{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Velocity Fields on Horizontal Planes (Depth Slices)\n", "\n", "This notebook contains discussion, examples, and best practices for plotting velocity field results from NEMO. It extends the discussion of horizontal plane visualizations in the [Plotting Bathymetry Colour Meshes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Bathymetry%20Colour%20Meshes) and [Plotting Tracers on Horizontal Planes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Tracers%20on%20Horizontal%20Planes.ipynb) notebooks with plotting of quiver and streamline plots in addition to colour mesh plots.\n", "Topics include:\n", "\n", "* Reading velocity component values from NEMO `*grid_[UVW].nc` results files\n", "* Plotting colour meshes of velocity components\n", "* \"Un-staggering\" velocity component values for vector plots\n", "* Quiver plots of velocity vectors\n", "* Streamline plots of velocity fields" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll start with our imports, and activation of the Matplotlib inline backend:" ] }, { "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", "from IPython.display import display, Math, Latex\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_U`, `grid_V`, and `grid_W` Results Files\n", "\n", "In NEMO,\n", "velocity component values are stored at the u, v, and w 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 U-grid, V-grid, and W-grid,\n", "respectively.\n", "\n", "The results files that contain the velocity component values for a run have names like:\n", "```bash\n", " SalishSea_1h_20021026_20021026_grid_U.nc\n", " SalishSea_1h_20021026_20021026_grid_V.nc\n", " SalishSea_1h_20021026_20021026_grid_W.nc\n", "```\n", "The breakdown of the parts of those file names is the same as for the `grid_T` files\n", "described in the [NEMO grid_T Results Files](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Tracers%20on%20Horizontal%20Planes.ipynb#nemo-grid_t-results-files) section of the Plotting Tracers on Horizontal Planes notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use results files from one of the spin-up runs that are stored in\n", "the `/results/SalishSea/spin-up/2002/` directory.\n", "Let's load the files into netCDF dataset objects and look at the dimensions of the U-grid dataset:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "u_vel = nc.Dataset('/results/SalishSea/spin-up/2002/26oct/SalishSea_1h_20021026_20021026_grid_U.nc')\n", "v_vel = nc.Dataset('/results/SalishSea/spin-up/2002/26oct/SalishSea_1h_20021026_20021026_grid_V.nc')\n", "w_vel = nc.Dataset('/results/SalishSea/spin-up/2002/26oct/SalishSea_1h_20021026_20021026_grid_W.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 = 'depthu', size = 40\n", "\n", " (unlimited): name = 'time_counter', size = 24\n", "\n", ": name = 'tbnds', size = 2\n", "\n" ] } ], "source": [ "nc_tools.show_dimensions(u_vel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dimensions of the velocity component datasets are the same as those of the tracers dataset\n", "(see the [Plotting Tracers on Horizontal Planes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Tracers%20on%20Horizontal%20Planes.ipynb#nemo-grid_t-results-files) notebook)\n", "with the exception of the depth dimension,\n", "which is called `depthu` rather than `deptht`.\n", "Likewise,\n", "the depths dimensions of the v and w velocity component datasets\n", "are `depthv` and `depthw`,\n", "respectively.\n", "These are simply nominal depths and so the u,v and t grid layer depths have the same values. But note that the w grid layer depth has different values.\n", "\n", "Oddly,\n", "the lateral dimensions, \n", "`x` and `y`, of the grid points of the T, U, V, and W which actually are different (not simply nominal),\n", "lack any such notation differentiation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the variables in the datasets:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "odict_keys(['nav_lon', 'nav_lat', 'depthu', 'time_counter', 'time_counter_bnds', 'vozocrtx', 'u_wind_stress'])\n" ] } ], "source": [ "nc_tools.show_variables(u_vel)" ] }, { "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", "* `depthu` 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 other 2 are calculated values from NEMO:\n", "\n", "* `vozocrtx` is the u (zonal) velocity component\n", "* `u_wind_stress` is the u component of the surface wind stress" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the V-grid dataset we have:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "odict_keys(['nav_lon', 'nav_lat', 'depthv', 'time_counter', 'time_counter_bnds', 'vomecrty', 'v_wind_stress'])\n" ] } ], "source": [ "nc_tools.show_variables(v_vel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where:\n", "\n", "* `vomecrty` is the v (meridonal) velocity component\n", "* `v_wind_stress` is the v componenent of the surface wind stress" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and in the W-grid dataset we find:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "odict_keys(['nav_lon', 'nav_lat', 'depthw', 'time_counter', 'time_counter_bnds', 'vovecrtz'])\n" ] } ], "source": [ "nc_tools.show_variables(w_vel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where:\n", "\n", "* `vovecrtz` is the w (vertical) velocity component" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Plotting Velocity Component Colour Meshes\n", "\n", "Velocity component values are scalars,\n", "so plotting them as colour meshes is really no different than\n", "plotting temperature and salinity fields\n", "(see the [Plotting Tracers on Horizontal Planes.ipynb](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Plotting%20Tracers%20on%20Horizontal%20Planes.ipynb) notebook)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##\"Un-staggering\" u and v Components\n", "\n", "The u, v and w velocity components are all stored at different locations on the grid.\n", "\n", "![](GridCube.png)\n", "\n", "*Figure 4.1 from the NEMO 3.4 Book, G. Madec, and the NEMO Team, (2012), ISSN 1288-1619*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that our grid cells are nominally 500 m in the y direction by 440 m in the x direction.\n", "To obtain an accurate velocity vector value for a grid cell we interpolate the u and v\n", "component values to the T-grid point in the centre of the grid cell.\n", "The `salissea_tools.viz_tools.unstagger()` function is provided to do the necessary interploation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function unstagger in module salishsea_tools.viz_tools:\n", "\n", "unstagger(ugrid, vgrid)\n", " Interpolate u and v component values to values at grid cell centres.\n", " \n", " The shapes are the returned arrays are 1 less than those of\n", " the input arrays in the y and x dimensions.\n", " \n", " :arg ugrid: u velocity component values with axes (..., y, x)\n", " :type ugrid: :py:class:`numpy.ndarray`\n", " \n", " :arg vgrid: v velocity component values with axes (..., y, x)\n", " :type vgrid: :py:class:`numpy.ndarray`\n", " \n", " :returns u, v: u and v component values at grid cell centres\n", " :rtype: 2-tuple of :py:class:`numpy.ndarray`\n", "\n" ] } ], "source": [ "help(viz_tools.unstagger)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a significant scale difference between the lateral and vertical in the model.\n", "The vertical layer thicknesses vary from 1 m near the surface to 27 m near the bottom,\n", "and the w component values are typically an order of magnitude or more smaller than\n", "the u or v components at a given grid points.\n", "So,\n", "we don't worry about interpolating the w components to the T-grid point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Velocity Quiver Plots\n", "\n", "Let's alias the u and v velocity component variables,\n", "the depth layer midpoint variable,\n", "and the time counter variable,\n", "to save on keystrokes:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ugrid = u_vel.variables['vozocrtx']\n", "vgrid = v_vel.variables['vomecrty']\n", "zlevels = u_vel.variables['depthu']\n", "timesteps = u_vel.variables['time_counter']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quiver plots are plots of velocity vectors\n", "(or other vector quantities)\n", "as arrows on a spatial grid.\n", "To avoid doing calculations on values that aren't going to be displayed\n", "we start by calculating the slices of the u and v arrays that we want to\n", "visualize and masking the zero values to apply an approximate land mask.\n", "Next,\n", "we unstagger those slices,\n", "then we plot the vectors,\n", "set the axes limits,\n", "and,\n", "add axes labels and a title.\n", "\n", "Note that the x and y slice arrays that we pass to `quiver()`\n", "have their first element dropped so that they match the shape\n", "of the un-staggered velocity component arrays." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xeo4jYr/xHEcamvR0Tq+RyMvL45BIdrtd478VERHBXE96ejoKCwsBKGGPVJ8j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YOXIkK3QPHz4cqamp0Ov1ePHFF9GjRw/k5+cDAOzt7XHs2DEABmmagQMHskmtXbt2bLorKipC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\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Pc1BN9+7dOUCpUaNGeOGFF7i+p59+mgOHOnXqxAQJzs7O6NOnj40EkUR20LFjRw6kcHFx\nsZEWateuHbfB1dWVXzdq1IgDQwBRxkgyV1dXbk/Tpk253Q4ODix1ZG9vjz59+sDJyQkuLi7o27cv\nHB0dodVqoVAoUFVVhYSEBCxfvhxXrlxBcHAwBg8eDG9vb5w+fRqbNm3CkiVL4ObmBkEQ8OGHH2Lu\n3Lm4c+cOTp06hYULF+LmzZvQaDR45513mPv03Llz+OSTT2AwGKBWq/Hhhx/y+Pjhhx+wb98+AEBy\ncjKmTZsGo9EIQRDwxhtvMM+rl5cX89pmZmZi6NChfK3Hjh2LGzduAAA2b97M+H5iYiKefPJJ5u/s\n378/c3suX74c8+bNA5HI5dqnTx9UVFTA1dUVTzzxBPPSnj59GrNmzcI/M7mWIN3HviWTngmAOJYl\n7T4pAO2hsPpmwz/zH+pxb/43c8P+DPYouy/k1tAPoj2q/SAIAuXk5FBeXh6VlJTQ0qVLacaMGbRh\nwwYKDAwkb29v+uCDDygwMNAGSycS813lzwP5cfkOS8L/JMvNzeUdUVlZGeXm5nK5s2fP8rFLly6x\nq7KsrIx2797NdXz33Xe8oz98+DBjfzqdjt544w3eBb733nuM250+fZqWL1/OdTz11FO821OpVLRh\nwwY+9qiOB6L/oXvzj/qTJj2z2UwVFRVEJLpDCgsLebCpVCp2ORkMBi4nCIINobBGo2G3gtVqtXEr\nyF1gBoOB6xYE4TeRAP+7ASq/dYJ+lAe13Br6QbRHtR/q3i9y4m2JPYjo1/fmf9v+FS5P+Xu5mzgx\nMdHGDSqx8Mi/K9mjOh6I/ofuzT/SZs6cCRcXF6xevRqrV69G8+bN8eKLL8LPzw9du3aFq6srgoKC\nMHbsWDRp0gQ7duzAF198gZYtW+LNN9/EsWPH0K9fP7i6uiI6OhpvvPEGHn/8cRw/fhzffPMN+vTp\ng3nz5uHMmTN4+eWX0b17d6Snp2P+/Pno2rUrgoOD8eOPP2LYsGFwc3PD+fPn8fbbb2Po0KHIzMzE\nl19+iV69eiExMRGenp4YOXIktmzZgsDAQMycOROvv/46cnJysHjxYvTr1w9FRUXYsmULRo4ciaNH\nj+L69et46623MH/+fJSXl+PLL7/Es88+yyHe48ePh9VqRUJCAt5//32sWbMGtbW12LhxI6ZOnQpA\nTIl45513kJaWhoqKCqxevRoHDx4EEeHo0aNYunQpAFE+ZdasWSgtLYVarcZnn30GX19fCIKA3bt3\nY8mSJQBEuZ8JEyagpqYGCoUC7733Hq5evQoiwqFDh7BlyxYAYsjwypUrQSQqsHt7e7P8T0hICAID\nAwEABQUF8PHxASDmPMlTQdLS0liJWq/Xs3yNdF6S2yU/Px9PPPEEANE1KcmzAKKMDt13LRYVFaG4\nuJh/S1KlBmDzOj8/38Y9LMnwEBFiY2O5XExMDLehsLAQ9+7dAyC6LSWlbavVCj8/P/5OcHAwcnNz\n+fwkiZ6qqiruB0EQcPjwYZYwSkpK4vqqqqpw+PBhPodt27axy8nX15ddhqmpqfDy8uK+27BhAyvN\nnzlzBikpKXydzpw5A0B0L+/Zs4f7KyAggN3GmZmZLIOk0+lspJfOnTvH7uDs7GzuS4PBgGvXrnHf\nXbx40cbVnJWVxeck1W02m3HixAnuu71796K4uBhGoxHbtm3D2bNnodPpsHfvXixbtoz79NVXX4VG\no0FJSQkmTZqEJk2aQBAELF++HFu2bIG9vT3Cw8Mxa9YsWCwW6HQ6fPDBB9yG+Ph4m9/18fHhfrh8\n+TIqKioAiPI68vEljWNAHGuSazI3N5fHAxEhODgYgJg7FhkZya7FvLw8ljeSj6/mzZsjKSmJx5eT\nkxNfi/bt23N6EAA0adKEy+l0Om4rILqoJdu3bx/UajUAcexKfW4wGLB9+3Yut2XLFpbtunbtGkuH\nKRQKdgH/5a2+2fDP/AeABEGgwMBApvuR8+IpFApyd3cnvV5PJpOJDh06RDExMSQIAt26dYsB7dzc\nXHJ3dyeLxUI1NTW0e/duSk1NJbPZTIGBgeTn50eCIFB8fDxt3ryZlZS3bt1KeXl5VFVVufCSWwAA\nIABJREFURSdOnKDAwEAymUx0/fp12r59O1OQeXh4kFKpJIVCQUeOHKGbN29yYIfUhuzsbNqxYwcZ\nDAaqra2l06dPU0pKCv+uJJujUCjoxIkTJAgCmc1mCgoK4qCB9PR0io6OJiIRKJeCGCSQWnKh5Ofn\nM0hvMpmY5kjqi/pkc+SAvbRjJhJ3wlKotyAINsckKSAiMQRb2jWbTCYuZ7FYmGbNbDZTdnY2u2py\nc3N5R65QKDiQwmQyUVxcHO+uMzIybELM5bR0ycnJvMrPy8vj1XNVVRXXLQiCTaScQqHgXbxOp+Pz\nqxusotfrbVJi5KtvuYdALi1kMpn4/Oqm29SVYvot0kJ1017kbXhQeoy87vpeW61WG89EfeUsFovN\nDua3yBbVfV/f7xiNRj7fmpoaKi4uJq1WSxEREXTx4kXKzs6mTZs20bJlyyg6OpqmTp1K48aNo6NH\nj9Jbb71FDg4ONHHiRLp27Ro1bdqUHn/8cYqOjqb33nuPXn75ZQoODqa8vDz68MMPaf/+/UQkRkqu\nW7eOjEYjFRQU0NKlSzm9wd3dnTk1g4KCaMmSJWQ0Gkmr1dKkSZN4R7Zs2TLy8vIiIjH4ady4cRws\n9dRTT3Hw0PLly5mDNDIykvr168djon379rxj/eyzz+jdd98lIjFVol27djzmn3zySaYjvH79Or3z\nzjvcf1LQE5EYvCJdJ41GYxPwJZcJknOdqtVqm/Evl4P6sxseVvfmo26PsvtCbg39IFpDP4jm5+dH\nWVlZvHi4ePEiZWVl/Wri/U9MPlFrNBqb9/JFVHJyMk/clZWVNtHKvr6+PBFdunSJsrKyiEic+L//\n/nsut3r1ap7k4uLibHDBb7/91gZ3lMjJiR7t8fBQTnpKpZLCw8Pp9u3bVFNTQ3fu3KGAgAAyGo2U\nnp5OAQEBVFZWRuXl5RQSEkJxcXFkNBopMTGRrl69SkRimPHly5dJq9WS2Wym+Ph43imUl5dz2L7J\nZKKoqCgeXNnZ2byTkYeeWywWm91Tdna2ze5CWkWZzWZOepXKSavxyspKG/FU+Q1UXFxsQzgtDXBB\nEGzC8+Uh+FLagGTy19JuQBI7NRqNZDabGVOQdg/yHYkkzCuv/39tj/LNLbdHqR/kE5h8V2symdjT\nIQiCjcdCvlOReyKk70n2v8b7LBaLzfnVFWqWH3uQ4O6jNB7q2kM56S1cuJBcXFzoq6++Ig8PD2rf\nvj3169eP/P396dlnnyVHR0c6d+4cTZ8+nezt7cnd3Z2WL19OLVq0oLFjx9KxY8eoR48eLC00YcIE\nAkAHDhwgNzc3cnZ2ptmzZ5O/vz916dKFWrduTUlJSTRx4kQCQFeuXKGvv/6anJ2daenSpXTy5Enq\n3Lkz9e3bl1JSUmjcuHEEgGJjY2nZsmXk5OREP/30E506dYo6depEY8aMoczMTJo4cSI1btyY8vPz\n6fvvv6dGjRrRsWPHKCgoiPr8v/a+PDyKKl3/PQmEfQsJoCiKCAwgilxEcBlURtSLCuiMAkaFOCw+\nXBFHVEAEERSBBIQBASVGZAlhEwhEAgQSwpa9s+8hC1k76Wyd7vRS9f3+qNQ33RH4MXPnDkvX+zx5\nKKpPV5/6quqcU9/yvgMH0uTJk6m8vJzeffdd8vT0JJPJRAEBAeTl5UXh4eGUlpZGzz77LH344Ydk\nMployZIlNHjwYCJSmOAHDBhAqampVFxcTH/5y19o5cqV1NTURMuXL6fnnnuOiIh+/fVX6t+/P5WW\nllJRURFNmjSJAgICyGKx0DfffEOTJ0/m4z3yyCPU2NhIBoOBZs6cSceOHSNZlunAgQMsPZKfn08z\nZswgImVA+vrrr1mxIjQ0lNXl8/LyaMGCBUSkPLxffPEF17WFhIRwHWF+fj6tWrWKj7ds2TIeCI4e\nPcp1RoWFhXxsq9VK3333HQ8QJ0+eZPdTeXk5u4TsdjvL8BAp9VtqLVZ5eTnXjakubxVhYWE84OTk\n5HB2XW1tLUvv2Gw2CggI4AHt2LFjXNuXmppK+/btIyJloaPWVkqSRIGBgTxAx8fHs9hoRUUFyzKp\n9qqrq2OZIdUVrtPpaM2aNUSkvIUsXLiQFyrBwcG8mMvJyeHaSrPZTBs3buS+7t+/n91emZmZvFA0\nGo0sQSTLMtd3qu1U153RaGQ7qO3Ua5GYmMiLPr1ez5OUxWJhZXJJkiggIIAKCgpIkiTaunUrBQYG\nksViodWrV9OUKVNIlmXau3cvDR48mGpqaig5OZmGDx9OR44coerqapowYQLNnDmTJEmixYsXU79+\n/chkMlFiYiL169ePZXNWrVrFSgWXL1+mN954g5PLPv30U3atJyQk0LZt2/j++vzzz9muW7du5QVz\nTEwMu0Htdjt98803vKj98ccfeSF77tw5vrY1NTW0YcMGXrBu3ryZXf+RkZF8v5aWltLPP//MC9Hg\n4GCWNCosLHQSplWvBRHRsmXLeKI/ffo0HTx4kIiUBbKq4ECkKES0zHC9HXFHTnpESnxJvSGbmpp4\ngJJlmSIjI/mGzMvL4xuyvr6eM54kSXLS78rIyOA4WXV1NUsQWSwWioyM5AchMTGRb6ArV67w211D\nQwM/SJIkUXR0NN+cjgWhLeWNkpKSOJZRVVXFb3p2u51ToYmc/e1Go5GP3XJF65habTab+UFS3+hU\nOL4RNjU1Oa02r/V26BhzUc9Txb8iLaRBw43CMTZaVlZGZrOZdDodnTt3jqqrq2nv3r20a9cuSkhI\nIH9/f1q8eDFt27aNli1bRuPHj6fZs2fTiRMn6LnnnqOpU6fS6dOnKSIigv72t7/RoUOHuNzgzJkz\nZLVa6fLlyxQaGko1NTWsQamOI+fPn6fQ0FCSJIlqamro66+/5jjZ119/zYXc4eHhtHz5cqYoGz9+\nPI8xCxYsYOIHNSapjlnDhg3jsW3x4sVcilBUVERDhw7ldm+++SYv5srKypzcoo4xdlfDHTvpuTpc\n2X3hCM0OCjQ7KLjZdnBcCDomNZnNZqdQgSP1WGZmptMi1FEM+dChQ7zYdNTRJKLfsaQ4Mr7cbDvc\nTFxv0rttdeaPHj2K9PR09OnTB15eXsjIyEBNTQ3Gjx+P5ORkpKenY+rUqSgqKkJKSgoeffRReHl5\nQafTwW63Y9KkSYiNjUVSUhLmzZuH3NxcXLhwAU8//TR69+6Ns2fPQgiBV199FQkJCYiLi8Ps2bNR\nVlaGsLAwjBs3Dp6enoiMjET79u3x9NNPIykpCWlpaXjrrbdw5coVHD9+HG+88QYAJVW/d+/eePjh\nhxETE4OKigpMmjQJGRkZuHjxIt566y1UVVUhOjoagwcPZhUIq9WKZ599FpmZmcjMzMRrr72G6upq\nJCUloba2FpIkITs7GxaLBcOGDYPRaERqaipGjRrFqflq6nJaWho6d+4Mb29vXLhwAUSECRMm4MiR\nIzAYDHj99deh1+uRkpKCQYMGoV+/foiOjkarVq3wxBNPoL6+Hrm5uXj44YfRqlUr1NfXQ5