{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Tracers on Horizontal Planes (Depth Slices)\n", "\n", "This notebook contains discussion, examples, and best practices for plotting tracer variable (e.g. temperature, salinity, sea surface height) results from NEMO as colour meshes. It extends the discussion of horizontal slice visualizations in the [Plotting Bathymetry Colour Meshes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Bathymetry%20Colour%20Meshes) notebook with plotting of slices at selected depths and time steps of variables like temperature and salinity that are calculated on the 3D grid.\n", "Topics include:\n", "\n", "* Reading tracer variable values from NEMO `*grid_T.nc` results files\n", "* Plotting sea surface height fields at selected times\n", "* Approximate land areas masks for tracer field plots\n", "* Using slices to zoom in on domain regions\n", "* Plotting contour bands and lines\n", "* Plotting temperature fields at selected depths\n", "* Adding contour lines to colour mesh plots\n", "* Anomaly plots\n", "* Plotting salinity fields with various colour scales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As always,\n", "we'll start with our imports,\n", "and activation of the Matplotlib `inline` backend\n", "so that our plots will appear below the cells that create them." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "from salishsea_tools import (\n", " nc_tools,\n", " viz_tools,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO `grid_T` Results Files\n", "\n", "In NEMO,\n", "scalar quantities like temperature,\n", "salinity, are referred to as tracers.\n", "They and sea surface height (pressure) are stored at the tracer grid point locations of an\n", "[Akawara C grid](http://clouds.eos.ubc.ca/~phil/numeric/labs/lab7/lab7.pdf#section.7)\n", "which NEMO calls the T-grid.\n", "\n", "The results files that contain the scalar values for a run have names like:\n", "```bash\n", " SalishSea_1h_20021026_20021026_grid_T.nc\n", "``` \n", "where:\n", "\n", "* The `SalishSea` part comes from the \"experience name\" variable `cn_exp`\n", "in the `&namrun` namelist\n", "* The `1h` indicates both the time interval of the results in the file\n", "and the time period over which the values are averaged.\n", "In the example above the values are hourly averages that are reported hourly.\n", "The time interval for a given run is specified in the `iodef.xml` file\n", "that is used for the run.\n", "* The date parts,\n", "`20021026` twice in the example above,\n", "are the start and end dates of the run.\n", "* The `grid_T` part indicates that the file contains T-grid variable results.\n", "The particular variables stored for a given run are specified in the `iodef.xml`\n", "file that is used for the run.\n", "\n", "So,\n", "the results file above contains hourly averaged values of T-grid variables\n", "for the single day run for 2002-10-26." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use a results file from one of the spin-up runs that are stored in\n", "the `/results/SalishSea/spin-up/2002/` directory.\n", "Let's load the file into a netCDF dataset object and look at its dimensions:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tracers = nc.Dataset('/results/SalishSea/spin-up/2002/26oct/SalishSea_1h_20021026_20021026_grid_T.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ": name = 'x', size = 398\n", "\n", ": name = 'y', size = 898\n", "\n", ": name = 'deptht', size = 40\n", "\n", " (unlimited): name = 'time_counter', size = 24\n", "\n", ": name = 'tbnds', size = 2\n", "\n" ] } ], "source": [ "nc_tools.show_dimensions(tracers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is the case for most NEMO results files,\n", "the dataset has:\n", "\n", "* The 2 lateral dimensions that are the same as those of the bathymetry file\n", "(see the [Exploring netCDF Files.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Exploring%20netCDF%20Files.ipynb) notebook);\n", "`x` and `y` with sizes 398 and 898,\n", "respectively.\n", "* A depth levels dimension that NEMO calls `deptht` with a size of 40.\n", "* A time dimension that NEMO calls `time_counter`.\n", "It is marked as unlimited meaning that it is the dimension along which the file\n", "grows as NEMO calculates results.\n", "Its size in this dataset is 24 because the file contains 1 day's hourly results.\n", "* A time counter bounds dimension called `tbnds` with a size of 2 that provides\n", "information about the time intervals in the `time_counter` dimension." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the variables in the dataset:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "odict_keys(['nav_lon', 'nav_lat', 'deptht', 'time_counter', 'time_counter_bnds', 'sossheig', 'votemper', 'vosaline', 'rain_rate', 'snow_rate'])\n" ] } ], "source": [ "nc_tools.show_variables(tracers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first 5 variables correspond to the dataset's dimensions:\n", "\n", "* `nav_lon` and `nav_lat` contain the longitudes and latitudes of lateral grid points\n", "(as we saw in the [Exploring netCDF Files.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Exploring%20netCDF%20Files.ipynb) notebook)\n", "* `deptht` contains the depths of the vertical grid layers\n", "* `time_counter` contains the model time values at the centre of each of the output intervals\n", "* `time_counter_bnds` contains the start and end times of each of the intervals in `time_counter`\n", "\n", "The remaining variables are calculated values from NEMO.\n", "Their names come from NEMO's (sometimes cryptic) \"doctor\" naming scheme:\n", "\n", "* `sossheig` is the sea surface height field which has 2 spatial dimensions\n", "(`y` and `x`)\n", "* `votemper` is the temperature field which has 3 spatial dimensions\n", "(`y`, `x`, and `deptht`)\n", "* `vosaline` is the salinity field with the same 3 spatial dimensions\n", "* `rain_rate` is the liquid precipitation rate field (2 spatial dimensions)\n", "* `snow_rate` is the solid precipitation rate field (also 2 spatial dimensions).\n", "In the Salish Sea NEMO model all precipitation is constrained to be liquid,\n", "so the `snow_rate` values are always zero." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking a deeper look at the attributes and values of the `time_counter` and `time_counter_bnds` variables:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float64 time_counter(time_counter)\n", " axis: T\n", " standard_name: time\n", " units: seconds since 2002-10-26 00:00:00\n", " calendar: gregorian\n", " title: Time\n", " long_name: Time axis\n", " time_origin: 2002-OCT-26 00:00:00\n", " bounds: time_counter_bnds\n", "unlimited dimensions: time_counter\n", "current shape = (24,)\n", "filling off\n", "\n" ] }, { "data": { "text/plain": [ "array([ 1800., 5400., 9000., 12600., 16200., 19800., 23400.,\n", " 27000., 30600., 34200., 37800., 41400., 45000., 48600.,\n", " 52200., 55800., 59400., 63000., 66600., 70200., 73800.,\n", " 77400., 81000., 84600.])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc_tools.show_variable_attrs(tracers, 'time_counter')\n", "tracers.variables['time_counter'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time values are measured in seconds since the date/time at which\n", "the run started,\n", "in this case midnight UTC on 2002-10-26.\n", "The values are the midpoints of the output intervals\n", "(1 hour in this case) because the calculated variable values in the output\n", "are averaged over the output interval.\n", "\n", "Note that NEMO runs always start at midnight UTC on the date given in the\n", "`&namrun` namelist.\n", "It is coincidental that we are looking at a 2002-10-26 results file\n", "from the first day of a series of spin-up runs;\n", "spin-up runs for later dates also count time from midnight UTC on 2002-10-26,\n", "not from the beginning of the run period." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float64 time_counter_bnds(time_counter, tbnds)\n", "unlimited dimensions: time_counter\n", "current shape = (24, 2)\n", "filling off\n", "\n" ] }, { "data": { "text/plain": [ "array([[ 0., 3600.],\n", " [ 3600., 7200.],\n", " [ 7200., 10800.],\n", " [ 10800., 14400.],\n", " [ 14400., 18000.],\n", " [ 18000., 21600.],\n", " [ 21600., 25200.],\n", " [ 25200., 28800.],\n", " [ 28800., 32400.],\n", " [ 32400., 36000.],\n", " [ 36000., 39600.],\n", " [ 39600., 43200.],\n", " [ 43200., 46800.],\n", " [ 46800., 50400.],\n", " [ 50400., 54000.],\n", " [ 54000., 57600.],\n", " [ 57600., 61200.],\n", " [ 61200., 64800.],\n", " [ 64800., 68400.],\n", " [ 68400., 72000.],\n", " [ 72000., 75600.],\n", " [ 75600., 79200.],\n", " [ 79200., 82800.],\n", " [ 82800., 86400.]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc_tools.show_variable_attrs(tracers, 'time_counter_bnds')\n", "tracers.variables['time_counter_bnds'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `time_counter_bnds` values are the start and end times of the output intervals.\n", "Although the variable attributes don't say so,\n", "it is evident that the values have the same units as the time values:\n", "seconds since midnight UTC on 2002-10-26." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're going to use the `time_counter` variable values below to label plots,\n", "so let's alias it as `timesteps`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "timesteps = tracers.variables['time_counter']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Sea Surface Height Fields and Time Slicing\n", "\n", "Looking at the attributes of the `sossheig` variable:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float32 sossheig(time_counter, y, x)\n", " units: m\n", " standard_name: sea surface height\n", " _FillValue: 9.96921e+36\n", " long_name: sea surface height\n", " online_operation: ave(X)\n", " interval_operation: 10.0\n", " interval_write: 3600.0\n", " coordinates: time_counter nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (24, 898, 398)\n", "filling off\n", "\n" ] } ], "source": [ "nc_tools.show_variable_attrs(tracers, 'sossheig')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`sossheig` is a 3-dimensional array.\n", "Its axes,\n", "`(time_counter, y, x)`,\n", "reflect the netCDF CF1.6 conventional ordering,\n", "`(t, z, y, x)`,\n", "with `z` excluded because there are not depth values.\n", "In particular,\n", "netCDF requires that the unlimited dimension be the leftmost one.\n", "\n", "The shape is `(24, 898, 398)`;\n", "i.e. 24 hours,\n", "898 y-direction values,\n", "and 398 x-direction values.\n", "\n", "The `units`,\n", "`standard_name`,\n", "and `long_name` attributes are self-explatory.\n", "\n", "`online_operation: ave(X)` tells us that the values are averaged\n", "over the output interval.\n", "`interval_write: 3600.0` tells us that the output interval is\n", "3600 s = 1 hr.\n", "`interval_operation: 10.0` tells us that the time step for the \n", "calculation of the values that are averaged is 10 s.\n", "\n", "The `_FillValue: 9.96921e+36` and `filling off` attribute values are clues\n", "that the sea surface height values are not masked\n", "(as we will see in a moment in a plot).\n", "In constrast to the bathymetry data file which contains metadata to\n", "automatically mask out land areas,\n", "we have to explicitly create land masks for NEMO output variables.\n", "\n", "Let's alias that variable as `ssh` to save on keystrokes:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ssh = tracers.variables['sossheig']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can obtain the sea surface height field over the entire domain\n", "at a given time step by slicing on the first axis\n", "(remember that Python uses zero-based indexing):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(898, 398)\n" ] }, { "data": { "text/plain": [ "array([[ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " ..., \n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(ssh[0].shape)\n", "ssh[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also slice on the 2nd and 3rd axes to obtain the field values\n", "over part of the domain:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(75, 50)\n" ] }, { "data": { "text/plain": [ "array([[ 0. , 0. , 0. , ..., 0. ,\n", " 0. , 0. ],\n", " [ 0. , 0. , 0. , ..., 0. ,\n", " 0. , 0. ],\n", " [ 0. , 0. , 0. , ..., 0. ,\n", " 0. , 0. ],\n", " ..., \n", " [-1.32869375, -1.324965 , -1.32320511, ..., 0. ,\n", " 0. , 0. ],\n", " [-1.32933927, -1.32603157, -1.32355893, ..., 0. ,\n", " 0. , 0. ],\n", " [-1.32961977, -1.32633412, -1.32388937, ..., 0. ,\n", " 0. , 0. ]], dtype=float32)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ssh_part = ssh[5, 250:325, 100:150]\n", "print(ssh_part.shape)\n", "ssh_part" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot a colour mesh of ssh at the first time step:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KG7xunltrZYDaK8aSAvg94PnAc4BrkifU1lSZHfUvZjrslfXf6v9aAsOjNITHlBBEKm8U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\nVJO8i8sx1Sv9bihQVUIHoLxAhVaTF6gNVBNDY4S0925iwZxN8WrwHBM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "mesh = ax.pcolormesh(ssh[0])\n", "fig.colorbar(mesh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As noted above,\n", "the values in NEMO results files are generally not masked like\n", "our bathymetry data.\n", "The land areas have zero as their value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding an Approximate Land Mask\n", "\n", "We can quickly create an approximate land mask for tracer variables\n", "by creating a\n", "[NumPy Masked Array](http://docs.scipy.org/doc/numpy/reference/maskedarray.html)\n", "object with the zero values masked:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ssh0 = np.ma.masked_values(ssh[0], 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note,\n", "however,\n", "that creating the land mask that way will create land-like artifacts\n", "at grid points where the sea surface height happens to be\n", "within `np.ma.masked_values()`'s default absolute tolerance ($10^{-8}$) of zero.\n", "To be rigourously accurate for things like publication plots the land mask from\n", "the bathymetry data should be used.\n", "\n", "That said,\n", "the quick land mask is adequate for most purposes\n", "and certainly improves the appearance of our plot:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2dlLdZSYaZ4TJWlZutEMiWI3tarKvrEzPmICmbauPsH36R8yxxCzLzHOQbUw3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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "mesh = ax.pcolormesh(ssh0)\n", "fig.colorbar(mesh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the same plotting techniques that we used for bathymetry in the\n", "[Plotting Bathymetry Colour Meshes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Bathymetry%20Colour%20Meshes.ipynb)\n", "notebook to set a colour for the land mask,\n", "tune the axes limits to remove white bands at the left and top edges,\n", "and add titles to the axes:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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D4swMm+/wopiJHyvdFRPwEkeEVSZCHb4rPYprZ/WzGEHLYy0utTjWwcdv+wxt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(ssh0, cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "plt.axis((0, ssh0.shape[1], 0, ssh0.shape[0]))\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=ssh.long_name.title(), units=ssh.units))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the results from several time steps side by side takes just a little bit more work\n", "with the help of a couple of argument changes in `plt.subplots()`,\n", "a loop,\n", "and the Python built-in function `zip()`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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r1Tzc3arHWWYemF/CaGk7SiUD06OjMFDCNMZwqn0sFmA7FmIHFmJ7\nJUMjfHJ4SvHA9t83aQ3vVDJgmEf4YWreAwUc/BanoZe1pqKwnqua849tiYHK4Mzc7sBbWD3GfK6x\nGDbvd6p2Un/QF6x7p3Eglwq0dWRAKCOHaYzicftHKCOHZUUbG+w7UA7SqaIiM06cht7YZt5Wva+w\njwX2BHYUqylo+x/r+LY0ak/LgHmQJlR1mxfmtSYoakc6gLauI/ixZYUZxMzXqivMGXRl6hugmtuq\ndW2Vg4JNu4X7DUzvHIORKyOXK2N6nh8qHM7pOo1RjGEKUxjDKKZRhoEPFRd15/oIIYNLJL/VXOnU\nm74EJBKt4Xk0T6q53anP72/0Sxgnmjso9EQIGT6ihZf8XNXRymtxhMKzjFzF63p48fjE59P7WGRf\n4l9BuYxSaR6AXcHrQZBeKE6rHdSuJ4jMI6TXsDhTVqh70KbntSZLRI3Pj63F+kXenwJn2UR9kabw\nidtOACUBdo6iXDKw/mffxC+LN6EU5GLcULwHpaAIU2iYzy1OJ32npBNYMp0MCrn69bjc1ujcrWHx\npqSeVnN3rchS3BhRvxeMoN+lhUrVTO/Igp/nqt8vOcA7qQDvPfRApAZtHRkQwvzVRtWDdaqCtdqm\njBxWFI9reZ4p+ys1qVyhg6EUnLNsGCjncigZ/pC/nPPtqbfRt2/eE4UaO1gpxqQK8ObR1qVGGrau\ngb0TkXEReVhEHhWR82Nef7+I/CZY/kNEjtBe2xTs3yAi93blvc8CmvSsUOdyCEXrDiTxtrqTtaLV\nuiQPLIY/5U1QgNg9Y6Kiga1f5eG+ecKfGqcUnCbsa8cE8Fz9OW4r/qCyfn3xVwneFOkaTOIng4T2\nyxOtJtwICR7ueffXDqTMJUFlTM2L6j2vtckB3kwBJiLVgiN5W+Yz1Qqb3mHV/c2mxCEpQFtHBoRQ\nhCYpWKnnsYbtw7lcQzbba0MpCgOlSm7sqGbYjOInAPuKSh9hpNzWddV5Xfc/1qlMLxYWt/OeoJ3r\nOT2ydSIyD8CXALwNwNMA1ovID5VSD2vNXADHKaVeFpFxANcAODp4bReANUqpl3pzxc2hcM0c0QrC\nCQgKM1kfyvuhviOAe8UErCvzNf9h67t5YEGwUQKsX2vbYfjbTsDaPQgbDhZ3c4K8WUIISUJgk1Qn\nP9qBSTQPrYrVcMBl7lcVnuZipxoGVwbMEa34knYN5jYtj5UQQrqI7m3Vt9vhEbsIADBQwtLiKQCA\nZ+2bKv2FwtSvNZLDlP0VjGkiOGyz2L4YRrkMo1RiNfThYxWAx5RSTwKAiNwI4F0AKsJVKXW31v5u\nAEu0bUGGInQzcyEkRBet21HjCm2CdWreP6yMamRx2E24L/RITAHu6on6XNedkfVgsQ5sNccsSR2G\nz5EBQveyhkvSY8wjmsyzGvfd1kKMK6Fw0deC13WvK5kjaOvIgBCK1jDNSp8GJ759NUfVQBkP2rfF\nti3HCOCw3Vjx7yrb08VzG4YM738sbd2c07tQ4SUANmvbT6FWmEb5CICfaNsKwM9EZL2IfLSNd5gK\nNOkZwDopThhuR7wboITYsGG9aIgBWOflgb3g697QqxrOxzXf/+O+ORJe/GxQXVgBVinvt48O9Agh\npEPCSsI6jURrOefnuYZ/AVRtXLgOwDzE8b2uWvVg3WZ5WyMhcPMAE9XqwmY5uCZ6XQkhXeJx+0fQ\nDZHueW1FdPqb8LjH7R9hafGdNX3qLCp+yF8pfrLm2OniuZXtPU+4EOWcbkhJv3P708Dtz3SnLxE5\nHsCHAPyFtvutSqlnRGRv+AL2IaXUf3TnjO1DSZI5cmhcjCnMdQ1fDwSs0nbpQjO0S6F4bVHjyd23\nKmRdFeTDbg0WMrfwTiUDTFg0BABy5V11r9eIV6BWwEKbzkF/HX4bc7FTJ169US2HlVM9ZAvaOjLA\ntBKv5UiYL1At3JRDGZvttWiUHLnVvh6Li2fW9lf8VM32C+su6uSySRp0ydateZ2/hFy0oa7JFgBa\nCxwQ7KshKMh0DYBxPZ9VKfVM8Pc5EVkLP/R4zoQrQ4WzgsTt1P3+capT2xeEA7vfmoD75UCA7kA1\nVHgHqhWDd4IQQjJDrryrsugitlkIsbexAO/RQHSGptJAXfhvnceVEEJSJqmHtaSFEsf1UYKB5cUT\nsKxoV0J+/deqf0PPa1S0EhKwHsBSETlIREYBnAbgFr2BiLwOwPcAfEAp9YS2f6GI7B6s7wbgHQB+\n27Mrj4HPNjNLoyrCuoDVS3MC7q1a6G/cfIPhOoVr/8E7lQwJoXiN87z6DSKVhaMhwnFhxaR/oK0j\nA0RUvMZNe9OMuOlwqsWYqn9JH9IjW6eUKovI2QB+Ct9h+Q2l1EMicpb/sroGwKcB/CmAq0VEAMwo\npVYB2BfAWhFRwRXfoJT6aW+uPB56XDPHSLAs0NZrF3fymqBt7ajMGq/myrpXTMQXXNoBCtd+xEhh\nISQDROdrBWrDhXWva6VA00pt6hrd6xr+Db/jFEH9B20dGQL08N+QY4pH1QjbMgzcZ99ZeX1p8Z1a\noaf6hfQZadi6Bl8DpdSkUmqZUur1SqmJYN9XA9EKpdRHlVJ7KqVWKqVWBKIVSilPKfWmYN/h4bFz\nCYVrBqjxlFYIxWt9yTBr/ONauyaJq1HBGoQNu+fM+feOEDKEeA/Eh+0apXgBqxMK2NhpdHShqmVY\neL9nmDAhpPcsK9p1+/SCSzq5ILD4Tvu+OgFav+0btzC0OHx9/+J7Zn3NhPQDqQpXETlURDaIyP3B\n35dF5JMisoeI/FREHhGRooi8RjvGEZHHROQhEXlHmteXJdyf6GJSF6zxXtfaUOJ68Wp9NF+dDkfP\nc6W3tT/hFBFkQPDuL0CC8VtUrIYCNrpE0cWruVybHieS30r6ENo6MiAsL55Qt08Xr1EhG/pOgfhQ\n4o32upqc1qh4JX1G76bDGShSfYtKqUcBrAAAEZkHf+6gtQDyANYppf6XiJwPwAGQF5HlAN4L4I3w\nq16tE5HXK6VUmteZTRrluDZva43ngUUAxoIdZfiDuRFUpsEhhJCsEArTZoWY4sTrwW9xfAEczeOP\njOHMgxx4T9LzSgiZO4zAUJWRq8lLbeSF1fffY9+DUUwhV5cvW6op6rTJvgUHF0/u9qUTkil6GSp8\nAoAnlFKbAbwLwHXB/usAvDtYPxnAjUqpklJqE4DH4JddHnji53IF6r2r0f0xr+2AL1h1b+sMfG/r\nFGA5jc5FMgufypEBIZzLVcqoeF6Beu9qM49rQ3TPq+HP8Ur6DNo6MiBstNcBqM1jDQVsM29rHGGF\nYX/dqHhew+Vx+0exlYlJhqHHtSN6+RbfB+Dbwfq+SqlnAUAp9XsR2SfYvwTAXdoxW4J9pB0PbJjX\nClS9rbnI64QQMleEVc/hi1c99LcdoaqMBjOJhefgOI4QkgFyKNcJyzih2qpKcAkGcpE2/jFDoFgI\nQY88riIyAt+benOwKxr6O4ShwLW4t074I7CGo7A2+1sbVBUO527V53FtUs+JZBRW2iQDQqVAkyZQ\npbGjIRbdW1uZGicct0X/8rveX9DWkQFhefGEGnEael7DmVvboQyjMjVOveeVlYX7kh5WFR4kevWI\n5kQAv1JKPR9sPysi+yqlnhWR/QD8Idi/BcCB2nEHBPvq+MI311XWjz7CwtFHWt2/6l5jwA/rFXRF\nyrs3T8A6NV8dIO5Axftq/X0e7pdZXTht7v6Ni7sfcGffER+mDi0DaetCIp5XoEHV4BZ49xf8KXJy\nqJ3DmvdNz6CtI91goO0daj2vBkp1ntJW4nNF8ThssO+o9KF7X5uFGpPuQVs3t0gv6h6JyHcATCql\nrgu2LwXwolLq0qA40x5KqbA40w0AVsMPEf4ZgLriTCKi3MnBK7ZRyXMNbc9s/zVSW63YOj3oPwgf\ndq+lcO011rgDpVRbfnURUeoz3b8WuRhtXwvpLYNq68I81woxP+CNBKzunQ3bSFnzvCKY5zXM8Qfg\nbRy8zzDr9IOtE5FxAF+AH332DaXUpTFt1gC4Av5j3+eUUsd3/woJMLj2LqwGHBINGW5XvALA6uJq\nAMAG+w4AtXm0hxf5Fe0lWbJ1wOCP7VIPFRaRhfALM31f230pgLeLyCMA3gYgnAx3I4B/BbARwI8B\nfHyYKgpX5nMNbVYXvnbWSfmKIHa/MwH3OxO+MOa0OP0FE/jJAOE9UKivBhwhDAeOFnFSRnUJ2wG+\nWDVX+oLYu7/gn4Pf9f6jR7YumOngSwBsAIcBOF1E3hBp8xoAVwE4SSn1ZwBO7dr7JENFXMhws7at\nvKf32XcC8D2wK4rHBcHHBgs09RMsztQRqb9FpdR2AHtH9r0IX8zGtS8AGLxHbkkZgZ+D2uWwYeuk\nfLVIUxBGZ52ah3szva6EkAzQIrQ3WsQpRBm1wjYUrzrmcodeVxJlFYDHlFJPAoCI3Ah/xoOHtTbv\nB/A9pdQWANDSnQhpG73wUlyxpnYJxSuCHgkZBno5HQ5JgLt2olpAuBueV/2h3QxqwudIH8GncmTA\n8DYW2rJFzXJfG75Ge9d/9M7WLQGwWdt+CvWzGBwK4E9F5DYRWS8iH5jdmyPDyPJirJ+mQqNCTVGv\nqx5CzEJMAwA9rh1B4ZpBuiZeQ09tGWgUdWKdyjldCSFzQ514bSAyOynYVEMuJq+WkNbkAKyEX2By\nHMCnRWTp3F4S6UdC8dpOAaVWQrVRJeFaTywhg8UQaPP+wzo9X/3PdDNsWLeX/M/3F3y4SgYQc3ky\nMRlXkClKNGQYQCUtgvQRXbB1tz8B3N666OcWAK/TtuNmMXgKwPNKqZ0AdorIHQCOBPD47K+SDBOP\n2EU0+3LHVRiOowwj1hOr76M3tk/gv6kj6HHNMjlUPa8h7Xpeo0K3jLqQYXpd+wCGkxDS0vMa+7r2\nfafXtQ/ogm1bswz47InVpQHrASwVkYNEZBTAaQBuibT5IYC/EBEjKDS5GsBD3XqrZLjo1nQ1zbyv\n4Wv32Pd05VwkRRgq3BFD8Bb7kNAmlSL7QpvXruc1bBuK3rCfEXCuQ0LIQBHreQVo50gNSqmyiJwN\n4KeoTofzkIic5b+srlFKPSwiRQAPwP/lvCaY/YCQjgmLNCUt0NRIqHLeVjKM0OOaQdxvaZV+da+r\nbrs6zXnV815ngvWSNscrySZ8KkcGkEql3wThvLPOcw2IqzpMMkQPbZ1SalIptUwp9XqlVDgt31eV\nUtdobS5XSh2mlDpCKfUv3X2zZFhYVrTbap8k3Dea46p7XcswcKd9X9vXSXoIPa4dQeGaZdL6AsaJ\nV0ICRGRcRB4WkUdF5PwGbdaIyAYR+a2I3NbOsYSkjT7Xqz7nKyGEDBqNijRxTlcyiAyBNh8w9JDh\n2aCLVwDYrQt9kvTo0e+PiMwD8CUAbwPwNID1IvJDpdTDWpvXALgKwDuUUltEZK+kxxLSkpj0hW4I\nz0oIMYs1ZRuOtcmQk3Tam1IQbhy3H0DsayRD0NZ1BD2uWSX6hY4WaeoWKuh7BLDOZrhwZuldOMkq\nAI8ppZ5USs0AuBHAuyJt3g/ge0qpLQCglHq+jWMJaYtmorWc8xd9vdkS9mUeynDhzMLQOTLANMpL\nTVJRWCcUpyUYdQtQFa0s0pRhGCrcERSuGaUmzzWO2UyLA8CdnKguayf8L/sIYDkUr0POEgCbte2n\ngn06hwL4UxG5TUTWi8gH2jiWkBoqea5tUs7Fr8ex+a4CNt9VwKb11XljzUMoXgkhvSNJnmszb2tU\nnFbb5SrLccUVOK64AscUj6q8znldySAxBNqctMI6PQ8sDjYYupBNunCn3v4wcPsjs+8H/tWsBPBf\n4AeZ3yUid3WlZ0JafNdbidQom++qCmPzCIehwlmHoxIywCwr2thor2v7uLh81aiX9vji4ZX1O+37\ntDJNNHqZhLauI/ix9RttpSzEVV4agTsZ8eaG9pDfhoFmzRv8JeSif4tttgXA67TtA4J9Ok8BeF4p\ntRPAThG5A8CRCY8lpJ6EtqeZaI177el/j3hzc6gRruZBDrwnO/P4EkJIL4jzsEbRRWscG+w7sKJ4\nXFevi5C5gFJlIIkK1nCklgMwA2s8X91cAGCstrV1eR7uuS1ClUlv6Z0nfD2ApSJyEIBnAJwG4PRI\nmx8C+BcRMeB/e1YD+N8AHklwLCGJSVKUqZmYPfDP/XBgo8TCTH0Do37IkBEnRMtaDmuztmG7dbY/\nvXDoYc1FjjFQwoP2bTi8eHwXr5zMCtq6jmCOa4Zxv6OJR12LNs1v1RuWUDtSSzhqYyG6oUUpVQZw\nNoCfAvgdgBuVUg+JyFki8rGgzcMAigAeAHA3gGuUUhsbHTsX74P0F94DgddTG21FRWtUoOqFmRrR\nblgxIYSkTSNR2vq4nLYePwUOwGrCZLDhz3rGcW+egHVK0oJJoWgtRbbjiClTXEKd95VkhB7eqUqp\nSQDLIvu+Gtm+HMDlSY4lJAneAwWYK30PaRLRGqVk1D+HzZV3oZzzPa6kT+CohAw4hxePx4P2bXX7\nQyEaJ2yjojUO5rP2GbR1HcGPbeDQRatuwGbgi9USgEWND2c4XTbhnUqGlFbVg+MEq05D0cowrWxC\nW0eGiEahv43aNKo63HiaHaPyWrseXpIytHUdwVDhfqJp9EcoVGdi1sNlO+oELW8cQkhG8O4v1Hhb\nm4nWkjGvTrSWc7nKEksu8pcQQuaAaK5p3NQ3/v5c5XXdI9vI69qIdueJJSSrULhmAOu6NuZOjc1v\njXpXo6J1B/R8V3fyytrDo1HD9LhmD05STQYAc6/mc6eGocJAa9GqEydWy7lcTVVhxerp/QFtHRkA\nnrVvavr6BvuOynqjEGFdtEbbhuvh9gnF5ZX9pUh/IawqnDHSsHVDYO8oXOcY64Z881TUluiiNc7r\nWiti3clrAcCfEmdBTHclwL2QFYUJId3F3Mtp+aMaV0VYF61RL2usYDX8Tl5YdxGA2nlcCSGkFyTx\niJaRS+RpjetTX7eLflmJ44uH47jiio6uhZB+gcJ1jnHP8EWidVUe1qX1nlfrQ/kWg71molX3tu5o\nfTGzEtAkVYwUFkJ6iPd8ATAAc4kD85B6z2sjb2tInJe1ZtswKqI18TU9QVGbOWjryICw2V6LTfYt\ndft1b2tIrShtLFp1L2uznNXoa0cVj2njyklPSMPWDYG9GwKnch+gFUSyLsrDvXAC1t/nq9ozpC5M\neEb7Gydaox0MHuYzDvAqgBcBvAp4x3MgSkimCX51zEMdeI/696t5hC9apYzYHNeol1UniViNrSzc\nZ79+5ocdoATMTAE7poAXfkBbR0hWCQVmCQYesYtYVrQBIKgmbMQWXIoToo28rINcaMm80fHHxTsB\nTMl6wDwAACAASURBVAHex2nrSBV6XDOAe1YQmhvoTOu8fHU7/FtXmClOoMbtq3pb3cnv1Z88avv6\nLb9Vj+sfXDvOPAgyEHhbagcg5nKnIloBX7SGYrWVaI16WHVPRBgm3Arz0OY5t1llhLaOto5kmgOL\np9Rsb7TX4UH7tsgUN/VCNK4Yk962FIjhdost3Wff2d4byAKDfv8yx7UjhuAt9gmhxgy9r6HuLCPG\nadqOaPUPdid/3Pz8JVSEn+XkAQNwP9cHua7BjeqtHPAncrxTySCT4PsdFa2V9cgTq63Fz7R1avMQ\npz9ChoO3/9T1fXCts4G2jgw4jae3aZ7XGhW3JxfNts67wb6jPwo0BR+PdwZtHamHHtesootYoEGY\ncBJPa2MXqnvzRK0nNxTJYdjyJW1UO54rxgDvgAE3boQMGjEew2YhwqFo1b2sUY9Es9C5VgWazIP6\nw/Pq/R/aOkL6lWbe1qhobWTfknham7XxQ5Wzj3cabR2Jh8I1K+ieVd3DWhcmHFctuJGntXV+q/ud\nifhmumjOKOZI6yqlAwMT+Mmg0OSeLeeai1YgfkCXJN9r03ptINRndsP8B9o62jrSb+jT0sRV9i03\nsF1x9s2vQJxLNIfr8cXDY/f3zVyufXKZs4bFmTqCwjVr6EWCQ1S0gT5Ha1Ss7tCWKtb4Oxqe0v3W\nRFUL64I163WdhiSen5CBpqmQrRetIY0E6yL7kob9effzKT4hpHeEYtGoL1RS10YXpbqojQshBoC1\n9uaGfYbT4jSaboeQfoXCNcvUeTxbeVhLkfU2iB4ShgvHTNEzJ9hfrN83JE+XADCBnwwVNQWZIqK1\nFBnQhctsyUq4sHlZzHUM0/1KW0cGkEZe0tbztcaL1iQ0EqlZCRc2H29gc4flnmVxpo6gcM06sV7P\nRh7WHehItCLwugK1urfxA8Kess2+Nt5oz8dQ3KSEDDoq5vauKcakiVZ/O16sJvEmeA9EQoYNZMaO\nmFc0Ec/D8pCOkCElOkerHhrcqMpwEq+r3j7se67Fq/lUfPqDeVs2HiCS7ELh2tdEPazN5261xv+q\neXdxgrUEWFfmYX29957XR+wiNttrMYXRugGpeUhg9MZ6fllzA5/KkUGjze9ho+ki4h5qNQsXrjl/\nBHOJA3O/uRk4mVc7jcXpMN2vtHVkwGnlPdVFa7R9J57XRsfMlXg1n2ti64DheUjXQ4+riIyLyMMi\n8qiInN+gzRdF5DER+bWIvKmdY3sJhWsGcb/UahqaqDCtn7O1vo2/bY2/q/F5vzUB99qJ+mjjYFoe\n64Y8rB/lYa3rjYitDkxzGCv+Xc1r3hOFTHlKUocJ/GQAqfF+JqCdsLnF9sVNz1tzbt2WGIC5nwNz\nLwfm4t6IWPMb1fN45zX4TGjraOtIX6FHhRxePL7DPmqjTeJea+Z1PaZ4FI4pHlV3TWF/G+11eMQu\n4nH7Rx1dX7uY26qeVu/gGFvHcV3X7Z2IzAPwJQA2gMMAnC4ib4i0ORHAIUqp1wM4C8BXkh7bayhc\nM4B1ZbtCcCRmXyhao6HC9aHD1vjfNO8+Op+svh5sW79IT7wW7Udwh72hUpxg3+L74hsGT5fMBQwt\nIaQfqMkjDcxSuwWT4rwQ/nbtgAxoLl4BwNtYqB0kxXlhd0/Pvpg3OjBvcCq2zPtkg88ieEvmP9DW\nEdIPxAnBdudQbSRa4x7cNROvALC6uFqznfHKcJN9S1vX1y7mdNXT6r22xRRlP6Gt6yKrADymlHpS\nKTUD4EYAUS/WuwBcDwBKqXsAvEZE9k14bE+hcM0Y7mWBt7Xj/FJd1EZzXZMVbqrxukZrPu1Es2jk\nrmAXl6GMXM3cZnF4Txb8UGEDMHcNuJFj+BwZFELB+ujsK/w2ErH6vlbiFUA111Vf1+6VtMRr0rkK\nvYmqwDY/RltHW0f6ieXFEzo6LlqJuNXUObfYXtP+VhdXN3wtHHOlKl5zkb8xeMdptu5W2rou2bsl\nAPQnG08F+5K0SXJsT6FwzQLBQMn9XDVE2P3ORBN92Ug1Nvvmtlewyf3ahB+yHNrNIFy44thN2esa\nhgi3DAnMwS/SZADmdgfmMwNu6AjpZ5qI1nKTwUwcYSJBTR8xXtdWeBsLvucVaDygSlP8hCI5ySWH\nQvpjDswzaesIyTrLivas+6jWTp99xcyjisfUbMfVCeiJeE3SzgDM7zowb6Sta8btvwI++7Xq0iWk\naz11GT6LHCjiQogBX3WOoBM3qVuYgHVR3v+mhJ7XHHzPqwFYv8zDfasvuK1n874HdAGAxYC7o1Wu\nbpXL7VEswHZ8oljNYZvGKIwWgtt7suAXU8kB3sICsLDtt9gf8E4lJJbm8yMaTV/X8R4twDy0wQCp\n5HtdvVeqgtvc5VRsorcwuffYvM0/znt7ex5n77ICzPOCY68e4PloaevIANAoWmxF8TjcY9+TuB8D\n5YYRJaFtC9eTTgt2VPEYbLDvQAkGcjH9RwXyNvvaQN6WfHdC8ROJzmPuFdirrYXwzfg2s8VDOu/4\nQtVOvoe2rhVrVvtLyEXfqGuyBcDrtO0Dgn3RNgfGtBlNcGxPocd1jrG+HojCGM3prk0u/OpjBRYE\ny0hs5y3zXHXipojVPbAhO1GTD2stzsN6bWuv7IX2nijBwDTGcK29DTfZz1YqCScyxGMYnurChPQp\nzar1blqffHBSOzlEvSiNel07qcJZF7gSZ4a0cGJzu+MXHWmBeWe1jfkTB+YPnNrQZELIUNHq4bzf\nJjopTlWwdkqz6JS4nNqac9lfbNm/eVA1d9/c3anWImnHztEmdov1AJaKyEEiMgrgNABRt/otAM4E\nABE5GsBWpdSzCY/tKRSuc4z7kUCczvoGDQVqKFgbBb5XVWhS8VoJYdbFavg3cOJav8r72ztRzYOd\n8v9arz8fb3jLxxv2P4VRTGOsYhyrpeBzdWEtsQxDHhPzvkif4/0+EKftTzOdCN9ylGIHgonyXBGE\nMOtjNl1QhnlXC7RBmJ4LC8B8KUG6QrTPYN37YALxPgwCl7aOEADNo0miD+6SVBjWOap4TI141Wdx\nCHna/i6etW/SzpGriFrDvgIL7ITOlejDuST35DBUA0/D1sV8tkqpMoCzAfwUwO8A3KiUekhEzhKR\njwVtfgzAE5HHAXwVwMebHdvdD6I9aNIHgvDf2ChUOK79DNr694chwqFYzVX3Wevyvlbe6Td1l0zA\n2pmvdl/yQ+VXHP+3WDi6A4uwDQuxHQvgry/CNk2wVnNbjy8e3vSS9llzARa+ugt4GX6e6yAzDEac\nDD5lzOq7nMQ7EX/aNk8aNg9PFwrTsEhT2d/nzRRgGk5t+FsOvnid8qd7MB9xqg/ycpE+y7X9N8L8\nZ7+/oYC2jpAKjcRrq/DhpJSRq7GrYb+b7FtgaFWNFxfPxDb72qBNuRKavNi+GKNTU/jD7Zfg4Lc4\nkMBhETougg70NwRvXouKwvd24J3tR3po65RSkwCWRfZ9NbJ9dtJj5xJ6XLPAfMTeoNapSYsfhZ7W\npI9jQu9sG4NAPVx4Cn6BptC7GnpfQ08rtLbBvtKMgXIpF/GqRpccpjCGaYy2HGgusCdQzuX8gi7z\nNW8OISTbxIyrDn5Ld4tvzKqQSTRE2Ih5TfMeeKrBlDo5wNykva+4qsXh1BBJ8rgC8+1dQVtHSD/Q\nbBzTaozT6iFd3AiqfdFanR4nHJOFxHlhFxU/FHOsgXIuh33WXOCPx2JspD789FQL0fo7bXqw42nr\nSD2D/jyj/2mpL0Mh2g7Vf7s1fhrcyRtbHxIJDa7xvga4f6lVRd5tAlAAtgXLZuCwPz8L5V0GSvN8\nQxgK1CmMYhRTNeZ3KiZpdZN9CxZgB/Ytvg/TGMOYMY1yDtj8wBAYN96pZMAxSs0rC8+moqaBMhbb\nF2Nr8TPJDqhEi1Q6qKUEeDuqdsebV1sYznzOqQr0sCBJq3NpmN8IPLYfL8C8wql4Z73P0dYR0i+0\nKyTrj681HEmLL621N+OU4oEt24XiM/SexhVqAoB9i++rrC8sfqSyPg1gzL4EZcOAUSqhnPPtuOiR\nJS3sn/lcYOsOKMB8vPqgzzuGto7Ew48tKxiA9dU83LO0nAHt5ncnq/ut8f9XO3BBByfThW7Cr0Ao\nUsNwtRx8r6tGJWR4PoDF/l93SfW6f3eXH5XwVvt9uK34g8r+v7OXYxpjFaMZPunTje8G+w4sCvZv\nta/H4lDwGsMSP0fIABCkF5j7OQ2jJJ7+9+r+PU+4cNanbHvwGA3nDYmE9Zq7O9UHelO14W/e3v66\n+ZQD72CtEvH9Ec9y2NcPHHjvDo65Tivg9MUYjy0hpG/YaK+rmcd1g30H9GqSxxVXAADW2Rsr+8KH\ndNEiSbUhvd0ZvuvitdE0Yn7YcNW1oAvZbcULAPi2OleerhTaM5dr9lF7EGiOBNWCVcEvaBfYW/Mp\nLTw4pToIZDCgcM0A7gcnYF2Xjw2hQ65WtAKAO/ktWOOnoTPRqnXcDnqOayhao+JVF7U7AfeQ+MT9\n6BO9rxQ31mx/0a6GFBftR7AA2zGGMZSxo0bY7ijmo9p5cOGdSgYA7/mCP0VCwu/zC+suSlxYSWe2\nno6669NzWEv1r3szybwD3sradubPqoM187tObd/aW/CcIfA+hNDWkQFgWdHGI3axbr8uOI8pHlVZ\nP6G4HEX7EejT30SjTHRh2cgb204dgLjpcAyUUIJRcx3V15rbVf2hY2Vu7ABzr1phak47tekTYd2A\npbR1pDmpf2wi8hoAXwfwZwB2AfgwgEcB3ATgIACbALxXKfVy0N4J2pQAnKOU+mna15gJgv+EdVUe\n7icCwdc0xGK2/7o2w4vDgkxhaPB8+Pmr81EVryOA+87WVebuLn676eufLALAQtxkb8MURivlmvR8\ni6TziBFCsonudZUyoAxg813xg5ZZC9F20B/QNZpzUJ+bsAneAc3bhHO5mrc69Z6GwP57nxyigRwh\nA8iD9m04vHg8AL+a7z32PTWiNcQuLquIV6D+IX+uiVe0k8J1jby2Bko1515WtFv29cK6i5q+7j0f\n2LoF1dSHuqJNLewlIUBv9P6VAH6slDpVRHIAdgPwPwGsU0r9LxE5H4ADIC8iywG8F8Ab4U9yu05E\nXq+UUj24zmzS4D/ke10/FP9iYtoQr2XUhQZX7FogXt0z2pl3tp7z7ANxWXEzLrdHsQjbsLtWYbgE\noybcZuhgmCAZUrYWP9OR11XHKHcYLhwXttaFe9G814G3qgDzNq0iseZt9c4Y4gEcbR0ZIOI8l80K\nM8W112kmXjshrCrczT51zIMceE8GonVxpDp6DvAWFoBFqZw6+9DWdUSqVYVF5E8AHKuUuhYAlFKl\nwLP6LgDXBc2uA/DuYP1k+HMElZRSmwA8BmBVmteYBazvxlcPdr/VXAi6k9eiWiG42aIT3Z+DNd54\njtUK+tytZVTzXWdQrSw8Sy4rbsaF9p4oBcWZQtFqF5d1LZ+jb+lkLq9WCyE9xlwcXz3Yu98f2DSq\nLpy4qJKGUS5XlpAkObNKD18Ll8h8rbOtYu6tKvhTPkTmZU1UXXjQoa0jA8Dj9o8avmagjDvt+2Jf\nO6G4vOJxbRRpkqRQ3S2217JN3Nyt+r4ychVPcad4TxZgHuTA3K927mtvXoH3Zhq2bgg+07Tfogng\neRG5FsCRAO4D8I8A9lVKPQsASqnfi8g+QfslAO7Sjt8S7BtsRuCLwOCpu3VpHu75WrhwU3JBBzMN\nXi8h3rOq/+tbe17dr03A+vt8baiw5olwz5mdtzXkouIL2tbiYEHLOV0JIf2H/jS+FVuLn+lKsaZW\nbFpfgLkypohSmIOV8Hpb4a2K78c7jeKVkEFjg30HVhSPq2w383CG+a5AVbzGhQ036yeJuD2huLxS\nFCrOObC6uLplH0loZDNbzedKSBxpC9ccgJUAPqGUuk9ErgCQhz9Rik7bocBf+Oa6yvrRR1g4+khr\nNtc5p7jv8kWf9fV6z6v7rQlYp+fhfkevKhxtFyagRmPawv2NaDPPVbePO2v3WZfn4Z7bHfE6SNz9\nGxd3P+DOvqMheIpG4hkkWxfmhZr7VQtzmIc48J4oYNP6QqzHdZ81ftXKP9x+Sc+us4ZIrmt4vaQW\n2jrSDQbF3i0tvhMAago03WffiaOKx2B1cTXusDfUHROKyBOKy+teaxRC3Eyg/th+HH9VXJr4mqNh\nw/fY93RNvA4StHVzi6SZPioi+wK4SyllBdt/AV+4HgJgjVLqWRHZD8BtSqk3ikgegFJKXRq0nwRw\noVLqnki/yp0cvIGD9fW873ndCuB5wL0iELSn5/2BU5hjWkYDqR/1uiZJ1q/eOe7k55tf39l5PcK4\n+teAX+B4MaqFpeKOH8n7Gc57AK43nCLXGneglJJ2jhERpZ7u/rXI/mj7WkhvGVRbVxGu8wGMVStQ\nHvwWB+VcdT7XktE4m6Wca+9X3yhV7WErEVzxuOomtISalIlmnldze3UqCG+Pwfv/JeH/Z+/d4ySp\n6rv/95funWEXVjGsoiDqNOjq8iw3QRB/+MDP1RqJAiYYLxgMBqPBW4jmcSb6BEn0t+MlkqBRUdQf\nCAka8qiYkCncPCAYFEFAVsBV7IYHuSkYdGF3Z6Z7z/NH1ek+dfpUdfVtpi/n/Xr1q+tyTnX1TNep\n86nvzY91nnYZxfFuWxCyyAQLTLKdtXXvsRuCm+MKCclxzBSnWbGuWftMWgnXLcGdTS7JOtGTru+Q\nJV63B1+OnYurTIZvz3VOo8YgjXUw+uNdX/V+LEzvE5HnKaV+CrwMuCN+/RHwUeDNwDfjLlcCl8WW\n2QOAg4Ef9PMcB4nyWYZV9ZyZyDXXnDiZBlKneDUbuKyt5sHsfTmsr7ZotQ9djcS3+T0S7ILy0lwk\nzD3t4Z/MeUYIM0Z0asMsU4dGmSbtIa1Y211ftkWsKUQhXcja7bomDumYOmCWyv0pk2yddMTTPn6s\n84wQZkbeG4MbU2NbNaZrcJqbcL8xLa8FanVLsbttgbVht4lCxxQ/1nVEX5MzxbybSIzeRhTn+v8R\nCdaXi8g2IjE7B6CUuhP4GnAncBVw9lhnFLYxf+QFIPN5iis5U1r0dtSm2QU5J6tolMpZIKpJa1F6\ndCafAdjj8YwVdr0/gEI1epmYItZFoVp1vlxo9+OOMIwT9YQjBlPiTjDl8XjGm2PCY1KtmzZmO1eS\nJp1CqRVXBXe3eZYNzBqvtwbXOdv0Kxuxx5NG34WrUupHSqmjlVKHK6V+Tyn1G6XUr5VSm5RS65VS\nr1BKPWa036yUOlgp9YKxqeHqQLsJ1zFdc7UWbSleNa0yDDfIEq/l8+eSmle7CZvnpQWszS4oT46n\ne3AvUIXevzyeQcclXlsJ2LxkiVed5bhTKhPe2topfqzzjDou8eoSsK3Ea9Z2c79O9OTCFU/rOr4r\nedMDwRWsC0/P7O9Jpx9j3TiMd8thcfV0iykONW2LV7OjS8R2iBar1jazxE/phzOUD/CitRt03F8v\nXx7PIGKLVXsdGgK2GyHbVj8d3+pgal3Dwjq1epaK8qK1G/xY5xllTKFpJ1bSAtYUsXnEa9rntNPe\nPg9X0qdbg+vYGlwDwD3BlewfntbR8T0R/RjrxmG888J1GFhFUrwWje3QEK/LGYptW1sL1jag9G8z\nlL7jXYQ9Hk8+JJ4r2a7CLtdhk3ZEqCl29z8+3a3XaXVNmQdO7TPL1N6zeK+54UJEpkXkJyLyUxF5\nv2P/ySLyIxG5VUR+ICIvWYnz9IwOdqxonrI1vSDL6mqWG0wXzY3t24LQuwh7VgwvXAeY8mctK6U5\nTrjEK/REvOaOdTWtreZyMblePsZbW7vFP5XzjDKV291WSpf1NU3A5rG+9srNOI3K497a2i3LNdaJ\nyB7Ap4EAOAR4g4g832q2RSl1mFLqCOCPgYv6+NU9Y0SW5TXan8/q6krclGZpzRKveTDPU5f78XSO\nt7h2hheug462sJoC1RSI0Bfxmkb543Nua6vG4YFcurHDpE8ej2d8iOdpYs25XEK1lfXVFLG69E3H\notX+rIzPntrbJ2YaIl4E/Ewpda9Sagm4HDjFbKCU2mGs7g3098mHZ6xoJV7z9DOX26nZ6j5uowxO\nK8z6tB7PcjIG2nyEWEUj8VGRaAKl3/W+ApE7m5BS6zWiPG+U3nFYWEvTM4k2TtJ+PdZ2b3Htnqx6\nlp3j52CeASMe06SWTDJRqDY/SXZts7HFq8s1eP/jZ3ng+t5YSr3FtXuWcaw7ALjPWP8FkZhNICKn\nApuBpwLezOTpmoKRrdekSC3hglugWk+KZPdJO4YWr91aV1thlvnxdEZ/xjoY9bmdt7gOOtrCalpX\n7WRNfbK8proMF0haVrVbsCPkofzfvWj1eDztk9fymmV9zUtWrGtevGgdHK77juIjf7O7/uoGpdQ3\nlFIvAE4FPtyTE/SMPdpS2mkCpU4+r0CNLcGdzv1mnGsaWlR70epZSbxwHXDKnzaEn2ldsEViF+K1\npWXVbv/hucZnpp2Ht+X3lFqx2POXxzNI1ONcDSFqi9c0ssSrKUrbtay6zsnTX3oxtr3kZauYOW+i\n/krhfuBZxvoz421OlFLfBUoi8ju9+7aecUQnaHKJV1em4cZyekkcu+xNEK4nCNdn9vOsLP2Y143D\n3M4L12HEFe8KzeJVk1O8titg81D6jo9v7QW1QqHnL49nYEkRilkCVVtf7ZctVh+4frNTwB744hZW\n1xZzPx/f2huWcay7CThYRJ4tIhPA64ErzQYicpCxfCQwoZT6db++u2d8yRvvase3mutaqJrY22oU\n2nIjdp3XncGW3P096fRjrBuHuZ0XrsOAKyGTiWub6VIMbbsNaxFbemX3wrP0n168ejye1riyC+dx\nGe6GXsW3QlTH1TMcKKVqwDuBq4E7gMuVUneJyNtE5E/iZr8vIj8WkVuATwF/sEKn6xkxbKurvWxS\n6JHLx6ZwQ325kxhYM/7WJ2fyrBSjb1MeAcqfnqP0pzONREzQnIzJTtak0fuhZcImcLsNl141Q/lf\n27TG6nPx9ARXEgaPZ6QxxhA7WVMvSLO63vc9a7t3E15WlnOsU0rNA+utbRcayx8DPrZsJ+QZK44K\nj+Pm4AbnPjtRk0laYqY0TMFqHiMPNQre1bhP+HldZ3iL65CQqOmaFs/aKlmTQd5areV/n4PVKTvz\nTOiWWjfxeDweTVpNV5N2rK4tXYBjmgSrx+PxLAN5rK55yGtFDcL1TjHr8QwDXrgOEeXPzlH+gpEY\nqR26yTRchNKZltDVgtQeYx0TyvJLfGbhbqlS6PnL4xlUKrdvbhKw/XYZ1sd8ztGdu/tWdnrx2y1+\nrPOME0eFx3FUeJxTsBYTgrb3A16a0NXXjGkRrFmTTp9ZuHv6MdaNw3jnheswUyS/1bUb7CRQNt6q\n6vF4+sEKuOnmzWRcx2dS93g8PcQlYm3h6KJGgauCu3N/zgLJjNuuz6jFKaDsbR7PSuFvtUNI+Qtx\nzKsd75qGvT+OdS1Nz9QtsOV/b7aK1uNdXeK3Rr441l4IZ0+um5bHM2pUbt/M1JHdJzw68MWzdQvt\nPTc1W0V1vGvbolVj5xbwdIwf6zzjiI53tUWhjnUtUM19bWjxelJ4cNM+nWX4quBuakymHqNKwZnd\nOG27p338WNcZ/q82pJQ/O0fprZb7rpmIyUXG/tKrZiKRWYTyPzdEbOnMOClUEUrvnEnWlTXRInYV\njQlcFW+N7RH+CadnXKnc0hvxWovvdqYrsClizc+YOnKWyi3xPi1K7UR40HrM9bSNH+s848pR4XHc\nGNzYVp+s6+XKoFJfPjmcqi9fFdxNgRqTLBAG2xIlc2oU627Jtkg193m6Z9zGOhG5PUezXymlXpbV\nwLsKDzH1eFebPK5rQr76rl9OfkbpL2Yozc40XJPTxjBDsPpyOB6PpxvqIrIH1IqNl5m4KfEZVZg6\ndJapDe0J5ql9fDkcj8fTOceExwDdJWlyYYpYbYnVn7EluJMtwZ31/aYlsFqvFltIbNsaXNPT8/OM\nBQXg1Rmvk4GntjqIF67DTqdJmtKoQum1OYRmLWXZtrBql2JPV9SMm0evXh7PMFG5ZXPnrrzdkmec\n9f5LPcGPdZ5xR4vXPCxHqRoz4Y8WteOQBKjf9GOsG/Dx7m1KqXszXvcAZ7c6iBeuQ075C3OUvzxH\n+VLDMuoSilmxphm/89JbZ5ITsmrK8c1zOn2uIVi9u7DH4+kRlVs2O2NU+0YLMVq5fzOVh3wmYY/H\n01uOCY/huPConh7TtLq6yMoifEx4DEeFx/X0fDzjhVLqu71o458RjxDlS+covSGHtdSMy0oRraU3\nxO7Aq0lPwrRkbNfLpgvxLmDPlL6ethjwp2gez7KixWveGq1ZmImbWhov0mJaddyrH+u6xo91Hk8D\nLV6vC25tK0FTGlcGFYoZV1mNQt2KmxbT6pMK9YZxHetE5FXA3wDPJrprCqCUUk/K099bXEeM8j/N\nJZIrpVKgWbS6LKNp1tVqyv54Ulc+fY7y6+a8tdXj8fSN+77XJ2tnq3lZMdmmbnX1YREej6cPvDQ8\noq32aa68xbooNa2r6eVubJF6VHjc2AouT8/4O+DNwL5KqScppdbmFa3ghevIkku85kW7/NaIhKht\nndD74u2liwyrb5xluLRlxidp6gJfpNrjceMSr2YCprRXS+wkd44+UwdYFt9ilKBpam+fpKlT/Fjn\n8bhpJV7zxLsm41WTy1li9rrg1qZj3Rpc55M0dUE/xrohGe/uA36slFKddPb2/lFG/3c7tQLoMdAV\nH6vd4rRFNe2zjP3ll/RQTI8Zy+maIyLTRE/E9gC+qJT6aEq7o4EbgNcppf5XvO0e4DfAbmBJKfWi\nZTlpj6dNakUaLsIxqpCjlqvpLmxelkaZnMrjPu61U7wboseTTpa7cCeWUNM12F7Xy1llcDaGJ7b9\nmZ6IMR7r/gdwlYh8B1jQG5VSn8zT2VtcR5kCSZc2lwCtGS8Te4yyra42jiRMpctmfI3DIUNEcY26\nggAAIABJREFU9gA+DQTAIcAbROT5Ke3mgNDatRs4QSl1hBetnuWiW5dh0wKrXHM/l9XVWG6yvHo8\nHk8feGl4RGxXS59ctbK62ftbWVujbc0ia4yFl6c7PgLsIMqCs9Z45cL/6kaY8qVzlN4Uu+cWiZIl\nraIhMNPGPTvJyBLpVlcTw+JQumgm6qOtsv6X1hXLGFPyIuBnSql7AUTkcuAU4CdWu3cBVwBHW9sF\n/0DMswIUqjldgNvBGNOSH0Z9/Jx69myjjR/nusbHz3k8+YisoZ1dL1UK9XhXjdva2th2TbCVAlWK\n8WcuRymeUWaMx7r9lVL/rdPOfoI54pQvnYueaRRoZPhdRbpoNa2mVaudK9bVbrNkbbPiXz0DzwFE\n8QeaX8Tb6ojI/sCpSqnPEglVEwV8W0RuEpG39vVMPR6De27aXHf9tV2Aq4U96i8TU+imWl2zYl3N\n5bGdg3g8nuVEW127xRUT6bK8ui2wA18z1DO4XCUir+i0s38+PAaUvxzFltatr9CYZOV9YGZbXWvW\num1VNeNfY0rhDOXAx7l2Qi9uEDdf+wQ3X7ujB2fD3wHvN9ZN8foSpdSDIvJUIgF7V566XB5PLzDL\n5HRrgU3Eu5rlbkyPlBrO+P6pdbNUHvFxrp3gJ8MeT2t0oqZrgq1A0kIarafHpdrY1tcsy6t2Dy7G\n224Ibu55vdlxYVDGOhF5CvBVovI09wB/oJT6jdXmmcAlwH5EIWFfUEpdEO87F3gr8Mu4+V8qpeYz\nPvJPgfeJyAKRUmirHI4XruOEKTR1fVZwi1d7clYgKUQdwjQxRrrcjYtRdmFW+0RNK8FRJ+zFUSfs\nVV///HmPuJrdDzzLWH9mvC1xKOByERFgHfBKEVlSSl2plHoQQCn1KxH5OpHrsReunhVBi9dibXeT\ntdWFK2FT9geQHD+NOtZT+0Rxr5XHvID1eDz9xXYb1kmctHjVgjNNzGrLa9ESrOayLV51+xuCmylQ\n45jwmN5/Mc9yMANsUUp9TETeD8zG20yqwJ8rpW4Tkb2BH4rI1UopHUb2ybzJlZRSueNZXXhX4XFC\nuwmbSZtW0XAlttGuwJDPZdhe3mW00e7CC9F76UZfGqcdljFl+k3AwSLybBGZAF4PXGk2UEqV4tcU\nUZzr2UqpK0VkTTygISJ7Aa8Afty3P4rHk4IpPvVysbabYm13U1vbKtu2y7CdBI/kui+N0x5jWh7C\n4+kZWnzaotVedmFeM6Y7cPN7sd5eb78xuLFXX2EsGKByOKcAF8fLFwOn2g2UUg8ppW6Llx8H7iIZ\nRmaHjTUhIk/vRRsvXMcJU6zqyZaOe10dbzeTN2lM8bqUss0WsvZylUjI6vddXry2Q41iz18ulFI1\n4J3A1cAdwOVKqbtE5G0i8ieuLsbyfsB3ReRW4PvAt5RSV/f2L+Hx5MMlXtNoJV7rArZVvGuR5EPA\neJsXr/lZrrHO4xkFTgw31i2jhVhqAvVff7Q9OQDmuUZc9V69eO0t/RjrOhzvnqaUehgigQo8Laux\niDwHOBww/9nvFJHbROQiEXlyStercpxLyzZ+RB8jyp+NY13faglG7e5mx3FhrRdJ1na1t7mSluwk\nEsX6fRcJN+PSD2fq4rm8fnjch5/5ulm2PwG/rcKvgd8C24kyGf0aeOP88LoHxrEJ661tF6a0fYux\nXCEazDyeFUXHuj7n6Nm6CLXFa5pY1e1S3Yaz4l2h+a4at5nae7b+EK+yNDzjw63TsywRDeE7aTjU\nvGZ+M5dMz3LGEI91Hs8ocGK4kWuCrXVBaboNF6lRpVB3HU7D5Upsug83uwsna7zqOFktXiMRXeWI\n8KX9+to9Z+oHsw1PQe0huAsqp21m6rJZKqcP71gnIt8mMi7UNxEZHj7oaK4c2/Rx9ibytHtPbHkF\n+Azw10opJSIfBj4J/LGj+2Ei8tus0ySaTmfihesYUv5CQyCWzmxh9TTdhSEpVO1tdoyruVwkKWI1\nu+L3PaG0bWYoxOvU2bMwCaursFSNvpI2Lj8JmO7DRG5Qgvg9nmFCC1iIEjaZmKLUzi5silfdNjNZ\nEyTiWxNi1ha4wBSzQyNedWoE+1bw9T6JVj/WeTztc2K4sb4cBtsS8amaVuI1au8WsO2KV82twXXD\nI17tkA/90PGK/ojWXo11t1y7nVuv3Z7ZRin18rR9IvKwiOynlHo4dtX9ZUq7IpFo/YpS6pvGsX9l\nNPsC8K2Uc+jJF/bCddzZk+QETLsK20lHzFmLS7xC0sV4V3xsvaw/aycNEUv8eeb+YSDOb7QaeOhf\nNrMn0ak/DTho5c7K4/FkkCZUzX16u21t1ev6tisuQVrFLV5J2WaHZAwg907P1k/5CG9Z9XiGAjtR\nk3YZ1pZX0G6qhaZ+GlPg2qK0Vf1YW7wOA1N3zNZD6CrHDddYd+QJaznyhEa+oy+f92C7h7gS+CPg\no8CbgW+mtPsScKdS6u/NjSLy9NjFGOD36HNuEy9cx51Oxpa0eDH712SKVz1J29PYrkWs3jYs7NW6\nSa8ZtpuAxzPIpIlY13aX63Dd+uqwptbJI14HHB0Rspz4sc7j6R7bMgoNt2G7jaZm7Wtsb1hUsz6j\nYAjkoROvKzAuD9Df56PA10TkLcC9wB8AiMgziMrevEpEXgKcDmyN85goGmVvPiYihxOVybkHeFs/\nT3aIbqGeflD+9Byld7aRJCnNHThthrOLdHFsClZt+R0G9mLZz3WABjiPZyi556bNTB05i+2slFbv\n1eUu7HQdbuU2bK6b24aA1SvwmX6s83i6Y1O4gS3BnU2CshYLSjPm1eVSbK439jdciLNch02GSrxO\n0pkhpwsG5W+jlPo1sMmx/UHgVfHyf5LyF1JKndHXE7TwwtUTiddzLPGaxzJgBz2Z29O26Ymey8Ja\nhNJtM5QP722c6w3BzaxmB2vYyVq2s394GgvB51jL46xhB4+Ff5XrOFPfmIUniAa4vaDy4eFyJ/F4\nxp3KLZF4hWSpG1ukmrgsrk2uwx2cy9Tes1Qe7+0YMvXFRgIoqlB592amNs/WE43kHbNkerbuEFME\nDvJuwh7PUGGLV2i2sJqk7XMJWJf1tflY0WCq67weFx7V1fexWR3MMckihVqNQrVKsbabiV3xw8Qq\nVG7PN2ZN/Wo2Md+tHOzHun4jIl9RSv1hq21peOHqicj6JejYVxMtQM31rONpy2tahmEd97onlO6Y\noXxI9+L1q8HDrGYHa5mkEEd0LDLBw8FXWcMkiywmEhBMbZiF3xCJ019H75W10SA2dcNs3UV4JTLL\n+VqEHk9nTG2YpXJn8zWrEy11KmBTra/Q/OAv5UFgr8Tr1BWzzs+cOn+2OesxMHXObL2mdl3UXtY4\nD7Mq2tplFq1+rPN4OuPG4EaOCY+pr6dZQ02rK5jW1HRhmxS/2dZXm56K1+CC+jnUqBk2wCqF4m4K\nJB8kTj278eCu/kDPHHO1t98uqDzTj3XLxCHmiogUgBfm7eyF65hSOi+ysJbPjQVinl+CnbxJUzPe\nazRqxFaNde1zZmYU1vVkNYYlthfidYFJAE4Op5r2PRJcxgQTFKixOphjTW1nJFar9c7RxO+/Yivr\nCsS1ejyeHlC1xGsOb5I092G9z8S0vor9QM9xLrbbcM8sr0WovL75OFPnz9Y/d+pDhsC1wj6mTp9l\n5y5YqkXD9Cqg6C2tHs9QYYtXTZp4jfZVM8Wr7W7caJc+2NkuxkVqqefWDua5bQ8/kNi3//Gz8WfD\n1KGzSa9A88HdakPMxoerPMOPdf1GRGaBvwRWG2VxBFgEPp/3OF64jilasGoB63zwox+5pyUg0ftd\nffXMx163j7FgbM+Kh+2ARSZS960LTwdgR/A5AIqFGgt7LfLALbGFdZ+GhZUqDWvrCmWb67CotMcz\n9lR+Gl/TG4xyOMZ4JjWa4l4hW7zaOMWrPWaa26Hhh9uLmNeM41TOib//5uT3r3wq3n52wypbjN+r\nRdjxr36s83iGCS0Kbwhuji2qEXbSJVeypizxmrVuC1g7rrWVwG2XLCvlA9dHY9aBL56laAjV+j3g\n6bP6II33IlTW+LFuOVBKbQY2i8hmpdRsyw4p7NHDc/IMIeVz5yIR67J+6m3aglo09hHvN182urip\nLuis12tEQnbB2K9fpvtal+xgTaZ4BZgM386OOAJWD3pAJFT3oh7Pyl5QOcw/kfN4hpXKnZuTLsPG\nGCN2qEOMbV3NolaMXqoQC+Gi9SpYyzTWp/bu+B4eMUnLx9CV2c31z67MGX8H47xWFSPx+psVEq0e\nj6d7jguP4qXhEfV1bf2036FRKqcdahRSXsW6sDS3R+vRvhuCmzv+XuZxCN+d2ua+722uj8GJMd8e\ng/eEyoQf65YbpdSsiBwgIseJyEv1K2//8ZL7nlTqFtgPxhZY01pg1nV11S7UuMSr7g/J+q+2CNYY\nmYZLt83Aaiivb89leCZ4BmvYyRp2JGJYXTwQXMEa1gDEjsUxe9FIcsLKPZHTDEr2OY9n2NFJO+qu\nZD20vIIR+xqv503c1InL8NR1s41xucX8MxHvamL2rcIvLvNjncczCmjxek2wNdNqamcatve71jVp\niZ9cGYV1TGwn8a6PBJfFlWfzjQ+1osOBz5p39jo5XruM61gnInPA64E7adx9FHBdnv5euHoSlD88\nl0+82vuz9KGOi12iIW4Lxj6MbWa24bgGbOnnM5QPyi9eF2MJ+lfhY7T6iZsWWS1c9910bhTvGl9O\nKz24wfgOcB5Pv6jcvjkSrwa9Eq9guQ/rjXaMqxUT27Z41ROwE3P0cXyvqQ/OJtyMK5f4sc7jGTVO\nDDdyTbAVyE7AFO3Pjnc1aZVcyBSv2mVYi9d24131Oe0T5qu8Yo/XUxtmE/PUyiN+rFtBXgOsV0ot\ndNK5767CInKPiPxIRG4VkR/E254iIleLyDYRCUXkyUb7WRH5mYjcJSKv6Pf5eZopf9iRsMkWnDa2\nW5yN7r9Ew3W4SsN9eInITXiX9arhLp2TwY7Y3pq3rXYVBlgIPsf2wloW9oLKzzdTeWjlBzePx9Mf\nKrdvbnroluY23AlNYrdoLRes7e0+Sk4bb9Paalc54pjXIjAZxbtWPuPHOo9nVDkx3JjpMtwtVQpU\nHW7DyW2FugBtV7SZfXOdT2GP+vg7deRsY6ychMr9fqxbYcqk+2i2ZDliXHcDJyiljlBKvSjeNgNs\nUUqtB/43MAsgIhuAPwBeALwS+IyIdFIiz9Ml5c2GhdOMaYWm+KyO0LGtCzTiXXfSEKxLJARsadtM\nyoGa2c7auhDN03ZnLF4fDr7KIpPsZHUy3nUA0DeAXr48Hk9+8dpOvKuJjnttinfFsUycGC4vOWJb\n6xSJvFgmDbfhwuDVo/ZjncfTH04MN6buM2NdzRCrTsStLVJd4rXdeFczXjZX+2KRamEP9j9+NhHv\nqhM1DQL9GOsGebwTkU+JyAXADuA2EblQRC7Qr7zHWQ7hKo7POQW4OF6+GDg1Xj4ZuFwpVVVK3QP8\nDHgRnhWhvHmuO0tAHkzRalpcn4jfdzbeSz9vLV5fHryanazmC2HkFvPWoDFQnxvs29R+gYm6hXZn\nbHnNK3o9Hs9o4CpW30vxCini1bVMPvE6tS0Sn5UXxTG7P2j0mbrG0d9MtKcF754dfhmPxzOUbAo3\ndNzXFLFpAqk5OVOxLlRd4vW64NaWn3t38G/UKLB/eBoADwdf5ZHgMgB2BBc1tV8dzFErFOritf7w\n0LPS3Az8ELgS+Bvghnhdv3KxHDGuCvi2iNSAC5VSFwH7KaUeBlBKPSQiT4vbHgB8z+h7f7zNs0KU\nN89R+guHYNTxrtB9SQezr/mL3GVtb+FYcPTL/5AJFilQ4+TgZUyyyGp28PZgA5MssJodTX12siYR\nz6FZ2/aX6C/jljbd41luKrdsjlzKeoCOb3WS51JuMZ5O/WK2HpQ/dUcjydTUD2ab42g1e1rH7UUZ\nnj7gxzqPp79sCjewJbgTXZ+1X7GWeY7bKoHmncEWCvGYcE9wJRMsoge4x4JLcCVr2hnOUAw+Uh8H\na7XF9k58mRi3sU4pdXHrVq1Zjr/aS5RSD4rIU4GrRWQbkZg1sddb8ndf2VJfPvbQEsceVuruLD2p\nlD+eIl6zsMcinVk4TXzqX6IpVndZ+1J+raVnzMC6BVY/vgP2hh17rGnKbpeGaV3VwvU54cmp7dvl\n+z8q8/3byz07nmf88GPd8tEL8Zo7iVMHd9+p7bOd17u2+xSh8u7euc35sc7TC/x4tzxsCjcQBtva\n6pNX4FYp1OddnYrjW4MowWyxqd9Efa6WZvUtBOezwCSTLEABFiYnePT689r6/Cz8WNcdIrKVZt33\nGyKL7IeVUo9m9e+7cFVKPRi//0pEvkHk+vuwiOynlHpYRJ4O/DJufj9woNH9mfG2Jv7sDzf18aw9\nTdhCtJOYfi1a7aRP9q/QrO1qsgtKP5yBvaMSOaXHZuApwONQfvB8AA558dsoPCl5cgXW8KXwtqbT\nuSjYwQRrqVHIVTqnE449LHnjveCy/+joOGOcfW7s8WPdMpOjRE4r2nIptjOzx583tc9so+61TlQ3\nCZW1sWvwg7PJfjGVI1PEaJ/v9n6s8/QCP96tHLosTr9Iu7YbGY+rccmbGgWKHBUeB8DW4Bpnv3Xh\n6Zmfs8AkBapMFnprcfVjXdf8O9Ed7R/j9dcDa4CHgP8feHVW577eykRkDbCHUupxEdkLeAVwHpF/\n8x8BHwXeDHwz7nIlcJmInE/kInww8IN+nqOnB9iTtDRraytqJC2ypnA1smFCHO+6N/A4Cde4O753\nIYcefxa1PQv1yOoiNU4PjmENO1jLdtawgwkWWUuBtWw3PqKH6UR7zBgPcB7P6OEKr7AFrJ2B2KLy\njM2ReLXLPvxotpG13czgbtTIHmT8WOfxrAwu0dqL61FbXTs93sbwRKd4fSC4Iha5keCNQsWqTVba\n2oDO7cZ4rNuklDrSWN8qIrcopY4UkTe16txvi+t+wNdFRMWfdZlS6moRuRn4moi8BbiXKJMwSqk7\nReRrREVpl4CzlVJtuxF7+oQWoOYY0CpmKs1FuGjtN7eZ6FI5T8TH0Nf59mSz0j4zlJeiTMg7tq+O\nNu4J7EEcExExQaNslHYTXhPHvhaoEYTrHSfh8Xg8rd2AM2NbiWu6ps2hcs5hphZmqUzEVtVWd3Bz\nvyVeK6cPTnZNj8ezcmhX3rwW17xtssK08sR3mrVeXZ/ZHN86UXdMnjTmetvDD7T8LM+yUhCRFyml\ndInUo2ncAVv6K/VVuCqlKsDhju2/Bpz+IEqpzYC/ow4DeUVrpywR/UK1JVZbC2o0kjXpTJy7oLR3\nbIVdqNbTMN10/Vc4MTiVfwtDAN4SHJ5IxpRM+z6g2UrId6PweDw9wnAXzkPHglZbXk0LbKvPrcHU\n4mzTOVaes5mpu2eprI9diX8067baDng+ED/WeTyDR7fWQdvq2ipOVXNjcCNAPUETwIZwE9uCkAPD\n3wUiy6vNMIwjw3COfeIs4EsisjdR5ZnfAmfFnrkt9d+A38I8A4Ntba1a7662Llr94sy+BRqTsyXj\nHeoW1/IhkZW19NhMXcSW7/pE4pDXhN+oL38pvI23BIfHh9eDaHRSbwsnW5ycx+PxJMmdjCmmbnV1\nuQub2dr1ekzlsViQTjaSR1XWJO/xlYMb65XDNjN1i5Foyjyuv/N7PGOPnTSpUcqmGL93J6zyWF0L\nVOvt9Ofpkj3XBFvrllNtedWsD4P6slkmxzy2Zmzl4YCilLoJ2CgiT47Xf2Ps/lqr/v725WkfW7R2\na1nN83l65NHW1xqwHUo3xlbWdVBWc00uxC62s5bVcTKmj4f38cHgafU9g8q4pU33eIaBdkRrS6ur\nvQ0SY9/UutjKugCVpc0wkeNDjWdxleM21+u7Vl45uE5NfqzzeAaXdq2EnYjXMNgWGxYKHBceletz\nolI50bmtC0+vl8qZDM9s63yXk3Eb60TkTUqpS0Xkz63tACilPpnnOHv04dw8I0SiDI5O8mFiitZu\n49+zPHX1Z+uYV912F1GCpsfyfcTLg1ezwAQ7WcNO1vD2YAM7WMNOVnd+3h6PZ+iZ2mBYJ+P5RFZG\n4TTRmkfMNh1Xhzy0okj+WNh7YlfhSRo1Xq0kdx6PZ/y4Jthaz+SbhzyW1ywR1rDkNo7jOqbZTr/y\nsC0IqVJgkQlqFHgguIJqG/09y8Ze8fvalFcuWt7CRGRPpdQua9s6pdQj+c/VM8yUzknWcC1/Ya6x\n700zScGa4ubWEldMWZprmxaxRsxWef0cWRx8+LuYXL3IPobCLcTJmQpU+WR4Txsnu/z4Adjj6T9T\nhyZruN5zU8MyeeCL89d3TbOuNm1v5S5sx75WofJ4trV06ldG/Kt97D2h8qLBtbaCH+s8npXi5HAK\ngK8H9zn3p1lbG67FOn9I8+BnuwNrN+XovVjvY7ZrVenh1uC6uHyOeV4T9WOmlcsZFMZtrFNKXRi/\nd1VUN4/F9SYROVaviMjvAzd086Ge4cUUrQDlS+caltA0i2laRuE0TIuqxra0QrPLcga7n1jDws4J\ndiyuji2sa1hkgi+Ft/EP4U9bH2CFMZ9A9url8XjSqdySFHj3fa+xnseq2qpN3eqaVvbGTKbkapuG\ntt4WiLIIx1bWypGbB160wvKOdSIyLSI/EZGfisj7U9pcICI/E5HbRKQp2aTHM+wE4XpOCg+ur78m\nPLCr49Uo5naD1denq32rKg81ilQpsMBEbG0t1i2t+4Wva//El5l+jHXDMLcTkeeJyH+IyI/j9UNF\n5IN5++f5Zb2RKPvTtcD+wL7A/9vJyXqGEC0YXW7Cae3B/cvK82uLwhrS960yzklnHCaKdS0f47a6\nltbOwOOwu7oXO1fVKO5T4z+//VVnW4/H4+kVLstrrgzD0Bx6EVtip54+S+UhtwCdWpytuwbrOq5m\nwiZPAxHZA/g08DLgAaKH9N9USv3EaPNK4CCl1HNF5Bjgc8CxzgN6PGNIlkA1LamQjHd1WVTteNer\ngrsTgtrkuuBWJmOhpo+z0UjY5BlovgD8BaAtsLeLyD8CH87TuaWUUEptFZGPAF8hyl7zUqXULzo/\nX48nptWDIVfCkiVjWe+Psw+XbpyJJm2rI9fh0sNxpmGJ2+4NP6l8pkcnv7wMw1M0j2eYqdy5OXIV\nzlHaBqBaaDgsFWu7M9tn1XaNDoDbvdfersXruthtuRplG55aHbsHG6dRWTucgnUZx7oXAT9TSt0L\nICKXA6cAPzHanAJcAqCUulFEniwi+ymlHl6uk/R4es2J4caWMa4NS2j03mnpljziNVkqp1m86n1B\nuJ4twZ3xepEFoEitKePwsDDG87o1Sqkf6KRMMbnrUbZ0FRaRLwJ/BhwKnAn8q4i8o92z9Awn5fPn\nKH96LvMnVf7njP3aTbgXCUGqJK0QS8a2anK59POZKHFTlSh5UxsJnDwez3hSuT1b7Gl3YVO06nV7\nm4ntNqzXU5M/tXIPNrZN7T2b7DOZ0sdjcwBgBvP9It6W1eZ+RxuPZ+g4MdyYuf+0cP+Wx8jvDpxs\nZ4pgWyCb7e2kTmGwrb4evYrjXAt1mHlERA4CFICInAY8mLdznhjXrcCJSqmKUioEjgGO7ORMPcNL\n+QuROC29aca9/+vZ4jYTbUVN618jmb3YFKy6n96ml7Vo3WW8Hu/w/AaAKoWevzweTzM6tvU5R7uT\nMT1wfbq47Uq8Fq13SHqlFFO2uUTuEAtXP9Z5PMuDrpd6VXC3c3+WeG23lEuWeG20aS1ezThOLV6H\nlX6MdUMy3r2DyE34+SJyP5Fx9E/zds7jKvx3IrJaRJ6llNoWF4r9445P1zO0lL+cnbnXyRLNyZk0\nrnjWtNgve59dQ9acsJm/6j2JRCs0rBEej8eTgZ2YqR2qhT1SXYfT3IZVASTyfkvGuZo1rG1XYtut\n2B5LVQcnPyL87NoHuPvaB1o1ux94lrH+zHib3ebAFm08nqGlVQIkaBaZnYrFNLfhpKtwuttwWjvP\ncKGUKgObRGQvYA+l1PZ2+ucph/Nq4BNE5c6n4qx6f62UOrmTE/aMLuWvz1F6rdsim5iMtYtLzLoE\nq267i0iwYuyztw0Zw/xU0eMZNX557UfYd9O5ABSqjtIPseXVJWBN8doy/tUlVM3kTeawYMfGml4q\nQ0QvxrrSCc+idEJDk4bn3eJqdhNwsIg8m8hN7fXAG6w2VxJZB74aV1d4zMe3esaJ14X7cVnQqH7p\nuj7tWM0sQZklXnVfczmrneuzh4lxm9eJyJ+nbAdAKfXJPMfJ81f7EFESg2vjA98mIqU8B/eMH+V/\nziFeXSI2zTJrJybJEqzQEKgpZXNKj83A6qhNWXVgQV4hhnlw9nhGkUe3nMe+m86lViw6xSukC1iX\neHVaXV1CNS3zsCVip2S2HvNfmRieRE3LNdYppWoi8k7gaqKwqS8qpe4SkbdFu9XnlVJXichJInI3\n8ARRng+PZ6w4PVzHZcEjTUIr7VptJWTzZhs2j2NaXs19BWr1hE2TLHBceFQnX3FFGMN53Vpj+W3E\nWYXbJU+M61LsHmySnkJxmbgv+PpKn8JYU7o4RZwSJ2uCxqTKfPJv1151PZjT8at27GvN0caMa3XF\nuGJst/qUVqd/B49nUChNv4LS9EkrfRpji7asunh0S7466q7YVzPmta14V7u+qx0eQXO7qUV3vO64\no5SaV0qtV0o9V6noSaZS6kKl1OeNNu9USh2slDpMKeU03Xp6R2n6vSt9CmPLoceflbrv9HBdfbnd\neqGu9natVzNG045jNdtnxXBWKXBDcHPu8/IsL0qp8/QLeNhcj7flIo/F9Q4ReSNQEJHnAu8Gbujw\nvHvKw8FXmWSBfcIzVvpUxorSxTOwBKULZ+oisPyeNqyXtjVBx7q6St20wnQBrsXLdryrHRu21Fgv\nrZ2hvH3wLa9j+GTOk6BKafokyvNXrfSJjBX7bjqXWqHAPsFf16/B7eEHmtrVitGgk2Yz3sIdAAAg\nAElEQVR5Bbf11eUqXLe8mljlcFqOkXZ7YGr77FCUyPFjnac0/V7K83+70qcxVhx6/FnUqgUOefHb\nqFWja/AnN/W2fKDLBdgUrwVrUHOVy4HW9WBvCG4eCsvrmI91HWdhyGNxfRdwCLAA/BPwW6IMUCvK\nmP/DVwwtWhPWTqD0iRlKn4gsmInMw6bVNY/ldcnaV6NhfdWft2Ct77KWdTIm1+fYltpdkXj1eDwe\nm1qh+T6zNvgIa4OPAM3W2FqxmHi5sK2v2tpqWmCVtqTieDctr2ZG4VYUIvHq8Xg8eXj+0Wfz/KPP\nBuCSoHU9wZphLc2ao6e1Ma2qadmETaGbzEKcLI9zY3Bjzm/pGTZaClel1A6l1AeUUkcrpY6Kl3e1\n6tdvqsaPfiH43AqfzZiiLa2xIC2/z3IR1ti1V00XYNuNV7ex3Xxt8Wqv28tpbsRV6zO02/A+gy1e\nxzRlugcwn/iUpk9ZwfMYX2oUEpbWvNdPmoC16766xCuQT7zqd1e5HAdT/zXY4tWPdeNOdJMuTQ/2\nPXnU0FbWWrVQt7RWlwpUl7KvnyyhagtZt1ht3pdWCsfEvK7t/cMiXsetHI6IbBWR20XkdqJSOLfH\nr63xtlykugqLyLfIMOX6rMLjSfnNcw0XYdOC2iorubnfdAteRbMrr7kfa592K3ZN8Mx98aOVctBw\nAy5tm0mKV+1mvOKPYTyeVgxpitgRwJwU6UnBzrC9SXWaK7FZOke7DWcma2o+ufr2ykMNN+Cp1bNJ\nd2HIH37h8XjGEi1en3/02XXBevdtn0q2yRCMuT/H0c8uc+PKuKvdhl8TNipUXRXcnegbtas6XYg9\nK86renGQrBjXT8Tvvwc8Hbg0Xn8DsOLp4MctjfSgYMa11rHGhvI/pWQWdmXC7JSdRKLXLnsDDVFt\n/UTK6+co/XwmYXUt7zUXPZ7Z2YNz6iP+9z7OdFNLytMNrSZmj245j32Cv27aXqi5BzlXBuJW4hVA\nIL0sjkOQVnZuTopXoLJm8ONbwY91Hv+QbiVJs7CeEe7Dl4Oo3GaadbUTmkWnXa+1UcvVbK85KTyY\nMNjW1Oel4REdnc9yMm5jnVLq3l4cJ9VVWCn1HaXUd4CXKKVep5T6Vvx6I3B8Lz68WxIXSnDByp3I\nOGG545Y+6hCyZjtzn73NjmG1XXpb7dPZg+2YVzOO1aJ80FwjJrYGpSeGwx0pzeWmm5dnmGj8mL27\n8PJTpcDqIH8St1qhUH817XPEwKa5DSeyDZvuwOZ8JyWrcGVnUqgOS2ZhP9Z5NN5dePmoVVu7BTv7\ndXmNNbsJJ2Nao2V3XKsmCNdn7h9U+jHWDdP375Q8yZn2Muu2isgUsFf/Tikf4/DPGUTK75hrxJBC\nFOf6gbmESCy9Jr7ZZMWzumJYzbhVjPc0AWu2X6AhSJeMd9d3OGiO8gHROZf3GvyMwp5xZ8l4z/hh\ne/qCGTO0M5yhRpGJIHJIcllbbfKIWEjGvZqi1Vkqx3xBqkG+srSZitpMZY/NQ1XL1TPuLFnvnuXm\n7ts+xe5akdLGcwCc1ta02NNO4zKzhFirUjhBuJ5N4QY2hRu8Phhx8tipzwGuFZEykcfSs4kKx64o\n+gcdJWkqxs4FnmXBEK3OuCn7XpP33qN/je3eq3QZHN13IV+38n7DI1r9r9vjWX6SCUAat8vF8H3x\ntvTr0hVfZYpX053YdCE2y+bYyZp070S5HKPkzSjgx7pxx66X51kOTGvrbmPgKW89v75sW0XrfTOu\n2VbusLoEjj6GOZsvNC3n+z1sCjfkarfSjPNYJyKrgWcppba12zdPVuF54LnAe4hquK5XSoVtn6Vn\nJNAlb0zRWvrgDOVz5yjNxvtqLV6aJdxW1DT3YNvSupOGlXVXvL6QfC9d5l2NPKOAtzysJHrCVAjO\nZzF8H4Xg/BY9WpeGsC2xtguxywLblHXYYOrZw+EK7PHkp0pp+r0rfRJjhRatpY3nUN56PqUXpD+k\nc2Wx1SVt9KsVdtusUjiarwYrnmbH0wUi8mrgNmA+Xj9cRK7M2z/v46wXAs+J2x8mIiilLmnzXPtC\n9IOPfugTwfnUwnNW+pRGjtLFMw2BaKNjXWcbSY/K/z6XHZuSZR2wH7bqTMH6s8wsxOZ+nahpJ4mE\nJKPCOD+Z89hpt6E0fRLl+atW7IxGlX03nRuJyfh60x49YFyDwQX15e3hB1JjX4vWQJeZSTMWr9oK\na2YhdllgC8QJm6KTHCn8WOdp/KhXrehZjDqHvPht9UzCTc9Gq4W6aAU4K1zDhUHDnS3NG8Uk77Vs\nJlVK2z+K48IofqecfAh4EXAtgFLqtjgMNRctLa4i8hWiDMP/D3B0/DqqgxPtOc1Pesb2R9BXym/O\n4VJbhfLHc7reKsfLZWXVYnkhftXibba1VSdn0omadpFIwOTxDD8jpk4GlEe3nJe5v36PCd/d8lh5\n6uvZloQ0Kyw01371eEaTJgW1ImcxTmg34d0Ol47yXZ9o2tawiDZbVdO8TLLjV137ivW41ubETUUu\nCx7p8lt7NCLyFBG5WkS2iUgoIk9OaXePiPxIRG4VkR+0299gSSn1G2tbavlVmzwW16OADUqp3Add\nDpqDuYvA4sqe1AhR+uYM5VMsIWrfP3rpvaji4wsNsWnXc9UPX82yOgVju451teqyli6egb2gfNrw\nxLTaDHJRaU+/0a4GkKyJ4ukF+x8/ywPX509cVKOQuBrzxnCB+zq2MzS4rLCmBTZhdbXCAKeePQtV\nqNw/vImY/FjnadSzM8c+T6+pW1tzYgrWxHFSHsq1Ok672Wlsy+sVwQOcFu6fu/+gMUBj3QywRSn1\nMRF5PzAbb7PZDZyglPqvDvtr7hCRNwIFEXkuURjqDXlPNs/j2x8T1XEdeLzFtbeUvmr87izRWv5A\nLAJTys50jGmFteNatSV1Jw2Lq5lN2LTS7mq8ym+eG2rRCs1xI714eYYN8ymOt0L0imphD552wgfq\n6/Z9ZDF8X5MFYSH4XKJNZixri+vPtsY2WSMMK6xZQgdIPr8oQOXezUMtWsGPdR6zFIGn1xx6/Fmp\n+8xETJrSc9+fWLdL09hZhu1tWZ4nWVmGk8dtWF4XmaBGgTPCfYZatEJ/xroOx7tTgIvj5YuBU1Pa\nCW7dmLe/5l3AIUQz+H8EfgP8Wd6TzSNc1wF3xubfK/Ur7wcsB+aPPE/SDE8O4ntH6eIZShcmH5yU\n3+8QgVUovdN+wLKU8WoTl6DVItYUtFXjfSnlXD2eocIugRNN6ErTJ63I2Ywq+246N1HepkqBnWFy\nTHMJU51h2GyTp75eWlKStPIQ9fOy3YXjeP/KT4dbsHo8EeZ4Fy2Xpt+zguczehx6/Fkc8uL2i4O8\nI2zE+7vcfME9jkXt2hNe1abxs1EO56xwTVff39PE05RSDwMopR4CnpbSTgHfFpGbROStHfQnbrND\nKfUBpdTR8euDSqldWX1M8kjzD+U92HKiE1+4/Og93VM+bS7KyJuhMcsfNjIJA+VP2yJxFcnCrCbt\nprp3uAvp2FiMQ+nkTDvbOPQQ4H/XnmTCEp9luFf88tqPsO+mczPb1MJzqAX/4HSVKwTnN12frlI4\nUT93gib7KXmBamLSV7/fFQot3YWHHT/WeSK8m3C/yHIR1lZXMzGT5oLAOIZlOW36DMeglHZtu0Il\nTHxypmx+ce3Puf/an2e2EZFvA/uZm4hm0R90NE8LDX2JUupBEXkqkYC9Syn13Tb6m+fyWqXUY/H6\nU4DLlVJBVj9Ny9udUuo7eQ60Eui4Vl3HtUohejbjswuvCKU/naH82TQLZ7sT7bQEDfonG9/QtHg1\ntfEuRmoi5xl39LXQPInz2YV7h1lj1UUyIYlhSQjPgeCC5LFyTEgKKQ9f8/RJMIJZ1D3jjHuuUJp+\nD+X5v1/mcxkf7r7tU+4dxcaY8+4Qzg/cgjWPUO3G0DSq4rUXPPOEg3jmCQfV139w3pamNkqpl6f1\nF5GHRWQ/pdTDIvJ04JeudkqpB+P3X4nI14kyA38XyNXfYJ0WrfHx/ktEMq20JqnTexHZjls1S/Q5\n6kl5P6Sf2GULailPuj3tUz59jtJFLeqgarfd2LBaetMMPArup6X27Mo0FaTV2llltTW3GeJV3+uK\njeXyF0bHTdgP2J7khC7ruvG0y6Nbzku4CbuwBetjwSUUqDHBApPO9tlW2LRr2p6gpVlvTSq3j46b\nsB/rPJ7+cfv1FzndhA8+/F3N4rVagGKN0oEz8H142Vv+jfVsa+prx70m9xWcy60SE6UJ1XPC0Znj\nD9BYdyXwR8BHgTcD37QbiMgaYA+l1OMishfwCuC8vP0tdovIs5RS/yc+9rNpI6twaoyrUmqtUupJ\njtfaQRGtGtPX3g7q9vSYGpQ+0kLM1nElk7FjXXWmJb2+w3gtWctmEKvu0zgv0yu5/OXREa0ej9sD\nIdrmY117h33vMGu0mveZBSacZRrSjqO3df5qxHeZCZpqRajcMjqi1eNJPAlP1Mjzsa7LRWmj4bG4\nqwiPAMXGHBuaMwxnxb26YmDT4lvt2Fb9GQOUgXcU+SjwchHZBrwMmAMQkWeIyL/GbfYDvisitwLf\nB76llLo6q38GH4iP9RURuRS4jigTcS5GwqGyUfMpihUqUotct3LU2vP0mFVQ/vfoN1uafi/JRAv2\nO2RbjFpZXLWQXZ10GR6JX3USP2iPM/o3b14rPvarn7hiWW3vHoB14enRTsNV2CVa816/aaVxzGMX\nqMUJmnZTGEGDux/rxh07NMI1/nl6hauGa3nr+Y0Y1yowCeX95iCEuWB15vFcD/NcLsV2u6zYVp0H\nYCYcreQlgzLWKaV+DWxybH8QeFW8XAEOb6d/xufNi8iRwLHxpj9TSuUuzDvUU3zz6Y9eLlBggUkm\nWaDgxeuK0RCtmizRumQtQ3PdSo0O6DJvZkvAk+ouw+Wvj5611Zd0GGfMpEyapAW2NH0K5flW3jme\nbmlYCtJK3xSa2if3Z1/HiaRPKRP1QpygaVTxY92446pV3RjvfKzrCmDceopxPhlIF6Guh3z2fnsf\nRGNe0ZCqen2CxVwhE8PGmI91NaJY2D2BDSKCUuq6PB3zlMMZSMwLp+Fa0JhQ1N24rKQZnu6p13C1\nicsyJHGJ0qpjm9nWdAc2X0uOfTuMZSJX5jPzujJ7PMOE6T7XvK80fQql6d9f5nMaHR4L/6ppm13q\nBtJrtrYjWttxD7a31YjquTaVxfF4RgJzHuB64B25DEcPxz2dcMf3LszcX3rB+6L41qo07ctrJUyr\nTW2L1hpRbdboNckCkywY61UatVs/Eqxt41t6BhUROYvIPTgkipMNaaOCTcs7n4i8K05VPHC4fOir\n1k3f0x3ls5pFqo5xNUvhNPWb/1vcpXDSSuPYuOJg7ddvge0khG3u8O7horv4uNY1JT2DTNp11Cxk\ny/P/snynNaKYD0XtuuDmw1F3SqbkMcx+0Xvy2rOvyQUmWIgnaWnitUqhZQbkYcaPdeOO7YnljneN\n5hieTskqidPVcWl2C9bbq/G4aY6jpnV2wSFgd7KGHawZyeu4H2PdkPyd3gMcDdyrlDoROAJ4LLtL\ngzyPbPcDbhKRr4nItIg0P4JZAWxLa9qytrraExBPd5TOy2PVtBMymdjbXFYk27pqrpuC9bc0RCxQ\nzHt+Hs8wYU7cbHTyEm917TnBBewILgIaE40FJllkot7EnCzkcQ+2J2zJCZ0tVouOSd0Ei5ORcJ7a\nkDunhcczBCQFqlu84q2uXfKTmz7TtK30gvcZsa3xVN+o1ADU40zT3IRtXNvNB3V2siY99i0aolU/\nzFvDjg6/rWfA2KWU2gUgIpNKqZ8A6/N2zlPH9YMi8j+JUh+fCXxaRL4GfFEplV3xto/UKKBjgBoX\nTo1FJpiIl4F6vCvg67t2S4rOLJ8/R+mdaULRFKgu9+BqynLaB5voeNdivV15/vOU/jS2CF88AwcA\nLwAOgb03PsL6Ndt4Gg+zjkc5L3w05biDx3I+RRORaeDviB5sfVEp9VFr/8nA3wC7if455yil/jNP\nX08nZMd8RSSTNZWmX095/vJ+ntRI44q9ggn2D09jWxCyyATbaXZbS6traFtZ7fauSaAZ41Uw7nF6\n/85whseAqefNMvXsWVgAHid6hvcb4In4tQsqhw1P5uEhsRh4+kqrGO7GeFeanqE8P3p5LVaacmUu\nKoOzC7gH2Cd/3+aHd83J7lqNfea2y8OtQFRD9sqgwj48xhp2sp5t7M8D7Pvrx5EngN9A5X4/1g0B\nvxCRfYBvAN8Wkf8C7s3bOVeQjFJKAQ/FryrwFOAKEflY++fbO+wn03mWveW1Q6rGu3FPKX/c4Ur8\n1kg4luc/Tz7RaluR0oStdhv+Lc1uw9uBX0ef+9k5WEc0z68Bv4LyY3MUilV2sIZFJtnBmhZfeDwR\nkT2ATwMBcAjwBhF5vtVsi1LqMKXUEcAfAxe10dfTMUmLQxLbbXiJ0vTrl+vERp4iNfYJzwBgkQl2\nsIYqBbYEdwJQCN/RlmjVVgazrT2Jsa2t2gqxYI9fZs6SIlT2iCduhfg11vk/PMNHmqXVngs0xsPS\ntPewahdXLVeKVgKkXUQOnE+F0qr2/sZ23etqQpgmx77FRHhEI+ZVL2vOCWtMsljvszY8k4naIvWE\nyH6sG2hEZApAKfUapdRjSqkPAf8T+CJwat7jtPw3i8h7gDOIKjldBPyFUmopnqT+DPgf7Z9+97jd\nD/TX0T/0yNK6yGR92dMBaQ8/TQH76bm6pdOkPH+pMYG2RazeliZa0yytevK+iki0rgKSKdrL75ij\ndFn8tPARKP3nDOWWpaUGl2V8Mvci4GdKqXsBRORy4BTgJ7qBUsr019mbyPKaq6+nE+xM2+C2wpr7\nou2l6TdRnr+0f6c2YtgJRVxsDE/kmmBrLCIbk6rJ8O0sBJ/LJVob25pFq17WNtfI3lqrt9X9tXSt\n/HxzZHEtAHvC1LpZKgyP1cFmjK0QHiA53tnjnDknSFYe8JbX9rjjexfy/KPPTm6M417Ld30iev/V\nXCRYq0QKYN+o2Uy4M5EoybSWpllbs9BjnXkMM3uxjR4Lbwhu5rjwPIbHdy7JGI51VwAvFJH/UEq9\nDEAp9Z12D5Ln+cTvAL+nJ6MapdRuEXlVux/YK7QLcHRTb7gW6GlEgQKLTFKjxiQL9eUCVSZ9mZy2\nKL9jjtLfzySf7OOwtupr0Cl0s6xErv2t3IbtzMSRkC1NH0L0s141UjexZUw0dgBwn7H+CyJBmkBE\nTgU2A08Ffredvp52cYnUtHJR5r60/Z40doYzTASfqK+nTSy01XWRCS4LHuH0cF1TmyzRmiVYs/rr\nCV6BGg8EV9R9igiHV6ja+KSK445rvEtL4Ai+pnWf0RFZBSgtzFCebMyr+iW8dLyr5uTgZfXlK8O+\nfOSKMIZj3R4i8pfA80Tkz+2dSqlP5jpIqwZKqXNt0WrsuyvPh4jIHiJyi4hcGa8/RUSuFpFtIhKK\nyJONtrMi8jMRuUtEXpF2TJ0gw3YJjtwLkhnL7EQXC0xQC/7Bl8ppg/J74sFKe+e4SmoZ28ySNMlY\nu7QyODjaZJl67dhZXRpnB+X5H1Gevzml7/jyy2vv4scf+nr91Q1KqW8opV5A5N7x4Z6coKcN0rwR\n9L6G23Bp+kxK02cux0mNBK4SOIXwHYn1IFzPYpxYZNHILjwZvh3IJ1rN/VkJTGwXOvt9XXh6h9/U\n4xlEdtC4pzdnE25+YN3YV5qe8W7DbaATNO2uNcYkbW2tr++ci8RrbGAtLUR/3w+EUTJMV3Ime4xr\nVf/ahe1SXKPIleF/5PxmngHl9URKQf+i7Fculssj/D3AncCT4vUZoji5j4nI+4FZYEZENgB/QJRO\n55nAFhF5bhxjm8D142+4BEd21wJVJllMWFujYsYNxu55Rze0MN6UP2u4Cy9B6Q0zlP/JtHq66rm6\n3IfNNq3I41o8/PSiUPW+J2xk3xM21tfvPO+brmb3A88y1p8Zb3OilPquiJRE5Hfa7evJi+saWZWx\nbv9WtDfCn8Rx555W5JlcadFao8A/BFXeEaZbUbMSkbT6fPupvF4vOp8eDj+9GOs8w0yVSLyusbaZ\nuLxPGsvebbjHmDkwjX/FX4WPcW6wr7NLJ6VZzPZmqMSoMm5jnVJqm4h8HPg/Sql/6vQ4fa9gLiLP\nBE4iTuAScwpwcbx8MY2g3JOBy5VSVaXUPUQxtE5Xw2QQ92RcSqBQL1icsK4a66ZVtkohsrx6WlL6\naEOQUiPbGOrY16gv6ZqEdypa3ZSmn95V/zHnJuBgEXm2iEwQPSG70mwgIgcZy0cCE0qpX+fp6+kE\n2+pAyrrdvsooP8zpF6arMGS5C0+iSzqYE5C14ZmJfvmSMDXX4bMTONkvc7/HMzpk129tTDLSS+UA\n3vKag4MPf1fC2pqKdhdugbas2ts0eR8IekYXpdRuoKs6Vssh988H/gJ4srFtP6XUwwBKqYdE5Gnx\n9gOA7xnt7o+3NbHAZN2Cam7T8axA3bq6EC/rNBfaKqtjYwvB55gM304t+AcK1Jhg0ekuNs6U3z9H\n6SNt3AiyxG1b2YT9xBuWL4hfKVUTkXcCV9MoaXOXiLwt2q0+D/y+iJwBLBL5c/1BVt9lOfGxYonm\n0jjm43A75qtxjZWmz6Y8/5nEpM5bJpIshu+LSqe1uOZM0Rq1rSX2QWtLa57r2s7OOeqM03f1uNgZ\nv2fFuBZTlnU7o1zOq+KxbjWU/9mPdSZ33/YpShvjEpHVFtddhnjNis+P1t0Zhu22BWr19uPAGI91\nW0TkfcBXiYq2ARAbQFoiDi/cniEivwu8Uin1ThE5AfhzpdTJIvJfSqmnGO0eVUrtKyKfAr6nlPrH\nePtFwFVKqf9lHVe94tyjomV2s/6Ep/O8E57BBIsUqOny7IZrcGNZP9OeYCGxrlkTntW3v8coUJqd\nqT/wLJ/vvgmUzoyz+RoPRsv/GrUtTZ9E8ikppJe/ce3TJXFc2QWT28rzZp6gleH7Pyrz/dvL9fUL\nLvsPlFLSzjFERJ3auVdFKt+QN7R9Lp7lRUQUnEijrsnziSoNrUYnIYuWV1nrRWubu60XrRnEORDq\niZGsOFeAC4KGxVR7/fxV+BgAjwSXxf2TWYazRGtzRs5iop/Otgkk7l3rw6Dz79kj/Fjn6ZZovDuJ\nxnj334DDaR7Xspb1GKcPGh1Oz0E8zZQ2nhMJV51V+GfN5ddL0pj76WcL5X2iv+kHg6dZ3iFmfpnk\nGAY0bTffkw8Dm5kPr+r+C3fJII91MPjjnYhUHJuVUqqUp3+/H2u8BDhZRE4iGk3WishXgIdEZD+l\n1MMi8nTgl3H7+4EDjf6pMXKbPvTi+qUBOumZ/uFHFlcz23DdumrFvU4aZXJMAevpAjuE1fizluev\nojR9YkrjtANlbW+Ob3EJ1rqFKb7HLdeT12MPK3HsYY1r8YLLOksuMMZP5jy8jOQEzca2strXjTvr\nphetLQjfXQ8lcYlWaBat5nW6LjzdEK/ZltYs9zh7ElijWL/vAWwINyVPO9iWWA/C9Zlfs1f4sc7T\nG6aJxjktQPV4lmZlteNddxrLgPKitRXlredTekHkZegSra34cPhLZoJnAGmlKtNj9l3t9Phm1nAt\nUGsSrScHL0s8yPvn8Pq2z70T/FjXHUqpqW7691W4KqX+EvhLABH578B7lVJ/KCIfA/4I+CjwZkBn\nibkSuExEzidyET4Y+EHWZ5g3cfNHoN2GwfUUO+lebLsce1qQYW0FKF86R+m1rdyKXYmZdG3WtPa6\njV5Pu3klScS67Iyall47E1Ug3TNOKnXeDKwDJqF81uDd5HzchyeJLU6zrgVXXUQoTb+X8vzf9v7U\nRow00QpwTljjI8GapvhUjWk5sN+zahQWqCYstXbsmF7eGJ6Y6GuLVntbEK7nquDu+vpJ4cGp322l\n8GPduOOaF0B6mS9XuFHSZdgna8pHlmgtqzlKxHMp83mCQbMVNVtiuB7k2fVb9fK3w28l+uoSOdoL\npUaB1wfH1R/zXRL+kLcHG+rGqk+G92Sey0owrmNdHGrWhFLqkjz9V8qRfA74moi8BbiXRozcnSLy\nNaIMxEvA2a6MwjZZ4rWxvWFdNcXqBIv19lUKLASX+fICGZQ3tz/4l/892ac8fw2l6WPjtTyxrHZM\nbHqWgPK8ywPBokZdwAKU3jkTJeJ+PF6/eAb2gfIp/kbnGSTMayRr6E6LB8t6MORxkSVaNTpJYJUC\nc+GDiX37ha/jgeCKXKLVJUztzzE5Kjwu17mZXBlUMHPpR+twctjVA3CPp4ek1XE1Mw23sr6mZR32\npGGXwclkqeEmrJkLH+QvgobDZDXlgV0e9PhXiEXsNeE3nG0aHpf62BPoXDZnBC9kMp7f16jx58Fz\n6qLWHqc9y87RxvKeRG5ltwC5hGvfswprlFLfUUqdHC//Wim1SSm1Xin1CqXUY0a7zUqpg5VSL1BK\nXZ33+DrLYrScrNtqunM1sgw3MgzrzMTaDUu7d3m6wHATdmX3K89/n94nYFpFafp5ju3JbIOo6LzY\nFb+eALbHyzsb20vfnKEUDkZmQldW0W5fnmEhT3ZgO248jWQbn3mze7RorVHkPcFBTfv3D08D0kWr\n63pszjTcfL3eGNzY1nkmE6Ikx4Erg0rCEruS+LFu3LEzB9vYWYVd3lvNff1Y11tKjzb/PT8e3pdL\noNpx/+Z78zy+yInBqc0HoXkcs/vp+X7VGku1W/NK04+xbhjGO6XUu4zXW4EjiXwgc7FswnW5sLOV\n2fFHppCtl8QhWdy9RpGHg6+u4LcYTkpnGgOZjm1taS9Pi3HVyRbstpYIzSV6rYwCxOe1i6R4fSx+\nN7aXA2919QwCOWoRZPZ1ZfCO1kvTM35S1ybmxOfD4S9ZZLIuYF3YSUnSJhl28qas0jl5cOVtaJ7k\nRecxiG7DnnHEVQJH3+ddyRptTyx7W7JETumVfqxrh9JqIwN9Id98qGrMtcH90C7fzpoAACAASURB\nVK6Wsmxjh02YfeyHewtGOcxGqcwJq0xms2eMZ8V5Asjt9jP40jyF08L9uSJ4oL7eKrGSdg+eZDER\n/5pGgRqPeLfh9uhZ5RrXzzKt/muybXn+p46+dnr9WBRr8ap5PDt2dyUZ1yB+D5Tno2Rzpem8PfIl\nZ/J0jjnx0VZWVw1DjV0WxyZtEpdVA/GY8Jhc56rTEurYMT0RfE14YOvOK4Af68ab8vwkpekFmh/W\nmevmg22dnM4uEwZOl2EVlcjxCZvyUd7Z+DuVFmYS/4bSwzOU9+vd39F2L46Wi1wXXtHU1vVQz6UD\nFpnkkvCHPTvHXjKuY52IfIuGWasAvAD4Wt7+QytcIRKvlwWPMMli/QdQoFr/8esbtl4GM+V2Q8hq\nilYbaJQ08AI2H6XXxgObZW11JUcoz99MafqweM31U7S37XS0aXE+079PFBujb2xa7FaB1c3idUAZ\n1wHO02vsDJ2NuNfS9AxIc0y6x807guc5LaZnBC9smigdHP4u24Iw0c4mLdOwabnISubhSsykcYnX\nQcWPdZ5IvNpJ5cyyd3Y1AdeDbbufQQ1Kr5mh/HU/1uWhXgpHswocGhGAvw9/zjuCRshWswtws5uw\nC+3i6+KlwWnOMUwnajKriAxy4tUxHuvMgOoqcK9S6hd5Ow+9q/Dp4bqEaG1F0n8+3W3Yji16LMgV\nMzzWlC+di8rMOC2vaeZYezTUT1JXWetF8jxnKU0fQmn6MEMQaxfh38bvO+J3/SISrzq21eMZUMrz\ni60bOTFd7jTpcbPelS4f/xA2vDtaxaPa7bK2VY0Jm9tFLnLtvSbYyjXBVrYEd7Z13oM8kfN4Gtj1\n2dNi+O3QITt3Rkq/pUi8elpTVpbAb9PklSd7btqYV6PA0S//Q44N3sixwRuN7e74zmZX4cn2TtbT\nd+KcR98Bfgw8Ddivnf5DbXHVVC0XAdNyaltaIzepxnbXBaVTa48jJZmJXGb36vJJZGxtLc/PxfFz\nVUrTZ8fbPhN91vRhpMfuaatou26ODYtSafooIsG6Ot5mWlvNm1pUL26Qn76Oa9p0zzKjgIEtW95b\nSlORFaF8X+fXvRnD9aXwNs4IXkiNAq8Njq/v+1/htWwLQqdgNbGTJ5ntGglG3NaKSLxmjxHmvXCQ\nswj7sc4ToS2rrjmA7RZsZyJ2xcQa7sU6QeOYcOjxZwFw+/UXdX+wpWh+WHo8Ev2lhxvW2PIBc3VP\nFLdXSbJcjr2cRmGPxj/r2OCNLUMDdcbhtIzEg8K4jXUi8q/AjFLqxyLyDKJMwjcDB4nI55VSf5fn\nOENvcdV0KzRty2vzvpHQ+C3RT9ZcGeNyY40pSRdhnRDmqHjfHRkH0lZW2/K6ytifhhan2rJqJqjR\n7ztoWGR3Upp+L6Xp92Z/N49n6MlneR11ypV4rHtGd1YX06XtkvCHCQuqFq0AG8JNCcssNKyrdtIm\nfdw0l2J74tfO/a9AjTDY1ral1uNZOex7N7jHLvs+byZ2sh6Sx+K19KrRt7refv1F1KoFDnnx27o7\nkPEnLO9rhX4dEK3XKPK58E6+EG7NPS61EnC2UM0a85KJWIu8NDiNlwan5ToPT9+ZUkr9OF4+E/i2\nUurVwDHAW/IeZCSE6+nhOl4XNizNrszC7WC7DY8d8bhfurfDAd2ZSTjprliev5ny/I/i5R/hfqpq\nuwuntTE/w3yvGi/XDU+LV1PcVgcyw+o4pkz3NFOef4Ly/G+6PIoZ7+2gZSbw0UFbWzsVrwtxJuFF\nhzuavg+tDwPWhwEAG8MT6/tcFlZb2NrWVnt7p/cnPRHU7saDhB/rPADl+QLl+d3WVlcJvXbKhVnt\nxsjyesf3LqRWLXDw4e/q7kDm38txaX0uzH4gZmcaTu5rPqAe6dKO1VrARvtfGpyWWlZnpRjDcjjm\nBfgy4CoApdR2wL7YUxkJ4doLmp/oNMe8jkuJnPI+c3W9V7qt/QmdaWFtWDBTbhwJXCVwIGlhdZXI\ncWGKWNcT2Kwns77mm2eYsa+RVg98mhkHK4RNJ+L1kvCHcQ3wAr8XnAA0xGwarnqq0bL7gWveB7Fj\n+6DVM9KU55+gObxHv9tVBmzsecf4epgA/OSmOExr4zmUNp7TVl+zFE7p4Xis3EXuSm3dCKq0jMHm\n/lZjo+blwas7Pg9P19wnIu8SkdcQ1W6dBxCRKF4vJyMlXPsRt2OL13GhfMBcd6UjAX1jKU3/CUnB\n2AmuQS9voga7WLndznE8GazEDc1Jw7p/eYaX8vxDLVpklYXI2hYzJlYIgPKD8YSsw6HJtIr+bhDk\nevLtcglOcyNutG+2trqu5zzXuLmvQJUbgps7+/J9wI91ntakXay2JTatr9FujDxMAHbX4nGp2uF1\nEXeri9ce4XqA19lxhue678dYN+Df+4+BQ4A/Al6nlHos3n4s8OW8Bxkp4QqNH3+3Qc92hmL9g3gg\nuGJsLK/EZW1K/9npAJW0ZpbnL6U8f7mzZXk+a+KkRad2G9bbzM+oWu2zLK4ul2GHkC1C6U2DIV7H\nbHDz5KLVE+xVVpv2Ep2VXjUTlbcaI0r7tP99/zm8PpE4qUaBfwtD/i0Mne2PCF9aX7avQzPmtdHG\nnegkD+1c64MiXgdlrBORp4jI1SKyTURCEXmyo82kiNwoIreKyFYRObfrP4AnA/vBtH63La9pD6bT\nM6mPlZdJh6K1vNdccw6TA+bq8a02Xwpv60tW39ruArXdrb+Dvv5ta+3vBkHPz6kTxk24KqV+qZR6\nu1LqFKXU1cb2a5RSn8jqazJywvU14YFO8dr4pyYne2ZpAP3jNkWruX8Yfhi9pHzIXNJI2Ra2YEzW\nYC1Nn0Rp+iRj/XjcbsD2jcYV06qxT9TlFuxK0uSwBOt/cbtJjT2eZaI8XyFforIuGNxynz2lbnXt\nkGRpteT94YzghZwRvLC+fnNwg6O/S6wmrbb62NWMV/r5jc99q4fMAFuUUuuB/w3M2g2UUgvAiUqp\nI4DDgVeKyIuW9zRHn4a7MDQ/pHYtm+RwDx6jWNfy1vOjhU4trpqUuWFpbeMBwBnBC5uMQHnIO1bl\nFbCe0WLkhCtE4lVTbfOGnSZaTbTlddQp/XCmPuaXwvSnkaU3uPa5kiKlU56/3tHftWxbkTIspk1t\n7PYZFtdVwCSUvzwYJXLG6amcJz/l+Z8aa/a10RvGwepaemrjO2ZZXY9++R86t+e5rrR4PSo8LtHW\n7JMmVt2f2eyO3ErIZp3fceFRqfuWkwEa604BLo6XLwacmV2UUjvixUmiC3DMnE+Xh0i8atLmFa6H\n1/kZB6tr6QXvq4vW0oEZ87pa+38LLVr1+yXhD1PbNgxF+rFftWlfXrSAtV82+vFimjfMcjNuFtde\nMZLC1aRVsfW8LsX6J6EZhx9HXXvWyNae1SgeVCc0it6XEq/y/L84u0aW11dQmn5FLF7tGBVXTOoq\nY7+9LyvuNadoBdgL2AdKH5yh9NHRv5l5hpekeG2FnZ07JSFawb3ZE4nXY4M3AnBicConBqfW7wdV\nCnw7/FZq39ODYzg9OIZjwmMAEv3+L3vvHy5JUd/7v2u7z093dY3IgrpBiiWrEhREBOELwhXsEYwE\nLwS4GBGvhKBE7xp4aB5IDHnkYTYQCYloEG4ICAEiUUFYp4UEhIDsFQThAvLDWrzLr1Uwq2fZ82t6\n6/tHdXVXV1f19MyZOWfmnHo9zzzT013d03N2+9P17s+vVpWFdYGrLtvyaW33N/V+dmi0LwARKrwx\n2Nji1y8pduacbwEAzvnLAHY2DSKELCOEPAzgZYj2Dj+ex3NcUoiK6qY6FjCs0+/rJRFWkqXQHkd6\nWputG3bT6RD0tWRe92qY69lqgk3kH/TTFWHSIiyzT6pgbVegApiTh/WO6HsYxjSODw7BicFBHR/H\nsbD0dd3kufCxaHfcGmxCE15BvDZRXqEMMIcQ659fDG5GDA+ro2O7dNb9BTugDnpnYqgmAXp9CHay\nxQOZ3CMy0WoqiKQcu7EBtPZhyzfLG86Q9lm+643HfeU7hrRtcnyrasYAa3wjXUPPCAFZ56wPnlEs\ntUbVjm6i9kDW1xkwzGfoSSHgAey6/ohA6DbsV/XM0zokPLDsV+W/9eDghEoTr2ujh3Khwjp6SouK\n7pUtDwcW/756aJ7cR78PHh7t3erUF4Ru2Lptdz+E1+62e3skhJA7AKxSV0F4TM83DDd6UjnnOwDs\nSwh5PYDvEkLexTl3TXLnFX3OUHUfZTxHavvoR0Ow2xaprXtmPejuSoSJzdYpUzf6amjcxnaz/43U\nkGGdTgTrXLgnyiIkWzmz5pOlOq8jhIwiK9Q0Ktdzziv1cl20wrVbeCUCdrFDfxjm8z6aAL0kBF4D\nsA3AVuipq9nAlEnboArYPKn6zalpWGc6H10Iq9vzkz329Tro+aFySTkcg0KJKO3kUD6ySpKfCBel\neDWFB9NdQ2BlE/BjLPOaGF8xCa+Z2Akf8JapETitb6X6mAOiA4wFkUzi1dbzVZKPBlK9G2b3yBHR\nuwrrFtP9bflh+2H5YdnDgl9dcJVxHOf8SNsxCCFbCCGrOOdbCCG7APhl2Xdyzn9LCLkLQA2AE649\ngjV+A1obKxkh5wP6fb394nSLUbymolUVpitDYDr7jCllB7UOprpfldTVZMz10UacHBxQ+RyrRjQ2\nmx58P859lvh+jHiHhx/f8c3cPt+O7saJwUGLyt4NIN8E8DMAAYC/BnAygCer7ryoQ4VN7XFMeUU6\n8olMmWhVPz8X3Dqn8+x7knBhdkpSUU7VfXG2XWAKy7V7O1njB+lLfH4ARatospCmQk628CB9jL6s\nj0vO7cvipsXOWvib1xJrUu1oE9b4KcwtcFy8byVi5TUlPLCtLpFO8omujzbi+igLxzW1uyn/TnPL\nCNu5VL3OZX6rDGFeSPrI1t0K4FPJ8ikAbtEHEEJ2ktWGk16ER0JMyBw9pVU7nDn0alWmeos+bBiJ\nrdMcFCmzMG+Tgvcp+9+HTdTBJrO5k2r3qtDKGylFarPppa92aPd8ekEvbN2AzO3WcM7/AsBrnPNr\nABwNoPLNZ1ELV6AoXjvJU9UFrOlJzbPB7R2eYX9CfxjmtB07IRFx59SFoFOfus0C4ABr1JEXq1mo\nMK2ZCn/MgtYOL6zNWuPoOa7qsaUrKH888+NAWzsc7TfX/nvy/onsXM5ZeNEK9FXBEkefIh76tBKq\nLVrkEPNqFXrq4prMpSFtMvwtydNim+tgT4oK/f5QDM/P7Ib6FD+fe+rh4OCEyt8t80tN2DwCeu6r\naVt+XXEyc2cgHIKqx7cfRCvQV7ZuPYAjCSFPAfgQgDoAEEJ2JYTclozZFcBdhJBHAGwEEHHON8zx\nT+BoAWu8onyqUqCx4tilUlZLzuuSauqpyFSnT9Jh8aa6iLCbQn5q1cWK8zaRqvevbhdvWZyrRyC5\nMSpWdl8IlnBxJnkBbiWE/D6AN8BSQ8DEoheuc6VKqLCsirYYPK90Y5iJVulNNdh4dmk9M2TJn4XW\n/hz51jd2y2YSrLnjNx5EUQCXCU+T99R2I7N7W2ntxOT9T0rPz+EYbEoqEMv7nmlzImgXg3ilK8O8\naLXAHrsUnp+3/fse/ilRubIkP1VSlt8K2MVrWUGm8nHVJjD3BA8DgCvIZIFz/mvO+RGc87Wc8w9z\nzrcm61/inH80WX6Mc/5ezvk+nPN3c84vXNizdthpwwu7yLyudM9zxEvJbTXZPMaVB/XJNCktyDQl\nXmleq8l3oH7nWPHvVublnMFIarfUYnWAod91G95VDzEODY4DABwZ/EHl/Rw95RuEkDcC+AuIyJYn\nAPxN1Z2XhHDtRSy7bVIw6J5XdkAbHkbF25qtENaQNa4Da9wCtaCS6nVljbvAGncBgLVIkwh/lMcF\nKlUFLDxRNe3bit60FZkLS/SpnKNjdK9qh2HDtsvAB+hpgz2hY1sTW9cqKwHA4z+6AoDIm5IvQFS4\nvC+6KVf8A0DO63pt9FDaFsKW52UqlCQncNMYyU3q5DZxuuXCeRCvc2frHHOjVdVhiWU+IOczi0i8\nsmfWZ1WEW3hKmafNARUPK1tbnB/q4cJsol76HTJdIh85Yn8ol/tcUlE4bvqIm+I4vj8Y+atL1ePK\nOb+Kc/5fnPMfcs4p53xnzvk/Vt1/SQjXIFqbE69VqorpYrcd8Tvo4rXgbY1FRWEd9q26pXiBXRya\nQ4Zbi1fWeBx50WqrMAxljC2mRT+/4oSeNb5mPB+Ho58RLaXk/+c55LdWfG4z6OI1h8zbIsXf9O5D\nPoOH7/pnMUzJqSp78q+HDEtvg028yoJJQbQWsUGw6hOTJszi1TZxsYXj9UuIsMPRDqyxOVnKpyUJ\nWt3z22fQxWsOaeveXPxNdEsINqLlvbagIF6T3FaT11Xlxuh+bMc4ZjCM7RjHBFZgGiMwhQhL0ara\nXClWpWCV6Rw2u1zWqswxfxBCVhFC/jch5PvJ53cRQv5n1f2XhHCVyCCEbHkwnsosCNo9QG+DQz+S\n9W0Vua1qWK+K6r0U77rnVYQWm/Nd0++r7QXgt8iqFNvK2qmJt+r5mDy12eycNTaANf4NrHEjWONq\n63ksFM3E+9LNl2Mp0EbBJoK+aP00r+jz3KYWLgcRFizRK1Sq23XR6CHO5VWp2MRrDA93Bk/gqGhN\nMokbxjSGC9esfv3q28sEbBCtxRHRu3BotG9alKmfcLbOURXW2KStmbtABZD3ui4iz6s+ZdLb4Miw\nYPqLUOS2anmt9JHk908o65MXfdzcMocO2f9mJwYHoRFtwM837IXnf7IGW3+7EjMYLjyk0z2tqlgt\n44HoX9KImLui77YcP9/0wtYNiL37ZwARgLckn58G8L+q7rxkhGu7InUu7vYYPp4KIjwR3NnxMRYU\n5U/Fjqsbe7ey7ydP1GpSwOaVLq0dVdKnNROvtHYgsrzYJmjtQNDae5RxrwPwXOJxlYLV1CZHF816\nYSeV/gsFdji6RxWxWiJg23TU0jNC0fd4UCkRrQBST+u7D/lMTsSq7H/kH1vD2GrBUemyel/5ZLAf\nTguyEOGzg9W4C4elntcYXuJxzapFFgVqvvDSgExaHI4uY3poXrXGhQUOo4Clxw6wrQMKhZlU2Kps\nHf251jYn+XPSjcp6Wc4k+fOnwlb9rqaIYqFxftv/uefQrEjSSrH/5LZx/PL/vQUzO4YBCMGqelqb\nTa+SYB2UUOF+gRDyRkLIDwghTxFCIlkpXRvze4SQhwkhP0nef0MI+Xyy7UuEkOeTbT8hhNRafOVO\nnPN/BbADADjnud4kLc+X88Ero0YI4axxUUf73h88mIpY6YH1c893mrl2OOpYiakghxq+pbYseFd0\nREfnuVDQO8OsJcQxJc2la6oRkjeC32rLQDG8t+yG4WvjtkM82ptMjjekjFPFpylXRZ19+8q6McNL\nrBc5ub2F1s4F55y0HplBCOFv4890/VyeJ3u2fS6O+WUutk5Wyc7+j6u5rgbhKj2uxSCJbL26Tl/2\nAPbV/qjCXYU0jK0JsFn7eb/7kM8U1qkVhoFsouQty+4Zw5jO3VtGMI1hzBTuO3Kc2NbECGYwhu14\nI7aKY1ruQ4Vz0myrr+2n3tuOitZYj9MtnK1ztEun9o7WZPeINyFv48ZgtntyLqDODWwnpSzLqd8Q\nwL4zQLZu9zATrJtL5nW/KPZ4BZAJVJlCNpJ8ngawPFmW3tkpAG8DsEY7xhSArRAidTR5yX12Apbt\n8RpGxmYAAJ4fY2R0Ot1VDw8W7x48P07fxX7iC1V7/ED0L9bf2y36ydYB7ds7Qsh6AK9yzv+GEHIO\ngDdyzq1PaAghywA8D+D9nPPnCSFfAjDBOf9Kxe+7G8B/B3AH5/y9hJADAaznnH+wyv5LxuMqmWto\nVJUqkioPB/fM6fvmE/rD1hU2AREmnEcvhtQqXMcWVmzaV72xzKLoTdJP1hQqrIcH6zmA/e99XYoJ\n/I65IULf/63zA6iitWx72Zg+RRWtZez1gdMRN730JbE99ZfeAVVg2h562pDFSqYxgmmMYDvGK12z\nA9TDrxRn6xztwhqbDGHDQPWCjCVI347232hQwoZzlYTLxr2giVY1jWIamWhtAvhNsm4C4s87BdEy\nZwRCtK7UjiOP9TrlC+W65QB2Ei3HAKS2Vq8jkOWzZrY4Lqkx4C3rf69rHxVnOgbANcnyNQDMOS4Z\nRwD4Oef8eWVdO8L9ixDVhPcghNwH4FoAf1Z15yUnXCVyMmEq1GQKtyr7D6EXy1DXDRRKs2mbt5V+\nJNR6nentaoC8xbOF75gE5qy2Xn/sN4S85yg518Zr2veqx1cx9a8cHPHqcHSGvGbkckkbnE7qOQ2g\nqVOxeVv3+sDpuc8m8SoFrKlYU97j2WwrjFefiExDhM59MlrZcqKyGMSrw9FdTE+o1IfaFcStOlXs\nUiptv5CKVok+hWsC+C9kHtJtADZDeFBfSbZJlkPcE9T8WOmxlf4HySjE7WgKmJkawfTkMJqzHiZf\nWZmmaKh2tkyoOubEzpzzLQDAOX8ZrXuqngDgBm3dmYSQRwghV5lCjVU45z8B8EEABwE4HcBenPNH\nq57skrzDHRAdgAeD+wuhVe3QSph6iNMxDwb3433RQR1/13yQeluBSukfAt3wm8SrQFQ7RZK/auo/\nMYuiVVPRQ32y76O1YZhvQEPK+rKQoDlUX50nBvJBiKPPMD24SWj1rNSUImsYQ9eFosdzH1PV2wpU\nmyjp3tf77roJQNYzUN5nbNXsY/i5bU148BKxKsWv8KbGuDxoYgReIWRYLwqVHaf/vQ46ztY55pcm\n2poKxxi8h3W2Ysv6GNVvEEMIS9WEqML1FbGKHVcHvT0UkddyjA/73+k1iLEyXNhLxm8bwQ4ZduzH\noO88C3glxvKVEwBg9LLq/bWBwcpv7Zatm7n7R5i5+4HSMYSQOwCsUldBuKHONwy35pASQoYAfAyA\n+rTjawD+mnPOCSFfBvAVAIUqwYSQ/QFs5py/zDlvEkL2gwgZ/gUh5K84578u/REJS9bj+r7oIOwb\nHQqgPG9orq54P8ktejC4f87n3E3oU2GxChzQOrIm999ZDM5ax+ji1XQgvZjSLEQuq/quhxLLXBVd\ntOpULc7gay8AGAKtnWoZ73AMLqxxNVjjG905mD6/U3K+JPTs/guhoyst51TxIV1z1sPM1Ejaz7Uq\njWgDgEy0eppANWETuHJ8O/ci03YPMaLgqdYn73AMGKzxIFhDTuCr1NVQqeh1VWxePxZqonuvy5a1\nMGFTQaYCSZkctl89v06+yxqZ6vRpOcAOrmfTNP1PLk2aDyFWtyWfPWU9ADQ9YGo4229qGNsnxqyh\nwVUeLOptyRYjw4d9AMv/al36MsE5P5Jz/m7ltXfyfiuALYSQVQBACNkFwC9Lvu4jAB7inP9KOfav\neFYw6UoA+1v2vQLATPI9hwKoQ4QJ/wZA5UnKkhWuAPBUECmhXJ09pVEnBq36w24MNnb0Hb2EPhSm\nVeLYEXWwo+tgx7U2bqIFjvq5rIVME7R2iPJZFbaqh1ZtcyNjS9RiCrpotd1oVKspx6jH0KlQoGGB\nkdX1uvlyLB1o7bPVB7fKXdXFq6EOWj+JV7pSFJyjK8LU28om62CzdWMVYUnc9NCc9fCzHycP5pJJ\n0qP3XpVuN73esb/4W2/HOI4OAqNorRLOK6sIZyI1y2HVay3oInaQw4WdrXPMhfxcw9Z1AMr6CpTU\nMO0n8Ur3Xgc0PdA9zwHd8xwAANtUB9tcLy3KJKddbI+6+JMkwpLtZdhH5rp6yO4Ps8VeroXAOvmn\nXp68ppDVyCqcj5faWzX3FRAPEeWrFf0ecdILW9ehvbsVwKeS5VMAlFUqPQlamHAidiUfB/B/Lft6\nilf1BADf4Jz/G+f8LyDKeVViSQvXtVGQ3vI7wfa0uywE+f7gwY6+q9uwtXWwvepg+9XBDqiDfbCT\n8L5MRNLaicp6++9njcfBGk9rY/XKw2p+a5UwHun59ZB/NCjR81j1/FZ1m8Ox+BBREZb8VlOYsOly\nsHlb9e3Jk3h6bv9M6NhEXbwmxasKzVkPO6ZF+cwd0yPpREqvMqwLV8l90U147rdvB2Au0FQmLnXP\nrCpOm/BwejRSkuPqhJpj6SLTkgQ2wWqjZKzaGkcd6gP0+D6ydU9eAvbMevHaVHFe10Qa+ounALws\nFulDYVYpWJ0mq/4ECKcHHhPzyvR4SPaZRhY6PJm8fIgC0HKsz8Wr6QF+DEwRoCluTOmDQyAVqzti\nN1/rMusBHEkIeQrAhyA8oSCE7EoIuU0OIoSMQxRm+ra2/98QQh4lhDwCkbtqdvsCHiFE/uN9CMB/\nKNsq/6Mu+X/9tVGQLj8b3J7b1s0JgBSzi2tSkT1GY40bQWvHIO9NlWPEZ9GzVVgu1ngatCYf0qgC\nspkc7xXo0NpO1nNgDQ+0FiMfp9JEFrui9/coiteuhVP2gKYrSuCYI6xxWbqcb2eF9gszlYlW25gF\ngm3tLOf22Uf+QeRZAYkHQEykHr33qrTasA3pdfUQ49vR3Tg+OMQ4bjvGcX1UjMT562Bl7rMaVvy5\nyMffBwAwAtnixpTjOqg4W+eYK6p4zfeTNxVsVFOS2kDay85LpXQd9tilne23Rx30Z8k9Qbn82H51\n0SLR5A9Iplr0mjDLVdXR9mNvUmyx6PYFujoUQtWHIl7lfkTY4K3AspHpRSdY+8XWJV7QQu9OzvlL\nAD6qfN4O4M2GcZ+s+FU3APghIeQVCDFwLwAQQtZAhAtXYkl7XHXWREd39Xi2ysX3BA939Xvmn9kK\ny0CxcFNm9UTfNXvIL629Qfu8WvlUNF60FiceVxutQoT7N0wYUEvBd+/lWLroof6llAUm2C6b5FKk\nF/SPJ6Jd6DvPAqaSH9wkuUnb4z+6IheyVha+tu/hn1K8rPl3ADg5OCA3/vxg51Kv7CXBMD4fId3e\nTrViSRCtbXuf+cLZOkc3YY0fdO9gasiw5sztp5DhdqFRmPeSKlNWdkQ9FsvUMQAAIABJREFU85Sq\nlYLVupdJyxx6U1gq5OmW/N+IrtZEcTPztKbf/+QlAPJe1mVe9acF90U3VR473/TC1vWzveOcXwjg\nzwH8M4D/T8mLXQbXDmdu+Ig7mgy0w53BE9gQPNvT7+gdzSRnzlT4QH80ZxK26n6tRWMmWtUerKZx\nuqdBelpNrW9MLiKHY+nAGvVimLDNY2par0fg631fk8hkemEIun4AJ3XJ03BbH8QdsV94AciJ18d/\ndAXipp/2YgXKo27CYNd0jE28eohxaZA/Rq/vVw7HIMMaGyxbqhR5rIgP0JPC9DVQJMFzqfCc0rbL\nkF81s2sqeSWilp1cF58fUY4J5IWu8uembw5FH1iTIFbGylxdcay8nTNVFXb0N5zzBzjn3+Gcv6as\nezppkVMJJ1w1VK9rM8kn0l/toIdtqcWgPMQDJV5FeKHet3U2CRFWMYULq8tDYI3NyLLyizcK1vhN\n8p2rC9uKuXpFMcsaIzD1fM2PVWfepgoB/YOtEMxcXg4HgOohvWXPeEyiVdtGLxmcyRzd85zsyb8y\nkaKrQ2W7l38h7xXw/BjvPuQzePTeqzCO7YXvkMJUhgp/MXh7zoMqxet50UTpuX4uMv/D2HJoh0VR\nx77F2TpHbzAVbewQm17qo7DhqtBbwqwWpiosrwqzd7l+EuJPN41MuE6LF70qBDulDrzP/l3srUqk\nzyvZvpgSn9nmev4+k3p1sz+49LbKok3A4PZ37YWtG9S/RTs44Wrg7dHHSrfP9em2bJGjitdbg01z\nOub8oYf/CmjtKJhvDJ1ZclrbxSBapQj1wRq/AWvMgDV2KNsyIUpry2D3rKpjh8Aa1wEYK+b9ORyL\nHPb9ZCJhCwe2BTiYghdMnlhtG70sBL1sAK4zVbRKpACXHlhNtKpVMD0/ruQN8NDEp4N9cFqwd656\ncFPzzobRJM6KZpT9smNfHhRtrMmr6yPGUdEaeGj2ZYV7h6OXsEZZoVSg7blKC/E6cJ5XWS1YekCn\nM/Garo8h+rDKnNUvKMWYXgPoFeW/l74Qgv4iBH1BGSdDjRP7KqsgZy134vzDwaRgXiseiP4FAHBo\ncFyl8Y7BwcVJziMemtYwsVatdBYam7e1aOzVdU2wxoPJ/u8Ba/w0Wd7d4kktR3hpTet3gNaGIb25\nAulFzYvU/H95MbNWW4XQj4TZZL6PWApP0RwLTJXCSmoRJ9Pdw7TN5IXtYwqhwWrI23K5rMRYJwVF\n2DPrAQBr9vmztBLm/kf+MQ4NjsMKTGAE04jhwUuKKYl3X/mabNvFkdnWnRXNFMKE2+HO4AmMJ/ea\nh4N70l7m/YSzdY75YRZdMUpdOsxCQG8JxflL0SqXpwC8DlkHQullbQLYCrAviTkSvSxMxSu9KgSe\nA/Ag8l5XtV6m2sc1CUe2tSRjL9WLttiPrfmtcdOD52fb1P6thwd/iLui71r+CguHs3Wd4TyuFloV\naurU66q231GbHPQzRU+kHmZjyl01i1YAYI1NBhGq58TKasGb01cZrDGDzMUzhky0ynXjKPTryPV2\nTe48zo44lhjsNmXiYPK2+mj9iNOUD+uj3Avbh+QmSlpOFgBzcZIpkopWunuIZx/5h3T4j+/4Ju6J\nboaHZst7xuXR0/hK9By+Ej1XOm5dVLxfVH3wqd57HI6lBmvcOPeD2Hq66n1LBxV57q9CVP6V+a2T\nyIvW8zPRCgDsM3WwL9eBd2jHUh/8ScHqA2ykvI82gHw7HyWCRQ0TNuEtc3ZuMdPHU4iFZ010dK5F\nTgy/tEdrGXrBJ9NEQ+a7ynEfi3bv6Lt6g14ZWM3SB/KWWua+5gVrte8Q7zLH1Qat/Yky9mpli9rR\nWhWnulCV22W7nP6mSrNth6NT2HfqWVhbmbdVYhOntsh8bV0upMwTk56+wjYJNbSDQFMUGmG/qheL\nmuSGC5svva1y2dQOR4X+PPtbsT3yfyf1fmSapDWV79K392uUj7N1jl7CGteB1j4xb99HPxEWPLLs\n6j6zdza2AliJzOO6FaDrQrBL6+KziTQqBYWplW6/dOgPFVv3waJoXeY1U9Gqp2J4foy46cMfoIJN\nztZ1Rv/P2PuYJryObv5yAiEmFWYh3N9VIk1tb2a1d7Ge1vYyitesHU7+WK0Eq/0cpNd1BrS2AvnZ\nsipe7d7WtlqEzDOLrX+Zo88pCweGYZspR9YUVtyHfV4L6M/mbNvVz7MAXRmCvVS0IR8PDkuGeTnx\n+q3o3sLYSucFpO1wLg/MQ02t2LyktoJk7+jw9r5/nnC2zrFo6FcbB0OYcBNZ3q76QHJb8q4WbpLi\ntRXJcVsJ1jJkO5w1+9i7pagi1luWj2T00OzLMGHA2bpOcaHCLZAhw7YKjSo2salOItSJg69cWGrY\nsCjPEfdZwSY1r1WiilX9s/idrPG48WissUn7/EphDK39ecuzyntbJVKkjkGECEuvqhCprLEhKdTw\nevR7NWGHY75gN9TNEy1doNpMoalQk7q/Le91KGli30/YumTMamMU88e2midn347uVnbx8O3o7sK9\ngt7Z+veztebj6+JU5YRoFY6L3oJjo9W5be+LDmr5fQ7HYkUUZOwhA6BH2DEWMan0ZU1TI2Q1Yblv\nK9EqBetuddHyRoH+QhRoKj23DxaP7w/FxsJ3wtMq7Omj916FB6J/GQjR6uicAbi8FpaHg3swgpGW\nsfL6REQUYjL/ecvCjdUwsiY8fCfYjGOj9gsZdRPWqIPWvqCtNXld5XqZn/p05e+gtV3SY9DaGyp4\nXmdLbj4mL6u6LBGi1eRppdeEoohA8mLBAntjXRK/o8fQU0Oz5xQoClqTV1UfawodthVq8sU1x05Z\n2OuMbaqnLW8KafewfIZdtKrI+8HRQeYmrQVHoRHZekwqx7d4LD4X+bgiqJrf2sSh0b6F9U8Ed+a8\nsT7ilpX1e4qzdY55occVlWz/jX1ha/syXNhD3usKZPYu1j7bUD2zT2X3FPp4CLZXi99ccuyf/fhr\neMf+n0Xc9DA8Kiqsq+1fHr33KuVnmAXracHeqa3zEydRq5oCPcXZuo5wHtc20AVnlTBhPb+oGLqV\n98b2azI5a1yGfAydZNayvsoxN0O/edDaTtrn1l7XIqa81myZ1k7MhpL8nvSyUOTfqaEyAOh9IehD\nfeYVcjh6RVmuqsTkVTWNbdUux/RdCwjbrEyu1IlUXPJqwa3RvyeHyOJqasFR2YChal7XMuRx5TIA\nXBtstY5/OLgHjwV3GbdtDr4zp3NxOPofU6W4LlZV6s+pXA52nNLOxoQH0f5GrTrcQu+z3er5NItZ\nIVorn9MRdnErva0zU8O5irzTk8N4x/5Zdwh9bv7JYD98OtjHeMyzg4V1DDnap6fClRAyQgjZSAh5\nmBDyGCHkS8n6NxJCfkAIeYoQEhFC3qDscy4h5BlCyJOEkA/38vyqYGsXoF8YJhErha6pOIa6TV8/\nX+KVntbeRIk1voF8MSZbQ289pq4qPljjFcXb2gRr/K1lrP0GIzy9updVFm1SblYEwqOaQNeHxfuY\nJmAXDLVnZLdeDodC6gGweUnlOlvosLxWqvZ4nUfUoh9VYC/Vi6JVR68u3AIpLKcxjBgeGtGGnLe1\nbMI2V+4JHs59fji4x3B+ffLkwNk6x7zTyXylA9TWMH0COyGxO2q+q2QMoi1OG3YOUMZOJt+xVz3z\ntrY4Fo3stvrxH12RLntalWH5uRYclZtDnxwc0MaJzzO9sHVLwN71VLhyzqcBHM453xfAPgA+Qgh5\nP4AQwJ2c87UA/gPAuQBACHkXgD8C8E4AHwHwNUIIMR58HnlXdES67Cf5pyaqFmpSc1vFe5bXKsnW\neKVPzTuBrg9Bzw+z6m9V96udalirF1iSua1zy88thibrlN9oREEo1eM6pn2G+P2jAD0z+XvI692D\nVcC28+TQ4Rg0rOFrZd5WwHy96GNNhZq0F72pu9cX3RiC3tf+MenKZB/Vo9rUXlDWVyCLqfHRhIfD\ngz8U39VKVLfQk6dHI4Xvkch7jAwR3hhsTEVrq/vVi8HN5V/scAwwrPG1kq1zELJlNQDUMNpTQ1Fx\nuEvQdaGYy5zZ3jHpNWHRH6E3kQBEvuvWCvmtQOFvQB8R5yQrpFuLNVWYQqs5rnJ5eHQmXdeINsBD\njOODQ3BiUC2XPwx2rTTO0R/0PFSYc749WRyB+O/MARwD4Jpk/TUA/jBZ/hiAGznnTc75cwCeAfD+\nXp9jFdZG+fKNth6s+mTA5nXVxattfzkJuSrYjrlCrw9Fk+hRiEnkaKs9bMzCXKlELdLUDcqO0wSt\nHVO6N2s8gGIlYfkO8T9yObKWr3rhGVMhmoVySjRJ918OhwF2Zb28yJLEJGZtObJl1YU1uiFe6UMh\n6EblOHO9bvVKw216WwHgjuh76cPISYxnOVgVetu2Kmaii1cTvna/MtVl6AucrXPME5l4NcW/znEe\noz+w69HlRc8NQc8O89/VLvIBnX6OJi9sBXLCNAbYPsrnOf4dZC5rXMGzqFdS7zt6YeuWgL3ruXAl\nhCwjhDwM4GUAd3DOfwxgFed8CwBwzl8GsHMy/K0ANiu7v5Cs6wt8i1g1rctvby1e5TFMlYljw7qq\n5DyEI8gEa/Ki57aRe9C4GkVXg8m4V7eepjxXsV7k1Jq9vHLMLaXHprVDkG95o4pXgF1XB0YAdnE9\nbaqdnr76J9f07oJgmjDP9eVwlGEqpKSHzvuWdfox1PVyvP6aI9Yc9OR72/G8sq31fJsIoHjNdHAt\nzSRhwvGO7Aezg+tgB9fzQls/n93KvRyXBMOYxkjLe8X7ooOwb3SoNQVGIu9HW4KbSsf1BGfrHINI\nuw/H5qCL6fnltoye0YatOyWpJq8Wo5O2T81tbaKtOVBaBV0xSWyPOtjaennkWovrlb45xOT/fSOm\nJ4fTdZ7fhOdnO3po4lvRvbg+2ohro4cqRUOeH+zcckzX6YWtWwL2ruf+I875DgD7EkJeD+A7hJC9\nILyuuWHtHvfvvnlnunzguykOfA+d03lW4e3Rx/BicHNBpNomC6oIlVWGPcS5ysFVjgMA08gu0i8E\ne6STlCujxwpj6XQocgtegxCnj4SitPmKZIAesnJuCHbRXPKrunGlDCUiNkPk1AK09mGIKsJ3KZ8n\nQWvHpOJV9IVVw4LVfFY1TFhuS77jq3VxExiDaLSthgn7yufkn8bWksLGAz9leOBR1tY+DofKQtg6\n9vV6PuTMltuqila9cHerfFcdw3p6e5hOnNJCIur2x8PcBDAnXuX3NZETr+zgitfwlPbZZObkuorC\ne3pmGHHTz1XAlLAD6qAviDx7tkqcI30hTN/ZW8W6Twf7YBgz8NDECGYwju1Yjgl4ySNQ20PUg6L3\nYWOwMTndGCOGceoEb1V0QrUfleBsnaMbzLe9Y42vaalJisGwwVEo7NgR09kiPSNMhYcpZYOuD3PC\nhJ4blk696Gmh9VgFXoWwYfJ8msha4agCtt2stRhg+xW/n+1VT3NZZccGertZzNJpw3qlhqcUrL6S\n83pr9O84PjgkfQA3ov6hDdSjl0q36zhbt7DMW+Aj5/y3hJC7AdQAbCGErOKcbyGE7ALgl8mwFwCo\nJb7elqwr8L/++AjT6p7zlug4AMArwfUAUBCjqvj0NQ+qKl7FvsV9TMjt9WAMkxgvHUvHQmFQVds7\nBGF4PAiBFifbRpNxnr2hNK19FlkTL/XRm0R9TKfut3vbea60tgtY42XDlkkAPmjtcOW79P6revsb\nLZ81J2qHiruWFZ2BFurSBge+J3/j/fvr/72j4yyFp2gOMwtl69hXkwnF2crEQYrRKmHDkrJ8Vwv0\nlrB4PbbCgzlHSn1Q54u8V3aA+Xqmv0i+dwrA29H1oqMzUyOImx7o3uvAHru0OCCxyXRLmDvnVogQ\n5HIhWpVOW+E4W+foBgth70SEl6ytoV5wFcro6uhzLxvJdCT1jrbylpVtN0/DSqHHJzZmEsAhyGzz\npPZ96tSvXaaELbf2jIVdsAIW0boNgA/sWJ79O6mi1YbpgV6nrXCcrVtYel1VeCdZMZgQMgbgSABP\nArgVwKeSYacAkDGftwI4kRAyTAjZHcAaAP+nl+fYKSOYgWxhA+TDgKuEDev7tJpgqBUf5X66t5Wu\nDrNMYv2lTjhlaJ6W+knPDEUvxxxS7I3nB+cwWzRaq1ZmXPW0ynY4tLYatPYe0Nr7UBTLEpPS1EOD\nzfmt9KOaZ0b3GimHreyhcTgWIeziulk82aoIm64lfb0N9ZJV1ukTH/p4mIWbqcezhR3rRaAeKra3\nSvNI5cRzAtln06RRWW+cYBl4/EdXoDnrAVPDab9YOhaCToegW0uOof3920kfuTl4sfLYBe3f6nAs\nMFLAdo0ysadGhKjnoHlI6foQ9MIwL05t+agobqOfCEFP0myd/Cz3eR7C2yr3k8v6d/na3KkKfvIg\nEkKkypdViJseFk5C+i+yB5FJjqvvx/CWidehwXGVT+uy6Oft/Q5H39DrHNddAdxFCHkEwEYAEed8\nA4D1AI4khDwF4EMA6gDAOX8CwL8CeALABgCf5Zy3HUY8H6yITsXK6JMYSUK2AL3dTbl4Ne1TFZlp\n+/HgMBwZ/EG2YZQXvYf6MpDXdSYBmxg1WguReSh18Weafeqe2PJHdKqwzYvXXaA+5hNFlvTjD6XH\noLXf085PDRHW81shPNKJw9aaK6Ln7S00Lg/CsYCwi+r5h1+2omVlotVkNvQHbJZtNArb63Naljer\n5NXq1S5TZD5XU/lcdv20yssayo7/7CP/AGwjQvCuVCakQwB7k/aQTPm7nBgchBODg2Cqg6Aji5Ko\nD1LvDx6cU72EecPZOscCYm/Bp1F1ZmqqZQmY/5/OivkXPV6xRxMoilb9OJKS6SQ9PgQ9VqlkrF4b\nb8q+3ypa5XKraJmbs3NnB9eB55L1mmeVHW0v2ERfSx7kTUJEv0wn36+mb0z5iJueEK3prLh4sZuc\nRX1DL2zdErB3pE91YSmEEM4aFy30aaRsDa6FbHMA5JvMS8omGzNJvup2jCc9/nxMYgzTGMEMhjGB\nFdiOccxgGNsxjq1YiQmswARW4FW8CRNYga2/XomZbePAVl+EUmwD8F8QF/wUsnUTybqtyWd121Ty\nmoDIj51CYpyliJQhw7PJ8q+RPQpTLWsxrJg1Xsn9ZiFai2105OO04vjDlTFjYI0fJOt3R94bPKa9\nfLDGdcnYMOvdOgqwG5T81hGIHFe5rL77sIYWtgutnQvOeVvZMYQQjod6cJ3uR9o+F8f80m+2jl4Y\n5kWqTaDaPK22sNeycFhTO53XoTiB6rTYiUyB186D7VY3e1JtE4Pk+9lKzWNCwvzx1b/TbFIISh2/\nRZvgJfmusrWDzNkaxgxGMI0VmMBwkut6VjQDALg22JqO8dCEjxjLMQG1wKDM+1InfT7irnldna1z\ntEs/2Tta+3O0VGmqM0CLEjFO+eThZrXPcp1M6ZLicRLA+5T1amsu9d3mhdUEKPtWXQhXOTaJKmGN\nupgfrUn2U/WdnCPKFAogJyDZ9zP7RW8J0+9jJ9RFqx1A5KT6WT5rOv72MDf1k2I2V6dF/a2jECkc\nOyW9tgEcGPyPnE3zEKMRbSjkuKoP8aTt65bXta9sHbDo7V3PqwovBVZGnwRQbCegPt2R/V/111zx\nEGMYMxgencGyES0BXZ9AKk7HnGFVPa8yD1ZWHs4dSD2AXK96NE2PFaugW9uyWWx+W5ZHm/+xomiT\nD+g5wfJ36q2ATJ4gvYXHQjLbg5fD0SbsvHrmsTRVGy7ztNrCjU3r9WrDpiJP+v9h1RyVMVRhrJ8U\nRlKfyZU9zVbD9AzHytFMxlW5BpV9b4zuVyRm9v7l6JcFT4J6L9Lb4OTH9ZkHAnC2ztEXsMbfgjUq\nPLBuJwW27P+j2qIwtXOzmXiziVYdzYOrkvPkAmmBKRFdt6VYfEkeQxWtCqpo1aHXh9lvAcxC3vIb\n2Egd+A3E+TyPvGNFRuHseU5y2KK39ePBYem2vqYXtm4J2DsnXLvETtHJ2Ck6GauiE3Ke1l5eOOoF\nOzI6DX8oLob/QlmW60dQzHmV4+S6UWgTLlOhIzXGr+qssRzWeNlYoElWFBbVh3+gbc0/6mSNDck+\n1wHwE6OMLERYGr6zDd4U8RVi/w+K3D5TVbx5J+7By+HoAHZWXby+UM/bFhVVtMrP8t0WGmxrjaOL\n1ioPknRTZDJP+vFs70C5YC0TrTrqpDMueluBzMMKvxg6LHyo0tc6jMujpwEA50UT8BDj7wO5a34y\n1+o+JPuU90WOq7N1jj6CNerVBKxE2o0q//d0oSEznJbL4wwBv0q2mcJB9f3V9Soesvon6rFUW0tW\niXcZbbcV4sGdbA9oe2DYiuS72BEGW3dMPYtUOVrb/p8QovVJAI+ISsRsjzrYZF2kxSUFmWZ2KG1x\nkG8rWZYa0Rc5rr2wdUvA3jnh2gOmMZxrX5MJzPLCTWWYvLkyV9ZHjOFlwuuaE59iYF5bjqKoO4Gi\nJ1YK3NwkUZ/lmQohtRav+TDhagH5oierbcaaCepM4Oa30VqY97aaQnz0vxu6FyI8SBBCaoSQnxFC\nniaEnGPYvpYQcj8hZIoQ8kVt23OEkJ8SQh4mhPRlYTVH92Cf0/ofm4RsK8Gpi1WTR7Qd0arSqVgt\n8+yaKDPr+mQzeWcTlsrGr4bWUMNJjKMJDzMYxrXRQ4XtHpq4IpiulAeb7SNOfk10dOV9HI6lRkG8\ndjsQU7dtyyFaGL4GISJVL6ouWGX+p1wvg+90O2qqvE6QtzfyOKMo2k4VjswpYEINAbZUFU7zYU02\n9nmI3/0awE7Wc/9jwI9B916Hia0rNGdRs2U0Y1+IVkfHOOHaA9ZER2NNdHRBsOqVh9W8WEmrC04P\ni/BlqDCmRT8rnxcdoepnz/BZeiFHtX2kwUsNtD6jVHNJVQFbzDOV1YLNzII1XinktUqyNjimbe9J\nlmwz2mQ9Qe7JIft6vfg3QX6Z3tdm9bxeMk8J/ISQZQC+CiAAsBeAkwgh79CGvQrgzwBcbDjEDgCH\ncc735Zy/v6Pf6hgo2Ol1s2g1hQd7hheU8TaR2Y5gtY33LWPKji3NsWlipa5Tfoeeo5qjCbDZxGtg\nIN1XD8UGsP+Rf4xpjGAS49huaYum308A4KhoTcsHps8Gt5dun1dcsRJHn1LJ86r/f2vHCybzWpsQ\ndml5sl62qNHtkDy2HA8I0bocRbumileg6MyQrRLVVAaTR7jq75gF2Cn1ouhMUIs4FbadGQJ3AXgM\nmcdZxY+BpqjOPjw6k65uRBvSZXt6RB8ZhF7Yuj76eb3CCdce8pboOKN4NV1QZU/IVcEr3vOiVT5h\n8v0YkF5XVaDaQodHkYnWEW2svn8OkyLWRWyxhQ6t7QRae4NSQVhYN9b4jfF309rhSlEmP/Wm0tr7\nQGt7JaI1X/GY1j6sHUVYa/b9ejZsJAkT1oW6r+3WrndncfB+AM9wzn/BOZ8FcCOAY9QBnPNXOOcP\nwWwiCZxdWXKkExRbVWHAXuXXJljVz6bjmAI7TOLUZPts4/V1Km3kEdEtociRVWkCjJfkhCmCl60U\n9oqOhaB7noO9PnA6mk0veUQpwoRzFeWRFQU8PRqBDBUewQzuCh5L7xFl1TcdDkdr0tBhw8OllLLL\nyyRkZb1LaVdUGySFpSyyVBYSmsxvrOdgimDxDeObyIp4vgbxqHpKG6PkxxY8r1tRzJdVyFUePq4O\nTIvCf3SdeOG1ZONz4vsLaV1Tw8CUD/bMeoyMTkO2lDw6CHLDnK1bnCzNqfk8sio6IV1+Jbg+XZah\nDXr14aqoBTekl9ZbFmOZ18SO0WFgiuS9rrG2rAtTuV6+J+1iUiOYFimRG6QlbSoDpApWDcU49Fme\nEK8vJ8uvq/RrUwGaVhPeS9meiddi/qvylHQE2U1AF/Uesq/pJCSx18yf7X0rgM3K5+chxGxVOIA7\nCCExgG9wzq/s5sk5+ht2XFIV8natMIdKWSaBTTy2K1rLttmObTuGtJcdQF8Iwd6a/E2aYVvHYSN1\nYBKgo+sQNz3ETR+xHyNe5sFDE3dE38uN345x/GUkZovygab6YFMXrZ7hHtIXuHmmYwBgtyXX9bFh\nXvzNwvzgW7/E9M+6bWtq67t5iap2SBes6ruc5gHZ75Lnp50PrYXpXIueEYqotlbIeiKJV5aeGYp1\nK5FzqLCLtWM9S4Bdkp+yTI1kbMJUjK5vizQ5W9cR/TY9X9TsFJ0MQAhYDx58xJhpsY+J/CQkH348\nMjaDyekRYNQXIk2GkOgVhFUBK0NEVKaQOU4l25C0xxlDZsVUJpVlKWL1GBdxpUrByhqvoZwmWONe\n0NpR6Zpi31ZAF6209tni+alFBkwTSH3bYrs6Hrkb+Ondvf6WgznnLxFC3gwhYJ/knP9nr7/U0V+k\nbQ3uDDM7U0Wwli2bRGurkOAy2hWwVZHP7pJ3ukXJWR0p3RNsVV3kuCbQvddhmSdsZtz00Gx68IY9\n3BV9Nx3z6WAfeIgxju2Qbg4PTYxjsiBas1PMlp1HwuHoHPadxNbpFXvbRX1Apob+wrCu7JKV9tE0\nRZvVxg3BWC244H+Q56ceHxBeV6Wji/C8/hbieXc57Li6aJ8j9z1TyXcdggh3ni2KVnpFMu5PxZva\n7qaMvnxI5+iIxTY1HwikgN0cfAce4o48rhK1ybzIcxVJ6/D9YmEmU16X7oHV28XoIXGpeNVVrWpR\nVcEKZKXp1HFiLK0NQ4jTHYZfl1lqWSk4O2kV8cNo7Rhk4cr6dyHvbTW964f0APpUCLa2Dwo0dWNu\n+fuHiZfk2gtMo14A8LvK57cl6yrBOX8pef8VIeQ7EN5aJ1yXKLKSJL1TmdRV8YzqY0wmst27VxVx\nbKJz85w3i4mITasGW8bmKglvG8Gzmy7Fmn3+DJ4fp17Xg4MTMIxp+IixEluxAhO5dJMV2GaczKki\n1cuJ1xgvBjfjLdFxc/ixXcLpaMcAwr6VeWDZd+qgJ4V2b6lJhPoVisTCAAAgAElEQVTIi0P1Oqgi\nWG3Y0hqkQByFvQ+sPJe2eAHAipwH1kauaNOrALuhDnqGcq8Y0sKEJwHsCWCXLO1iBSaM3lZ1nUTa\nv7OD1bg4UgPLFghn6zrCCdcFZHV0bLr8cHBPuqx26QOGC8JWz4dVL9CR0WnMjA5jZmoYGCJ5r6sq\nVsWO9lBhuV3VpkiONYVEvPraAFPMiVxuGpYlPmD0PYsTFrmsv0ZeYerv2Xh1nWo42dfrwgjKisHn\n1EEvV6oN20RtPzB/Bu7HANYQQnYD8BKAEwGcVDI+Ld1FCBkHsIxzvo0Q8joAHwZgVMeOpYXaCsFY\n9MwkJE2C0fT8y3SMquvKvK7tolbsNHksSpBeWbo1BFYnx1qRbNvzHCzDdsRNTzyYzH1ljGkMw8M4\n/il6JF1/eLQ3NgYbjV6I/OTO7JFdUNxkzjHASA8su0ERr6ZqvqpgldMiKV5Vr2kZpmvFto86r2sX\ndZolj2/6TQCAtyPvuMgj81vp+SGgFfelnwjFlHIKmaNB9z5vhWjFltCINuBjwYdyAvVb0b04OTig\n8N1lPa0XBGfrOsIVUekT9o0OLYT+qu8qvjLpUNd5iOEti8XkRi/SBBQT8nWBpntdx0rGAcqKMcMg\nfVk/iXzpYuF5zRDtb2R7m18r32cTqvqMdgis8beFv5361fSysHiapuJUSwjOeQzgTAA/APA4gBs5\n508SQk4nhPwJABBCVhFCNgNYB+A8Qsj/I4QsB7AKwH8SQh4G8ACA73HOi0nHjiUNO7hetEUSm2g1\nXeJy2XSdVllnOo5Ou5M8Wxsg5dh61WH5mb2pDrzZfNgdsY/mrIe4aT6hG6P7C+tkGacRTGMnvIJV\n2FLwPvSdaHU4FhHsBs3jaHp+ry+bbF8rgWMrGtdK+FYoNNc+YwB+B0CxXY4Urey4ekG0Asi8vrMQ\n4lUNY/YBrATYl+xeXC8pWCrSJ/LRJS4lYvHghGsfIicTfol4teFBCNdlXrNYiAgoTqZM4cT5A5rH\n5VrkmMVo0QM6pG3Lj8mL1zGwxg9Aa7soJ44Wy/mZrbHHmCF/lZ1SBzuhLvLPxpD/u/UL81gynXPe\n4Jyv5ZzvybmIx+GcX8E5/0ayvIVzvppzvpJz/juc89/lnG/jnG/inO+TtMLZW+7rcBSoIjQB+7Mq\n0zFMx7GJ41bH0Vv1dAObeE2uRToU5s8lvVYJ0PSwI/bTPFc9CufjwWGFr9s3OhTDmMEYtmM5JvAW\nvIi9o8Oxd3R4en/JPyztk4mdaw/hWEzo9kv+f1RrWwLm/6tD2nZ1nHqcqnQz1LgiuXmYbs8l6m/a\nBlHRWArXbcmYxOTR84vzulujf88Vn/MQ49roIVwbPVRatGnB6YWtWwL2zgnXPuJ90UG5iy/tz5oT\nsc3kPUs0L3hp/Sb8oRiFnq6mFjm6QLMVUTF5ZXMb1ReUgw5pB7DH47JGFi6cFVpST8aemMoat4A1\nbix8P62FoGeHoOeG1t9Br7FsW4IeV4djPmD71e3XmC2ftZW31PRwzjbGdBz53e0IVtNErGz/5PvU\nPFf21rr4rJ9LblIrDtqc9fDwXf+MB6J/gV5k5PjgEMTB5YiDy5VTEUWaxjGJ5ZjAzoedBwBYGwXK\nvcZ5IxyOXsGuTq511S6olXq3IfMw6tt1bJdpKz0Ww1yEybS/SRSbzkfuQwzbFHLpWsfUs7xW3dOs\nkmxjV9fBrtRs4xBALwhxcnBAIRxYtgDzEOOLwdsBAFdGjxXmyc7eDTZuWt5njGAa0xB9+OL0qXhW\ngEklH/aVXZS+H5uLNJna4qiheT7y+Qu2RH2Zg5Hbrs4K1QrCaoKtXF9UxrZerqyxGbS22rgt/91y\n/NXGEfT8EPQC4dFg59VBLwnzE139J8gJ5lv7xGno7KxjsdFKINpCg9Hh57K7Xbti1bROndxZ879g\nLc7EJuugY8XerwAST40HeJkh0NvhCD6XitcJrMCa6JPYHlyFFZjAeDwJPxZF8GRhQPWeIosGLjh9\nYusIIW8EcBOA3SA6Sv4R57xwoyKEvAHAVQB+H8AOAJ/mnG+cx1N19Du6fQAy+8CVZVkkqR17pBdV\n0vedTt6rPohXvcLqeao+iIpe2FbFmQAUc1hlqPBotopdZDhOBJwcHIBPBvshho9hzKQF6dTCdF8I\n9ijsWo9eqvYDek2f2LpBwwnXPmPv6HA8FtyVfo7hYQQzmMGIlpPUBDCcm3gIgdvM8lylcNVzOKEt\nSy+rauBmkRe4eu6FD60UuqpkxyFKoquWUq0sXOyyLUKCm8k4PxWyQrTa4piR5MAiaZczBtb4t8IY\nem6Y+930ktA4+WQH10EfCsH26ROx6nAsYtg+ddDHQ/MkSBWtrcSpvr7qeEnZJLGdipom8aqSmGq1\n3Q08gK1MqpEOhfmxuTBBAvbMJWLc7kme2KainVK9rWPYjungH7ES2zCO7Rh/bSbVvaujY/FicHOu\nz7ijQAjgTs753xBCzgFwbrJO5zIAGzjnxxNCfIgboMORwq6ug56qhcwCxYdbsmWfnO6UCZt8h8F8\ncSdo62w2zvRwTfW2yu16l4mKEbd6ulba5/VYrcq8+jtnlR65HxVzNVnwSuXk4AAlAlHMjVXxKrks\n+jm+GLwdX4meq3bSjr7HhQr3IXtHh2ME01iBCRwRvQsALDlJ+Zh+ichzbYo8Vz1c2JTzOmRYNrWH\nke+q4C0M0gs2mUKF9fg6dVnsl89t1Y+Th9Y+DFGMqSha0/O05axqh2P79alone3By+FYYNhe9fTy\nTh8Y6TXd9JeKKUxY3wZkIcCmlwlbLlYryvbRv1PmbL1m6f8oc+CaSMP86Gq7aBWHzO4RI5jBW+KX\nsCKewPj2SfjTAJnOxvZF6xsT/WPrjgFwTbJ8DYA/1AcQQl4P4BDO+dUAwDlvcs5/2/E3OhYtashw\nTogRZHZh1LCjiun/tJ4nqy7rojXWXupYTTzmtpddR9yy3kAqZKdQtOcyXFrm/JeIVhU/mRv/U/RI\nKlr1cOC+Fa29sHVLYG7nPK59yt7R4enycdFbcH3wSk60ylBidVlewDMAfD+GPxRjxtTTdQTCQIwh\nCxfWcztVD6spbFj1xua8rpJJFGecRU+rQD14pp5pbXfYizkhGXM4yqBnh+L3SlQR2+3iK72kz2oK\nOBzdgu2l5EDtUwd9yhLG3wrb2KrXebtCVQ9vawd5TrLCeWyOAkmP7QN0V4vAlQR/nxxaGIthTMNr\nNjEyvUN4WgelcEf/2LqdOedbAIBz/jIhZGfDmN0BvEIIuRrAewA8COALnHN7PxDHkoVdp9i62+qp\nOCug27J2c1v18FvbWFNuqRStHEUPrn6cNkSrJBWv+jnK+SRJRGsJqrcVAIYxg88Fv5fmt+r9W/uW\nATjFfsR5XAeEcUxiGDOFfFfV26o+bU/xY7unVeyU/wzLZyCvH9UiTcbkfJNHtVWpXumpVd3D5grE\nxfXm47KLhUeHfakOdp7lyZ17fONw9A9lXtSqY20eVVOwR1XvaivPr+mYZcftduXy6PPwECOO1iGO\n1mE8nkxFK5nG4AjXeYQQcgch5FHl9Vjy/jHDcNM03QfwXgCXc87fC2A7zOHEDkcBdptWpM6DmAK1\ng8mGqOt076rEVKVY9bSahO8cRasVfT4KlNrO6yORQn5t9BD+KXpkcISqoyu4KfuAMIJpxPAwg2El\nv7WZelvlOgD5PFeJHi4s16nv8omX6mFV812b2ng1DyudEKm5rnK5aVgvUQs2+TALXv2zesJiH2uY\nMLK+X/RCzfuaHIqd0KfhwSpuwulYKujhcu14W4Fqk592vKtV75K2nDSbuSs7fomX2BYmDABxtA4A\nsPoD5wKvAb4qWJvApqcvsh+4X+iGrXvybuBnd7ccxjk/0raNELKFELKKc76FELILgF8ahj0PYDPn\n/MHk880Azmn/hB1LlqrRX7biTj6ACeQfhKlhwq1Eq+mYOr3QhHJeqaN0tigLE742egiAKL6kptHJ\nefGXI9Pl2me4eV1HOOE6IBwVrQEAXBtsxTgm04xXvUdVzvua9HPd4Q8DIHmhqmq/aVRHGlhd2OYK\nNdlCg01xLyb3hzpWrlePkY1hjQ3Vz13//UMAO3kARKvDsYSQlbzTXqdV71IVn9ZXppO7o028SnTB\n2kYoNHupuq3ymgCRRfWS8xkI0dot3nmYeEm+e0EnR7kVwKcArAdwCoBb9AGJqN1MCPk9zvnTAD4E\n4IlOvsyxNGE3aIWbbNgql+ttbkxhwlW2AVl4sKSXTkzTsSsIVhN914t6wCCEHAfgrwC8E8D+nPOf\nWMbVAPwdRLTu/+acr0/WV6rA3i2ccB0wPhmtBABcGIi4ftk6R3/aNIOsn6sxz1WfNFV54qdrUVvL\nHONO+s6qBTaFEuszPN0jq3tnK6Lswk4ZINHq7LFjiSHbxtDXlMrD+mTHFAqsY0qpN9359FT7Tmkl\nXqukZcwRIv9ONs9KP9M/57oewL8SQj4N4BcA/ggACCG7AriSc/7RZNznAVxPCBkCwACcuhAn6xhc\n0sJNAOgZSg6oxGZTlMJtaVCbGrFSJa9VnYrZerJ2Myy47FyAtu2h6qwRuw+ItxXoJ1v3GIBjAVxh\nG0AIWQbgqxAP514E8GNCyC2c85+hegX2ruByXAcUtV/VZdHP7Z7XtC1OsqNqFOypoRk9u7B0kSpz\nW9X8VZnzaspnbT9BjJ0zQEJVp9mDl8MxCChmgb2pbs5f1fNJbbmosKzrdJ+ycy5b304ebwds+slF\nedE6SOlffWLrOOe/5pwfwTlfyzn/MOd8a7L+JUW0gnP+U875/pzzfTjnH++lp8GxBFDrjuh2QbVx\nav9WW60SwH4d6Dmt7WATuFX3lRF6U5hzFdyvRM/l67oMEr2wdR3YO875U5zzZ1D+L/t+AM9wzn/B\nOZ8FcCNE5XWgQgX2buKE64ByVpT1qwqDXTGCaaWiWiJikxzXtC2O6qzsaUXdssQy3bLaBKsqZnXx\nmi3T2iesZ0FPDUFP0/qIfaEO9rn6YFUUdjiWMGwkK2BCXwuLxY9s4bcwrC8TpyZ0cdnOvmXHNH1u\nEaInW+GYeDa4Hc8Gt+fWbXr0Imx6QoQHb/r5EgoTdjgGGVn8UqLaBVsbHBsmsWoSN2rhJf3dRDc8\nsHIeqk8XmwA9yW7r6Kthvhc2gIujzbg42gwAg+NtHTzeCmCz8vn5ZB0ArFIrsAMwVWDvGi5UeIA5\nK5rBhcGMkusqGjCnRZz0Ak1Asa5ROyK27Sc5MilDLdIk10PZpp+Y/Fy+jTVuzH0bPTbM/6YhgF05\nwF5WFechdSxh2EhdtIxpFYYLtCdKUXK8suO0CjW2jdEjXmzbNZus57c+G9wOWUWzmQxeEx1tPtdB\nc0Y4W+dYwrBL66DrFGEmWxZWvS5kKoRJtAL5aVeunSEyf1uvqge38tT6APtW3tbRX4S57RhNIm+M\nuw+YsZtHW0cIuQPAKnUVxL/ueZzz73X563oVXA7ACdeB57xoAn8dZE1ytmMsFbCiQJOS51r2z606\nQ7ty7atVhCX6TFGt+14mUvUTLIpWQCT005NC0eD7unLByj6zSAStw7FEYF4dlPQgbUY1i03DunaO\nU3UiontZTd9nqlOXsCY6Gs8Ft6bLZThvq8MxWLBLk/z+M8OsCJPueZX2Rn3IZcrfV23SrPbeCblC\nnDqqKjbA0XaYMdutLsRr8rtsohVYwt7Wp+8Gnrm7dEhZBfWKvADgd5XPb0vWAcDLFSqwdw0XKrwI\n+MtoK+rRS/DSWsNx2t/V9w1e11bYPLBtT+ZsBZTUkF9TiLDtM7Rly7kPoRAiPPD0QR6Ew7HQMF4H\n87Teh1VCgKuOnWsocKvvbzUGaOltRTpM2PoXg5vbO8d+x9k6hwMAwL6aXPtlczI5xZL5oqb/+7PI\n8lnb8aaathv3MfX5MtBCtOre1pTF6mLrln2jhwHBX2WvuWH7V/oxgDWEkN0IIcMAToSovA5kFdgB\nSwX2buKE6yLiK9FzSTNmKWBFP1cAyBVoAqo/cbNpz0o7qst6QSV9BqkLVsAmYFnjutJvZlfXF6+h\nczgcQsByg4AFiuvaDfmdKybTZ9vW4hzYr8ojQ1ZHx7Z3bg6HY6BgX60LAatPjVTUvNgptH5YowvY\nOSHVcgVKhHJpC5xm1ibN0X0IIX9ICNkM4EAAtxFCvp+s35UQchsAcM5jAGcC+AGAxwHcyDl/MjnE\negBHEkKegqg63NN/LDe9X4RcH20EANSCozCDkczjKnM/q+ZWDSGrXGdqfVPJ8OnNx+Q6E2VhwjCG\nB6vQT4SZt3Wx/c92XgOHowCbTULqxgwRFmXXjBrWa8t1bceGtNq31WcDZaL1xeBmDCPGluCmxVdn\nztk6h6MA+3pi604LzSHCEg+Zd1UtfiTna2VeVjWUt3KWYhP5tK82mQXYbXZbJ3Nc6QuLLIoO6Btb\nxzn/LoDvGta/BECtoN4AsNYw7tcAjujlOaostum9Q6ERbQAA7Hv4p7DMa2IHRrKNUpTK/wGTKG5T\nJ3Y2D60cYzRyMs9VzXeVyRk2OhOt6dB2C04NCnMsGe9wLGbYpCZg1Vwvm6jUc1u7ESJsmoiUFWQy\nfCfb2vphtdr+weuX2U+3cLbO4bAiC07STyS2Tj6EU2teStHaCT0tq4OcOC4TrEsCZ+s6wgnXJcDD\nd/0zAIDunrSSGAXY6+rA6wC8CcBuAL1Tq9zmKe/SKMbKu0qp51X+F5NJFlXijsuLMJmgp2ptb766\nxA2iw7EEMQlYxrUqlaa+6FWEZxV92Cp/tQQ2Uc1mvRJcn5uT7hSdXGk/h8OxeJAFKOlJWbV1U7gt\n/WivPZVtelvbEK25isIOR4ITrksItsluKNgR2TZ6U5gXqGr1OlXMto0UrerO5v+CrPFv7R8+8bbK\nkJpFxYBVeXc4FhIpYI3bZhVbp3poge7eEVsdS1bJLDlX+66L2CAs4p/mcHQbdkOLDgqJQKQf6bYI\nrFiQST2XRpu2zofI2ZX777bI5nbO1nWEK87ksCPzI2x5seq4AjJu1/Zuq5oy1JFoZVfnq+/Rs0Px\nusQ9sXM4HBZMBZ3a2bfdF/LLnYjWnaKT05ZnY9iO4eASDAeX4E1HfKntYzkcjiVCx+lTpnjWSeTz\ny1rTtmhFUpCpCSFet4l19KkQ9OduXreUccLVUWQUxTwwW3Vhub1QQNsWvK/PDPNtcaqGBpcdmp4t\nQmfYxXVguvPD9RWuRYTD0X3kQzlbVWIbZSHBZRWNlc+diFaJbHk2ghkAwEx0FmJvkST2O1vncPQB\nsxDitGlYB4gQ4Wre1k5Eqwn6eAi2NvEgLwbx2gtbtwTsnQsVdhTxgbSOkymvVX5uGTKsbhyyrBdf\n2KrFTSfQ88M5FbtzOByLG7a1DroyzKdFAK0rEpetM1VoV445F8Eq8dCE2rN7RXDhnI/pcDgWL+y2\nush3lbatcvVgOYlS296ojgm7eO2KYNUqwNOnEsfEHossbNhRGedxdRRgR9eziF598lX5UYdq4OSy\nbuCES6KVaKXHV3uylua2LsYnTu6pnMPRG5KCdfCQ2TtT5eGyXrE68jhqf0W/tWgdC6pNxkaiP81V\nFgYAL14kCVPO1jkcvcOHIUJORxepJtEqw4VnYYqwayVa6fUV53V71POnkJyG87iWvBY5Trg6jLBj\n6lmOa1n/VyOzyrt+Fak5rmgtWk/KerLSk0LQT2SvUpoAYoCdVwe90Bm4pWjcHI4qsF/VhY2RkW+6\neNVpFSYs7aaa1u+1rhqsi9axoJ6+bKji9dU7L8DOh51X+h0DgbN1DkdPYLfV8w/qgBYiVjd2ck43\nibySzOe8tutppdeH6cvIdPJKppZsj/riuK6dcO0IJ1wddlSNKZdt4wpIo6Y/iZMHG6oUHsxuqGcG\nVvX+WqJT9DY49IKwDcHtcDiWJLqN8CzbWolZ9WHfaPJaXq0362SUTdoqeV6jz+dChl1xJofD0ZKO\n5kNyLiffZa7rdmRzPB/AbEeitewzALADkoeLyXM6+vgicEY4OsZN6R121MmY9CSoyzLXtQlLvqvq\neVWV71huMD0pTL9H9iZLtyWe1dTDWr3yev44l4RgZw1wToRrVO1w9A6TY0GK1ybM4lW3d6qnNn1x\nYHQmHaLnok5EmYdUitWq4cIm/HgHVn/gXGz+0UUdH2PBcbbO4egduq0zZhjIkBFVrOqidUh5H0uW\nX587iipC2cn1wvqq4cIAipHKEPmusljTQOJsXUc44eooRzpIpXGTy3oIcVsXoDCKtPYFsMZlOe9G\nIQTYJlR9gJ4mxrIrFYN4Rii8HA6Hw9EJ8q6oOhKa2jYbapTKaBPwYwyPTmOvD5yOx390BTzEiBWD\ntyK4EM0KfSqkmFW9ssPBJQCSCsNxDK+5BGLEHA7HPGISrRI1bBiQRZxoLcy8rspDvnZEKr0mBDul\nnvuMXQAshygcWhYB6Fj0uH96hxH6wzAvTE35rqqoHYLB4yqf2NlI8lwVLys9tYJx0/7X0tOUcOCS\nOSC9LAT7woA+nVskdVccjn6D7nkORGnNJNlL2jH50CxGvlBd2bWoelr9GMu8Jjw/hueLnbZGf5kb\nviK4ED7iSuLVR5x6bJvw4JecyNv3PxfP/XhAva7O1jkcfYypf6uMqpPvAnaCMre7KayefzkL0KuS\nau8TAFZD9HJdroxJImEG2uvqbF1HuBxXRznqky0939XT3nM7QRksP6tWy/zMhF1dT1/GnojuUYvD\n4egmfgw0tQolqq2TuaoSU/Em+WAPSMODh0enMTKWvI9O48DgfxS+eiI6DxPReaUi1Edc2C4/FyoL\nKyZ29/eeaz2mw+FYeqQRbZXmUrrTQXpYpZdCFmj6LXKhcQSi7Y4GO6EuwoVt321LwVipbTewKCoM\nOyrTUxlACHkbgGsBrAKwA8CVnPO/J4S8EcBNAHYD8ByAP+Kc/ybZ51wAn4b47/sFzvkPenmOjiL0\noaRPliHXil6ieGJ1CJSeYPk8VptopbU/B2v8rfE82JX1NBy4lKr/iwdZ9LooQIej67xj/88CUzHY\npksK2+iuYX4yZQsgsRRvkp5W34/hLYsLIlNlIjrPmNuqC1YZaqweS4YJ+/EO8bkJEFl7YBAZ1PN2\nOPoYGc3GbjDM62rtCD/VCEoBq+S2JnNA+tFQVDHWYCfUhfdVTcEA8ukYs8h7I3WbIB27ev2BQcPZ\nuo7otce1CeCLnPO9AHwAwOcIIe8AEAK4k3O+FsB/ADgXAAgh7wLwRwDeCeAjAL5GCGnZccrRZRJR\nSu80PDVTCxyp7R4KYlbdCBQfp3VYZUk9lyvr4vX1imEiI3P+yoXDlUx3OHrCMq8Juve6wnr2kmJX\nWlUT1nKuZIjwyOh0KlrLhGsrpGd2a/SXczrOQOBsncPRfZLpWFoMU4E16hWqAetzOrVrxCyyfmLJ\npk7NVBNgn6mDnV7PrUsjlPXjDrpwdfaubXr6T845fxnAy8nyNkLIkwDeBuAYAB9Mhl0D4G4IMfsx\nADdyzpsAniOEPAPg/QA29vI8HQZ8gB1hNmTsPLGerlMqxhme4qnQ2meRPWJratvsXlfb/1CbWJXt\ncOjZYaX2OQ6HY+ni+TGasx7YY5cat0vxSndVbJ2ptc1Etkj3PAcjYzMYH9+eClbZtubI4A9wR/S9\nuZ1zLGZur955AQBg58POS72tKU1g06MDmuPqcDh6RtlcjTXqOe8ra1xWeixaOxxZE2xAqMsx+w7y\nuDavK5ArysROr4NelRVqohsV0a2k07I9BjTH1dER8/asghDydgD7AHgAwCrO+RZAiFtCyM7JsLcC\n+JGy2wvJOsd8MgSwfVoI0QuykGF2dWujwRpfE/vVPlv4snb7fhmPrwtZ/X+2L57iDSyubLrD0ROe\nfeQfSrfT1VlRkSr9WNkz64FngEOD43J9VgGgEW1o+/zUljlAJlhtkHjARauzdQ7HgpAXrRZnggJr\n3JXs9ycQua7jAMa0tLHqqC1z0nXKvI0dUBepbBJ/wEWrs3UdMS/FmQghywHcDJGzug3F/9Id/Bd3\nLBR0ffuJ8LQWJkZRdX125gatEhrMLsqPYZ8bYOPmcDh6gqz2a4Pu3r6tqwVH4cjgDzCCafiIMYwZ\nDGMaw5hu+1i6aDXxy7tFpWGvKV6bfjLAotXhcPSGHhW3FKIVyM3nONp2SJhEa8t9BrWasGNO9Nzj\nSgjxIUTrNznntySrtxBCVnHOtxBCdgHwy2T9CxCFryVvS9YV+Ltv3pkuH/huigPfQ7t+7kuWsupt\nl+dDcGVobnsHl5VOkmPmnvLNzRDRs0Owi8Ux2JcX3qg98FOGBx5lcz/QIk9rc9hxtq4/YL+qZk88\nreLvCKbT5U8H+2AYMwCAf4yemNP5TARXY0V0KgDgxXsXXqw6W+foBs7eLQxqJeDO5mFKiDBJ5nX7\nJse7aI7zuvtCsIOTed1+bl631CGc99bZSQi5FsArnPMvKuvWA/g153w9IeQcAG/knIdJcabrARwA\nESJ8B4A9uXaShBDOGgt/o16q0EtCYBrAVqQi0TjupDBLqm8jYVw1mvSMvMejzNtK1yXVkEvOaaGh\ntXPBOW+r4BghhOPUHlynV5O2z8Uxvzhbt7DQPc8RrXKaANtstyvHB4cAQJLNmj3Zkx5Xmec6oiwD\nwOXR0+nY4UBUNpbbJiO7t3drcG0qhqV47TecrXO0i7N3Cwf9aNI3tYK3lNZUmyPLrc8CGAf83xEa\ndgTArsgV7lSdCfSmxL41y72t9D5FUB/cn3O7vrJ1wKK3dz0NFSaEHAzgZAD/jRDyMCHkJ4SQGoD1\nAI4khDwF4EMA6gDAOX8CwL8CeALABgCf1UWrY+FJKwv7AD3TPLmip4ZZf9chiJyHuX5vlerBzaQw\n02LDVZ5zOOYd9sz6dJm+2WxXTgwOynlZfeXlIcYwpjGC6YJotRFXCIRa1JWFna1zOOYdtXWNrT0O\nrf1JEho8pLwkiYA1teKKkfMuqqK1JYv5GnZVhTuip8KVcxEM8wAAACAASURBVH4f59zjnO/DOd+X\nc/5eznmDc/5rzvkRnPO1nPMPc863KvtcxDlfwzl/p+vh2r/IysJWpGCV4nUUZvE6R0ErPbK6gF50\n4tUZN4djQWCb2nvKr4pYDzFGMJPzuqrC1oZJvG4PrgIgQoRV9M8Dj7N1DseCwL7fyta1SpR9vZjz\njQJYqQz1oLVLLIfeolUPluvvc/M6Z+/mqTiTYwki7dsQRMiIL4xiGoJCkIWQEOXVBvS0RLTKcGJp\n4Jri2PSCRWbkHA5H36HntALAt6O78a3oXgBQPK7TpWK1jIngasTwrCJVilqHw+GYT1jjG2ANaZcm\nxZxvOTIPqyFMuAr0llAI2BhibpcIslxVYceSxAlXx9ywFQaWnlYfYNfV8w/pSLJdRpp42SuX33pm\n2PopnXzCJI3kLDJBPMiNqXVme/ByOBzVKbEnUrRKsSpZjc1KiHDxNRfkUaqEHw8UztY5HAtHqQNB\nTvh8sMY3kLu4xlYB+B3gdcii7DqA3hLmr9spiJoqU1h83sRe2LolYO+ccHXMDdtkTg0TBvIC1INI\n3le9siYBPKSMr0KSR5FWFW4VzuxwOBxzRIpGk+d1HNvTVjjDSXVhuf0r0XOFY0kxWoY6ZmX0SQDA\nSPSnc/4dDofD0RqLt2IniGJMK1CYsxW8rWUmTgov6WmdBTAJsKAOjPZHVWHHwuKEq6Mj6IXCG2qt\n4JsI1rSgUmLr6ElhVjXdV959tN/WtaktK5/Zl+sd9ZvtW+IevBwOR0voamFH2EvlE6bro425zxcG\nK9Ic16xYU17kSoaDS3KCdSY6K7dd9dPq+45Hn0EcXN7ej+pnnK1zOBYEemyYpW+VwBpfy+93RihS\nwl4H4WmVjgmgcP3Rm7VOEWX9W7VrmB1QB33KzeuWur1bTMGUjnmAXhGKkA2/dc6C7PFKzwzNnlcg\nE7g35I+VFleSldZtT+ikWFWOT88N59w3zOFwOFLRWtIKB8hE68nBAek6NXzXQwzZKufiaHNuX9kG\npypS4HqIsT24CuPRZxZ3lWGHw9Fz6EmJrbutzNb5kJOufEuchCFkjohmsX+rLlqtCsRgzujNIdhx\nbl7ncMLV0Sbs9IqGQ/2fNZSJWAB5ERobROu5YXaMqjkNTRT+N7NzFpGRW2y5HQ7HANBKsAIoFFy6\nMbrfuB4A6tFLuc9jQb1S+5uWRJ+f+zH6BWfrHI55R5+HVdqnoRWLUx0U2nVMbwmzqDrpjDAIVHZc\nXbTLUfdXTCRb6+Z1Sx0nXB09QX3Sxi5NPK+nhZkHVVIlfzXZh56RGTN2pVLwSfW6DhWf8i0KnIFz\nOPqSf4oeSZel5/XSoBjSa8NDMydeY3i50F8v+pxhHxE4PB59ptPT7l+crXM4+hLW+FtlWYhW2d0h\nLcaUOBGsaWQa9PrMC8tOrlu9sovS2+psXUe4HFdHT6AXhuZ2NGoua1lOqzRWl7bh4V1slYQdDsdA\nsCF4NvdZCsthzKQ5rq0q/8bRutz+DofD0W/QS1rkmFaYg5WJUOO2NnrAOhY/Trg6eoOpT/WIsn6s\nsEeBtDqwRbyyK5X1I+KYVZ/yDRyuZLrDMTCMYzvGsR0jaUVhIWBtSFEbR+tyVYObWvVgMVaI2kXp\nbQWcrfv/2zv7sDnK+t5/f+4mAQpHOCCIgPCMtFi40PhywEoV6EGHFiVgUaRRFIul1BQaDxzmOXA1\nxcLFE+XIgUqFguYKEEtqzoFEUh1INVqhBETCO5E4gSIvQWtpg0DIs97nj7nv2XtmZ3ZnX2Z3Zvf7\nua65ntnZmXvuffLsL/d3fm+EVIl5CPu27qT3MwgWxNdmkUBNWyvaUXS1MfW2AmyH0yP0T5FCcS7W\nxZxeRdzDakJ+b0rkt17UQ8W4ndAsCkAIIUPEdzehhtDruh3z8BrmYi7mWRWA56KBelsv6it+q90z\nonW7e01Luxt6ZAkhw8a5MrRTzlK9rtuBsP1NnmtX6+JPCxL1TixT5qzw2lcZJgRc6pOisJPzTQhv\nItk+5jFNkhVVl1awyYw/zuEkXKcSUkpMxeBwfxY11DAP2zGLGhqoYy5ew1l+G1dECrOWMbPzX+0+\nsGPLmH88QsaCnRCuu15BzHHQqdtEbozZ67ZNYpWgresJhgqT4ujwWCRK6rcx/boSIb+xqsQAnDOs\nysNzEM+dJYSQEWHEpclrraGBG9wXW87bzb0UQKu31RRjaujur+n3YFUPQsiIqKHpMNgNTRFb197Y\nBM7aFG8rdAhwO4fDODsjSM9QuJJiMCIybd3VjzFKrNeCr85MRmGm2QI2QkjfHOcfCgAtYtW8noft\nfQlN483d3T9djzvmX17aOkJKSXDuTNxBULM2oLfvW8LrGIULT4JoLcLWTYC9o3AlhRCcaz1ZS/OE\npghNk9+aq52NvtZZ7DWLPVG40rgRMgJM+G7z52xUVbiGRkthpixvq8F4WhvW6m2b2+yZmNYjdmyg\nrSOktMTWdjYZ37Msb2tEQqAGC3UfV2D8a5dQuPbEOP9JkDJhclMTDaids73Qa4ouciNmgWCZVZFu\nEnJcCSGlxQjWBmototJ4SNe4W3CiPwUA2OZf2HHMRsKgmXuMtWglhJSalnY4cxAWagLCNZ4OFw4u\n0Ou6Ezqs62xzZkRXDUz9IpnQ40oKwVSfi2GXPe/BKBmBC4SCN0YNuVrsVBaWTCeklNzl/ghAM7fV\nFpjJLS9ZrW6MCB7rAk20dYSUktQerub7ZbvBZgHn0nwdIoJTE/VLVljXpbXKGSfYDqcnKFzJwHGu\nzdmgutcnatq7GoUJz0EUUuIs76GdDiGE9MAGd0Ms79QWr0kh2w8vu9e3HKu5V/Q9LiGE5CESrQ20\nVsO1izVpggu7rC5ct7bE2tBZx3UdaULhSoZHvXXf9qLmIbhuJmyjMwdhJbsamhXtzP440ihgy0BE\njheRx0XkJyJyQcY5V4nIEyKyUUTmd3MtIeOC7V21iyalidc/8A/uauzd/DOwm3+GNeYEeFuBodq6\ndojIHiJyu4hsEhFfRF6fcd65IvKQ3s7p7W6EVAQjUu3vleU8ALoXrcGpM03Pq8mQMCJ2nFPAirB1\nPdg7ETlFRB4WkYaIvDPjnP1F5Lsi8kjS1onIEhH5mYj8WG/Hdz+L/IyzE56MAGe5h+CsmdZQYdv4\nmPWdKbB0vhce2wFge4f+rgZj0HZG80mf2Sc9IyKvA/AVAP8dwLMA7hWR1Uqpx61zfh/AW5RSvyki\nRwK4BsB78lxLyLhwv/sDvNt/P4DQ82pooJYpLn/k3hWdAwBH+kd2dU8TbmzGn+tejtf887qbOMmL\nB2CdUuqL+iHctD4WISKHAfhjAO9G+L/Yt0XkNqVUMPTZElIQzpUegvPCdVksXLiB5vprVu9vs65b\n6cWKBQULO6zt6omfhjmAc6eH4KgB9YglSR4CcDKAa9ucMwvg80qpjSKyK4D7ROR2a333ZaXUl4ue\nKECPKxkwwae0YTFx9rNAsGSmNSzY9PyyRWvOJ0XOIitE2PysITXEZGwYXuW5IwA8oZR6Sim1A8DN\nABYkzlkA4AYAUEptAPB6Edkn57WEjAXv0KL1fvcHkVf1/f47MBfbY+fVMItd8DI2uBsi/2teXnRv\nyHxvbFvjlKfK5gIAy/X+cgAnpZzz2wA2KKW2K6UaAH4A4CM935GQEmIqCdsOieCCmbAAk6ktYpwH\n+wLO9V6YttXFd89Z6cWLMhnnxLiu6YDSVBVWSm1SSj0BQNqc87xSaqPefwnAYwD2s07JvHbQULiS\n4tBfIGd6wPkJtlC1Bes493IdnnHbD8DT1uufIW6c2p2T51pCxgq7d6vxqIavw20QVYDtccY+VLgE\nCznN3kqprUC4aAOwd8o5DwN4nw4r3gXAHwA4oOc7ElIRIs9r8ruWtQbr9D1ME62wXo/j2q4kwrVb\nROQgAPMBbLAOL9KpY9dnpVUMCgpXEuGs8mIV3ZylvQlO52qv6T1Nq3DWzrB1+NLFvK1AGL5iJ/TX\nAef7TOQfMkN70kbIIJjaeRpTu043X8s0pmS6zRXpPOqui/bbeT97EZu2t7WBOmr+51r6xZIMfrUe\n+PlfNbcMROQOEXnQ2h7SP09MOV21HAjD5JYCuAPAPwK4Hz1n1RIyeJwNHpw7rXWd78HJ6B/ddpwr\nvfT13A6E7XBeTRxPrvPaCE9ntdeMoKsDgasj96xjYylcB0UOe9fG1n24m1vpMOFVAM7VnlcA+FsA\njlJqPoDnARQaMsw/BQIgFK3Y3sxBcJZ2F+aRymzzZ7BEj5v0vs4iHia8A3BO8xD8fUYug92Q2vxM\nelrH8a96ECXOX14PvLK+01nPAHiz9Xp/fSx5zgEp58zNcS0hI2VqTihQt7x0WfhapoE6sGXHZT2P\nWUcDs6ihhlm8338HAOAH7v3aG5utY+5yf4T3+u/OfL/dtYPy5paOQdi6uceEm+EXF6eeppT6QNYQ\nIrJVRPZRSm0VkTcCeCFjjGUAlulrLkU86oSQ0TKLltzQSBj2gslrNWOdN9NcL76K3gpkpq3fbNGq\ncTZ6COaPUZ7roFrX5LB37WxdXkSkjlC03qiUWm2N/XPrtOsAfKvfe7WDHlcSsh3AK9brnCEHzrVe\nSyGm4HM69yElbzW4zDI6tmi17pcpWgEEV8zEwoSdq73U0GHnPg/OIx6cn9L7GrHLMcCef9Xc0rkX\nwMEicqCIzAXwcQBrEuesAXA6AIjIewC8qEPq8lxLyGhJ2rWcD7oa7tXY7l4TO3aofxwO94/Vw8SN\n3fv9d3Rsi9NOtO7unw6gmcvacK9OPW/P45bgTe+bxgG/073HmLRlDYBP6/1PAViddpKIvEH/fDPC\nAiffGMbkCOmEsyHugHD8/A4J5+rEuu7cmTDCzVxvmbPggsS6zv6ZPJ5CcIK+3hTsTLa/sfJdnZ96\ncJ7iuq5A2kXQfR3Ao0qpK2MXhA/2DB9BmEJRGBSuJOQVIDhTe0UvtQom5cSuNOdc6sG5uJn/EHwp\n8bTvspmmULVF6w4guKn90zRn2osXZUqECUc5EjWMV3jJkEqm6wIjiwDcDuARADcrpR4TkbNE5E/0\nOf8IYIuIbEZYhe7P2l07wN8CIQNhyysJ72oXduJl9/oojPdp9xZsdtdGotQUbDIkqwbb4rVTkaZ2\nhZliY84OIalpmJSgPYRmKYAPiMgmhJXSZwBARPYVkdus8/6viDyMUNj+mVLqP3u+IyGDZBYIjk4R\nlTlxrmw6JpylXix9LCZWYbXAsW2plXcZFe5Mu89aLx5BN84FmWzK0w7nJBF5GsB7ANwmIt/WxyNb\nJyJHAVgI4PdE5P5E25sv6rDjjQCOBrC4+1nkZ1yW9aQPnOVeJFoBNEXkJTlCMqy8hkjwAm2rBEfh\nwjvQNGyvIp9RTRZlSlv7mV5ih4xRSMkQUUp9B8AhiWPXJl4vynstIWVh6tfT2PK6pmidmqPDhJNC\nNgdb3ZUA5qKOBhoZxu4h93uoWUaqgTpqaKCBWltvazc06nW8sD49FJb0jlLqlwCOSzn+HIAPWa/f\nnzyHkFGTbB/jrA3XXZF3s921Vyc8tZd7zd6t8zKuWe4Be6a/1060xkgryJRQKcFbuK4bNEqpWwHc\nmnI8snVKqTuR0XBSKXV6oRNMQOFKgFetxPvtyN2aJvKy2ucmvbRZYtT2tu7ocK6537TXzJ9I87ra\nua7j9sRuzJwqhIwKk9PaFe5VCP2l9a7a2dge1lnrum6LK9lhyHYbnLEs0kRbR0j/zOqQW7POAnJ9\nt5IhwgDC9VSnCDz7/X7WX3YdE0N+k1staOt6gsKVtOaaNhK5qEhUlGskrk2MYa51zvfCnNS0+9k0\nUo4lcBZbojUpVO2WOHUgeNcYPpGjgSOkf1IKuSW9rXsetwSNmpGHNbyGedF+kgP8kwEAm1wfh/ot\nzjl9y0ZXYneru1IXXjLXN0WqLVTraOBF/y9zj1sZaOsI6R97TYfwZ7Agsa5bnrKuS6oC3eIm6uV6\nuRfmuibJEqttBK+zyksXqmYe1vGxKspkoK3rCQrXCScKCWkgDNfd0Ua0pgnMNmHFydzWtuhxnZOt\nHIpbZuCcrUNUdkZrGIntdR3nHq6EkL5paXeTIlr3PuZCNCxD0kgxKrv5Z7QcO8R3U++ZFK1GhDZQ\nx/3uDyJP6uH+sXjSXYMaGpib7+MQQkgqkafVkCZaVyQ8qyYUWJ8PhIU2k6SKVqA1t9W+1/XWuu7M\nmVCwppEmfsfV20p6hkv9CcRZ6QHbdDEm4ynNEKAtotXKYc2VA5u89/kphZ9s0WkM5i0zcD7rhfkU\ntjGrtxYFmAgGVTadkAli6jXd+mauFqhWK62u8lr9c7JSuzLZ7K6F/V+saZkDxHu+mqrE4fF46G9S\nJPdXa6gi0NYR0jXOnV48eg5oFkZakCPyTROc1cO6bqUurpQc0/4uN1LGttZ2fbXoqSq0dT1B4TqJ\naA9rLK91NkOI2kWTuina1O7eaV9W2+jVAecTHrCb9Z72rEaV6wghJA/1RF5rhmh90/umMZsotP+a\nf17Pt03z1qbxqLsOc7Ed8xKS1LTDIYSQjmS0n0kTrc5yq0CmJlagcxD3t9GmzbneC6Pn7MKa9XwF\nowgxULhOEM4qr9mvVYcFG9GaJiaTVYL7Eqw2iXCUFuy2NlZ7m2DJBBu3sXezEDI4pl6eTi/alvE/\n3gG/Mx37ihWZOxr3vKb3d93LX1jY/UsPbR0hXeHcaQnRDsWYItGq6VuwJu9jd5YwGJGaks860aKV\ntq4nKFwnCav4UlK02qLUubTZg3WQgtVZbBUCsHq3xsKQ7Sdx9hO5QYlmQsj4Y4tW+xji3tapt01D\nzWuuH15Yf+lAbp8ME25OoZG6b7OPf+pA5kAIGX9aQoQzijElc1pzt6jpdP+sMOE0zHmmZWFaCDMh\nHaBwnRCc1V7oZTWbNnBJL2bkZdUCc6CCMSlS017blYM1yWJREwmrzxGSi6mXp5t2BIhEbDI8eOrQ\neLGmZ/+5+16uWZgw4bRqwsm2OGEF4VDEvsk/ZWBzqCy0dYTkIku0Jr2YSXE5KNEa0SlMuIaWwkvB\nKVzX0db1BoXrBOCs8ppVg82WJlovbhZiKkwsthOtyfBgIL2dziRCA0dIR6IQYaAZItxBtD557+AE\nq40RrbZ4TWupYzCtdSYe2jpCOhKFBwNtw4OL8rRGtOsRy1DY9tDW9cTrOp9Cqoyz2hKtdgXhpHEb\nhmg1RizL8wrEw4O/QtFKCMlHal5ryqPZqd+aHsmCwRat9YzcVkIIyU2yPklWBWFNsLBAh4RNWn6r\noQ4Ep3JtR3qHHtcxIwodeRXANsQ9ra8g+wmYEbYFLeicRVbebFK0mpyHDgVUJhqWTSekhamfh2J1\nyx4Jr6ltT9r0Adzy4OC9rZtcv+XYbOR9rcda4RgO8k8c+DwqC20dIS0494VrqOBdM+khwtqsOKu8\n1DDcIkSrs8LLFq32WtOOoqNobUJb1xOUCBXHecprilJTbMnOY03JazUGz5m2xGRaJbhBzXGx1xrK\nYotWaZ4b3ESjRghJZ2pzerXgqW3TYc/nZEEmfc7UXtPN9xoorKm9KcqUltsaTqeZzwoAh/huMRMh\nhFQaZ1NKz/vZjH6tyWtXevGCl0XMb6XXejApWi0zOPAQZTKxMFS46hhPqRGGRqTuQFy07gCCC2bS\nn9LNNs/vJzw3qkacIMpTtY1w0ujOAYJv0rBl0ihgI6RCpIrWtJY3ALbsuCxdnNrnPNq7t/VF94bU\n4wf7J8Reh6WXmt5Ww+H+sTjUP67n+481tHVkwmkRrQmvqk3gzqQ7Hqyok368rc73M9Z1Sc9pmqcV\nYbsditYMirB1E2Dv6HGtKM4zXlO02qHAHXIc0kJLotzWrxbYgNq8Z3teFRB8hwYtF2rUEyBkNEw9\nMh0Xp5YgbQkRBuLfFTv9wL7uJ8UUZGpHDbN4h//+od+3ctDWkQnF+WlK6K3pAHFkb2ulvkOEe4zC\nC87i2q4jtHU9QeFaMZx/82KVgWP7jc7NnAvth1oHnIu89Hu087YSQkiCqQfSw4KBcH/LG9qLzy0v\nFSdOZ1HDVndl256rdrhwA3W8239vYfMhhFQX56mEVzMRGddJtBbdD9XxvdCzmyQjxYyilRRJocJV\nRL4G4EMAtiql3qaP7QFgJYADATwJ4GNKqf/Q700D+AzCr8O5Sqnbi5xflXB+5TVzQo1QfSVM1C8D\nztLmk0JnOhTXJkTY+awX9/QC9LYSQlKZumc67iHVP7ccNHwvaRq/cFdEYb/PuqvQQC1qZZNWmAkA\nRSshpAXnGcvDaqVuBYeVY23krGvWJ3HWerGIPmd5Sghxg6KVFE/RHtdlAP4GgJ0Q5AFYp5T6oohc\nAGAagCcihwL4GIDfBrA/gHUi8ptKqYl3pjsvJlrazALBIeUyDsEFM3AuihdhchZ5cc+qMcz0thJC\nUoiJVtOD9eByCFbDXv5CbHVXxjyqT7prdC4rg5gIIZ2JvKxWaHDp1nXHzcDx4/N0VnlhIVADK+OS\nIVPo/7JKqR+KyIGJwwsAHK33lwNYj1DMngjgZqXULIAnReQJAEcA2FDkHMtOFBpsBOtbymXYDM7F\nXjx3NplL27COK8QqCRNCSFK0bjmsXILVsNVdGe2nVQ+2j80WVb6YEFJZnJ9a3soSOiIMkWg1JIs/\nJfNxae7IEBjF4+G9lVJbAUAp9byI7K2P7wfgX6zzntHHJhYTRhIcWE6jZhMs0eEj52tDl9ar1RwH\naOAIIRFTP26K1i1vL6dgNZi81qfdWwDEKwenUWeICSFEYxdgKqtgNZi8Vmd1emXhGAW2GSPEpgxx\nTT2FAv+fG9dF++95m4P3vN0Z2ITKgDFuZTdsLdhFmJKeV8vbGtxWsc/VI3c/EODuB4NRT4NUmHG3\ndcbTuuWd5Ras3WC8rnU0cLh/7IhnMxxo68ggGGd7Z9rclCWHtSsy2t1E1ADMGdJcRgxt3WgZhXDd\nKiL7KKW2isgbAbygjz8D4ADrvP31sVT+4pPj2QPP7t8VzK+WcXMWpxRhAlqbZU/QU7n3vD3+H+9V\nK/6px5GYSDKpjKutm7pnOtypsGhNVg6eZGjryCAYR3vnbGrmiVZStOZhQkQrQFs3aobxP60gntG4\nBsCnASwF8CkAq63jK0TkCoQhwgcDuGcI8xs5UejIKwirspWkUnDXJPNak21vTG7rBBk4QkiTqR9Y\nLW4qLFifdVch7QlcA7WYmK0xTJiQiSRyQmiqKlhzhQlrgk9V8zOSalF0O5xvADgGwJ4i8q8AlgCY\nAfBNEfkMgKcQVhKGUupREfkHAI8ilDx/NgkVhZ1Hml7KygpWaG+rvUZLK84kAGpAcEt1P+foSFZB\nIKRaTN3VFK1bjqimYAWaLXCMQJ1FLdXbWkMDh/rj5z0qHto6Um2cjXGxV7XoOYOzVn+OTo7BORSt\nvUFb1wtFVxX+o4y3Uv83V0pdBqC6K5ouce7zcjWXrgR2XmtKmHDw7TH4jISQnjCitcqC1ZBWSdhm\nUnJaCSGtOPeFYq/KjoiIpK5KBJBQrJJRMNlJOSPC2eA129scXf0vfuRtTWuFA7Bv60BgLgSpHlN3\nWXmsYyBakyHCbHdTBLR1pHoYwTouzojI20oKhLauFyhch4yzrtkuxpQarzxZVYRNyXd6WwmZTPT/\nMOMgWoGmtzXL68rQYEImFOOMOGpM1jsdoliDhWPyOUnloHAdIs5aHRq8YMy+8MkqwghfM5d1kDAX\nglSHcQoN7kQDdRziu6OexhhBW0eqg3OnDg0eF8GaJNEGJzh1TD/nSKCt64XXjXoCk4Kz0gNeqrZo\ndS6Nh444iz04Z3vpIcKMgBgwOwrYCBk8pi9rlR+Lvuje0HLsafcWAIgVZSJFQFtHqoHzfa+1rkfF\nMMI7doxhwkOiCFs3/vauwkuL6uAsz1mZrewkjXPy81ghwsFt1RXohJDemPrxdDM8uKKtboD8onTS\ne7cSMqlEaV8AguO43iFkWNDjWjDOtaGnFS8B2D7q2fRJG6GKHfF95/f5xG6w8KkcqQA1a6s4W92V\n0X5YlIne1uFAW0cqQMPaqsys9hxrTEobgJYwYTJo6HHtBQrXotkG4BW9vQQ4S72WkNvKkDReyRBh\nGwU4H6ro5ySE9Ea9uU09MI2pB6ZHPaOB0KkFzibXH9JMCCGlwKx/XgWc1R6c1RVe7+TVOrM67Y2Q\nEULhWjDBeTPArwD8CggumAmF7EujnlXvOIsto5VWRdi8FgBzAOc0GrnBMFvARkgB1IEth12GLW+v\nbqhwMgT4AP/kFm+rfU4Ns9jsrh3eBMca2jpSAWYBvBLWLQkWzACvjnpCgyE4QYc9txGzziqu6wZD\nEbZu/O0dhesweBUIloTGILgkFK/OouwvvvPR8hkFZ9prhgGf7cH5bMocjWhVCEMF6xiLkEFCSE7q\nwJZDLou9nnok2+s6dU9+j+ywvLcmRLiBGp51V+Fp95aoMFM76oynI2RiCBbMIDjFym191apnkoJz\nff51nXP5cNaAzve9SKA6vgdnbRvP8Syaa7o5Q5keIamIUmrUc+gaEVHBd6r7NB8AnDN0CfVloeFz\nPtoUhpH4i2GSSHcgjDsOXwffubn4uV7khfm55vb2vu1tfdWa924IjdxOzc9IAOf4aSilpJtrREQB\nPylgNr/V9VzIcBkHW2eE65bDws8x9cB055yp5AOvevP6IvmFuyLypDZQa+nbmuVtreuzD/BPLnyO\nVYG2jnRL1e2dc60H1IDgTL2uu95r2jrbEWbnkKbYwuCC4ayZIuFqz7FTfqsWrlXukDFoymXrgHG3\ndxSuIyTyrKb0PHWON0+9bME6C+BlBN+5aXhzvMhrFadp+9r4Bd/WBvs0D9gJ4VYDgq/QyAH9GLhH\nC5jNoWNt3MaBcbF1ttc1KUDbeVKHHW5shGtSsKYJV9O7dbO7NhKuNTTwJv+Uoc65rNDWkW4ZB3vn\nXGtVGz4rsa67MtFhwqytAAQXDneNFBVkyiFcTe9WmD0/nwAAGfJJREFUZ5UXelt1HYPA5boOKJut\nA8bd3rGW/wgJvpn9pQ++U0KDsAMIvjoTeosTVYRt0QqgGSq8ExBcUcLPQggZGu28pWXNhX2Tfwqe\ndm9pK1oB4GD/BDzt3kLRSghpEaux984t2VpIi9PAnYlXEzZYohUAglNmwlBiilYyQihcSVuCS/ST\nNl2UKTW3Ne26m2jUBsv4lzgnZNTs5S+MtcHJC0OEBwltHSFFExw9E+tFG6PNV5AhwoOEtq4XWJyJ\n5CLmNbVDSzJzcgkhZHAMq+XMPv6pAJBakClZbZgQQgbNLe7TQ7lPcNwM0AgLMxFSFShcK0y7CnYD\nv9ciL5aPAaA1rIQUCEumk8llk+vHwnOL5Fl31VDuQ7KgrSOTy0p3K072DxjKvTI9rmRIlKMdjoic\nIiIPi0hDRN7Z5rwnReQBEblfRO6xju8hIreLyCYR8UXk9V1Pogv4+LiiOFd7CD5XfMiGs7hZdS7K\nb02hlDm5hJDKs9ldi0P8Ewq/TzNEuBblqia9rjXM4uAhzIUQMnlc776MM/19Cr+Pc6fOZ52jva5A\nmONaR0z32PmtZKx5CMDJAK7tcN6vARyjlPr3xHEPwDql1BdF5AIA0/pYIVC4VpUhPER2zm/9uwuW\nzcD5ROI4e7UOAeZCEFIUdu9WMmpo68hksh1zC7+Hc6devyVEKmC9ngN+DYdCOX7JSqlNACAinSoR\nC9IjdRcAOFrvLwewHhSuxGYYzamd88MncsmKwGke1+A2PpUrHoa7EVIEv3BXwPxXaFcFTstxpbd1\nGNDWkcmk6Bx6Z0PTqxoc1Vy3RTmulpgNTuG6rngqZ+sUgDtEpAHg75RS1+njeyultgKAUup5Edm7\nyElQuFYRXRjJWeoV0qjamQ6NWMc2NrqXFyGEFMFmd230swjRaPq2moJM7ahHFekIIWSwXOHWUEMD\nV7nAOQXUoXPu0+u6IylIx48fA7i/7RkicgcAOw5dEArRC5VS38p5o6OUUs+JyBsQCtjHlFI/TDmv\n0HKtlB1VpOiG1bNA8KWcY/MvaEiUI6SEkFFQpKczj2glw4S2jkwmDdSw2C/BAzKu64bEoGzd4Xoz\nLGs5Qyn1gX7vopR6Tv/8uYjcAuAIAD8EsFVE9lFKbRWRNwJ4od97tYNVhSuCyTd1pj3gFYRbEfeZ\n9jqL1jkI81p3DTdnESvTEUIGg/GybnJ9NFAvLHwuDBHORw0NzMVrrDg8QeSptCki+4vId0XkERF5\nSETOGfY8SXWZcXcGAFzuzkUDtcJy7HN5W+vWzzorDk8wqXmuIrKLiOyq938DwAcBPKzfXgPg03r/\nUwBWFzlBPlcpGc5F2liY1jNWCLxdLCm4LJ9H1LnYumZJ9jXORR46RcI5ZycM2U4AakDwFYaeFE/l\nciEIactmd22GKK3HerbmaYMz17089vo1/7zMc190b8CsXiDu5S9MPScUqOE5Ncsw2jmwpChKY+vy\nVNqcBfB5pdRGvai7T0RuV0o9PpQZkkpwudssumRsTwN11DAbiVcA8PzOHonT3Xe1pC183d+Yeb6z\nUYvWd6Wv01p6uNYRruuO47queMph60TkJAB/A2AvALeJyEal1O+LyL4ArlNKfQhhmPEtIqIQ/pWs\nUErdrodYCuAfROQzAJ4C8LEi50vhWjKCSxLFkM72Wqr2pnlEI8E7J2PgNhEJ0bXIFsSRaDXJ+zuD\nopUQ0jPJ8F9brBrSRGvNvSL+uovc0/yiNXFPNChaJ4w8lTaVUs8DeF7vvyQijwHYDwCFK4k4z38t\n9voL7u6ooRE9uKthNlW0LnSPRC1F3BgbVkcjU7QawQq0Ea1Jr6oWrZnrSDKWKKVuBXBryvHnAHxI\n728BMD/j+l8COK7IOdpQuJYU57M9hmkkBGpSCGfSyO/FRR3APIrW4cK8LzK+pInWvJjwuoa/OPc1\nWaLVJlxY1ihah041bZ2IHIRwYbdhtDMhZeYL7u4AmnbLFrBp2OLW5gb/vlz3C+Z3WKfV0Iy2o6d1\nyFTT1o0aCteyYh6+JZ58BV9N8bZOWyLX8s7mFq3IIVpt4zavdV6kaMoRUkLIoAlzWeNhJTU00kOE\n3atiCz7DoEWrPY8aGviFu6Kr60g/DM/WDajSJnSY8CoA5yqlXhrsLMm4sMTdM9o39quBGv7Sf7Hl\n3IXukbHXRsCu8At4LmLM75ywz6vdKocUCdd1vUDhWlb0miy4aQbOGR6CZRmhHlbeK+roznOKnLmt\ndvElI1p3yn0LQgjJxAjRQ/3j8Ki7Dof66RFHDffqmLxtoAb4+WvhvOje0PGcre5K2E//QuHKxUX1\neEhv7RlEpU0RqSMUrTcqpQotSkKqjbF1l/gvYIm7Jy72/y31vI+77432jcDtRrA6j3SO2HO+nzhn\nDtjikFQC/omWlVeB4JYZOKd5CP4+xcu6KJHTappK521jg3yiNbrHDmt/J1C4Dh2GlJDxpZ1obbhX\nN/d16C6AgYtWgx0ibEQre7gOk0HYurfqzXBzvwNm5rkC+DqAR5VSV/Z7EzLemNzUi9y9cYmf3jHE\nFq1AaPNu9u/KfY9ItM4BgsNyrgdt0UpVMES4rusFtsMpIc7JXvQzVbSebQlO83ffpVMgqyCTc5EX\new8AgitmwnzWGpqilcKVENInj7rrop9ZntbZRBhxty0jbNG6u396tL/NXYZtbrzf3T7+qdjHPzUS\nrXXdkMe+jkwGInKSiDwN4D0IK21+Wx/fV0Ru0/tHAVgI4PdE5H4R+bGIHD+6WZOy4rn7RvtZovWj\n7vv6aolje1pt0eo84kVb9P7RM2E+a0K0ZhVyIqQs8NlKWakDwTfTDUjw1ZmmeK0B2NFdoaRM0Xqx\nFz6ly2qbszMoXEcGn8yR8SQzn9ViFrXI61nzP5d77HaiFQB288/ImNOstU9v63Aph63LWWnzTrTU\n/Sckmxn/uY7nmIiPrjytG70oAi8pWpPHYtieVv4lD5ly2LqqQY9rVTHrKmtNFctFTSHNmxq9p/u9\ntuv1GnxphsKVEDIwuhGFtufVDh9OY5u7LDM8+EX3BjRQyxStQFjAqa4LM9XQwHb3mtzzJISQJA0d\nv5H//NDeJUOH03A2akdGmg7a0T5kOCrEpNvgOJt67GhByJCgx7WM6H+VzPzWM7xmP1VdkKmTaI2w\nyp63VCzWojUSt+bcWYRFmXYGsCsoXEcCC8SQ8aSGWWx217b0dU1jFjXMuteEV7nXYJ7/pz3d03hf\nf+GuSH3fFq01zPZ8H9ILtHVkfDnfPQBf8p9OfS+Ww48wdNj8/Kb/z9mDbgWwO6IIPINznxeF/job\nEmtEs37U7Q1NyHBwCEOFhwdtXS9QuJYM56PauNSRKlojjNExNHQI8WIPwRUZ1zUQFXAyHlbzM7Zv\nijGZFjhGtM4DPa4jgyElZLzY7K6NfKh5RKvNPP9Pc3lBd/dPjzyvtge2ud8aG5cUrSzMNGxo68h4\ncb57QM/Vyb/p/zNOcNunUmBXIDhyJgoXdjZa67r7MpwadngwKwqPCNq6XmCocIlwPurlMx72OUlb\nuANwFmcYqjS7mVVJznhjd0JTtFo5rsGpfCo3aYjIHiJyu4hsEhFfRF6fcd7XRGSriDyYOL5ERH6m\nC5iwiMkEs9ldG+33Kgzn+X+Kl93rU9/LW+Akee800dpNTi0hhCSxRWu7HNes1Im1vo9j3ZOyb7CX\n/pmIoouZweRaL0W0Bm/huo6UHwrXkuCc5sXFY7t1Vx2pgtNZ5IVFmtqJV02wZKZVrKYJWBNGkvS4\nkiEzW8DWNR6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(16, 8), sharey=True)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", " \n", "time_steps = (0, 3, 6)\n", "for ax, t in zip(axs, time_steps):\n", " ssh_t = np.ma.masked_equal(ssh[t], 0)\n", " viz_tools.set_aspect(ax)\n", " mesh = ax.pcolormesh(ssh_t, cmap=cmap)\n", " cbar = fig.colorbar(mesh, ax=ax)\n", " ax.set_title('t = {:.1f}h'.format(timesteps[t] / 3600))\n", " ax.set_xlabel('x Index')\n", " \n", "axs[0].set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=ssh.long_name.title(), units=ssh.units))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Things to note in the above code cell:\n", "\n", "* We're using the `time_counter` variable from the tracers dataset calculate\n", "the time in hours for the plot axes titles\n", "* The first 2 arguments to `plt.subplots()` specify the number of rows and columns\n", "of axes objects to create within the figure object.\n", "The axes objects are returned as a tuple,\n", "`axs` in the code above.\n", "* We increased the figure size to make room for the 3 axes and to give them enough\n", "space between to look good.\n", "* The `sharey=True` argument to `plt.subplots()` causes all of the axes to have the\n", "same y-axis scale and suppresses the y-axis labels on all but the leftmost axes object.\n", "* `zip()` returns,\n", "one at a time,\n", "tuples composed of the elements of the iterables given to it as arguments,\n", "in this case,\n", "the tuple of axes objects,\n", "`axs`,\n", "and the tuple of time step indices,\n", "`time_steps`.\n", "That allows us to associate each time step index with axes object in sequence,\n", "left to right.\n", "* The `ax=ax` argument to `fig.colorbar()` is used to indicate with axes object\n", "in the figure the colour bar should be created for.\n", "* The y-axis label is set on the leftmost axes object,\n", "`axs[0]`.\n", "* We take advantage of the fact that the value of `cbar` at the end of the loop\n", "is the rightmost colour bar and set its title after the loop has finished." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we've looked at the resulting set of plots we can use the `vmin` and `vmax` argument to\n", "`ax.colormesh()` to set the colour bar limits so that they are the same on all 3 plots\n", "and so that they encompass the sea surface height range of all 3:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vD+/Gzf9U7EAMi08tTdU688luVNQ9pg3zcbu8Sr/qeukA7gIa1lFArSNl0ES9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(16, 8), sharey=True)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", " \n", "time_steps = (0, 3, 6)\n", "for ax, t in zip(axs, time_steps):\n", " ssh_t = np.ma.masked_equal(ssh[t], 0)\n", " viz_tools.set_aspect(ax)\n", " mesh = ax.pcolormesh(ssh_t, cmap=cmap, vmin=-1.5, vmax=1)\n", " cbar = fig.colorbar(mesh, ax=ax)\n", " ax.set_title('t = {:.1f}h'.format(timesteps[t] / 3600))\n", " ax.set_xlabel('x Index')\n", " \n", "axs[0].set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=ssh.long_name.title(), units=ssh.units))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Zooming by Slicing\n", "\n", "In the\n", "[Plotting Bathymetry Colour Meshes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Bathymetry%20Colour%20Meshes.ipynb)\n", "notebook we used the `plt.axis()` method to zoom in on a region of the domain.\n", "An alternative that is faster is to use slices on the `y` and `x` dimensions\n", "to plot the region of interest.\n", "That's faster because the `plt.axis()` technique comes only after a colour mesh\n", "has been calculated and then applies a display window to it.\n", "Using slices means that the colour mesh only has to be calculated for the region\n", "of interest.\n", "We could still use `plt.axis()` to tune the axes limits,\n", "or they can be set via a method call on the axes object,\n", "as can grid visibility." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FpZiJa+eyL8044upYtlVuBEpHNMouKWPiNKHCLr2kdVxcgFnpVNnH1r5Natdf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = 3\n", "y_slice = np.arange(250, 401)\n", "x_slice = np.arange(200, 397)\n", "ssh3_region = np.ma.masked_values(ssh[t, y_slice, x_slice], 0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(x_slice, y_slice, ssh3_region, cmap=cmap)\n", "cbar = fig.colorbar(mesh, shrink=0.85)\n", "\n", "ax.set_xlim(x_slice[0], x_slice[-1])\n", "ax.set_ylim(y_slice[0], y_slice[-1])\n", "ax.grid()\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=ssh.long_name.title(), units=ssh.units))\n", "ax.set_title('t = {:.1f}h'.format(timesteps[t] / 3600))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Contour Bands and Lines\n", "\n", "The colour mesh field plots that we have created so far provide\n", "a view of the values plotted in which the colours vary continuously\n", "from one grid cell to the next.\n", "Sometimes it is preferrable to plot the values in distinct colour bands,\n", "especially if you are making quantitative assessments or comparisons.\n", "To achieve that we switch from plotting pseudocolour meshes to\n", "plotting contours,\n", "both as filled polygons,\n", "and as lines.\n", "\n", "The `axes.contourf()` method creates filled polygons that we use\n", "to produce our colour bar in the same way as we did with\n", "the mesh collection returned by `axes.pcolormesh()`.\n", "The `axes.contour()` method adds contour lines at the poylgon edges\n", "and we add the collection of lines it returns to the colour bar\n", "with the `cbar.add_lines()` method.\n", "\n", "Finally,\n", "we need to plot a contour line along the coastline to close the\n", "contour polygons.\n", "For that we need to use bathymetry data,\n", "and the `viz_tools.plot_coastline()` function allows us to draw\n", "the coastline on either grid or map coordinates." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function plot_coastline in module salishsea_tools.viz_tools:\n", "\n", "plot_coastline(axes, bathymetry, coords='grid', isobath=0, xslice=None, yslice=None, color='black')\n", " Plot the coastline contour line from bathymetry on the axes.\n", " \n", " The bathymetry data may be specified either as a file path/name,\n", " or as a :py:class:`netCDF4.Dataset` instance.\n", " If a file path/name is given it is opened and read into a\n", " :py:class:`netCDF4.Dataset` so,\n", " if this function is being called in a loop,\n", " it is best to provide it with a bathymetry dataset to avoid\n", " the overhead of repeated file reads.\n", " \n", " :arg axes: Axes instance to plot the coastline contour line on.\n", " :type axes: :py:class:`matplotlib.axes.Axes`\n", " \n", " :arg bathymetry: File path/name of a netCDF bathymetry data file\n", " or a dataset object containing the bathymetry data.\n", " :type bathymetry: str or :py:class:`netCDF4.Dataset`\n", " \n", " :arg coords: Type of plot coordinates to set the aspect ratio for;\n", " either :kbd:`grid` (the default) or :kbd:`map`.\n", " :type coords: str\n", " \n", " :arg isobath: Depth to plot the contour at; defaults to 0.\n", " :type isobath: float\n", " \n", " :arg xslice: X dimension slice to defined the region for which the\n", " contour is to be calculated;\n", " defaults to :kbd:`None` which means the whole domain.\n", " If an xslice is given,\n", " a yslice value is also required.\n", " :type xslice: :py:class:`numpy.ndarray`\n", " \n", " :arg yslice: Y dimension slice to defined the region for which the\n", " contour is to be calculated;\n", " defaults to :kbd:`None` which means the whole domain.\n", " If a yslice is given,\n", " an xslice value is also required.\n", " :type yslice: :py:class:`numpy.ndarray`\n", " \n", " :arg color: Matplotlib colour argument\n", " :type color: str, float, rgb or rgba tuple\n", " \n", " :returns: Contour line set\n", " :rtype: :py:class:`matplotlib.contour.QuadContourSet`\n", "\n" ] } ], "source": [ "help(viz_tools.plot_coastline)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FCwsO7DOTLl0aP6BCYYMoH8AGGDp0KCavJuy9DIU7PDkenj9/fkJOwTdfasuh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\nOkGyeJa6bz6A5zvIlMViTjJji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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = 3\n", "ssh3 = np.ma.masked_values(ssh[t], 0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "contour_fills = ax.contourf(ssh3)\n", "contour_lines = ax.contour(ssh3, colors='black', linestyles='solid')\n", "viz_tools.plot_coastline(ax, '../../NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "cbar = fig.colorbar(contour_fills)\n", "cbar.add_lines(contour_lines)\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=ssh.long_name.title(), units=ssh.units))\n", "ax.set_title('t = {:.1f}h'.format(timesteps[t] / 3600))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a few argument changes and additions we can plot contour bands\n", "on map coordinates.\n", "Note that `viz_tools.plot_coastline()` accepts either the file path/name\n", "of a bathymetry data file,\n", "or a `nc.Dataset` instance created from one.\n", "Here we do the latter because we also need the bathymetry latitudes and longitudes\n", "to pass into the contour plotting methods." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p0aJFvJ/L9evXUQo+LAZ//vknn3766ZPPfvvtN/p1/4CfasDkg7B79+7nJmqLxUJ6N6iZ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\nTBHuDccU37S14JqgHfXr12flypXMnj2bJas0H/C3WYC/i8BA4aY/rFx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ZTAQHg3MCRYIE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NDoHQRN9Ci/ki3vqpNwX3VE0sDDSWBIAds8Iejie8kGWP3ZWRtDwSHgdQOavIQG95mz8RrJs5SP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\nEydwuWDFMqhQ7tK+RYQ6deqxfMmlru/8B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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = nc.Dataset('../../NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "\n", "t = 3\n", "ssh3 = np.ma.masked_values(ssh[t], 0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax, coords='map', lats=lats)\n", "contour_fills = ax.contourf(lons[:], lats[:], ssh3)\n", "contour_lines = ax.contour(lons[:], lats[:], ssh3, colors='black', linestyles='solid')\n", "viz_tools.plot_coastline(ax, grid, coords='map')\n", "cbar = fig.colorbar(contour_fills)\n", "cbar.add_lines(contour_lines)\n", "\n", "ax.grid()\n", "ax.set_xlabel('{longitude.long_name} [{longitude.units}]'.format(longitude=lons))\n", "ax.set_ylabel('{latitude.long_name} [{latitude.units}]'.format(latitude=lats))\n", "cbar.set_label('{label} [{units}]'.format(label=ssh.long_name.title(), units=ssh.units))\n", "ax.set_title('t = {:.1f}h'.format(timesteps[t] / 3600))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Plotting Temperature Field on Horizontal Planes\n", "\n", "Now let's shift our attention to the temperature field:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float32 votemper(time_counter, deptht, y, x)\n", " units: degC\n", " standard_name: temperature\n", " _FillValue: 9.96921e+36\n", " long_name: temperature\n", " online_operation: ave(X)\n", " interval_operation: 10.0\n", " interval_write: 3600.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (24, 40, 898, 398)\n", "filling off\n", "\n" ] } ], "source": [ "nc_tools.show_variable_attrs(tracers, 'votemper')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In contrast to sea surface height,\n", "temperature results are 4-dimensional arrays with the axes ordered `(t, z, y, x)`.\n", "The `z` dimension is positive downward\n", "(i.e. depth increases with increasing z-index values)\n", "as indicated by the `positive: down` attribute of the `deptht` variable;" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float32 deptht(deptht)\n", " axis: Z\n", " standard_name: model_level_number\n", " units: m\n", " positive: down\n", " valid_min: 0.5\n", " valid_max: 441.466\n", " title: deptht\n", " long_name: Vertical T levels\n", "unlimited dimensions: \n", "current shape = (40,)\n", "filling off\n", "\n" ] } ], "source": [ "nc_tools.show_variable_attrs(tracers, 'deptht')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `deptht` variable values are the nominal midpoints of the model depth layers:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.5000003 , 1.5000031 , 2.50001144, 3.50003052,\n", " 4.50007057, 5.50015068, 6.50031042, 7.50062323,\n", " 8.50123596, 9.50243282, 10.50476551, 11.50931168,\n", " 12.51816654, 13.53541183, 14.56898212, 15.63428783,\n", " 16.76117325, 18.00713539, 19.48178482, 21.38997841,\n", " 24.10025597, 28.22991562, 34.68575668, 44.51772308,\n", " 58.48433304, 76.58558655, 98.06295776, 121.86651611,\n", " 147.08946228, 173.11448669, 199.57304382, 226.26029968,\n", " 253.06663513, 279.93453979, 306.834198 , 333.75018311,\n", " 360.67453003, 387.60321045, 414.53408813, 441.46609497], dtype=float32)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracers.variables['deptht'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that layers are approximately 1 m thick near the surface,\n", "but increase in thickness with depth.\n", "Furthermore,\n", "the model uses partial z-steps at depth,\n", "and it adjusts the surface layers in response to changes in sea surface level.\n", "So,\n", "the precise layer thicknesses and midpoint depths vary both temporally and spatially." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aliasing the temperature and depth layer midpoint variables to save on keystrokes:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "temper = tracers.variables['votemper']\n", "zlevels = tracers.variables['deptht']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with sea surface height,\n", "we access the temperature field values using slices,\n", "but now we have 4 axes to deal with rather than 3.\n", "So:\n", "\n", "* The surface layer (0 to ~1m) temperature field at the 3rd time step is `temper[2, 0]`\n", "* The ~10.5m temperature field at time step zero is `temper[0, 10]`\n", "* The ~2.5m temperature field at the last time step\n", "in a region that includes some of the Fraser River plume is:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 10.89370728, 10.89942741, 10.91184521, ..., 0. ,\n", " 0. , 0. ],\n", " [ 10.87751865, 10.88292503, 10.89572525, ..., 0. ,\n", " 0. , 0. ],\n", " [ 10.86694431, 10.87142372, 10.8831234 , ..., 0. ,\n", " 0. , 0. ],\n", " ..., \n", " [ 10.40889263, 10.3713665 , 10.33268642, ..., 0. ,\n", " 0. , 0. ],\n", " [ 10.42024708, 10.38743591, 10.35234833, ..., 0. ,\n", " 0. , 0. ],\n", " [ 10.42642498, 10.40050793, 10.37171364, ..., 0. ,\n", " 0. , 0. ]], dtype=float32)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temper[-1, 2, 400:450, 275:325]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apart from handling the presence of the z-axis dimension,\n", "plotting colour meshes of temperature field is very similar to\n", "what we have already done for sea surface height:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DVl9hWpwNWXXFtb46CXmkaI0OizzdzmXTeHWGhmLSWcpiFF+IRvqgrnAWBwrO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46ZqZrAhHFrw3kZYZvaKP30MRZbMzocyZ4EF2+1U8dEFaGbEQCw0yvx12qU0OjNX0XCn8apQclP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\nLS6HTE3loHd1S8BHu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 0, 0\n", "temper_tz = np.ma.masked_values(temper[t, zlevel], 0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(temper_tz, cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "plt.axis((0, temper_tz.shape[1], 0, temper_tz.shape[0]))\n", "\n", "ax.grid()\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=temper.long_name.title(), units=temper.units))\n", "ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[zlevel], z=zlevels))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating masked arrays\n", "(with the mask value set to zero)\n", "from time and depth slices of the temperature array\n", "allows us to create plots that show the land/water boundaries at depth." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vXWrt4CJzPy4xl3dWw7kUip9xU9N2ATbOcib1J1vjOKJzKcx8yIkuFG+ddH5V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o+A+4G7vEMvA/4l6fVJXGr/GhgVQpzv7b/gOM5/7mCsmpSzxVrXMHYIZCxntulkR3VHCx+3MUZs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rUs9Q/k2OaikX3FT5TbMAWJM10lZrFciRYYyMkkaTNKLezSjRxdO0+AyG61Kyb+j5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\nY5xlv2klphp7tK3T9MvI2LuEcIX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(16, 8), sharey=True)\n", "for ax in axs:\n", " viz_tools.set_aspect(ax)\n", "\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", "\n", "t = 0\n", "levels = (0, 10, 26)\n", "for ax, z in zip(axs, levels):\n", " temper_tz = np.ma.masked_equal(temper[t, z], 0)\n", " mesh = ax.pcolormesh(temper_tz, cmap=cmap, vmin=6, vmax=15)\n", " cbar = fig.colorbar(mesh, ax=ax)\n", " ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[z], z=zlevels))\n", " ax.set_xlabel('x Index')\n", " ax.grid()\n", " \n", "axs[0].set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=temper.long_name.title(), units=temper.units))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding Contour Lines to Colour Mesh Plots\n", "\n", "Let's zoom in on an interesting looking area of the domain\n", "and create a colour mesh plot with temperature contour lines\n", "(isotherms):" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Cq+c08JRSaqlS6rM5uYKBGE0lQHRxoSXIH+9E1ybVz//l4wx4eys/vuO6AkmU\nW1oXzG+/U5kQqDgQgqVvkHSF4Olb5JyotR4PnAN8SSmV0z00Snf1nFD2nHjvQmbeuYDf3vkFdvXr\nzdDVG+i75X2OXLyBe7/4MRpqerU/iCAIgtBxOrl6LrrT+csVWuvN7ut2pdTDwGRgQa6uV15Gkx9t\n/ISaZCtFQbprmg+gnxQGQGQS/rdnsW3HYhEh0xQFZqyTuQWLiW3bFVvZ7N97aA8+YD2Dn3+PGT9Z\nxOM3n0VsbAUzls3nc5+9nddPGUF4Ryv3nHI1sx+5ideOGONd2GJD7TMrtvgm63thu3Me6bZD8f3Y\nTInQakkHcBBhHw+Bn89AplvMZImg5bYJkr5B0hWCp29niPR1/uLc9La1qyL5X1XqsYMblaoGKrTW\ne5VS3YEzgZs6KqsfystoEkqaUGMLZ13zLHuG9aL3W7uJfnMGq84bSffte/nGub/nkdnnMvcrZ/Ae\ng/j+J27m8DffSTaaBEEQhOySBytBKXUPEAH6KqU2AjcAu4DfAocCjymlXtVan62UGgj8WWt9HtAf\neFgppV1J79ZaP5lLWSWmqQSIvlhoCfJDrDrMb752PH3W7OKQ+g9YevUEAD53zh0svHwKc79yRiKD\neEtlF2Lh0s+6Jnmaypcg6RskXSFg+uYhEFxrPUtrPUhrXaW1PkJrfbvW+p9a68O11t201gO11me7\nfTe7BhNa63Va67FuuoExWuucL/st3ZmmdJJntsrbnxuuo3fI5u7JVMb4OVnMKq4ssnXGbRcyXEfN\nIc8FFjIEN91wlTSnLb95SIjFi8Yz+dJlnHP3XACahley4FfTOJL1oODCnz3GiJVvcN+0ixjEe2l1\njPUw0iQY7qjmpGX7tqX9RjlDV12cdC679B1DaFuKAcjclebLhWfpUyC3nSAIQqlQukZTgIjkPF1X\n8XCc6/xecv84tu3rx5Bn3mPPUV6w0pj7X+O8XzzBjQtn01LVhYpYjFZLbFVJIHvPlS1B0jdIukLA\n9C3hr9dcIEaTULTEuoWpONDK8AfWM3bkCrrvaGTq75fw2/s+z5ZjBlDREqPVcNEdtnk73Rs+5N1h\ng+XJFgRBELJO6f5ryYbkudjUt6O0scIuutRdQdcZGX1s8OrHbWcSaknvtgsZvj1ztV04lN49Z24O\nvDK6kwmRHm57M/qjUN96BJPuf5nNM/uz+C8T+fDkao6M1aPDFSigeteHHL1wLZf914O8MekYjl36\nJpfPu5P+rGC0AAAgAElEQVStQ9ys417ScBoM+Zsxs4abqdFJX+6gq65NFs2DaW3MNvlxmZnuNrO/\nH1edbZwcsHh5faB+oQdJ3yDpCgHTt3SthJwgt0MoerZc3I9lFxyPDnsxVNqNp6re3cjYx1Zwwn9e\n5/YffpJnZp3ClT+8h4vueIT/953PoCtkrYMgCEKHESshCfmPUgJEJhVagvwRn2VKJW4wVe5uZvIf\nXkq0D3t5AyOjb/LyhWN5ZtYpAPTfsI1YKFQaBlNbs0xlRmB+mbsESd8g6QrB01fwEBtSKCkO9AwT\n3u/5zE79wzzWTRrGkksnAjBy8Wr21nRn0WkBip4XBEHIFRIInoQYTenIdnyTj3iiJFLimxIxTX4y\niNvSG9gykfvAjN4xw1609cPkxTqFLbFOoSozI7jXvjTayNRIFeDENMWpjMc9hWDT149gOGvp+/L7\nDHhvK49dV8cw1jNk5TuMf3o51TTSfFSll47AnHAy4pt2HfAUSEoR4Ce+KYl0yWp9ftMsjsLUSEqM\nVKZ04lstx3FMJoGKAyFY+gZJVwievoKHGE1CydLcu5Iu+1ro+V4DA5Zvo8fiD+nx/oc8/aUIDX16\nOokwVWeMEUEQhIAjVkIScjtKgCDFNMVnmfzQUNuDlz99Ah//2MPoCnjiM6fz4scnsnnEQKdDKRhM\nUyOFliBvBO2XeZD0DZKuEDB9xUpIIti3w/Rq2LwUhU5FYKMzrjobGepqc9uZ2cTNZNdmioJwzNtG\ntzLkpRyoqkqfKdy2CfDGLx/OokvG0VoVYnPv/nRjH8NZmyRni/lGm666w7ziru2e386Xqy75Amna\n8mmwWa5lZjwPa0sfCVgQBEHwSwksLxKiSwstQf5YEM08xmb/gG40965sv2MxsiRaaAnyRqD26yJY\n+gZJVwiYvnnYe66UEKNJEARBEATBB0pry7R9EaOU0nqbW9lvHDDdJDFLu83F0plFRO25srJlXfvx\npNiu5UcG2/iZjmnbydoY37ZHrdneVOXNHjWGuiXKe+mZKL/HoER5E4cDMOCprdQ80MBjfzwLlGIt\nwxN91jEsUd5snLu71XPPJbnqmowYq/ZcdYVy33bm+bKcW78u55uFC4KQIbV1s9Fa5833r5TS+qtZ\nHvMW8qpDtpGZJqHs2D69LwNf2crJP1pYaFEEQRBKG3HPJSFGUwkQpJimec93foxY9zD3Pnox425b\nwZi7X+/8gLlkabTQEuSNQMWBECx9g6QrBE9fwUOMJqEs2TuwB/c8fglnff1Zjp33RqHFEQRBKE1k\npimJ0o9pMuNIzPgmW0wTPtrzlyQ5MzoT0+SnT67H9xHrZJIc3+TZ9/uqqhPlBkt803o3dmnA01uZ\ncsUy7ph3OTuP7ZtxfFPDbm/85r3edZPim8znLo7t2TpgabfRxUefbH0RmeN09b4X6t/6WZYuIAhC\nZyhITNN1WR7zZxLTJAhFy5bT+/Psj2cw69wH6bajsdDiCIIglBahLP+VOGI0lQBBimmKLsj+mMs+\nfQKvXzqCyy78B132ZzrVk2NejhZagrwRtDiQIOkbJF0hYPqKey6JMlDBB5lm9faTKTxf5NNCt23w\na+Jn82E/2coNzHla1QoqdrAIVUmbAO/1xKz29wZt/NEgjrj8Hb76qd/z0N0XoCsUMZuSfjb4NTNp\nh10NTDedzTZLFbc1TVuh2GeUG7x3pbbb9Yly/T5JRSAczKzrJgIT0xwxPwgtPtr3WfrY2j3q525J\nlGvrDjGOmD7ubpayrU987JfSXlMIHjLTVAIEae+5yIk5GrhCseiOidRs2MOp/zMvRxfpAOMjhZYg\nbwRqvy6Cpm86g6l8CdR7KzNNSeTcaFJKrVdKLVdKLVNKLXHbfq6UWq2UelUp9ZBSqpfRf7ZS6i33\n+Jm5lk8IDrFuIe555BLG3LuKcX9dXmhxBEEQhBIjHzNNrUBEaz1Oaz3ZbXsSGK21Hgu8BcwGUEqN\nAi4FRgJnA7cqVQpb1eeWQMU0vZDb8RsP685d//44Z8x+jtHPrMrtxfzwSrTQEuSNQMWBEDR9g+W+\nCtR7KzNNSeRDBUWKcaa1ftqoLgYudsvnA3O01i3AeqXUW8Bk4EVfV7Jp05mYkXzFN2Uas5TpO5eL\ndzrT+CY/xLxzlHFu2Lj3oaQxjViHavxxLCy6byL/dekfuP25T7B99GH2vsaT29Lbe5MajC6tLd1d\nIY1GM+yirfQXsTRtJn7ucS6wyFzbxYhvOiDxTUGjtu4Uo2bGAS0j/QOaaUDpwfFEbeN90GrrBlj6\n+Ilpaju+qbbunERL/dx/ZyijhzlOx5jdyfM7QBmseMsm+Zhp0sBTSqmlSqnPpjl+DRB/CgcDm4xj\n77ptgSZQMU3T83OdbZHDmPu/p3PFuffTY/Pe9k/IFeMihbt2nglUHAhB0zdAX1IE7b0VTPLx2/VE\nrfVmpdRhOMbTaq31AgCl1HeBA1rre/MghyAkseKK4+i9fjdXnHc/a+YdS1OProUWSRAEobgoA5da\nNsn57dBab3ZftyulHsZxty1QSl0NnAOcanR/F9yt6h2GuG0HcfVXYNjhQCvU9IKxx0HEjZiKLgJi\nEJnq1l3nXmSKW1/i1icb9Zg3oxOPISqKehh+/TcYOzJF3lT54/VwGn391t1Znuhitz61g/W4/NPc\n+qJ26vO9evwYQGSGe3xhsnzz3LinyIlQud/L7TQj4rjq5s2H/V0PMCPiTKQunt8EwNRIFQCvRB3n\n2vBIiHe+25/NL7xB5Iwfs3bBJ9GhCrZG1wDQPzICgN1RJ2j80MjZAOyLLqHlwCGEZzoC7ZnvCjTK\nXbewJArNwMSIU4/vLxdfKbfMrY+JwKtRT+Gx7vF4W1v1EN4sVXz8cRHnEx2Pk4pfL7UeH2+CW385\nTb3V6L/SGL/FO7927PWJ8e5puSfx6zse75Faj7fZjpdbvZT1nXXdAGC0q8Va93UMzgPwiluf6b4u\nBeqBq936y3Htcdzn7hcU44z+MbwVd/FFGRPc/q+69eOM403u9TGOx+WLxyaOMuoh43h8G6XjcNxt\nK9z6Se7rK0CVIc9K99X9QuVF99X5glu8vJ5Va9/jmotOStTBfj9r64YZ9+MAXrTJBPc1fn8mp6m/\nDPzDrQfe6VIU5HQbFaVUNVChtd6rlOqOEwB+E45b8FfAyVrrnUb/UcDdwBScJ+Qp4GidIqR1GxVb\nuTNbqhSasGMUxQ0kP/07TLZ8152QIbrIM6b8bMdibsFibrvS2L0yUd4Z6psom1utvO1uqVLRHGP6\nOS+zY0RfHv/tmaxVRyX6bDRseHOrlR3N3ph7dvR2CrurPAHMnE1mOfUZfTXqGUOZkOFWNUn4eZ9t\nnxnL58RPfNPi5fWBcmuUsr61dUcaNTNYsI9R7mmUV+B8bUNyTJAtv5ItZ9M+Sx+zvdHSx8T8INhi\nmnpZ2s1yfBxvjPq5czJ6b2vrLjNqtntgI/UDfUz+t1G5JctjflW2UWmL/jizSstwAr4f1Vo/CfwW\n6IHjrntFKXUrgNZ6FXA/zk+FfwPXphpMQcS3wVQGJAymPNJaGWLOQxcxLLqB6f+3pP0TsklHDKYS\npVQNiI4SLH2ntN+ljAjUeyvbqCSRU/ec1nodMDZN+9FtnHMzcLPvi3RGgwwzV2eFzshbDLNIfsj0\n/nVi5Z1thV01zV6l+06vbM5MmZVDYP6/p3DOtGd5f3hv1lxwzEHXihmCtlR658ZqnPa9Zpbwlgzf\nrEzvmZ9nNxcb+VpkkFV1QcQ2g5M8K5MO2yqy+rnPZSRB8oyYH9lss0s9Le3xWTbvQ1Bbdz3tY84o\nNVjai2xLJ8EXkhG8BIjmefKjkJgxTfnmwyO68+wjJ3LBZx5n4Ctb2j8hG5gxTWVOoHLbEDR9C/jB\nLQjRQguQPyRPUxJiNAmCwc6JffjXH89m1gUP0OudDwotjiAIglBElIHdV/5ITFN+WX3RCPq+vYtZ\n5z/AqvmjaOpe1f5JHUVimsqWYOlbBB/cvBIptAD5Q6yEJIJ9O3IdC9LeNTtDLmKUMpUtW7FfOYgh\nM1XxE99kEiPMO98ewLDVG/jmlbdw74MfQ1coWowTzHioWLVzteYe3oq95v1G7ISpn5lH08eqNF9k\n69k1z/XzfFk+P7VIfFN54Weppi2GKD2dyaqdPM66tO21dScYNVM2U2Y/GcHDaY77wRzDjJeyrQg0\nKbJYpzII3s4m4p4rAaL+NpEpC+I5nwqOUiz8f5Povq2RU2+cl7vrLI/mbuwiI1gxPkHTN8ebRhYd\n0UILIBQIMZoEwUJrVYh7/vExxt25gjH3vV5ocQRBEPKPBIInUbIq6DRThhlnyzIT+OXrTnRgqjPt\nfmzF8M5la5Neg3hW8TbJMFWEzVUX67XbK1tcb/SDef+czgVnPM7WYw9j89iBbp/wQf1jfbzzth7w\nyokNfSE50WUYLwt3tlx1Jn7cdn5SbYQsZdvnx3TVKcNVd0KwXHWlHdPUxdJue5AiPs7NH/Vzl7ff\nyaC27lNGrYulbBLJYPT049XPbT9rZG3d5zK4jpAPZKZJENrh/bG9Wfz7iVz50fuo3tnY/gmCIAjl\ngsw0JSFGUwlQNHE+eaBYdV136VBWXjKKyy5/EBVrzd7AkqepbAmWvgsKLUCeiRZagPwhRlMSYjQJ\ngk+euPk0Qi2tnH5jtNCiCIIgCAWgZO2+WBrJzXAL5ScuJF9LKTt5lyPxzbhz/W4VwabFkUkkx8rE\nsb1XGcps3sKeHxhLfnvtPKhvKrFwiEX3TuTCif9m3bShrDnH2WqlGSfVQBNGyoHDjA2Dm8yNfA0J\n9pM+T5NNJ9tKZDNkwk8ck62Pn+erE/FNpR3jkznlo6+fGJ+TLO2lQf3c2xPl2rprjSO2D92J7jHL\n/cjSdrT1c/+UVK+ty864GSEpB5KQmSZByIB9/bvx7L0zuPSahzlk055CiyMIglDyKKVuU0ptVUqt\nMNouUUq9ppSKKaXGt3FunVJqjVLqTaXUdbmWVYymEqCQ+7Hlm1LISbX1pH7M//o0rrj8fipa0k2L\nZYDENJUtwdI3aDFNOczdVmzkJ6bpduCslLaVwEdp42YrpSqA37nnjgYuV0qNyEzBzChZ91xTlWPv\nhS1BueFM/5fZXCIdvUPZurNhoBLo6rN/Z1xsfpaf5+K6ft4rP33MaWQf8thcdWYqAjMLeBOem23t\nt2sZ88zrfOyHj3DXTdUHHW+u8MqNNdWJ8r69vb2LdsV7b81UBCamd8B2D8x28x6Y59qSItvozLNg\nYdaBWdAUAaC+KljpB0qN+rlvJsq1dTOMI7Ys4OVD/dxbD2pLXvofBppwMnr7uAfGZ7L+sRJ87vNg\nJWitFyilhqa0vQGglGrL2TkZeEtrvcHtOwe4AFiTK1llpqkEiJxYaAnyR2RKoSXwSYXimb/NZNSf\n1jD8+U7MKIyPZE2komdMpNAS5JXyiWnyQ2nHNGXOjPa7CPlgMLDJqL/jtuUMMZoEoYM0Dqzmudtm\ncOWVc+i227aPlCAIQgkTyvJfiVOy7rl9VY7LozLmZXgOhUw/gue265SSmZ6chTuamu08usBZQaf8\nuKj8XN+PuyUH7hk/Lrboi52YbbK5qTJ11TV6u+q2VHsDDeK9RDm+Yq71HNh47mA++bV72HlH38Tx\nRmODz8ZennvuHcNVx/4qeCkKEyPZ2yw5W5v3pmYuT4ftGbHJtjIaqNmmxcvrS3a2qbbOTM1vewBM\n/28UZ0XZwSu+ygNzdW03YBEwLaWPsUm39ool6ZIzUKmRRsXFu8ARRn2I25YzStZoEoRiYf7Pp3Pl\nCfcx9pEVvHrB8YUWRxAEIWvoZ7I7njrNfgh7sgZb+1LgKDceajNwGXB5Z+RrD3HPlQCRAIULlExM\nk8GBHl144o5TueKLc+ixvSGzkydGciJTURKgWSYIWkxTgAIvgYNnmcqYPKyeU0rdAywEjlFKbVRK\nfUopdaFSahMwFXhMKfUft+9ApdRjAFrrGPBl4EngdWCO1np1lu9AEjLTJAhZ4N0Zg3hx1kRmfeUB\n/jTnmkKLIwiCUDJorWdZDv0zTd/NwHlGfS5wbI5EO4iSNZoSy7uN2JVK43jMiHUySVI40/gPH31S\n45GyQTymKdOxrTFQ2YpX8nNuhqkfkmKaOpMGohPxTZVGPE/PkDdzFKvyLhxLk4pg2Q+O43Mn3MkZ\n/3qKfed7MU378OKYGg7tkSjv2TsAXozClAh4YVTJ8URm2IifuKFixohpqv3w+kRzfffSjvmwUawx\nTbV1hxi1bkbZiMnJ8AG752ffL0pdO4uXbsGcQW4BluCsdrfRq41jJUYZBG9nE3HPCUKWaKnuwuN/\nPpOzr32G6t2NhRZHEASh88iGvUmI0VQCSExT6bAhcjhvnVfLZdc96O+EKZGcylNUSExT2RIkXR3a\nmmUSypmStfvi7hEzYzMhw0FXZRaNtATGrHOmeyrmwvVWtOQ6w3dnrpWp2y5DV535XFQbqStiYcNV\nF/IGanTdb/E0A2/8tJZzRz/Dmy8MZ8OJR9BAz0Tf3ZU1iXLDIV57697u3kVNV50fSsVVZ3EL1+72\nXHXme1XftzzddoWgtq6y/U5CGuL510w/uW0TX++hTpdVvGQpWSshN8hMUwkQDdC2TtElhZag8xyo\nqeTx/z2LC7/4WLt70+kXns+TVEXAimihJcgrQdp7Lki6OrxcaAGEAiFGkyDkgBWXjmZv/x5M/00J\n7EAsCIJgQ2KaklBa6/Z7FRlKKb1B9wOgkqZEe9iY20/KFN7iTZtWNbUa7TmQrZOb3kPn3IAZX99P\nZmk/7X6um083kp8Pp+0+m+caGyW3GC7fhl7eqqOtOM/iJg5PtL3JsdSs2c1FJz3G91//Hg39HVfc\nKkYl9Ymzrd47l3cMB+EOQxbbCjsTPytCLfol3Q/bBr+2sh9sq//MHWjM58jQsX6wuOo6Q7J7rpul\n3CttuX7uSzmSqviprRvtlsyH3XbPvD71c/+dneufd31yQ4tCa51pZEmHUUppvTLLY44hrzpkG5lp\nEoQcsXtEDW9cdTQXfvfxQosiCIIgZAExmkoAiWkqXZZ+fyxjHnudI17elPZ4c3RRniUqIBLTVLYE\nSVeHVwstQP4Q91wSYjQJQg5prqniXz88h499459Qgq5wQRAEwaNk7b7YE18HIHzWjzM7z6JxZ+Kb\nkuKIWlJeU8s2DLlUSvspk8AI3WrzXCuFWpae4XUj2Up/kmm2dx/jmMNUN3qBODXVuwFoNvJcmGkG\nVl8zgrNu2c2pj0bZfX7vRPtuaiBSC2xld42XiqB5txEnkWkck592E3PMrtZe2eH4SPt9LJ+b2rVG\nBvHhpRHfVHq5i7yl9JnGMZWern5Jl16gBTjOfTUD8rql6dtJuqTUC/E9XrJWQm6QmSZByDE6VMEz\nPz+Z066b324KAkEQhKIilOW/EkeMphIgurDQEuSPcotpirP27CPZO7A7p96WnJdpbzRA+V4kpqls\nCZKuDssLLYBQIEp+4q3hie+mbe8X8drDsda0fUxsbjuTpGzilqXRCTea2WabXPCz5D3sjvWhz/42\nbH38TPeWSsbpTOnEpr7ms1Adc6bozc19+7MtUd5Nb1Cw4qcj+dhFD7P2k0Np6daFnRxKJbvozTZ2\n9jk00X/zDsM9Z0sJYNt02U+2dFsf85ntzDdDW5nZ07mv/VCuz2BB6Iw/N2ikc8+Zbrj0qQhq665I\nlOvn/r3jl69Jqe9L2yu3lLyVkF1kpqkEKPX92DIhazFNRciOyYeyafJgTrzVm07rHTm+gBLlGdl7\nrmwJkq4OJxRaAKFAiNEkCHnkiZtOJfLz+VTubSuyXxAEoUiQlANJiNFUAkQDtBNHucY0xdkyZgD1\nM4cx7Y/O6qRd0RUFliiPrIwWWoK8EqQ4nyDp6hCgmCYxmpIoAxXSsy3qpSIYNGN2opy1rVPMccxJ\ngw/dV3OpuJ8FU7Z4lbA71h4wVrQn92mytNvidMr2XbeQA93Dxj2vCjtb9vSs9mKaatidKPdna6K8\nmxpWzB7FR8/7Nw9/+SNUsJMBvJfYigVg56F9E+XmXUZ8kzdk5mTrubfFgaUujbadG5fjQEp7HFt8\nlpl+4GUj/cCE0kg/ULyYN9nPmygkY96znka5V2rHg6j9pbFFii1GNjWmabN/yYTcIDNNJUBkYqEl\nyB/lHNMUZ/u4w9h+fF9OunMxAyLHtn9CuXBcpNAS5JUgxfkESVeH4MQ06VB2/0odMZrywIEWeGcb\nrFoPi15zXpua2ztLKGeWzB7POb94AuVjZacgCIJQHATCUfPe/JvTth8+bXbadhvWNAMfGuU9zove\nCy+9BXc+A3PmQWUYDqmGnt1g117YuAOG9IXpx8L5k+CsqdCz2h3DtMa7QnQZRMZhz95sW07emR3p\ns4Wfpe4G0SVFPNtkubdxl29lzLOEzfQDfdmZKMdddS0zKmjuXcmAm+8n9r1TklIUbOvT3yv3tKQf\nKOYs8KbrzfRevBqF0RGnbHPJ+aFEfq0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5+H7IvL4bGOEKHPcexMMv3nRfjzHqYeN4fO+k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\nQkklsWctLPkb5HWCi+bCuF/BhpBivJGn5yQ44w348GqY80t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t+2sHTVLKOQBCiPuklGqQ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\nW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9R18D/MgJFevtowwt/I36rJLMnAlKaGCjjjlR/JWbGNZxfeTDNR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\nba2eeSfV/ZgKFSArueCuz/ny0cnIZEuNqSdQyXUN9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 0, 0\n", "y_slice = np.arange(425, 551)\n", "x_slice = np.arange(200, 351)\n", "temper_tz = np.ma.masked_values(temper[t, zlevel, y_slice, x_slice], 0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(x_slice, y_slice, temper_tz, cmap=cmap)\n", "clines = ax.contour(\n", " x_slice, y_slice, temper_tz, np.arange(8, 13),\n", " colors=['black', 'black', 'red', 'black', 'black'])\n", "ax.clabel(clines, fmt='%1.1f')\n", "cbar = fig.colorbar(mesh, shrink=0.95)\n", "cbar.add_lines(clines)\n", "\n", "ax.set_xlim(x_slice[0], x_slice[-1])\n", "ax.set_ylim(y_slice[0], y_slice[-1])\n", "ax.grid()\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=temper.long_name.title(), units=temper.units))\n", "ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[zlevel], z=zlevels))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anomaly Plots\n", "\n", "It's often useful to plot a colour mesh of the differences in value\n", "of a field variable between a pair of time steps or runs to help to\n", "visualize changes over model time or changes due to alteration of\n", "model parameters, forcing, code, etc.\n", "As an example,\n", "we'll plot the temperature field at 2 consecutive time steps\n", "and the difference between them.\n", "For the difference field we'll use a colour map that is white at zero\n", "and increases in colour intensity for increasingly positive and negative values.\n", "\n", "The `viz_tools.calc_abs_max()` function is useful to obtain the maximum\n", "absolute value in an array which can be used to set the normalization limits\n", "for the anomaly plots so that zero is in the centre of the colour range." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function calc_abs_max in module salishsea_tools.viz_tools:\n", "\n", "calc_abs_max(array)\n", " Return the maximum absolute value in the array.\n", " \n", " :arg array: Array to find the maximum absolute value of.\n", " :type array: :py:class:`numpy.ndarray` or :py:class:`netCDF4.Dataset`\n", " \n", " :returns: Maximum absolute value\n", " :rtype: :py:class:`numpy.float32`\n", "\n" ] } ], "source": [ "help(viz_tools.calc_abs_max)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sn6zOuQvvTs5yXLPx4uNGRJ8GXv5BGB7muL4+9J5b4BjRuqpokwip30iNa4P5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\nrbsJsGY890PgVK31RkyPjS0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h+sLPkFs1/WeQGtwKTJ+bGOh/nmOOHYG9ZRh9Dgb2bIEX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\nrmvZJjWrX+3d1E17Pg8m1PMd78qGHtOurijP9cS04MEn1AKd9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dxN2bBs5K4yF532qsCQ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RJQwlVRF643thHH4k4jzxPGLvYYj1EMbNB0tyZwpc3c9cY2LGJ82fSbE84Qc/u9isf1htBK\nWRLuo1V5W2uApmm9wF8B5zuOcy4iD/7P5ox5O3C64zi/B3wM+OZJX6hC0SC80zCIM0OCLPcbYzxk\n7AdEJWARJmwTp/INtWuMt2ET5ZumvxfIksAi5spdnT8xLgNghrhn7zLK1tUEdZNOoVg8E0mRoyp7\nt75USqHrkEz6BZQWElC53pTXHidImeg6QwjiSMQXuGsl/HUF+WPgn9zn/wS8u9IgTdM2AO+gcvM1\nrT5Lq4wSrgGaLbegkecNu30LW8m6rWqi7Eq/io3uhcZhfkI85iC8reV5qhZxsrS61TXjXrGSR8wf\nczS9hxni5GpYlKmR8iCAk90iIgycqmlaBIgDY3Pe/2PgHgDHcXYCp2mapuIWm4hGth3NNm+YAjp5\n4sxgESdPlF+mp7yCcmGKFAnTZ75n3rlFIsIWBrCIM+M+bKJesbkd5n1MP7KbmVKs5gXoGsrenSRb\np27SrQ0a2XY027yFgh/W+0xOFFTavz8NiBzVZFL8PEev3Lc1EhGe17lIcSoFsT46xI4daa9tTi1p\nJFvXIB7XLsdxxgEcxzkCdC0w7nbgs4BT4b2/dG/s3XW8UONaoYSroi7oAf8oiPC3WVrIo3seg4xx\nz7zz3msMYqOXVeoEUaV4xhWsWRKMB/62CkTmhdspqsNxnDHgvwEHgN8AGcdxHp0z7PXAwcDr37jH\nFIo1R8T1qkbJezflpK2TbWzyzHPkcYXx7rIoFMk3zb2u1zVOhiRjVq/33mv2KeRno9il+fMpqkLd\npFMoFkmh4IsjKZSKRXG8rU0I12SFYBDpbT3evNPTcPSofywUEscVx+fw4TS7d/+d96iEpmmPuFEl\n8rHH/XlNheHzhKmmae8Exh3HeRbhXQ16WP8RGHAcZxtwBPjacr/TiVDtcAI0em5BM817h7mPLxnC\ngsnN2cBgH1l3k1aNx0CeM0UHGTvJwNZPMbzndpxL3wJk5uW/LodGyoMAalMZM5OG36WPO0TTtCRi\ns/YG4HfA/ZqmfcBxnPtqsAJFg9DItqPZ5v2hmeYGYwu6e5MuT5Tewd9jhiIWM2RJVMzlLxIhDzxm\n/vO89zIkKRAmwzpyk0kGXpdi+LdDFC58KzozhEPHD5lYKg1l707SZtVxnDFN0+RNOgv4yRJu0o2f\nnFUqlksj245mm3fj7BD7IinPexoKwdlnD3rhw6GQKMzUUuHcQqFCOx2E9zaXE+/rOhztTNE+OcT5\n5w8yPV178dpItq4WYdDd3YN0dw96r5977ovzxjiOc9VC52uaNq5pWrfjOOOapvUAExWGvRm4RtO0\ndwAxIKFp2j2O41znOM5vA+O+Dfy4um+yeJTHVVE3Pm9mKBLGIsYMMTeMTmS3ypC6IO81BgH4gfmz\nivNJT+1UqYPssQTDe24HIBIRHo8EC5SyWw3UoiVE6yC8/u/8R2WuBIYdxznqOE4R+CFw6ZwxvwH6\nAq83uMcUijXJN829XkiwzMfPkmCKDqbonHej7nJD9K6uJFoBjpFkik4yVhIyEYZ/KzZ8pWKEcKRA\nDIs/M+b+Wa4SamHrptIw8nf+owJzbtL1Aq2apn2gPl9KoVgdnMEQra2iinAk4ue1jo0Jj2kuBzuO\nllceLpUqi1YQ40slMZ+uQ/ukGGfbQtQWCpDpSlU8t9lpkFDhB4C/cJ//OfAvcwc4jvM3juNsdBxn\nAJFO8VPHca4DcMWu5L3AC1WtYgko4RqgkXMLmnHe2wzdy1e1iPNSetwNqBPhwhN0cdD4kTf+h2aa\nH5rpBeeziHOMJFYuTqnoBwtoj6dJkPV6HtaCRsqDOMkcAC7RNK1F0zQNeBvw4pwxDwDSaF2CCCdW\nHogmotFtR7PNmzLWA3j59/vTh7ziSlkSTNLBTmOnN/5x834eN+9fcL5cKUHWSpDLlAveyK5Hieui\nEFSlwnbVsurs3WmD0Pd3/qMy6ibdGqDRbUezzZvrTXnCtVCAvXvT6LrvGW1rm1+Aqe3IwlWBLcsX\nwHogA+JnP0uL1jkhP/e1Fqw6W7d8vgpcpWnay4j93hCApmnrNU37X4s4/1Y37PhZ4C3Ap+q3VIES\nroq6cKNxhpvlqrvFmXSvCInoaBgmS4I8OpZRqUjZfB40TTJ2kplcHGZ1Nm/7K0BUKI65fWFXLSep\nRYTjOE8C9wO7gefcw9/SNO1jmqZ91B3zEDCiadp+4E7g4zX9rgpFE3GtcbFn02TxuNfm2Lqim5Wz\n15gbiVqZpx75LrnJJGSiUICBPrfapl4gQZYkmdVr705eOxx1k06hWAIyV1UKzNlZeO01P8w3EhHF\nmfr753tdF2Lj7BClkh96bG3wz5NtdvRVmtLfCB5X98bdlY7jnOk4zh86jpNxjx92HOePKoz/d8dx\nrgm8vs5xnHMdx9nmOM67T4Z91BynUoGoxkbTNGf44VtWehmKBbjOuIAoNkky9DJGgiw6NmEKbosI\nsfnq4yC9HKbbfP+S5h/oS7mhrw6hUy36ug+ymVfoZpwOpviUWdv8r1oxcPVNOI6z5LLhmqY5XFiH\nv9NdWlXrUZw8lK1rbN5pGETJ08EUSVFyjiJhwhSJYxGmSJIM3YzTyxhbzSuWNP9AzN3EuQEmp114\nhM36K/QyRpIMXzSnavyNakc19u5k2zpN076ACH17DXgG+AhwPeA4jvMtd8z/DVwNvAp8yHGcZ2q/\nQAUoe9foZLpSxOPCA2pZMDoqxGZXlxCspRK0t4v3Ww4srffqdI/w5OZyohdsby9eVeFIBCLDtevl\nWmuqtXUf+EDtbd19963+fZ0qzqSoC9KjKvsNJsl4x6OuLzZBdsmiFWD44JDvgTil6DaOsGglSwdT\nsBp7HDamFlco1jwyn1X0bM17RZpkO5woeRJklyxaAYZnhhjQUqLaSSsk9JzncRW2bhVyEm2d4zhf\nBOZWM7lzzpi/PHkrUigak8n2FLYlvJ+67uattor3SiUhONvaXM/p/qWLzLYjQ4y1przw4EJBzC8/\nazUWGFY9aqtDhQoHaPTcgmaY9zrjAu4xn/ba2eTRXT9EkpfTR7xxclMnucuwuNPI8yPjIHcbiwiB\nS+Y5bcM4fe0H0dOPkCTDOjJsYS+PGXuqXr9E5UEoVjONaDuabd6rjXfwoGnyoGl6YcKijU2M0fSv\nKbg2ruDexJPcZujcboS5y7C4w1jEdqwVSILeP000/RNPtPZxkEeNvVWvP4iyd4rVSiPajmabdyIp\nHAW9uSFmZ4VHVYYF796dLmuTMxz4mFxvikxXSpx/xolDh2dnIZMR3twnnkh7YcnT0yzq/MWgbF3z\nozyuippyj/k0AJ80TidKnghFL5ztv0T9Iul5ouxlC08YIrQuRp44M4HcrS0LfsbAKSkgT6c+xXrG\niHCUBBE6mOJN7OYgfcDWOn7LFWA13m5UKJqYh82HAPgT4zLv2NfNVwD4oGvrwhSZIc44Ee41Jpmi\n0wsj1t2oEzhBW9AW0DdM09d+kNP4HUlCdDBJ77yWo6sEZesUioaiKyM8qKN6ilBOiMnWVpGfGg5f\n4oXzgvCWbrrwI7w82cH0pBC5uZw43nmCzxkYgH37xFjpdS2VhBjeuxf+dFt9v+fJRnlcq0N5XAM0\ncv+sZptXbspizHC7ITwPrxs8G/BD66QXQoTY2XQwSZJjJ96QzUIoXHBnyHL6YB9JMnQxzubDh7hi\n/y+Wvf5G6vUF1KZFxNyHYs3SyLaj2eaVxeF0bD5riAK07YNbiVD0ijXNEPPSJuJYbgzKMboqtszz\nGRhPQQSS7SJuZdPgRhJk6XQ9rgbmstcPDWbvlK1T1JBGth3NNq8MCc5kRB4qwPbtg8TjwltaKkFn\nJ/wu0sHsrB/qK/u8Ho/W81OUSr4o/oM/EP1hLUt8Viaz7OUDjWXrGqE4UzOihKvCY9PoTWyybvJe\nTxr3kje+ueR5Pm30EyVPa4UWNbKFQ5ZWMiSZIeYdF7mqM+jkT/gZkVPEPHeY+zwB280E/ArYteQl\nKxSKNcYmzbd1LxsmY8bC7WkW4npjm9sAZ4YoecIBlVQg7LbHiblZ/VHCFIgx47bvEuccl1kgIuzj\nD8yfuZ8lhG8fB1n30syS16xQKNYWud7yMNux1urCbnVdCFQZLiyxbRHO29oqiirZNiSToiJwJCJ+\nnki4BsVtz/QQ09PlvVwVCokSrgEaMbfgpM57AEbit3jzTtFJ1LyhqqmkF1Un74nVwVt/6b0/QTdZ\nEhTcYk3S2xpe5O3xwmtiU/hnxqWMp18iQZYOJmEY2AOb/vmmE85xPBouD+LktYhQrAGaxibVad5N\np9zEiOPbunG66DXfV9Vcult8KYZF1C3M9L/f+gi2awFljj9AFNsLE15U32nXY2jZMa4y3sVU+gVi\nzNDBJH1HJ+BZ2PTL5dk6aDB7p2ydooY0i02q17wHWkQLGznvoXiK3lx1FXrjcVGASdfFc4CJpz/K\nxtkhjh4VYlVWHZ6ehiNHxCMS8ccvhPTYtrSIQlDD//5RCgUhWuNxUa34icnl57k2kq1THtfqUMJV\nAUDvZTfB2f7rB4wRb7N1Iu40yr0GXzNH+aI55VYQtsu8CteZSYqEyaN7Oa3rGWMjB9381hxxTuBF\naPU9rnEsIq4XI84M5IEJYAw2/f1NbPrG8jd1CoVi9RAzhqDXf/19Y5xcoHjS8bjZKB/3HfNZ7jD3\nEaZAnBnvJh3A580MBcLMECdDEt2tOJxwI1HCFImdSLz6ZQHoYsKrUJwgh3YU0Yl0BDbdexOb7lW2\nTqFQ+GS6RPht/JAQqpEtKVpaTnCSS643VdZTFaB9cojOTiFE53pBSyUhPp98UoT27t8v8lIPHRJh\nvrnc8T9velqcH4mIPrDJrR8QbXAiot1OZ6cQzPtI0XZhbQo1KZoTJVwDNHJuQb3nPRY/jZHX3eLN\nWyRSVgnzeOjY3GNkuNcQSQ/3GpN83xA9VRNk+ZgZLVvvh8wEEYp0MEk3E3QzQZf7s5vxE3s++gus\nbx+jF/HYMvg6dyNYgA7gVPzcpirLjzVSHgQgWkTU+qFYszSDTarXvFN0MvJr39YVCJMnuqhzwxT4\nhoGXty+fixtuFp83M2XrHTIPkyDrpUIkOUaSDDEsuhnnTeblx//Afgh1v0q3PkEnk5w92EWCrLgZ\nGEb8HdcgjK6h7J2ydYoa0gw2qV7z2jb020PevIWCEICLoVQS58uKwiBE49GjQmDKHFe53j/sH6K3\nVxRSmpiAsTHx88ABMc9A4fhe3lBIiFeZQ7tt2yAghGtPD2ze7LbacSsNV0sj2Trlca0OVVVYQca4\nB0zfOD1k7CdMmCvNhSv7Sm43wnRQpEiYImHuMTJEKXqeBdHTsLxq5o3GGWxilHVeEJ37yB9jIn3z\ncT/voqs+yNmhPZzJy/RxkA6mSJIhjoVNFM5B5IWdBiOXqkbmCoXC52XD5Ezzw95rebPtPWbfCc/9\nkiG8ptLWfcMoetEkfthvuQD+iLHV67uqk/eqpifI0me+57ift3nbX0G+wJbuvfRxkPWMeSLYIs6r\nvSFOPaskbtS9CCPvVvZOoVAIxlpT9GZ8sWj3pwgV/Oq/x8PakCKXEaG/s7PidSQCrZNw9KgomGTb\nQJt/TnxbinRaCFrL8qsCz87CpZ3HF62FgRRHx4TYld7cZNJ/3tbmhyhbFkw+UV2os2J1oDyuAZol\nZ6HW807SwajxAI8bu3nI2M+L6XEii7hN/Q0DbyMXRBQliVEgXFZoKbheWXFYFhuJkieaP/HtovWh\nMS7lCbayhz4O0skko+lRCoTJkOTIWafBW1h2N5xGyoMAVKVNRU1pdJtUr3mn6GCnsZNHjb3cb4wx\nkj64qPNuM3S3dY3oQV1wxatEVBb2UxzkevPoFAkTpujZ1EWFCAOd3VOcvXEPW9jr3eg7kB4BIEOS\nV6KbKbwNOGf5orWh7J2ydYoa0ug2qV7zlkqwP5TiQIvoo/rUU6LfKvuOL/qS21OeV3Z2VghQ2xa5\np52dImw3mYTLe4bK1js7K7ytliXErezHuhjv6OSk8MzmcniVhH/+83TZGNsWa5Ee5GppJFunPK7V\noTyuCg6ykSh5ciS8kLl3mJvLxpjGy16FTFl0JEzYa/kQzO26zhS5sfcacI25ad7nzSCy9IuBzV+Y\nIpHjFNi83thGmCLnsod+Roi4ZxcIY7vtdYrur/PM3vewyCjn5kFtvhSKZTNGr+uxjHlC8lqzPHbu\nbiPrtbGRIjWK7Voc/7/MPDqfMt3q5kbYK8wUZIY4nUwRpoBFnBwJ4sxQJLxgT8PrjAvIkaCfUfoZ\noZMpN3JFthJrBcAiTuIXH1ruJWk8lK1TKJaNLIhUKolqv8UitBwoF32jeopCwR+r65BEhOzKNjal\nknidnBhCB+K9KWZnEZFtAUolMU9rqxCge/f6/Vu5cuF1ZrpSjL4khGl7u/hcXXfPw8+dBeg8uro8\nrWtFaNYaJVwDNEPOQq3nvd0I08V64sxgo1MgzH/Jv7lszPeNcSBJnihFwt44EBupMAUvjzXI3A2h\nXG+eKFagYEkHCfLo5E+dIWPcw2NcwaO8jTvMfVxnXOBWDJ7yWkBEscmQ9MTyaYPrOOwWPsmS4MRB\nfyemkfIgFIpa08g2qV7zfsHooAMR1lskjI7N3+bfVDbmDqNABN2zdfKnFKxFwnzOzM6b+0YzQvC/\n0+B6pZ0KemrH6Wa3MclhejlIH183X+GzRh82ulvQbooOJulkiryIRyFLglMHL+QwFlNuVeILl31V\n5q9XoVhNNLJNque8Msw2FBI5opf37Ch7f7I9RbzkC1TpWT10yA8n7srMF4qtY0PurbPy9ba3i6JK\ns7N+oaX9+0VV4eu+nOIv/xK2bxdidqv9NJxzDoePRtn7U+GhbW+HC9uGGI4IMX3BBYPeOgoFMWdP\nDa6LsnXNjxKua5DbjbAbwhYhSj7gAY143tIg0qsZFKxFInzClCMW/2t00VUfpI+DZEh6G8giEabo\ngDi8zJmM0csd5j5AtI9IkKWXw3QzTpIMhnnmcT6hFrK1AVEtHRSKJfO3Rpd7oyxGgiwWMS90t9LN\ntogXxaG7vVdFnNjNUncAACAASURBVJssurQU3vj7H2Mbz3otvmJuv9c8OlN0eFXbu5gA8NYlqw4n\nyfAZ04Z5ntyo+1htYSUuytYpFFWR6UqRy7li1BYePZlrOpf2dv+4Zfl5qa1jQqwusviwx2nWYbZt\nW+/1Yr3mGiFcn3kGBgbg3HNhnf4qI/v+Ac79cw4fjfLCC35eq8yD9Yo45dyHywm66TQlyuNaHSrH\nNUCj5yzUct5I4P6/RIrW4LyyeEmQG82gaF08O54bJhwSG8OsW6LEIs4UHexnM7u4kDF6yZLgZiPB\np41+ehmjj4P0cdDLMas0b61ppDwIhaLWNKJNqse8YdfOyTBe6TmV9is4712G5Y2RntEvmlN80Zyq\nar3Fgn+Tz3b9qFkSTNHJOF1kSaC77cK+YHR4+f4yuiRom4Pz1gNl7xSrlWb7m6l23kyX6NcqqwHL\nnMfe3BDWs0Nl8+rniGJLti08oJYlxvVMLz0U15u3UKCj3aGzU+TAntpSZPNm+KM/grPOgnXTv4ZI\nhE0XfoQpfT3PPy/yWltaqNiip9Gur6JxUB7XNcYdhvSZik1dsHjSXL5vjBMNbJ4+ZC7/Dr9lxSnG\nI1jEy1pQFN3iSnl0ouQ9z4OsyAnz827XFKqlg0KxJG4zdK8NjcyJX4g7jTxh/LDelDkDJ+onvQiy\ntHqeVdleTNi6dW4AcJ4wBc8WStsnc2fXJGv4qysU1TC7MUXEzVXVdb+QUaiCayrXm6Lk+iMsS3hd\nN1jLyx2d3ZiCrjx5W2N2VhRmsu0w09NClG7ZAowKRf3bUgfPPCMKMsXj8NYNqytvdSkoj2t1KOEa\noNFzFpY77wPGCFG6KVbYGQTzUZ/86wGeI0+rG7r2PrN32WsFf71F1+M6Q8wLxZMbxqibuyUrDuvk\niVA8rmitx/VVeRCK1Uyj2KR6zXuXYREOVDUX1c8jhCmUicJ/++vz+A/ybg30Ih82axOQdsl5A9i5\nONl2UYxJFoSS7XOi5IlhobsWMFj06XjRLI1yfRWKZqHZ/maWOu+heIrWWSEQSyXh7bQskWPam/NF\n4bZ3fYtCBEqBkOC248y7lPVO2zCVi5aFJcuerJ2doM3OQDJJXk9wYJ8QtguFMAfnrQfK1jU/Sriu\nETLGPSTZypRby1IKxble1NuNcFm13rkFlpbDwNmfIVbIYhFHJ++FC8sehwmyFAkTY4Ykx4hiE3ar\nFq95VKVNhWJRjBvfp4NLsYiXVfr9lFnuQZV9WQtunv2Hzdr9dzgQS8EsTFmdROJF144Jr2qwx7UU\n1DLf3yLOmnc5KlunUCyKyJYUkUNCqMpwW5nXGhStobNStEX8vqoyj7UWjOop4rPCgyp7r7a0CG9q\noeCK01KJYts6xg74fWALBbhy49r1toLyuFaLynEN0Gwx9Yud9y7DYjdvYopONzxYbJjmhs4NGaJw\nya/ToxSJ1CQ0OMh93/s4+RmdrN3KFJ0cI+mJV4AOptz8rmMkydDBFL2MnTBEeE3kuKrehooastI2\nqV7zDhkxnuBSpujwcvgr2TrJofQwNtGqcvaPx307Pgo5yE0myZSSZGn1itvp5Ikx43mDZfEmHfuE\nIcIrfX1PCsrWKWpIs/3NLHbeyfYUExNCAMq+q6WSeJ2cKBeEpRKk02ksq7aiFeDIUx+lVBJiFIRo\nbW0V/V7b2oR3dWr2VA4dgtFR2LdPtMo5kWhd6et7MlB9XKtDeVzXAFkSvMLpgJ/XGqF4XG9qrTdy\nklI+ykyuSLElQiaeJEOSBFliWF6/wjAF1pFBx+ZM06jPQhQKxaojR4KXOYOIe4MuTIEIRbddjU/K\nWE8UmzzRqioGL4pZIBPhWDRJrHvGjS6JE3fTIIIkyPJ+s7s+61AoFKsOmb/a0oJXaMm2oX1yjmjd\nnCIEZLPz+7jWci2Fgvh8XRfrke14CgUhVC1LVBCemICPX7m2Pa2K5aGEa4Bmi6lfaN7dxuMAvMm8\n3PWiRry+hSIkTfyz32Nk5rW/CVPkv+X7a77WgbM/A78XhohN4bUwoJONJzgWEK5xZrx15omy1bxi\nUXOviRxX1SJCUUNWi62715gkQZZrzE2kjPVuHmuRGBage/mjtxvhed7MImG+nW+v+VoHYim4xH1R\ngNLvTiWTSHIsLmyd9P5Wquh+Iprt360qlK1T1JBm+5tZaN7JdtHqpt8eYronRcjtwZpMivBf6XE7\n2pkqE68yPNjYtKPivMvhQEuKjW/2Pb3T08LL2uYmz4ZCImQ4lxOiNhLx3zsRzfbvVg1rxUNaa5Rw\nXQXcZugkyHo9VnvZRJEwTxsWkUB+aNFt8SByRnWKhOf1dK0HA5tSQAEiRfSWPOFIkXBE5HzlEOJV\nFGMSngjleVAoFJVIGetJkKPo2rokMEUnXzKE8JNVef1iR8L+FQjzBSNOPmAP/frqtWNAS4knEUQj\nRDfvzMrGyMSTRLG9VjtrvnqwQqFYkKOdKa+1ja77Imd/KEXSFoKwvd0XjSC8r6EQFAZSXj/Vki2E\nay0KMVUiGKYqiy7Jz87lRO5rJgPn6EPQhXgoFMtA5bgGaLaY+h3PDZMy1nsbsIh7Bz/j5o7KzZEs\nUPIps+g2YNC9jV/Y88cWvDHVrvdmo3JO7PDIEBTCaLseQW+xibdaxOOWVwRqhjgZknzITFQlWtdE\njmuxDg/FmqUZbd0NxpZ5xy1iWMQ8e1Zwb8x9zsxSJOJ2Ro17hZGkjSwSYcg8XPV6U8b6iseHHdfT\n8WwaWoHWArSKG4IZ1jFGLwfZyGfME+ezVqLZ/t2qQtk6RQ1ptr+ZHc8NM92TKhOrsuCSroufliVC\nbo8cAfuFIUol4c3MZMTx6Wm8nq6WJX5Wu167P7Xge6EQPPts2mvDUyiI4ktjY7B/v8hn7coMcVZo\nGf1ha0wj2TqV41odyuPapHza6Oe3UYset7l9gbBXhbe8qFJxzk+fsCtYw+6m7zOmPW/MUiiewIPh\nlMKEIwX0kO3l2dpE+Y757LI+d03grPQCFIqV4XpjG8eiITrdSueQm9NvFSr1XP2cmeULRodr54qe\nfYrUQMmIgnKHFx4QAVrzxFotwpEixUKYjJXk8Z/dv+zPXvUoW6dYo0z3pMgdSANCFEbcHbptz+m1\nKguOTYgfLQeGGGsVAlPXhZdTFmyanYWNs0OMVrmmyUlYqCGiFKxtbeK5ZYlHLieqGvdU+ZlrhbUi\nNGuN5jjN97+EpmnO8MO3rPQyVoTPGn2ACImTbRziWHQwRZQ8HzOjK7a2LxlJLGIMmfM3dAN9KWgt\n0NqZIRnPEEd4XB8061QFqgEZuPomHMfRlnqepmlOfXZzWlXrUZw81rKt+4ixFaBMdMax3PZZNp8z\nsyu2thuNM8iS4B7z6XnvDZySgiTo/dMkkln0kE2RMDvM+1ZgpStHNfZO2bq1zVq1d9M9Ka/AUaHg\nFziybbdq8NGVK2Z0KO6HHQ8UyteR6UrR1ua3vimVhMd1pdd8sqnW1l1+ee1t3eOPr35bV1ePq6Zp\n/y/wR8C44zjnusfWAd8H3gCMAn/qOM7v3PduAq5H3E/6pOM4P6nn+pqJO40843R7OVxJMmRI8sUy\nkbhyotU0XibOVjIkucHYwhjrecD8NwAGXifzvopEW/Jem4q1JFoVCsXiGDJiHKbXTXMQ/Z2PkeQO\nc99KLw2Ah4z9ROlngjhvNt7P+HgX+5/9BwAG8ik4BWgBvcUuiy5RKBSKIEc7xd5IbsSleJWiL75C\n65LY/SnsQ8Jrm8vB8HSqrI2NDF0GIV5t2827fWntiNbloDyu1VHvHNe7gbn9TFLAo47jnAn8FLgJ\nQNO0LcCfAmcDbwf+UdO0k3rXoFFj6m82EljEy/JSP2UWefutT9ViefOoZr2GeSYj9DNONwfp44Wx\ncxl4XYqBZMotVOKg7/4Jemh54ci1Wu9KzKlQNAqNautSxnpm3O2azLv/sjnBB299eNlrq0Q1632H\nuZlR+pmkg8x0ktL4qQzkUwy8mvKLMj37GOFIwash8Ij54xVb70rOq1CsNI36N1MYEHms4Ocnth0Z\nYvRnH63B6uZTzXr10SFPmAJcfrnwss5uTDHWKjyxjz0m+sNGIqI4VK1Ea6P+uylWnrp6XB3H+Q9N\n094w5/AfA29xn/8TkEaI2WuA7zmOUwBGNU37FbAd2FnPNTY61xvbSJLBdgsqfdmcWOklVeQS4wNu\nCwqYsjphVi8fEClyiv4aulu5+ET5sAqFYm3xXmOQDqaIY1Eg3DAe1rmcddHH0S0be1bHziQgF3hT\nClf9NSIR4WWtR/VihULRvNj9KUoFP4+17Ujjeijb2vxCT9PTvsiOx4VQDbvmLaRKvS4Z5XGtjrrn\nuLrC9ceBUOGjjuO0B94/6jhOu6Zp/wD8wnGc+9zjdwEPOY7zwwpzrok8iOuMCwCIYvNtc88Kr2bx\nnHXRx7FzcZiMiJ58MaAzT0fPJMlQxhtXKy9Es6ByXBVLZa3YuncaBmEKRLH5gfmzlV7OohlIpuB3\nwCwiwSUJdEKo+1U6u6fQ3Yruj5trryiTynFVLJW1YO8yXSkiEbfH6aHGFaxz2VsQYc0yp1V+B1nt\nuL1dhDlbzzbPd6oV1dq6Sy+tva174onVb+saoapwVf9yn7ntB2zoXgdA26ktbDm912ssLEMBmvn1\n17a/gRbgHvNpdjw3zI4GW99CrwfWp+BHaVHE+LxBIVpfeIxIq0X4mq2EKWKly0OcG2n9tXwNsOP5\nYQ6NH0OhqJbVbuv+bvtWdAo8YP5bc9m6fAoeSwtbt3VQeFr3pEUbnD+6yLN1Ifzb6o20/lq/3vHc\nMPc/IopVyd9XhWKprGZ79+iBSyiNpvnD/h0NsZ7Fvt745m/RWoBf/jJNSwtcfPEgtg2/+IVohXPZ\nZYNYlnhdHB1e8fU2y95OeVyrYyU8ri8Cg47jjGua1gM85jjO2ZqmpQDHcZyvuuMeBr7gOM68UOF6\n3ZXb8Zz/B7dS837W6KNImDz6CUPlGmG9cxl4XUp4H8II0ZosEIrmicZsTtn1KD1vPdMb+7D50Iqv\n92TOuTyPa+1zg0Ff9Xfmmp3VbOs+Ymwlj45NlO+ZT9Rs3qWwLFv3qlt0rgUhVqMIm9cC2gv/Ss97\nzwKoaUXhRrwOC1G9x1XZurVKPexdI/zN5Hr9yrztk8f3SDbCeudyoCVFayu0tvr9Wmdnxc+nn07z\n5jcP0tIiCji1jtUux7XRrsNCVGvrtm+vvf568knlca0FmvuQPAD8BfBV4M+Bfwkcv1fTtNuB1wOb\ngSdPwvpWnE8ap5Mg6+VCfc0cXdkFVcnA+pQfLpfMc1rnMRJ6jiJhslYC2xZ5ujq2qiisUKxBrje2\nEcOi6P7XU6mdTDPgidZO95EUPVuLhTB2Lo7zmo5d0tFD9pprg6NQKATWhpTnVTuRYG1UhiMp4rrI\nZw2FROVgyxI/k0m3IFNJCNlaiVaF4njU1eOqadp9wCDQAYwDXwD+GfgB0Af8GtEOJ+OOvwn4PxCZ\nkQu2w1lNeRDXGRewjgwdTFEkzBfNqZVeUlV4LW9aoOOs39AXOsh6xohiM0Yvr5ROZ+pIJx09kzz1\nyHdXdrErxPI8rlYdVhRf9Xfmmp3VZOuuMd5GJ1N0Mc4Mcb5uvrLSS6oKr3pwK4Te+Cp93QfpZIow\nRQ7Sx+GxXshF0Tuneempf1zp5a4Y1Xtcla1bq6wWe1cYEII1EoFMpnlFK8CRtpTnaS2V4MgRmJwU\nInbzZujsFJ5WfbR5v+NyqdbWXXhh7fXXrl3K47osHMf5wAJvXbnA+FuA5rdai+R6YxtA027gKpLM\nc3roFS5kF1vZQx6dvWzhe4+4oYDNU2NKoVDUiPcagwB8x3x2ZRdSKyJAD2zp3ssW9tLHQQCe5kJ+\nvuf7YszIyi1PoVCsDLMbU4Tcyruh/UO0n/iUhiYeF6I1EhFVhUdH4ehR4Wk9v3UI+wjoJ5xFoagd\noZVeQCMRTLyu57wpYz2fNvqJYS0rVO5krfdEDKz3va2tySz9jLCdnVzJoxiY/397Zx8dR3ke+t+7\ns96V1pJYLFU2wrIl4RrXxWC+KQRq2sD4kgtJ2vTkq6GhF5Lcps0tPUlZH9LSpOVYaXPLTdOTQ0jS\n3JCGhltuk9DS3g0JuBCI+YqNnRjb2JKwjLCEBIskr7TLrt77xzuzWkm70mq1H7PS8ztnzu7MvvPs\nM6OdR/PM8/FyDU8WJbdQyiG3XLoWz9tlWISVSqWuxU/YW/l9ezsBkjwc/XHJ5JaKRdu6dNZcreEE\nnfRxOc/yTn7MTfwrV9egrSun3OIQWyeUjkpeM6PrTC1roK+buhPFRSC9co33BSKcqItkOge7KcFT\nU6aDcChUnNxCqTW5xeCez1IuKwEvdBVecQRJ4idds7Ws82H5zZQWLYzQmh4imEgSfPIT1VZLEIQq\nYJEiwDKKtLr4wWelaGSMczlCB72EidEefW+1NRMEoQrEWiOkktDyxvJImXUdVnfx+2HLFhgaMunB\ny+U4hdqj7F2Fy0Gt1kHcbTcCcGd0rMqalJaudqcpkx8C60a5eM0LbOXQsjvOpbK0Gtdy1D43L/ta\niFqnVm3dZ+x2AP4m2l9lTUpPVzpiugh3pPi1DU+yjQNEohPVVstzFF/jKrZupVKL9s5twDQ1BU2n\nlpczdzIUoaXFNGFqaoLVvgl6n/hStdXyHMXauu3bS+9/7d8vNa5CifiM3U4jYwRIVFuVornHtrg9\nmp6xretXPm2mv0mZ9eRkkCFanU/nzGQkFI2kuwm1wW32NhoZwyK98GCP8hm7fY7T3VXvTPXl/tec\n9DPAWUxQD+ypsIbLGbF1Qm2RSkF4aPk4rSfqIqRSpnbV5zNOeTIJo5P11VZtWeGF1F6l1JnAg8BG\noA/TMPetHOPOAL4OnAdMAb+vtX6m0P1LidS4ZlGu3PdLghsZoI0xGkv6ZL7SNQCJXCX4fufm1A80\npKhviBMgieV6sgXIXSoro8ZVEEpHuX7f21edQ4wwcUIljbZW2nYkc9q6rKUBaEiQJJiZxqwQuUul\n1uQKQrUp12/7F29fwbprItTVldZp9cI1nkqZ1OBAYHo9FjNNmZYidzHUmtwaJgL8SGt9LvAYsCvP\nuC8B/661/hXgAuClRe5fMsRxrQBn8iYWKUZorrYqSyJGOJMCCHDhtR/FZ6XAr828reuGaW/qZy2D\ntJQl3WslIw1LBO/T5BvFIs0YjdVWZUm8SZgP25dn1rvaI2BhnNYwsC5Ba9ug2LqyILZO8D7u9DBr\nar1tMGau1uz3Pp85vkDAOK3xuJnyxgsRwuWER5ozvRv4lvP+W8B7Zg9QSjUBV2utvwmgtU5prUcL\n3b/UiOOaxRUXdJVF7g07TnMNT9LGADfbF3OzfXFJ5JZL33xyR2ghRjiz7ven8a9KQ12S5nXDdAb6\nOIdjtNNPMyPcY8+MRFRaX6/JFASvUK7f9+U76riSp+mkl0/am2c4f0uhGrZujIbpDXUaVgFB8J19\nmvVt/bRj5qpuZoS77Ga67ek0ulqydeWUKwjVply/7auu2kEsZuo/O7d+mM7r7yiJ3Epf432BCP6s\nosHsZkw+n0kRHh+HyUnjxE5uiODbM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(16, 8), sharey=True)\n", "for ax in axs:\n", " viz_tools.set_aspect(ax)\n", " \n", "cmap = plt.get_cmap('jet')\n", "anomaly_cmap = plt.get_cmap('bwr')\n", "for c in (cmap, anomaly_cmap):\n", " c.set_bad('burlywood')\n", "\n", "time_steps = (0, 2)\n", "z = 0\n", "\n", "# Temperature fields at the time steps\n", "for ax, t in zip(axs[:2], time_steps):\n", " temper_tz = np.ma.masked_values(temper[t, z], 0)\n", " mesh = ax.pcolormesh(temper_tz, cmap=cmap)\n", " cbar = fig.colorbar(mesh, ax=ax)\n", " ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[z], z=zlevels))\n", " ax.set_xlabel('x Index')\n", " ax.set_xlim(0, temper_tz.shape[1])\n", " ax.set_ylim(0, temper_tz.shape[0])\n", " ax.grid()\n", "axs[0].set_ylabel('y Index')\n", "cbar.set_label('{label} [{units}]'.format(label=temper.long_name.title(), units=temper.units))\n", "\n", "# Temperature field difference between the time steps\n", "ax = axs[2]\n", "temper_diff = temper[time_steps[1], z] - temper[time_steps[0], z]\n", "temper_diff = np.ma.masked_values(temper_diff, 0, copy=False)\n", "abs_max = viz_tools.calc_abs_max(temper_diff)\n", "mesh = ax.pcolormesh(temper_diff, cmap=anomaly_cmap, vmin=-abs_max, vmax=abs_max)\n", "cbar = fig.colorbar(mesh, ax=ax)\n", "ax.set_title(u'depth \\u2248 {d:.2f}{z.units}'.format(d=zlevels[z], z=zlevels))\n", "ax.set_xlabel('x Index')\n", "ax.set_xlim(0, temper_diff.shape[1])\n", "ax.set_ylim(0, temper_diff.shape[0])\n", "ax.grid()\n", "cbar.set_label('{label} Difference [{units}]'.format(label=temper.long_name.title(), units=temper.units))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Salinity Fields\n", "\n", "Finally,\n", "we turn our attention to salinity field results:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float32 vosaline(time_counter, deptht, y, x)\n", " units: psu\n", " standard_name: salinity\n", " _FillValue: 9.96921e+36\n", " long_name: salinity\n", " online_operation: ave(X)\n", " interval_operation: 10.0\n", " interval_write: 3600.0\n", " coordinates: time_counter deptht nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (24, 40, 898, 398)\n", "filling off\n", "\n" ] } ], "source": [ "nc_tools.show_variable_attrs(tracers, 'vosaline')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like temperature,\n", "salinity results are 4-dimensional arrays.\n", "Sadly,\n", "NEMO continues the incorrect practice of declaring the units of\n", "practical salinity values to be `psu`.\n", "So,\n", "we will not be able to use the `vosaline` variable attributes to label\n", "our plots.\n", "Instead, we will explicit use `Practical Salinity`." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sal = tracers.variables['vosaline']" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NC1RQzQqrZ535Q58cft20Hd7+Ubt+Htg865YGOoke+4YHC60LkLUJO4ve3AON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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 0, 0\n", "sal_tz = np.ma.masked_values(sal[t, zlevel], 0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('black')\n", "mesh = ax.pcolormesh(sal_tz, cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "plt.axis((0, sal_tz.shape[1], 0, sal_tz.shape[0]))\n", "\n", "ax.grid()\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "cbar.set_label('Practical Salinity')\n", "ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[zlevel], z=zlevels))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many choices are possible for the colour map,\n", "its normalization limits,\n", "and the land mask colour.\n", "Here 3 examples:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1L3XWf+5tt2yuzn4onm8I7NZCu9U1KfUlDL+Z2ElYnnRYudIhMc8hMeKQeLRI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cH1pVs91u3ylJdxAXpPwbHDS6/7llEv4LFMoyZXopdgruek3zA9PAlL9wJvAUaA7VC8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\nnEqpczHFgf8Q+F2tdY31ZaGVSExTdVJ3msFU9poMqQ9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 0, 0\n", "sal_tz = np.ma.masked_values(sal[t, zlevel], 0)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(16, 8), sharey=True)\n", "for ax in axs:\n", " viz_tools.set_aspect(ax)\n", " ax.set_xlabel('x Index')\n", " \n", "axs[0].set_ylabel('y Index')\n", "\n", "ax = axs[0]\n", "cmap = plt.get_cmap('jet')\n", "cmap.set_bad('black')\n", "mesh = ax.pcolormesh(sal_tz, cmap=cmap)\n", "cbar = fig.colorbar(mesh, ax=ax)\n", "cbar.set_label('Practical Salinity')\n", "ax.set_xlim(0, sal_tz.shape[1])\n", "ax.set_ylim(0, sal_tz.shape[0])\n", "ax.grid(color='white')\n", "ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[zlevel], z=zlevels))\n", "\n", "ax = axs[1]\n", "cmap1 = plt.get_cmap('spectral')\n", "cmap1.set_bad('burlywood')\n", "mesh = ax.pcolormesh(sal_tz, cmap=cmap1)\n", "cbar = fig.colorbar(mesh, ax=ax)\n", "cbar.set_label('Practical Salinity')\n", "ax.set_xlim(0, sal_tz.shape[1])\n", "ax.set_ylim(0, sal_tz.shape[0])\n", "ax.grid()\n", "ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[zlevel], z=zlevels))\n", "\n", "ax = axs[2]\n", "mesh = ax.pcolormesh(sal_tz, cmap=cmap1, vmin=5, vmax=31)\n", "cbar = fig.colorbar(mesh, ax=ax)\n", "cbar.set_label('Practical Salinity')\n", "ax.set_xlim(0, sal_tz.shape[1])\n", "ax.set_ylim(0, sal_tz.shape[0])\n", "ax.grid()\n", "ax.set_title(u't = {t:.1f}h, depth \\u2248 {d:.2f}{z.units}'.format(t=timesteps[t] / 3600, d=zlevels[zlevel], z=zlevels))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You need to experiment with combinations to find ones that allow you to\n", "best visualize the features of most interest in a particular plot.\n", "It is also important to keep in mind the purpose of the plot.\n", "For instance,\n", "`jet` and `spectral` may be poor choices for colourblind viewers.\n", "They also loose most of their detail if they are converted to grayscale\n", "by photocopying or printing on a monochrome printer.\n", "In both cases colour maps that depend more on variations in saturation\n", "rather than hue may be more appropriate.\n", "See the [Matplotlib colour map gallery](http://matplotlib.org/examples/color/colormaps_reference.html)\n", "for all of the built-in colour maps.\n", "\n", "Changing the normalization limits affects how the data range is distributed across\n", "the colour map range and can be used to emphasize different aspects of the flow." ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }