From 10b3312a31ea6a6e8502bbca993a4da2812e419d Mon Sep 17 00:00:00 2001 From: Adam Symington Date: Sun, 12 Apr 2020 19:51:15 +0100 Subject: [PATCH 1/3] Added surface plotting code - Scatter, contour, contourf, dual contour/f, 3d plots, 2d hist - no explanation - explanation of meshgrid etc needed. --- content/data_work/optimisation.ipynb | 2 +- content/data_work/simple_plots.ipynb | 2 +- content/data_work/surface_plots.ipynb | 198 +++++++++++++++++++++++++- 3 files changed, 198 insertions(+), 4 deletions(-) diff --git a/content/data_work/optimisation.ipynb b/content/data_work/optimisation.ipynb index 1468c0a..e89f349 100644 --- a/content/data_work/optimisation.ipynb +++ b/content/data_work/optimisation.ipynb @@ -711,7 +711,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/content/data_work/simple_plots.ipynb b/content/data_work/simple_plots.ipynb index 30db38a..4f9a57e 100644 --- a/content/data_work/simple_plots.ipynb +++ b/content/data_work/simple_plots.ipynb @@ -377,7 +377,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/content/data_work/surface_plots.ipynb b/content/data_work/surface_plots.ipynb index 87e93da..48d197d 100644 --- a/content/data_work/surface_plots.ipynb +++ b/content/data_work/surface_plots.ipynb @@ -4,7 +4,201 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Surface plots" + "# Multidimensional Data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2v2T7JUn/rHzOyJf7mKSfND1EhjZJemnZ6zllEEwlsD0l6QZJTzY7yaLu9sUxSWckHYqILOaS9HUtnnxeSL1wto96s31Y0lU9Ptor6bOS3jPaiRb1mysiHomIvZL22t4j6S5Jn89hru7P7NXiP4nvH8VMq50rE+7xXhZncjmz/SZJP5T0iRX/Im1MRLwqaVv3WtDDtq+NiEavMdi+VdKZiDhi++9Tr59tkEfEzl7v275O0tWSjtuWFrcJnra9va4HP69mrh6+L+lRjSjIB81l+6OSbpX07hhheWCIP6+mzUnasuz1ZkmnG5qlCLbXajHE74+Ih5qeZ6WIOGv7Z1q8xtD0xeKbJO22/V5JV0h6s+3vRcSHUyxe3NZKRDwbEW+JiKnuc0LnJL1zFCE+iO1rlr3cLen5pmZZzvYuSZ+WtDsi/tT0PJl6StI1tq+2/deS7pT0o4ZnypYXz6K+LelkRHy16XmW2J5YuivL9jpJO5XB38OI2BMRm7uZdaekn6YKcanAIM/cV2w/Z/sZLW79ZHFLlqRvSLpS0qHurZHfbHogSbL9fttzkt4l6VHbB5uapXsx+C5JB7V44e7BiDjR1DxLbP9A0s8lbbU9Z/vjTc/UdZOkj0ja0f1/6lj3bLNpb5X0ePfv4FNa3CNPeqtfjqjoA0DhOCMHgMIR5ABQOIIcAApHkANA4QhyACgcQQ4AhSPIAaBw/w8eVBDgk7a/1QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-4, 4, 20)\n", + "y = np.linspace(-4, 4, 20)\n", + "\n", + "plt.scatter(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_grid, y_grid = np.meshgrid(x, y)\n", + "z = np.sin(np.sqrt(x_grid ** 2 + y_grid ** 2))\n", + "\n", + "plt.scatter(x_grid, y_grid, c=z)\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "levels = plt.contour(x_grid, y_grid, z)\n", + "plt.clabel(levels)\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.contourf(x_grid, y_grid, z)\n", + "plt.colorbar()\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "levels = plt.contour(x_grid, y_grid, z, colors=\"black\")\n", + "plt.clabel(levels)\n", + "plt.contourf(x, y, z)\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.gca(projection='3d')\n", + "\n", + "surf = ax.plot_surface(x_grid, y_grid, z, linewidth=0, antialiased=False, cmap=\"viridis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = np.random.normal(size=(2, 1000000))\n", + "plt.hist2d(x, y, bins=200)\n", + "plt.show()" ] }, { @@ -31,7 +225,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" } }, "nbformat": 4, From 7fbc5fa05d35c149b3a8994d13b377b1b63f0b40 Mon Sep 17 00:00:00 2001 From: Adam Symington Date: Mon, 13 Apr 2020 15:32:36 +0100 Subject: [PATCH 2/3] Update surface_plots.ipynb --- content/data_work/surface_plots.ipynb | 175 +++++++++++++++++++------- 1 file changed, 130 insertions(+), 45 deletions(-) diff --git a/content/data_work/surface_plots.ipynb b/content/data_work/surface_plots.ipynb index 48d197d..c310b52 100644 --- a/content/data_work/surface_plots.ipynb +++ b/content/data_work/surface_plots.ipynb @@ -4,7 +4,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Multidimensional Data" + "# Surface Plots\n", + "\n", + "Prerequisites:\n", + "\n", + "* containers\n", + "* numpy\n", + "* matplotlib\n", + "\n", + "`matplotlib` is a powerful tool that allows multidimensional data to be visualised. We will start with a simple scatter plot and build up to two dimensional surface plots. " ] }, { @@ -14,8 +22,7 @@ "outputs": [], "source": [ "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.mplot3d import Axes3D " + "import matplotlib.pyplot as plt" ] }, { @@ -44,6 +51,21 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above cell we generated two one dimensional numpy arrays, consisting of 20, evenly spaced numbers between -4 and 4. We then plotted these two arrays as a scatter plot. \n", + "\n", + "## Plotting two dimensional data\n", + "\n", + "There are many examples where multidimensional plots become useful, the most common is an energy landscape. An energy landscape is a mapping of possible states of a system. This concept is frequently used in physics, chemistry, biology e.g. to describe the possible conformations of atoms in a system as a function of conformational energy. \n", + "\n", + "In this example, we are going to plot a simple function. \n", + "\n", + "$z = x^2 + y^2$" + ] + }, { "cell_type": "code", "execution_count": 