP3\n/CWO3vOXOPbA3wBhfWdPJv4oM1/lLVcy81UAngVwHoAHtfX9DgD3EdGOfvIMvQVunVkebbGian4l\nTj9ujYGjBkR3Bnlz1O1aoXD6KaIg/hUY+mACo8x71vcJ7yuiGGlQo8ZikbJzcgPLo+qWAs4zyKzb\ns76542I0d1wMAMjnjuPEw98snZW+8rzMjwDYaX5rJb6bmaf6HTf0HPjs3JyavitPnQL3gv0H8tv9\nYOiORmdJCvx0QpkFbjDoZVkJZVKjxmIwSIH7fXCk3V4xB37mR37p5vbZV/XdL587jlf+6udXFAdO\nRM8CuOa058CZAaYIlDieS3gOTcpTxzOXJHH0U+S2yJP53ei85ZSN70gsKvOqF6WIQU12aqOoa5yu\nSFnFxvswfS3IWF1NSBnMO1uGQdsXA2a+YDH7nRYcOOCG8sxAHjXd0hyFbIwgb44ia25C1tyEvKUW\nAMjbW5C3t0C2Ntu/srUZe+9+cJ3vqBfrzVcKcLAAKg68qLyDZyEZOatFsiuGXzzPamK926kMG1Em\nYGPKtWhfD1xSjfT6l5n42s8OXq1cK5YSLPOBy1ph6C1wPyvKpBn7v4tfYMms5moEQzbHav51BfCd\nlABKS8z6dU3iQYU0atRYImKdldpbN8fXA1g1U5x5sIKunJHoFGDoOfC52dn1FqNGjRpDgPbIyIo5\n8K3X/+zNzZ2X9d0vnz+BI3/763UtlBo1atTYSDAUyqB91gqnDQe+2hhmbnAtUcu0OGxEmYCNKddG\nlMmAWULKvO9Sc+A1atSosQHBvBgLfO0UeM2B16hR4y2B1eDAx6791M2NHe/qu59cmMbUd/9jzYHX\nqFGjxkYCZxlk2puJ6UOmS0rCXBFqDrwCG5GHq2VaHGqZFo+NKNdGlMnAUCh1HHiNGjVqDBlqDnwV\nUXPgNWrUWCxWgwMfueqTN8fbLuy7n+zO4ORtX6458Bo1atTYSJAV1QiDfQZsX03UHHgFNiIPV8u0\nONQyLR4bUa6NKJPBqYwDJ6LPEdHLRHRALx8fdEytwCvw4IMbr5hVLdPiUMu0eGxEuTaiTAasqxH2\nX1aUifklZt6tl28N2rmmUCpw/Pjx9RahB7VMi0Mt0+KxEeXaiDIZLCqVnlfkxFwSR19b4DVq1Kix\nWPDgEMIVRqH8HBE9QER/QkSbB+1cW+AVeOGFF9ZbhB7UMi0OtUyLx0aUayPKpJFmh+4BDj/Sfy9l\ngZdm8/SZ1PjXAXwFwOeZmYnotwF8CcCn+11q6MMI11uGGjVqDA9WGEb4TgC7KjZfAeBK7/d3mfl/\nruBa5wL4pp7wuHq/YVbgNWrUqHG6gIh2MvNr+v9/D+B9zPxP+x1TUyg1atSosTHwRSLaBUACeB7A\nzww6oLbAa9SoUWNI8ZaPQiGiHyWiR4goJ6Ld3vpziWjWC6r/irdtNxE9REQHieg/r5VMettniegp\nInqciD7mrf84ET2hZfrV1ZapRMbKpIMqGdcCa90OfeR4nogeJKL7iehuvW4rEX2HiJ4kom8vJspg\nhTL8DyI6TEQPeesqZSCiL+vn9oC2BNdKpg3Zl4YCzPyWXgC8C8DFAL4PYLe3/lwAD1UccxeAa/X/\nfw/g5jWS6VIA90NRX+cBeBrKiy30/+cCSAA8AODdp7jdPgfgF0rWl8q4Rs9yzduhjyzPAthaWPe7\nAH5F//+rAL5wimW4Hsrp9tAgGQD8AIC/0/9fB+DONZRpw/WlYVne8hY4Mz/JzE+hPIC+Zx0R7QQw\nxsx361VfBfBDayTTLQC+xswZMz8P4CkA1+rlKWZ+gZlTAF/T+55qlLVZlYxrgfVqhzKYD6uPWwD8\nqf7/T7HK/aYIZt4PYGqADLd467+qj7sLwGYiWvViTBUyARuvLw0F3vIKfADOI6L7iOhWIrperzsb\nwMvePi/rdWuBswG85P0+pNcV16+VTGVJB1UyrgXWqx3KwAC+TUT3ENFP63VnMfNhAGAVbbB9HeTa\nUZBhh16/ns8N2Hh9aSjwlohC6Rc8z8zfrDjsFQDnMPOU5qG/TkSXodxSWLIneJkyVV277EO8Yu/0\nEpMOfh/AT/eRcS2wntcu4oPM/BoRbQfwHSJ6ch1lWQzWs+02Yl8aCrwlFDgzf3QZx6TQQz1mPkBE\nzwC4BMqqe6e36zuglP0pl6nPtQnAOSuVqYglyPjfAZiPzqq0zzLxMk5BOywH2roFMx8hoq9DDf0P\nE9FZzHxYU3Gvr4NoVTKs23Nj5iPez43Sl4YCNYUSwn7xiehMIhL6/wsAXATgWf1iniCia4mIAPwE\ngL9ZC5kAfAPAjxNRg4jO1zLdDeAeABfpyJkGgB/X+546odTLb/AjAEx+cZWMa4E1b4cyENEIEY3q\n/zsAPgbgYS3Lp/RuP4lT22+sOOjtQ0aGT3kyfAOqL4OI3g/gmKFaTrVMG7QvDQfW24u63guUI+kl\nAHMAXgXwD3q96Uj3A7gXwCe8Y66GeiGfAvCHayWT3vZZKG/84wA+5q3/OIAntUyfWYN2+yqAh6Ai\nPb4Oxe/2lXGNnueatkOFDOfrdrlf95PP6PVnAPielu+7ALacYjn+HMpiXQDwIoCfArC1SgYA/0U/\ntwfhRT+tgUwbsi8Nw1In8tSoUaPGkKKmUGrUqFFjSFEr8Bo1atQYUtQKvEaNGjWGFLUCr1GjRo0h\nRa3Aa9SoUWNIUSvwGjVq1BhS1Aq8xlCCiKbXW4YaNdYbtQKvMayoExhqvOVRK/AaQw8i+j0ielhP\noPBJvW5cV5H8az0ZwJ+tt5w1aqw23hLFrGqcviCifwLgKma+koh2ALiHiCb05l0ALgPwGoDbiOiD\nzHz7eslao8Zqo7bAaww7PgTgLwCAmV8HsBfA+/S2u5n5VVb1Ih6AmtWlRo3TBrUCrzHsKNaM9n8v\neP/nqEecNU4z1Aq8xrDCKOpJAD9GREJPnnAD6pKjNd4iqC2SGsMKBgBm/n+6fvWDACSAX2bm14no\n0rL9a9Q4nVCXk61Ro0aNIUVNodSoUaPGkKJW4DVq1KgxpKgVeI0aNWoMKWoFXqNGjRpDilqB16hR\no8aQolbgNWrUqDGkqBV4jRo1agwpagVeo0aNGkOK/w9Ip/9A7xhUDwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f58f28ce780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# xarray plot\n",
"depthavg_temp.plot(vmin=-5,vmax=5,cmap=plt.cm.RdBu_r)\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another nice feature is that all variables retain coordinate information. So for example if we extract just the t_an, it still has lat, lon, temp, and depth"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<xarray.DataArray 't_an' (time: 1, depth: 102, lat: 180, lon: 360)>\n",
"dask.array<shape=(1, 102, 180, 360), dtype=float32, chunksize=(1, 102, 180, 360)>\n",
"Coordinates:\n",
" * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\n",
" * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n",
" * depth (depth) float32 0.0 5.0 10.0 15.0 20.0 25.0 30.0 35.0 40.0 45.0 ...\n",
" * time (time) float32 4326.0\n",
"Attributes:\n",