ZldO3a\nFUSEmpoaZt5wlG6x2+2QJInlWpqamphJ31HGxW63w83NjVPvHWVdriXjov5fxbVkXIAblyC6kXbK\nc3V1SR3H7ZZ9cOy74zlZrVZmQLHb7SAitG7dGjabDRaLBR07dmTmnbvvvhsmkwnFxcXo27cvWrdu\njezsbE6ZLy0thSRJuPfee5nd5/7774ebmxsKCwvh7e2NDh06oLq6GkIIeHp6wmKxwGAwoFevXhBC\noKqqCp07d4aHhwdMJhOEEGjXrh0kSYLFYkH79u1B5Cxv5NhvIqVcxfGc3N3dVckXyLLMdrie9I5j\nO0cbOd5fer2e5XVqa2u5hKKpqQnFxcXo378/ZFlGTEwMRo0aBUApvxk1ahSfq81mY6YZRwkiR+mr\n692Hjv1Wz1EIwXYSQqBt27Z8rwMKw5GKgQMHwhGqsgcATJgwgbfbtm2L//7v/+b/P/74407f69at\nG287Mgs5SgZZrVbIsszP4O0kGfTvwG1bp2cymbBv3z6kpaWhffv2iIiIwJEjR9C9e3ekpKTg559/\nhhACly9fRmBgIPLy8lBcXIw9e/bgyJEjuHz5Mg4ePIhNmzYhKysL+/btYwmhnTt34ptvvsH+/fsR\nGhqKZcuW4auvvkJ6ejo+//xzzJ8/H8nJyVi1ahXmzp2LX3/9FXv37sXcuXOxfPlypKam4tNPP8X8\n+fORmZkJPz8/fPLJJzh9+jRCQkLw9ddf4/vvv0dubi5+/PFHLFu2DHq9HidOnIC/vz90Oh3y8vKw\nc+dOBAcHw2Qy4fTp0/D394fdbkdKSgo2btyIHj16oLi4GD/99BNCQkJgtVqxfft2lhUKCwvDkiVL\nUFpaCr1ejz179iAqKgo9e/aEzWZDaGgoWrVqhREjRiA8PBySJKFv377Iy8tDXl4e2rRpA6vVynVG\nBQUF2Lx5M2RZRl1dHVavXo309HQQEQ4cOICgoCAAQE5ODtMwmUwmrFixApcvXwYR4dChQ9i3bx8A\npf5r2bJl3G7p0qWorKzk4/322298PH9/fwBK3dmyZcv4gT5w4AAPJLm5uUwTZbFY4Ofnx7VhISEh\nXHNXVFSEI0eOAFAm1u3bt/N99dtvv3GtU2FhIc6dOwdAGUAPHTrE7Q4fPsyUYmlpaVzPZDAYcPjw\nYQDKABkQEMATZEhICNdvpaWlISQkhL+zZcsWAMpAGhgYyDVV8fHxTG8lyzJOnjwJQBn8zp49C0mS\nIIRARUUF1ysC4H63bdsWJ0+ehJubG4QQKC4u5npFImLattatW+PcuXM8WaempnIfqqurERcXB0AZ\nMNXrAig1kxaLBYBSp5eSkgJAqVc8ceIE/45jvWJcXBzXyFVWVvI5Wa1W7N69m78TFBSEsrIyEBEO\nHjyIw4cPg4j4WSMi7Nu3D08++SRKS0tx9OhRDBkyBCUlJYiNjcXw4cPxySefwGAw4NVXX8XYsWNh\nMpmwdetWjBkzBocPH0ZhYSGeeuopLFmyBHa7HYsWLcLIkSNhs9lQXV2N559/nm20c+dOrFq1CoCi\n9Tdp0iSuf5wzZw6f+7Fjx7B27VoAyv362muvcS3dxx9/zLWMhw8fxoYNG9hef/nLX/ie+uijj5j+\n7MiRI3y82tpa+Pr6cjs/Pz+m1CsoKOBnEAAuXLjA24GBgaiqqgLgXKdnNpu5D66C/5iI7L8TQgh+\ndW1oaOBVSk1NDa906uvr0b59e7Rq1ep3wqUGg4HfSGpra9GlSxcIIX4npOm4Oqqvr0enTp0ghIDd\nbofVauVVnGMfHFdNVqsVRIQ2bdqAiGAymZhn0FEY0mazwd3d/apvOI6ryeu9kfwr+N9+X4OGWxWl\npaWKK6tVKyQlJaG+vh7du3eH3W5HaGgoBgwYgJEjR+LixYvo0KEDBg8ejMGDB6Ourg6enp5o164d\nqqur0aFDB7Rr1w5EhIKCAtx///0QQiA3Nxc9e/ZEp06dYDQakZaWxm9dx44dY1IMdbEwYsQISJIE\nf39/zJ8/H25ubti4cSNeeeUV3HfffUhOTsbZs2dZO8/X1xebNm1Cu3btsHnzZgwYMABjx46FLMuY\nMWMGL+42bNiA9957j0WG4+Lifvf254q4nojsbT3puToiIiJYSNGVodlBgWYHBbeqHVouMh1dpS3d\nqI4L84qKCvTs2ZM/q6qqYuJxR5dvS9yqdvhP4HqT3m3r3vzyyy8xceJELF++HJs2bcLUqVMxfvx4\nhIaG4v3338eTTz6JsLAwLF68GOPHj8fGjRuxefNmTJs2Db6+vjh16hQWLFiAcePGISkpCZs2bcKU\nKVNw+PBhhISE4OOPP8by5cuRkpICf39/TJkyBRUVFdizZw+mTZvGLoLPPvsMmzdvRmpqKvz8/DBr\n1ixcuXIFAQEBmDJlClJTU7F//37MmTMHu3fvRnh4OL744gvMnz8fOTk58PPzw5QpU1BSUoKAgADM\nnj0bx48fR1RUFBYtWoRvv/0WBoMB/v7+mD17NsxmM44dO4YFCxYgKysLxcXFWLduHYKCgmC1WrFz\n506sWLECkiRh9+7dmDdvHrKzsxEUFIR33nkHgYGBSExMhI+PD2bMmAGr1Yr169dj+vTpKC0tRUZG\nBpYtW4aIiAhYrVbs2bMHu3btAqC4GX/66SfYbDbY7XZERUUxrVZFRQW7gSRJQlRUFF+rrKwsphdr\naGhAVlYWAGUQSE5O5na5ublOlEpXrlzhz9TfARTaL9VtaTabOZYFgJUZADhRMplMJqcYh6q4AIDd\neGr/VBomNU55tXYGg4HdljabzaldeXm5U19VVFVVMcVZY2MjU7M1NTWx7Ww2GyIiIpj5/ty5c+w2\ny8rKYtdpfX09fvrpJ1bXOHToEKs7JCQksGvRYDBgx44dkCQJRITQ0FDuU1ZWlhPVW0hICJ/T2bNn\n+Xzz8vKQnp4OQHHDqcrVRITTp08zrVZ6ejpfJ4PBgEuXLgFQ7ofw8HC+Zunp6Xxtampq2NVJROz+\nVa+Rqk5gs9mYigtQXOMqEhMTOa6bkZHBFG4lJSVsh9raWqbbstlsWL58OV+LgwcP8jmZTCYnV2x2\ndjbfk3a73ena6vV63q6pqWHbWSwWtolqM0AZiNXzUY+nfseRTgyAU4zN29ub2xERunfvzp+pHqGr\nQXW5a3DGbTvpTZ8+Hf3794e3tzfefvttjBo1Ct7e3hg3bhzGjRuHjh074pFHHsHEiRPRo0cPeHl5\n4ZVXXkHfvn3RoUMHjBo1CgMGDICbmxvuu+8+9OvXj4PNvXv3hpubG2w2G998RqMR7u7usNlsqKur\ng81mg9Vq5eQC1X1ZV1eH9u3bw83NDQ0NDWjfvj169OgBWZYhyzKGDBmCbt26gYjwwAMP4KGHHoK7\nuzs6d+6McePGwdvbG23btsWoUaMwbNgwdOjQAZ6ennj55Zfh6ekJDw8PPPvss+jTpw/GjBmDe+65\nByNGjEC7du3g4eGBp59+Gp07d4a7uzsmTJiAe++9l2WAXnrpJfTq1QuPPvooFixYgIceeggeHh6Y\nOXMmHn74YXTt2hV/+MMf8NRTT6FTp07w8PDAyJEjOeDdrVs32O12CCHQ1NSEiooKNDU1gYiQlpbG\nA1lOTg5SUlLY9RsZGYn6+noeJNVBNy0tjQfGhoYGhIaGoq6uDkSE48ePs+xQeno6y7EYjUYcOHCA\nf/f48eOcEKAmBQHK4HXw4EEeaM+cOcODVG5uLk+2ZrOZY0qAEgdRJ5ycnBwUFBQAUCYpNbZGRIiO\njuZYVmZmJk+ier2eB26r1YqEhATOGsvMzOSJt7y8nCdK9Z4ClEGsQ4cO/EYwZMgQXsn3798f9957\nLwBlUBw+fDjatGkDNzc3jB49mlf1Q4cO5cQOT09PDBkyhGN6w4cP5+v54IMP8gDarl07DBkyhH93\n0KBBHCu9//77+Tno2LEjS0gJIdC/f38eeB944AE+tqenJ7+duLu7o2/fvnzsu+66i7c7dOjA18hu\nt7MdiQgpKSk8SVy6dImvxfnz5zkmGxMTg7Vr16Kqqgo6nQ6ff/452rZti9TUVLz//vv47bffkJCQ\ngJdeegnfffcdUlJSMGbMGCxZsgQHDhzA3/72N7z++uvYsGED8vLy8Pzzz+Orr76CxWJBeno6Pvro\nI6SlpYGIsGbNGl50pKSkYN68eZAkCbIsY9asWbyY27FjB7Zt2wZAmbgdY3/Tpk1DRkYGALAEEqAs\nfJ5++mlecPn4+PBi5/Dhw/jyyy/5HlXdnACwdOlSXhyWlJTg4MGD3K5Pnz7Q8Hvc0e7N62XoadCg\nwfVQVlYGIQQ6d+6MxsZGVFVVwdPTE56enqz/eDW0zNZ1dCuqSSXqhF9SUsK6gEVFRfDy8uL4v06n\nw6OPPgpAySAdOXIk3N3dUVJSAoPBgKFDhwJQiMEnTZoEAIiKisLAgQNZ+zA8PBxjx44FoCzgHnzw\nQe6nY2a0K+OOjekREYxGIyeeOCabWK1WSJLEQWjHdo2NjZxQoq6s1DRrq9XKK9yWaeSOKdd2u51X\nuI6JJ47fuV47R39+y9TsG52s/xWffcsU+jsBrhy7cIRmBwU3Ygd1/Lha8tidskB25fvhjozpzZo1\nCz179sSiRYuwbt06PPDAAxg+fDhOnTqFUaNGoVOnTjh//jymTJkCLy8vbNiwAStWrMDAgQPx0ksv\n4fjx4xgzZgy8vLyQmpqK6dOn495778WuXbuwZs0aPPbYY5g2bRqOHz/ObtHs7GzMnDkTffv2xYkT\nJ7BixQqMGDECn332GYKCgvD888/jv/7rv5CUlIQ33ngDPXv2RFxcHObPn48BAwbAz88PO3fuxMiR\nIzF27FhkZmZi0qRJ6NWrFwoKCrB06VL0798f27ZtQ3h4OJ588klMnjwZ1dXVmD17NgYOHIjGxkbs\n3bsXjz/+OKKjo3H58mVMnjwZixYtQn19PebNm4fHH38cjY2N+Oyzz+Dt7Y2IiAj4+/ujW7duWLBg\nAeLi4vDkk0/iscceg81mw9q1azF8+HAUFRUhMzMTPj4+2Lt3L6xWK9atW4clS5YAAKKjo/H+++/D\nYrGgpqYGfn5+iI2NhSzLCA0NxS+//AJAib998803AJSV55YtW5Cfnw9AWbWqMkEVFRVOqfoBAQEc\nZ0lISGAZl9raWi5zICIEBwdz/CMlJYXjSA0NDU5p8o4xqpSUFHarNjQ0sBuUiFgCB1DSudU+VFVV\nITExEYCySDl9+jS3Cw8P5z7k5uayy6qmpoaPp8ZE1d8JDQ3lviYlJbG0UHl5OTZu3AhAcct+++23\nnKq/c+dOtldycjJWrlzJNlm4cCEaGhogyzJ++OEHdtleunSJpYWqqqqwaNEiyLIMIkJgYCBLC6Wl\npXH8ymQy4fvvv2d7HThwwElaSC1bMRqNXOKhHk+NqUZHR7NdKysrOX3ebrdj69atHHc7e/YsuwLL\ny8vZvWyz2XDgwAG2cUREBLvMKyoq2L1st9vZvQkAwcHBHDc7ceIExx8vXbrEdo2Pj8fbb78NSZKQ\nmZmJF198EVlZWTAYDPD19cXmzZu5b3/961/52D/++CPHCPV6PZeCAHC6bxISEljmyWAwcHkMAI7X\nAkopiOoWr6ysdIpBq/0GlHtKdYnW1tY6xafVWDCgZKmq96Gq9q7h/4NrVa3fyn8AyG63U0hICIWH\nhxORwuenso+XlpbSypUryWg0kslkol9++YUuXbrE9GTbt28nIqLc3FxatWoV2Ww2qq2tpW3btlFa\nWhrZbDY6fvw4HThwgGRZJp1OR2vXriVZlqm0tJT+/ve/U2FhIRmNRtq3bx/99ttvJEkSXbhwgTZt\n2kRECl2Qn58f1dbWUlNTE+3bt49p0pKSkig4OJiIiH/XZrORLMsUHh7ObOtXrlxhXkmbzUZhYWFM\nxZSSksJ0Y/X19UxFpNKfqYiIiGAasczMTOY8bGhoYFkmVXJJZZIoKSlh7keTyUSpqal87MTERKZj\ny8vLY6qjsrIyPrbBYKCYmBiSZZmMRiPFx8eTwWAgSZIoNTWV6dgKCwtZEqmmpobOnz9PRqORJEmi\n2NhY5ijMzc1l2rba2lqKiooii8VCsixTTEwMSx/l5+ezHVS6OZX+SafTMU1UUVERH9toNPL5ybJM\n6enpzKJRUlLC59fQ0MBciJIkUX5+PttVr9ezfJPZbHYSLK6oqOBrZjQanaRaHNkzHKnjGhoa+Niy\nLPOxiciJWNyR3UOSpN8REzseT4Xdbr+mBJEj3dyNSgu1pKVz/P+1qOxakqA7cj06EigbjUbuX3Fx\nMfOy5uXlMd1fYWEhBQQEUF1dHZWWlpK/vz/pdDqqqKigtWvX0t69e0mv19O6deto+fLllJOTQ/Pn\nz6fp06dTaGgo+fr60gsvvEDffvsthYeH08SJE8nX15csFguFh4fThx9+SDk5OSTLMm3cuJGZUlS5\nMdWeCxYs4Gdm69atzJqSk5NDH3/8Mdty1qxZzGn6888/M/9qU1MTvfnmm/wMfvjhh0w7eOrUKR6z\niMiJK3P79u1OyumORPauDFyHkeW2dm9q0KBBw60GxxBCy3BHU1MT1+c61vQ2NjbC3d2d43GOZQkG\ngwHdunVjl6tjeOZODFf8O3BHujeJyIkBorKyEpGRkSAimM1mXLx4ETU1NZBlGZmZmexO0ev1nKZt\nsVgQHR3NmYAqawuguBRUpgObzYb4+Hh2EeXl5XEmYFVVFR/bbDazK8Nut0On06G2tpYLW9Wsvpqa\nGlZJtlgs0Ol0MJlMkGUZhYWFnI1VV1fHqdl2ux35+fkcg6ytrWW3l9lsRkVFBSRJQmVlJdLS0lBf\nX4/s7GxcvHgR5eXlqKiogE6nYzecxWLhVHH1GI4p0+rvAOBMMdXujguOG9n+v4aabu7q0OygwNEO\njveh6i4EFFegmoBitVqdShFUV2nL798oHCchxxo6lcpNhWNZQocOHZwSUNQJDwAn2Ti2vdpvtYR2\nP1wD13oFvJX/ANAHH3xAHh4e9Mknn9CmTZvI29ubBg8eTJGRkTRs2DByc3Ojs2fP0tSpU8nNzY38\n/f1pzZo11LlzZxo7diyFh4fTkCFDqH379pSUlERvvvkmAaBdu3bR6tWrqWPHjuTj40MnTpyggQMH\nkpeXF2VmZtKrr75KAOj48eO0YMECat26NX388ce0Y8cO6tWrFw0cOJDi4+Np9OjRJISgixcv0uzZ\ns6lVq1a0Zs0aCgwMpLvuuoueeeYZSklJobFjx1K7du0oPz+fFi1aRB06dKBdu3bRb7/9RoMHD2Zp\noWnTppGXlxeZzWYKDAykXr16kZ+fH+l0OvrjH/9IH374IV25coXee+89GjBgADU0NNDSpUupU6dO\nlJCQQD/88APdfffdtGrVKtLpdDRmzBh66qmnyGaz0fr168nT05MqKipYqigwMJCamppoxYoV9Pbb\nbxMRUVRUFD3xxBNksViosrKSfH19KSwsjOx2O23atIkWL17M7caPH09Eiqt5ypRHT1NXAAAW50lE\nQVQppNPpyGq10urVq+m7774jIkXi5N133+V2kydPptLSUrLZbOTv70+7d+/m43366adERPy7qht0\n48aN5OfnR0REcXFxtHbtWiJS3KWffvopuzcDAgJY3igpKYmPXVdXxzI8sizTDz/8wCz4cXFxLNVS\nVVVFW7ZsISLFRbhx40Z2g0ZGRrJKdXFxMe3YsYOIFFedv78/u4ODg4NZkSM2NpZ27dpFRIqquyqx\nVFtbS3PnzmVJnS1btrDcTmxsLNuhqqqKZs2aRfX19Wx/VX7pwoULvK3X62nu3LkkSRJJkkTbtm1j\nV3FKSgr3wWg08nVRJXtUN1xGRgbbob6+nn744Qdut2XLFna5njt3jiIjI/l6qjJP6j2muvjOnDnD\ndigrK2NXoM1mc5J5Cg8PZ5dhdnY2SyfV1tbS6tWriUhxw3755ZcsBxUQEMASV/v376ePP/6YJEmi\nHTt20IgRI6i+vp7WrVtHd911F124cIF27dpFDzzwAC1evJgsFgt9+eWX9PjjjxOR4pL19fWl7Oxs\nIlKUEAICArivX331FZ/Trl272P2dk5PDsliyLNOGDRvYbXngwAF2x2dnZzuRQv/888/sCg8LC2Ml\nl+LiYidiaUf5oOjoaHYPp6Sk8D2q2tlVgTtVZUGv17MPu6mpiW8MWZbpwoULfDMUFRUxo7nRaGSd\nKbWdeqPl5+dz3KC+vp4fTLvd7nTTpaencwxGr9ezRlpLeaPY2Fj2t5eVlXEfrFYrD8BEiraa2geD\nwcA3uyRJTnJC6sNCpAyoagxHlmWOV6l9UuEoPGsymVi2iMhZVLOmpoYfYEmSnOJAjkzxTU1NfDxZ\nlp3iMS1jReo5SZLE7VRh2qt9x263cx9kWb5m7EidyO5kXEuKqeX2jbS702CxWPgeNBqNVFpayvdV\ncnIy1dXVkdVqpdTUVCooKCC73U4lJSWUmppKTU1NVFJSQufOnaOMjAyKiIigoKAgOnXqFCUnJ1NQ\nUBDt3buXbDYbxcXF0eHDh6myspJkWaYjR45wLDg9PZ3j1larlYKCgvhedmyXk5PjJPa8efNmfhaO\nHDnC8fuGhgZeJBARBQYGctwzISGBJ14i4lg8ETnt1/APXG/S02J6GjRo0HATQHRjSh8a/nlcL6Z3\n20oLpaenIy4uDr169cLQoUMRExOD0tJSvPXWWywF5OPjg/LycsTGxmLQoEG4++67ER8fD5PJhJdf\nfhnx8fFITk6Gr68v8vLykJCQwOUOcXFxaN26NZ555hnEx8cjIyMDf/3rX5GWloaYmBi88MILkCQJ\nMTEx8Pb2xtChQxEbG4uSkhJMnjwZiYmJiI+Px5tvvony8nIkJiZi4MCB8PLyQkpKCsxmM8aNGwed\nToesrCz4+Phw7PGxxx6Du7s7MjMz0aZNG4wePRqJiYm4cuUKpk6divj4eBQVFUEIgQEDBiArKws9\ne/ZEjx49cOnSJTQ1NeGVV15BZGQkysrK8Oabb6KqqgqZmZno168fRo8ejfT0dJSUlOCFF16AzWZD\nTEwMHnvsMXh4eECv18Nms+Huu++GLMs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define the slice to plot\n", "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "# Slice and mask the arrays\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "# \"Unstagger\" the velocity values by interpolating them to the T-grid points\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "# Plot the velocity vectors\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "ax.quiver(x_slice[1:], y_slice[1:], u_tzyx, v_tzyx)\n", "# Axes limits and grid\n", "ax.set_xlim(x_slice[0], x_slice[-1])\n", "ax.set_ylim(y_slice[0], y_slice[-1])\n", "ax.grid()\n", "# Axes label and title\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\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": [ "The `salishsea_tools.viz_tools.plot_land_mask()` function\n", "uses a bathymetry file or dataset to plot the land areas as\n", "filled polygons:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function plot_land_mask in module salishsea_tools.viz_tools:\n", "\n", "plot_land_mask(axes, bathymetry, coords='grid', isobath=0, xslice=None, yslice=None, color='black')\n", " Plot land areas from bathymetry as solid colour ploygons 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 land mask ploygons 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 land mask at; defaults to 0.\n", " :type isobath: float\n", " \n", " :arg xslice: X dimension slice to defined the region for which the\n", " land mask 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", " land maks 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 ploygon set\n", " :rtype: :py:class:`matplotlib.contour.QuadContourSet`\n", "\n" ] } ], "source": [ "help(viz_tools.plot_land_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's \"down-sample\" the velocity field by plotting the vector at every 3rd grid point,\n", "and plot the land areas in black." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8Dhw4QAAcM2aMUNe/f3+6uLg8d6Fi6uQ2Go2q42k6OTlx9erVirr58+fz999/\nV5VmdgriuJt7fZqlnZtSGw8LC+OiRYte6CSz14O3tzf/+9//CkOCpaamctmyZRw5cqSwTqZOncpP\nP/1UqImLi6OTkxMBCMNl6fV6Tp06lQD4ySefCNMMDQ1ltWrV+OGHHwqXDfj5+bFKlSr08fERxqY8\nffo069Spw7i4OFnHQaY5+mrVqvHdd99VdXNQUCg50CLv9DIKqTk9y5RftBZILbt372bt2rWFi2l1\nOh3Xr18vPEkzMBqNqnQkOXnyZFVBuB8+fEgfHx9VaZqisB1vSzs2c5dZTXsICwt7IYB1VhITE7l0\n6VLFdAIDA1mpUiX6+voKdWfOnGGFChVYq1YtoS4kJISNGzcmAK5Zs0ao3bJlC21tbRWd87Rp0zhi\nxAiuWLFCVuPt7U0HBwcCoKurqzA9a+KlcHoZBbVWh0dathOxdnbs2KE43JJfREREFFhehenYWtqp\nWWubVhuc/MKFCzxz5oyi7ubNm7S3t+eDBw+EuvPnz7NatWrCofiMIV1JklihQgXhiM327dtpY2ND\ne3t7YeDpS5cusX79+uzQoYNiWayFl8bpWTMvawehlqyvCsop1hR2Son8PLYv0/CmqE1bU3tQG4bs\n/v37qgKfR0VF8V//+heDgoKEupMnT9LW1pY7d+6U1URHR7NXr14EQHd3d2F6iYmJnDJliuJbI6wF\nkdN76WdvFgTaNGhlSpcubWkTNLKR1ndo5AUbG3VdbK1atdCxY0dFnZ2dHQ4dOoRSpUoJdV27dsWG\nDRvw6NEjWY2trS3279+P+fPnK87mfPXVV7F06dIcvYndWim06/QKi93W4vAKS30VdfKjPeT3sbWW\nNpwdrU0rQ6pbe3jt2jW0aNGiACwqGIpkGLLCYre1dBiFpb7yi4zjYOl6KIxOD7CedpwdSx9PDetE\nW5yuUaTJ+m4tU2TtsC3deedHJ51RJqV6KIqYOp4vYz2YQqsH02hOT6NIY6pTtLTjyw+KYpnU8jKX\n3VpQinhjTRRZpxcTE6MYBggAQkJCMt9YLMLX1xfXr183h2kW5Y8//lCle/r0KVJTUxV1kZGRuH37\ntlCTmJio6qR4+PAhkpOTFXXnzp2DwWDI/Jw1or7a0GxZ9yUmJiIhIUEYDook4uLikJycDL1er2ij\niPwaknvvvfcUy56YmKgqtFRhI2t5s7aHiIgIzJs3DykpKcLfh4aG4scff1TMJzw8HOfOnVPUhYaG\nKmqAtP7GaxuHAAAgAElEQVRHDcHBwap0gYGBmf/LvWmCJB48eKCYlsFgQEBAgKIuISEBX331FebO\nnSts2wcPHkRcXJwwrZSUFFy+fFkxzydPnuDOnTuKOpPITeu05g0qpuAnJSXx5s2birqYmBjevXtX\nURceHs7AwEBFXXZgBVO7MzYybc2NEocOHWLFihX5119/CXX//PMPy5Qpw88++0yoO3z4MI8ePSq7\nPykpiQEBAWzWrJls2DA/Pz/+8ccfdHFxYePGjfnw4cMXNLmpj4sXL7JNmzZ0cnLi9evXZW3cuXMn\nHRwcWL9+fdXrtJQoqGOeFZ1OxytXrlilreYuK5n2wtW+ffty1qxZwjVr69ev52uvvcYvv/xSdhF7\ndHQ0GzVqxDp16igudG/evDlnzJghXFqg1+tZu3Ztent7C9NKSEhgtWrV6OfnJ9RFRUWxSpUqiv2U\nv78/q1WrphiQwcvLi9WrV2dISIhwSZG/vz/Lli1LABw3bpzsmr/r168zOTlZNh2j0cg5c+Zw4cKF\nQrtI8tNPP+XEiRNf3jBk1o6lOwOljiE7SUlJfO211xgSEiLU6fV6DhkyRDFupVJIs3379vGNN96Q\nDQEVExPDBg0aUJIkfvnlly+cOG5ubrmui4SEBNra2tLGxkZo5+PHj1miRAm+//77wrLkFGs55tZi\nqznKmpd1elFRUcJ2cPr0adrb29PDw0NW4+fnxzp16hAAjx8/Lsxvw4YN7N+/P48dOybUrV27ln37\n9hUbT3L16tV0dnam0WgU1sPChQs5dOhQkuJINevXr2fLli05bNgwWc39+/f53XffcdSoUWzTpg1d\nXFxUxdnMjtooSklJSbx9+7ZQozk9K8DSnUFOO8AlS5aoaoCpqakcOXKk6pBfphg8eDABsGvXroyN\njX1un06n4wcffEAAdHJy4u7du1/4fV6cHknOmDGD9evXV7Szd+/eXLRoUa7LKYc1HXdrsDWvW34v\nTg8PD1ccBdmwYQMB8KeffhLqtm/fzuLFi7Nhw4ZCnV6vZ5MmTbh+/XpevXpVVmcwGNixY0du3ryZ\nq1atktWlpqayefPmnDVrlnBh+oEDB/jKK69QkiQGBAQIbczAaDQKI7wUBJrTsxIs3RnkpDPMSXDZ\npKQkYbxCEc+ePWOZMmX41VdfmTxR9u/fz59++kkYoimvZQ8JCeHgwYMVbXV1deX58+dzVU4lrOW4\nW6Ot1lT2nLBo0SLFof+QkBDWqlWLNjY2wiHE+Ph4fvTRRwTA7777TlZnNBr566+/snjx4sI7w8TE\nRA4cOJAA+MUXXwjT+/3331muXDnOmDFDWBZrIv04a07P0lj6ZLdkByDHsWPHeODAgTylYY6yKz1X\nIdOGQvMr0nxhO+6WbreWLr8ajEaj4h0hST548IDVq1cXDpmSafFpixcvzp49ewp1R44cYdmyZVmm\nTBnhMzQPDw/a29urekYZGBjIwYMHW9WbFkSkH2OT/kNbnF7AWNP0amuoQ6PRqDpUkxy5rVNrKH8G\nBd0uzFF2a2rLOcWajj0A+Pn54e7du+jVq5dQd/jwYXz66ad4+PCh8Lzx8vJCt27dsH37dnTr1k1W\n9/DhQ/Tp0wfbt29HgwYNhHkbjUakpqYqhkCzBrSILFaGNXQWhbn+sqM5vZzzsjs9wLqOP5Bmj5o6\ndXd3R61ateDo6CjU/fnnn0hNTcXQoUOFuoSEBNy/fx9OTk45stea0ZyeFWLJDqOw1112NKeXc8xV\n9sLu+ExhTe0ir6h1pEUNLQyZFWKpE6sondBFiYI+LubqCItSe8p45lOUeBkdnhKa07MgRe0E08gb\nmuOzHEWhDNnRYm+apsg6Pb1e/1xIHjkSExNVhQyKjY3F48ePFXWRkZGKoXayUpAnW37kRVJ1KCVR\n/qmpqUWy48kp1uT4cmJLYT52ObE9Pj4eRqNR8RwXhbTLDeauX7XpqS2HUpg3AHjw4IFienq9XlXI\ntYSEBDx58kSVbdkpsk4vOjoaly5dUtRFRETgxo0birr79++rivXm4+ODoKAgVTZmUBAdhpo8sset\nFG0A4O/vj5YtW+KTTz4Rpuvq6oq2bdvi77//ltUEBQWhadOmGD9+vKq4gOZAkiQkJydjzpw5OHHi\nxHPxPLPj7e2NESNG4NatW0KdTqdDhw4dcPfu3VzbZQ0ORKfT4fPPP8/Rb6zB7pySU5tXrFiBrl27\nol+/fsLO2dnZGd7e3sK0dDodWrdurRiXNiYmBu3bt1d0GAEBAejZs2fmZ7nYm7dv34azs7Ni2c+d\nO6c4CQYAzp49i06dOiE2NlZ4AXz+/HnExsbK7o+Pj8fnn3+ONWvWCPPT6/UYMmQIpk+frmibSeTW\nMljzhgJaZ1OQwArWJOU03atXr/L1119nqVKlhOt3Tp06RQCKoZsAsEGDBsK1ReayPev22muvsU6d\nOsJYhF9++SUBsH379oprmpydnWkwGHJcBrUUVPuIiIjIVWSN/GzLljo3MtDpdHR2diYANm3alPHx\n8SZ1f/zxB7t27arYVgYPHsytW7cq5tu5c2f+/fffQo3RaGTdunUVQ3QZjUa2adOGhw4dEup0Oh2d\nnJx44sQJ+vr6CrXz589ngwYNzB6mzxR+fn709PQUts30Y2vaf8jtsOZNc3r5d1LnNP3bt2/TwcGB\nFy9eFKbbrVs3BgcHy+4PCAigJEm5iniSEXYqL/X0wQcfCPPYvHkzAXDTpk2K9vj7++e4DDnFkm2k\noO2zNqfn5ubGL774gnXq1GG/fv1MXuBkOJa//vqLoaGhsumdPHmSnTp1Usx327ZtHDhwoKJuyZIl\nmRFWROHYzpw5w7feeks2wDuZVtbFixezTJkywqgtZFqQ+hIlShCAonMuCDSnVwiwhhM6t7YEBATw\nzz//FKZ5+fJl4d3ggwcPOHHixFzZaw6n99tvvwnz8PT0pIODg1VFpLB0OykI26zN6WXFaDTS19eX\nYWFhJvft37+flSpV4ogRI2TTMBgMrFOnDt3d3RkZGSmrS0pKooODAyMiIoQ2RURE0N7enqGhoTx1\n6pSs7ty5c6xcuTKLFy8uDH+2cuVKAmCrVq2E+ZJp50iXLl3YvHnzfB3pUIPm9KwcazuZc2oTKY7U\nrobY2FjZoaL8sjvrFh0dLUw3Li6OixcvzrN95sZa2kt+2matTk8pjaVLlxIAHR0dZTV3795l27Zt\nWaJECcXRksmTJ3PSpEk8efKkrObWrVts2rQpK1WqxCdPnsjq4uPj2alTJwJQHF35/fffWbJkScbF\nxQl1ZFo/cPz4cXp5eSlq8xPN6Vkx1ngy59Q2ayOndWXqSt0UoitiS2FtbSY/7bO280RNOuvWraMk\nSbJD+0ajkQMGDCAA7t+/XzaduLg4vvvuuwTAJUuWyOqioqJYo0YNAuCdO3eE9j979oydO3fmihUr\nhDqS/PPPP4VvY7A2RE6vyM7eLAxY+8LRtLZj/WRfj5QTu0nCwcFBlbZ06dI5MavQkR/tsbC0obwi\nV3djx47Ftm3b4OnpKfu733//HQ0bNkRkZKRs+uXKlcOsWbNgY2ODR48eyers7Ozw559/4pVXXsGJ\nEyeENpcpUwaHDx9G2bJlhToA6N+/P9q3b6+oKwxoTi+fUZr2b+0U1k6rsNpdFHlZjoXcOT106FA4\nOzvL/q5cuXLYt28fkpOThel369YN3333ndDpAUCrVq3wyy+/ICYmRtHmMmXKwMXFRVEHAMWLF1el\ns3a02Jv5iBZfUyO/MXcbs0S7sfQFYG7KLGdzXuovKSkJr776qlBDEhs3blTlqB49eoTKlSvn2p7C\njBZw2gIUxhNZo3BSFMKJFabzxVxRbHIL+XIGkc4JWsDpAkZrkPlP1s7FmmIMRkVFISwszOQ+vV6P\nxYsXw8nJCW3btsXixYvNkqc5OtrcpJGamoq7d++aJeSWpS/S1J6z1nBuq7XBms6LnKAmpBlJJCQk\n5Cr9Iuv0wsLCVHUqXl5eWL9+fY7Tt/Zndabs0Ol0mDdvnjCMVn7g6uqKJUuW4NatW0Ld4sWLsW7d\nOsWYeiEhIejTpw9SU1PNYt8333yDhw8fCjX//PMPJk+eLIy56Ofnh7Zt22L+/Pkm9xcvXhwzZ87E\nnDlz4Ovrmyebs5MXp2Hqtz4+Pvjjjz+EvytZsiTc3d0RHR2d67yV7ChI1IbfU4IkJk+erNg+Y2Ji\nsHDhQsX0QkJCsHLlSkXd3bt38euvvyrqbt68iY0bNyrqLl++jHXr1inqzp8/jyVLlijqfHx8sGHD\nBtnjnJycjLlz5+Krr74SphMfH49hw4Zh+fLlinmaRG5apzVvsIJp8rCC6dZqtqzEx8dz7ty5BV5X\ngwYNIgDF8EgtWrRgzZo1qdPphLqgoCA2b96cR48ezbNtDx48YLVq1YSLzo1GI19//XWWL1+ex48f\nN6nx9fVljx49OHToUC5dulQxfNeDBw/4+PHjPNmeHXO0kazl+fnnn81qnznIr3PDXPlk0Lt3b/71\n11/CPOLj42lvb69Y5sDAQDZu3FhR5+Pjo2oR+d27d9moUSNFXVhYGB0cHBgVFcVnz57J6mJiYliv\nXj2uXbvWLOek0ppff39/XrlyhQ8fPpTVQLBkweIOLDeb5vRydyLqdDqmpqYWeF1t2rSJdevWVRWH\n8JdfflGVZkJCgnCRrlqmTp3KBQsWCDVhYWEE0uKCiuJzWgPm6vwNBgNjY2ML2HplCsLh5SWvDHbs\n2KEqbFiFChUUL5BSU1NZsWJFxbQydErRUIxGI2vVqsWgoCBh3k+fPuXAgQNZq1Ytnj17VlZnMBi4\nYMECAmDv3r0V7SwIRE6vyA5vavw/GcMyxYsXR4kSJQo8f2dnZ3z44YeKw0MdOnTA6NGjVaVZunRp\ndO3aFUDun108e/YMW7duxbhx44Q6Hx8fVK9eHSdOnICdnV2u8ioI3N3dzTZEaGNjgwoVKpglLXNi\njvKpTSMvefXu3Rvu7u6KryB64403FF9ZVqJECZQpUwZPnz5V1FWrVi3zlWpy50VQUBAaN26MIUOG\nCN8EQRL+/v548OABfHx8ZHU2Njbo0qULatasicOHD6t6VZsl0ZxeLrCW53aFhcqVK2Py5MmKunHj\nxilO2TYX7u7umDp1Knr06IFKlSoJtVFRUfj7779RvXr1ArEtr5jL8VkrBVm+3OZVunRp9OjRA3v3\n7hXq7O3tERERoZhejRo1FN8z9+jRI9SvXx/r168XvuKnfPny8PT0xMWLF4Vr7ypUqICjR4+iTp06\nis+g27dvj5s3b2LEiBHYtGmTUGtx5G4BrXmDBYc3YQXDlbnZNJ5n9erVBMAWLVooPlvLzet1rJ2i\n1jYK8lxQm/aJEyfYtWtXYVofffSRqudggwcPFr4RgSSvXr2aaUdMTIxQu2PHDgJQfGUQmfb8edSo\nUYq6DDw9PVVr8wtow5vmQbvDKzoEBQWhePHiWLp0KV5//XWhtlixYgVklUZuoRXe/XXp0gV37tyR\nXcICqL/Tq169OoKCgoQvYW3RogV69+6NChUqoGLFisL0Bg0ahJ49e6qKslKzZk189913iroM3n77\nbdVaS6A5PQHWuBRB40Vy80wvODgYa9aswXvvvWd+gyxETuqhIJ1EQWFtjq9YsWIYOHAgduzYIatx\ncHBQdHo3b97EX3/9hRkzZigu+/n6669Rs2ZNAOL2IEkSVq9ejXLlygnTy6AoRXbRnJ4MmpMr2gwa\nNAhjxoyxtBkWhf//uKDIQBJubm6yj0bu3LmDJ0+emG1CTPYtOyNGjMC2bdtk01Bzp9ekSRNUrFgR\ncXFxcHJyEmpbtWqFzz77TJX9NWrUKFLOTC2a0zNBUXN4Ra1jy867776b49/069fP/IbkkSNHjqBX\nr174+OOPMXXqVGzZsiVHv89NPRRFRPWQmJiIJk2aoEKFCmjatGmuAlPkhBYtWiAhIUF2IogapydJ\nEiZOnIgaNWqomlGbcTGntQfTFI2w2Rqy5MbhPX782Kqn5luCp0+fokSJEsLXC+n1epw8eRKlS5dG\np06dXtgfFxeHa9euITIyElFRUahevTr69OmTub9Hjx4AgOHDhyM2NhY9e/ZE/fr10bp16wK/EDMY\nDMJnmUlJSbh8+TKuXr2Kzz77DK+88opJzc2bN3H16lVERkZi7ty5sLExfZ399OlT3LhxAyEhIRg+\nfHi+lbd58+bw8PBAz5494e3tjfXr16N8+fIYMGBAvrxFQJIkDB8+HNu2bTMZfcXe3h7h4eGK6Qwa\nNAhnzpxRladcHWukIzcMYM0bVMzACgsL448//qioyw6sYKalubbsPH78mG5ubsJF4n5+fmzQoIHi\njLKkpCT6+vryn3/+UazTQ4cO8dq1a4qL0y9cuEBvb29hdBQybTbZyZMnM9Nzc3Mzqdu3b5/w7dEZ\nHDhwQPhW6NTUVHbv3p0zZ840ud/b25tTp06lvb09AfB///ufSZ3RaOSuXbv45ptvEgCnTZtmUhcQ\nEMD33nuPa9asYcuWLfntt98qloGUr4ecEhcXxwEDBjAgIOCFfampqVy2bBnLli1LACxXrhwjIyNf\n0Hl7e/P999/PbIt2dnYmI+0YDAb++uuvfOONNwikBQDIK2rqIS4ujkuWLKGbmxt79+7NMWPG5Dnf\nDHQ6HQ8dOpT5OSAggLVr136h/YeHh3P27NmsUaMG//jjD9n0Hj58SE9PT0ZERAjzDQoK4rVr1zI/\ny9XD/fv3efPmTcVy3L9//7n0RDp3d3fFwBeBgYG8evWqUHPy5EmuX79eqNHr9fzxxx+5YcMGWQ0E\nszct7sBys6lxemTu3nRtaUeVXw6PJN3d3dmrVy/ZMF/Xr19n5cqV+eqrryqGKxs6dCgbN27MP//8\nU7FO69Spw0qVKjEoKEioe++99+jo6Kh48owdO5a1a9fO/Cx3clepUoXLly+XTSc6Opp+fn6sWrWq\nrNMzGo10cXEhAL7xxhsMCQl5QRMTE8OjR49y1qxZfPfdd/nNN98I7U9JSeGPP/5ILy8vWU1ycvJz\nejWYy+lNmDCBkiRx7dq1sponT57wl19+4YgRI4RLOu7cucPJkyfzs88+E+aZlJTErVu3cunSpbm2\nO4Pc1IM5IxWlpqbS1tb2ue/atm3L8+fPP/fdTz/9xAYNGhAAZ82aJZvehg0bOGHCBMV8t2zZ8twF\nl1w9bN68WfbCLCsHDx5k7969eerUKaHu5s2brFatGgcNGiSMBhMSEsLNmzcL09Lr9YyOjhZqQkJC\nePjwYd64cUNW89I6vdxgaWeVXw6PJK9duyZ7IWA0Gnnu3Dnev39fMYyRr68vAbBs2bI8ceKEYp02\nbtyY3333naJu3LhxXLFihaLOy8uLH374oaLuo48+EnbIS5cuZd26dbl06VLZu9DffvuNI0eO5LZt\n20ze0ZhC6Y7WmvHy8uKkSZPo5+dn1nSV2lRRo1y5cs99/vnnn/nf//73ue+6dOnCn376iQC4d+9e\n2bQmT57MNWvWKOb566+/csqUKUJNTEwMp0+fzjZt2nD//v2yOoPBwFGjRhEAP/74Y2GaV69eZeXK\nlQmAZ86cUbSzINCcXg6wtMPKL4dnTqZNm8ayZcty8+bNqjr4jz/+WNWV9KZNmxgfH6/KBnd3d0WN\n0nBQRiDsDz/8UPZuqjA7sNzwspU3v6hYseJzF1yRkZG0t7fPPA8eP37MypUrMzU1lW+99ZZwFMTZ\n2VnRmeh0Ov7000/86quvhMfQaDSySZMmBKAYEPv69essXrw4R4wYIdSR5J9//sly5cop3tEXFJrT\nywGWdlrW7vBSU1PZp0+fHN0JqA3SnNvIJ7kd1nN0dORHH31kkSDc+YG5hjcLO9ZQD1WqVHlhyLxn\nz55ct24d7969y82bN2feQe3atUvWUUVERLBGjRqKUYM8PT1ZvXr154JDy9XDqlWrCIBhYWGK5Zg/\nfz6HDRumqCPThrK7dOmi+JaUgkDk9LRpPlkobEsVsq9HKgh0Oh327NmDOnXqqP6N2pmgBRn55NGj\nR2jbti1cXV0tEoRbo2hTpkwZJCYmZn4ODg5GaGgoxo0bh3v37uGvv/7Chx9+CAD46KOPZPseFxcX\nhIaGYtmyZcL8WrRogfj4eMTHx6Nt27ZC7fDhw1G3bl04ODgolmPmzJlo1qyZog4A6tevjwMHDjxX\nbmtEW7KQTmFzeAXl5LIjmrJvKXKzHqlkyZLYunVrvkxTtxTauqw0rKEeSpcu/dybvWvUqIEePXrg\nxo0bWL16NS5duoRvv/0WgLjvqVy5MgwGA5ydnYX5FStWDF26dIGdnV1mm5arB1tbW/zwww+qylGi\nRAl88cUXqrRAmrO3dorOGZ8HCpvD08g7tra2ljZBowiT/U4PAObNmwd3d3fcvHkTMTExcHNzQ4MG\nDYTp1KpVC506dTK57jM73bp1Q7169VTZl3V9qBJF6cIQ0CKyFEqHl3GXl9v3yBU1tHpIQ6uHNKyh\nHrLf6QFpd03bt28HSXTv3h3/+c9/FNOpVasW5syZoyrPvn37onPnzpmflWJvvqwULReeQwrjgbfU\nsKZG/mIwGODv749ixYplbmXKlFF8A4SGdVK6dGmTz7YcHR1RtWpV/Pbbb6r6nw8++EB1G6hSpUqO\n7XwZkQpjJypJEvNqt+bw5DEajapCGen1+iI39GEKUX34+PggMDAQoaGhCA0NRbVq1WQDWXt5eeH7\n779HxYoVUalSJdSsWRMjRozITHv//v0YO3YsIiMjAQBr167F2LFjIUkSUlNT4eHhATc3N4wfPx6v\nvfZavpQ1KioKdnZ2iueH0WjEtWvX0KpVK8U0Q0NDUbVqVVU6W1tbVc+NExISrPr50bBhwzBs2DD0\n6tXrhX1nz55VNVypkXskSQJJ041YblqnNW9QMT0/I0qG3HTWwraJ8Pf356VLlxTr5NSpU4rTlHU6\nHSdMmGAyBFVWQkND6eLiwocPHyrm6+fnpxgdJzo6mlFRUYrRR4xGIxMTE5mUlCTUxcbG8unTp4rL\nIJKTkxkcHCy7/8qVKxw0aBDPnTvH3bt3v7Dfz8+PI0eOpCRJBMDGjRsLF9hfvHiRVatWJQD+5z//\neWF/VFQUBw0axEqVKrF58+asUaMGu3fvzjJlyhAAX3nlFXbq1IkffPAB+/Xrx6FDh9LFxYXjx4/n\nxYsXhWXV6XQ8evToC+U1Go08ffo0Bw0axEaNGnHjxo1ctGiRybbi4+PDmTNnskaNGmzQoAHnzJlj\nMpqN0WjkkSNH2KVLF7733nv87rvvZKfl+/j4cPTo0Sxfvjx/+uknYRmePXvGMWPGyEYMMhqN3LJl\nC729vXnhwgUePHgwc19iYuIL9XH79m26urryyJEjwnzJtLBhoiggGaSmpnL48OHcuXOnUBcfH8+n\nT58qphcfH/+C7aaIjY1VtfwmKipK1bICnU6nyr6UlBRGRkYqBm9ITk7ms2fPFNMLDw9X1KSmpvLu\n3buy+/EyrtNLTEyUjRtnaQdmLofn5uZGnU7Htm3bskOHDsIGbzQaWb9+fdauXVvYqObPn08A7Nev\n33OhsLKi1+vZpUsXAuCUKVMUFzQ7ODjQyclJ6HAvXLhAW1tbvvfee7xz546sztPTk82aNWPr1q15\n4cIFkqbXIx06dIi2trZs27atbHmNRiP79u3LKlWq8NGjR8/te/z4MceNG5fpzN59911hLNfbt29z\n4MCBXL9+vaLziYiIYOfOnenj4yOryViMHBgYSD8/P3p4eHDy5Ml866236OHhwfPnz/PkyZM8ePAg\nd+7cyU2bNr0Q4unKlSsMDAzkjRs3OHnyZFapUoXvv//+cx33o0ePOHr0aJYqVYpAWizNiRMn8ttv\nv32h3gIDAzlz5ky2b9+eJUuWZPXq1blixYoXnJ6fnx8/+OCDzPZbvXp1Llq06IX2mZyczAULFrB8\n+fKZ2tmzZ8vWyY0bNzLDdjVs2PCFKC9+fn7s1q0bAbBixYrs2LEj165dy8uXL/Nf//oX58+fz5Ur\nV/KTTz5hy5YtWbFiRbZs2ZKjR4/mvn37ZPNNSEjgN998QwcHB/7222+yugzmz59PR0dHfvHFF3zw\n4IGs7uuvv+b06dMV01u+fDmnTp2qqJs2bRqXLVuW+VlunZ6TkxM/+eQTYVoxMTGcN28ee/XqxWPH\njgl1n332GStVqiSMH0qmva3d1dVVqHn27BmvXLki1JBp0aVEb2h/KZ2eCEs7MXPd4bm5ufHixYs8\nePCg4pXb2bNnaWdnJ4zCcOnSJZYuXZqDBw/m33//LRs6auHChSxWrBh79OjBnTt3KuZdqlQpxZP2\n3LlzBMAOHToI786SkpJYsmRJVqhQIfNuz9TJ7eXlRQAcOHCgbFq3bt0iAJYvX/65CC+pqalcu3Yt\nZ86cyYkTJ/KTTz5RjD+YgdqFuampqblaxGswGGR/l1EPRqORP/30E0uWLMnatWuzcePG/P7774V3\n5Tqdjl5eXvz9998ZExOjaEdiYiLPnDkjvNCKi4ujp6cnt23bJnsBlWFvWFgY3d3d6evra1JjMBh4\n8uRJnjlzhleuXOGdO3eeGxU4c+YMO3fuzObNm7NmzZocP348r1+/zj59+mSeS02aNOGMGTPo6urK\n27dvK9a/wWDg5s2b6ejoyE8//VTVHUhKSgqrVKlCACxevLhshKGMCC3ZL7ZM0blzZ8WILBcuXGC9\nevV47969zO/knF779u2FDoNMO89q1qxJAML4ugaDgQMGDCAAzp8/X5gmqe4uzhxoTs9EhRSGzZy4\nuroqNriDBw8qRk+JiIjgypUrVTdevV7Pt99+W3HY8syZMyxdurSqSC9t27bluHHjhJqnT58SAL29\nvWU1y5YtY6lSpbhnzx7FPAsLMTEx7N+/f2Ybatu2reqA1UWNqKgoXrt2jfv37+cvv/yiGL0/K25u\nbmzRogWdnZ2FbSg7a9as4dChQ9mkSRO2a9dOVjd58mThXS2ZdiGSEa5MyUG3bNmSJUqU4A8//KBo\no03xTcEAACAASURBVNKwawaurq4ElONpJiYmsm3btooxOgsSzemZqBBr34oKSUlJqhzZ6dOnuWrV\nKlVpTp06VXEIkUx7G4OI4cOHvxD5vrATHBxMX19fhoWFMSEhQYulmUPu3r3Lvn370snJicePH8/R\nb5OSkujo6EhfX18uXrzY5JsTkpKSGBISQgcHB8U76rt37/Ltt99mt27deP/+faG2WbNmrFixIkND\nQxXtzN4m5Pobo9HI1q1b89atW4ppRkZGKg6ZFiSa0zNRIda+qcEaYgyai0ePHqmOxO/l5fXciStX\nD0rv0jP1mqDCTFFqD3khJ/WQkpLC5ORkRkVFccKECaxWrRp//fXXXMWBXbVqVWZw5vv375scEv/l\nl1/4zjvvqHrrSMbbTOzs7BSHQZs0acKtW7c+953aehD1OefOnVMM3J6BmndXFhQip1f055trFAoq\nVaqkWuvk5KRKpzStv1q1aqrz1Ch66PV6DB06FLVq1cL27dvh4uICHx8flCtXLsdpJSUl4fvvv8fJ\nkycBpC0qd3R0fEF39epVeHh4oEKFCpg0aRJKlSolm2Za3w2sXr1a8fzo3bs3hg8fnmO7s5I+zf+5\n7zp06PDCd3Lk1zIac/NSrtMrDGv0CuNx0dAoLBgMBowcORKurq6wt7fHhQsXUKtWrVyldfHiRZw/\nfx63bt3Cpk2bhNoWLVrglVdewYkTJxSd6+3bt7FgwQLs3LlT0YaUlBS88sorOTE7k+z9YVHoe0Tr\n9PI1DJkkSa9IkuQhSdJ1SZK8JUmam23/FEmSjJIkvZblu5mSJPlJkuQrSdL7+Wmfhoa5kCRJuKkh\nKCgIXl5eMBqN+Wzty43RaMTYsWPh5eWFMWPGYNGiRShbtmyu09u0aROmT58Oe3t7GAwGWV1KSgpK\nly6NY8eOqbqbrFChAn7++WdVNuTW4b2UyI17mmsDUDr9bzEAlwC0Tv9cDcAxAA8AvJb+XUMA15EW\nHq0mAH+k341mSzPP473WvqlBe4aThjXUg5pjOmHCBO7YsUP2WaJOp2Pfvn1pZ2fHjz76iGvWrHlh\n5mVMTAz/97//8bPPPuP333/PXbt2ZT5zsYZ6sAaU6iEhIYGxsbFmy69NmzYsUaKEcD0bmfbMKzo6\n2mz5KpHTZ3o56XusHQie6eV7wGmSGQHoXkGaM8u4d14BYFo2eV8AO0jqSQYC8APQOr9t1Mgdoqva\nlw2qGBJatWoVhgwZgurVq2PmzJkv/KZ48eJwdXVFw4YNsWfPHuzbtw9JSUnPaSpWrIivv/4a165d\nw/Tp0zF27FiEhoY+Z0dISAj+/vtv/PTTT/jvf/8Lb29vRdt0Oh38/PxUltbyqKlvOUqXLo0KFSqY\nxQ6j0QhfX1/s3LkTH3zwgVD72muvWeXbPfJSl4USOW9org1pQ6jXAcQBWJz+XR8Ay9P/z3qntwrA\nsCy/3QCgv4k083wVYO1bBmpmkel0OtlFsFmJiopSNYXdaDQqru168OABR40aZTIEVXbUlEHtzM38\nwJzT+tUcWzs7O1atWvWF2XYZxMTEcPDgwZw6dSqrV69uMqBAYmIiBw0axGHDhrFOnTrs3r07PT09\nmZiYyNWrV7NOnTqZ+TVv3pwfffQRv/zyS65bty5zkfq9e/f4888/s2/fvixXrhz79OnDrVu3cteu\nXfzrr79kp9Q/fPiQU6ZMYXx8PK9fvy67huz69esMDg6mXq8XRp959uwZjxw5QoPBQH9/f6Uq5o8/\n/sibN28q6vR6vaoZunq9XvUMxezh7wICAl44jkaj0axtSm1aeT2Hsvc91o4oVCIsOXuTpBFAc0mS\nygPYJ0mSE4CvAHTPS7qjRo1CzZo1AaRd/TZr1izzpYkZr9SQ+1wYcHd3R+vWrTFz5kz069cPkiTJ\nlmfu3Lk4cOAArl69ipIlS8qWf/ny5UhISMCYMWPg4ODwwv4OHTrA19cXCxYsyHwNiqn8Vq1ahdmz\nZyMuLg5du3bNnAUpZ1/Pnj1BEnv37kWZMmVM2vf06VMsWbIETk5O6NSpE6pWrWoyPZL47LPP8MYb\nb2DBggUm88v4fOTIETg7O2cGdDaVnk6nQ9OmTbFw4UL0799fmJ6azyQVn+E9fvwYADBy5EiMGDHi\nhfRu3LiBMWPGoFu3bhg9ejROnToFd3f3F/JzdXVFdHQ0bt68iYsXL8LGxgavvvoqGjZsiLVr1yIu\nLg7r16/HwIEDERkZibJly+LOnTsoVqwY3nzzTbz55pvQ6/UICAhAfHw84uLicOHCBQQGBkKn06FJ\nkyaoWLFiZn7169fHd999hzVr1sBgMGDjxo1o0KABpk2bBltb20z79u3bh99++w1HjhxBp06dcP36\ndVSpUgXXr19HqVKlnivvsWPHMGrUqLRhJxsb1KtXD/PmzZNt72vWrMGkSZPg6OiIBw8eQJKkzP0O\nDg44ffo0jEYjTp8+DQ8PDzg7O2PEiBEmj1ft2rXx+++/Y82aNXj33XexY8cO2eNrMBhw4MAB6PV6\nDBw4MHN/zZo1ERwc/NzxWb58Odzd3XHw4EFhe4mNjYWnpyfef/992fYEABMnToSNjQ1+/PFH2fSS\nkpKwe/duDBgwIDMQd07bb0bbzfjs5+eHYsWKoXbt2rK/T05ORo8ePWBnZ4ddu3YJ0z9x4gTatGmD\n8uXLC+2ZNm0aevbsqWjvjRs38Pnnn8Pd3R03btxAbGwsACAwMBBC5LxhfmwA5gCYDSACwH2k3eXp\nAAQCqARgBoAZWfTHALxjIp1cXx3ACu7i1Gxk2hWw6OrNzc2Ner2e48ePV1xAajAYWL58edavX182\nBubq1atpZ2fH7t27ywaI3r59Oxs2bMjOnTtz+PDh3LZtm2Kdd+zYkRMmTBBq9Ho9JUnim2++KbzL\nXL58ORs2bMjly5dn6kw9u9i+fTtr166tuKh3xYoVHDx4sGIZckJOj7O5kHuGo+ZOITQ0lP/884/s\n/pSUFP7222+cPn06hw4dyg4dOpiM1LF//37WqVOHJUqUIAD++9//NhlkOCYmhi4uLixWrBiBtEDa\n169fF9q4YcMGAmCtWrU4fPjwzIXYRqORv/76K0uXLs3ixYuzUaNGXLly5Qth1/bu3ctHjx5xz549\ndHZ2ZvXq1Tlr1izF4OpxcXHs2bMnBwwYoBg43Wg0sl27djx8+LBQR5Ldu3d/LiC2KVJTU+no6CgM\nrhwREcG3336bjRo1ei7cW16f8a5Zs0ZVzM/+/ftz/Pjxijo3NzeTQduzo1THaoDgTi+/nZwdgArp\n/78K4CyAHtk0DwDYpv/fCGlDoSUB1IKZJ7JY2pGZuzN0c3OjwWBQ1andvXtX6PBiYmJoZ2dHAHRx\ncZGNqZibYZtRo0apasivvfaaYkiwuXPnEgCHDh2a+Z2pk/tf//oXAdNvMiDThoRXrFhBBwcHBgUF\nKdqWE6zN6VmCjLdhqIktaTAYmJycrBjH8+DBgy8MQz579owTJkxgnTp16OTkxHbt2nHjxo3PaXQ6\nHb/88ksCoL29Pfv27asqXi2ZFsCgadOmnDFjhqrhw2PHjvGdd94RnicGg4H37t1jzZo1hUP/oaGh\n3Lx5M/v37y/Mc+vWrQTSAnurib2phsePH3P8+PF85513hMG4SfL48ePctGmTqnTVPA4xB5Z0ek4A\nrgG4AcALwCwTmvtIf6aX/nlmurPzBfC+TLq5qoTCtJmby5cvC99yMHXqVLZr1051YOWcoPTKkQxG\njx6t6FR/+OEHlilTRvGVRv3796etra1s3p6engTABg0aqAqzlBMseZw1nicyMjLzjSAlS5bkkCFD\nVAf6vnLlCh0dHblhwwZVeqPRyHfeeUdxFue2bdvYrVs3fvvtt0JHOmnSJL7++utcunSp0DkOHz6c\njo6OvH37tio71WA0GtmkSRMCUCyPwWBQ/Uy0oLCY08uvTXN65iUlJYWnT5+2eJzGx48fK2rWrl3L\nxYsXK+qGDx/ONWvWyO5ftmwZAfCrr74ye7mt9Ti/jAQGBjIgIIBxcXE5Os5//fUXq1atqvoiMGMy\nTtu2bRXzWbhwIQGwWbNmwgloPXr0IAAuWbJEVmMwGNijR498eXvB6tWrCUD1Ras1oTk9Fk2nZ03D\nWQWFh4fHC6+pMVUPSvET+/XrJ+xM8oKlHN7L2B5Mkdt6SE5O5oMHD7h06VLWrVtX9jVHpvjiiy9Y\nr149Hjx4UNHpffbZZ3z99dcVnzfXrVuXEyZMEKaXmJgo6zjz2h7i4uLYqFGjPKVhKUROT4u9qVGo\naN1a3bJNFxeXzFmb2SGJkSNHZs7WtARp56WGNbF48WJs27YNlStXxoULF2BnZ6f6t56envg/9s47\nLKqjbeP30iRixYaCPQqxRI2995hYgppoJJZoosaWxIaKGktssceeRP2iwaho7C0axYqCgigWUFFs\nCAIKSi+79/cH5aXsKSy77C7u77rmUvbcZ85zZubMc8rMM/fv38eJEyfQq1cvUW1kZCT27t0rGvYs\nLS0NTZs2xerVq0VHA7/33nuybcwvJUuWxKpVq3SWv754Z2JvGkO8zewYS72oC1L7riPV1gpSXsnJ\nybh16xYaNWoES0tLjfMxkZM7d+6gSZMmSE1NxYIFCzBr1izZfQZJlClTBn379sWff/4peLOVyZUr\nV9C6dWtRTVJSEkjq1KkVZcRib5qcnoFiLPWSWa7GYm9hIdbeClpW69evx4wZM9CqVSu0a9cOX3/9\ndY6nhtjYWJDMEfuzePHiRncNFBZKpRLt27dH+fLlMXHiRHTu3DlfZfXkyRNMmTIFu3fvhoWF6eWZ\nIWByeiiaTi/7hFh9kb1c9dWWDKEccqNLpwekv4qbOXMmypQpg5MnT6JFixZZ5XDlyhWMGDEC9+7d\nAwAMGDAAu3fvlnwCefnyJcqWLQsrK6sC26dNoqKiEB8fj6SkJCQmJkKlUuGjjz7KowsICEBMTAyu\nX7+OJk2awMrKCq1atZK89p8+fYrk5GTUqVNHI/vCw8NRtmxZgwv6bIjXRWEh5vT0PihFkwTTQBaS\nhjFwQRO7tY0hlIM6xOpWKsybHGbMmMFFixaxdu3aHDFiBPft25e1LSEhga6urjQzM2OzZs1YpUoV\njho1ikeOHGFCQgLJ9FByy5cv5xdffMFq1aqxatWqPH36NG/evMkXL14IDgR68eJF1qriQiG3/P39\ns46TqcvNw4cPuXTpUq5cuTJLo26unq+vL5s1a5ZVfs7OzmonlIeGhrJPnz5Zun79+vHx48eC5Zd9\n6oK+Ry4LkZaWJitItTr7DfW6KAwgMpBF7w5Mk/QuOb3ly5fne0ViIQfk4eHBadOm8caNG4L7qlQq\nPnnyhIsXL9a4THPj7e3NRYsW5Rl1mZ2QkBCuWbOGe/bsYWRkpOhxjx07Rk9PT0n7tm3bJnqumaxd\nu1ZyJB1Jbt26NcfkXzkIlc/PP/8sq4zFyHQSiYmJXLx4Mffs2ZNHc+XKFUZERDA8PJxbt26ls7Nz\n1jB8lUrFixcvctiwYbS2tmatWrXo7OzMNm3a8P33388T3/LBgwf87rvvWKxYMdarV48fffQRy5Qp\nkzX/U6lU8ujRo+zcuTOLFy/O8ePH89NPP6WTkxPLli2b5dC8vb3ZunXrrPIoVqwYS5YsyZIlS9LJ\nyUntuaalpXHjxo0sXbo0v/rqKw4cOFCwTHbu3Mly5cpx5MiRHDt2bB5Namoqly9fzmnTpnH16tXs\n1q2bWl1u9u/fz7lz54pqVCoVr127xtWrV4vqQkJCOGfOHP7555+iul27drFVq1Y8deqUqO7333/n\nnDlz6O3tLapLS0vjmjVruGHDhjxxRLNz//59uru78/r165I3BPv27aOvr6+oJjk5mRs3buTOnTtF\ndSS5fv16yT6ApGgUmCLp9PLj+PTtwAri9MaPH5/vQLJCDmjw4MEEIBoS7K+//uIXX3zBBQsWaFyu\nuTl06BAbNmwomldYWBgBUKFQMCAgQFD36NEjDh06VG0Hn5sGDRpIDjtPTU1lxYoVZd1N9+vXj//9\n95+kLjtCZVShQgWOGDGi0CJUSBEdHS0aeeP27dscPnw4W7VqxXLlyrFevXoMDAzMemJNSEjgvHnz\n2KBBg6wQZMuXL+f58+f57NmzPG04Pj6e//77LydPnsw5c+bItjM8PFzWROiXL