3, @@ -51,7 +73,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -63,13 +85,29 @@ } ], "source": [ - "x_grid, y_grid = np.meshgrid(x, y)\n", - "z = np.sin(np.sqrt(x_grid ** 2 + y_grid ** 2))\n", + "def xs_plus_ys(x, y):\n", + " \"\"\"\n", + " Calculates \n", + " \"\"\"\n", + " z = x ** 2 - y ** 2\n", + " return z\n", "\n", - "plt.scatter(x_grid, y_grid, c=z)\n", - "plt.xlabel(\"x axis\")\n", - "plt.ylabel(\"y axis\")\n", - "plt.show()" + "x_grid, y_grid = np.meshgrid(x, y) # Generate two grids of x and y values\n", + "z = xs_plus_ys(x_grid, y_grid) # Calculate the x**2 + y**2\n", + "\n", + "plt.scatter(x_grid, y_grid, c=z) # Plot the x and y grids and color the points based upon x**2 + y**2\n", + "plt.xlabel(\"x axis\") # Label the x axis\n", + "plt.ylabel(\"y axis\") # Label the y axis\n", + "plt.show() # Display the plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`np.meshgrid` is a numpy library that generates a nxn grid out of two one dimensional arrays. We have generated two multidimensional arrays that corespond to all x and y positions within a two dimensional grid. We then use the function `xs_plus_ys` to generate the $x^2 + y^2$ values. \n", + "\n", + "This data can be plotted as a scatter plot, with each plot being colored based upon its z value, using the optional arguement `c`. However this can be difficult to visualise and matplotlib has many built in funcitons to help visualise this data. Below is an example of the contour method in `matplotlib`. " ] }, { @@ -79,7 +117,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -91,11 +129,18 @@ } ], "source": [ - "levels = plt.contour(x_grid, y_grid, z)\n", - "plt.clabel(levels)\n", - "plt.xlabel(\"x axis\")\n", - "plt.ylabel(\"y axis\")\n", - "plt.show()" + "contours = plt.contour(x_grid, y_grid, z) # Plot x**2 + y**2\n", + "plt.clabel(contours) # Add labels to each contour\n", + "plt.xlabel(\"x axis\") # Label the x axis\n", + "plt.ylabel(\"y axis\") # Label the y axis\n", + "plt.show() # Display the plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`matplotlib's` contourf functions is similiar to the contour function except it fills the space between contour lines. Thus instead of lines which seperate individual regions, there are shaded areas. " ] }, { @@ -105,9 +150,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -117,11 +162,17 @@ } ], "source": [ - "plt.contourf(x_grid, y_grid, z)\n", - "plt.colorbar()\n", - "plt.xlabel(\"x axis\")\n", - "plt.ylabel(\"y axis\")\n", - "plt.show()" + "plt.contourf(x_grid, y_grid, z) # Plot x**2 + y**2\n", + "plt.xlabel(\"x axis\") # Label the x axis\n", + "plt.ylabel(\"y axis\") # Label the y axis\n", + "plt.show() # Display the plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These colors represent a third dimension and it is useful to have a scale that shows the numerical that each color represents. This is achieved with a colorbar. Colorbars are added to the plot with the plt.colorbar() method. " ] }, { @@ -131,9 +182,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": { @@ -143,12 +194,18 @@ } ], "source": [ - "levels = plt.contour(x_grid, y_grid, z, colors=\"black\")\n", - "plt.clabel(levels)\n", - "plt.contourf(x, y, z)\n", - "plt.xlabel(\"x axis\")\n", - "plt.ylabel(\"y axis\")\n", - "plt.show()" + "plt.contourf(x_grid, y_grid, z) # Plot x**2 + y**2\n", + "plt.colorbar()\n", + "plt.xlabel(\"x axis\") # Label the x axis\n", + "plt.ylabel(\"y axis\") # Label the y axis\n", + "plt.show() # Display the plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is possible to combine these plots and have contour lines as well as the shaded regions. " ] }, { @@ -158,9 +215,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -170,13 +227,28 @@ } ], "source": [ - "fig = plt.figure()\n", - "ax = fig.gca(projection='3d')\n", - "\n", - "surf = ax.plot_surface(x_grid, y_grid, z, linewidth=0, antialiased=False, cmap=\"viridis\")\n", + "contours = plt.contour(x_grid, y_grid, z, colors=\"black\")\n", + "plt.clabel(contours)\n", + "plt.contourf(x_grid, y_grid, z)\n", + "plt.colorbar()\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Customising plots\n", + "\n", + "As you will learn, there are many ways to customise plots in `matplotlib`. There are a few useful ways customise contour plots. \n", + "\n", + "* Both contour and contourf functions have an optional variable called levels which controls the the gap between contour levels. \n", + "* Many colormaps exist and can be altered with the optional variable cmap.\n", + "*" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -184,9 +256,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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3K5OkPCtHErK4TDynk7K4kpjK/hvJuObosFosaLRaLly7QV2Tjr0xqQCYtQYOxiRx5tejaOxcOZyQjX1OPFYXL45eu03Mj9vRuvtwNkuScCUefc16HNmzHb+oS7h6erNv517uN3qi1elw8/IhuPF9uHn64Oblg5unD97VaiClRAhBy049FPm+2Yr83FwmjRpO3OEteDVuTb3eE9Ea7ZWOZbPUov4HDl7ViHh1CWe/mMKqmZO4fuE0/ca+Z9MLgpWWE3u2s3nlQjJSk3lp6gKqBdfFlJ8PdxV5o70DuTnZdzpG83Ky0RsM6P/Q9m21Wn53X35eLkY7e/LzcnFycUVbuA6KRKLRaMjLyUan12Mw2hV8ghCYTaY7z2vWrsudF5vHej5fat+Dyi457hZThg4g48a5ggW5HlcvkkqbYkVdCGEH7AaMhTm+llK+rVSeu+nsHAl9fipXf1zO3o3LOXXyDG8tWIG7l4/S0SqURi3aUP++B8nPy7vT+Wzn6IROp8PBuWDSV406Dbh27hRCU3DlfuKXbQQ2aIyhcPcqTeEVvbd/TZLjYu8cOys9FSe3Krh5epOWlIDVWtBZm5oQR3DDSJzdPMhKT7szIzE3KwuDnT06Q8EIC7WwlL7oE4eY+epgrKY8wgZNxzPs7/szVCVHyTFhecAjUspGQGPgSSHEAwrm+R2h0RDYbhANBrxHVuxlxvdqx+WoY0rHqnD0RjscXVzJz8tlyrMdWDPnXTYun8fUQV3ITEtFpzcQ+Ug7/jdrCusWfEBCzHUatWiDTqfnxoUzdwp50yc6cXTHjyTEXGffpnXUCb8fo50dYc1bcXTnj+j0BVfg0ScOE1AvjKDQcK6ePYlGU1C8D23bSGD9hhjs1Lf9ZWHX+lVMf7EnOjtHIkYtVQt6GVLsSl0W9IBlFt7UF/4rd4u7ezdujYN3DU4tHcv7g7sxYMI0m91dpjTZOTgy5J05mPLyyMvNJjsjHTvHgqv3dv2HsWfjGrLSUugydMydkSVXzpzAy78GHj6+hDVrxZmDe/j49SHYOzkzaPIs9EY7PHz8aNLqSSb1bYtA0PbZF++M0GndtR+LJ76Co4sbprw8Gj7YplyMbbdlZrOJ1R9NZsfXn+NR937qPzcZvYOL0rEqFUU3yRBCaIEjQDAwX0o59p+eX9RNMkqDKSuNqBUTSY0+wmM9B9Jt+PhKtSBYeWa1WMjOSCc/LxfXKl53fi75ublE7d9JdmY6tcKa4BsQfI8jqYojIyWJt4c+T9ql41R/pA+1Or54p1lNCeomGQqQUlqAxkIIN+BbIUSolDLq7ucIIYYAQwCM7sq1aesdXWn00iwuffcxW1cv4/DRE0z6eClOhRNoVMrRaLV/+XMw2NnRpPWTCiSqfK5fOM20VwZgykyhXr+3qRr5hNKRKq1y8V5USpkK7AT+9BcopVwipYyUUkYanJQtoBqtjpAuI6nbazypl04wtlc7bl46r2gmlUppB7du5J0BT4OUNBmxSC3oClOsqAshvAqv0BFC2AOPAueUyvNv+D7QgfDh87Ga8pnyXGeO7FDX9lBVPlaLhW8WfMDiCS/jXK0OkaOX41y9rtKxKj0lr9R9gR1CiJPAIWCrlPJ7BfP8K64BoUS+VrAry4KxL/LdklnqLkKqSiM7M52xA/uw6dP5+DXvTOOX52FwqbzrwZcnSo5+OQn8/dzyCsDo6kXjVz7mwpoZbFg6m32/HmXS3IXYFy54pVLZotvXLvHesP7kJMZQu9vr+Ld4WulIqruUizb1ikyrN1K39wSCnx5B0um9jO3Vgfib15SOpVKVipN7f+atfh0xZafTeNhctaCXQ2pRLwFCCKq36kHDF2eRl57Em33bc+bgHqVjqVQlRkrJppULmTPqeeyr+BE5ehluwRX6jbbNUot6CfKoE0nk6GUYXb2Z+Uo/tq5ahpLzAFSqkpCXm8P4lwbxzfxpeDd+hCYjF2Pn4at0LNXfUIt6CbP39KfJq4vxCnuI1bOmsHzKa5jycpWOpVL9J0m3YxjTuxPxx7YT1PEl6j83Ba3BTulYqn+gFvVSoDM60GDAuwS2G8y+H77m9b5PkxJ/W+lYKtW/cv7or0zo3Y6cxBgaDp5BzUf7qQuhVQBqUS8lQqMh4IkBhA6cSvbtq4zv3Z5Lp44qHUulKpKd33zBjKG90Du4EDlqKVUaNFc6kqqI1KJeyrwaPkyTkYvR6A1MHdKdPRvXKB1JpfpbZlM+n00dz+fTJ+BetykRo5bi4FNT6Viqf0Et6mXAya8WkaOX4xbcmBXvvM5XMydhNpuUjqVS/U5aUgJj+j3Drm+/pMajz9Jw8Afo7NU5FxWNWtTLiN7RhYYvzKR6q55s/98Kxj7Xg8zUFKVjqVQAXD17ijd6tSPjxjnqPzdZ8RUWVf9dhSrqGfG3sFrMSsf4zzRaHcFPD6denzdJv3KKsb3acSP6rNKxVJXcgR/X896gLiAETUYuwqfJY0pHKpbc1Hh+WTRd6RiKqVBFnbx0Lq2fp3SKYqvatC3hwxdgNeczZcBTHP55k9KRVJWQ1WJh7bypfPLWCJxr1CNy9DKcq9VROlaxWPJzOTBrBOboH5WOopiKVdSNztzcvZZb+zconaTYXGrWJ3L0cpz8arFw3EusXzxTXRBMVWay0tMY+3xvfvx8EX4PPk3joXMxOFfsBbmklOyZPRaZeh195GCl4yimQhV1YeeOxrsB5/83g9TLJ5WOU2xGV0/CX5mP7/0d2LhsLm8M6kdOZobSsVQ2LvbqRcb2ak/KhcPU6TGGOt1fR6PTKx2r2K5v+xxrzCF09Z9GW7WR0nEUU6GKOkKgjxyCcPDg+CcTMOdmKZ2o2DQ6A3V6vUFI11dJOrOfMb07EnfjqtKxVDbqxC/bebtfR8w5mTQeNg+/5k8pHalEpF8/y+UflqDxvw9tSOXe7apiFXVAGBzQN3kemZ3MxfVzlY5TIoQQVHuoG41emoUpI5m3+nYgav8upWOpbIiUkh9WfMzc1wZi71WdyNeW41bLNq5mLfl5HF08Aexc0TfqW+lnvVa4og6gqRKMNuQJYvdvJPH0XqXjlBj32pFEjF6G0d2HWSP7s+XLJeqCYKpiy8vJ5o0Xnmfdwhn4NHmMJiMWYafgfr8l7fIPi5CZt9GH90cYHJSOo7gKWdQBdHU7IVz8ObXyXUxZaUrHKTH2VfxoMnIRXg0fYs2c91g66VXyc9UFwVT/TeKtG4zp3YmEEzuo1WkY9fq9jdZgVDpWiUm5eIybO9egDWyF1ru+0nHKhQpb1IVWjz5iIORnsm/+W0rHKVEFC4K9R2C7wRzY/C1j+nQmOS5W6ViqCubckf1M7NOB3ORYGr4wkxpt+thU04Q5N4sTy95COHqha/CM0nHKjQpb1AE0rtXR1e2INeYQcUe3Kh2nRAkhCHhiAGGDppMdf50JvdsRfeKQ0rFUFYCUkp/XruTDYX3QO7kSMWopVeo9oHSsEnfx27nI7GT0TQYgdLbz7qO4FCvqQojqQogdQoizQojTQogR/+U42pAnEe5BnPlqOnlpCSUdU3GeYS2JGPUJWqMD01/sye71q5SOpCrHTPl5rHx/HF/OeAuPeg8ULMjlXUPpWCUu8fReYg9sRBvyJJoqwUrHKRIhxHIhRLwQIuqu+zyEEFuFENGF/7sX9zxKXqmbgdFSynrAA8AwIcS/bhQTGi36iAFgNXNg/gSb7Fh0rBpIxOiluIU0KfyDfVNdEEz1J2mJ8Yzp15VfvltNzcefI2zQdHR2jkrHKnGmrDROrXwX4VINXd2OSsf5Nz4F/jjechywXUoZAmwvvF0sihV1KWWslPJo4ccZwFnA/78cS+NUFV2Drljjooi1gdmmf0Xv4ELDIR9S/ZHe/Lz2M8Y+242MlCSlY6nKiStnTvBGr3ZkxkTToP+7BLV/AaGp0K2rf0lKyb6PJ0J+JvqI5xHaijNpSkq5G0j+w92dgZWFH68Eij1xQFfcA5QEIUQAEA78+hePDQGGAGD/99OYtYGtsMYe5/zXs3GvHYm95396fSjXNFodwZ1fxskvmPOrpzGuVzvGzl1OjdoNlI6mUtD+zetY/s5YDC4eRIxcjJN/iNKRSk380a1Ybx1BV+8pNK7VS/18Ts72RLa+99/XjvV4CiEO33XXEinlkiKcwkdKGQsFF7pCCO//GPUOxV/KhRBOwDfASCll+h8fl1IukVJGSikjhdH5H46jQR/eH4SGXxeMR1otpRdaYVXve5LwEQuRFgvvPN+FQ1u/VzqSSgFWi4U1c99j6duv4hIQSsToZTZd0PPSEjiz6gOEe1B5nDWa+FudKvxXlIJeKhQt6kIIPQUF/Usp5bpiH8/BA33DnsikaG7t31j8gOWYS416RLy2HCf/EBZNGMa6BR+oC4JVIlnpaYwZ0JMtXyzBv+UzNBo6G4NTsfvYyrUDi6aA1Yw+YoAtrfUeJ4TwBSj8P764B1Ry9IsAlgFnpZQfldRxNdWbIaqEcOG7RTaxNsw/MbpUIfzlefg268gPn85n3MC+ZGf+6c2OysbcunyBsT3bkRp9lDo9x1H7mVFotOWiJbXUpF05VdDsEvIEGqeqSscpSRuA5wo/fg74rrgHVPJK/UGgH/CIEOJ44b92xT2oEAJ9g2cgL50bO2x/+J9GZ6BOj3HUfmY0yWcPMLZXB25fu6x0LFUpObbrJyY91xlLXjbhr8zHr1knpSOVOiklxz6bAUYXtMGPKx3nPxNCrAL2A3WEEDeFEAOBacBjQoho4LHC28Wi2Mu7lHIPUCrT2zQeQWj8Iri69Uv8mj+F0dWzNE5Tbggh8G/ZFYeqgZxeMZG3n+3Iy1M/Jqx5a6WjqUqI1WrlhxXzWL/4I5yr1yV00DTs3Irdp1YhJJ7ajUy+iK5RX4TOTuk4/5mUstffPNSmJM+jeEdpadE16AJWM1d/XK50lDLjHtKEyNeWYefhy+xXB7D5s0U2OW6/ssnNzmL8CwNYv/gjfCKfIHz4wkpT0K0WM6f/NxvhVBVtzRZKx6kQbLaoaxy90Qa24tb+DWTdvqp0nDJj5+FLkxGL8G78CF9/PJXxLw0mLzdH6Viq/ygh5jpjenUk4eRuaj31CvX6vmVTC3LdS+z+jcjMOHQNutpS52ipstmiDqCr0x60Rg4vL3YzVYWiNdpT/7kpBHV4kfhj2xjTuxNJt2OUjqX6l84c3MPEPu3JS42n0YszqdG6l00tyHUv5pxMLmxYhKgSgqYS72T0b9l0URdGZ3R12mONO0nCqd1KxylTQghqPvYsYYM+ICfhJhN6t+PCsYNKx1IVgZSSbf9bwUfDn8Xg7EHE6GV41L1f6Vhl7vKmJZCXiT60W6V6MSsumy7qANpabRAu/kR9+QGWvMrXDOEZ+iARo5ais3fmg5d6snPdl0pHUv0DU34eK959nVUzJ1GlfjMiRn2Cg1c1pWOVuYwb54jZ/Q3awFZo3AOVjlOh2HxRFxod+kZ9ISeZq1sqT6fp3RyrBhAxainude7j82nj+XzaBMymfKVjqf4gJSGOMX2eZu/GtdR8YgChA6fZ5IJc9yKtFo4snQxGF3T1bWMP1bJk80UdCre/q9mC6z+vJvPWJaXjKELv4EzDITOo0aYvO9d9wZh+z5CenKh0LFWhy1HHGN+rHZmxl2gw4F2C2g22yQW5iiJm73pk6jX0Yd0RenV7un+r0vzW6Bp0Bb09h5dOrrTD/IRGS61OQ6n/7CTSLp/g1ScjOHNwj9KxKr2933/N+4O7odHpiRi5BO/GjygdSTH5GclEr1+Axqs+Gv/7lI5TIVWaoi4MTujqdUYmXSQ1+ojScRTlE/E44a/MB2DTgXMKp6m8LGYzqz6azPIpo3ENCitckKtibPhQWm7uWgPmXHQNe6qdo/9RpSnqANoaD4LRhZNrFysdRXFuweE8PHMnVe9ryxf7/zzcMfHWDc4fPaBAssohMzWFsf17sG31cqo91I1GL83G4OSmdCxFmXOzuLbzazR+TdA4+yodp8KqVEVdaPXoarXBGn+azJhopeMoTqMz3Pn4i/0xfLE/BqvFwq8/bWDu6IFs/nwRE3u0Ie7GVeVC2qCbl84ztlc7Ui+doG6v8YR0fdXmF+Qqilv7N4ApG13IE0pHqThFQc0AACAASURBVNAqVVEH0AY8DDoj17erQ/v+SErJ3OXfcOTnTXQbPp6Rsz6lUYtHOX1gl9LRbMaRHZuZ8lxnrKY8wofPx/eBDkpHKhesZhOXtnyBxrOOOoSxmCpdURcGR7QBDxN3dBs5SbFKxylXcpNukXLhEBke9Qlr1gqL2UxqYhx2jgWbk1TWDuaSYLVa+W7JLBaMfREH30AiRy/HNSBU6VjlRvzRbZCTUh43v6hwKl1RB9DVagMIbu5crXSUciX18gksudlUvb89X+yP4ebFs7h5+uDsXrCN4N0dV2qBL7qcrEzeGPwcG5bOpmrTdoS/Mh+jm5fSscoNabVybsMyhIs/Gm91a8biqpRFXdh7oKnWlJt7v8OUlaZ0nHLj5q61eNS7H63Bjrz0JFZv2MGpK/EE1A2785zUxDjOHNzDyvfGcnj7DwqmrRjib15jbK8OJEbtIfjpEdTtPQGtvvIsyFUUSWf3IzNuoQt5Uh3xUgIqZVEHCjpjLPnE7Cn2Lno2wWox41y9Dg4+AUDB2+Gs+GtUCW3Bd+dyATCbTaydN5UjP2/GP7gu3y2ZxU9fLVUwdfl25uAe3uzbnrz0RBq9NIvqrXqoResvRH3zCdh7oPGPVDqKTai0Xe4aF380Pg25sm0V1Vv3QmuouIvvlwSNVodrQCjH57+CS80GCI2W6q164BYcDhSMjtHs+wStTkfnIa/i4uFJ1ZpB3LhwVuHk5Y+Ukq2rlvG/Oe/h6FOTsMHTsfesfOu3FEXa1Shk0gV0YT0QmkpbjkpUpf4u6kKeIH/PDG7/+gP+LbsqHUdxvg90wKPe/WQn3MQ1MAzLXXu8pl46QfSePby54FNcPAp2kjq9fzd5udlAwc72V86cwNOvOq5VKm97sSkvl8+mjmffpm/wbPgw9fpMrJTrtxTV8dULQe+gboBRghRtfhFCLBdCxAshohQ5f5UQhHsQ0Zs+w2oxKxGh3DG6euEeHI4pK43rP68iO/4GAIlRv+D7QEd+vFrQfHDr8gWO7PyRp4aM4va1SyybPIqNy+YwuW9bdn37lZJfgmJSEuJ4ve/T7Nv0DQFtBxE64D21oP+D7LhrWGOPow1sXaG3qStvlG5T/xRQbAyTEAJdyBPI7ARSzqlrjd/N6FKFwLbPY3ApGPmi1duhcygY2vjF/hhmThxD22dfJD0lia2rluNfqw4jZ69kzKL/cTnqGKb8PCXjl7mLJ48wvldbsm9fJXTgVAKffL7SLshVVDH71oNGi65W5V3rpjQo2vwipdwthAhQMoPGJwxdo74416irZIxySaMz3Jl1as7JIPXCEdyCGnHzl2+Q0spNn5bEbfwM7+oBRLZpB0ByXCyXTh1BX7jlmtVqRWPjxW3PxjV8+v54jG5eNHppNk5+tZSOVO5JKYk5uB2NVz2E0UXpODal3P+1CSGGCCEOCyEOy7yMkj++Vo8u8GGOHFYnIv2ToE5DsVpMnFs1Fa3BjvrPTiY7/gbnbmVQK6wJVar6I6XkyM+badN9AACHtn7P6llTmDb4Ga6cOaHwV1DyzGYTX82cxIp3XsetVmMiRy9XC3oRZcVeRmYnovFtrHQUm1PuO0qllEuAJQAa9wB1xotCtHoj9fu9jSk7A31hM0zC9bPkpSexN9mVYGDvD1+jNxjxDQzmxJ7tbP58IZ0HjyKoQWO+mT+d59/6EA8fP2W/kBKSkZrMpGEDSY0+SrVWPajVaZi6fsu/kBj1CwDaqg0VTmJ71N9C1b/yW0EHMGWlYXB2R2u0Z/6qn7jx8/d07dEdU14upw/spnXXfjRq2QYpJT9+sRirxaJg8pJzI/os014ZQH56EvX6vEnVpm2VjlThXN37E8I9EGFXuVemLA3lvvmlLO3fcVrpCBWKe0gEqRePcXLxa1xY8wFuwU04Za3BrSsX0RkMtOzcEyiYhBPSKBJ7p4rfdnr4501MGfAUVouJ8OEL1IL+H+SlJSBTr6Kt2kjpKDZJ0St1IcQqoBXgKYS4CbwtpVymZCZV0dl7+tN03BckndmPXRVfHH0CMOdksnnd14x8ZwZQ0HF6I/oMRntHDHYVd9ia1Wplwyez2LhsLi4BDQh9fipGV0+lY1VIiacKdttS29NLh9KjX3opef6/Iq3WvxyKlpMYQ+rlE/g2badAqvKtSv1mdz5Ov34Oo6sne9Kq4J+fR/Txg8TfuErz9s+gNxiRUla4qfI5mRlMGv4iiVF78L2/A7W7v/a7tehV/87F3ZsRjl4IZ9voXylv1OaXP9g97cW/nIikNdhzdfMyTNklPwLHljj41CA7MYabv3zDO2+8wcZN2whpfB/BDSMAKlxBj7txlTG9O5J0Zj8hXUdRp9cbakEvBnNuFtaEc2iqNq5wvwsVhdpR+gcyM57Y/RvRGIzkpcSRn5mCKTMNa34OeWmJmHMyftdZqPo9OzdvQvu/w40dqzG4eODfsisXnavQ7N6fWu5EHdjNvLFDERoNjV6ahXttdcGp4ko+9ytYzWjVppdSoxb1P9Lbc3P3Wpyr1UZr54jB2QMn31oYXD0JbP8Cdu4+Sics9xx9g6jbe/ydpiwpJV/sj6FrQ1fsHZ2UjndPUkp++uoT1sydiqNvEGGDpmFfRW0qKAmJp34BvSPCQx3PX1rUov4Hwt6Duj1exDUw7N5PVv2j3/omhBDkJN7k1Y7t6PbCSB7p3r/cvvXOz81l5dRxHNj8LV6NWlG3z0R0RgelY9kEabUSF3UATdWGCI1W6Tg2Sy3qf6Cr3ZaoE7cIBdKvnSE3ObZgPLZLFXzv74Bj1QClI1ZIeid3XANC+WrmJK5fOEPfse/eWUqgvEiOi2XK0P5k3DhHYLvB1Hy8/L74VERCo8H4xAdgMSkdxaapHaV/INxqItOuc23rZ6RdOYm0WnH0q4XO3olrP33K7cNblI5YIensHAkdOI2aTwxgz8Y1jOnbhdTEOKVj3XHx5GEm9G5Hdvx1wgZNJ+CJAWpBLwVCaBC68vVibmvUK/U/sMYex3xtL3WGz/jTPpK39n1H0ul9VI18QqF0FZvQaAhqNxgnv1qc/fJd3ujVjtdnLyOogbKdZrvXr+Kz6ROxc69K45fn4VhV3c1eVXGpV+p/pDUgNLo/FXQpJbnJsQit2hZYXN6NHyFi5GI0Wj1TB3dj3w/fKJLDbDbx5Yw3Wfn+ONxCmhAxeqla0FUV3j2v1IUQDwLHpZRZQoi+QBNgjpTyWqmnU4DG2ReL3o5LGxdidPUiPz2RvLRETNnpOPoEUKvTMKUj2gQn/xAiRi/j9KcTWTZ5FDeiz/DMy2+g1ZXNm8eMlCQmDRtE6sWjVH+kD7U6vqh23pUydRmOslGUK/WFQLYQohEwBrgGfFaqqRQkHKqgjxiEwcmd9GunMWWlY+9VDd/721Pt4e4YXaooHdFmGJzcaPTSbPwfeoafvlrK2AE9yUxLLfXzXr9wmnG92pF+NYp6fd8iuPMwtaCrbEZRLovMUkophOhMwRX6MiHEc6UdTFEaLTcJo1m/nkonsXkarY7aXUfh5BfChbUzGNerHW/M+xT/WrVL5XyHtv3Akkmj0Du4ED5iIS416pXKeVQqpRTlSj1DCPEG0Bf4QQihBfSlG0tZ1rgopMWEtFqwmk1YLWasFjNSqsu5lxa/Zh0Jf2U+lvxcJvfvzNGdJTvKyGq1sm7BBywaP/RO049a0MuGtFr/8n5rVgKW6/vKOI3tK0pR7wHkAQOllLcBf2BGqaZSmDX5EphzERotGp0ejVaHRqtTh7iVMtfAMCJHL8fBpybzxwxhw9I5WP+mIPwb2ZnpjBvYlx8+nY9vs46EvzxPbUYrQyeXvP6X6ykJrRHzuQ3I/GwFUtmueza/FBbyj+66fR0bblMH0Nd/GihYfCg3+TbmnAyERotLzfpq22spM7p5ET58Aef/N53vlnzEvgNHmTR3AXYOjv/peLevXea9l/uTk3CT2s+Mxq9FF/XFuYzlJNwgdv9GLNcTkTnJyLwMZH4mmPOQuWlIUxbCoM7aLSl/W9SFEHuklC2EEBnA3e0OApBSyoq/48HfkNKKTLnKzV0HMedkIqUVpOTSxgW4h0RQ7eEe6qJepUirN1Kvz5s4+9fm4ncfM6ZXR7oOGMy/LcWxVy6yfd1XaHQGGg2bi3tweKnkVf0znb0TN3evxaL3QejsEHYuCBd/hJ0buvpPIxzUd00l6W+LupSyReH/la56yZQrmM9+h6lBQzxq34fO0RWNTkfV+57k5u6vuX1wE9Vb9VA6pk0TQlC9dU8cfYM4vfItPnt/3H86jtbOicjXlmHn4VvCCVVFZXT3Id31AQxVgpWOUikUZZz6o1LKbX+47zkp5crSi6UsS1wUwrU6IU+P+NNjjn61yI6/rkCqysmjblOaT16PKTu9SM+35udxfs0HpEYfQWvniHtIE7WgK6zmo/04dewG1uRLWFOuILMSkflZCDsXtDVboHFWfz4lqShDGt8SQnQFXgOcgKUUdJzabFHXuPhjufkrSWcPoDXYIy0mTNkZpF48SuatiwS1f1HpiJWK1mCH1nDvrfByk29zeuVbZMZcoMvQMfy4bo06A7gccK5eB7lzL5aYI6DVI4wuaFz9wWrBfP57tD5haKs/oHRMm1GUov4wMBo4Xnj7LSnlqpI4uRDiSWAOoAWWSimnlcRxi0tTtSEyL4Pr27/Eya8WonDki9HNG79mnXD0U99Gljepl04QtXw8VlMewz9cRqOWbfhx3VqlY6ko2JPUfG0vhshBCHv33z1mvrobS9ypSlHUy6reFaWouwP3A5eAakBNIYSQxRy0XTjefT7wGHATOCSE2CClPFOc45YEoTWgC2pNeOuXybp9hfzMVHR2DjhXq6N0NNVfiNm7nuhvPsKuih8TPv4a3wD1Rbc80RiMCI3uTwVdSonMTgJh+0tQlWW9K0pRPwBMk1IuF0LYA9OBvUDzYp67KXBRSnkZQAixGugMKF7UAaTVTGLUHrLjr2PKSseck0Fuciw6O0dqPfUKdm7eSkes9KxmE9HrZnNr77d41GvG5I8X4+DsqnQs1R84+gSA3g7T6XUIe7eCYYw5KWDKRjj7om/wjNIRy0KZ1buiFPVHC8emI6XMAYYLIR4qgXP7Azfuun2TgncEvyOEGAIMAcDeowROWzTWW0e5ef449p7VcPINQl+9Nlq9HfkZyZxZ+Tbhr8y/s7OPquzlZyQTtWICaZdO0PbZl+jy0uto1PbzcsnOoyr6iEFYruzEmnwFoTOgcfJBOPuh8QhE2NnEC7GnEOLwXbeXSCmX3HW7SPWuJBRl8tF1IYQ7EALcu7eq6P5q2PGfmnQKvzFLADTuAWU2T998Zh31xq3A6Or5p8eubfscU1YqBueye5FR/b+MG+c5tXQcpqxUhrwzl/uf6Kx0JNW9aLTogh9TOsW/5uGop28z/3s+bwckSin/aWfyItW7klCUIY2DgBEUtKcfBx4A9gOPFPPcN4Hqd92uBtwq5jFLjr0HqZeO41KzATo7B6S0kp+eTNzhH3Hwqn7vz1eVirgjP3Fu1VT0jm5MXPYNNeuqe8lWBNa4KDRe9UCjBfnb0g8ChKayzPAts3pXlOaXEcB9wAEpZWshRF1gcgmc+xAQIoQIBGKAnkDvEjhuidAFP07iyV2kXjyGRqsrmFlqtWBXxY+QZ0arV+llTFotXP5+Mde3f4FrrUZMmr8cF48/v4tSlU/W5Eto3AMRRudK0TH6F8qs3hWlqOdKKXOFEAghjFLKc0KIYg8DkVKahRAvA1soGOKzXEpZLlbRl1Ki9W1MvZbdybh5HktuFnpHNwwuHhhdve59AFWJMmVncOazSSSf3U+rLn3pNfptdHqD0rFU/8Jv6ylJUy4yOxFM2QVX6R5BiEpQ5Muy3hWlqN8UQrgB64GtQogUSuhtg5RyE7CpJI5Vkn57O2g152PJyyHz1iVyEmMwZaWid3TDr1lHnKvXVThl5ZAVd5VTS8eRmxhDv3Hv06pLnyJ/rhCCnISbmHOz0Nn9twXBVCXjt/WUrPFnkOacgiYYKbGeWYfGsy66Wo/a/KJeZVXv7vkSKaV8WkqZKqWcBLwJLAOeKu1gSpPmPG4f3MStfevJTbqF0c0bz9CWOPnV4tq2L4j5RZl9NSuTxKi9HPloMObsdMYsXP2vCjpA98FDyYq9zNFZQ8hOuFlKKVVF0SAQzGfXI01ZaDzrovW/D22N5ujDeiCzE7HcUNdVLyn/akNIKeWu0gpS3lgTzhKfuJewQdPQO/x+QUqdvRMJJ3bi37KrQulsm5SS69s+5/IPi3Hyr81bC1ZQpeq9RyD8UYsO3aji48fs11/kyMyBNOg/BY+6pTKKTHUPyWd/RbhWRx/a7U+PaVyrITNuK5DKNtl+Y9Z/pbMD5J8KusWUR8bNaLTq2/lSYcnL4czKt7j8/SK8wx/lg6+++08F/Tf17nuQd7/8AaObNycWjeb6jlXqDlYKcPQNQmbFY4mLwpoUjSXhLJaYI5hOfIUl9jja6uqLbUkpm63bKyCNsx8Olhpc+OYjdEYH8lITyMtIQppNuAY1IqTLSKUj2pzc5FhOLR1H5q2LdHvlDZ7o+0KJDHfz8q/BB6s2MmnEUC6tn0dmTDR1uo9FazCWQGpVUVRp8CCao2ewRG9BuPgXDG0UAmHvjj6gJcKlmtIRbUZRxqm/DHwppUwpgzzlhrBzoU7Pcdw+uIms21ex966Oe+1I7L2r4+gToHa8lbCUi8c4vXwC0mpm5KwVhDVvXaLHt3Nw5P3FK/hhxTzWL/6I7LhrhA2chtFNHc1UFrQGI7qg1hDUGmv6LcjPAJ09GrcaSkezOUW5Uq9KweIzR4HlwJbiLuZVETRr3QAA3/vbK5zEtkkpubX3W6K/mYW9pz8T5q+kas2gUjmXRqOh48ARVAuux8KJIzg883lCn38f10B1AlNZkFYz1rjTyMw4pCkT8rMxZyeB3g59aDdEGS4DYsuKMvplIgVLBCwD+gPRQoj3hRC1SjlbuSClRFqtBf/b/mtZmbKaTVxY8wEX1n6IR937mb76h1Ir6HcLf/hx3v70O7QGO47NG8at/RtL/ZyqgvWULJd/RmYnIOzc0XjVQxv0CBrvBuQf/qRg20hVsRWpTV1KKYUQt4HbgJmC5Xi/FkJslVKOKc2AShNCQOWYxlym8tOTiVo+nrQrJ2nffxhPvTC6TBfk8q9Vm2mrNjHp5UGcXz2VzJhogp8ejkardjOVFu3l79E0HYWwc/vTY5YLmyE/E4w2u/VxmSlKm/pw4DkgkYJdj16XUppEwTSwaMCmi7qq5KVfP0vUsjcwZaXxwnsf0/SxjorkcHJ1Y/qK1Xw9fxo/ffkJWbGXaTDgXQxOfy46quIzunuTnRiNcA9E6O1ASmRuGpabBxBOPkrHsxlFuSzxBLpIKa/dfaeU0iqE6FA6sVS26vbhLZxfPRW9kztvrviWGrUbKJpHq9PRY8REatSuz/J3xnJk5vOEDZqOk3+IorlsUY3WvTm9eS0i6QIILdKUDdKKcPBE17A3Qr1KLxFFWXr3rX947GzJxlHZKmm1cGnjIm78/CWutRozecFynN2rKB3rjmZtu1C1Zi1mjBjIkdkvUK/3RLzDi7sQqeo3Uko8w1qij3dBpl5DmnMRBieE0RVhr74zKknq5KM/yNv1PqZT/1M6hk0xZadzcsnr3Pj5S1p17csHn39drgr6bwLrN2Lqqk04+Ydw+fuFWEx5SkeyGXfmG1jMSHMeMi0Gy7U9mE6txnTiS6yp1/75AKoiU3uF7mLNuI1MuULQIza/tE2Zybp9lVOfjCE35TbPjp/Gw0/1UjrSP3L19OaDz78hLTGeH6/9+ZonJymW3JTbuAeHK5CuYrPk5WC5vhdrUjTC6Iywc0PjUQtpzsV8YTMazzoFY9lVxaIW9btYbx8HwDO0hcJJbENi1B7OfDYJjd7I2EWrCWl0n9KRikRvMOLpV52+fvDF/higoPko/vjPXPtpJUZ3Hy6smUHY4A9w8FJnQhZV8oVDOGafI7dxf4Th95P3LHp7LLeOglrUi01tfrmLJfY4wrU6dh6+Skep0KSUXP3pU04tHYuDdw3eX7WpwhT0P+rbzB8pJUlnDpBwfAe1Or9Moxdm4hn6IMnnflU6XoVSMAtb/qmgS4sJa+oNhM5emWA2Rr1SLyTz0pHJlwl4coDSUSo0S14OZ796j4TjP+MT8TiTZs3DYFeSW9uWvSdrWvn420O4h0RQpd4DWC1m8tIScfQtmCglpawsW7IVi6NPIA5eNcg8uQp0dsicFMhLQ1rMaKqEoAvroXREm6AW9UKW2yeBgh561X+TkxTLqaVjyYq9TLfh43mizxCbKHYXjh0kwAU0hUtGZN26hNHVE72TO8Dvvka1wP89g4sHdXqOw/XgJqIPHkbj5IPwqotw8kE4+yL06pV6SVCLeiFr7HGw98DJv7bSUSqklOijnF4xAWm18ursTwlt9rDSkUrM9jUraNvvJe57uBZpifEs+iUKS14OztX/f1fHvLREsm5fJf7oVjzq3Y93Y3U45F8RQuB7f3uuZgcoHcVmKdKmLoToJoQ4LYSwCiEilchwN2nOw5pwFv/IR9SrrH9JSsnN3V9zYsEI9E7uTPl8o00VdLPZRM26YfgGFUxGOrjte6prkqgS2gJD4ZW61WLm0ob5JJzYgaNvEFc2L+PGjtVKxi7XCtZRUtdTKi1KXalHAV2AxQqd/3esCWfBkq82vfxLVnM+F9bOJPbARqqEtmDy3EXYOzkrHatE6XR6gkLD+XBoL4IaNEaj1fFYr4HUaXL/nZExl9bPQ2h1BLYdiMHZAwefmmTGRCucvPwSQtD8kTD27ygX+8zbHEWK+m8zUcvLVbE19jjo7HFTxx4XWV5aIlHLx5N+NYoOz79C5yGj0GhsczBVy049CG3WivgbV6jVMILczEygYGTMx19sIvXSccIGTcPgXLB0bPLZX7Hk5wAFQyHTr5/F3sMPg4u6tKyq9JX7NnUhxBBgCAClsN6ylFYst0/i3bCFukJfEaVfO1OwIFdOBi9NXUBkG9tfc97dywd3Lx/SEuPZtuZTWnTohk+NQLyTj1GvV19iC4fBZt2+QsLJnUSMWkp23DWublmBKTuDzJgLBLYdiF9zdWLbb6QpF5kRg8ajUqziXWZK7dJKCLFNCBH1F/86/5vjSCmXSCkjpZSRwljyb+2tiRcgP0Nteimi24c2c2zuUIRWx1vLv60UBf1urp7edBo0AhcPTwAMdvY4urjSt1nBPqoX1n5IzTZ9MWWkcGPXGhx9g2j04kzCX/6Y9KtnsJrzlYxfrlRJ2Ub+vtlIU67SUWxKqV2aSikfLa1jlyTLxZ/A4KTOIr0Hq8XM5Q0LuLFzNW7BTZi0YBnObpWzOUFvMKIv3N80OyOds4f2EdK4KcZDK5HSim+zjlzasAB7r2p4NyqYIZmbGk/a1VNodAYApNWKsNHmqqKqen8Hbu37Dsu1PeiCK0S5qBAq9W+VNT0Ga9wpAh/thdZQsSfIlCZTVjonF4/mxs7VtOnen+mfram0Bf2Pur08DrPZxKfvjsFg78DE2YvJjr8BUuIaEIqdR1WklCSc2Em1h7oBEH9sOxe/ncPROS+Rfu2Mwl+BclwDGiCq1MZ8aSvSalY6js1QpBFZCPE0MA/wAn4QQhyXUj5R1jnM0VtAa8C/RZeyPnWFkRV7mVNLx5KbEkf/CdNp2bmn0pHKFb3RjsGTZ5OdkYaDsysATauc5Fd9Ng5+wQDcPrgJjc6Ag08Aiaf3cm3bFwS2HYRLzQZc/n4RdXtPwM69cm4SEdZ1CCeXvIb15iG0NZopHccmKHKlLqX8VkpZTUpplFL6KFHQZXYy1psHqdbiKfSOrmV9+goh4eQujswagiU/l3GL16gF/R/8VtABMlOTcfGownOtgkm7epqk03txDQzDasoj+dyv+Lfogmfog3hHPIYpKw1prbx7c3rUb4Zw8cd8cYs6Zr2EVNrmF/OlbYCkeit1vYk/klYrV35cTtSyN3Dwqcn7X20iuGGE0rEqjHr3Pcj5o78y59UBJPwwC7fgJrgFNyYr7ioanQG/ZgXb96WcP4RrUEN09o73OKLtEkJQt+PzyPQYrPFRSsexCZVyDJ/Mz8JybTc+TR5VV2T8A3NeNue+eJeEkztp1rYLz42fit6o9jf8G17+NZiy6idO7duBp191fAOC+fTn88Qf2Urt7q8DBR2nmbcuojXYV/r+HO+Ixzi7bj6W6C1ofcKUjlPhVcordcvVXWDOo0abPkpHKVdyEmM4OmsICad202Pkmwyc9JFa0IshrHlrfAMK2tWbOiVgdPXEpUY9rOZ80i4dJyfhBp5hLdHoDJW66UGj1RH8RF+sieexplxROk6FV+mKurSYMF/ajsY7VN1c+C7J5w9zeOZA8tISGDX3Mx7vPajczPi1BVVr1sKQFYffzW1cXD+PlOijuAY1wjWw4Mq0sn+vfZt1BL0D5ugflY5S4VW6om65sR/y0mnY/QWlo5QLUkpu7PwfJxe9isGlClM+/54G96sTsUqah48vL76/gGvnomhcqyqBbQfiE/G40rHKDZ2dIzVbPYP11jGsmXFKx6nQKlWbupRWLNFbEG41cQtuonQcxVlMeVxYM4PbBzfhGfYQk+YuxN7RSelYNsu/Vm0GvDkDq9WKRqPh8303lY5UrlR7qDvXtn+F5eJPaBr3UzpOhVWprtStt44hs+Kp/9TgSv92Ny8tgePzXub2wU10GjSSqZ+sVAt6Gflt4bN+zQv2N73wzUfsfLUlVrNJyViKM7h44PdAByzX9yFz05SOU2FVmqIuLfmYT3+DcKqKVyPbWe/7v0i7GsXhDweSFXuZodMX0XnIqza7wmJ517eZP9q4s0irhePzh5Ofnqx0JEXVaNMbpMR0+hulo1RYleYv2Xx+EzI7gUb9JyA0WqXjKCb2wPccmzsMjf7/EbGvwgAAIABJREFU2rvvuKrqP47jrw8bREVEFAEVZ86o3KVpOTNXZWpZzhxpmi01Ta3MgTkqR7k3Zu5BrvKXaWaK4AL33hORzeV+f39w9Wf9nAn33Hv5Ph8PHnm595zzhuDDud9zvp+vG4NnLeeZuo2NjpTjDZkbQdcvv+Xm6QPsHNOZm6cPGh3JMJ5+QRSt3w7z6W1kXD5gdBy7lCOKuvnmeTIOr6Vg5YbkK5UzJ9GYM0wcXjqeA+HD8SnxJKPCIwgq+YTRsTSLag2bM2h65tnprm+6cTFyvcGJjFO0fgfEyw/T7vmojJw9JPVvOHxRV0ph2j0fXNwp2fw9o+MYIj3xBrsn9+XMb4uo36Yzo2b9iLdPPqNjaf9Q9ImKjFwYQe4iZYmZM5SjKyeizBlGx7I6Zzd3Krbrj0q4kNlFVXskDl/UzWe2Y75ykNIte+XIlWcSzh1l55jO3Di2h46Dv6bNB4NxdslRNz3ZlTy+foTNWUydV9tx6pf57JnyMelJN42OZXX5y9fEqfAzmA6uwZx4yeg4dsWhi7oypZK+fwmSL4TCNZoZHcfqLkVvYte4rpjT0/h06k8893IroyNpD8HF1Y23+n3FW/2Hc/3gDiLHdiHxwgmjY1ld9W6DQZww6Yumj8Shi3rG0Y2QEkfoW5/kqAUJlNnM8Yhp7J85kFwBxRkeHkHxCnr9VXtT55U36ff9j5iSE4gc24Ur+7YaHcmq3H0KUKx+O8zndmG+dtToOHbDYSudSo3HdHgtTgGh+JR40ug4VmNKSWTfjAGcWDeDZ19uRdi8peQrkDN7dTuCUqFVGB4egWeBYPZO+4QT62fnqD4xwS+0Bfe8pO9bnKO+7sfhsEXddGA1ZKRRpWM/o6NYTdLlM0SO68rV/X/Q9sOhdPxstG7I5QB8CxYmbMEKCj5dn+NrfmD/rM/ISE02OpZVuLh7UaZFN9S1I5jPRxsdxy44ZFE3J1wk48RmCtdsjlfBokbHsYprB7YTOaYzafFX+fC7udRr3THHz5p1JO4ennw1aQqt3hvA5d2b2PVNd5Kvnjc6llUUqvYy4l0IU8wSvezdQ3DIom6KWQZOLoQ06mx0lGynlOLUpnB2f/8h7j7+DJu/hrJVnjU6lpYNRIRGb3Xn/fGzSLl2nsgxnbl+eJfRsbKdk7MLFdr0RSVcJOPkFqPj2DxDirqIjBaRAyKyR0SWiYhPVu0741IM5nORFKvfzuFvYcxISyV2/pccXf4dBSrVJix8FQUCixgdS8tmFWvU4fM5q3D1zsvuSX048/sShx9vzl/hOSR/KUyxK1Cp8UbHyXIi0kpE9ouIWUQq/+O5ASJyREQOisgDl/406kx9A1BBKVUJOAQMyIqdqrQk0qNmId6FKPJiu6zYpc1KjbtM1HfvcnHHWpp3/YDhP8zEwyvnLouW0xQqWpyw8DX4lq3O4cVjOPjjSMymNKNjZRsRoco7Q8CUQnr0XEf8I7YPeAXYfOcnRaQc0AYoDzQCJonIffucGLXw9Hql1K3BsT+BoKzYb/rehZByg6e7DsPZzT0rdmmTbhzfy84xnUi6eJJeo6fSrEsf3ZArB/L0zs3I6fNo0rEX57etImrCe6TGXzU6VrbJFVCcEi93w3w+GvPpbUbHyVJKqVil1N2a/jQHFiqlUpVSx4EjQNX77csWKkEn4Od7PSkiXUVkp4jsVKn3nlmXcS4K8+ltFGvQgTxFy2VHTptwbtsqor7ribObB0NmreCp5/VCCzmZk5MTr/T4mO7DJ5Fw9jCRX3ci/mSM0bGyTXDdNkj+kqTvWYhKsqmOln636pTlo2sW7TcQOH3H4zOWz91Tts0XF5GNQKG7PDVQKbXC8pqBgAmYf6/9KKWmAFMAnPIVu+t7LpUaT3r0XCRvEYo27PC40W2SOcPEkWXfcvb3xeQrU4WhE6bhnTfLLkVodq5KvSYUKhLCyN4difr2Xcq06U+hKo2MjpXlxMmZau+O4M/h7UiPmoVrzfcRyb5z09zurtQN8X+Yl15RSlW+3wsepibebbO7fO6+Y0/ZVtSVUvXu97yItAdeBl5UjzFAppQiPXoumJKp0mMyTs6O19ckLSGO/TMHEXdkFw3efIfXevbX/Vu0/xNcuhwjwyMY2rMLsfO+IOHsYYo37eFwvxOefoGUfrUPhxaFkXH8N1yK1zU60kN5UE28hzNA8B2Pg4Bz99vAqLtfGgH9gGZKqaTH2Zf59DbM56Mp0bQ7uQKKZ01AG5Jw9jCRYzoRf2IfXT4fR+s+g3RB1+4pd778jJqziBdatef0pnD2TPmI9CTHu1ukcM3mOPlXwLR/saOvaboSaCMi7iISApQC/rrfBkaNqU8AcgMbRCRaRL7/NztRSddI37MQyV+K4DqtszahDbgU9SuR47uhMjL4dNpiajR+xehImh1wcXHlzY+/oP2nI4k7vIvIMV1IvHDc6FhZSkSo3vMrcHIhfddMu29RLCItReQMUANYIyLrAJRS+4FFQAywFuiplLrvF2vU3S8llVLBSqlQy0f3R9+HmfSoWaDMVHt3uEOtZqTMZo6t+YH9swbhHViKEeERhJTLOf1rtKxRu0Vb+v/wIxmpSUSOfYfLezc/eCM74u5TgHJtP0FdO0rGkXVGx3ksSqllSqkgpZS7UqqgUqrhHc99pZQqoZQqo5S6500lt9jC3S//Ssbx3zBfjqXMa33w9LvvxWC7YkpJZO/0/pxcP5tazVoTNncJef0e6kKNpv2fkpUq89WCCLz8i7BvWn9OrJuJMpuNjpVl/J+un9l3PXYl5hunH7xBDmCXRd2ccAHT/sU4FaxAQI3mRsfJMkmXThM59h2uxWzLfPs8cBSuDny/vWYdvgUDCJu/guqNW3I8Yir7Zw3ClPpYl7JshohQo+eX4JaL9MgZevk77LCoK7OJ9MgZ4ORC9Z5fOUzTqquxfxI5tgvpCXF8NHE+L7Rq7zBfm2Y8Nw8Pugwdx+t9BnF5z2Z2jetG8tX73kRhN9y8faj49meo+DOYDtzrzsCcw76KugLT7gWo68cp3+5T3PMWMDrRY1NKZS5b9sNHuOcryLD5q3nimRpGx9IckIjQ8M136PvNbFJvXGLn1524fmin0bGyhF+FZyn8bEsyDq8j48wOo+MYyq6Kukq7ScbJ3yla/238Q18wOs5jy0hLJXbu5xxdOZECT9ZhdPgq/AoHP3hDTXsMFarX5ou5q3HLkz9zQfLNPzlEL5VSr7yfOds0ahbmuJNGxzGMXRV1kq/hVOhJQl7Kqhm4xkm5fpGob3twcdcGXunxMSN+mIG7p5fRsbQcomBwMcLCV5O/fE0OLxnHgfDhdt8QzMnFlZp9x4ObN2nbJxodxzD2VdRdPXm279d2v95o3NHd7Py6E0mXTvHe19No0rGXHj/XrM4zlzcjps6haZc+XNi+hqjvepJ644rRsR6LW25fKvcai1P+UkZHMYxdVcfchYri4mHf7WXP/bGC6Inv4eLpzdA5Kwmt9W9mDmta1nBycqJF1w/oMXIyieeOsXOM/TcEyx1Umuc/Hm90DMPYVVG3Z+YME4d++pqDP44iX6lnGBW+hsIhOfdsQrMtlV94icGzluPk4kbUt+9y/q8IoyNp/5Iu6laQlnCd6Im9ObtlKY3adWPUzHBy5clrdCxN+5ugkk8wKjyCPCEVOTB/GIeXfoM5Q68Jam90Uc9mN88cYufXnbh5KoZ3vhhPq96f4uTsOC0NNMfi7ZOPsNmLqNemE2d++5E9339AeuINo2Npj0AX9Wx0cddGdo3vBkoxcNpSqjdqaXQkTXsgZxcX2n4whI6fjc68qD+mMwnnjhodS3tIuqhnA2XO4Oiq74mZPZjcQWUYER5BsbIVjY6laY/kuaavM2DKIszpaewa15XLu38zOpL2EHRRz2Km5AT2Tu3HqY1zqN2iLWHzlpA3v/3PfNVyphIVn2Z4eAReASHsmzGA4z9Pc6iGYI5IF/UslHTxJJFju3DtwHbafTKMtweMwMXVzehYmvZY8hUoyOh5y6jZ5DVOrJ3BvhmfYkpJNDqWdg+6qGeRqzHbiBz3DumJ8Xw8aQF1X3tLTyjSHIaruwedBn9Nm76Dubp/K7vGdSX5yhmjY2l3oYv6Y1JKcXLjXPZM+QgP3wCGLVhDmaerGx1L07KciFC/bWc++HYOqfFX2DmmM9cO5uzmWbZIF/XHkJGWQsycIRxbNRn/0BcIC1+FX0CQ0bE0LVuVq/ocX85bg3veAuye3JfTmxY6REMwR2HUwtNfisgey/qk60WksBE5HkfKtQvs+qY7l6J+4dWe/Rj+/XTcPTyNjqVpVuEfVJSw8NX4VazFkeXfcmD+MDLSU42OpWHcmfpopVQlpVQosBoYbFCOfyXuaDQ7x3Qi+cpZeo+Zzkvt39Xj51qO4+GVixFTZtG86wdc2PFzZkOwuMtGx8rxjFp4Ov6Oh7kAu3nvdnbLMqInvIeLVx6+mLuKJ5970ehImmYYJycnmnXpQ8+wKSRdOMHOMZ24cXyv0bFyNMPG1EXkKxE5DbyJHZypm03pHPwxjEM/jSbfE1UJC19NoaIljI7l8NJSUlj+wxj6tXiOxRNGkhj/vynrGSYTv69YyIIxQ9n7xyYyTHfvU5KcmMD1Sxe4GXcNs77HOls8XachQ2atwNnNg6jvenH+z9VGR8qxsq2oi8hGEdl3l4/mAEqpgUqpYGA+0Os+++kqIjtFZGdawvXsintfafHXiJ7Ym3N/LOelDj0ZNX0+Xrl1Qy5ryDClU65qLSrWrENy4k1Sk/+3YHLE7Ikc3r2T3D6+bAifwfGY6LvuI2L2JMa/34FhHZqx85c1tz8f89cWxvR6k49ers7W1YsxZ2QAkJqcxMpp3/Dth53Z9vNS0tP0WPHDCCxRmpHhEfiUDOVA+HAOLRmrG4IZINuKulKqnlKqwl0+/rky7ALg1fvsZ4pSqrJSqrKbd77sintPN08fYOeYTtw8fYCuw77j1Xc/0Q25rMjdKxeln6pKyUrPkCuPD86W770pPY3927dQq1lrmnbuTVCpJzgUteN2Ab51Rv5HxFJuXr/KgGlL6D9lMdvXreDM0YMArJk1kbqvvc3gOavZsmoRx/ZHAbDo269IunmDGo1a8seaJRzbF2XAV26fvPP6MGrmQhq80YWzmxeze/L7pCXEGR0rRzHq7pc7G4k3Aw4YkeNBLu5cz65vuoMIg2YspVqDZkZHylGUUrcvQKcmJ4NSOLm4AHD6cCz5AwLJ6+cPwBPP1OD6pfMk3Ii7tTEAe7b+Srmqz+Hi6ko+/0JcOn0Cc4aJ6M0bCC5ZluIVQsnj60ceXz+unj9LSlIi548foUbjllSp/zIh5UM5sieStJQU638D7JSziwut3/+MzkPGEn98H5FjOpNw9rDRsXIMo8bUR1qGYvYADYA+BuW4K2XO4OjKicTMHUruImUZGR5B0TIVjI6V44jI7aKeYUrHydn59pl6SmICrq5uuLp7AODs4kp6WipO/7gL6caVS+T28b3drsHd0wulFOdPHCVfwUK4e2SuC+sXEERKchInYveQPyCIXHkz3xWWerIy1y+dJzkhHu3R1GzyKp9OW4w5I53I8d24FP2r0ZFyBBcjDqqUuudwi9HSk+KJmTOUa7F/UufVdrT9YIju35JFbl6/ytXzZ4m7cpG4yxeJu3KRp+o0pGiZChzevYMCgUXw8SvI7i2/8PPsydyMu0aPEZMIKvkE6WlpcEfBdvf0IiU5CRfLmXtqchKubm64urv/7Zhmc8bfPpeWmoK7hydpqSl458mLs4srAAqFk5MTqclJuLi64mb5Y4EIpvT026/THk1IuScZER7B5+92Yv/MQSQ06EBI4y52v86wLTOkqNuqxAsn2DutHynXzvP2gBE83/INoyPZrZtx1zgZuxefAgUJKvkEpw/FMLRd47+9Rpyc8CscTNEyFWj8VHmcnJ0IDPKnbkhberRqSUpKMrm8c+Pi4sLFogGkpuSjSaXMkbtnA+sy78sPqR1SEJ98vqwdv5UXqlWhQdliuLr+rwCvKVOGAHMidUMyh2lMifE0frIMnIrh8qWLmM2ZF0fjLl+kZKXK5PbxJTH+Bk7Omb8aKYmJuHl44uKm/7D/Wz5+BQmbt5T5YZ/x+8pZJJw7Qrm3htj9esO2Shd1iyv7thIzZwhOru70m7yQUqFVjI5kVzJMJtbNn8qJ2D2cjN3DlfOZzZ7qt+lMmw8G06ZuTdK+GEmxkBL4FwqgYKEA8vv53z7T/id3Dw/cPTxISLjJGy0aceLoYdw9PFi97Cemzl+CTz5fGjdtybBBn1CocCCnThyjb//PcHV1JXbfHnx8fQkoHETTV15ncfgcKj1Vmci/tlG1Zi08Pb14/sUGdG3Xiu69P8LNzY3P9u9izKjRFA4MZtaQ3jwf4k+evD5M2riKp55vgJtltnDsjq1sW7uMYmUrUaxsJYJLPnF7CEi7N1c3d9oPHEVw6XKEj/2CyLHvULHLKLz8g42O5nByfFFXSnFywxyOR0zBO7A0QybPwreg3XUtsBqTKZ1je6M4tj+Kkwf24VOgIK37DMLJ2ZmNC6fj5uFJtarVqBjag4qhz1C+Uih5LOuxdunx6JdOcuXyZvz3M0lNSSEpKZH4GzfI5Z0bgHf7fsJP82cTd/0aHw/6gkIBgQDsiYokuFgIAYWDeP7FBmzd/CvdO7Qmd+48jJ00HXcPDwoHBtOgSTNerlsNEaHbex9SODCzwLTr2JU+XduTN18+8jhDzzdak9cnc4x9y6qz7P79F7au+gkAZ2cXAkuW4YPv5pHbx5fUlGTc3D30DOO7EBFefL0DgcVLM/7j7kSO7UK59p+Tv6xugJeVxJ4a8eQpUlZV/mhGlu0vIzWZ2AVfcTn6Vwo+04Ch477DzUOfdd3LT98OZ/OKcJJuZl409C0USLOmzRk8fAwAyUlJeHp5GRnxkWRkZBB/I46UlGQK+Be6/a4hJTmZ335dT/yNGzxdpRolSpX523ZKKc6dOcXe3VHsjd7Ftqhoeo2eiogwa9gnxO78g9Da9QmtVY9ST1XFRY/H/5/LZ0/xZc+OJJ4/Rolm7xJct22W/yHc1KdmpFKq8uPso2LoM2rlxq0PfF3xAp6PfayskmPP1JOvnmff9P4knDtCq/cG0LBdN312dYcr506z+/eNHIjcRo8Rk3FydsbN04vGTZrzYsOXqFytJn4F/P+2jT0VdABnZ2fy+eb/v897eHrSsEnze24nIgQGFyUwuCiNXm7xt+cSXn6JGdeu8Nuy+WxcOANP7zw817QVbfra/KRpqyoQWITR4asY0uddjq6YQMLZw5Rp3R9nN/cHb6zdV44s6tcP72L/zEEos4n3x8+iYo06RkeyCZfPnmLLqkVEb97ImSOxAASElOQJj3QCgwKoO3y4wQltX9OWr9O05eskJSaydfOvbFy7hmTLbZNms5nvP32XUqFVCa1VjwKBRQxOayx3Ty9G/DCTNTMnsOz7r0m6eJIKXUbi4eP/4I21e8pRwy9KKc5uWcqRpePxLBDEwAmzKFS0eBYmtC9pKSnE7thKwSIhFCpanJi/tjC291uUDq3Kqy1a8GKDJoSUKGl0TIdx8cI5Xm3WiHPHMyfiBJYow5O16vFc09cpGFzM2HAGi968gUkDe+Ps5kH5TsPxKV7psfeph18cnNmUxqHFYzi/bRX5yz/L59/9gKflgltOcyJmD/9ZOo/t61eSlpLMSx16MmH01zwX1JQ36p+665CE9vgKFirMlr/2cOLYUX5Zv4bFy5exdu73lA6tQsHgYty4epkMU3qOvFAfWrs+Q2evYHivjkRP6EXpVh9RuIaewf1v5Iiinhp/lX0zPiX++F6adOxFi24f4pQDJz8opQjr3ppDUdtx8/CkxautadL8VarWrAWAq6urLuhWUKx4CTp3703n7r2Ju34Nr1zebD0bx/oF01g3fwpPPlePOq++SflqtXPUz2nh4qUZtTCCIb26cHDhSBLOHqZkyz635wxoD8fhv1vxp2LZN60/6ck36T58ElXqNTE6ktUopTh1aD/7/vgPL3XoiYhQvlot3mzTluavtbl9q6FmHJ98vgDUDfGnZJ8+hPjmZv7cmURvXo9fQBD12nSiftvOBqe0nlx58hI2cyFLJo5i7bwfSDx/jPIdh2FEMz975dBj6hd2rOXgwpG45fGl/7czCS5dLhvT2Y6rF87y59rl/PnzMs4dP4yLmzu//BFNcNFiRkfTHkJaWhobIlYy8YfJ5M1fgK5ffgvArk1rKVvl2RwzbPjn2mVM//IT3HL7UqHzSHIHlX6k7fWYugMxZ5g4tmoypzeF41PyaYZOnEbufDljWGHftt8Y1+dtAEo9WYVhX3/HS81euX1GqNk+Nzc3mrR4jSYtXiM9PR1XV1cWbPqDif264eruTmjtBtRo3JLy1Ws79D3w1Ru1pFCREoS935ld33Sn7BsD8X9KrzT2IA5X1NOT4tk/ezDXD/zFC63a07rvZw77g6+U4lDUdn5ZNJvST1WlXuuOlAqtwocDhtL0ldcpUizE6IjaY7rVx6ZtnRqU/fk/LP8pnGVLFrFjwyq8fXzpM3YGxSs8ZXDK7FOsXCVGLFjD0J6d2D/rMxLOHibkpa66Idh9OFRRT7xwnL1T+5Fy/QLtPx1J7RZtjY6ULTJMJnb+GsG6eVM4eWAv3nnz0fD5WrebVlGun7EBtSwnIjxVuRpPVa7GwC/D+H3TBlYuXURAscxbTmP+2oKbhwclK9nECECWyuvnT9jcJcwfPZjfV8wh4dzRzIZgnt5GR7NJDlPUL+/dTOzcL3B286D/Dz865A/3LdOG9uWv9SspWKQ4X42ZQMtWb+Dh6Wl0LM1K3NzceLFhE15s+L+L/iPeGceR3TspUfFpGrz5Dk8/39ChVuhydXOn/acjKVKmPAu+Hkrk2C5UfCcML/+cPYHrbuz+PYwymzmxbib7pvXHy78IXy2IcLiCfu3iOX76djhxVy4C8EKrt5k6bzFbd+yl7duddUHXWL5iLUNHjCX+2hUm9+/Bp6/V+dt6rI5ARHjhtbf5eNIC0hPjiRzbhasx24yOZXPsuqibUpPYP2sQxyOmUr1xS8Lmr8C3YIDRsbLMyYP7mDq4D/1b1GJ9+DRczsRSN8Sfri0yz9Jy0j3M2v155crF21168EdkDBNnLCCPrx+m9HQAkhNu3j4hcARlnq7OsAVr8PANYM+Ujzj5yzzs6S6+7Ga3wy/JV8+xd2o/Ei8c5/U+g2jwRheHaciVYTIxvm8HYrb/jrtXLtq/04OOXXsSGFzU6GiajXN2dqZx05Y0btoSpRT/OXGZTUvmsvyHsVRv3IIGb7xDUIkyD96RjfMLCCJswUqGvt+LYysnkXDmME+0HYCzm+6yapdF/fqhneybOQiUou83s6lQvbbRkR6bKT2NAzu3UaHG8zi7uBBQtATNGjWizVudyJPXx+h4mh0SEeqG+FO8/dvkSrnBwvmz2brqJyrUeJ6Gb3albJVn7fpEyN3Ti+HfTydi9iSWTh5N0qVTVOw8Ag/fQkZHM5Sh799F5CMRUSLi9zCvVyjObP6J3ZP74pYnP1/MW233Bd1sNrN93QoGvf4i4/q8zcVTx6kb4s/UiZPp2usDXdC1x1Y0pDhDR45j2+7DfDhgKKcOxvDznMl2XdBvERGadOhJ7zHTSb5yhp1jOhN3NNroWI9MREaLyAER2SMiy0TE547nBojIERE5KCINH7Qvw4q6iAQD9YFTD7tN6rULHF4yjvzlaxIWvtruO9vF/LWFYR2aMuWz3nh4eTMjfDmta1c1OpbmoPL55qfnB/3YvucwM2fMBTJnH0/5rDcXT58wNtxjevK5F/l8zkpcvHITPeE9zm5dbnSkR7UBqKCUqgQcAgYAiEg5oA1QHmgETBKR+97WZOSZ+jjgE+Chr3CkJ96gaefejJg6B89c9n2PasKNOL77qAsJN+IYO2kGm7bsoE69hg5x9qTZNnd3dwoULETdEH/yXD9N9OYNzPjiQ6NjPbaAYiUJC19NvjJVOb5mitFxHolSar1SymR5+CcQZPl3c2ChUipVKXUcOALc98zPkN4vItIMeFEp1UdETgCVlVJX7vHarkBXy8MKwD7rpLwnP+CuWa3MFnLYQgawjRy2kAFsI4ctZAAoo5R6rEY5IrKWzK/nQTyAlDseT1FK/au/LCKyCvhRKTVPRCYAfyql5lmemw78rJRafK/ts+1CqYhsBO52xWIg8CnQ4GH2Y/nGTLHsc6fRTXNsIYOt5LCFDLaSwxYy2EoOW8hwK8fj7kMp1SgrssD9a6JSaoXlNQMBEzD/1mZ3i3W/42RbUVdK1bvb50WkIhAC7LYMNQQBu0SkqlLqQnbl0TRNM9K9auItItIeeJnMUYxbhfsMEHzHy4KAc/fbj9XH1JVSe5VS/kqpYkqpYmSGfloXdE3TcioRaQT0A5oppZLueGol0EZE3EUkBCgF/HW/fdnbfeq2cPXDFjKAbeSwhQxgGzlsIQPYRg5byAC2k+NhTADcgQ2WEYw/lVLdlVL7RWQREEPmsExPpVTG/XZkV4tkaJqmafenm4domqY5EF3UNU3THIjdFvVHbTGQxcf+0jKdN1pE1otIYWtnsOS459RiK2ZoJSL7RcQsIla9jU1EGlmmTh8Rkf7WPPYdGWaIyCURMWz+hIgEi8gmEYm1/L/oY1AODxH5S0R2W3J8bkQOSxZnEYkSkdVGZTCKXRb1f9NiIIuNVkpVUkqFAquBwQbluOvUYivbB7wCbLbmQS1TpScCjYFyQFvLlGprm0Xm9G0jmYAPlVJlgepAT4O+F6nAC0qpJ4FQoJGIVDcgB0AfINagYxvKLos6/6LFQFZSSsXf8TCXgTnuNbXYmhlilVIHrX1cMqdKH1FKHVNKpQELyZxSbVVKqc3ANWsf9x8Zziuldln+fZPMYhZoQA6llEqwPHS1fFj9d0NowJWsAAADnElEQVREgoAmwDRrH9sW2F1Rt7QYOKuU2m1wjq9E5DTwJsadqd+pE/Cz0SGsKBA4fcfjMxhQyGyNiBQDngK2G3R8ZxGJBi4BG5RSRuQYT+ZJn9mAYxvOJu9Tz6oWA9mVQSm1Qik1EBgoIgOAXsAQI3JYXvPPqcVWz2CAR54+7ehExBtYArz/j3eTVmO5hzrUcn1nmYhUUEpZ7XqDiLwMXFJKRYpIHWsd15bYZFG3hRYDD5rSe4cFwBqyqaj/y6nFVs1gkEeePu3IRMSVzII+Xym11Og8Sqk4EfkPmdcbrHkR+VmgmYi8RGaTrTwiMk8p1c6KGQxlV8MvttJiQERK3fGwGXDAmse/I8e9phbnBDuAUiISIiJuZPacXmlwJkNI5hnOdCBWKTXWwBwFbt2BJSKeQD2s/LuhlBqglAqy1Ic2wK85qaCDnRV1GzJSRPaJyB4yh4IMuYWMzKnFucmcWhwtIt9bO4CItBSRM0ANYI2IrLPGcS0XiHsB68i8MLhIKbXfGse+k4iEA9uAMiJyRkQ6WzsDmWenbwEvWH4Ooi1nqtYWAGyy/F7sIHNMPcfdUmg03SZA0zTNgegzdU3TNAeii7qmaZoD0UVd0zTNgeiirmma5kB0Udc0TXMguqhrDk1E/jA6g6ZZk76lUdM0zYHoM3XNJohIFUtfeA8RyWXpx13hLq9bLiKRlue7Wj5XVEQOi4ifiDiJyO8i0sDyXILlvwEistkyMWefiNSy7leoadahz9Q1myEiw8js1+EJnFFKjbjLa3yVUtcs09B3AM8rpa6KSBcy+4xsB0oqpbpZXp+glPIWkQ8BD6XUV5Ze7F6WNrWa5lB0UddshqWHyw4gBah5t1XTRWQo0NLysBjQUCn1p+W5dUBJIPRWwb6jqNcGZgDzgOVKqehs/nI0zRB6+EWzJb6AN5n9bDz++aSllWo9oIZldZ2oW68TES/+t0iI9z+3tSxmURs4C8wVkbezIb+mGU4Xdc2WTAE+I7Mv/Ki7PJ8XuK6UShKRJ8hcuu2WUZbtBgNT/7mhiBQls8/2VDI7Gj6dxdk1zSbYZD91LeexnDmblFILLGPef4jIC0qpX+942Vqgu6UL4EEyl/BDRJ4HqgDPKqUyRORVEemolJp5x7Z1gI9FJB1IAPSZuuaQ9Ji6pmmaA9HDL5qmaQ5EF3VN0zQHoou6pmmaA9FFXdM0zYHooq5pmuZAdFHXNE1zILqoa5qmOZD/Amim+wDTYo5LAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { @@ -196,17 +268,30 @@ } ], "source": [ - "x, y = np.random.normal(size=(2, 1000000))\n", - "plt.hist2d(x, y, bins=200)\n", + "color_levels = np.array([-20, -10, 0, 10, 20])\n", + "\n", + "contours = plt.contour(x_grid, y_grid, z, colors=\"black\", levels=color_levels, )\n", + "plt.clabel(contours)\n", + "plt.contourf(x_grid, y_grid, z, levels=color_levels, cmap=\"Blues\")\n", + "plt.colorbar()\n", + "\n", + "plt.xlabel(\"x axis\")\n", + "plt.ylabel(\"y axis\")\n", "plt.show()" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "### Excercise\n", + "\n", + "Write a function to solve the calculate \n", + "\n", + "$z = sin(\\sqrt{x^2 + y^2})$.\n", + "\n", + "Plot this function as a contourf plot, displaying contour lines and a colorbar. Use the the x and y variables that have already been defined. " + ] } ], "metadata": { From 4abfe1a3bd5c44caa5f4f18483765289ea31828f Mon Sep 17 00:00:00 2001 From: Adam Symington Date: Mon, 13 Apr 2020 15:40:56 +0100 Subject: [PATCH 3/3] Revert --- content/data_work/optimisation.ipynb | 2 +- content/data_work/simple_plots.ipynb | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/content/data_work/optimisation.ipynb b/content/data_work/optimisation.ipynb index e89f349..1468c0a 100644 --- a/content/data_work/optimisation.ipynb +++ b/content/data_work/optimisation.ipynb @@ -711,7 +711,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/content/data_work/simple_plots.ipynb b/content/data_work/simple_plots.ipynb index 4f9a57e..30db38a 100644 --- a/content/data_work/simple_plots.ipynb +++ b/content/data_work/simple_plots.ipynb @@ -377,7 +377,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.3" } }, "nbformat": 4,