" standard_name: sea_water_temperature\n",
" long_name: Objectively analyzed mean fields for sea_water_temperatur...\n",
" cell_methods: area: mean depth: mean time: mean within years time: mean...\n",
" grid_mapping: crs\n",
" units: degrees_celsius\n"
]
}
],
"source": [
"temp = data.t_an\n",
"print(temp)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oUiEJGzS0V4jyA6Rjo/yAoFBCWBJhScb3DtGzeR3CkuR/8b+CkCZ0sCZssIOV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\nDChKBV6iRIkSA4pSgZcoUaLEgOL/A8Y/NMBhLtjaAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f58f228d0b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Equivalent matplotlib\n",
"ax = plt.axes()\n",
"plt.pcolormesh(depthavg_temp.lon,depthavg_temp.lat,depthavg_temp,cmap=plt.cm.RdBu_r,vmin=-5,vmax=5)\n",
"plt.colorbar() ; plt.xlabel('lon'); plt.ylabel('lat'); plt.title('time = {}'.format(data.time.values[0]))\n",
"plt.axis('tight'); plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Of course these are not geospatially projected. For that we'll be using cartopy. Cartopy requires you to define the projection to use when making your axis and then applying a 'transform' when plotting data"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<cartopy.mpl.feature_artist.FeatureArtist at 0x7f58f2f30748>"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8+SQvvvgiw4cPp3Xr1uz8/XfKV6jgtoxd/PLrr0gEcz/U0o5atmzJ5k2bCAoK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2A7IZuxZ+/evdSrlY47ZA0Af4DzB54K2JTsNq7BchK37084OiNbtz+A1HVVFtN4sWWoPM5VJRmE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\nzkUX4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f58f2482080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# xarray\n",
"ax = plt.axes(projection=ccrs.Robinson(central_longitude=200))\n",
"depthavg_temp.plot(ax=ax,transform=ccrs.PlateCarree())\n",
"ax.gridlines()\n",
"ax.coastlines()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(array([-20000000., -15000000., -10000000., -5000000., 0.,\n",
" 5000000., 10000000., 15000000., 20000000.]), <a list of 9 Text xticklabel objects>)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f58f17afc50>"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3N+65QN6TGd9CiKDq1atfGj58eC5xjI+PZ8zYsWzatIn4+HgWfvQR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\nKuHvoQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f58f19d5ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# matplotlib\n",
"ax = plt.axes(projection=ccrs.Robinson(central_longitude=200))\n",
"plt.pcolormesh(depthavg_temp.lon,depthavg_temp.lat,depthavg_temp,transform=ccrs.PlateCarree(),vmin=-8,vmax=8,cmap=plt.cm.RdBu_r)\n",
"ax.gridlines()\n",
"ax.coastlines()\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the Plate Carree projection, labeling of the grid is supported"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<cartopy.mpl.feature_artist.FeatureArtist at 0x7f58f0eba898>"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tWtGmdWvGjh1LREREBR1QxkiklEz/8EMmT55s9+4EuTk5Lvv/SpGSkkKz5s0B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\n8ODBg4cO438B8fENllv/YqoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f58f0f76898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=200))\n",
"plt.pcolormesh(depthavg_temp.lon,depthavg_temp.lat,depthavg_temp,transform=ccrs.PlateCarree(),vmin=-8,vmax=8,cmap=plt.cm.RdBu_r)\n",
"ax.gridlines(draw_labels=True,xlocs=range(-180,180,60))\n",
"ax.coastlines()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you only want a portion of the map, you an use the `set_extent` method"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ztdW7t27disFvvcWJkDTHtKlTsXLFCkPMg7VkZ2dj9OjRqOHra5j2ONNG8eTJ\nE4tze9obmygKQsh6QkgqIeQ8814pQshBQshlQshfhBBhM7IjYBcyKZTGJtJP8+yxoUGt5jTqVdrY\n9Lkm8/Mwb/JoPEpNwS87NkPx4nGhxSSEQONd3tAK9xkFcoHymwCGRWRqjZmFZew58jlNkZ1uaLn/\nXjI0Tg5Pfh5P5j5XrlwZ2dnZoJQiJycHP+/Zg0FvvWXm5nAXZzVp0gQtAwPx3bp1hbtPZrh95w46\ndOyI9IwMHD58GAqq1i5YM1eaIO2hoUGhMDRVuSqcRmo2NzSNu7eh8T+HIifD0PT5N9XFSqN3vwFY\nvmKV6PTVUc+erUYUGwC8zntvGoBDlNJ6AI4AsDybqZMQs1FYiouLC8Z/8B42bvup0MdSShEa6vwc\njWEtTVPZ25NNmzahf79+8PDwwO9//IFGjRrBp3p1i2IY5s+bh6VLl+Ls2aIFvOXk5ODLr75CSEgI\n+vbti80//sixeTgrH8WBP/7C+fPnLVmg5pBnzyaKglIaA9NKlz0B6Kv6bALQyxbXehno1fV1xJ+7\ngDv3LDRKMti7CLIU+WXvXgwcNAgAsE037bCUevXq4auvvkKv3r3x3ogRWLZ8OeItSFNIKcXPe/bA\nz98fsTExOPT335g0caIk7r9arcacBQvx+YIFOB0XJxrI56hnz542ivKU0lQAoJSmAChXQH+nY62N\nQo+HhzvefKMbtvy0x6L+n3/+OUJCQqBUKnFUAjaKqNPnCu5kQ0qWLIncnBw8evQIR2Ni0Lt3bwCW\n2wf69umD/fv2oW1oKFJSUvBmv3744osvBO1EOTk56N+/PxZHROCbr7/G7t27Ua9ePbN9nZEzc8XX\na5GR8QI//vgjevfqVRTlZfNnTzLuUTEXaJFcpWJY6EaludnG9zO5YdUKdpUf874yTbtsenCn1hg7\ndzmmzJ4vKkpMbCw2bNyIrVu3wtfHBxcvXuTMSUlJrp2CPrFwHYiYO1jITmHhvSW5POMhk3xG88xo\nl3Hx5U7laFUmPoRZgenr64sbN27g0qVL6NKli8GQWBiaNm2Kpk2bAgAmTZyIocOG4fiJE9i+bRtn\nKpGXl4e3hwyBQqlETEwMXFxchE5pwMQdyn4nrsayCRq+2zg3w/CaqozJj/hVz0mu0WC561gips+e\nCwB4v2MAJvVtCfyzsUAZ7Y09FUUqIaQCpTSVEFIRgGiihahzyQYbgf6XXb8drdtuK7Df5tu6VaTh\nurl61NmB44BHAAAgAElEQVREKIqnGPI0RJ5KAFEqEd6quWEbMOZxiDx5BpRS/Pc0DVeuXEFKSopW\nft2cW/9L2bp1a0yaNAlDhw5FTnY2lEolBgwciCFDhqBXz56GCM3IE9rKZOFB2lT9UXFau1VYi6bC\n2wql+H5z20weiqjT5wy2iqjT5wBKjf2PaSu6h7UO0m4fP6XdDg7Ufr5L1wEAHXSKIipeWwMlrHoT\n7XbsCWjcPBEWqnUFJyUloUaNGqAaDWrWqGG4P/z7Zen21atXMWH8eLw9ZAjS09Nx5swZw/0eNnw4\nHj18iFmzZhmUhNnzadQIaxuKsLahiNy3nXP/Tb6PY7rPH6K7H8e0doXwVtrco5HHTwNKV4S1bsXZ\nr9+OPG5cgDbi/QkAtEFmk7s11spzvtCriQv17FmCzYoUE0J8AeynlDbRbUcAeEIpjSCETAVQilI6\nTeBYmv33D4LntvmIQgw2N4CLsWCxskxFTjdO3gCm6Cz7/kfzv0S5Wo0xdepUs5d68OABGjVujKjI\nSDRp0gQ7f/oJ3377LV68eIFmzZph1cqV8E7jriWwyYhC8BiRe8t8B7RSHc4ukm8ceeUeN8ZD8EcU\n0CkKANB4aA3xz549R+1GTXH92jXs2LEDMbGxiFi0CKVLl4arqyuKyrp163Do8GHs3LEDgHbtyDvv\nvgvPYsWwfft2uLm5iR7PpuhTPbwq2I8yIwp+IBpbtJgdUZhcKzcTm3/ej48XLINC5YJ27dph44YN\nIJHGwt0e3UYLFim25tmzFFu5R7cBOAagLiHkNiHkHQCLALxGCLkMoKNuW/gcnsU5TciFKVgOrwhx\nC3yiziVz3ahM/kyOPGJlARhXad/XQrHn591Q5L6AIpdZbEYpYmJj8dWKFfDw8MDq1auhyEnHoT9/\nR0u/pvjnyBH89+gRZs+Zg7yKDTjNYopSolHn/ow6lQBoNCBKpaGxx7PuPEVOBjRe5QzNta6fobH3\ngubngbp6GJqeg4cOo3VwMLy9vdGsWTPExcWhVVAQmvn5ieaqKIizZ8+iSWPtL/KhQ4cQEhKCsLZt\nsWvXLmElQTXGpiMq+ig0XmU5jbq4GRrncKUrp6mLVzI0tgyhIvMpp32x6Ve8P3UulC6uCPD3x9cr\nlkOh4d47IWzx7FmCTaYelFIhM7X5slGvCCH+jZGW9gzbf9qNQf3fNLz/448/4ouFCzF0yBD8/ttv\naNq0KTTZz/H3kX+w+PO58PT0xLp169CyZUv07t0bwUFBTvwU9iXqaAxe69QJABAYGIhLFy8CALp1\n746oqCh07NChSOedMGECOnTsiIwXL7Br1y5s2rRJkkvGDx87jdlz5gAAxo0bh0njRkPJrzUjgqOe\nPTkyk8EWcRQsSqUS+3bvwKdz5mLL9p0AtMa0RRER+OGHHzBjxgw0a9YMhBBcuJQILy8vDHyzLwCg\nbNmyWLZ8OcaMGVOkKE9r0NsiHMHFxESULFHCJLryo3HjcPCvv4qc46Nu3boYNmwYkpOScCw2tshK\nwp5xFKn/PUanoWMBALExMfh48uRCKQlHIiGvB+8GeTA5I3MY7wM/wo/1UogM0bjXEtaPxI2ZczLD\ndNb2UJhrNS7vgYM/rsbrQ0YjK0+NS5cuwdfHB2ENqwNpdw39/vnrN3RqEwhleio0blqrf+9evbBs\n2TIcOHCAU0DHIIPINMLkfrJYnFvUvEdA8/AW9w0mb4LCy7jwi2bzwo/Z7043vH+WloYJEyfix80/\n4uddu7QeCqLAa6+9ho8/+QTx8fFFrre6YL64x4kPmwuT837uC+F+bP5M/nE5Rq+HkonSzS9dHQBw\n+04amjVpjCOH/tbmSOWVLji7bHdhxLcr8oiCwVZxFHzq16qBg1u+wRcLF+HO3bvYsmmj2X4uLi4c\nCzghBJMnT8ay5csdWkhX7wVxBN07d4KLiwtq+NZAz9698eKF9qFUKBSoW6cOTjk5JZ094yj8mzXF\nqai/hRMpSwhZUTiIejV9kXTxPHbt2I6yZU1XJvpWrYxbd00jOXu+8QYeP37s9AfGXrz/zhB88fkC\nfL1mNWrVrIUBAwcZSh/UrVsXcXFxTpZQBpAVBQdb2yj4uLm5CUbZVa9aGbfv3Ud4MHdptVKpRIP6\n9XHjhoUp12yAI20UPtWqYviwYVAoFPh6zWp4F/fGlClTAADvvfce/v77b5w759hIURZn1x6VCtKx\nUfBsAISZH2vYOTXP2EPzzGeUsjTewqSKusr8vJwquT59ddmaRpHuC1ebZv3x+log5q7rW9IDN2/f\nA9IfA2Vrc/alPXuGihUq6I6zzL5QZPuFJfBkVzKJa9g5u6Iit7guzWMNlkZbkH7O76JUYMWyZWja\nPAALFy5E7dq1sXLlSvTq1Qvbd+xAYMuWUNg7jsYcvNWbbM5MNnaCXx5RwVQ6Z13bVKHCgQMHcPPW\nLXRo3x4NGph3e6s8JPN4yiMKlmg72SgsoWypElBrNNjx+xGTfdeuXkWt2rXNHGUfHGmj4FOhQnmE\nh4dj/IQJ+CcyEr179cLiJUswbNgwVKxUCe+NGGFVusHCYg8bRXR0ND4aPx6Xk5PRuUsXixaxORtZ\nUUgEQggmDOuHb7fvNbxHKcW6deuQm5eHKpUrO1E6x7L+++9x7949rF+/HgDQ7803cTk5GclJSUhP\nT8fgwYMdqixsSVZWFkaPGYOVK1Zg1apVWLN6NXr36YP79wu/0tiR2CyE2yohCKF5cQe4b7LDY2a4\nyXe5abK4rivDOfmLfdjhMju94A/RBYblqnJVONt5FYz2DNUdJiMUPxU7KzsbBv3iOacfzc9DVnYO\n/AePx9BuHXA75SGOnD6PsqWK4/tZH6FhjWpm5eLKbp3e509JCOOi5pQx4LmGSRVjSDe9Zwx3Vjfl\np0kQuC5vyE6JAqmpqWjeoiVOnjiBqlWrGvbl5ubinXffRXx8PDZt2oRWgYGmJxRwcxYoh6XHCfRT\npnOXVOjD1AFA4+YNtVqNUaNGITMrC1s2bzbs69qtG8aOGYOuXbsKXtKjWDHBEG5HII8oJISHuxvW\nTB2FM5evo3EtH/yybAZi1y+2TEn8n1GhQgXUrFkTt25z6366urpi65YtWLpkCfr37/9SDNsBbZq9\ntwYPxt179/D1mjWcfX10uTTeefddxB475lBXuKVIx1oiAaLOXHKoxd8cKqUSuyOsWr9jNVFx562+\nD+eu3sD6jZNQskQJlClbFj7Vq8PHxwc+Pj4oIVJcRw+lFElJSahbp47Z/d27dwchBH369sU/R46g\nZs2aZvtZS1T0Uas9Hw9SUvH2+6NRsWJF/LJnj8lakxEjRqBv377Y9OOPGDduHLKysjBwwACMHz8e\nJUuaz1zuaCSjKDTZvOg3ldHLQNyNxWGIK3cVHmsFF42WtNTSz56DM+XhTXHY4WcBi8QMrxkPDV9W\nvZeCUrUVEZdFGHJzpkZ6GTTa12xErBlZDZe9Zpx6KXTTlaQbd/HP4b8xoFcP/Jt4Hv8c/AO37qfi\n1q1bUKlUaN68ObZs3oxSpUqZ5oSkGuTl5SE3NxdZ2eZlAIBu3bph/JUr+Gj8eOzft6/QCV4snmqY\nHGh+IK4uzl1hrCFKbNq0CbPnzMGI997DzJkzBb02pUqVwoTx4zH+o4+QkJCAgYMGITQ4EB3ahRdN\nRhsjGRtFTsxO7nsCioL/MNB84YfPIvgPJXt+5ktVluAGSeVX9ze8Vt3nls4TOj9HUfBsLZa6Pa12\nbfIRC2dnvgP2c2hyuQ8vZRSKUVHcwevj5+PUoQOoWF6bYEldvKIhHf7CRYtw9uxZHNi/Hx4eHuCe\nUPsdLIqIQOyx49j366+CSiAvLw9t2rTB5I8/Rv9+/TjHF0SRFYUFPH36FIOHvYO0tDR88/XXhqQ6\nYqSlpaFVUBBSUlJQrFgxXIg/iXJltTVA3EuUkW0UMv9/NKhRDR8MfxtdBwzFk6fG7GCEEJQpUwaL\nIyJQrVo1DB02TLBS+eRJk3DlyhVc1K0oNYeLiwvef/99HLFiSbqtefr0KTp364GGDRsiKjLSIiUB\nACVKlICLiwt+O3AAD+7fNygJKSArCoaoMyIjA4fJIPxQOEwGXUYqa/l04lh0Cm+LHm+9g/SMDM4+\nhUKB79auRVZWFsaOHWtSzRwAjh8/jubNmyMxKUn0OhUqVMB//xWt6FJBFDaOQq1W460hw9AmpDUW\nR0RApbJsdn/x4kW8N2IEnj59KknXr3QUBa/2BM3PNbbcbEPjJ2EhKldDUxTzNjZ3T25zdTc0onIx\nNG5CGgWviSSqYWszcD4HVz6ak21szOcg7sU4zVKoRm1oNoG554Z7qXTR3k/vkobGXpcolNzm5m5o\nioo1DI2AYuGsKfBv0gi9h4xATsoNKJ+nQPlcmxrQ1dUV27dtw63btzHorbeMxW6Ye9uwQQPREQUA\n5KvVXE8Br26GEFSh4jYmuYy+gRDT9/nHMe2z+Z8DhCBi8RKLbSYJCQno3KULGjZsiKQzp9CxTSso\ncl+AnDtoaM5GOopCAoQ1b+xsEaQhgw09P4QQrFz4GWr4VEdo9764fO1fzn5vb2/8uncvvL290blL\nFzx8aIxFaNu2LXr27ImNGzca8l6aIy4uDs2bN7eZzCyFyWOxYcMG/LRrFzZt3GhxXgm1Wo0xY8bg\ni88/x8eTJ6NkSefWyRJCVhQydkehUOC75Qsx6p0haPdGf+z4ZR9nv6urK75ftw6vdeyI1iEhiImN\nNexr2rQpVq9ahX79++P2nTtmz+9TvTr+deCiOXMcOHAA8+bNw/59+1CunOXZ8b/+5ht4eXtjyJAh\ndpTOeiTjHuUv7mIT23JcjOBFBbLJcJmIS+LGT2bKJMNlqmyzx0fFX0TbZnXNysePAGUTp7LRl5oc\nbqYm1ivD8ajwXZm6qUTUmUsIa97IrAwAuIl6bDD9IGYiYPUZuDleJDHXKyOH+rbRnqCsxl2N+86Y\niWjRtiO6duuGhi1C0KiR8XMSQjBr1iy0bNkSbw8ejCVLl6JC+fKGUcWZM2ewdMkSrFy50uTyAQEB\n2LBhg9iHFN5XwDHR0dFmRxU5OTlITk7GxYsXcf7CBWzfvh17fv4ZdQTiPoTYvXs3hrz9tmGaonE1\nRsNqHt4VOszhyCMKGYfSpEkTzJwxA+MnTDAbgdi5c2fs378fkydPxvnzxsVpPXr0wD+RkYbENiw+\nPj7498YNuxk0Wc6cOYN+/fqhYqVKePe993Dw779RtmxZ/HbgQJEycS1ZvBjz5s/HtWvX7CCt7ZAV\nBUNYgATsA2KjCUfJYOfaoyNGjEBWZibWrl1rdn+TJk2waeNGLFm6FEk6j4e/vz9atWqFwFatOFMT\nQJtf9IORIxHSpg3HxmEL+KOJd959F8GtW+PunTuIj4vDpo0b8cnHH6NJkyYCZxAnMDAQM2fM4Bpz\nJYhkAq6yD2/ivsdMPdhFXCYBR8ywXzQYia3DwQQMiQZpMUNqRbHi3Mt6mq9mxZ+isIFVNFc4ylAQ\nfkCUrQOu2FPzo169jeHD+Y/uCcpABKZDlBfZqWTOd4FUwpv9+qF169ZYtmQxihdn7q9u2L9t2zbM\nnTcPiyMi4ObmBpVKhavXrmHx4sXo168fPpszB8WKGT1GY8eORYUKFTBr1qxCfGrLSU1NRTM/P9y7\ne9emSXAppejTpw/atW+Pj8aNM7zv8p9xlKGq3lQOuJIKkohhOCucBMdhMjggH0WDBg1w8sQJuLq4\nIDAoGKfNpLyrWrUqPp48GZs3b8a3336Lr1aswKJFi/DBBx8gNSUFwa1bIzHReL8++ugjfL9+vUlG\n78JCKcW4cePQMjAQM2fORG5uLm7fuYNvv/0WQa1a2TxTNiEEN27eLHISYUcgKwoZp+Hl5YU1a9Zg\n9syZGPnBB2bLErz//vvYvXs39u7diwP79yM6KsqwsGrixIl4vXNn7NqtzVZdt25dNPf3xy+//GKV\nXHPmzEHCuXOYP28ejvzzDypVrow2bdog+fJlTJs+3apzC1G9WjUsX7YM6enpBXd2ArKiYJBEDIN/\nw4I72VsGB6+gHTRoIIp5FMP+A9ycJOa8DT4+Pjhy5AgyXrzAgf37sX/fPsyePRtjx47FwoUL8eDB\nAzx//tzkOEv59ddf8cvevdjz88/o3LkzjsXGIjkpCbdu3sT2bdsQ1KpVkc8txu7du1GxYkWEt2vn\n0PyolmJ3RUEI6UwISSaEXNHVQRSQRCkcJZmfZ2hshCDVqLnRnBZGLbLRnPwoQyGZNNkvOC2/tI+h\nsdDsTG5jIkyLBC9iVbRUoLWNR/7jFEMTi1IVuu/ExYXT1M8eGxo5vsvQFKD4ZPIkfPXVVxYt1PL0\n9MSmjRtx//59xMfHIzYmBiVKlkRubi6GDRuG3r17W3Zv2RKCuuueOHkSw4YN48RClCtXrtArUwuL\nq6srFi5ciLCwMIS2bYtjx4+D5GYZmhAWP19WYldFQQhRAFgN4HUAjQAMIoTYN9W1FUTFyzYKwDk5\nM3t074br1//lBE7pq4ybw8XFBevXr8dnc+fi6dOn+HzBAsyZMwejRo1CBV0i4qJw69Yt+PgYlb+Y\nDLYiJjYWFStVgo+vL/766y/Ur18fVy5fNuyPjTefhdyRz5e9RxSBAK5SSm9RSvMA7ADQ087XlHkJ\nUalU6N2rJ3b/vMfiYxo0aIA5s2ejfYcO2LBhg01KL96+fRvVqjk2o9g8nWfn8X//4dLFizj0998Y\nPnw4AOB5egb6jhIcKDjs+bJ3ZGYVAGzc7V1oP5wJxCQNf575ffyEL8wnEC0VyEZ6si5M5piwlk05\nEYhiUxi2RBwnclQkvwU1s0LSIJ/uMxZooxDIl2ELiKfWRRke1gYAoGSiW9XpxqXiFpck5LtRmfOx\nrlN9yb6BfXpg+MgxGPTWYFStWtWidRYjRoxAixYtMGHiRGzctAl/HzwIV1fXAo/TXtj0/pUsWRJp\nT41p9u1d2PjkqVO4d+8e3nrrLRBC4Hqfu3L32217kKUriGQGi58va7H3iMLcxM5s4AY75I46m4io\nBN42fz+7feYix7UZFX+BM3yOijuPyFMJnG3O/vgLnKXVUfEXOdMQk/Ofucgp/Rd5KoF7fn5/vrwJ\nvM+XUMDnK/DzX+Iskbd2O/LUWUSeOmvcPp3A+/yFPT///l1CVIIx1Dsq5hiiYo4hJKgVRr3/HtqE\nhmLHjh2G/dHR0ZwpAH/7+fPn6N6tGzIyMqBSqQrsL7Zdr149/P7HH0U+vrDb9+7dQ6VKlXDs2DHD\n/sgT8Yg8oc0Fum3fX6hWsTwEsPj5sha7BlwRQoIAfEYp7azbngaAUkojeP1oTvR2zrHsry9/tMGB\nDcYSCcwSzCjN/DpGxV9AmH8js/v4KCszdTZeGH+B1M8eczuyow0LRhRRZxMt93zYeEShLFMJgFZR\nhAf6c4oK22JEwcn2xY4o/Dtxuq3d/BMWRUTgszlzLFosRSlFeLt2GDt2LPq9+aZlsgmwbt06xB47\nho26tSNCaz1sxcGDB7Fq9Wrs36ddKMeOKC7/ewsdh4xBg9o1cDj2lEnAlaXPly2w99TjNIDahBAf\nAA8ADAQwyJIDBZUD7+HgRAUyDyVxNePB0O9jF4xxpjgu3POzngr+P30W44JjH5yipOODUYlQjdpy\nJWmDObkYJkqvsIgpFPb7uHaKs+v999+Hh4cHZs6ahf79+5sko+Vz7do1xMXFoUzp0laJCwB9+vTB\nvPnzkZycjPr17W93z3jxAhlsUh9mOrQz5iJ69nkT9erWxeHYU2aOLvrzVVjsOvWglKoBjAVwEMAl\nADsopeLpipyIszNwA0CYn/PjKMID/QvuZGfefvtt+DVrhnXff19g39q1a2PH9u0YNXo02oaFYeWq\nVUW+bpkyZTB58mR8+umnAOxno9BoNFj+5ZeYMGECJk2caLbPnl9+QZ8+ffDBBx+Y3e/I50syaz34\nUw9B+CMKJgEsO1Xgr1vQG+oAcEYKrNEU4CXrZddm8EYUylLMvJEdoj99JCi62NRDCNERhY1R8ooc\nqR8/sNu12PvOXzejbvwaAODChQvo3qMHzp87Z1GK/8zMTMTExKBnr15IefDAomPMkZOTg4AWLdCp\nUyfM+PRTlCljWn3eGh49eoShw4YhLy8P69evh0/16oZ9rg+0tp1rN+8gbPBoXL92DQqFQi4AJCWc\nWXPTIEOC8+MoWEOmM3n69Ck6deqE5cuXW9S/WLFi6NSpE8LCwjjGwcLi5uaGI4cPIy83F62Cgop8\nHiF27d4NLy8v/PXnnxwlwRJ3IQnBwcHOKcpsBskkrhE1zHFcgjw3qsgoggNrb2DT0OcJ2xQ46epN\nZDJeN/+/FOF+VmKJAdRm6O+ROk/7mr3XtsrRqYOVnb+qVm/QU/33L2bNmoXg4GCMHDkSVapwRzxC\n9O7VCytXrULnzp2LHFFZvnx5rFixAhtLlkROTk6BdpLCkJWVhdq1a5tdXKb21o5Uz924jyaNnb+k\nQI801JVEkG0UWsJb+jlbBABAeFAAqlerhg9GjsQEgUQ35njvvffwLC0NU6dNw969ezkrTAuDQqFA\nlSpVcO/evYI7F4LcnBy4icR65ObmYv+fBxForq6qk5AVhYzkmTp1Kv69cQM7f/rJov4qlQobN26E\nWq3G1m3b0LlLF+wp4orSqlWr4u5d26akS3v2DJ5eXoL7l3/9HXyrVUX79u1tel1rkMzUQ+HFrbHI\nSfhiYYk9jntUxa1mzg7hFa6MfmTiKyJPnUXbeubnjHz4OT5tRVRCIndUITbkt5OhM/J0AsJb+nHu\nIc217dSDM9XkTSfzbmgNelHnktF+gCdUANYvno03ho+Bf+2qaFhPm9dU7SWcxLZu3bpYtnQpAG36\nul69e6NJ48aFzmnp6uqK7du3IzMzE76+vsjOzsaTJ08QGBgIL5GHXYzjx49jwfz5ZveRjMdYvGIN\njv3yo90XohUGeUQh81LQolljLJ47E90HDMXN2+azcQvRvHlzfDByJL788stCX7dHjx5wc3PDmq+/\nRr/+/THygw8wbfp0DBkyBBqNBteuXcOKlSvRuUsXDH777QKnKenp6UhMTBScVhBC0Ck0GEfMx004\nDcmMKKRAeKA/NNYGGVmJbKMwEtaMG/A0uF8fPE17hq793saRfbtQTmREwefZ8+eoWatWoWUY9eGH\nJu/l5eXhtU6dUKduXWjUanTp0gVjx4xBQkICWgUFoX79+ihTpgz69++Pvn36GI6jlCIyMhIBAQFw\ndxc2vE8aORR9R07CySt3MGH8eItLEtoTycRR5MVxk5Zw0tJbmmvSwvyZbDg3f2ivYVL5s+dTlONO\nSUi+USY2nyQ/TyTnGJGpAmcqIyY76y2w0CNiafyGshT3weNM/4qST0MkcpQTferiItyPCbdXNG0H\nAJi9cCmOn4rH31u+NrgP88qbL7Og57VOnTB92jSbzfvT0tJw48YNNGvWjOPCvHv3Lm7cuIG79+7h\nk08+QXRUFLy9vbF12zZs2LABV65cwcwZMzBjxgzDMSTfuOhL9fgmAOBg9HF898tBNG7UCDNmzJDj\nKKRE5OmEgjvZGXaxlNNkOG0+/4GjEaoFO2fKROSr87Hsu01m9/NRq9U4d+4c/P0LH3EqlI+iZMmS\n8Pf3N4lzqFq1KkJDQzFo4EBMnjwZnV5/HU2aNsWlS5ewZs0aAEBoaGiB1+3UNhhvvPEGkpm8FM5E\nnnrIvHQolUpsWP0l2r/xJq7fuoNF0ybAU3CBJXDz5k2UKlUKpUqVcpyQAMaNHQsfHx+0b9cOJUtq\njfXpz59bXLi4Xt26Fgeb2Rt5RMEghbl5mF8DZ4tg97oeliJW48S3elWc+2s3XFQqNO3UFz/v2SMY\nZ5Geno6SRQzntmath0qlQp/evQ1KQv+epWRkZMClEP3tiTSkMAdrO7A0jJVNEsPbRdioTZGIQ9Yl\nqChlTKmWV8aX08/lgXFYTF8wK0nN5d3U9xOzFVhYr8MW60UEz2Hn1ahCdgkxuw5nlem9ZM4u78r1\nsGLJIgzsH49Rk6Zgx4a1+CFiNrwbhnD65eTmwtWayEp+Hs+ilCgUgS1Pmc/8n+0/sB7du3e36bWK\nijyiYJCGjcL5az2ksOYFsNxeE9wyAHG/bkHNalXw2pDRJqUF83JzLc96xcMROTPNQSnF/v37ZUUh\nI2NL3NxcsXzmJHQOa42u3bpxlIWt12o4iipVqmDGzJmYN2+es0WRkHv0zB+WdRaJVGQjOAl/mTkz\n/Gb38UsAsuTXCRHc53rXOPrITzUGAJkM6zlTKEYGS6cDRaQoblRlmYpcmZh7o8lm7hN/ilKEqSHn\nGN75WFcxJ9epyL118dXGn1BKMWPZN9j120HUreGLfHU+UtMy4O7uDr+mTeBVohS8PD3h6eWFgIAA\nhLRubb8ISHbKwkxXFDnCRX6o0vh583OysOrb7/Ds2TMsWvqlU92jsqKQFYXh9f+DogAADQiiTsbj\nRWYWXFxUSM1VYdIn0/DJpAlQEyVeZGTgeXo6/vrrL1SoUAFTp0xB+/btC2VotAgrFQXR5Bteu5Us\n51RFIV1jphOIOn3O6RZ/k7UeTiDyVALCA53vAYpKSEJ4Eb4PQgjCg7R1PPPz8xE2eAymfTIZ48eO\nBnXxMPSLWLQIP+/Zg9mzZ6Nnr174cvlyfMiLxNTnzJw9ezYAIDw8HMHBwfDw8MCrhHQUBf9XScgC\nL5KwlZM/gn+8G/PFcrweTD9Kub+wTEp+kset1kQtTJor5M0wWVSm/xzqfNPOAohGNIrk2RBELwPV\nVg7jjCJYiphMhbswj0ndz4v61I8iiMrF4nubn3rL+HYxY8ashWu34M7tm2hUwROJUb+hsZ+/capR\npiYG9O+PAf3748qVK2gTGoozZ87Ay9sbxb294eXtjZSUFJyOi8NPu3Zh0MCBmL9gAS5cuICAgACE\nh4UhLDwcQa1amU8ww44isowJmBU53Puq8TC6bhXZRg+a8mnh1rTYE+lMPRL+4r5pqatOYGhvcg0m\nbAYjz48AACAASURBVJt1gWrY7NLgPnyaCsaVhnxFQdKMaeLyHxYhX4FJ/Q9mWyxhDiuDDRQFRzHy\nQritTq4rIpOCzYrODw+3sBYKC5swmVUUG/b+hX/iL+K/p89wPvkqlsyeikG9uwEA8svU5Jwj9tgx\nXLt6FekZGchIT0d6RgbSnz9HekYGhg0divDwcADauIzY2Fj8ExmJ3377Db1798b8AgyOlioKkmd0\nFbOKQlmvjWyjkBUFZEXBYkNFAQAKXb7UXw5G4pOINRjWrxeCW/jBv30PeHtz+xaW+/fvo2VgIGJj\nYuDr6yvY72VXFNKZekiAqLjzCA8OcK4M55IRFuDc1YL6fBTOJupsIto2rWez8/V6LQxKD2/EnIrH\n3OVrcG7EeNSqWRNBQUHwrVEDMUePghCCGjVrolHDhujatSuSk5NFozMrV66MCePHI6RNG9SqVQvV\nq1eHj48PqlerhsDAwCKtL5EikhlR5Dzm/iqr0u4bXlOmmjPN4VV2FqqjwUtcw1rPOYVomF+5qLjz\nCH+NKUbDWK1ZCzQAaNKM2bY1mSJWbPYX0YK8k0U14AHgfGZOtKNJlXHmXrArbnUjmaj4iwgLaMzx\nCBUpPydv3i5YJpKH/p4VZNgtkmeHyTSem5uHs0lXcfzsRVy/fRdtW/rBRaXCv3fv4/T5JByMPY0a\nVSvhveFD0blDOKpXrQJCCNTe3CLIlFLcu3cPt+/cwe3bt3Hn9m3cunULfx08iPr162Pq1KloEyLs\nQQOAK1euoE6dOoKuWmevHpUVBW+ITkoxLkInKAoTWQuDjRSF4TAnK4qCsFZRFERWdg4OxpzCrn9O\n4Z+jschXq9GsUUPUa9wUZcuUQenSpVGyVClQSpGbk4Pc3FwEBwejsS4pbm5uLrZt24YlS5eicuXK\nWPjFF2jRooXh/Pn5+Xj+/DmOHj2KtwYPRvPmzdGta1fcu3cPo0ePRoMG2nU/SUlJaB4QIE89ZGSk\niIe7G3p2DEWP/m8BAB6kPkTChUtIvvsIT588QVJSEp48fQqFQgF3NzcoFAosXrIEpUuVwluDB6Nt\naCge/fcfvDw9ceXKFZw/f96gKDQaDTq9/joSExPh6emJA/v34/r167h1+zbUajVGjR6Nf44cQVJS\nEtqGhTnzNgCwUlEQQt4E8BmABgBaUkrPMPumA3gXQD6A8ZTSg6InU3J/zSjjWiKujGuTZ/iiAiMK\nk18soYVgzK9e1OlzaBfOzd1puA4veY6Q61A04EoMnXz84XZRU/JzjnPjZVNiSxy4M0ZF3ftR8RcQ\nFtCEe4zQaAW8BV55wnlLAea7YvcJfIcFTT2ERhGm373xO1Y/EjY8s6MN/f9c5Il4hIVq/yeqlPRA\nldAW6M6McDkLxKgGmhkfIurkGWze+zu+/3oVOgQHYNnEdxDarL42Pf+Vo1B4lcT3O3/Fs0cpOLH7\ne1xMvoKY/Ttx4cq/uHj1BlIePUbjerWRkZEBQgjy8y13mXPugw2fT2tHFBcA9AawlidgAwD9dQJW\nBXCIEFKHSmGeIyNjRxQKBdoFt0C74BagOUyGMF7cTNyFRLzIykbXd8ejYW1f+DeoiyG9OqNRo8ao\n5VMVKpUKed7eqF+/Ps7Ex6NR0Wp82Oz5tEpRUEov6y7Mnzv1hLYOYj6Am4SQqwACAZy05nr2xtlR\nmYA0cmaajCachBTuRXhQgEnKAlvw7YLpxg01E7zn5oW0Z8/xzZafcDLpJuLi4kCLuPzfls+nvWwU\nVQAcZ7bv6d4TROPCDYml5Zm06oxRUXWXtwSaNUaKpfVnYydYgyjvS9AwuSUIE81pGklp4Zdnx2pb\nJgjl8BC7LjulyORNKZTmZReL3xA6xmSfSNV3Tj+xKY/AtIy/zodFLP+qYK1V3nfNxmmw64uUJbg1\nSlk52P8fzfMn3POzBmWNBg/v3cGGHXvw5Fk61i2aieqVKqJV72GCcheBQj+fBcbiEkL+JoScZ9oF\n3d8eYoeZeU/y0w4p5GGQRD6KMxedLQIAbRyFsxHK22lP6taohosHNmPB5FH46LMlWLJus2BfRz2f\nBY4oKKWvFdTHDHcBVGO2qwK4L9AXgHHxjf41KEVYW20S0qijRwEAYbqkpPoiuuGB2mAW/QOuT50W\nFXcecHU1BA1Fnk4AcfVAeKvm2v265LH6qQZfQej3h7cJMl4vN8fY//Q5aDLTEeavHRrr/6EN27qH\nXT90Nmzrgof0CVn0ae+iEpIAhcK0v5/A+YW2A7TzWP0/t+F+FLSt+7yhjbQhzeeu3ODKezYRIMTy\n8wnJo/+8Fn4ePXrF1bZRbc79CddNkUyOj7/IvT5/u7D3j99f//+mK0EZFa+tldq+fTgAIPKk1mYY\nHtzSsE2zXpj8vxmO5/0/6v+/R73dD0P7dMekBcJ5Mx31fNokjoIQ8g+Ajyml8brthgC2AmgF7ZDm\nbwCCxhJCCM16kcETjF2sJTz1YJdCc4bHPEs/Yaz77PRCbMk0Z+rBi98wGT7q+4nFAIhNAQTCzwvl\n9SjCYi22QptJPAg7PbB2KTl/n6U4cOoh+BmLOPVgv9Oi/M+x3j5lrZZFjqOw9vkErHeP9gKwCkBZ\nAAcIIQmU0i6U0kRCyE8AEqH1iY0uyOPh8vAqZzu/nLFYC8k1KgOTgCtWHlY58IKH2H8Qzj+Y2IPI\nPtj8ObVIPgXBc3COt6x2hyj8f2w2P6dYfRHGxsD+YyrduHYiQVdiEY1rxL2Y2fdNHl42bwejKEzd\nreZl4l+HrU9iMYwMrAsZ4CoHds0KpyYMX7xMEUUhgND9shRbPp9WpcKjlO6llFajlHpQSitRSrsw\n+xZSSmtTShsUGEMhEeScmVr0Q19nIwVbiRRkKCq2fD7lnJkyMjIFIpm1HurLMdw3VcZkqJp0xh4g\nMmzjuO34S7U15tdcWLpGgD+spGLTErYf61YVWxIvkiZPEP5QXCCZDt9ew4nMZG0UGWm8foWfYrDX\n5c/ZOcvJxcoNMv04S9M9zS8fBwD104fMDt79E4re5U9RmH5sYh2TdUNu5iOF1U8fcfpZavMQhLmu\nW+s35ZKCMjIy0kZWFAxSqLkpBRuFM2IHzCEFOaQQWyMFJLN6lJ8NW+ElYOEWc7mxw3f+Emd2OGvh\nMmbWc0D53gtLc2aysENiscpgYh4VkYrtlFl0xfFsiE1zipc1vs+feliwcIsPZ7rGOx/XrchksTLJ\n9qXbx8thyvdeUI53hMnWLeYCZY/nnY/N8KV3sZJiXoKucACce8R3y1oqh+CpeVnRnYk8omCQ13ro\nZBCp+elI9AFOzkQfpPeqIysKGRmZApEVBYNso9DJIAHbACCNtR76cOxXHcnYKPhVuVxTBArU8ubs\ngisZ+fNyZg5LFALp6ZQKbgZoAZdqobCwSrn+cxAl7ysRC53m71OZt0soylfnXksgPF7viqTqfNC8\nPCg8mHk/c89M0gcKJa7hfTdssh/OfJ43l9fbfKhGzXXz8tzGotXLioCJe1P/nm85M711MjH3nHXX\nAoD6cYpV8lhr47Al8oiCQQqZp6VgH5CCnQSQhhxSsJNIAVlRyMjIFIhkph6c3IMA8srVNrxWZcYb\nXvPjSDlDU3ZRlIXRkuxwNvJ0AsKa1jd2ZIezFhbSLTK680edTTQsdzYHZ9gvFt3ITq+ynnN3unsx\nHU3Poc9VaVKYR4dJ5KiAHKJFiCwo8sPPmcnv54gwxaiziaKjCnYKxYkOtQHEw7riRLZEHlHIyMgU\niGTWemRlcoNfSH6O4bXqFjOiEFubwalXIVI3glmqzv915ARZsUFVfIObrUcULCIGTEtrY7DnUJYq\nz9lFBEYUeXe4S/0FDcViIxkb1+Sw9BzOQlG8tOG1LdbKsKgqG2ujKmu3kut6AIAih7voSvX4puG1\nhlNERzhSsSgFdigvIpSjHIRyUIKvlEQGZkKJXERzWIgMy9kIU41ISQJGkfGt75wIxGJM3UueYmCj\nHa0uBsRDXOGb96KIncNZSoON7lRV9OXuZJLm5qca64iyC/EAroJhSwaovbkK3pnIUw8GKcT1SyF2\nQDJxFBKQQwrfhxSQFYWMjEyByIqCQZ/s1KkySMBvL4VYDkAackjh+5AC0rFR3OCGynJm8OzcXmz1\nqFJkdaZY0hiBa7GWoyKbfIuQ8FbUuCcmO6f2hmU2FEpE9uWbdyOLyccmlxHLISmGqFtV6BhH2isE\ncndSXllMKIyPl7JqXcNrwnNJs4WxNe7M/XPnRno6E3lEwSDbKHQySMA2AEhk3YsEvg8pICsKGRmZ\nApFMHEVe3AHhDiJp2tlhJqeEm4Up9E1KBQq4R/nJXzRsXEURFoyZLKyycLgsmIMT4CakEYntUDIJ\nUYibMW9kfspN4QuL5Splck8WdbphS2w99eAnpGEXgnFS91eswenHmYpojBXJqRs34pKySXdUzLWY\nkqHu3iXlnJkyMjLSRlYUDJLIRyGBObFso2BkkMD3IQUk4/UQha0C5cGt2sTPjSn0vtBUhDNEV7lw\nczrkmznAcH6Bitv8xWgC05IiD4/FKowJeTpEPEA0zxgqr4/EJEoXTlQmYCavJbuPrcImUulcyJsh\nWBpQoXRaxKUhZ6bK1SStP5tnlJ2GaFy9OP04uT5cjf+31J039VBI/zG0akRBCFlMCEkihCQQQn4m\nhBRn9k0nhFzV7e9kvaj2JzxQAvkoJOC3F1u96kjke2Edtnw+rZ16HATQiFLqB+AqgOk6IRoC6A+g\nAYAuAL4mhDjNECMj84pis+fT2tqjhyg1jK9OQFs+HQDeALCDUppPKb2pEzLQmms5gshTEqg9KoE5\ncVS8NOptyvfCOmz5fNpycvQugO2611UAHGf23dO9J4jYHJij6nj9hI7jV74mYtGd+j5K7pyYY9cQ\nm6MzdgnTWhuFhBDxaE61QPQlH4GK4ABAeNW5hc8hEKUqkNCmIKSwLFwUM25PStXQZHJdvsoSxlWd\nJtGYLEzUK/UwrtItyCaRlpaGVatW4eq1a/Bwd8flK1csEr8ArHo+C1QUhJC/AVRg34L2/38GpXS/\nrs8MAHmU0u1MHz6iz0xU/AWEBTQxvAZg3NZFTOrXYuh/+fU2BXPbRKk01GTQZ1K2ZJvmZhuqmof5\nNTJeX6M2XD8q7jyoWm2Yv+orXoc1123rfoUE95+5CGg0hrUMei9DWPNGCGveiLPN3w8YvQHh+vuj\n++XVz+mjziYCSiUjD/d+Cn3+0NqVoScq/iLCWjY1Hq+hzOcpQD6hbb8GwvJKYVtX14X9vsKaNzb5\n/iJP/K+9cw+So7rO+O/srtCuBCutkHgZ9AjERCBkIYQt22Xtgh0bbDAPJ8FUURbgykNyjCUeKavi\nKgyViiObh8shlFMpTIEt1hhjAuXIccBidwvM7ur9BAxSzMMisowlhB6stLs3f3TvzL135t7pnemZ\naaH7VW1td8/te8/0dJ8+59xzv7Mmun7z50Xtf90HwIJPfCLaf743av/x+bn94ZYJtC+IPu/p6Yna\nL1iQ21dKMX78ePr6+3nggQc48cQTufHGGzl08CAzZ86kry8aw0atns+KE65EZCHwN8DFSqmB+NjX\nAaWUWh7v/zdwu1Kq6LcVEXW4/0n3GPrbsSXZ29B+iyaFHsE3aecsSyZhYpbTUiqT1TsxcY0+e2Nd\nC5vIZgQFrNEO/oxyLYo0mLKrioT3TOOpZ+a21XH5gsU+62L4+PxMiWpoYseOHaxbv54Tjj+ewcFB\nvnPXXezevZuLL7qIOXPmcN111zF2bL5Qd8u4cWUlXKXxfEKFroeIXAL8A7BgRIgYTwErROReIpPm\nLKC/3HGMh80imjGzETXT8bAna9FxQ3T1rcu9daNzktH1+5SSYbInUA7d67bm3ryRDDZhjudmdk2d\n2nyfg24FCLE1ccEsd+kC34I7H5IS94zIUYKv0uhaI4Oxq57ryn/onbdz23bGZbHv271uS86SyPXx\n1vbctl72b9gimtGJZ0bcjRd6e/n28uWsX7+ej8yfz5tvvglKsfTmm7nqyitpTNE9S/P5rDRG8a/A\nccDTcdC0Vym1WCm1TUR+AmwDjgCLVRZyxQMC6oSBgQEWf+UrPP/889xy8810dnbS3Nxc+sTKkNrz\nmZm1Hj7Xw2jrK7ib8G3rswAMl0JfV2ElUhlv5YRUeIkLCrno80rBYVHY16xhwolF5Rh+1+J81OC1\nhspxo1J2Q6plUZRCEotiw8aN3LbsG0yaNIkHf/ADWlpaGC3KdT3SQnZTwpI+LHqW4YD249qRfm1b\n6RmXPn4HD+W/S9kU3GCV8lskrDTmQ2G18OIPgTf2UI4c5booCWEsAvTIrhMmN2gzPjLW/UZPurhN\nVzy0nQFAz697UUqx90gD37nrLnbu3MmiRYv42k03pepa1BJhrYeGrv719RYhF2GvrwwZWetxFOZR\nHDhwkOsXL+GO5fewaPFibr3lFl7cto2bly49apUEZNmiCAg4CnH3v/07g4ODPNfbz7333MPll19e\nb5FSQXZjFA7XoyBG4YLterho8nwLpuwZlgTw+/IJfeCktH1lolGPUWjwVrpKSMHnPceI0VQeozBi\nDHodE+v7uWIvabgehls8fQ7z//wyFt34JVY+vYofdv4kNSsixChi+EoA+nx7l+IoqASt3VR6f3as\nwfB19c/sG9vxMNu/ZNLMUaN/37gJpxh9uR06WY06lALRjN5/ynEIHfYqTkPxavU1BrVtwLqeefka\nLUWhl/BrNEoFFlY5z+GMPAHwcMsEzp45k6GmZjo7O1FHsathI8QoNIxkKNYTWVhbEGIUeYz2nmge\n28yBA6O3RLOOoCgCAlLCwMAAz6xaxUUd7fUWJXVkJkYx8Nyj7gY+shYj3uCJZTjaFQylpYj7MhgN\nynqP25QUSeftvUjo9zdOzq/p0MvZ2YufDPr/Jnd6cmLZk8YoXIv2rLwH5+9ju1pGlfu8a1lQk1Vz\nyQzSGduNHZfP2Rickk/n/sfb7+DVV1+l85FHSJtVod4ximBRBASkhGdXrWLJkiWpK4ksICgKDZng\nzIxXetZVhgzkckA2YiWjiVFs37GDtokTSzc8ChEURUBASrj11lu59bbb6i1GVZCdGEVPp7uBjyhW\n78cTh3CR4crYFqudRjbiiz3o+RZDHt/blS5tHRdfbkeC/gr69MQAGtumFB2rYJm5C76yjh4kXuui\noemU6flT9v3R7E+nBEi4uteMV3im5LWpWHs5v2rLx3iGJp6e2z50eJDpM2bQ19fHtKlTnX2XgxCj\nCAh4n6C5uZmlS5awdMkSsvACThNBUWjIxFqPLNQ/zUAuB2QjRjGauNXy5cuZOm0av33tNX72xBNV\nlKr2yE5mplUh21gyrtf1sMu7aaakXuavwc7iM/rWpvr0TMyhI+5ShL7l7eT78L5HPNmSuf7SWnGp\nuQcNFiuYGpN3t4zK2iPnNES8nS7TvMHOKnVlxxa4V7pb55ScxhOigGDD8a2mu+FzLxJOfyctBan2\nR7/p8KH9heUftVooDQf35La3b9/OHXfeiVKK+++/ny9cfbWz/6MNmYlRvPfsj8xjLkVhF2NxKYpx\nJieB2bdeE9K6WZocn3mXo2uKwlJ4JCTodbNTJVcULj/dVhSMb8tt6opi6O2dZn8uRWHzOIxSHl/f\nkFcUkJyO0BTQrShKsXsV7W5cq7EvbRoHxfhJALy1axfTzouIrNva2tizZw+HDlqp5BWg3jGKzFgU\nAQFHM045KZ+89ciKFRw+XCavaEaRGUVRwE6lvYl19iLfefoiH9+bXScy0d8+3as35piYwU9ea1S0\n1qwQ3Q0B0xUxOD0d5fW612zKsX1XAiO6b7t1+o5WZXvknJwMSe+OhMxahuvVrF0z67cfuTbdazbl\nmLyhBCmQ/n1TXJjWvW6rIUM0rDbu2MhaE+DBB/6DG77818ya+WdMmTJ59KUaMowQzAwISAnXXnMN\n137xGm6/4856i5I6MhOjKFjrUYZFocMbK9Dh8WedHBZYFoXet0XJpsthFBdyWBQFKDNG4cobAcwi\nu0N5eYd1Wjfcb2bvOhofXEvzHRaFfY43VyKhRVFOjMKGcT+eNCO3OdR6Cvv27eP8eR/myZ89zrmz\nP1Tk7PJQ7xhFsCgCAlJEa2srH/vofDZtqX8qfprITozCWp1YwJDsgPPNnHSGQbMGutdsot1V0bwg\n4u7oz/4eOGZEHNmNBTGKUTBciestbfcxkOdLMGIocYyna/UGOi6cY5Qv9JEd69mtiRnOBw7lt7VM\nR4CGWL6u3rW0zz4r/4H9WzusjaRFmOx7rljmaLEYhb7itqklzwo23BzNtJ195gy2ba5/PkyaCBZF\nQEDKuOKyS3loRSc/ffzxeouSGjITozjca2ayJbUonCgnZwHMSLqPyizp2gxfjoWOlOtceC0Kl7ye\n+Eo1LQomn2GKp1s8B9/Jb6dgUXgLSpezFmVKvravzk2xactWLv7cVWzbupXJkycXO3VUqHeMotKS\ngncCVwDDwC7geqXU/8WffQ+4FDgQH9/g7asg28/BDempZp6YeDfhTaB8D4e+o5v8VjtlfObmlkys\nrssgfLEher1MvbK2Mvtu0AKdel1NOXLIaKdneurTrQXj6vLpi/EOm/0ZcujuQcIAsH/Bnfv6GQHR\nRCOZfJpNjfl7eO5pJ3DOOefQ3dNTtwzNNJ/PSl2PbyulPqSUOh/4L+D2WIjPAmcqpf4U+Fvg+xWO\nUxNkYp1FBjgxRqp11xtdvWvrLUJF3Bx3fPObLFu2jP3796co0aiQ2vNZkaJQSulXYDyR5gL4PPBw\n3KYPmCAiJxMQcAyhvb2defPm8dDDD9dl/DSfz4pnPUTkn4AvAXuBi+LDHwDe0Jr9Lj62yy2Jh75e\nQ5pZdzba58321KiwXAo9P0Kf2bBnPVz5FnZeRtxHx/y5fn6L0dQiLSIDgBKtD93Mj493fDRas6Ca\niseJDFfDwvBYrWSftRZDtHFFc1EMeQw5LoTB/AIsZX93PZ7kWWSWuE6sLkL8v2NeiVwIrb/hvSat\nf9PYHZw2sQXZ76H7rzLSej5LXjUReVpENml/m+P/lwMopb6hlJoKrAC+OnJaka68bp9ucnev3mi4\nAd1rNpn7azcblHEF+3b7NPZt+bT9rtUb6Fqdd/G6+tcbS9a7+tYZlGoFn/evN863+y+Qx/68yL4h\njz1+7xrDvUh7v/uFfrpf6Pe0X1tCnrWG22HLX/T7e++XLcbS+ZL3z9rNVnv7/BL9aeMfem+A/339\nd/T09OQ+7+npGfW+C7V6PlOb9RCRqcDPlVKzReT7wLNKqUfjz14C2pVSRTWWiKgjG35pHnRZFJ5i\ntImDmQ5411l4ovnG7IhtUehLq32ByPh7da3eQPvc8/LHy7QodJkK2KtdFkH8Ju/qXUPH/HnuzpX7\ne6gxY/Pd2RaFHujULQrLchlp19W7lo55s/Kn+Cq3eVajlmNR5PJa1m6h/YJZ7nY+5veTp/PwY0+y\n8lfd/Oix/0w2rgOVznpU8nxChTEKEdGyYbgCeCneforI3EFE5gN7fUIEBLxf8ZmOj7PquV527669\n+5Hm81mRRSEiPwU+SBQkeQ34O6XUW/Fn9wGXEE2/3KCUctIZi4g6su4X5sGEOf7OPj1z5F7Lowyr\nxMhZ8FgUpjwebk0XH6c9ri/PQ1/RasdXWvL8Cnp8oOGgWaPT4KRMyAsqel2UCWZ8TLRpUJ0Hw5ii\nBafFoq9LAbOmqM/SrCa891JshX71n+9j7Kl/wr9861tlj1OORZHW8wkZSrgKiiIoivyB95eieGv3\n28y55u/p6+3l9NNPd7f3oN4JVyGFW0MW8ii6+r15L7WRIQM1WCEb+Rxp1Fk5dcqJLFy4kHu/+90U\nJKoPMrMozJdxWQ682XmjkCOHgjRoh471ZFwatPHWaYa8nuro3nIFzcfn+9Pe3rb1onM+Gm/2OOin\nhob8pQps6FPAOinQH94wmunWBk1a0NOyFNRATCE3cND4rCDoqRMB2WX/9HbGFHVlZQ3BfS+JVR1d\nTcxT5n3h6qtYtGhxZC3Z08FHAbLjeqz5uXEs7XyJSmdEfIrCx1thPPT6zElS/scCVqfRK4qCdloK\nt1Fjc8DieExau8SVbm89bA0ORWG7Groc+oxNQV7H/jx/xvABq26qhiwoindbTuaU0z7A27t/T9MY\ndx1XF4LrERBwDGDP3r20tp5Aoy+ulGFkxvUo14Ko2FLQMCq+Sv1tVMaPX+AOxG+9rr51tF/o4MQA\ni0vDskrec6wpsK+R/gYfKrRkuvo30GHxchjsXG7p/FT5Rh5EfrugEldsvdgcprAv2bjWtU3M1l3E\nwuheu5mLLvmceVAvQqxZ5GItiDsyaXpue9uvVnHuubNSvV9riWBRBATUAPvefZfW1tbSDTOKoCg0\npMF+XSk6PjK33iIUWBP1gmlN1EmGC84r3cgDpRTbtm1j5cqVTJwwISWpao/MBDPrLUNAQMbxmlJq\ner0Gz4SiCAgIyDaC6xEQEFASQVEEBASURFAUAQEBJXFMKgoR+aCIrBeRdfH/d0TkJhFpE5H/EZGX\nReSXIlLVMLWILBWRLTHRyAoROU5EpotIbyxDp4hUPddFRL4WE55sFpGb4mNVvRYi8oCI7BKRTdox\n55gi8j0ReUVENohIatMyDjn+Iv5dhkRkrtV+WSzHiyLy6bTkyDqOSUWhlPqNUup8pdRc4AKi7J8n\ngK8DzyilzgZWAcuqJYOInEbEODRXKTWbKPntWmA5cHcsw17gy9WSIZbj3HiMecAc4LKYx6Da1+JB\n4DPWsaJjisilVI+suZgcm4GrgG79oIjMBP4KmEnEYH2/iNQtrbqWOCYVhYVPAduVUm8QkXs8FB9/\nCLiyymM3AuNjq6EF2EnEazhSOeYhohu2mpgJ9CqlBpRSQ0BPPObnqeK1UEo9B+yxDtvX/wrteFXI\nmovJoZR6WSn1CoVr8q4AfqyUGlRK/RZ4BfhwGnJkHUFRwDXAI/H2ySNMP3H9gynVGlQptRO4wcS7\nNgAAAcBJREFUG3idiNz0HWAdEdvQSC7xm8BpxXtIDVuABbHZPw74LHAGNbwWGk6yxjwpPu4ig601\nsiJHzXFMKwoRGUP05nwsPlSzpBIRmUj0hppGpAzGE5mzNqoqk1LqJSJ35xlgJbAB8HBa1wWjJoOt\nErIiR81xTCsKogdzrVLqD/H+rhGTVkROAX7vPLNyfArYoZT6Y2zyPwF8DJgoeV7704nckapCKfWg\nUuoCpVQHkRn+G2p7LUbgGvNNIitnBDW5LkWQFTlqjmNdUVwLdGr7TwHXx9sLgSerOPbrwHwRaY4D\nYp8EtgLPAn9ZIxkAEJEp8f+pRPGJTmpzLQTzLa2Peb02ZrXJmm057M90+b4Yz07NAM4C+ouf9j6D\nUuqY/CMKHu4GTtCOTSIywV8GngYmVlmG24EXgU1EwbsxwAygj+it/igwpgbXoocoVrEe6KjFtSCK\nC+0EBoiU5g1Am2tM4D7gVWAj0UxRNeW4kigWcQh4C/iF1n5ZLMeLwKfrfR/X6i+s9QgICCiJY931\nCAgISICgKAICAkoiKIqAgICSCIoiICCgJIKiCAgIKImgKAICAkoiKIqAgICSCIoiICCgJP4fJcel\noWF1+rYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f58f04b9048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=200))\n",
"plt.pcolormesh(depthavg_temp.lon,depthavg_temp.lat,depthavg_temp,transform=ccrs.PlateCarree(),vmin=-8,vmax=8,cmap=plt.cm.RdBu_r)\n",
"ax.gridlines(draw_labels=True)\n",
"ax.coastlines()\n",
"ax.set_extent((60,120,-30,30))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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