1+qDZh98+bNrKfG\nsmXLcvLkyTxz5ozgk3dycjJDQkK4cuVK1qlTh0FBQaLHnTdvHuvXr88TJ06I6o4ePUoAdHR0FAyD\nplKp2LBhQwLg119/LRqxpnHjxgTAVatWSTqpFi1asHHjxqKarVu30szMjB988IHkTffff/8t6ya0\nf//+/O677yR1rq6usoLUi1FknZ4cx6dv51VQpyfWKQq9vhDKa+nSpVQoFKJPKxMmTCAA9u7dW/TJ\nTK79ZPrEXSknqlQqWaxYMX7++eeiulmzZtHS0pI9e/bMsi93OaSmpvLp06esWbOmZAdw7tw5dunS\nRVSTyYABAySjU+RGbhlpg8J8nfX69WvByCapqakMCgri06dPC82e7AiVw7Nnz+jm5sbJkydz4sSJ\nnDx5smSHvmDBAr7//vts06aN5CTtp0+fEkhfRePChQui2uXLlxNAnpBp2Tly5AiLFSvGuXPn5nhV\nnJs7d+4QANu2bZtjVQmhcpg1axYXLVokat+ZM2cIgNOnTxfVkek3Bm/evJHUZT7dSiEnLynEnJ7R\nDzUSGzJvbINX1CFnhWW5NGzYED179hT9YB8cHAw7OzusW7dO8MO8nHLNXi82NjaYNGmSqN7MzAw1\natTAnDlzRHV2dnZITU3Fp59+KmjfnTt38O2338LJyQkhISFZUeJzk5CQgMOHD+Ozzz6TPB8gfb27\ntLQ0WVo5GPN0D7F14SwsLODo6FiI1sjDwcEBixcvlq0PCgrCggULkJKSgsGDB0vO2zt06BCA9Dmi\nbdq0EdUGBgZi2bJlGDFihNrtJHHz5k3cuXMHtWvXFs1r165dmDp1KhYvXixrGku3bt1gb28vqqlR\nowaKFy+OKVOmSOZnZWUla/BTjRo18P3330vqMldh0BlC3tCQEwzgSUzXqaB3Oerye/bsWdYABCEa\nN25MPz+/fOevjXP47bffJDV79uxhrVq1RAeC3Lp1i0B6cGGx15Y//vgjK1asyNWrV0u+Qj558iRb\ntmzJQYMG5TvOoK7q2YTuUCqV7NChA3v16sUzZ87IGujSp08f7tixQ1b++/fvF92enzX55Hy3zo6c\nzyXJycmynvIMFYg86endgWmS9O2QjNXpSV1ISqWSp0+f1ih/bZyDnIvx/PnzkssZ3b17lwByjGZU\nx/DhwwlA1oASf39/AmD16tXzPdLP5PSMj2fPnuUrDFlaWprk0kjGhpyFqQ0VMacnPnHHhEGTuZii\nXDInKgthZmaGrl27FtCqdKjBazupeWQA0KhRIwwaNCjHb7nLwdzcHP369ZMMM0YSzZo1g6urq6zj\n1qhRA5988km+X5trUhaakN/2UFTRRjk4ODjAyclJtt7c3ByNGzcu8HG1SUHLoUSJEtoxxMAw+m96\nJgwPXXbypUuXlqVZv369pM7Kygrbtm2TFUVDoVCgX79+6Nixoyw7c0NKr6guduzceZkwYUIzjDYi\ni75t0DUFqRd1nas261nX0UYKiwcPHuQrCoePjw/q1atXoMFFmtSNruvThIn8YujhB4tkGDJ926Br\nTE6vaCJUdpo4PldXV1SoUAH29vYYNGhQntfDJPHq1Su8ePEC5cuXR5UqVTQ33Iggifj4eNjY2BSJ\nEdyGiCGEHxRDzOmZvukZMaZvOOkUhXLQZGWG5cuXY9q0adi8eTOCgoKyyiEuLg6TJ0+GtbU1KlSo\ngCZNmuDff//Fw4cP8+Tz+vVrnDhxAvPmzcMnn3yCmzdvStoaExMjqlOpVILbkpKScOnSJSxbtgx9\n+/bF5MmTkZqaKnnMiIgIbN68GcHBwWq3nz9/Hp06dUKtWrXw3nvv4csvv0R8fLxa7fPnz+Hq6oph\nw4ahd+/e6NOnD6KjowWPnZKSglOnTmHLli2SdgLpU2HknBMgz2GIlacYhXVdGN2NhdAIF0NOMIDR\nlbpOmVy9elVwiLzcyenZ8zt58mSB4z7KsTs7cXFxPHv2LJ88eSKab2hoKK9fvy55/KCgoBwT7IXK\n4dq1a1khssS4cuWKrLBH3t7eslZ3FyO/ZSdn/wULFrBu3bp5hphfvXqVH3/8MR0cHDhkyBDWr1+f\n5cqVy4qekZiYyHXr1rFRo0YE0qPhlCpVihUqVOAHH3zAO3fu5Mnvm2++4XvvvceePXvy66+/5scf\nf5xVJkFBQRw3bhwXL17MixcvcseOHVy0aBFHjRrFTz/9lEqlkleuXOHw4cNpY2NDIH0id9myZVm6\ndGlWq1aNnTt3zjpeUlIS161bx/bt2zPj7Q47derE9u3bc9iwYXnKJiQkhEOHDiUANmnShBUqVFCr\nI9PDbDk7OxMALS0tOWXKlDya69evc/DgwSxdujQB0MHBgZs2bRKtn5s3b7JevXqSo6CTk5M5bty4\nPKHecpOUlMQhQ4bwwYMHojqlUsm///6bwcHBWb+puy6Cg4P5119/ybouxMhvO05LS+P169d57tw5\n0XyTkpJ45coVvnz5UtIGsdGyEBm9qXcHpknSt0MqrKRSqThy5Ej+9ttvfP78uWQjyF7hQo2xXbt2\nknHyNM1fqMH/9NNPBMBLly6J5rt7926OHDlS8vjTpk3junXrJHWdO3eWjIxBkq1atZI116lnz568\nePGipE4u2nJ6mW1F6Gbm2rVrWf9PSEjIE3NRpVLR19eX48ePZ0REBOPj4/n06dMcEXnOnDnDL7/8\nknXq1CEAfvrpp/znn3/o5eVFT09P9uzZM8uWypUrs0ePHhw9ejQXL17Mv//+m15eXjlCS8XGxvLP\nP//k7t27SaZ3iq9evcpzYxQTE8P9+/dz9OjRrFatGj08POjv7y/qBG7evJkVM1JdKLLseHp6csOG\nDYKRj4KDg7lu3Tr27NmTffv2FZ2jee7cOXbu3JndunUTDZOnUqn4119/cfbs2ZJO78cff6SNjQ13\n7dolqktOTiYANmzYUDSK04kTJwiAPXr0EI24JIYmN2y+vr60sbFhjRo1RHVKpZKVK1eWdI4kRcPm\nmZyeEaeKFSvSzMxMNB6lugoXSpMnT+bGjRtl55XfY6gjIiKCxYsXF3Xc9+7d48cff8w2bdqINnil\nUklnZ2fJSfaxsbEsX768aLxCMr2zsLW1FQyplck///zD+vXrc8yYMYyPjxfV5gdtOT25+2uDmJiY\nHDcJSqWSDx8+5MGDB7lw4UIuW7ZMJ8dVqVSi4bh0jTZWxsgPz58/p7u7O+Pi4iS1CQkJBMCjR4+K\n6rZs2cISJUrkqz/JTkHaXe/evdm+fXtJ3YwZMzR2yJmYnF4RSOomiubn9Wb2NHz48Hw0H2HycwHM\nnDlTdPJ5WloaS5cuTTMzM4aFhQnq5s6dy0qVKnH27NlZTw65yyEkJITTp0+ns7OzqDOLiYnh8uXL\n2a5dO8nO9MiRIwTANm3aiOo0QVtO711eSiY772I5xMbG8ptvvsnxm7py+Pnnn3nw4EGNjlHQGy1f\nX18OHjxYUmeKvWkCFStW1OpE0atXr4LUfN5YJuryEIonOWvWLNHJ5+bm5ujUqRNiY2NhZ2cnqLO0\ntMTLly+RmJgIc3NztZqUlBQsXboUNjY2uHnzJpo2bapWV7x4cbi6usLS0hKnT59Gnz59BI/bqVMn\nWFlZSU541wRt1AUAdO7cWW3Zm0inKE/9sLS0xKpVqyR1gwcPFoxFm1/yW3ZNmzbF+PHjJXWm2Jum\nJz21H9ml7nLEUokSJTh69Oh85ZmfY2nK2rVr+ccff4hqPDw8aGVlxdDQUEFNSEgIAfDHH3+UPGbZ\nsmXZoUMHWaHFunbtKrgMTGEiVrcm1GMqs4JjTOUG05OecTNv3jyt5hcXF4egoCCt5pkdTVcP+Pjj\njyUj2b///vv4+uuvReecWVlZwcHBAQsWLJA8ZsWKFbFs2TJZT1ozZszQ2l1yQaCWngzfFaTKyphX\nuzCRf0zz9IwAoVebms7Dadq0KSpUqFAAi6TRpFN2dHREuXLlRDXvv/8+pk2bluO33OVgZWWF9evX\ny4qcMn78eLRs2VKWfd26dZOlKwxMnbQw2duD3HZYFG8iisL8VV1getJ7B1m+fDn27t2r8+PoImZk\nqVKlJN/5lytXDs7OzrLyGzduXIFtMlF46NI5yc3bdMNh3JjCkBk4+a0fORcuSVy5cgWtW7fW1Kx8\nHS/3sU1oj3c5GLW+ns7epTLOjqGHHsuOKfamEZOf+tHHnaomHY8xtjlDRk5n9PbtW8kn5KioKMlv\nqgCgVCphZmZmEK8E9WGDVPvN3G4I5aNNDD3IdHZMsTeNFKnGpcm3C7nHffv2rdbyy42QrampqUhK\nSpLcPyEhAWlpaVl/C327iImJkXWBRkdHS+ru3LmDqKgoybwAIDQ0VJZOW4jZfuPGDYwaNQpdu3aF\nh4cHVq1alSN+ZUxMDP744w+0bdsWX3/9NXbs2IH169dj4cKFCAsLy5HX27dvsWbNGjg7O8PX1xd7\n9+7F8uXLkZCQIGpfeHg43N3dddJZGloHnJCQgBEjRiAkJERSe/v2bVnXWWRkJJKTkyV1aWlpOa4N\ndddFfHw8AgMDNY7nmbu809LScPLkSVn7xsbGyrphSE5OllWvSUlJsvqL3JicnoGi74vZwcFB8sLQ\n9p3s4cOHZX1jW7lyJVasWCGpGzFiBE6cOCGp69atG27duiV5zCpVqmD58uWidRMYGIj58+cXev2R\nxNmzZ7P+fvnyJYYNG4YmTZpgy5YtuHfvHk6dOoWYmJgszY0bN+Di4oKJEyfi8uXLCA4OxuXLl/Hi\nxQtYWVll1W9UVBSmTJmCqlWrYuLEiTh9+jSmT5+OEydO5Amu7Ofnh/PnzyMoKAhLly5FmzZthGFv\ngAAAIABJREFU0LRpU1y6dAmJiYk6O3dDIDg4GK1bt8b27duxY8cOUS1JuLi4YP78+ZL5DhgwAG3a\ntBEMoA2k11GrVq1Qp04d7NmzR1D34MEDNGjQAN99912+HV/uciaJHTt2wMfHR7IOQkND0a1bN9y5\nc0f0uCTRoEEDXL9+XdIWFxcX3Lt3T/4JZN/Z2BIMYO6crpMmaCvf//u//2OZMmUEg/XKPVZ+7XB3\nd+fYsWMl7Rs6dCj/+ecfUU1SUhLLlSsnGsLpzZs3DAgIYM2aNSXn6X388ce0sLDg+fPnRXXaiCah\nTaKjo3n+/HmuXbtWMA5lcnIyvb296e7uLlgOMTEx9PLy4h9//MFJkyblCQicnJzMn376iebm5ixX\nrhzr1atHNzc3ent7i0bi0RaGcF0+ePCAT548kRWm7tKlS1y7dm2OeKRCtG/fnitXrpTUde/enQBE\n55Lu3buX1tbWvHz5smR+2uT777+nhYUFu3fvLnmtubm5yWozz58/5+3bt9Vuy6gr9f5DaIMhJ307\nJH1fXGJoI8+9e/cSAPv375/vYxTk/DZv3sxJkyaJ2qZSqdi6dWvRQL1Pnjyhm5sbP/30U9ELLDAw\nkKVKlWKzZs1EI7aTZP369SUnzr+rBAcHs2vXrqxYsSLt7OzYrl07WfEitYkhX5PqyM+NwNSpUyVj\nw5LkX3/9RXt7e9E2v2zZMu7fv1/2sbXFli1bCEBylQqSWmk7JqdnhEkOmiwtJIeUlBRWrlyZCxcu\nlJ1/Qc/v6dOnnDNnDn/88Uc+e/ZM0LYZM2awdOnSXLNmTdbFnbsc7t27RwAsWbIkr169KphXQEAA\ngfRlaKSCCc+ZM0d0uyHwLsaczMQQrkddIdcJxMbG5lilRF17ELu2dImfnx9LliypNoawLhBzeqZ5\nekWQ9DrXHEtLS4wcORIfffSRliySRqFQ4OeffwYAfPfdd4K6pKQkvHnzBrGxsYLfFDN/HzlyJJo3\nby6YV2pqKooVKwZ3d3dYWVkJ6kjip59+knMaJkxoHRsbG1m6EiVKSEZvcnBw0IJF+ad+/foYNWqU\nVmMIa4ppyoKBou96efbsGaysrFCpUqU827QxgEXd+X3wwQewtLREQECA4H6bNm2Cq6srnj59Cltb\nW7Wa4OBg9OjRA7du3ULx4sUF8/Lx8cGlS5cwZcqU/J+AFoiIiMCCBQvQtGlTdO3aFVWrVtWLHUUF\nXU4R0Pf1WBSIiYlBmTJlCuVYYlMWTE96JtSijw64W7duap1sdhwdHTF69GhBhwcAZmZm2LJli6jD\nA9JDmok9CeqaihUrYuDAgejevTuSk5PRs2dPeHh4GMTdsDFCmmKSGjKF5fCkME1ZMGKKWmy9rl27\nYsCAAaKaevXqYeLEiTl+y10ONWvWROfOnSWPV65cOdHljgqD9u3bY+fOnbCyssKNGzfg7u4OpVKp\nUV5FrT1ogumJ7H+Y2oN6TE7PAHlXL9yePXvC0dFRVGNnZ4dq1aqJaoztbr9///7Yu3cvLl26hOPH\nj6N169aS85RM6Jbcgx9MFB1M3/QMEEOvE1190zORXi6HDh3CpEmT0KdPHyxYsAClS5fWt1mFgrZe\nT2pjcWQTxo0pDJkRkf2CM118hYOccv7nn39EI4r4+/tjzZo1GD58OJYuXaqxLQqFAn379sWtW7dg\nbW2Nhg0b4siRIxrnB6SPeM181fXy5UvExsaq1SUmJmaFUAsPD1cb+opkVjg2knj06JFohI1z585h\nz549ePjwoaSdSqUSM2bMkAxrpkvE2oK3t7esV8++vr6ydHFxcQW2SROMoV+Ra6NG4dSE5jIYcoIB\nzKPTRcrNihUr2LlzZ65Zs0bt5NT8zsuKiopi9+7d87WPOnRxriR58OBBLlu2TPL4K1as4J49e7L+\nFiqHb7/9lj4+PqJ5JSUlsVWrVnkijGTn6tWrtLS0ZLNmzQQnFb99+5YbN25k/fr16erqKnkOcrl1\n65ZkFJhMcpeDSqXi4cOHWatWLTo6OtLJyYlVq1blhQsX8ux74cIF1q1bl4MGDWLTpk3p4ODAW7du\n5dAEBQWxe/fu/OabbzhixAhWr16dTk5ODAsLy5NfaGgoXVxcCIDvvfceGzVqxMTERMlzuHnzpqxV\n7MXQZpvMJCwsjKVLl+aXX34pat+jR49YqlQpTp8+XdLO/v3784cffpCcqP7vv//y8OHDkvkFBQVx\n7ty5WX8LXRfjx4/ngQMHJPPz9/fnq1evJHVr166VVbceHh6yItCsW7eOly5dEtUolUoOHz6cR44c\nUbsdIvP09O7ANEn6dk6F5fSWL19OABwzZozais2v0/v99985atSofO2jDl05vfnz53Pp0qWSx2/X\nrl0OZ6auHF68eMHKlSuLXoyXL1/m/PnzOWLECEFNTEwMa9WqRQBs27Ytnzx5ImqbSqViVFSU5Dno\nguzl8PLlS7q4uNDMzIxA+kR9f3//PB32mzdvOG7cuKx6adq0aR5dfHw83dzcaGlpSQB0dHTkjh07\nGBoaqtaOhw8fctiwYezevTvbtGnD3r17F9qkZFI3Tm/69OkEwI8//liwDahUKnbp0oUtWrSgu7u7\naAcfExPDSpUq8fTp05LnExQUJCuCi1Kp5O7du7P+FuofRo4cyZiYGMn85DgokqI3jNmRO8k+Pj6e\nvr6+krqTJ09y7dq1areJOT3TNz0DIndd7N27F4MHD0ZwcLDk4A05dOnSBbNnz0aXLl0KnJcuvpsM\nGzYMffv2Rf/+/QX3i4uLQ82aNREeHg5zc3O1muTkZKxYsQJv3rzBsmXLBPNq2rQp7ty5g3379qFX\nr15qbZw+fTosLCwwdOhQfPDBBzLOzLAgiaSkJMTGxsLGxibPROeHDx8iNDQUKpUKKpUKJNGxY0dY\nWPxvNlNISAgePnyIhIQEJCQkICUlBYMGDRKd0K9PNG2bQn1hdHQ02rdvj59//hn9+vUTzD8kJAQR\nERFo2bKl5LFu3LiBkiVLonbt2hrZKgRlfBd9/fq16JQfY+LVq1coV65cnt/Fvunp/alNkwQDeCrT\nRcqNj4+P4FNeflAqlXzx4gWrVKki++5NDto8V5KSMTWTk5N57NgxOjs7i9o1duxY2tvb88KFC4Kv\noiIiIgiAFStWFAxVplQqtVpeJgoHbbZJknz8+HGhxxI1UTAg8qRnGshiwNSsWRNubm6C2+XOw7l8\n+TKGDBmCbt26CQ5i0ARq+S3Bw4cPRe98jx07BldXV9jY2ORYsy53Ofj5+SE0NBQXLlwQvOs9ffo0\n6tSpgytXrghOUDczMxN8mjREMstBoVAY3bQNbZHf82bOm2m1VK9eXXYoMEPCNE9PPaaILAaCuouu\nQoUKWsk7Pj4enp6esLe313jisxCU8TpF3T65OXr0KMzMzHKszZabYsWK4e7du7CxsYGdnZ2gLiws\nDF988QVmzpwpqImLi8Ply5dlrRRuTBiLs3v48CEqV64sGTUnP2ijHZp4BxB6BDTkBAN4FanNpGv2\n7dtHhUJBT09PnR2joOf64Ycf0szMTHBlB5L09PSkmZmZ6EdulUrFZs2aSQ6cKOgIQbkU1nEyKcx2\nVRDCw8NZt25dLl68WCtrEBraNWdCv8D0etNwYSHcbSYkJGD69OmyQnNpipzzENM4OTnB2toaY8aM\nEdRYW1tj3LhxaNq0qaAmKSlJVvzKwnoiSktLw5QpUzBv3jz4+vpqNq9IhMxXmcb2SrNSpUqYMGEC\nZs6cierVq+Po0aOFduzCuOa0jTHVraFjcnp6pKAXn9x39k5OTlnL9ugSoTsr/u8JXRBHR0d8++23\nakdiZeLg4ICFCxfm+T17Obz33nuoVauWxuegbSwtLTFz5kzs2LEDzZs3R8OGDfHkyRN9m6Vzbt68\niYiICFHN2LFj0ahRI5BEZGRkgY6XvZ2dPXtW43ZoyOTX8Zm+6anH9E3vHaBZs2b6NkGS+vXrSw71\nNrSld0jC09MTCQkJWU9adnZ2eZ5Ey5UrhyNHjqB169aIiorCjh07MG3aNFhaWmrFBkN8CihTpgya\nNWuGEiVKoGPHjvjss8/w6aef5tBYWFjg999/R7ly5eDs7IyIiAhMmzbNIM/HUMgYiq9vM4wbqbtz\nQ0wwgO9w2kjaQmrVb2PAUM9BqVTy0KFDPHTokNrvcw8ePGD79u2z6nTSpEmCk7ZPnTrFsLAwuri4\nsEmTJvT399eanXLaV1paGgMCAhgZGSmaV1JSEvfv3y95zOvXr3PFihWC2+/evcty5coRAOfNmyc6\nwToqKoqtWrXipEmTZE3E1gdCU1tyc+PGDVm6/Hzv1VXfUVSByDc9vTswTZK+nVVhOr01a9aoDfOU\nnTFjxtDV1VXyIoqNjeWsWbNENSqViv7+/ly0aJEs+7TJ5cuXZYVbcnd3l9UBLVy4kI8ePRLcfvfu\nXd6/f5/9+/fPE7klKSmJW7ZsoZOTE4H0+XxdunRRm49SqeTatWtZtWpVjh07lhMmTJC07eDBg1ov\nY7H29ebNG06ZMoUlS5akn5+fYB4vXrxg69ataWNjI+iUHz9+zCFDhhAArays+OLFC8H8fHx8+M03\n33Dw4MGMjo4WtT8uLo6TJk0q1OgtZLqTmjx5sqhm48aNtLOz4/z580V1np6eLFu2LLdu3Sp53Llz\n53L//v2S163cviQgIIC///675HH37dsnWRckee7cOaakpEjq1q9fz6CgIEldYGAgt2zZopWbmtjY\nWK5bt06wvzA5PQNNUuzatYvVqlXjkSNH1F4YZ8+epUqlYtmyZWlmZsbt27eL5rdhwwZ+8803ksct\nW7Ysy5cvT3d3d0mtNpk+fTrXrFkjqklOTmbVqlX58OHDrN/UhVu6ePEi69atKxiGzM/Pjw4ODrS3\nt+euXbvybPf19eXKlSs5atQodujQgUOGDJG8WB8/fiy4LTw8nH/99Rdfv34tmkdBkNO+4uLiGB8f\nr3abt7c3a9SoQQcHBzZv3lxtjM6YmBguXbqUEyZM4Jdffsk+ffowPDxc1K7CfoqXG57P39+f/v7+\ndHBw4KlTpwR1Bw4cyArnNmbMGMF2cOPGDZYqVYq2tracP3++qDN7+/Ytq1WrprbtZacg/YlQOYjd\npGRHqJ0YAqmpqezUqRNnzpypdrvJ6RlgksPEiRMJgMOGDVO7/ezZswwKCiIA/vrrr6J53blzh05O\nTrJeqdnb27NChQqy4vNpk27dutHLy0tU4+7uzv79++f4LfvFnZaWxpSUFDZo0ID//fef2jzi4uJY\nt25dAmD79u21MmReDnPmzKGFhQU/+eQTbtmyhUlJSVrNX5M2lp03b94Y7KvF/CDH6SUkJLBatWq0\nt7cXjX/p7+/Pfv36ccWKFbxx44Zg+SiVSv7999/08/OTVYa3b9/m8+fPJXW6cHpFhbCwMMEnb5PT\nM7Akly1bthCA6Ouo7du3c9OmTaL5qFQq2traslKlSjx37pzkcevXry/rNYk2UalULF++vOjdpUql\nYpMmTUQjsHt4ePCLL76gi4uLoGb06NHs0qULd+zYUah3s0qlkr179yYAfvLJJ7JeHeWHgjq9d4lf\nfvmFQPpra29vb0FdYc+zzI4u+5aiglB4OJPTM6CUH7y9vdmhQwdRTUREhGQ+kZGRBMDq1avLiog+\nfvz4Qo85GRwczIYNGwpuf/jwId3c3NiiRQvRjmjkyJEEQGdnZ7WvNhMSEnK8GtUG+anb6Ohofv31\n1xwyZAibNm3Ku3fvat2Od7UDlEtUVBQrV65MNzc3nb5uLgiG0P8YMyanZ0ApP7x9+1Z03Su5ry+u\nX7/OEiVKMCAgQJa+sF9rRkZG8u+//xZd4ufkyZMEwNq1a/PBgwc5tmWWg0qlYvXq1dmwYUM+e/ZM\nlyZnoUndZq6N6OHhQXt7e65bt04rrxXPnj37TnZwuZG6Lnx9fQVH2BoChtQHGStiTs80Od2AKVmy\nJJydnQucT2hoKHbt2oWGDRvK0pcuXbrAx8wPt2/fxpgxY3Djxg0EBgaq1YSEhAAApk+fjvfff1+t\n5uHDh6hVqxYuXrwIBwcHndlbUDKX7Rk4cCB8fHxw5MgRfPrppzmCaGtK+vVuQoymTZuiSpUq+jZD\nLYUxR/FdnwdpWk+vkNFHeSckJGg1sK+2CQwMRL169dC5c2ecOXNG7UXp5uYGkvjll18E8wkJCUGV\nKlVQrFgxrdmWnw5C07oliQ0bNuCXX37BqlWrMHDgQI3yySTTZmO8tt9l9OmMilpbEVtPz+T0Chlj\nLG9dEx0dDVtbW/j4+KBFixZqNfv27UO/fv1gZlZ4LyekOiFt12VQUBCGDBkCPz8/neRvwnAxhKev\notTexJye6fVmIaLtRlVUYuuVKVMGX331laDDA4DPP/9c0OHpohz00Qk5OTllOTwA8PT0zNf+RaU9\nFBRjKwdDcHiA4diha0xOr5AoSndRALS6WoBCocCqVau0ll9BkXPxC9Wnn59fDsdVkOOOGTMGU6ZM\nQVJSkkb5qePNmzdaa4vR0dHYvXt3jvxUKhV+//139O3bF61bt0bNmjWxadOmHPslJibi8OHDGpeT\nCd0TGRmJ7du3y9KmpKTg1atXWj2+tlcjyYHQCBdDTjCAUZj5SbkJDw/nrl27JCNV+Pn58dy5c5Jz\nyd6+fcvjx49LTjNQKpU8evSoqIYkQ0JCBCd2k+kjo8aOHcs1a9bw4sWLkvkFBATwzp07kro7d+7k\nGZmpjvPnz0tOvVCpVNy2bRsTEhIk8ytofaalpfHAgQNZMTinTJmilWPFxsZy9OjRdHNzkzwHKVQq\nFXfv3s2aNWvKHsWrjtTUVB47dowDBgyglZUVK1SowFevXuXQKJVK7ty5k7Vq1aJCoWDVqlVZo0aN\nrMACxYsXJwB26dKFvXr14ieffMJu3bqxU6dOdHZ2zsrn2rVr3LRpE5VKJR8/fsyTJ09y3bp1nDBh\nAn/44QdRO2NiYrht2zYuX75c7fYXL15w9uzZvHfvHlesWCE41zUsLIz3799nVFQU161bx927d6vV\n6buP0UV/5eLiImsC/cWLF3n//n1J3f3797lgwQLJa9LPz48jR46UHNHs5eUlGO4t4zxMUxYMweGR\n5OnTpwmA+/btE63UadOmEQB79eol6tDatGlDW1tbyXiUp06dYseOHUU1T548Ye3atfn333+r3X7+\n/Pmscxs8eLCkk0pISGC9evV4/PhxUR1JfvbZZ/Tw8BDVvHz5kvb29qKx/lQqFSdPnsy2bdtKTr/Q\ntA6z4+vry3nz5nHAgAGsV68eJ06cqPGx1B27oHMmVSoVd+7cyYEDB7Jv376ik7GlUCqVvHXrFn/7\n7TcOHTqULVu2FIyVmZyczA0bNjA6OpqRkZGMiYnhP//8w2+//Zb29vb85ZdfeP78eXp5edHHx4e+\nvr4MCAjg6dOn2bVrVwJgmTJlWLp0adarV4/9+vXj9OnTuXXrVvr4+OQ4zt69exkfH08PDw/269eP\nFSpU4LBhw/JEW8m8GSpTpgzNzMzo5OREV1dXXrt2LY/9p0+fZqVKldisWTNWqlSJY8eOFYxopO9+\nRhf9lrYn5icmJkoGZFCpVJw9ezYBcPXq1YK6pKQkfvLJJ7S1tVXrRE1Oz8Cc3saNGzlt2jTBCs1k\n+fLlBMBjx46p3Z45H8nGxoaWlpZqL9xM/vjjD3br1o07duxQu/358+fcsGED69SpIxjDc8eOHaxe\nvXrWuUk5bTI9lNrYsWMldQ8fPmS1atUkLwoXF5c8gZozyyE5OZlpaWkcNWoUu3fvLhitIRNtODx1\nqHNS2m5D6tBX2ClNOkeVSqX2hiQkJISrVq3iuHHj2L17d7Zr1040APX9+/fZrFkz2traskKFChww\nYADnz5+vNjBBamoqlyxZwvbt22cldTE309LSOHfuXGYMmGOtWrVEAzTru48pzL6rsAgMDOTMmTNF\ng+0nJSXxp59+UttfmZyegTUab29vWZORt2/fzs6dOwt2KmfPnmVqaioB6dibo0aNIgD27t07a3J0\ndkaPHk0AHD9+vFrbVCpVVkci98I4ffo0HR0dJZ0PSU6ZMoULFy4U1Rw9epQffvhhHseY2dmPGDGC\nLi4u7Nu3r6y4loV10RdW51PUYy1mJ/OJzcbGhgBoYWGRtRxSQcvhyZMn/O+//3jt2jU+ePCAkZGR\ngk/b+u5j9NWHGRLqbp4ybC98pwegGAAfAP4AbgGYm/H7MgCBAG4A2AegVLZ93AA8yNj+sUC+em8M\nhdFYTpw4Ifr0RpKvXr1i3759Je+2+/bty4oVK6p9R//gwQOam5vTzs6Of/zxh1qnmB055/r69WvW\nqFFD1qu02NhYVqpUSTCkWnJyMk+fPs0aNWoIvsLNfGVcpkwZWeuZFdbFbkjtqSiRmprK0NBQRkdH\n6zyG6buejJEMu/XzpAegeMa/5gC8AbQA0A2AWcbvvwBYkvH/ekh3kBYAagAIRsZcwlx56r0hFEYj\nkbMkS0xMjKz4gZ06dRIMNj1q1CjOmzdP9jpmcs7VxcWFc+fOlczrwoULdHV15fDhwwU1Z86coYWF\nBTt16qR2AEtqaiobNGjAypUrc+3atYLLCamzX5d1aKjtyoQw+u47DDUZGxk268fpZR0IKA7AF0Dz\nXL/3BeCe8f8ZAKZn23YCQEs1eem9ERhC48jPaxyh74JpaWmyglBnR+xcfXx8uHPnTjZv3lzWHfja\ntWsJgG3bthX8bjJlyhQC4JAhQ9S+tlywYAF//fVXrY7ULCj6aF/v0utNMTQtB333HYaejIkMe9X6\novQggDpEoVCYAfADUBvABpLXckm+AbAr4//2AK5k2xaa8ZtRkF7WhknPnj3V/m5ubo6KFStq7TjT\np0+Ht7c39u3bB0tLS0n9s2fPYGZmhlmzZqFMmTJqNSdOnMD8+fPx008/qZ1D17ZtW3Tu3FnyWIU1\n+VaXx8mINKGz/N9V3pWJ2Sage6dHUgWgiUKhKAXgoEKhqEfyLgAoFIpZAFJJ7hLNxAg4e/Zs1v8z\nI0J06tSpSP4tdL4ffPABLly4AGtra/j7+2c5WrH8nj59irFjx+K9997Lk1+nTp0QHh6Ofv36oUOH\nDlkdU+78FAoFzp07J2l/fpCTX/bjFyZSx8usG0NpL/pon1L1J+cmyUROMm+49F2/6v6+ceMGYmJi\nAACPHz8WP4/CvGtUKBQ/AYgnuUqhUAwHMApAF5LJGdtnIP2xdGnG3/8iffCLT658DO5W13T3Dfz+\n++9Ys2YNDhw4AEdHR1n7bN++HcOGDdP7nXbu48utT33brQ5TWxTHEOssP2hav9o4b2NpW3qLvalQ\nKMorFIrSGf9/D0B3AEEKheITAK4APst0eBkcBjBIoVBYKRSKmgDeB3BVlzYaM4YWY5AkfHx8ZDs8\nAFpxeNooB2O5mOWgjc5NqVTK0mXeXQtBErdv3y6wPflBrD28Sw4vdzkUpTZeEHQde7MygLMKheIG\n0qcunCR5HMA6ACUA/KdQKK4rFIqNAJDx2nMPgLsAjgMYRyOrqYSEBFk6ObHqkpKSkJiYKKuxxsXF\nyTquXJ0ckpOTc+Q3ZswYlCxZMo/uzZs3gvEjs3dCr169QlpamuRxIyMjdRKbL79NzZA70Ny2hYaG\nYuLEiejUqRO8vb1F971+/To+//xzvHnzRlCTlJSE2bNn47PPPkNKSkqe7c+fP8eSJUvwwQcfYPDg\nwViyZEme8o2IiMDLly8BpMdvvHr1Knbs2CH3FHOgUCiyUufOnXP8nT0ZM9roCnXRnXp5eSEiIkJS\nl5iYiGfPnknqXr9+jcOHD0vqoqKicObMGVk25kBohIshJxjASKbcKZO///5bcsi8Uqmkubk5jxw5\nIqrbvXs3S5cuzalTp4rqVq9eTVtbW8mYim/fvmXFihW1Fl7o999/58iRIyV1Y8aMEYyBmB1nZ2fB\niDGZKJVKtmjRgmfOnJFtZ37JXp9SOkNOuQkNDeXMmTMF4ykqlUouW7aMlpaWBMALFy6o1Xl6erJO\nnToEQCsrqzz5PXr0iGPGjGH9+vUJgNWqVeOSJUuyJngnJCRw0aJFLFmyJEeMGMHWrVvT1taWHTt2\n5KxZs/LdPvVdzvqqz4KgTTv8/f1lTZsKCAjgjBkzRKdiqVQqjhkzhpaWlrx9+7agLj4+nm3btmXZ\nsmXVBr/IsFO/Uxa0mfTd+AraIJOSkti6dWvJSeB+fn4EwEOHDonqevToQQCcN2+eoCYqKoqTJ09m\n586dGRoami971aFUKunk5CQYizCTW7dusXr16pJBs0+fPs0PP/xQMs7kX3/9xW7dumk9LmB25Nan\nvtuctjvJ2NhY3r9/n8+ePWNUVJTa6SEqlYr379/n7du36e/vz6tXrzIyMlIwz9evX/Pff//Nauv7\n9++ng4NDlo2DBg3i9evXJa8FIfRdxoZal7osN10TFxfHDRs2cNiwYaKRq65evcpGjRpx/fr1ebZl\n2GlyeobSKBMTE2WtJhAbG8sPPvhAsOIz5yMNGTKEdnZ2opPLU1JSsmyVszKCFEeOHGGXLl1ENSqV\nSjTeZyapqals2LAhPT09RXWxsbGsVq0ab926leN3bc9Pk1uf+m5z+u6cNCUxMZHPnz/njRs36Ovr\nq3E++i5fQ69HsevCGNpWWlqa5FzflJQUtTGAM2xU6z90PmXBRF6sra3x/vvvS+pKlCiBX3/9VXK1\n8PLly2P+/PkoUaKEoMbS0hLly5dHq1at0K5du3zbnJtVq1ZhypQpoppjx44hNjYWLi4ughqS2Lp1\nK2rXri05jHzp0qXo06cPGjRooJHNckm/ZsQx9u9D+sTa2hr29vawt9d8Cu67Uv5y2qI+KIz5oubm\n5jA3NxfVWFpaon///vnLWMgbGnKCAdx95U765MCBA7JeD3344YcFWkstk+vXr9PJyUn01cOff/5J\nR0dHXr58WTQvNzc32tvbMzg4WFCTnJzMx48fs0qVKoyKitLYbm2i7/Zm6G1Sl+i7XIu3bnp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HkTKSkporpXr15lLRFliKxevRpv3rzRtxkm8sGtW7dw9epV3R1AaIQL/zdS0lfOb4WZYACjjgqS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\n1AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "\n", "arrow_step = 3\n", "y_slice_a = y_slice[::arrow_step]\n", "x_slice_a = x_slice[::arrow_step]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "ax.quiver(x_slice_a[:], y_slice_a[:], u_tzyx[::3,::3], v_tzyx[::3,::3])\n", "viz_tools.plot_land_mask(ax, '/data/dlatorne/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc', xslice=x_slice, yslice=y_slice)\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", "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": [ "Notice that changing the number of vector arrows plotted also\n", "changed the size of the arrows thanks to `quiver()`'s auto-scaling algorithm.\n", "\n", "Also,\n", "passing the x and y slices that define the section of the domain that we're working in\n", "to `viz_tools.plot_land_mask()` results in a significantly faster rendering of the plot.\n", "That is because calling `viz_tools.plot_land_mask()` without the slice arguments means\n", "that the land mask polygons for the entire domain are calculated and then those outside the\n", "plot limits are simply discarded.\n", "Similarly,\n", "if you are calling `viz_tools.plot_land_mask()` or `viz_tools.plot_coastline()` several times\n", "in a notebook,\n", "it is worth loading the bathymetry into a netCDF4 dataset once and passing the dataset object\n", "instead of its path and file name." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bathy = nc.Dataset('/data/dlatorne/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now,\n", "let's add some colour,\n", "move the arrows to that they are centred on the T-grid locations,\n", "and add a scale key for the arrow lengths:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kQFgVLhdRt25EN9xgnt7QoayBaVbOMTH8HN2/f8Hg2lCVyebNfM5u3dR2iYlE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\nTRuipUvVNi4XUYMGRIcOyW2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7SZPkNklJROXKEV1+OdHChXK7NWtYjumJJ4iSk+V2DgfR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gAAAg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\naydy5ZXWJpCVK+kZ7d6dzkcrVq8WueIKbr9vv7WO+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "arrow_step = 3\n", "y_slice_a = y_slice[::arrow_step]\n", "x_slice_a = x_slice[::arrow_step]\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice_a, x_slice_a], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice_a, x_slice_a], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "quiver = ax.quiver(x_slice_a[1:], y_slice_a[1:], u_tzyx, v_tzyx, color='blue', pivot='mid')\n", "viz_tools.plot_land_mask(ax, bathy, xslice=x_slice, yslice=y_slice)\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", "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", "ax.quiverkey(quiver, 252, 302, 1, '1 m/s', coordinates='data', color='white', labelcolor='white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`quiver()` has a number of optional arguments that allow you to\n", "tune the appearance of your plots\n", "(see the [docs](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.quiver) for details).\n", "Here we use the velocity magnitudes to apply a colour map to the arrows,\n", "and adjust the width of the arrow shafts:" ] }, { "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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PbkVLd2E2PokmUlAhJluYRBuqkXBymrmRcFLp9cZ3eskSaoVQS2K79iZb/sqB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bAAAg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Qvq5Azeh2ZM+3DYHhaKiO7AUggna3puynI6gqtNSgLXUwGB2r/zibOdNYx+Df3zch4QFocwPD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\nXnuLFS1cROT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "arrow_step = 3\n", "y_slice_a = y_slice[::arrow_step]\n", "x_slice_a = x_slice[::arrow_step]\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice_a, x_slice_a], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice_a, x_slice_a], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "speeds = np.sqrt(np.square(u_tzyx) + np.square(v_tzyx))\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "quiver = ax.quiver(\n", " x_slice_a[1:], y_slice_a[1:], u_tzyx, v_tzyx, speeds,\n", " pivot='mid', cmap='Reds', width=0.005)\n", "viz_tools.plot_land_mask(ax, bathy, xslice=x_slice, yslice=y_slice)\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", "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", "ax.quiverkey(quiver, 252, 302, 1, '1 m/s', coordinates='data', color='white', labelcolor='white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the use of `np.square()` in the calculation of the velocity magnitudes:\n", "\n", "```python\n", "speeds = np.sqrt(np.square(u_tzyx) + np.square(v_tzyx))\n", "```\n", "\n", "in contrast to using the Python exponentiation operator:\n", "\n", "```python\n", "speeds = np.sqrt(u_tzyx**2 + v_tzyx**2)\n", "```\n", "\n", "The `u_tzyx` and `v_tzyx` arrays are NumPy masked arrays that contain `NaN`\n", "as mask values.\n", "While raising `NaN` to the power 2 doesn't seem to cause problems,\n", "calculating the square root of `NaN` results in a warning like:\n", "\n", "```\n", "-c:3: RuntimeWarning: invalid value encountered in sqrt\n", "```\n", "\n", "the first time the cell is executed.\n", "The warning appears only the first time the cell is run because,\n", "by default,\n", "Python only shows runtime errors once per interpreter session.\n", "\n", "Using `np.square()` and `np.sqrt()` ensures that the `NaN` values\n", "are handled properly through the entire calculation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Velocity Streamline Plots\n", "\n", "Streamline plots are plots of velocities\n", "(or other vector quantities)\n", "as line segments on a spatial grid.\n", "\n", "As for quiver plots,\n", "we want to avoid doing calculations on values that aren't going to be displayed,\n", "so we calculate the slices of the u and v arrays that we want to\n", "visualize and mask the zero values to apply an approximate land mask.\n", "\n", "We also need to un-stagger the velocity slices,\n", "and,\n", "as was the case for `quiver()`,\n", "the x and y slice arrays that we pass to `streamplot()`\n", "have their first element dropped so that they match the shape\n", "of the un-staggered velocity component arrays." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tSi/HaNSuDbRtC3z9tf3z9uwJjBxJe7NbtG3LOoHPPefeOd0gYUMWEqXfXhF4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8xUiUGD2OndrErxwYiwVFOdOuaPrX0uEuspeJiEnHxjbytffx29sHs0rApgCSe8Sm6mD+ikDRru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\nm7sREjZ6U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YiwL+HOnWzL9PffrCP4999MFahalQKweXNqhr//ztd37OD+NWvy8eHDwKFD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\nqjOOfx7Ka5GCFlELdOW1vPiC4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "\n", "ax.streamplot(x_slice[1:], y_slice[1:], u_tzyx, v_tzyx)\n", "viz_tools.plot_land_mask(ax, bathy, xslice=x_slice, yslice=y_slice)\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", "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": [ "The default operation of `streamplot()` is to divide the plot domain into a 25x25 grid. \n", "Each cell in that grid can have,\n", "at most,\n", "one traversing streamline.\n", "`streamplot()` takes a `density` argument with a default value of 1\n", "which linearly scales that grid and thereby controls\n", "the closeness of the streamlines.\n", "For different densities in each direction,\n", "use a `(density_x, density_y)` tuple value for `density`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zur7+Wv98JUpwzPQSeJmhacy4+/XXQEZG4PbERGb5HTyY+RdCpVo1fj8895y9\n/d94gxn+rTLgf/01Zfu779IronjxIDplpKm6eUEemcVSuJ9I3ouxfv/GQh/1OH1apGpV6xlXN3Du\nHGeZv/nG6Z4Ex5o1IuXKcawjAUxmYdWiZHOsMnMmrUUALUuFC4vs3Ol0rwIZPZr9A1izMD7eOO7s\niSdE3nrLus2ZM0WaN7ffB6dlsZvv35z0cdcuWiQ7dKAl1Ixz52iVvOmm7PjNzEzK17g43h+AyJ13\nWp93+nSR6tX140APH+ZzcfKkeRtNmojMmaO/rX17kUmT9Lft3Sty6628dm8WLGCfvK3A3uzbxzqs\nelZSK5o3p1XXiLFjmfPCTi1eIzIyRAoVso7JXrGCdVKtfm8RekPEx9ND4qmnAsfGTDYrC6kXHKu8\nzbx5QM2awHvv5Z46hwp34fb4noIFObvXp4+9jIBO4pltfuIJZr+LFV56iZkICxZ0uieKWEDJZrJx\nIy2kSUlcBgwAypVzuleBTJnCmL6kJNZ6/Pdf/bizvXtZx7JzZ+s2Z80C7ror/H1VZGNHNl98MbO0\nJiXRSmhWBzQxkZbSatUYu3j0KC2A48axzElSEv/+9lvGlJrRvj2P0cteW7Ik0LgxY4zN6NSJsc16\nPPooY0X1YlXLlQPq16dF0ZsWLXhtEybot1m2LPvtf5wdXn01u/6oHo8/zvEL1gLrTUICUKsWsH69\n8T6nT7Pma8+etHxbkZ7OZ1+EWZWDKuNmpKm6eUEun72ySyTiVKZNE0lK4qxJwYIivXtbzzo5jdOx\ncpG4H3PDfexUX8N1P3TqJPL002FpKuK0aRMYY+P0c2HEunXM8mdntjVUYDILqxYlmyON3WcvLS3Q\n6mJGvXq0PNSuTWtPzZoiK1dmbz982NhaEy327hUB2NepU1NM9x0yhN8YVpw7J1KiRPDZRZ2Wx269\nj8PR18xMZmotU0bk22+t9x0wQOTGG1PkwIHs9QcOMH4TEHnoIfM4YxGR48dFKlQQ+e23wG2TJom0\na2d+/O7dvI/0srpnZoo0aCDy3XfG5y5bVmT1at/1a9ZwDIysjHrH2X0/3H23ceysCC2vFSsyH0Oo\n9OxpnNXXs/3+++23d/fd/D0TEjjWCxf6bjeTzcpCqvChRAnWLDp9mr72U6ZwVkthDJ8xRbC43VI6\ndiyzAv71l9M9sWbMGM7u7tvndE+seeklWnTtzLYqFLmZmTMZY2eWIdTD0qXAhg2s/TdwIDBkCDB9\nOnDlldkdKnoPAAAgAElEQVT7dOoELF4cuf5acf48+zBsGLBqlXk2zrNnaVnq18+63dWrGTNbsWL2\nuqNHresbKtkcGnZks6Zx/GfPpjfRoEHGdbE1jTKqUiXGEx84wPWlSzN776FDwPLl1rU7ixZlfOKA\nAYD/T9u2LbPemnn2VawI1K4NLFig38eBA4HRo43PPWwY9/E+d506wG23GWfULVqU8Z7PPmt+bXq8\n9BItoH/+SSvljh2+2ytVohXy7ruBw4eDbx/IjvXWY8YMvk/eecd+e6tW8d/kZHpGNG8eRGeMNFU3\nL8jls1dO8uabtIwmJYlcemlovu95lUjcl7F8H8din/2ZONE6Q6RbePppkQcecLoX5qxbx1gcvTig\ncAKTWVi1KNnsFi5cYD1ho/qc3rz8Mhczrr5a5Pffw9O3UBg0SKRFC3txbR9+KHLbbfba/eijQCvN\n7t20ltnBabnstvs43H0+cIC/+003mdeozMwUGTpU5MorA/f77z+RatWsa4qeP++xvgdua9VK5Msv\nzY9/6y3WQ9Xj3DmRSpWMn6Fz50Rq1BCZN893/a5dIjffLLJli/5x6em8tkWLzPvmz6lTIlddRWtj\nYqKx9XbgQJ4/IyO49kVouR49OnD9jh20/AbzPsnIEMmfn/eC0TeTmWxWFlKFDzt30mf92ms5K1mp\nktM9ih34rCmCxc2W0gceYH2yH35wuifWDB7MfuplInQLzz3HuJsiRZzuiULhPHFxzNfwwQfAH3+Y\n75uQYJ2R+sgRxtM5waJFzP75xRfMAG6GCD1QBgyw1/batbRseZOZab++oZLNoWFXNpcuTdlz/fXA\n1VcDv/9u1B7jIu+5B7jpJl+PnvLleQ9NmcLFiPh43jvPPBOYMfeee6zjSNu35z562XYTE5lh3z+j\nrvf2118HnnrK16vh4otpCezTh/e2P/nyAS+/zKzyRvVU/TlyBKhShbVfz59nG0eO6O/76qtsd/Bg\ne217U6xYYCbc8+dpkX3iCeoCdvn8c8aM/vhjELVHvYioQqppWpKmab9pmrZK07S1mqY977Wtr6Zp\nG7PWv+a1fpCmaZuytrWMZP9indTU1LC3efo0cNFFTMldtGjYm48IkRiHUFGCLzTCqZSG836Ij6cA\nHTJEX9C4iaJFKfT69WNf3fRcAPxIWb2aQlvhLEo2R5Zgnr2rrgJGjABuvZUurEbvmUKF6NoIsBzE\n4sWB+x4+TPkdbUSYpGzCBKBMmez1RuOwYAE/WO26861bx3HyP2cwYkPJ5tCwK5vj4+lOO3EiS/NM\nnhy4j+d+eP55up7fdBMTW3moXJlhMgMGUKkxIjkZaNCAiqk3rVtT2TRLkFSuHFCvnvEkc48evD+3\nb9ff3qYN++mvND/xBLBrl3EZmHvuAS6/HPjyS3vvB0+5Gc/kztmzxuFzCQnA1KnAtGlcgmHbNt9S\nLiLAY48xFOCpp+y3k57OcjWvvhqaMgpEWCEVkXQAN4lIfQD1ALTSNK2hpmnJAO4AcJWIXAVgNABo\nmlYLwL0AagFoBeBdLQrmE/WiyiZfPgrHhASne6KIZdxs9QyWdu34kp41y+meWNOtG4Xxl1863ZNA\n5sxhzFH+/E73RKFks7to04Yxou+8wwmbdesC9/n3X37QfvEFP4ibN/e1MGVkcELZiYnkRYtoMWrV\nynpfEX64Dh9u/8NVz0IqYl0TURFIpB/bVq04WTJsGCdyMzMZo+gfmzlsGHDffcBnn/mur1WLSl2X\nLpzANOL111kb8+DB7HWlSwM1agC//GLex3vvZeyrHkWKME504kT97ZpGxXvgwOwJIoDW0/feo4VV\nr55pXBwz4z71lL0KFnFxwCuv0EOrRg2O47x5xvuXKsVvlD59gst7kZTkayF9/nnWBh45Mrjn6/33\nGU/buLH9YwIw8uUN9wKgIICVAK4F8BWAZjr7PAvgGa+/5wH4n85+udKv3w3ccovIxo1O9yK2Cef9\nGYv3c6z3X4/vv2e9z5zU/IoWv/wicvHFkc1iGwoDBrCWXDSASZyKWpRsditnzoi8/jqzct55p8iU\nKaybCIhccgmf60KF+HehQr45HvbvF7noImf6ffvtjAm1w5QpjHW9cMHe/gcOiBQrFhiTtnWrSOXK\nQXVTyeYo9v/AAdbJbNtW5LLLWHd03brA/YxiDadPZwbZ7duNzzFgADM1ezNkiMgzz1j3rWRJZsDV\nY/9+bjfLgP344yI9egSuf/BBkX79jI97+GGRxx4z75//mGRkMG62dGnr52baNI57aqr5fh7atxf5\n6iv+f9w4xsh6Z0K2w44djGH96y/rfc1kc8TnlzRNi9M0bRWAfQAWiMgKADUA3Khp2nJN01I0Tbs6\na/eKAHZ5Hb4na11E4NgovOnXj3VIFYpQyOnsq1stq61acRZx6lSne2JN48bAjTcCr71mvW802bWL\ns7EKdxBrstlu7FUsU6AALShbtzIb6cKFwKefctvhw3RvPHs2e3/vrKZnzgCNGkW3vwAttytW2Ksl\nevYss42+8YZ968u6dbSO+osGkdBdA/Mi0ZbNpUsDc+fSWrl5M3+rd9/Va1f/+Pbt+Szceqtx7OQj\njzD+2jse9JZbgPnzrfvWpIlxTdIyZYCHHjLP+vvCC7y+X3/1XT9yJD2U/vxT/7hXXmF2bKOY8Xff\npZeiNwkJbK96deCTT4z7BNA1+PnngQ4daJW2UnMqVaJX1eTJjJ398UeOj10yMuh+3bx5oFt9sETc\nMVNEMgHU1zStKIBZmqZdmXXeEiLSSNO0awFMB1A10n3xJiUl5f//7/HnTk5OjtrfN910U0CfPELY\nbnuedeHsX6tWzoxHTv4eN24c6tWr55r+OE2o/de7J51A0zSkpKS47n546aVk9OwJlC2bioQE99z/\nen/feScF6kMPJWP7duf7Q5KRmBiZ9levXo1jx44BALYbBf8ofIgl2Vy3bjKaNQMGDkxFxYp5Qzb3\n7Zv997Rp3P7xx6n46CPgjz+SkZYG/PJLKnbu5P7lygE//piKhQuBFi0iNz7+f48fD/TsmYwCBazf\nxY8/norKlYEbb7Tf/sKFQJMmgdtFgJIlU5GaqmRztAhWNnfqlIojRwCRZFy4AEycOA533lkPN99s\n7/i6dVNRpw7wyCPJ+OILYNky3+179/J+mjo1Gd278/gLF4Dt25Oxbx/w99/G7XfvDgwbloqqVfW3\nP/UUUK1aKpo2Be69N3B7sWLAgw+m4v77gb//TkZCQvb2MWOS8dprwCOPpCI+PrD9bt2A3r2T8eqr\ngdtLlQKGDk1G167Azp3Z59M0oHv3VAwcCLRrl4zixY3Hr2XLZPz+O9CyZSq+/RaYMycZRYvq73/o\nELBzZzLeew948cVUbNsGVK5s7/dJTU3Fe+8BJUtyvHIsm41Mp5FYAAwF8CSAuQCaeq3fBOAi0C3o\nWa/1PyBCbkFOE45+ubXwfbRx2ziE4/504r52st/hvJZI3g/Nm4t88EHEmg8rDzyQIu3bO92LbHr0\nEPnhh+icCyZuQWpxr2w2Y8IEuqxu22a6W46JBdm8ebPIs88GuuXXqCGyfn1ET+3D0aMixYuL7Nmj\nv917HPbto0vxpk3BnWPkSJa08mfnTt4PwRCL8szpfufkWn79laXIypQRyZdPBEiR++4L7tovXKBb\n6aOP6m+fO1ekfn1fN9d27UQ+/dS83fR0usCa3Y9PPy3Su7fx9sxMkWbNAkvVZGbyW+H11/WPW7Qo\nRRo3Fnn/ff3tr7wicscd+tseftjcJdibtDT2v0YNkbVr9fcZPFikc2eRESPstenN7Nksk3PokP1j\nzGRzpIVcKQDFsv5fAMDPAG4D8DCAEVnrawDYkfX/KwCsApAPwKUANgPQdNp17MUQLtzeP0XoxIKg\ncFu/Y+VZWL6csVxnzzrdE2vOnGGMlVvma/r1E5kxIzrnMhN6aold2fzhh/z4PH3acteQiaX3kT93\n3ZUdDxYNPvyQH8h26NlT5Ikngj/HkCEiL7wQuP7AgeBjZmNVljkth3N6PZmZIv/+K9KkCevcf/99\ncNd/7BiVKj0l88IFbluyJHvdhAliS/Ht1491UY3wxJp6x2r7s3GjSM2agZMyW7bw/vznH/3j1qxh\nTe79+wO3paUx7nbOHP0+3XgjlX27fPaZyIsv6m/r358K6dtv229PhDHcpUsH1w8Rc9kch8hSHkCK\npmmrAfwGYL6IzAXwMYCqmqatBTAFQFewlxsATAOwAZypfTTrAsJGmJuLCJqmmS6xTm67HkXkcNv9\n8b//MWX8Bx843RNrChRgJsK33/atmeYUJUvqZx9UOEJMyuYHHwSuu44lFpzA7bK5dm1g/frQjw/2\net57jxlLrfjpJ2D3bmZdDZZTp4DChQPXFyjgG0+riC7B3O+aBlx2GfDzz8zI/OCDgdl1zShWDJg5\nk6WFVq3y3RYXB/TtC4wfn73uttuY6Tcjw7zd7t0Zo20Un166NEuvvPWWcRs1azLe1f+dVLUq7/ee\nPdn+qlV8BjzUqcOYy/79A9tMSgLefJM5XfzrpZYuzfX3328vWy/AfY2evYSE4Gr6Aszmff/9jAcP\na9y6kabq5gUxbm0Jtf/+1+E2V1U7ROJ3cds45PT3Dce9EYt9D9d1Rfp+WLVKpFw592Wx9SclJUUu\nXOBsqpFrUDSZPVukb9/onAsms7BqiW3ZfPw47+nVq4M6zBaxLpunTqW7YigE+7ts2sRswBkZxvuk\npKTIgQN0rZ03L7R+9eihHyaRkcHMrUZZWvWIFRnmtr6HWzZv2EBPozfeCO73mzZNpEqVQBfREydE\nrr/eNyPvNdeILFpk3eb114ssXmy83WOJ37LFeJ/Tp0UuvTQwJOX8efbjuutEgGxrrGccPMfNnavf\n7p13Gls2u3en10FOmT2bXghGbvf+7N4t0qABQwaC+e08mMnmSFtIFRHADTOxoRCr/Q4WPnOK3Eq9\nesxiazZr6hbi4oBx45h1LyuvgGO0agUcOAD884+z/VDENkWLArff7s66wE7LuCuvDM1CGkq/v/qK\nliGzmuWZmbRCde7MbKmhcPKkvoU0IYHvNysrmDdKNruDWrWYfXf+fOCBBwKtgEbccw9w992sX+rt\n9VOkCHDNNayF6eHOO+29Izp2pKXfiNKlWdvTP/OtNwUL0hPp0Ud9rfbff88s1J5MvNu2BR73/vtA\n79761s6xY+ldsHlz4Lbx44EFC4DvvjPulx3atGFd1QoVrPf9809aRO+5h9mCw/66M9JU3bzAoRmq\ncBBq3916PXbJLdcRDOH8raN5TzjR71i73zduFClVikk9YoEePUKL3wo3vXuLDB8e+fPAZBZWLbEv\nm3//nfFo4SQ3vKvS00WqVg0uxjbU66hd2zduT4/Ro0UaNRI5d85+f/y5/XaRb7/V31akCOMLgyVW\n5ZfTMjjc13bqlMi999KKuHOnvWMyMkS6dmXiH282baJMPnOGf69fT8u8lRXv+HEm5vrvP+N9jh1j\nvOSGDeZttW/vWxf11ltFkpJEAC5G76wuXYzl85gxIsnJ+tfx88/01tKLQw03s2dzfHOaB8JMNisL\naRQJ9+yp2+JXFL7w2Ys93NpvN93jNWvSSjN2rNM9scdLLzFmx2nrZP/+QI8ezvZBEfvky2dcmzAU\ncotszpcPKFsWWLYssudZtw44epQ1j4347bfsmoyJiaGfq1AhoEQJ/W358xtb18zEmFtlnBVu7Xeo\n93ihQqzt3b498zP8/LP1MQkJtM6NHw8sXZq9vnp1tvHll/y7Vi1aIGfPBoYOZR1fPYoWZc3ODz80\nPmexYsDAgcCwYeZ9GzeO1ta//+bfc+fy76JF+bdnvT9vvAF88QWwcmXgtn79GLOp178mTeiB0Lt3\n5Oo0i7CeaZ8+wLx5tFBHDCNN1c0L/GZk4LJZSiOM+hnOJS/ithhSf6Lxu0fi949mv8N5jdG6H7Zu\nZQa+gwejcrqg8R+HUaNobcgLwGQWVi3Rkc2RfE/NmCFhLWnkhvdWuBg+XGTgwMieY8gQc4+LI0eY\nJXTEiJSI9uO663zjBj2cPct384UL5sdHS2aFWyY5LYMjIZt/+IHlYd56y/p3ExH57juWHDlyJHvd\n/PkidesydvOHHxinmpDA5c8/jdtavVqkYkXzeOjTp0XKlzdvR4QlYNq187VoHjki0rixCEBrq944\nfPYZs93q9WHNGlon9eI809MZazpokHm/QuGvv0RatuT12LVgW2Emm3OthZTXnfdwkxVJQaJ1L3oX\nlM/NuOUev/RSzqyOHOl0T+zx+OO0kM6f73RPFHkBo/deON6HP/8MNGiQ42aiSrTeWy1bAj/+GLn2\nz58H1q4FOnXS356ZCXTpwnfjjTdGrh8AsG8f++NP/vy0yu7da358Xv1OjBQ5ucdvuYWW/Z9/phVu\n3z7z/Vu3Zpxojx6A52e8+WYgPZ3Z5W+9Fdi1i/dHUhKtnEbUrQtUqWIej1mwIPDcc9aZovv0AXbu\nBL7+OntdiRKMmX3oIbahR5cuvF/ffTdwW506tIL26ZN9rR7y5WPW/+nTgQkTzPtmly1b+L3QogVw\nxx20Yl9ySXjaNsVIU3XzAp2ZGDg0GxkM/n2M5KJwH7H2e0fzfnXLNQfLnj0iJUrYz1DnNN98I1Kr\nVs5iumIBmMzCqiW2ZXNmJjNThjPLbm56b2Vk8J1kFhOXEyZPZmZSo9i8YcOYBTka75gaNUT+/lt/\nW+PGIj/9ZK+dWPu9nZa9kbzms2dp7StTRuSLL8xjQNPSROrV880i/847tOg995xIgQIigEhiorUn\n0xdfiLRoYb5PWprIHXeILFtmvt/ixcwG7F+v/MgRWlmNjt+wgZZQvWc3LY2ye/p0/WM3bWI86Xff\nmffNjNRU5psoVYoeVZHIkWEmm3ONhZTXGfj/vIqKL3Ufkbov1f3uHBUqMEvgK6843RN73HEHcPHF\n5lkFFYpwEm7Z/PffzKxap06Om3KESMvmhASgefPIWEkzM4GXX2ZMnqfrJ07Q+gMA334LTJoETJuW\ns7hRuyQkGGfZrVYN2Lo18n0wQ8nm4Mmfn/L0++/57113GVu6k5JovRsyhHHNANC1K7PAvvwyMHEi\n78OMDHMLKUCrbHy8cZyn53y3386stGbcdBOz8Y8b57u+RAnGiz78sP59W6sW65Y++aT+uT/8kBZU\nvfj56tWZVfiBB/RjUe0wezYgAuzYwZjZ4sVDaydUco1CCsB7ltZ1KKUwcqSmpjrdBVegxoFEexye\nfZaJFLZvj+ppLdEbB01jIqaXXjJO8qBQhJtwyuY5c+iuFy6Rmhtlc8uWkXHNnzmTJVhatsxeN2sW\ncMMNLB/x4IPAjBlMrARE/l3sUTb0qFqVrod2iPR3o5LNJJhxuOYa4I8/gNq1qdx99RWVJX8uv5wl\nVzp0yC4R1LEjt913HxVWADh40Px8SUk8p57LrDfdu1P5/f138/1GjWIyIH9lukMHoGLFVEP32iFD\n6Lq8aFHgtsaNWdpp4ED9Yxs1ohLetm1okzFjxtDtt2DB4I8NB7lKIXUruVHgKXI/bp3ccRulS7P+\n2AsvON0Te1x5JXDvvaxNqlDEGt9/T4U0HORW2XzLLcDy5frxlaEiwoksb+sokG1RmjOHymEwdUFD\nZf16xuidPs1Mq0uW+NalBGghtauQxhp5RTYnJfGemzsX+OgjTnr891/gfh06ANddR+ui/9C0a8f4\nSzvxlb16AZMnU7E169Ozz1pbSatX5wSNf8ypprEu7/DhwP79gccVLAi8+SbjRdPTA7e/8gqV1YUL\n9c97553s2113AatWmffRn7g4Wokdw8iX180LXBI/Zge4wJ8/lsYrtxOLv63T924s3NNHjzLuwiie\nyW0cOsS6amvXOt2TyACTOBW1xK5sPnKEtSc9tQZzgtPvr0i/x667TmTevPC19803jNfzj+m77TYR\ngEtiIuPcIk3PnjxXfLxIwYI898aNvvssXSrSsKH9NmPpt41kn9163enpIs8/T7k1aVLgfXjmDO/P\nN98MPHb9epGyZRmHaUX79sz0a8bZs8zK+8cf5vsdO8bz6u03YADvYyPatRN5+239bXPnst7wqVPG\nx8+YwW+Sr78272O0MZPNjguwUBa3fYya4fSLIVovRrfjlnGI1d/W6fs3Fu7rl18W6djR6V7Y5803\nmcTBqnB4LGIm9NQSu7J5xgyR1q3D05bT765Iv8Pef1/k7rvD01ZmJpMEzZgRuO2ii0QAKobDh5t/\nJOsRyjhs3CiSPz/Pq2n6yWh27hRp1Sr4fsTCbxvpfrv52letEqlfX+TWWwNLkWzeTIX1118Dj7v5\nZpZWseKnn0Quv9y69Mz48SJt21q399FH+vsdPUplddUq/eM2bWLpIqPkZPfdJ/Lkk+bn/uMPlr55\n6SX3yHkz2axcdhUxj1VcgrdbltMuWnwew4vnmvJinIre7+nUODz+OJCSAvz1lyOnD8BqHHr1Avbs\nMU91r1C4idRUoGlTp3sRG3TqRLe+Awd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s3ZsTWY89xrqvdsiTCunZs/SNzo0zrt6E8vKJ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X33+3fR0pt5xVkrxS4hi5wzVZ6gObkR8un0OaFRoNUevWaLdvwwL5+eewvhk8k2+9BUuih4e0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(16, 8))\n", "densities = (0.5, 2)\n", "for ax, density in zip(axs, densities):\n", " viz_tools.set_aspect(ax)\n", "\n", " ax.streamplot(\n", " x_slice[1:], y_slice[1:], u_tzyx, v_tzyx,\n", " density=density,\n", " )\n", " viz_tools.plot_land_mask(ax, bathy, xslice=x_slice, yslice=y_slice)\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", " 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": [ "`streamplot()` also accepts an optional `linewidth` argument\n", "to allow the line widths to be varied.\n", "We can use that to make the width of the streamlines indicate\n", "the velocity magnitude:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py3/lib/python3.5/site-packages/numpy/ma/core.py:4139: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "image/png": 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IWe0gBPDJJ2w8tWtX+O0feohTHO3ZY+y4o0axsH3nHeD4cfX76W0HIViwly4N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z9jOevcQl4eLR9POIGzpqVLw+939tn0n1q6lLn2Kld2tp06K1dSIAMcOOvUca7uadPURl/RrV/N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\nXOu1qQD+B0AFgA9U9RFr/wwAU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "speeds = np.sqrt(np.square(u_tzyx) + np.square(v_tzyx))\n", "max_speed = viz_tools.calc_abs_max(speeds)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "\n", "ax.streamplot(\n", " x_slice[1:], y_slice[1:], u_tzyx, v_tzyx,\n", " linewidth=7*speeds/max_speed,\n", ")\n", "viz_tools.plot_land_mask(ax, bathy, xslice=x_slice, yslice=y_slice)\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", "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": [ "Another useful `streamplot()` argument is which allows a colour map to be applied\n", "along the streamline lenghts.\n", "We can use that to vary the colour intensity as well as the line width\n", "of the streamlines to indicate the velocity magnitude:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py3/lib/python3.5/site-packages/numpy/ma/core.py:4139: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "image/png": 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OkIionkuURTSFZFQh76HodTfOtCI1b241BjJj9jsPp+cSnG51dL+8Wd3uv3fQ\nmFqh14tJvWiHzSQLPj9sVk2+ervM567keWu9Srlh9sy3GpSG6QRaeHtUa7Gz4MJBZtRrXFEEixmd\nfM3C6pHu0Cab0CnVLV8+t0RUZTkTwbQlK4XRNH19/HiGaMus+eLNgq/xTypT69PbPe6gw+CHwSgv\n1kk8fz/cyNV5c+1ee5VkROWx4+m+wsm98vpqldPzMeJ99kbrxTC//2F835N+AzXqNV5uWFQaDkdm\nepe5c6TkjdUaR2YizCa7J5F3o2HavHithKoInjybQRuBn+1GvsYLN9zqJo8eSfPokfTQPzNoDoVP\nr/MCOGgb/iAcNH+fYe70j1SbNi/eKI5pNIMxrHUZrvfRkIqqCAElD2ZORQhmEhoFnybOmK5yNBvF\nciS386PR9k5l49sRna+tlSn22dJo0jkwQg+YaN/dQRA842SvfKQjM+6FOY35isMgnAeXYc2DEIKF\ntE6xZnkq+jyb0Kg1na65dF44ORdDEXAn3+ir2PSg8yCE4F0nZ9AUgSPhxVuFkTWbHQUHSuhNKqHA\n889Wh1M9GVV59+kZHjmSGuOIDj6TegM5TjRFMJ/St6uudCOmK0Q14Vvbi2gKx2djOHLv1kPDIBnR\neOyoa9bcqplc2az1eMf0cGB8epPKpAi8aZmvvbi2WePyhnvRnVuIc3YhMdSKKcPy6cFw1sOwv9tJ\nWcO7GeeaXi810VWF2WR3n/Jm2WSrYvLgkcFz9sDNy3vxWglbSt59JkNMH36TY0dKnntrk62aiaYI\nPvzwIsnI0BvzBMKh8OmFHExsR3K1dZc5G9c4v5gcSOAdFN/mOJjUG6Zxfp/zKZ1yw77P17ybbELD\nciRVw19pL11VODEXQ0o3hWEUKELw7pNZFAGZqLZnvuA0Egq9kInmykYNR4KuCh4/ldnzNb18F52b\n47gF3zCjLA+jT2+v73MU86AqgoW0RrFHRwVNFaRjqu+cPYBj2Si6KlgvGRTqvXPogpiHmbjON5+Z\nQ5GCG7k6FcP/eQDUTIlljedmKhR6IRNLqWFxM1cH4PGTGbQBWh/stSmOW/ANg4N4Tl4Z17knIiqL\n6d7pCNmERqlmsVVtcnWjRr46WDSkqghmkir5ZpPPX8+PTAM/PhPjWNbVMl9b7d3SyAsCaI7JgHBo\nfHqDtvrwy6RsRtP2PTtS8sXrRcoNi5OzMR72GLTSz3zvNyevrVY5MySfXptRrIsgv/NJWcfdmMQ1\n3jBtVgtPrRNpAAAgAElEQVQGq0WDdp73fFLnkWODBWHdKdb53LU8ABcvzLOYivZ4RzBYjuSFa3ka\npsP5xQRn5hO+j1k3JTEt+HrEtaZDKqaFPj2YzItiVEzDptXJrVyDcsMiqilcWPR2gQV6jkOerlGs\nxWn7zg8ib9ytcqdwT+ABvmrFHs3EiLXef3XLf0TlVrW5IzJ6PzRF8LbWjefVzVogZk5dgB1QFyMp\nJQ3TIVe1enZIOTRCr70BjFrwTZKgnZZN0LKd7eCVh48ke1ahuHTp0tScWyfTJPgmaR3vxyT6No9l\nY/c9F/Uh9BQhtrWs24V617y9XvPwjdUyn7mS45WVkqfvdzYZ4USAZk5NE/c1sR2EpuVsl4ibS2ok\nelhoDo3Qg1DwTQsN02E5FeX0bIyl9GjMN+MiFHzBMmk3P4vpCA8fTe4wHER1f9vu2TlX6DnSLRk2\nKMuta6tQt1iveCsufX4pSUxXdvjb/eD4qO1p2ZJ81aJuOmTjGqmY6un7P1RCb5xMyoYxDeXJtioW\nliO50OoQ3YtnnnlmyCMaLqMSfEF875OyjrvxzDPP3He+41zzC6nIDh+e6bNCSyqqsZSKAK6Jc7/v\n5OLFiz3HNd+qC/rGWsXTdxu0mXOQr8N2JMWaRcWwScdVZuIaSh+9wA6d0HOTFglErQ4JHseRFGom\n2YQ+1AT0bqSiKuqE3hBMAtMg+LoxDsE3l9RZTLuCqmH694edm3dvCEsNi1xt8NqYDy25AixXM9ny\nGFXaaeZ81aeZ0+kh/6V0BZxh2jiOQ7lhU6xbJCIK2YSGNkDjy0Mn9IC+7gqCZNI2i0kbD7imFke6\nyb/j4uQAndhzVfPAJO96YRLXzqRzbjGOALaqlu/5OzYTI6J2D2jx4ttcTEXIxlva3nrF8+dfWEoS\n1xXKPs2c3WbBcSS5qk3dlJTqDvm6jaa4NxC6H7/owO88AIzjup2UzWJSxrGbXMUkqgkSkelamvWm\n0/OuNWRyGIe2p6sK2aSOYUlKPZLae6EqgjNzbsPXW4U6pj3Y4hNC8NCSqzVuVJrkPDaOVRXBI63a\nnH7NnNYe5t66YbFZsTDb/QuFm+oRRBrRdO0sATJO69W4Bc64P38/TMs1X8wle/crmzSaloOuTdeY\n/TKp68gr4/D5LbVMnOtl/13Jz7aiOG1HcjN/v7bVy6fX5kgmSqbVl/KN9WqPV99jNqFzYtafmVNV\nwHagaUlqTZti3aZQsygbEgFsG+VkcOvt0Ao9GO9FO67PnuSNyrAcMnHVV9PNcdG0HV/5V6P+Xg5T\nRKdXRtGabC6powrYrJi+IhcBMjGdhaQrRK/5yNnr1PbWygaFPvrnXVhMEtMEKnBto/8xRCIK0YhC\nRBPEdYWZuEo2obGU0VnM6CykNDJxBU0N7mbkUAu9cSsTB2nDCIKmLdFU4Tuke9TYjsR2IOJT0wsF\n3/gY1TmoimA+FcF2pK8AlDZHZ6LEIwpV0+JOcae210++4rGZGKmoazp8sw/fnqoIHjsxQ8mwuZFr\nsOFDg91rPSqKIBFRmU1qga3X6dpdhsC4L9hRfv64z7UXhuVPWxoX7QThSI8kei+Egm/0jHrs7SjO\njZJ/E2cqqrFaNlivNrlbHjyQSgjBg61IzpWiQanh3UeXiWk82NIUX12tUGsGVGZlSEzfDnMAGcVF\n5+UzuuU2jcLvYViOr2oV/RLUeTRMh4gmUAOKCp5WATKN4x7HmLMJDV0V5Gom1oABKG2WkveKN6xV\ndgo9rz69Nieyse1qJv1oe+B2gDg6E8V2JK/cLmP5NN0Ok0Mt9No5ewedYbazCQopJU1zMKHn5/yC\nOI9C3RooX6gbbf/SXj+TzKSPbxIQQrCYjiCl69vzQ0RTmG2lHGxUDF/zrwjBg4uuxna70KDaR0Sm\nEIIHl5OkYyrVps3rq96S3cfBoRZ6bueFcY9iuPSz8PpdpEEKPtsBWw7mF7t06dLYLjDTdqg0bLKJ\n0XWUntTNpM2kj28SaEdx+vGBbR+r1WmhacsdQSiD1CA9ORsnrivENIX1Ps2lqiJ4+/G02/Ov3ORW\nfjTNbvvlcAs9Jq9WX5AMsvmMS/AZloMiCFxj8oKfcyjWLLezdHx0Qg9CwTLtfOV2kZdXi/zJN+7y\n03/wDe6WBvfHLaf2N3H2i6oIHj2aRhGCO8X+Nce4rvJoq+TalfXBewcOk0Mt9CaFYQheP5viODZU\ny3ZIRgeL0Gr7LsYx7nzNcmv/jeHmKajznbT1Ny348W//+WsbPHd5i5fulLhTbHCnOLhW1FmUvbNw\ndL8+vTbHMjE0RbTy5vpPOp9LRji3mEACX18p0zAnK7AlFHpjZlI1zVFvWk1bEoSSNwrttk3DdGiY\nzkhNm8MiFHyDM8jcHcvs7B6yWhpc6GVj2nbk8LpPTQ/cNIEjrfGtDCiMT8/FWExFMG3Jqyv9BcUM\nm0Mr9KSUw+4T2pNJFXhtRrlpmZZEHzABdbfvYph+zE4KNRNdFSSjw+uwPkpCwTc4/c7dsZmdffZW\nfNRtFUJsd13I183tFBo/fQXbfQDvlgzsASIxhRA8cjTJXEInoiqs+zDfBs3hFXqMRuhMUouTQRjV\npmXaEj2APLc2wx63ZUuqhs1cIrik2YNKKPju5+guTW9QjarNUodfb6PqX8DMxNxmrJYj2RhQe9RU\nhXecTJOIqtzOGxMj+A6t0BsFB2Uz7BY+H9SG5gq9weZrP99Fr3H7GftayaDSsJmZwpJp42BSUzAG\nvUb9Xtu7NT0/5k2A2USE2bjOXFzHaGl6g/r0wD2/9hhXCv600LMLcbIJbWIE36EUelLK7j0tAuCg\nCLxR4EiJ5Ugi+wg9KSWFmv92LEFhmA6bZZPFtD7SZPq9CHJODms92H6v1SCu7SO7NL2tqrktrAYh\nqasUGxaFhkU1oIoox2airbE1fY1t0gTfIRV6w627GQq8/mi3D9mvqKwjYb1LySY/votBWCkYKIpg\naSba+8UjIAihMW7BM+7P93rNBnVtf+12kXKxgTQssqrg/EyUL9/ID3y8zlSfdjUUv9dFTFeZS+pI\nYNWn+XWSBN/0h531Sfvi8rt4J12wudVmJkMz6kU7iGW/OXUct4jAJMx5pWFRrFscn42OJadwP9xC\nC4ONZ1LWiZ9zCIJRfvZWpUm+ZpKvmdxqNWF96szswMfrdA0M2ltvL47NxMhVTVaKDU7PxX3NUVvw\nXdusczvvCr2lzOhvHA+dpjdsLW+SmAQh4QXLkcS7dFawJahdzsWP76IfpJTcyRtENYWFMXZ2P8iM\nwn/s5bOGzV4FndPxwdeUpty7fsyWphfEdbGUjqIqgophU/bRKLbN/Rqf/4o0/XKohJ6UEiZEYxgV\n03CupuUQ69Ip3XEkygSs1FzVxHIcjs1GJ3JeJ0VjmwZ6zdWw57K8R9L3TGxww1unpmfZwY1dU9x0\nCE0ILq/V+MqNIis+y4t1Cr5BGs/6ZQK2ktHRknmHjkncoDupmw6xrpqe7KrpjcKnZ9oOt/MNIppC\nJjaZeXnjrEE6KkbpvxzmXBYb95fnSvsQejt9ev7z9NrcLRrUDIeErtG0pNvhPIAKK23Bt5iOYFqj\nXbOHRugFqeVNuhCZJhzHvZC6Cj3HrRIxTlbyBrYDJ2ZjE//9h4Jv8j+rvId5M+PDvCmE2BZ8ZoCa\nXr1p39eJJq4Hc9MnhNuOa9RWnEMj9CyLQOojTvqGN200LLcXXbfvxnEk3fLWh+3TqzQstqomy5kI\n8chkanmwcx5G6RsbB6M8n2Hlpe4uUp7xoenBPW3PdPzn6bU5PR+/z7IR9DUw6i31wEdvOo7EsNy0\nPL+hB6HAC55G0yHexZ8Hvc2bw0RKya1cA10VHJmQFIWQ+xll5GcQn/UTF8/SUBUiquBIOso3n8yQ\n8in0dFWhYTmBNnBVFMFDR1O8tlKhYrhmzW5BZwN9xoiv7QOt6dmOpG660X+DWMemsWzYtOH687rf\nOTo9zJvD9OltlJvUTYcTs7HAOqMPi37m4SBoe7uZJrPntVaaQtOW3Cw0ePvxGd+b/5F0lNPZOKey\ncSC460JVBA+32gUB27U9p5UDK/QcR9K0By+8Egq54SOlpGE6Pe8cXU1vRIPqwLQcVgoGmZh6IDop\n7OagmDo7kVLy3HPPjcS06+fY17Zq238vpyMkAzAZGqZDvmYOJVhPUwTHsm5R66oxWa2C+uXACj1F\nEcR1ga7S94Z50ATepG5sbjshsW8lljZuysLo8/TWSgZSwom5yQ9egdHlK046kz4PUsptTQ/g7Fw8\nkOPWWuXHkhH3Bi3oeWh3XsjXJq8xbD8cWKEHrnkzokI8Ipjg+IOhMqkCD7z588D9HkdtWqw3bdZL\nbvBKL/NrSEg/bFZNKh31Mc/OJXwf07Qdmq1KLIkhbXaaqpCJa5QbdqBVX0bNgRV67aTH9h2615D3\nabij98okCzzonZ/Xxunhkx2GT+9u0UARsJiJBH7sYTHqGqSTyqTPw7VcbcfjIDS9WocQbZtKhzEP\nc62uIvnqZGl7UkpM26HatLcDbvbj4DkqcCfAkUxUbcRRM+kCD9zO47MefGWj1vQaTZt81WIpE/Hc\n48+96CS24649R0qc1t8RVSGqKz3NuCGHg07TZjqqMp/wX9JuL6E3DGaTOtc36+Sr5ljqZraRUmI7\n0LQd2sGqmiKIa0pPBedACj1H9u/HO0hMg8CzWgIionX/omxHomuiq6YXtO/ibrGJELDcQ8uTUlJp\n2BRqFsW6iSoEzT0Sg+MRFdOWaIogpis7flTFNRsFwaT7svzi3ki4gU3tGwr3JkOS7RAckz4PFcPi\nwcUEjkNgTYjb7YRUIYi01tMw5iGqKSSjKoW6NfKbUdtxMCy5Q8hFNaXvMRw4oefIyanIPw6mQeCB\nq+XFdKXn92RYDg3TGdnF1TAdclWTxXQEfZ9eebYjWSkYFGvuha+rgtmkTjKqoikCRRGowhXU7l2n\nW3WmYbrnUmva5Kpm6+J1N/C5lM5cUp/o5Pdc1URXxcDlsmSrb6Jld/y2JWbH3450k7ad1p28+9sV\nduDOp6q4uV33fouxd2jwyma1ya2ONj3f++hiIMetNt0KL4mIOvR5mEvqVA2bQs1kPjVc879pOZiO\nG4WvIAcScrs5UELPDRtm4vOphsW0CDxwzTFe/HkN0yGqdReOly5dCuyudq1oIIDlmf0vZkXcM83O\nJDSS0V4bjSAe2VnJQkpJs5USUahZ3Mkb3MkbxCMKc8nBBGCQ89CJ40iubtRYKzWJ6QrvOjNz/2uk\nxLQkhuXQtByaliusGpazLdD2S5oWAnTFjeLVVEFUE2iqiiLca1kRbqkqr3lsw5qHIPjqSmn777mE\nzoldHdQH5V7k5r01M6x5mEvq3Mo1yFeDFXqdNy5SSpq2RABxPdg86QMl9GyfZs1puFPs5LnnnpvY\ni7sbUkrKDZsjXQRLG8PyFuwSBIbpsFVxO6JHunREF0LwwLK/iDshBFFd5exiYns+clWTXNXcFoCJ\nlgCcTWoYtmQmFowprB8M0+H11XvVOBqmw1rR2PanuEWInfvqPQpBy3wriOsKWswVaK5wc/2bWkvQ\nHZabVEdKXl4pbz9+/FgmsO+z2ioCPazIzU5iursuHSfYSjjVpgRcQSeBuAZqQKb/TsQ0aQdthBBy\n97htx0GI7jUcexwziKGNjGn83trUDJvbeYMLy/Ge39f1zTozcY3Z5PD7193crLNVMXn0RKqr0Bsm\n2wKwYrZaGUmimuDNXIVkROVENs6JbIzZuD6UNSulq61VGjZrJVcL3U1UU9BUhajmltGKaAoRrf3b\n/VtTwipGu7m8WeU/fmVl+/F/861nmIkFs64/fzVH05acmo1xdiEZyDG7cSffYLXQ5O0nkoGl9NSb\nrikTQFP8aXitJtp7vvlAaHpuesLhEXjTTqlhk46pPb+v9gYcHYGm17RcLW8+1V3LGzZCCDJxjUxc\n4/RCjFLD5upmFXCDFd5Yr/DGeoVEROXETIyldJSm5TCXjJDy4M9pm42irXM0LYeyYVNpWFQaNhXD\n6lmlfyGtc3reXxftw8jLHabNc/OJwARew7Qp1l1N72hA5tJeZOIaq4UmpbodmNBTFTAdN48upg1v\nXz4QQs+PH28aL9y2ljfJvov9cDUZi6MeijebthupFe0hhIKYh7tFAwksT1BRaSEEM3GNbzqeYTkT\n5XahzkqxgelIak2bNzeq3CrUudwKgb/28gs8+f4PMBvXyMZ1IqrAcqBsWDt+bEfy4fOLVA0HY1cd\nRU0RZBMa6ZhGMuL6Upu2pFAzKdYsLMf1m0/ydTPs6yJXbfLrn7nBP/q2c579rnXT5rX16vbjJ45l\nAhvPRtntPj4T13YIoGHOQzLq+lxLdTe1Jwjal3lMB2WI/YYOhNA7jAJvWqk13VCsZLT3ojYsB30E\nPh/LllQNm8V0ZCRaZb+oiuDYTIxjMzFsR7JeMbhdqHOn2NjR28yWks1qk82quwnOJ3Q2Wn/vZqtm\nouJqlamoSjqmkYqp+wYNHZmJIqV0CwqMURMeJ46U/OGXV/i3f32FUsNCVwX/5EMXPL3363fL2K1A\nnqim8PBScCbI9ZbQW0qPrpCCIgTpuEa5bgXm11MUBV1xAkvh2Y8D49Mb4BgBjWZ0TON3tZvVgoEQ\nwlMQy2arw8HJueGabDbLTW5sNXjwSMJX9+ph0rQcrmzUOD0f3w5WcKTkymaNNzYqFOom+Ya1vbGC\nW+njytbO6h+KgHRU47sfXuJIOjqV18E4eH21zC/+2Rt8/c49E6WmCH77J57k/FKqyzvd6/a3vrLC\nVq1Jvm7x7hMzfORtS4GMy3Ikz76+iSPh/ednR7p+14pNbuUaPHw04bstEoDjONgSzwUhunHgfXr9\nMo0X+kEQeO0gjeOz3kyIjRH589r5Z6no5ObI3cjVuZGrczNX5+hMlHML7kbzwGKSBxZdrUFKSdmw\nXQFYN4nrCidmYqSjGumoRiamkdCHn8d1kKgYFr/27FV+50u32Z1xYTmSf/3nb/Lvf+yJrnP6xkaV\ny62bjxMzMZ48GZxpc6vSxJFuROWo128m7n5eqW4HIvQkAjFwX5x7OD32ysNpp5gy9hN4k15jcDdV\nw0EISHgoMg1uuLwXU5qfeWhaDuWGzVxyONGQQTGf1JlP6khgpWjwN1fyfOVmkUJHxfvnn3+eTEzj\n1GycdxzL8OBiinedyPLgYoqjmRjJyOhTHsZBUNfFRsXg179wiz/4ysp9Aq9NuW527TogpeT5q7nt\nxxFNYTkdnOXinmnzfq192PtDTFfQVUGpfn+E7yBI6b1G8l7Yjps600s/OJSa3jRxEDS8NqWGRcZj\nrpnTjjIcsqaXaxXOnUsNPyXCD3PJCHPJCMW66SaKl5ust37mEjrZpIZhTXefs0lASskrq2U+8doG\nL94uIiU8+cA8n31tY8frEhGVf3DxLD/ynhNoXYIu3tqssVoyth8/fW4u0LFulN1jj9Kf10YIwVxS\np24Gs+7cGPz+caTEctwSbLqHRO1D6dOblrvdaftumpaDI+WeIcyOlFxeq3NiLuopgbZu2tzYbPDQ\nkcRQv69X71SQwKPHu/tlJo2KYXFts8ZKwSAVU1mruJvfQjLCiWyM49l4z6jXELhVqHOrUOeBhSQv\n3iryydc3uFM0drwmGVG5vVJmqxUU9O1vW+Sff/gBljPdNTYpJf/+i7e50yo7dmY2zkefPBHY2PM1\nkxeuFdAUwbc9NO9LSxqUuwWDlYLBO06lfQecufVpve/PUko3xUHc31wg9OlNIdMk8KSUFGoWa6Um\nM3GNo9n7hVq1YaMI0bNLehvDQ/kxv9SbNnXT4Xh2ctIUvJKKajx2PMOFRZvrWzU2qgaOZDt686t3\nSiylo5zIxjiaiRLRJtdfOS6+cbfM81e3AHj2rS2+eqe85+uqTZvvfdcx/uqVu/zMdz/E+y/Mezr+\n1VxtW+ABPH0+OC0PYL2l5S2kIr4EXktADPRevVUwvmk5vuvGunWTve0PjiOxpUQfoAhCeCs4xUyC\nT8+0HW7mDNZKTZYzkX2jMksNm0y8dxDFeqnJaytV1opNLNtNGLd6JEsPOg9t0+bshJs2uxGPqDxy\nNM33PLqMeeOrLKej22Wc1soGX75V5NNXcvzpN+7y6atbfG2lxM18nXLD6rrRNUybm/k6udreKQ+T\njJf18MLN/LbAA8gmtD01lbNzcf7h+0/xE99ymt//yfd4FnhSSi5duefLO5WNcWY2mA7p4F53K8UG\nM3GVI/vkyfVzXQx6c9nu6NCroIEXpPR2s99u36Wrg90Uh5peyEBYtqTcMFkrmcR0hXOL8X0rmUgp\nqRk2J+Z6a1SaKlr96NzHd4tNBMH73KSU5Comqah6IMyAuqqwnInx/nNzGJa7Id4u1NmoNFEUV1up\nNu0dmoemCGZibmSnaTtkojpCwFrFYKsVnKEI+IHHjvYMI293UDBanSRsKVkeY7+1/bhTbPDJN9Zp\n7ErKV4RgPqmzXm6iKoL3ncny4YcXeXAxOdDGej1f51ahU8ubD9RqcSNXp9iwKAt456n7C4APwiAa\nX6emNwrsVnEEP70pQ5/ehDLJ30vVsHnrbo14RGExHWE22Ts4xXG8tXwybYc3795rshnVBOeWetfo\n7JdKw+KNuzVOzcdYHEMQwKiomzarpQZrFYNC3aLUMPeNRNyPhxaS6KqCpriFAqKaQkRRaZg2jVbr\np4bp7MgR1FTBe89lAz6b/pGthP1ruRpXczVyXSIt8zWThxdTfPDBBbJxfzdZ/+FLt7med9fxiZkY\nf++pE4HtO44j+dQbG9RNh7PzCd5x3F8KxO5x9bP32I7kqzfLHM1GOerTTdAuRrHftd5uzOwleX1s\nPj0hRBT4NBBpfdbvSyn/+47//zPgl4EFKWWu9dy/Av4uYAH/REr5l8McY0h/bJSbXNuog4Qj2Yhn\nDcyrz0FX3YLFTcu98E7OxwIXeABbVRMBzAbQtRp6C/Nx3cTEdZVz80nOzbu5fLYjKRkWhbq5nc+3\nWW3uEFidKMDd0k4TZzau4dg7zzeiCpIxlaiubjfIHVePO9uR3Ck2uJ6vcS1X226w2ouz8wl+8B1H\nfX/+11ZKXM/XaMciPn1uLtB5uF1oUG9VZr6w4K/bh1/UVn9DMwBNT+CaOPcL4bQctwWVX4Yq9KSU\nhhDiGSllTQihAp8VQvyFlPKLQogTwIeAG+3XCyEeAX4IeAQ4AfyVEOIB3+VXDiijrL3pSMmNzQbr\npSa6KnhgiNVLoppC07I5MqN7Mj32Ow+G6VBpWMwkVF9mkn7wEyzgFS/zoCqC2bjObIcmI6UkV2vy\ntdUyd8s7Ixdn4jrn55LYjmu+tB1JIqKSjKjEWgIuiMaefjEshxstIfepv36Wc4+/d8/XzcY0hAIn\nZ+LEdJW1skGlaVM3bR5dTvseR61p8wevrCNROJWNAjJQwSSl5K0Nt4bn8ZkYyej+1+Co9gddVWgG\n4NPrdl8gpdtyKIibh6H79KSU7TpI0dbntWfn3wD/AvjTjpd/P/DbUkoLuC6EeAt4Cnhh2OMM2Z9q\n02Yl1yBXtUjHVB5YTuzbVTwIYhFBpeE2qxwG+ZrJVtXkWIBRm160mlEIvkEQQjCfjPLMhSh3Sw0+\ndyO/XYj6RDbGAwHWiRwGpuVwO1/nr97aBFyNoI0q4EQ2ztm5BKdn4yQjw93y/uy1DSotzfK19Rof\nffexQLW8u2WDsuEmgwf1vfjVyL3U0fXG/vVYLOdeQWq/DF3oCTcG9cvAeeB/l1J+SQjxfcAtKeUr\nuyb7OPD5jsd3Ws+F7MEo7uJsR/LVWyWatsOJmRjnl4abNwdg23joRn6PfuehXUEjKNNmm3ELviDW\nw5FMjO96eIkv3SxQMizOzI7XfLabdtHrmmFTbbq/zVaHbV0RmI7km556H2dmE5yZi3MyGw+klqMX\nruXqfOFmcfvxmdk4jx4JNv/zcqtTw2Iq0tPv2M968CP4klENs19H8R5smzd3IaVsjS+Y73EUmp4D\nPCGEyAB/JIR4DPhZXNPmwHz0ox/lzJkzAGSzWR5//PHtL7kdqrvf42mg0zTR63yG9fjpp5/mtbsV\nPvc3nyamKXzLj3wEIcTQP//5558nosLpj3xH4MeXUvLss89hO5L3/a3vHcrxvQi+NlLKsX2/+z1+\n4bOfAeAjEzAey5F88lPPYpg273jqA9SaNl/83GcQAp5++iKzCY0vv/A3xDSFDzz2JJmYxutf/jxK\nTXDugdGN13YkX1HOAHDrlRcQAv7FT/0wSoDXy2NPvo+tmsnXv/Q53n40BeeCvT7aa7ff9//NZ57H\nceAHPvIhX5///g98K7YNn/3M8zv+/9ylSzgOfPsHn9n3/S+//DKFQgGA69ev042RRm8KIX4O17z5\nU0Db03sCV6N7CjeABSnlx1uv/wTw81LKF3YdZ2A33zREboK3wIdLQ7bZ3yk0eHW1giLgPWeygRSV\n9cKbd2sspnXP3dL7mYdyw+KlmyUycY3HAyz820k/ayzI62/Y62GUrOQNyg1728yqq8L1JUYVElGV\nuL5/jtY45uHZy1v82Wub248/eGGO735kMdDPeOF6ntWSwUxc4+KF3ikQo5qH9VLT7UXps6+eZbtN\no5O7Cmdbthv53Y/feJzRmwuAKaUsCiHiuNrdx6WURzpecw14p5QyL4T4U+C3hBD/C65Z8wLwxQDH\nE9ShDjzlhsXrdysAPHIkNTKB5zgSs6Ozd9AMy7QZEiwSSMVUlqM6iYg61m72vcjVTP7yjXuJ7nMJ\nnW9/wFsSu1dMy0E4glPZOEdnJqsl1KA1M3ejKOyZTuO0Kq8ExbB3sqPAb7b8egrwO1LKP9/1mu05\nk1K+KoT4XeBVwAR+MqjIzUlaJEExzLu4XMUkE9OI6wrHssPtZ9dJ+86+n02un3koVA+u0DsoWh7g\nuf3UXox6Hr62WiIZUSg03ACWH3xsOXAhfW2zTtOWLGWiHJ3xdj2Oah7c7gj+jyPYW+hJgt2/h52y\n8NIcK3oAACAASURBVArwzh6vObfr8S8BvzTMcYV0x7IlK4UGqiJ4JGBHfC8MS6Iq/iou7IftSIoN\nC00RpGNhLcoQ/7y5UeEbd8ssp3TOzydwINCu6ACFmsl6uUlMV4beUHkQdLU/0+N+CCEC0Rh7Mbk2\ng5CetB26QbPZaky5lImijijyrY1hOX2bNr3OQ7FuIqVbZ3ESNP+g/enDWg/Txqjm4Xquxl+30iRM\nR3JmLsaPPuE/ub1N1bC5WzC4su5mfZ1fTPQlXEY1D4qikOqSL+ibgMNOwtqbIfex3ur/5dcxPQhN\ns3+h55V8zc1vyk6AaTNogTeJ+X8HmZVSg0+8sbFtjnt4KcU3n54N9GZqq2JSMWw0RWE+qXoO7Bo1\ntuNaZ4KgcxVXGja2BNuWNEwHXROe2pL14tDU3pyEO/t+GNf3UmvavHSjRDqm8k0eohuDzju7vFZj\nNqkzP4TOB1++XqTatHnyzIzvNijdGHVJslrT5iu3ijy8nGIhdXDriE4KTcvmj7++xkarv97ZuQTf\n+fBioOXypJS8vlpDtv6O6QqnF+L39Y0bN1JKtqoWCwFdr8W6TSbmRuZWGjZ18961kokpnptKh/30\nQjxTqVtoquirE3OQgk9TBZEh+PPqTYtq0yKmq0MVeOC/wkW/vLFWoVi3eOF6gcVUhEeOpIZWIu4w\nI6XkVr7Bm+sVslEdy3ZIRDW+46GFwOvD1pvOttYjhMCwJBulpu+izkFjy2D8eW0UcS+yMRlVMCwb\nR7rVWLwKvJ6fEchRQsbCMGz2taaNgmC+T40hiE1eSknVcPq+iLzMw61Cg6ppEdEn6045CB5aTnFs\nJsrXvvRZNipNPnM5xysr5e1I2MPGMK6LXK3JZ6/m+fpqmaYt0VXBBx9Y5LsfXkILInRxF2ulezVQ\ndVWwnImw1Ke7YRQ+PdNy5yIoFAFOa9kKIYi2WhcFV+os1PRCdtG0JapgoNqafjW+9luHoSTlqia2\nhJg+mqjNUWp7iYjKEydnuH00TTauUahb3MzVWSk0OL+Y4Ox8fwEQIffz5lqVUsNCEXB+Icm5heHN\naa3pmvVU4XYZ6ZaIvxvHkZQaFjPxEeXVShmoZUYRAqej1UIyqtAw7UBTQEKf3oQSRL/AQY7xjdtl\nHAmPnexdcX6/OR107JYjeWO1xvmlOLGATBngXpiffG0D25E8dTrLUnp0JqK95miY15yUkrslg9fu\nVrbbzyQiKgtJjZNzCWZikxG5Om2UGhZXNqo8vJwaqnncMB2ubdbdjugDJKHfzjUoNSweXE6OrINI\nkDQtByl3mjKrhtO3pncgfXr9aBWH9SIfRPNq2pJ4gAKnH9pjDfoGutywtvvFTUJS+jCLTgshODoT\nYykd5XquzuX1KlFN8NZmjbc2a6SjGidnY5zIxocbZn7AyMQ0njgZTIfy/TBthxtbDVKxwQRevmqS\nr1mcno9NpcCD/opSDMpU+/S8LIqDLPC82Oz7OX9HSixbelp43Y476JwPat7sNQ/tbtnpmDayivu9\nGMa67JwHVRGcX0jwzIPzzCXv9SUsGxav3q3wl69v8Nxbm1zeqFI3vTVZDRq7ZYq7W2pwZavKnWKd\ncsOiYrhBR/WmTcO0aVoOpu1gORKnVXG/G9OYr2g7knzVIhFROJ7tX+AZpsNKwWA+pZNpmTancR5G\nwdTf6nW7az7IAm8YGJaDqoDskQ3q9WajX21mW+gFXJch1wotn5sALa+TUfTXi2gKDy+neXApxXrZ\n4HahwUqxgeVI8jWTfM3kayslFlMRTs3GOZKJEVGF72vHdiR106batKk2rdZvm5rpPq41bRq7Am1O\nZGLYHuWvwDXbpiM66ZhKKqaRjqlDy/EcJoblsFkxyca1voNVwL1ZvZlrENUUjsyEKSu9mFqf3rjH\nMGyC8On1e7zLm1VeWSmTiqh86OH9K8R73RD7PYd60+bqRoOHjwYXJCCl5K/e2MSwHJ44keF4Nh7I\ncfuh23yN4/qzHclqqcHtQp27JWM7wXohGaFhOijCDfiJacp2d/S47v4d0RQc28Fy3Cokpu3QtN3f\nZsdvy3G4nKv2Na7FZISMruMgkZKWVnfv9+6ZimkKQu4UcpoqSEfvCcF0TJvYYtVSSiqGTblhs5DW\niQxohVgpGOSrJheWE1Mp9HsR+vRCAqdm2ly6kuN6rk6xbiKE4GqhwdF0lA8/tDCyC6m9qQXp06ub\nznbo/lwivAsG1/R5IhvnRDZO03ZYKbgCMBXRaFpuCbpa06bWtHHrvu/EtHsL6sw+0YNRTSEZUUlG\nVBK6du/viEo6qnXtbC6lbCVrs23mtB0oN2wqhuX+bljka9Z29R2AiCZIRzVSMZVMTGNmAsrQ2Y7D\nVsW91o7MRAbO8yvWLbYqJifnogdS4A2DUOhNMUH1y7p0Jcenr+Z3PFdoWFzL1cnENC6en+v7mINo\nMPd8ev3n6e03D7maa9qM6crQk9L3Y1TpC4Osh4iqcGY+wZl5t0O6lG5rp4ZpUzcdGpZNw3S2H4Pb\nnklXFXRVoKsKkdZvveO3EDAT17YFWvu3n5y27YLEAtQOE3g8orJEZHv8n/jUs7zzPd+yLQwrhs1W\n1WSrapKOqSg5QTahMRPXScfVwBPLu+FISaXhdn1PR1WSUXXgtdG0HO7kGswmtD1L6x2k/opBEgq9\nkK4etEHKHg1qsjNbPsWm5QRmksq1WgmN25/nR/Dtft8wTaJCCCKaIKIpZEZvCfaNEIJ4RGV5Jspy\nK9jSkZJay4xoOQ7VhsN6yWS9ZKIIVyvNJlwNcFiBTo6UlBs2taZDKqpyJKP7uhGSUnIr10BTFY5N\nWJWWSSf06U0oo/TpbdWa/M/PX7+vl1VEFfzLZ86R3KUhDctHlauYXNus8/DR5H3dkwfl+bc2KRs2\nbz+a3tZmxskg/tZR5/odBkzboVSzKNQtSjWLtsU2GVWJ6YJkVCMZVYlHlIE1QceR1E038rRuSlJR\nlVTUe6J5N+4WDTbLJheW4yMruNCJn1zgfgl9eiGBM5+I8OSJGV64Vdzx/HtPZe8TeMOknVtk79VJ\ncgCalkPZcMMBx63pdaNXFOdeWuIoIj8PMrqqMJ+OMJ+ObJscizWLhumwUTbZKLsWAgHEIwqJqGui\nTcdUIpqKbAXbQMsXLV1fdNOW1JsOddPGMCVRXZCN///svXmQHNl95/d9mVn33Tf6wDkYzIm5h8Mh\nZwhQIkXJPCRRprS0dexlrbReyQqFbUq7srSxu7rssHfDa4fsMG1TK68oUpZJiqR4AzMczj0cgMDg\nGAwGV3ej7667Kq/38x9ZVV3dqK7KzMqsyqrOT0QHuhpVWXm8937vd0uYSjrnRyxWNawWVMykQ30R\neM24PQ4Nvy2Hk9l1vudzgHEyD+eDR0fuMHO+/1DGseOboR6xqVkUervdh82KsXAZTWO9vb+z05lh\n52f8vCwDq/dBYAzJiIS50TDumozg4f0JHJ2MYiYTQioqQdMJawUVN9aruLVRxYXFEi4ulnHptvFz\n+XYZl5fKWNiUsVEyAmhGYgEcHg9jbiSMRMQ5gafrHLc2ZKQiEjKx9mO6V+PBTX81YwxV1dkast5e\nCXx6RiocuCMkPNljQVH3H+omogPNUM/Py0S78594hUHU+DgRGDqbxMsqh6JzZCL91cibfZrN/etU\nnaMs60YwDav7wZt+Z0BAYLZq1lohX9WRjhr5fF4a083n4uXxCPg+PU9j99nYrYn5L/7ubWhNb/nj\nn7rb0vHNfEc7NJ1w9lYB0+mQIy1UzsznUFF1TCZCODwW6/p4TmMnQMXpeqduoekcl1dKuLpWwv5M\nBA/PplBRdWyUVWyUVayXlcbvG2UVVY3j8EgE//ljM/0+dc8iaxy3szJmM/0tM9ZrH/NKXrGctO/7\n9AYUp3fxnY53bDyGt1aMhOKZ1O5Cx60Q/HrgnFXzZis4EZYLCnROuHeyc/HsfuDkffSKxkdEWMhV\nt7U2ene9jG+/s95IediNerk4nzshIqzkFYzGA3tK4LmB79PzOO0WRTs2+3bHa04ojkjtHeRuDHTG\nGCSBWTZvtroP9SLTIts9UdoLOHkfzYwHnVOjtqXRwsaobylrTTUudQ6dEzg3EsA5N/5eUjRky2qt\nnFkF766VcXm5iHOLebxxK4vvXV7Fl88t4/WbuTt6+XUSeABQ0bgjQUzD6NvcLGsIiAxxC1HNTt+H\nYRB4gK/p+TTRHJrNTQxmN3xMosAc0fTqWkM6GuhJ8vFqQQEDw1jCuk/KKY3v5MmTHe99rqri+1c3\nLB03LAmmhNZuCLWkcoLh9xqJBpp+ghiJBjAaDSAWtJ+obYZBXbRllSNf0TA7EvaUH28Q7l0rfKE3\nwDhdbWG70HP00KaRROtCr9V92KwJvV60EiIi5Cu6LYHXfAyz7+tq4bPxXFt9X1A0gj2ComBUZZEY\nQMBSQQbIqMvZzM8/NIWpZBiJLiqQmKXVeNjtO71iFt6NullzLB60XCjCr8bSGl/o+TRonlNmNL3d\n6GYhEQUGResuRJmIGppeL+ptKppRusuK6akbuhF86WgAP3HPeKOGZT3frP4a217XctGY0fkiKBrR\niQGhfRcGIsJmRcW19TIWslUERAFHxmJ9697e6V55WfBtlDQEJQHxcH/z8fqJ04/G9+kNME7b7K2a\nN9thZ1HWdI75fBnLpQrWirLpz+28D2XF8E8xAOke+PMKVR2xkNDTRd3uIi0whnBARCRQr4kpIR6S\nkAhJSIYlJMMBpCIBpCMBZKJBjMSCGIkGkYkGEAtJCIqdK4owxjASDeKxuTR+6r4J/PixsZ7em+bx\nYHYceslsWKeq8kYHBjsMi29TdDhwx9f0fBo0r0tOpMpZDcknAGu13LqdvdasUNfykmEJUg+axhaq\n2racLp8tnL7/vfb5taIXWiGvmTXHE4G+achewslIZ1/T8zjtJpgV34UZhKbJxV1w6nXWELZ+t/L1\nO+9Dw5/XA0FUVXSIAnpm2mzGqyY5N6FaS6Fhv/aNoopwQOiqBq2bPr1e3n+BMUdjDHyhN0R0uxMS\nHTRv7ka7c2zumN5V4epybzorEBGWCyrCQbFvuVPDvvi3Y1ivvaLoKMkco3FvWg96fd8F5mxgnS/0\nPEynwWXHd9HhGxsmTjfH9W7n2mzFsfL1zfdBVuvNT4GMy0EsuYoOTSeM9dm0OayLvxmG7dqJCOtF\nDePJ7s2abvj0+nG/RYE5annyfXoepR+D6+hYFJdWCpAEhifm0h3f76Z/xerlExFUTlivNY2NBUVX\nO0lrnLBaUIyu1x7wuRDR0AQuWKVXTXp7QT0oKtqnhsft6NcGw2lNzxd6A0yzzd7sxG83cEs1DUnj\n1DEnyI1Fpt4Zm2CE0pvlxIkTuLxcxFtLBQREBs6BcCDg2mJYz52KBEVPdW/w87Lcx82FX9MJRZlj\nKuWM5WBYxkNAZFB059oL+ebNIaJjdGSH/y/IWuP3RGj3xdzdCDrjX6trS75q+PFUnaDX6j9+89Iq\nik3X5BRrRRW5sooJj/pcfNzBbU1no6whE5V6UkFokAiIDJru3PF8oTfAtDJn7TYxzUzYbUKvTxrM\nVkdm8585ffo04i3Ot6zo267JCUqyjuWcUfU9GPDW9Nmr5s1e4LbAKyt6o2GtUwzLeKi3c3IquM5b\ns9bHEZrDuq2Ed28TesE+Cb3av1YHeCvNdH8mgqlE9y2KirJRvFrTOW6tV5GMSBjx8/J8HIITIVvW\nOzaF3cuEJAGy5ozQ8+/yAOO0zb5QNYReJCD0JKm7FQ3zpoXPnDhxArnK9rY0s+kwHp1LdW2KLcs6\nLi6WEJKM4AJBAGYyIU8GTgyLD8cOgxzMkivrSIRFy7U1OzFM4yEoMRSqOiIOWFd8oecDwNhtFhVD\n6LXz57nNSDQIjXOELUZeNqfJBUWGx/enHfGN1DcCssYhaxwHx8J+hQyPMoiCT6mNq3QPCqMPMgJj\nRk1YB56xb94cYJy02ZcVvREW3E+h9+yRUXzw6DgOjERNf+b06dNYLW1peiePjjkWDFCUt3vQr69V\nkfNos9Nh8eF0wyDl7RERNkoaMjHJFWE9bOMhHBAcyR/2NT0P0o+JazZy06ss5qoAgMlECDEHzz+7\nQ8CJAjyRl+fjLr2Yg0WZIygJruaTDhNhhwLH2CDtjOowxgbvpC3Qj2fy9moR33tnDQDwzKER3D+V\n3PW9TuxKnbxGVef46lvLIAIemU3h0Kh5LbEd2bKKK8tlAEbY9L50CGPxoG/e9Djdjs9ezD+dE5bz\nKqZSvWlyvNeotYtqeWMHb0s/5PRrEyJrHFPxEBRdRzoyWP6FpbzcMHvsS3YfrQkYgvTaqiHwppJB\nz3Wt9nGHXsw/w6ypIh0RfYHXB3y92kNYnXBO2uyzFRVFRQcRw75k2LHj9oK//eZ3AACj0QDCge7L\nN3EiXF0pQ+PAkfEI5kYjAyHwhs2H02t6JfCW8gp0cjYnrxX+eGiNL/R8wImwlDeatk4mQgO1+9Q5\nNVoJTaecEda3NqooVHXsS4UwEne/87rP3qAu8IiAyURgIDZSw4jv0/MQ/XoWayUF37i0AgB4Yi6N\nYxPxjp/xit/kdr6Kl65tAgA+fM844l0GsawWFFxfqyAdlXDXRNRfmAYQu8/MzflHRFjKGcXQp1JB\nf1y5TDufnq/p+eB2vtr4fdqkadMrm6V61GYyLHUt8ApVDTfWKggHBBwe9wWejzMQEW7nFID5As8L\n+EJvgHHKZl8XenGLXQP6LfioZpY9/9qLXZs2ZY3jnZUyBAE4OhkdyAjN+ngwahUO3vk7gdXrdrsT\nu6ZzLGZlMGYERPXyufg+vdb4Qs8j9EuAKDrHatEwu9gRHHbO26lrXS8pkDUOoDt/HueEd5bL0HTC\nkfGoI8Ew/WKvCjvAnsBzCyJCtqzi3dUKJJH1XOD57I7v0/MA/XwGt7IVPHd1HQDwgSOjmEtHbB3H\n7IR28lpfuLaOYlUDCPiJeydsLSqqznFzvYKNkoa5kTCmUs6kPPSL5nswiHPbLl4SeLLGsZSVUVU5\nJpJBpKPuVFzx2R0/T8/D9Hthqps2GYzITbuYqYnn5LVulBW8vVYCANwzHre1qBARzi8WkK2omEtF\nMJkcvEhNfzG1jltzjhNhvahivaAiERFxJBNxrHB7bRF35Fh7Hd+82Ue6HcRO2OwXa0JvLB5EsMsJ\n2qqlkVs+k0srxcbv8+dfs3WMa+tlrBYVcE6YSnuzc4KPOZrH2alTp3o2DuvfnSureHeljFxZw+xI\nCDOZsOOdSqyOT9+n1xpf09vD6JxjIhpCVNIw7VAlk16gaBzvrBtaXiIkYSxmXUNbKyp4p1Zx5f7p\nRNeRn/1iEDsLDCo6JygaRyRo+HyJCIWqjuW8gqrKMZkMYCwedLU2q6/xdY/v0+sjZu69qnOIjLky\nkTbLCl67kUNQZHj26OjAJKVfWC7g5ZtGbt4Tc2k82KZOaCsqio6Xr29C1QkHRiI4Ntk5L9HrtBJ8\ngzi3vQoR4dJiCUVZx/0zcRCApZyMssKRCIuYSgVdDYDa+Xz9Z9se36c3wCxuytgsq3hoLtFxR69z\nAmMwLbwaVViSg1OFhYhwcaUAABAZw91jMUuf1znh7EIeqk7IRAM4OmHt817F1/jcZXFTbrSZurJc\ngiAIiAYFHB6PIBZyN9q31XP1haB9fJ+exylUdUSDYsuBv9Nmv15U8fZS2dRxiQjLTUJvUFjMy8jV\nGrseHo0iJImWfBeXlorIVzWEJAHHZ5IDI+x9zOO0LytXUrCYlRuvFY0wmQj0TeCZfZ/v02uNL/T6\nhCnTZq2rctxkwnhJNgSkGTbKKhSdEJIEZHrcVeHaetn2zrSu5QHAvRMJS5+d36xgIVcFA/DQTNLv\nY+bTFiLCekHB28uVO/4vV9F8zXpA8X16fcDsPd8oqri2VsHdU9GOlVI4ES4sljCdDmEk1lmIXbhd\nwHy2iv2ZCO6Z6p1P6931Mv7ou+/iyGgUP3t8EnePmzcvFmUNX/zRIgjAeCyIj903ZfqzuYqKV29k\nQQTcMxnH/hF7+Yhexjd5OUehomFh0yg8XicgMjAGMDBkYhLmRt0dQ3bTcHx8n56nsDIoC1UNDEDM\nhPZWUTiIYMrcwomwXDDMNb1MxiYi/M2PlgEAV9fL+O9PXcM/fd9+PDxjLhDl0moR9btnRctTNI6z\n83kQGf325jLOtk6qL07+gjP4FKsaFjZl5CsaGAMmk0HsS4cQ6LFVwK4W2ctc2UHFt+94mKKsIxYS\nd43cbLbZF2UdAZEhKHaeLBslFapOCAcEpCzU2uyWC8tFXF4tNV6Px4N4YJ854aVzwturRm5eWBJw\naGSrO3o73wUR4dxiHlWNIx4Sce++zgFBVvCSievUqVP9PgVPYMeXVZJ1vL1UwsXFEgoVDeOJII7P\nJbB/LDIwAq/fxx4UfE3Po6g6R1Xl2Jcyl4NWqmqIh1oHvOykHrU5lehdQjYnwt+cW972t088MAHJ\nZCrG9c0yqrU6m3ePx00XhL61WcV6SYUkMDw8mzL9fYOKH8VpDiLCWllBLCBhcaOKzbIRHDWWCGA6\nHUYo0B99oBfPbq/n+vlCz6MUa76Edr68EydOADAKJpcVjowJXx7nhJW6abOHUZtvzOdxc3OrhdFs\nOown5lKmP39x2QhgYTDKjjVTvw+tmEmHUZA1jMeDpoN8mhkkAdLuPuwl2t2Hoqzh7bUiLq8UUVR0\nHB9PQQDDaDyA6Uyor8XGeznW9rL/1xd6HqXhzzPhoyspOghA3MR710oKNE6IBARLbYTscnOzjOWi\ngq9dWN329599cNJ0usBiroJsLU1hLh2xVD1FFBjuN2lC3Um//CPd+gj30gJmBs4JN7IVXF4pYD5X\nRfPd0RnH8ZlUo8pKv+j35movaX++T6+HWAtiae/PA7Z8FyVZR1BipnwPssYhCgxTybDrE03VOU5d\nXcO5pTzmMkEcGQsjJDHcPR7FAxYiRl+9mUO+oiETDtyh5QHu5CP1axHq5nv9vCyD+n3IVlS8cnMT\n//HNeXznyipuNQk8SWC4ezyGo+OxPS/w6njlPNzG1/R6hBWBp9X8eVMm/XlFWTel5QHAXCaC6VQY\nvAe7OkXn0GtfwxjDRCKIsXgABzPmu5IvFapYqBXFLsga9pns7N4NZs7NjV3xXll0nIYTIVtRsVJU\nsFpS8Py767idWkBR0e5473gsiHsm4jg8EkPQz9Pck/hCrwdYXSALJvx5gOG70DmhonCMxc0nmIsC\ngwj7C6xZU0irtwiM4Wa2Ak3npqrQvzGfa/z+yEyqZQBLt76sXvZic1OwDbtPjxOhrGrIVXSslmSs\nFhWslBSs10z2deJ3PYL1soKwxEBgCIkC7hqL4dhEHKNRd9pHDcuGZS+YOX2h5zJ2BpCscYjMpD+v\nVg/QrKbnFGYmR1nVW/79nom4KYG3XlJwfcOohhEJCLh3wvkk+l5qdVYXxr2wANUpyireWS+jqnJU\nNB1VlaOq6aioHFVVR6VWnSggMqh653ui6IRHZ5KYiIdxcCQ69FG7TjLs484Xeh5EEBhmRsIdw/JP\nnz6NYw+/FyFJcLx3lxNcXdteB5QIeObQCI6aLBL9w4UtLe+h6eSu13j69GlbWo6XBV7z58yeg937\n4BZERiseWeOQdQ5Zrf2+40fROCSR4c2lfMdjqjpBZECz3BMYMBINYjxm/Lxz5mV8/Cc+ZCta1w7D\nouU1M8yCzxd6LmJ30FQUHWNxC/68cH8c8Z0mRlZWGr8rGseH7x7H4VFzAi9fVXGllsgeFBkesNg+\nyAn6LfAGEU0nbJQUvLmQh1LLqzRDsENMHQMQDgiISCL2JY2AqPFYCOPxIEaiwW2aXPFq2Bd4DjCs\ngs/V2puMsRCA5wEEYQjYvyaif8kY+1MAHwMgA7gK4O8TUb72md8B8A8AaAB+k4i+1eK4nn8Sdu+r\nzglXVys4Mh7pqOkREa4slzGRCCJtIkfPKczk+Ciajr94c6Hx+sNHxzGbNl+r8Lmr6zi/ZOTmPTqT\nwnsPZmyebWt6lY7g1KLo1cVH0wklWW/8yBqHJDBcWS9ue58kMIQkAUFJQKjFj/GZEiIBEeGAiLAk\nIBIQEJZERAIigiLrmYAZZkFmB6+OvXb0rfYmEcmMsZNEVGaMiQB+wBj7OwDfAvAZIuKMsT8G8DsA\nfocxdh+ATwG4F8AsgO8wxo7SgN31bk63qnKEJGaq4ggno81Jr8skNbPbtb61tNUNYSoRsiTwyoqO\niyvGoiky4Pi0vTy73RjExdMru+5WQo4BiAQFJCMiYqEgQpKAdFxESBIbQs3MeB5P9L/FlS/w7sQr\nY88pXF8tiaju2AnBELJERN8horrt42UYAg4APg7g80SkEdF1AFcAPOn2OTpJt4OjrOim84a++z2j\n1mK/nPS7XauicbzVJLQ+eGTM0nHPLuah16Lx7p1MIBZsvzezkp82iALP7DHdyNPjnCNX1rC4KePK\nUhmXbpcwv1FFVdWRjIg4OBbGvdMxHJ6IYjIVQjwsISAJmEqGkYkGEA2KpkvGOYXd++ALvN0Zpnvj\nuk+PMSYAeAPAEQD/CxG9tuMt/wDAX9Z+nwHwUtP/LdT+NhA4sRuqqByZqLnHUhcMkoki073kreUC\nFN3Y0zw0nbJU2knWOM7XAhoYgEdMdmAwwyALvOZju73rrpe1Kyk6yooORTWiJuuaXDTYvmjCIDJM\ni7pPe1wXejWN7hHGWBLAlxhj9xHRBQBgjP1zACoR/WXbgwwAzRXu6zvNeiSd2dfPfuADkFWOV1/8\nPkSBdXz/0+9/FvObMp5/7jQY6/x+p163u15Z4/ji174JjRMeevJ9uH8yYen455fyOP+ase/56E/8\nGJLhgKnzaY5c3O39VjBzvPrrXi+Ynb6v/mzsPF8iwhf+9tsQBeBDP/ZBZKISfvD953o6vpwYn52e\n38mTJ+FjjfqGq9/Pt9XrM2fOIJvNAgCuX7/e/jp6aatljP0egBIR/Y+MsV8B8I8BfJCI5Nr/lEaw\nBwAAIABJREFUfwaG+fNPaq+/AeD3ieiVHcfxnIHZiftYVnSs5BUcHDPn/1orKFgvqji2z3wjVrd5\nYz6Ls7cNTe3x2TSO7zOvqWk6x5+/MY+KamiJv/DwNEZj7iQT78RuAV4vagjdjsVh79Qw6Ndm9/k6\ncd2D4ttrF8jiqk+PMTbGGEvVfo8A+BCAS4yxjwD4rwF8vC7wanwFwC8wxoKMsUMA7gLwqpvn6CU4\nB5IR88r388+d9pRpsyRreKvWDSEsWU8mv7RSRLWW0H4wEzEt8JzwZQ3KZDZDt4vboAuFduNh0K/N\nyjjdeR96OcaJCDonT84rt82b+wB8rubXEwD8FRF9nTF2BUYaw7drg/BlIvp1IrrAGPsCgAsAVAC/\nPmiRm92gcULAghDTef+CWHZyc7OCf/f8ddw3FQMY4cF9SQQsJMxrOsfLN7MISiJGIgE8MtufvDwr\ni6KXF9Bhi7jrhJefhVM48Tx7pcUzxiCAwAkgzkFgkARvPKeemjedYljNm+tFFdGgYDp68/paBQGR\nYSbjfhHmdhAR/ui77+KdWgWWw6MR/BdPzWHCQgj6mYUcnr+2AQDYlwjh547v62unAzPP0wsTuB2D\nOLft4PXn4BROPs9u7pmd8yAiaBxgoJ5Uj+qbedPHGppOlsK7NZ08oem9eD3bEHgAsFFWLfXq0zjH\nG00lx57cn94zC5lPd+yVcTLoGxjGWMOKVVXNV+pxA1/oeQiNkyUf3YsvPNf3mptlRccXzy5t+9un\nHt6HiIU0hbeWCigphi9vKhHCfguJ7IDfR26v4gu89rg1L7q575JoFCrop+DzhZ6HIILpbuKGo7j/\nPr0vnV9GvrrVt+zYeAzv2Z8y/XmNc7w+b13Le2upiIvLxUauopMMg2lz2Nkr99+rGl439z8gsr4K\nPr/gtEfgnGBFfnFOeObZD6Cfit6tbAXfvbLeeC0w4D97bNrShHhrqdjQ8ibjIRwwoeUREb799hrW\nyyqiAREfu/8x6yfvM7D4As8cbnfc6CZYqtnUGQ70dhHzNT0HcGI3pnGCaCX9gBk7pX4tAESEv3h9\ncVuj2B+/ewyzafNBNRonvDGfbbx+j0ktbz4nY72sAjB69qXDvSu2DQzGoutVDaFbBuHe7yUGUePz\nhV6XOLW4aLrRONYsjAGvvfR98D4tbi/fyOJKU/BKKizhEw9MWDrGheUCijUtbyIexIGMOV/emYWt\nvmtjsQCuvPlSm3c7yyAsusMq8Hys0StftxOCr6y0bjjtBr7Q6wJHFxfGLNUzrL+zH+ubpvMWwStT\nloJXNE54fZuWlzE1eTTOca6pg8PD08mhqKnpFMMs8Abh/u9VGGPbfqwQEBk0DlSU3mh8vtDzCAJj\nsBKTwRjDk08/0xdNjzGGDx8bxT0TUQDA3eMxPHUgbekYF5cLKMpbWt5Bk1re5ZVyo0wZA/DQdKIn\n3cIHYcH1BZ5PM72YF7th9XklQgJKiu5KYNpO/EAWjyAKsCzABNYfTe/SShFrJQXTqRCOTyfwwJQ1\nbUvfoeU9OWc+L+/M4pZp89BIBOmI+/68QVhwfYHn4zWsBLowxpCKiMhVdGSioqvP3Nf0PILAmOVd\njuHTc+mEdqGs6DhXKygdD4n40N3jloJXAODiSgGFmpY3Hgvi0EjU1OdKioa3V0uN1w/X2g656bsY\npAV3GPMVB+n+ew0vjAcrzy8gCgiIrGHJcQtf6HkEgcGyAGOs9zv8Hy5kodVO9PG5tOUGobLGcXG5\n2DhvK9VXfrRYbNyjoMhw36S1gtZWGZQFdxC1vJ0+oN1+fJzHy/c1HhJQVnhDASByvmi1b97sAieL\n+toZiE+97wOOanrrRQUEIB0NtEx6Xy7IuL5RAQDMpMKYTVmrnAIAr97M4up6BZPxIEZjARw2qeUB\n202b903GEZKMPZsbvgsvLwy70U8fjlfZOT8H8bnapdV48Pr1G2ZOCZtlFZLAkK/qyEQlS2UNO+Fr\nel3Sz0EkwNld/rW1Cs4vFKHqd5oXOBFeu2X44QRm9MqzSknR8GrtGMtFBQcyUdP3b7kgYzG/1YXq\nYQc7qvvsHQZRK3YKrws8wHg+2bKKksyRrejgBDA4e96+0HMApwYTg7VJ+cqLzzum6RERKioHg9EL\nbydXVkvIVoyE8PsmE7Z2Xi9dz0LVjRMejQbw4FTC9GfPLG6lKSTDEg6NbGmZTvsuBmFxaIUXfDhe\nYre5tFcEX/N4GKQxvXNNYw5LKV/oeYiAwKC00LJ2wyg27cwEVnWj6WM4KLScILPpMA5kIogGRDxg\nQVjVyVVUvNnUSeHZwyOm8xI5Ec42mTYfnk6YrlFqlUFaHLyCF+9ZJ8G2VwSfF7Dao3IiEUAyLDb0\nO6fLC/s+PS/BgKpCCJl8Kk+89/0oO5TQWal1LI/ukmAeC0p45vAoZI3b6uzwwrVN1JQ87EuEcPd4\nzPRn310vN6I9ASMhvRmnfFleXLzNUPct9zsvyyuCxCvn0Q1OXIOXfLxW0xcysQACIsNaSYOmE+Bg\nZpIv9DxEJCCgKOtImXwskiA4Vr6nXg0hEmwv0EItTJ+dWC0qON9UReUDR0YsCZh31ys4MhpBvqoh\nKDKMx4OWz6ETgyrw6nhB6HjhHPr9/T67Y3V8xMMSKhqHoulwUlT55k0PEQ6IqCjc9MB49aXnG+kD\n3VLX9KyUEjPL8+9uNIywBzMRHLQQsalzwtnbedzMVpGtanhPi8ov3fqyBl3g1XHrOjROpgsn9PNe\n1ufNoPs2nRLcg34fAGA0FkBFdXYz01HoMcbuyDxmjI05dgZDghOTXaoVX60He3RCZAya7kwey5am\n56zQW8xVcWVtK6H8A0dGLH3+nbWtsmOSwHDfpHV/YjuGReDVceN6Kgpv6zqu51KZzakatnvuJG5o\nqoN8vwXGEA0KKDlYl9OMpvcaY+yp+gvG2CcBvOjYGQwRTgyucEAwXXj1AzWbvYXYl13Z0vScU/6J\nCKevbvXbOzYew76kteotzcWl7x6PtTSv2vVdDPJi0A6nr4vIKITgBL24517yZfWTEydODMUYT4RF\n5KuaYxsCM4bSTwP4PxljpwFMAxgF8EFHvn0I6davEQkKKMscZnqPS7VeRBrnkMTuNLSKYqQrhBwU\netc3K7iZrQIw0jGePWxNy6uq+rayYw/uc1bLG2ac9q85sXgOwwI8SAzL/Q6IAkTGIGuEcKD7a+q4\nwhHROQD/BsA/AXASwH9JRPNdf/MQ000ppUhAREXVTS1YL37/OQAwopu6QNU5NE4IBwTHUgGICM9d\n3Wi8fnBfAqMxawEol1ZKDZ9lJCDgrtHWvkA7vothWRB87mQYfFnDit15l4wY2p4TmPHpfRbAfwXg\nOIC/D+CrjLF/6si3+9yBJDIwmPPr1etedhvM4oY/7/JqCUsFo4KKKDC871DG8jF+1GTavH8ybrnO\np0/3EBEcLohh6jut1lz0oza34+VNnZ1zC0sCNJ2gat37cszYss4BOElE14jomwDeA+DRrr/ZZ1ci\nQQFVE5XGf+yDJwF0r+m54c+rqhyjUSO55tGZJFJha4k2+arWqPMJtDdt+j4c99CJehrivVN4mRFm\nO9+z18eDlwWeXRhjiAQFZCvda3tmzJv/FkCYMXas9jpHRP+w62/22RWzwSyMMYhC90KvnuvnlKbH\nOWE+W0EmEsBT+9N47wHrWl5zXl86ImE2ZS0AxscZiJhDNX/MfJf1smG+hredQRF4ds4zFhRRrJpz\n/bTDjHnzYwDOAPhG7fXDjLGvdPWtPm0JBQRUVL1jbtTp06chCYKD5k1n9vS3shVUa2aIh6aTiNoQ\nps1C78GpRNtJ4vtwWuNI8Al6I1jslA3b7TN7dTwMisCrY/V8g5IASWRdV6Eys8r9AYAnAWQBgIjO\nADjc1bf6tCUoMugcprQ9SWTdB7JwjlhIQNBGebGdEFEj4nI8HkQmar1+0EpRxlJBabz2ozbt46WF\ncGc+nx3fnZvnM8h46Tm7STIsoVDtrgqVmVVOJaLcjr+529p2j8MYQyxklCRrx4kTJyAJrGtNb7Os\nIlvREBC7nzgrRQW5WpSVlfqazZy7vaXlTSdDGOsQ9bnXfTid6GpBHMC11O54GFTBt1cEHgDEwyLK\nig7exZpnRui9xRj7NACRMXaUMfY/w09Od514SERJ3t1+zTlhs6RC1TmqKsf8RhXrRaXle9vBiRqR\nokEbdTV3cqWm5SVCIqYSIcufJyKcXyo2Xtvp6ODjHAxO9fEYDAZN8O0lgQcYkeDhQGeFoB1mVrl/\nBuB+ADKAvwSQh5HC4GMSOwMzGhKh6QRFaz0JN0oq/t+vfhslxcixWyuqWCuqlr+nLvACIus6Ry9f\nVRtpCkfH47auez5bbWiKDMADU/GOn9mrPpyeMVhywB8PQ063Js6OFVmIqAzgn9d+fHqEwBiiNRNn\nqyop6Wjgjj5TozHr/jOlFnDihD+vruWFJAEHMpEO727NelnB4ZEwAqIASRAQN9tnycc1Bkzm+Qw5\n0ZCAlQKHplOjKpUVdl1RGGN/izbjnYg+bvnb9jB2ykLFQyJyZQ2xkABZJcRCYuMhSyLDJ37qx3Fr\nw9CsGIBMN0JP6k7Lq6o6bmwaeXWHR6O2E8kvrRYbmt6nHtpn6jO+T889BtF45o+H4UZgDLGQiEJV\ns7XmtdtG/w+1f38WwBSAv6i9/nsAli1/k48lwbeck7FWVKFohI2SIQRmMiFMJLeCOkZiAdzOKtA4\nIRYSbAkaWXdG07u6XgYno8vxkV3KhXViraRgvWSYaEejgY4BLD7msV2LcxClns/QkwiLWCuqtoTe\nrisdET1HRM8BeB8R/TwR/W3t59MAnunifPc0Zv1cFYXf4c+Lhbbnuz333HMYTxgPPRm2Zwbc0vTs\nCz2dE66ulQEABzIRhG325Lu8shXAcmzCvE/Q9+GYw46PdRADWboZD/0ODOn39/cau9cbCQjgHJBt\nlCUzs9LFGGONvDzG2CEA9mLRfQCYe9AzIyFITZqbKBh9pXaSruXBBW2WEKsL1m6E3o3NCpSaxnh0\nvHPgSSs4ES6vGkKPwX66g48LDJrUs4lXBI5XzsPLMMYQD4u2AlrMqAe/BeA0Y+xdGOvRAQC/avmb\nfLbRydwUEAUcGAvj6orhJ0tFxDsmw4kTJxqJ6brNvBWlS/MmEeFKTVhNJUK2Nc5b2UqjWexcOoJY\n0PxxfB+OecyaOTkRZJUgqzqKMkdR1jGRCDjaesothmE8ON0aysvYvdZEWMRiVsZoTLK0UTATvfkN\nxthRAPfU/nSJiGTLZ+hzBzsf1M4Hn4xIiIdEFGX9jkjNOnVZZTdBvW7eDNkMZNksqyjVanfePWFf\nO7u8stU371gXx/HpjJlFpljVsVbcXtzXa10unBQMvnbVX+w8y5AkQGRGcfpUxLxvz+y27TEYuXoP\nAfh5xtgvWTo7H9tMJo2H2apayunTp2tFpxl0m2krcpc+vXxVw2g4iLtGoxi3GXgiaxzvbhg+waDI\ncHjEWiCM79NznkRYRLBpzEkCbIWHO8VuQqnV362Oh0EWeMOkDdp5Djon3FyvWroPHTU9xth/AHAE\nRtHp+tJKAP7c8hn6WCYRkcAYwGn3ASEJ3Wt6doXeSsGIHp1JhW0vHlfXSg3z7JHRGCQHcgZ9uoMx\nhqlUEPObMjjdGUTV63MZxGP3CiIaiusArGt8I7EANssachWtEd/QCTOOk8cB3EfDtKUYIBgzyu60\n6q9X912IArPl06PmEmQ2BE1F1VGoahAFhpEu0gsurW5Fbd4zYT0QZhh8OF5EEhnG4hJWChqiwf4s\nqmYW850LpdnxMCyCAti7gi8ZkRAQGdaKqmmhZ2alOw8jT8+nTxhCb3f7pd2i06pOoNrn7fhrVmud\nEEZjAdv+nlxFxe284SJOhiTsS1qv12mVYVkcekE8LNXaCzl7XMaYqR8rx9vrDJNeYvZ5MsYwGg8g\nX9EaVqtOmBF6YwAuMMa+yRj7Sv3H1NF9TNNuwIYDAmSN7uivV/ddiKI9Ta+saBAEIGAziGWlVmdz\nwkZh6Yqi4/xiAWcX8o3857snYrYWL9+n5y7xsNjWvG4Hpxfo5uP542E4MLsWjMYNK9O6ydrDZsyb\nf2DqSD626bQAhGth4rLKW3Y3lwR7PfVUTpA1bq+Si8aRq2gQ2Nags8J8toobG0Y6xlwygrKqY1/c\n1/K8SFBitV10//x67RgmDcdnO2ZMnSFJQDIsYb2oYCoV7DjHzaQsPGftNH2sYGbC1iucVHcIvbrv\nQqr59Kza9RsdFmyZNg0tbyQW3JZEb5bmSECBMcSDEs4tFhEPBzBisfFsOx+OL+S6JygKyCla5zda\nxAk/VKv54/t49x5jiQDeXdWQr+pIRdqLtXYFpwtoXYvBMPETJbs7TR+zO9SQxMCAlsEsgKGxMQaU\nFR0xC10J6tqhnVD0uj9vImEvgCXSolRZUGSIOpj87As8ZzA0PXe0KauCz8/L82lFKiJBEhjWi0pH\nodeu9maCiJItfhK+wOst9ZI7O02Ydd+FrhNKsm7ZxKlyQ4gGLEZuqjrHZlkFAzBmw7QJAOEdKRJh\nScBThzK26nb6Phx3EQUGAnXVrdoJzAq8TuPBF3jDRz2gJVvWoOrtA1r8hKgBQdUJhWprE1PdJ2d1\nTdJsmjdXCwoIRisjqwKzTnOyfUBgeO/hDBI2S5j5uE9QEqDY8Bs7ha/h+XRizGRAiy/0BoRWaQl1\n30VdZlmN4FRtmje7idqss1FSGr8/fTiDaIsAHbP4Phz3ieySK9oLrAo8fzwMF2Y3KqGAgERYxHpR\nafs+X+gNCJK4e4Sm0ND0rC0Omg3zpqZzbJSNndS4TdMmACzmjYF5cDSCuK/heZ5wQEBJtlnrrg2+\n5uXjJGPxIOQO/ueOqx1j7J8xxjKOnZWPLUSBgdN2wdbI06stHNziRryh6Vkwby4VZIQDAkbjAdul\ny6qqjrXabmw2HbZ1jGZ8n577hCTD0mAnNWY33BJ4/ngYPsyOlVRU6riemVm1JgG8xhj7AmPsI8zf\nmvWF+oPUWyw6Qu0p6lY1vbpPz4J5c62oYrOsQRLsGwkWslUAQCIk2m5F5NNbGGOIBUWUFWe0PX8Z\n8bGKmTEjMIYDY5H27+l0ECL6FwCOAvgsgF8BcIUx9oeMsSOmztTHEep+t2a/3pZPr67p2YvetFLg\nebPmi8tYzKWrQ0SYrwm9mbT9ItXN+D6c3hANCSjJ1swJ3ZYXs4M/HoYXM+PIdspCM7Vi00u1Hw1A\nBsBfM8b+1NIZ+9imrum1Mi/VozetWp6sRm9WVR3lWjCD1QTyOvmqhmLNNzTjgGnTxx52BE8kIEDR\nuKXNFRE1fuzia4U+TmLGp/ebjLE3APwpgB8AeJCIfg1Gj71Punx+PjVaaXp130VdZlkNZFF5PXrT\nnKa3WQtgCQeEluXQzDC/aWh54/GgrZy8Vvg+HHtYFSaMMUSCAsqKvSjOXgm+YRgPdu+VX5KtM2Yc\nKiMAfpaIbjT/kYg4Y+yj7pyWz04aml6LXXYjT8/CDpwTNVIczGp69ahNu1oe54TF3JZp06f/WO1f\nFg2JKMk64mF7G5ZuSo852Sndy3R7jcPUZsgNzPj0fn+nwGv6v4vOn5JPKxqanr67T69DIYJtqDqH\nyIwJYjZPb7NkCD27/ryVogJFJ0gCw5SDLYR8H053WFkgo0EBVYV3tTC7rfEN8nhwSqjvhc0BYM/0\n7efpDQhiG02vHkhpxbxZVnRUNA6Vm/O3aDpHrlYRxm7D2HrU5r5UyHb/PR93MLt4CIxBYMB6yVwb\nFx8ft7Eq+HyhNyCIgrHYNKcsbPn0rJs36wWEGcwlp2crhsCTBIZEyLppS9V0KBoHY86bNofBhzNI\n6ETIl51PVDdLp0Wu3XjYKxqQz+74Qm+AEHfpkN4oQ2ZhPis1W2hQEkztlDaaUhXsmBRWiypyFQ2p\nsGTbJ+jjLmafayxk5Ov1U4B047PyBd/wYWU8+EKvj1iduDtLkdV9Fxon6OCoaOZ7ntWFntnE9HoQ\ni11/3u38Vr3Obp3sOqdtdUYH2YfjNcw8m1hIBCeg0qdanHV2O1cz42HYBd9eCWSxkxLjC70+Y2Vw\nhiQGxu58uERGJ3NZM78IKbX3Bk2YNjlRw7w5ErMu9FSdN8qOORHAsl5U8fq1fCOwxsdZOo3JSECA\nwOBKLU6r+BrfnewlgWcHX+h5ALODVNY4cpUtba7uu6g/eitDvd4mxozQK1Q16LVGtemIdaG3nFdA\nBMRDoiPtg4q1gJp6Zwbfp+c87cYkY6yRuuAFdp6rlfEwbILPF3id8QsfegQzOUgCM4pO75aHY2XA\nq00+vU5s1DSqVFiyFXW5lDeiNp1KUyhWdQREhqC0NyZ4v2g3JiMBhpLCwYkagVT9ZOfYt7Io+nlt\ng0W3GxVf0xsgdpYbq/su7AyCunnTjE8vKAnIRAO2uqQrGm80ddyX6l7oaTqhonLEw2JjofJ9er1H\n50beptUejr1iUIXYoJ53r3BCM/c1vQFiW+WVFhqXLfOmCU1vJh22nWawnJdBABJhCbFQ98OtJBum\nzbgDx/Lpgvpg86bMA2CtgouXtL1uKs946Tq8iq/pDRB191t9d73Tp2dF6jVSFix0WLBDPWpzn0Om\nzULV8CM1l8HyfXq9ZwBkHgBrmpOX/Ht+gM6dOHVdrq54jLEQY+wVxtibjLFzjLHfr/09wxj7FmPs\nMmPsm4yxVNNnfocxdoUxdpEx9mE3z2/QaJg3d5qUai8taXoWojftImu84Q+ccsC0CQBFWQeDETbv\n42OGQRV83TAs11HHyetxVegRkQzgJBE9AuBhAD/JGHsSwGcAfIeIjgH4HoDfAQDG2H0APgXgXgA/\nCeB/9ZvWbkEAGKhReaXh07N4HE7USHJ3MxhkKWdoeamI1Ii07AYiQrGqIxoStwXU+D49Hydpzv1q\n9eNjnk730uyPk7hu3iSicu3XEAwfIgH4BIDP1f7+OQA/Xfv94wA+T0QaEV0HcAXAk26f46CwVKhi\ntaJgpVYdZSdm9wdqU4K7mRJkdlmqmTaditqsqhw6J8R9La/vCLVO6t43cBoM2t7ZiYXeF9CtcV3o\nMcYExtibMBrQfpuIXgMwSUTLAEBESwAmam+fAXCr6eMLtb/5YEtY1dsMNXx6Fge30pTE7pZ5s6rq\njf57jpk2W/jzAN+n1w9UnVBWuOlejF7AKcHntjBx6vinT5/uq+DzqtB1PQSOiDiARxhjSQD/H2Ps\nfty5PfTm3ekT9UW8brarv2YzDwAAXnvp+7ge3xIkzz/3HC4sFfG+9z/b9vP119/+7vdwdb2EB594\nGpLY+f12Xi/lqkjf9RjSUQmv/OD7jhz/wP3vAQD88JUXEJSExv+fOXOm5ft9nKHV81jYqOL+x98H\ngTHLz7OfWlerfD474/HUqVM4efKk4+dn93xava7j1rm249SpU43f3Vhfdr4+c+YMstksAOD69ett\nz431Uhozxn4PQBnAPwJwgoiWGWNTAE4R0b2Msc8AICL6k9r7vwHg94nolR3HGUoh2elZfOfSKqoa\nxxMH0phMbAm9oqzhlWtZxEMi3nMo0/F7zt/O44cLOQDAzx3fh2jQ+b3P20slrBRlzKbDODgWdeSY\nP7pVgKoTHj2QMLVwDppJy4vsNiYvLhZBBNw3E7d0PC8+k151dHf6u63gxH33qubWilraR8uLdjt6\nc6wemckYiwD4EICLAL4C4Fdqb/tlAF+u/f4VAL/AGAsyxg4BuAvAq26e4yCh1jud70wotzgWq9pW\n+aiQ5Lx/jIiwXlTBiGEu40wbIZ0TKgpHIiR6cuHcaygamcrxbMarz61f6QGDJEQG6Vw74bZBfh+A\nU4yxMwBeAfBNIvo6gD8B8CHG2GUAPwbgjwGAiC4A+AKACwC+DuDXaZjudhcsF6ogEJKRrVJgdTVf\n0Y1yUGanbr06flAUXGnmmq9o0DghEwtAdMjnU1F0pKIiRuJ31v70zZm9hYig6mSqmg9jrPHjZXot\n+HqxrDk1L4ZtCXbVp0dE5wA82uLvGwB+fJfP/BGAP3LzvNzGjUEyn6titaxgtazg+HRyx/9VsFqR\nUVRVEKU7TuC6phcOuLPnqefm2enIsBuFqo6ywpGOmh+yfnUKd+BkpKF0ypUctHvfbSUUr2L1OXj5\nWpzAr+XkMG4NmHplk0hARKrWqaDuyC0phhATBXM76mpN04u4YNoE3BF62YqKeEhsGS3o5+n1FlFg\nODrV2U87iJuObgSf17AzL4bl2tsxOPHGe5iNsoK10lY5r50LSUkx6lGarW3ppqZXVQ2NLB4SLft8\ndkPROCoKR8qClldnL0xiLzOI93/QBHU79mI1mk74Qs9B3Bg0RISvXFhGUeEYiwVxILO1w67b7Oua\nXsxE1RMiamh6YRc0PTe0vHoPwdQuvfzq90HTaVsOYp29Mpm9in//+4Mv8FrjC70u6EV5ogvLRSzk\nZOSqGs4sFu4QbJwI5YbQ66wJyRpvBHtGXND0NmpthFoFnNglW1YRDggdNdPVgoKlXOtqNXtpUnsR\n//77eAVf6NmkF5M4X1Xx3XfWGq+P70tgNLrV0+7EiROoKHpDiJnR9KpNmlA44Kymp3NCtqIhIDLH\nSoXp3Ki3mYrsLtDrvgtJZNtKrPl4i0ERfINynj6tkVtYe5rxA1ls0ItJ8cP5HP7sBzexLxVCMCAg\nKDKcODJ6x/uKylbOXdyEpldRt94fdsjnVidbVkFkmDad8ovkKhoIMBW1GRAZNF/oeRqvB7f4Am8w\n0XSO23kZNzcqyFbUtu/1NT2LuDUpiAhX5jdBRPj6hVX8T6evo6xyLBcUHExH8P5DI0jsCFQ5ffp0\nI4gFMNdup9ok9CIOa3qu+PPKKiSRte3SUPfpSaIAjfuV8H3s4Y+bwYKIsFFScHY+j29dWsOZ+Tw2\nyip2dl7bia/pdaAXE+GlC4v43c++gPPX1/C7v/YhvLFUbvxfUdZxcbmEX3hkX8vP1oNvdZT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Q0xr8/ntr1+Yr/9HVZR1rBR66owl46Yqk25sCkjGZGQcDAXrxUaJwQc6hzhY5+SouFsbYcfEBke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\nGJHeBkak1wU0m8CmYWkEkW6sWgtinn/+PE9+8Flcy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "speeds = np.sqrt(np.square(u_tzyx) + np.square(v_tzyx))\n", "max_speed = viz_tools.calc_abs_max(speeds)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "\n", "streams = ax.streamplot(\n", " x_slice[1:], y_slice[1:], u_tzyx, v_tzyx,\n", " linewidth=7*speeds/max_speed,\n", " color=speeds, cmap='Blues',\n", ")\n", "viz_tools.plot_land_mask(ax, bathy, xslice=x_slice, yslice=y_slice)\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", "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": [ "## Changing the Coordinate System\n", "The NEMO grid is oriented at 29 degree N/W from the North in order to have it align with the major currents through the Georgia Strait. However, when performing comparisons with other sources we may need to rotate the grid to align it with the North, a more common reference point.\n", "\n", "First, we need to unstagger the velocities in order to be rotating them from a single centered point on the grid. Then we can rotate the velocities to have u velocities be E/W and v velocities be N/S. The w velocities will remain the same.\n", "To do this we can perform our change of coordinate system by using the following equations, where theta is in radians: " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/latex": [ "$$u = xcos(\\theta)-ysin(\\theta)$$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$$v = xsin(\\theta)+ycos(\\theta)$$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Math(r'u = xcos(\\theta)-ysin(\\theta)'))\n", "display(Math(r'v = xsin(\\theta)+ycos(\\theta)'))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t = nc.Dataset('/results/SalishSea/spin-up/2002/26oct/SalishSea_1h_20021026_20021026_grid_T.nc')\n", "lats = t.variables['nav_lat']\n", "lons = t.variables['nav_lon']" ] }, { "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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10Wq1cHExb4jSkydPEBMTA19fX5QsWdKisEjy46h5W1HE4Zv3FXgXwAIhRAkAqVl/QwhR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\nfqGd8Tk8ePCAzz3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1tFott2/fzr59+5psNZE4LvbO94u96ANwAXAawLasv5sAOJr12wkA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\nVq1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24P9dBwGIv4tjx45Rv379SEdHh3r27EkTJ05U2DYHR1lUtmWg0npTnvGpqlE8Ho/A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\nIiJpQkFfREQkTSjoi4iIpIn/B8RgpdnX+pEXAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t, zlevel = 4, 0\n", "step = 3\n", "y_slice = np.arange(250, 370)\n", "x_slice = np.arange(200, 320)\n", "\n", "lats_slice = lats[250:370, 200:320]\n", "lons_slice = lons[250:370, 200:320]\n", "\n", "theta=29\n", "theta_rad=29 * np.pi / 180\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t, zlevel, y_slice, x_slice], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t, zlevel, y_slice, x_slice], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "\n", "u_E=u_tzyx * np.cos(theta_rad) - v_tzyx * np.sin(theta_rad)\n", "v_N=u_tzyx * np.sin(theta_rad) + v_tzyx * np.cos(theta_rad)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "\n", "ax.quiver(lons_slice[1::3, 1::3], lats_slice[1::3, 1::3], u_E[::3,::3], v_N[::3,::3])\n", "viz_tools.plot_land_mask(ax, bathy, coords='map', color='k')\n", "\n", "ax.set_xlim([-123.5, -122.6])\n", "ax.set_ylim([48.2, 49.0])\n", "#ax.grid()\n", "\n", "ax.set_xlabel('Longitude')\n", "ax.set_ylabel('Latitude')\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": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }