{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.6.8"},"colab":{"name":"matplotlib_tutorial.ipynb","provenance":[{"file_id":"1-5DP-WEva5nQmM29aowLNwFDWlZD1VPY","timestamp":1632240176195}]}},"cells":[{"cell_type":"markdown","metadata":{"id":"w0O6DDh_GG_F"},"source":["# Matplotlib Tutorial"]},{"cell_type":"markdown","metadata":{"id":"_FZ5Y1yMGG_I"},"source":["Partly from the online tutorial by: J.R. Johansson\n","\n","Author: Giovnni Piccioli"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"0LLwnQwtGG_J","executionInfo":{"status":"ok","timestamp":1632331185488,"user_tz":-120,"elapsed":200,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["# This line configures matplotlib to show figures embedded in the notebook, \n","%matplotlib inline"],"execution_count":2,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"sJan3Z1nGG_K"},"source":["## Introduction"]},{"cell_type":"markdown","metadata":{"id":"kJn5weBQGG_K"},"source":["Matplotlib is an excellent 2D and 3D graphics library for generating scientific figures. Some of the many advantages of this library include:\n","\n","* Easy to get started\n","* Support for $\\LaTeX$ formatted labels and texts\n","* Great control of every element in a figure, including figure size and DPI. \n","* High-quality output in many formats, including PNG, PDF and SVG.\n","* GUI for interactively exploring figures *and* support for headless generation of figure files (useful for batch jobs).\n","\n","All aspects of the figure can be controlled *programmatically*. This is important for reproducibility and convenient when one needs to regenerate the figure with updated data or change its appearance. \n","\n","More information at the Matplotlib web page: http://matplotlib.org/\n","\n","[More Matplotlib tutorials](https://matplotlib.org/stable/tutorials/index.html)"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"BoiFkmVqGG_M","executionInfo":{"status":"ok","timestamp":1632331209700,"user_tz":-120,"elapsed":197,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["import matplotlib.pyplot as plt\n","import numpy as np"],"execution_count":4,"outputs":[]},{"cell_type":"code","metadata":{"collapsed":true,"id":"ApevWom6GG_O","executionInfo":{"status":"ok","timestamp":1632331210576,"user_tz":-120,"elapsed":2,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["x = np.linspace(0, 5, 10)\n","y = x ** 2"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"id":"0Xrsy7pXGG_O","colab":{"base_uri":"https://localhost:8080/","height":312},"executionInfo":{"status":"ok","timestamp":1632331211179,"user_tz":-120,"elapsed":373,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"c8eead13-3102-4cb5-f64b-7371068963bf"},"source":["plt.figure()\n","plt.plot(x, y, 'r')\n","plt.xlabel('x')\n","plt.ylabel('y')\n","plt.title('title')\n"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'title')"]},"metadata":{},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":265},"id":"911VJHsgbM4P","executionInfo":{"status":"ok","timestamp":1632331212344,"user_tz":-120,"elapsed":338,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"b1030fdb-6947-4bf1-ef9c-1371df26dc9d"},"source":["plt.subplot(1,2,1)\n","plt.plot(x, y, 'r--')\n","plt.subplot(1,2,2)\n","plt.plot(y, x, 'g*-');"],"execution_count":7,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"MWGv7i1mGG_P","colab":{"base_uri":"https://localhost:8080/","height":282},"executionInfo":{"status":"ok","timestamp":1632331213248,"user_tz":-120,"elapsed":710,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"8accaee5-9049-486e-fd41-7b5bd620ace0"},"source":["plt.subplot(3,2,1) #3 rows 2 columns \n","plt.plot(x, y, 'r--')\n","plt.subplot(3,2,2) # \n","plt.plot(y, x, 'g*-')\n","plt.subplot(3,2,3) # \n","plt.plot(y, x, 'g*-')\n","plt.subplot(3,2,4) # \n","plt.plot(y, x, 'g*-')\n","plt.subplot(3,2,5) # \n","plt.plot(y, x, 'g*-')"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f2fabe335d0>]"]},"metadata":{},"execution_count":8},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"cPEEOgUOGG_Q"},"source":["## Format Strings<br>\n","<b>[color][marker][line]</b>\n","\n","### Colors\n","<table>\n","<tr><th>character</th><th>color</th></tr>\n","<tr><td>'b'</td><td>blue</td></tr>\n","<tr><td>'g'</td><td>green</td></tr>\n","<tr><td>'r'</td><td> red</td></tr>\n","<tr><td>'c'</td><td> cyan</td></tr>\n","<tr><td>'m'</td><td> magenta</td></tr>\n","<tr><td>'y'</td><td> yellow</td></tr>\n","<tr><td>'k'</td><td> black</td></tr>\n","<tr><td>'w'</td><td> white</td></tr>\n","</table>\n","\n","### Markers\n","<table>\n","<tr><th>character</th><th> description</th></tr>\n","<tr><td>'.'</td><td> point marker</td></tr>\n","<tr><td>','</td><td> pixel marker</td></tr>\n","<tr><td>'o'</td><td> circle marker</td></tr>\n","<tr><td>'v'</td><td> triangle_down marker</td></tr>\n","<tr><td>'^'</td><td> triangle_up marker</td></tr>\n","<tr><td>'<'</td><td> triangle_left marker</td></tr>\n","<tr><td>'>'</td><td> triangle_right marker</td></tr>\n","<tr><td>'1'</td><td> tri_down marker</td></tr>\n","<tr><td>'2' </td><td>tri_up marker</td></tr>\n","<tr><td>'3'</td><td> tri_left marker</td></tr>\n","<tr><td>'4'</td><td> tri_right marker</td></tr>\n","<tr><td>'s'</td><td> square marker</td></tr>\n","<tr><td>'p'</td><td> pentagon marker</td></tr>\n","<tr><td>'*'</td><td> star marker</td></tr>\n","<tr><td>'h'</td><td> hexagon1 marker</td></tr>\n","<tr><td>'H' </td><td>hexagon2 marker</td></tr>\n","<tr><td>'+'</td><td> plus marker</td></tr>\n","<tr><td>'x'</td><td> x marker</td></tr>\n","<tr><td>'D'</td><td> diamond marker</td></tr>\n","<tr><td>'d'</td><td> thin_diamond marker</td></tr>\n","<tr><td>'|'</td><td> vline marker</td></tr>\n","<tr><td>'_'</td><td> hline marker</td></tr>\n","</table>\n","\n","\n","### Line Styles\n","\n","<table>\n","<tr><th>character</th><th> description</th></tr>\n","<tr><td>'-'</td><td> solid line style</td></tr>\n","<tr><td>'--'</td><td> dashed line style</td></tr>\n","<tr><td>'-.'</td><td> dash-dot line style</td></tr>\n","<tr><td>':'</td><td> dotted line style</td></tr>\n","</table>\n","Example format strings:<br>\n","'b' # blue markers with default shape<br>\n","'ro' # red circles<br>\n","'g-' # green solid line<br>\n","'--' # dashed line with default color<br>\n","'k^:' # black triangle_up markers connected by a dotted line<br>"]},{"cell_type":"markdown","metadata":{"id":"zB5ibIYfGG_T"},"source":["### Figure size, aspect ratio and DPI"]},{"cell_type":"markdown","metadata":{"id":"GXvq_rrZGG_T"},"source":["Matplotlib allows the aspect ratio, DPI and figure size to be specified when the `Figure` object is created, using the `figsize` and `dpi` keyword arguments. `figsize` is a tuple of the width and height of the figure in inches, and `dpi` is the dots-per-inch (pixel per inch). To create an 800x400 pixel, 100 dots-per-inch figure, we can do: "]},{"cell_type":"code","metadata":{"id":"2l7HYpNFGG_T","colab":{"base_uri":"https://localhost:8080/","height":379},"executionInfo":{"status":"ok","timestamp":1632331216925,"user_tz":-120,"elapsed":228,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"2852c1ec-b812-49f8-a1da-efa9bed37887"},"source":["plt.figure(figsize=(8,4), dpi=100)\n","plt.plot(x, y, 'r')"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f2fabdee2d0>]"]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"L1eGapC_GG_T"},"source":["The same arguments can also be passed to layout managers, such as the `subplots` function:"]},{"cell_type":"markdown","metadata":{"id":"TyhM02sjGG_U"},"source":["### Saving figures"]},{"cell_type":"markdown","metadata":{"id":"mqUW96N6GG_U"},"source":["To save a figure to a file we can use the `savefig` function"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"S32KKr25GG_U","colab":{"base_uri":"https://localhost:8080/","height":265},"executionInfo":{"status":"ok","timestamp":1632331220550,"user_tz":-120,"elapsed":653,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"0c4ba9f1-e897-44c3-8b22-d5f7580919f9"},"source":["plt.plot(x,y,'ro-')\n","plt.savefig(\"./myfigure.png\",dpi=150)"],"execution_count":10,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"NcObW_tkGG_V"},"source":["### Legends, labels and titles"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"pHaFxjHhGG_V","colab":{"base_uri":"https://localhost:8080/","height":282},"executionInfo":{"status":"ok","timestamp":1632331222407,"user_tz":-120,"elapsed":525,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"5fdbf109-687b-49fc-c5e8-6463e2e624cc"},"source":["#put legend in plots\n","plt.plot(x,y,label=\"doodle 1\")\n","plt.plot(np.sin(10*x),y,label=\"doodle 2\")\n","plt.legend()"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 0x7f2fabd11050>"]},"metadata":{},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"collapsed":true,"id":"i41Fg3eHGG_V","colab":{"base_uri":"https://localhost:8080/","height":312},"executionInfo":{"status":"ok","timestamp":1632331224006,"user_tz":-120,"elapsed":556,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"8d182050-9c17-4062-f2af-0f99a5176bad"},"source":["plt.plot(x,y)\n","plt.xlabel(\"time\")\n","plt.ylabel(r\"$s=\\frac{1}{2}at^2$\")#can use latex: just use r\"$ formula $\" \n","plt.title(\"Uniformly accelerated motion\")"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Uniformly accelerated motion')"]},"metadata":{},"execution_count":12},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"-7p-E3TwGG_X"},"source":["### Formatting text: LaTeX, fontsize, font family"]},{"cell_type":"markdown","metadata":{"id":"VD7C0VhsGG_X"},"source":["The figure above is functional, but it does not (yet) satisfy the criteria for a figure used in a publication. First and foremost, we need to have LaTeX formatted text, and second, we need to be able to adjust the font size to appear right in a publication.\n","\n","Matplotlib has great support for LaTeX. All we need to do is to use dollar signs encapsulate LaTeX in any text (legend, title, label, etc.). For example, `\"$y=x^3$\"`.\n","\n","But here we can run into a slightly subtle problem with LaTeX code and Python text strings. In LaTeX, we frequently use the backslash in commands, for example `\\alpha` to produce the symbol $\\alpha$. But the backslash already has a meaning in Python strings (the escape code character). To avoid Python messing up our latex code, we need to use \"raw\" text strings. Raw text strings are prepended with an '`r`', like `r\"\\alpha\"` or `r'\\alpha'` instead of `\"\\alpha\"` or `'\\alpha'`:"]},{"cell_type":"code","metadata":{"id":"DH0QCiwTGG_X","colab":{"base_uri":"https://localhost:8080/","height":303},"executionInfo":{"status":"ok","timestamp":1632331226701,"user_tz":-120,"elapsed":560,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"dd86dbe8-3d34-48a1-a344-aec55a591f75"},"source":["plt.subplots()\n","plt.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n","plt.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n","plt.legend() # upper left corner\n","plt.xlabel(r'$\\alpha$', fontsize=18)\n","plt.ylabel(r'$y$', fontsize=18)\n","plt.title('title');"],"execution_count":13,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"qce9pUf7GG_X"},"source":["We can also change the global font size and font family, which applies to all text elements in a figure (tick labels, axis labels and titles, legends, etc.):"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"Muz6qMrNGG_X","executionInfo":{"status":"ok","timestamp":1632331228465,"user_tz":-120,"elapsed":196,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["# Update the matplotlib configuration parameters:\n","import matplotlib\n","matplotlib.rcParams.update({'font.size': 18, 'font.family': 'serif'})"],"execution_count":14,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":318},"id":"dIuYp6pDf1eZ","executionInfo":{"status":"ok","timestamp":1632331229810,"user_tz":-120,"elapsed":335,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"6ddfbe4c-d1c6-4d38-efab-52a4b3dd60f2"},"source":["plt.subplots()\n","\n","plt.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n","plt.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n","plt.legend() \n","plt.xlabel(r'$\\alpha$')\n","plt.ylabel(r'$y$')\n","plt.title('title');"],"execution_count":15,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"collapsed":true,"id":"zwqTL4J7GG_Y","executionInfo":{"status":"ok","timestamp":1632331230796,"user_tz":-120,"elapsed":2,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["# restore\n","matplotlib.rcParams.update({'font.size': 12, 'font.family': 'sans', 'text.usetex': False})"],"execution_count":16,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pcvI28x2GG_Z"},"source":["### Setting colors, linewidths, linetypes"]},{"cell_type":"markdown","metadata":{"id":"_QPkaVI8GG_Z"},"source":["#### Colors"]},{"cell_type":"markdown","metadata":{"id":"hPc3ErxeGG_Z"},"source":["With matplotlib, we can define the colors of lines and other graphical elements in a number of ways. First of all, we can use the MATLAB-like syntax where `'b'` means blue, `'g'` means green, etc. The MATLAB API for selecting line styles are also supported: where, for example, 'b.-' means a blue line with dots:"]},{"cell_type":"code","metadata":{"id":"H9pEJZQyGG_Z","colab":{"base_uri":"https://localhost:8080/","height":285},"executionInfo":{"status":"ok","timestamp":1632331234374,"user_tz":-120,"elapsed":800,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"e08b702c-988d-464e-b920-d550d954a351"},"source":["# MATLAB style line color and style \n","plt.plot(x, x**2, 'b.-') # blue line with dots\n","plt.plot(x, x**3, 'g--') # green dashed line"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f2fabd9e050>]"]},"metadata":{},"execution_count":17},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"U2_bA0q6GG_Z"},"source":["We can also define colors by their names or RGB hex codes and optionally provide an alpha value using the `color` and `alpha` keyword arguments:"]},{"cell_type":"code","metadata":{"id":"q5qetALeGG_Z","colab":{"base_uri":"https://localhost:8080/","height":285},"executionInfo":{"status":"ok","timestamp":1632331255962,"user_tz":-120,"elapsed":849,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"3a5a99b3-9b1a-4d2a-f3b4-f8d1d778146a"},"source":["plt.plot(x, x+1, color=\"red\", alpha=0.5) # half-transparant red\n","plt.plot(x, x+2, color=\"#1155dd\")        # RGB hex code for a bluish color\n","plt.plot(x, x+3, color=\"#15cc55\")        # RGB hex code for a greenish color"],"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f2faba4b090>]"]},"metadata":{},"execution_count":20},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"njktiwP5GG_Z"},"source":["#### Line and marker styles"]},{"cell_type":"markdown","metadata":{"id":"i20abweOGG_Z"},"source":["To change the line width, we can use the `linewidth` or `lw` keyword argument. The line style can be selected using the `linestyle` or `ls` keyword arguments:"]},{"cell_type":"code","metadata":{"id":"gtm_bg9WGG_Z","colab":{"base_uri":"https://localhost:8080/","height":377},"executionInfo":{"status":"ok","timestamp":1632331258503,"user_tz":-120,"elapsed":908,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"aed965b3-f2cc-4d97-d2fa-8db1a3888850"},"source":["plt.subplots(figsize=(12,6))\n","\n","plt.plot(x, x+1, color=\"blue\", linewidth=0.25)\n","plt.plot(x, x+2, color=\"blue\", linewidth=0.50)\n","plt.plot(x, x+3, color=\"blue\", linewidth=1.00)\n","plt.plot(x, x+4, color=\"blue\", linewidth=2.00)\n","\n","# possible linestype options ‘-‘, ‘--’, ‘-.’, ‘:’, ‘steps’\n","plt.plot(x, x+5, color=\"red\", lw=2, linestyle='-')\n","plt.plot(x, x+6, color=\"red\", lw=2, ls='-.')\n","plt.plot(x, x+7, color=\"red\", lw=2, ls=':')\n","\n","# custom dash\n","line, = plt.plot(x, x+8, color=\"black\", lw=1.50)\n","line.set_dashes([5, 10, 15, 10]) # format: line length, space length, ...\n","\n","# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n","plt.plot(x, x+ 9, color=\"green\", lw=2, ls='--', marker='+')\n","plt.plot(x, x+10, color=\"green\", lw=2, ls='--', marker='o')\n","plt.plot(x, x+11, color=\"green\", lw=2, ls='--', marker='s')\n","plt.plot(x, x+12, color=\"green\", lw=2, ls='--', marker='1')\n","\n","# marker size and color\n","plt.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n","plt.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n","plt.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n","plt.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n","        markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\");"],"execution_count":21,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x432 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"hmWfousNGG_a"},"source":["#### Plot range"]},{"cell_type":"code","metadata":{"id":"ETm96fTyGG_a","colab":{"base_uri":"https://localhost:8080/","height":290},"executionInfo":{"status":"ok","timestamp":1632331260782,"user_tz":-120,"elapsed":232,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"e51473df-4e4d-40ca-b5e5-468e5b284db2"},"source":["fig, axes = plt.subplots(1, 1, figsize=(12, 4))\n","\n","plt.plot(x, x**2)\n","plt.xlim([0,2])\n","plt.ylim([0,8])"],"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.0, 8.0)"]},"metadata":{},"execution_count":22},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Ze6mnJCcGG_a"},"source":["#### Logarithmic scale"]},{"cell_type":"code","metadata":{"id":"DcSHNkP-GG_a","colab":{"base_uri":"https://localhost:8080/","height":285},"executionInfo":{"status":"ok","timestamp":1632331262972,"user_tz":-120,"elapsed":657,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"087dd224-d3c9-4788-8bf2-bcf68df9f9bf"},"source":["plt.plot(x, x**2,label=r\"$x^2$\")\n","plt.plot(x, np.exp(x),label=r\"$e^x$\")\n","#plt.xscale(\"log\")\n","plt.yscale(\"log\")\n","plt.legend()"],"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 0x7f2fab0bf590>"]},"metadata":{},"execution_count":23},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"3Mj99ANsGG_b"},"source":["### Placement of ticks and custom tick labels"]},{"cell_type":"markdown","metadata":{"id":"APd0cimvGG_b"},"source":["We can explicitly determine where we want the axis ticks with `set_xticks` and `set_yticks`, which both take a list of values for where on the axis the ticks are to be placed. We can also use the `set_xticklabels` and `set_yticklabels` methods to provide a list of custom text labels for each tick location:"]},{"cell_type":"code","metadata":{"id":"YxChYSN4GG_b","colab":{"base_uri":"https://localhost:8080/","height":358},"executionInfo":{"status":"ok","timestamp":1632331268341,"user_tz":-120,"elapsed":221,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"abef44fd-daf4-4a8c-fa41-149dd123264a"},"source":["plt.plot(x, x**2, x, x**3, lw=2)\n","\n","plt.xticks([1, 2, 3, 4, 5])\n","#plt.xticklabels([r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$'], fontsize=18)\n","\n","yticks = [0, 50, 100, 150]\n","plt.yticks(yticks)\n","#plt.set_yticklabels([\"$%.1f$\" % y for y in yticks], fontsize=18); # use LaTeX formatted labels"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"text/plain":["([<matplotlib.axis.YTick at 0x7f2faaf4ca50>,\n","  <matplotlib.axis.YTick at 0x7f2faafe6450>,\n","  <matplotlib.axis.YTick at 0x7f2faaf50150>,\n","  <matplotlib.axis.YTick at 0x7f2faaf62cd0>],\n"," <a list of 4 Text major ticklabel objects>)"]},"metadata":{},"execution_count":24},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"D5NSMRLdGG_b"},"source":["There are a number of more advanced methods for controlling major and minor tick placement in matplotlib figures, such as automatic placement according to different policies. See http://matplotlib.org/api/ticker_api.html for details."]},{"cell_type":"markdown","metadata":{"id":"NxVKcr0RGG_c"},"source":["### Axis grid"]},{"cell_type":"code","metadata":{"id":"EDtudQgPGG_c","colab":{"base_uri":"https://localhost:8080/","height":268},"executionInfo":{"status":"ok","timestamp":1632331270567,"user_tz":-120,"elapsed":395,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"4edda397-1998-415e-a175-8ed6eff51189"},"source":["plt.plot(x, x**2)\n","#plt.grid() #basic grid\n","plt.grid(color='b', alpha=0.5, linestyle='dashed', linewidth=0.5) #fancier grid"],"execution_count":25,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"S9IWdNANTEua"},"source":["## Matplotlib object-oriented API"]},{"cell_type":"markdown","metadata":{"id":"MiRr-yTNTMRT"},"source":["The main idea with object-oriented programming is to have objects that one can apply functions and actions on, and no object or program states should be global (such as the MATLAB-like API). The real advantage of this approach becomes apparent when more than one figure is created, or when a figure contains more than one subplot. \n","\n","To use the object-oriented API we start out very much like in the previous example, but instead of creating a new global figure instance we store a reference to the newly created figure instance in the `fig` variable, and from it we create a new axis instance `axes` using the `add_axes` method in the `Figure` class instance `fig`:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":315},"id":"5eRWak7oTTtm","executionInfo":{"status":"ok","timestamp":1632331273181,"user_tz":-120,"elapsed":639,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"c46a929c-3c6e-4082-ec4c-6b97de4cee3d"},"source":["fig = plt.figure()\n","\n","axes = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # left, bottom, width, height (range 0 to 1)\n","\n","axes.plot(x, y, 'r')\n","\n","axes.set_xlabel('x')\n","axes.set_ylabel('y')\n","axes.set_title('title');"],"execution_count":26,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":293},"id":"OxE4z6SOXnY6","executionInfo":{"status":"ok","timestamp":1632331274560,"user_tz":-120,"elapsed":545,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"d12f3ca7-6de3-4d3e-8003-cec6db282185"},"source":["fig, axes = plt.subplots(nrows=1, ncols=2)\n","\n","for ax in axes:\n","    ax.plot(x, y, 'r')\n","    ax.set_xlabel('x')\n","    ax.set_ylabel('y')\n","    ax.set_title('title')\n","    \n","fig.tight_layout()"],"execution_count":27,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"j9A8TCd1GG_e"},"source":["### Other 2D plot styles"]},{"cell_type":"markdown","metadata":{"id":"_b6fw9yGGG_e"},"source":["In addition to the regular `plot` method, there are a number of other functions for generating different kind of plots. See the matplotlib plot gallery for a complete list of available plot types: http://matplotlib.org/gallery.html. Some of the more useful ones are show below:"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"PzkA0AH4GG_e","executionInfo":{"status":"ok","timestamp":1632331277022,"user_tz":-120,"elapsed":228,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["n = np.array([0,1,2,3,4,5])"],"execution_count":28,"outputs":[]},{"cell_type":"code","metadata":{"id":"MbKwBH8vGG_e","colab":{"base_uri":"https://localhost:8080/","height":394},"executionInfo":{"status":"ok","timestamp":1632331278691,"user_tz":-120,"elapsed":836,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"0a9e5615-c859-46b5-b960-f2c4fdcf99ed"},"source":["plt.figure(figsize=(24,6))\n","plt.subplot(1, 4,1)\n","\n","plt.scatter(x, x**2 + 0.25*np.random.randn(len(x)))\n","plt.title(\"scatter\")\n","plt.subplot(1, 4,2)\n","\n","\n","plt.step(x, x**2, lw=2)\n","plt.title(\"step\")\n","plt.subplot(1, 4,3)\n","\n","plt.bar(x, x**2, align=\"center\", width=0.5, alpha=0.5)\n","plt.title(\"bar\")\n","plt.subplot(1, 4,4)\n","\n","plt.fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);\n","plt.title(\"fill_between\");"],"execution_count":29,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABV8AAAF5CAYAAACImVooAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde5iddX3v/fd3Dkkmx+EwBBJMwAPBogKbuD20nuohVp/d8uBua7e2VdvG3Za2j91NK7uoadWqD09rVbQVD1AElNLGqETIBgEPEYFIOAUSEiDnABOSmWSSyWnm+/yx1uDKMCGTZNa615p5v65rXTPrd9/rXt+ZwH3d81m/+/uLzESSJEmSJEmSNLKaii5AkiRJkiRJkkYjw1dJkiRJkiRJqgLDV0mSJEmSJEmqAsNXSZIkSZIkSaoCw1dJkiRJkiRJqgLDV0mSJEmSJEmqAsNXSZIkSaqBiLgjIr5adB2SVEsR8amIeCoiMiLWRcTaim3vi4iDFc/fWN7v9GEeOyPivdWoWxophq9qWBFxaUSsG2J8bUQsrH1FktS4IuL08sXrG4uuRZIkSaNDRLwK+DAwHzgNeDnw6kKLGsTrYFVbS9EFSPUqIgJoycwDRdciSZIkDSUixmXm/qLrkKTDeAnQn5nfqRjbVVQxUhGc+aqqiohfiYhlEbGr/Lg/IuaVt50SEVeWbz/YGxGrI+ID5W0REV+JiMciojciHo+If4iI8eXt7wM+Dswuf0KVEbEwIu4AXgR8rGL8jPJrXhwR/xkRXRGxIyL+T0S8vKLW90XEwYh4U0SsAPYBb6ndb0uSqu95zssby7vcPnBLWMVr3lp+TW9EbC6fu0+q2H5VRNwaER8qb98TETdExIk1/vEkqRE0RcSnI2JbROyMiCsiYgI8e769IyK2R0R3RPwwIv5r5YvL5+g/j4jrIqIb+EYhP4UkHUFEXEXpHNU06O/2tUd46dE6qfy3/u7ytehfDKpjckR8ruI6dUVEXFSxy3OugyOiLSL2RcRbK47zw/LYxPLziRGxfyDjKI/9WUSsKmccayLibyOipWJ7a/l38ER5n5UR8cFB9WZE/ElEfKN8vb4pIi4ZyV+YasvwVVVTPsF8F7gL+C/lx0JgT0S0AT8EzgXeA/wS8GfAnoGXA08D/wN4KfD/AO8H/nd5+/XAZ4BNlG5dOA34/4CLgHXAP1aMb4yI6cBPysd8HaXbHFYDd0RER0XZTeXj/iVwNrB8ZH4bklS85zsvl78HeBelc+cry6/5VeA7wLeAVwAXAmcAiyIiKg7/X4E3AW8H3gGcB3ytmj+PJDWo/w6cROma9D2UzqufKm+bDHwJeA3wWmANcHPlB15lHwN+SuncfWkNapakY/EXlP6W7+MXf59Xw8eAO4Dzgf8X+MeI+A149o7W71HKHn4beBnwL8C3IuLN5dc/5zo4M3spXTP/avk4bZRyhG7gV8r7v6789cflfRYCfwVcQinH+Avgg+X6BnyFUm7xwfI+fw98JiL+YIif6UeUrqk/BfxDRb1qMLYdUDVNAU4AvpuZa8pjawDKJ5YzgRdn5qbytscHXpiZ/cDfVhxrXUS8CPgT4GOZ2RsRPUBfZj5Z+aYR0Qf0VI5HxB8D6zLzjyvG/pxSQPAe4J8HhoH/lZk/Pr4fXZLq0vOdlwcWNdg+6Lz6UeDzmfmFgYGI+H1gPaWL2PvKw03A72Zmd3mfPwWWRsSLM3OkZzdIUiPbDvzPzOwDHomIS4HPR8Slmfntyh0jYj6lMODtwLUVmxZn5uU1q1iSjkFmdpdn6DNwfXnoZ/cjZknFteqjUeoz+1eUJhC8gdIHWtMHrlOBKyLi1ZQmgP0A6CyPD74Ovo1SZgClwHUTsJRSIPt/yl/vysw95dmwfw1clJk3l1/zxMA5HvhIRJwJ/B7wS5m5qmKfOeVaKicuXJ+ZXyl//8WIuJjSnbk/OJZfkIpl+KqqycwdUVrNdWlE3EZppuu3M3M1cAHwcEXw+hwR8UfAH1KaYTWJ0n+vxzpb+5XABeXAtlIbpR40le45xveQpLp2hPPy4bwSeHX5gm+wl/CL8PXhigtagGXlr78EGL5K0i/cXQ5eBywDxgMviohdlGZBvQY4hdK170Rg9uBj1KJQSWoQdw56voxSm0IoXcuOAzYPCn7HUZ6E8DxuBy6NiGmUgtYflMcWlLf/KvD98vfnUMoX/jMisuIYzcCE8h23cylN+Fo+qJYWSrODK9036PkWYPoR6lWdMnxVVWXmH0XE54C3AW8FPn6YP+APERG/CXyR0qqIPwR2Ar8JfPIYS2midKIc6r0rw4K+zNx7jO8hSXXvec7LSw7zkoF2LEP1FHxyiDFJ0rG7EdgG/CmlHoT7KbXOGjdov901rkuSGlUTpb/5XznEtiMtVnhneZ83UgpaP0spfL0uImZTanPwVxXvA6Xc4tEhjrW9Yp/X8ouWiwNy0PPBtSW2Dm1Yhq+qusx8CHgI+KeI+FdgPqVeVh+IiNMPM/v19cCKzPyngYEoL5xVYT+lT5EGG2p8OfA+YJPhqqSx7jDn5YFbXYc6f54zjNYBL42IqZm5s/z8teWvD49EzZI0irwyIporZr++ltJCr89QulvgHZm5FJ5tCXNKMWVKUsN4NaWMYcBr+cU16HKgHZhQvgYeykDQech1cGbuj4ifAv83pb6wt2Xmtoh4mFJrrv38YtbtSmAv8MLM/D5DiIifl7+dlZk3DveHU+MzNVfVRMSLI+IzUVpZe3ZEvIZSQ+qHgW9S6hf43Yh4S0ScGRFvjojfLr98NfDyiPiNiHhRebXCiwa9xRPAqRHxmog4eWDFwfL4L0fErPJ4E3A5pRPpdyLidRFxRrmuT0bEa5GkMeAI5+VtQA/wtog4NSJOKL/so8BvRMQ/RcR55XPy2yPia+WFBwYkcHVEvCwiXk/p7oXv2u9Vkp7jJEr9+14aEe+kdGvsl4GtlPoO/lFEnFU+R38T6C2uVElqCP9XRFwcES+JiD+jtLDWP5a33QbcSmmx2Asj4oURcUFE/Fm51SEc/jp44PXvAVZl5tMVY78HLMvM/QCZ2QP8A6WFsf40IuZExDkR8e6I+Ex5n7XA14GvRMTvlq/Nz42ID0TE31Trl6PiGb6qmnZT6gf4LUrT7v+T0qqsF2fmHkqNrx8qb3+E0h/qA3/If5nSLa5XAiuAV1FakbvSYuAGSrfKdlJqbg2lVQHbKQW4nZQ+VXqKUu+sbcCi8rZrKfXP2jpyP7Ik1bXnOy/3U7rN9bcoLSawAiAzb6d0m9UrKK3k+gClW652AQcqjn03pVtjbwFuBh4EPlD1n0iSGs9/UDqH/oTS+fhG4MPl8/BvAi+idK69itKisF6rStLz+3tKi1HdD/xv4K8HFjDMzAR+nVIO8FlgFaUM4Z3AY+V9hrwOLrud0l3jt1WM3TbEGJn5ceAvgT8q1/IT4EPAuord5pfr+FtKEyB+APw+FQuQa/SJ0n+HkiRJxyYirgJOz8y3FF2LJEmSJNUTZ75KkiRJkiRJUhUYvkqSJEmSJKmuRMS/RkTPYR4ri65PGi7bDkiSJEmSJKmuRMQpwNTDbD6QmetrWY90rAxfJUmSJEmSJKkKbDsgSZIkSZIkSVXQUsSbnnzyyXnGGWcU8daS9Kyf//zn2zKzo+g6asHzrqR6MFbOu55zJdUDz7mSVFuHO+8WEr6eccYZLF++vIi3lqRnRcSY6RHkeVdSPRgr513PuZLqgedcSaqtw513bTsgSZIkSZIkSVVg+CpJkiRJkiRJVWD4KkmSJEmSJElVYPgqSZIkSZIkSVVg+CpJkiRJkiRJVWD4KkmSJEmSJElVYPgqSZIkSZIkSVVg+CpJkiRJkiRJVWD4KkmSJEmSJElVYPgqqaEtXrGZX/70bZz54SX88qdvY/GKzUWXdFwiYnxEfC0i1kfEroi4LyJ+rbztjIjIiOipeHyk6JolSZIkSdLQjhi+GgRIqleLV2zmkkUPsrmrlwQ2d/VyyaIHGz2AbQE2Am8ApgGXAv8eEWdU7NOemZPLj4/XvkRJGj281pUkSVI1tQxzn4EgYAPwDkpBwMsr9mnPzINVqE+SDuuypavpPdB3yFjvgT4uW7qaC8+fWVBVxyczdwMLK4ZujIgngAuAnxdSlKS69f4r7+b21Z2Fvf+6T7+zsPceQV7rSpIkqWqOOPM1M3dn5sLMXJeZ/Zl5IzAQBEhSYbZ09R7VeCOKiOnAWcDKiuH1EbEpIq6MiJOf57XzI2J5RCzv7CwunJFUPUUGr6OF17qSJEmq9Ogzj9Kzv2fEjjecma+HeJ4gIIFbgAWZuW2E6pOkw5rR3sbmIYLWGe1tBVQz8iKiFbgW+LfMXBURk4FXAvcBJwFfLG+fN9TrM/MK4AqAuXPnZk2KllSIUTIDtS4c67VuRMwH5gPMmjWrFqVKqiOfveXRqh7/Q289q6rHlySV9Gc/1z5wLe95xXs466SROfce1YJbg4MAYBulIGA2pdkBU8rbh3qtM7AkjagF8+bQ1tp8yFhbazML5s0pqKKRExFNwDeA/cDFAJnZk5nLM/NgZj5VHn9bREwpsFRJGjWO51o3M6/IzLmZObejo6NWJUuSJGkEbejewLqudSN6zGHPfD1cEAAsL+/yVERcDGyNiCmZuavy9c7AkjTSBvq6XrZ0NVu6epnR3saCeXMatt/rgIgI4GvAdOAdmXngMLsOnEuP6oM0SdJzHe+1riRJkhrfvVvvZcfeHSN6zGGFrwYBkurVhefPbPiwdQj/ArwUeEtmPttXISJeBXQBa4ATgM8Dd2RmdyFVStIo4bWuJEmS+rOfH63/ERNbJ47ocYc789UgQJJqICJmAx8E9gFPlvIAKI/1A/8AnALspNR78HcKKFOSRhuvdSVJksa4Dd0b6N7XzaTWSSN63COGrwYBklQ7mbkeiOfZ5Zu1qkWSxgKvdSVJkgSllgNNVbjB6Yjhq0GAJEmSRiuvdSVJkjTQcuCkiSfxzJ5nRvTY9quSJEmSJEmSNGYNtBwY6X6vYPgqSZIkSZJGSERcHBHLI2JfRFxVMf7qiLglIrZHRGdE3BARp1Vsj4j4TEQ8U358Jip6wUhSNVWr5QAYvkqSJEmSpJGzBfgE8PVB4ycAVwBnALOBXcCVFdvnAxcC5wKvAP4bpf7bklRVlS0HqsHwVZIkSZIkjYjMXJSZi4FnBo3flJk3ZObOzNwDXA78csUuvw/8Y2ZuyszNwD8C76tV3ZLGrmq2HADDV0mSJEmSVHuvB1ZWPD8HuL/i+f3lseeIiPnl1gbLOzs7q1iipLGgmi0HwPBVkiRJkiTVUES8AvgosKBieDLQXfG8G5g8VN/XzLwiM+dm5tyOjo7qFitpVOvPfn68/sdVazkAhq+SJEmSJKlGIuLFwE3AX2Tmjys29QBTK55PBXoyM2tZn6SxZUP3Brr2dVWt5QAYvkqSJEmSpBqIiNnArcDHM/MbgzavpLTY1oBzObQtgSSNuGq3HADDV0mSJEmSNEIioiUiJgDNQHNETCiPzQRuAy7PzH8d4qVXA38ZETMjYgbwv4Crala4pDGnFi0HAFqqenRJkiRJkjSWXAp8rOL5e4G/AxJ4IbAwIhYObMzMyeVvv1ze/mD5+VfLY5JUFQMtB2ZPm13V9zF8lSRJkiRJIyIzFwILD7P5757ndQn8dfkhSVVXi5YDYNsBSZIkSZIkSWNIrVoOgOGrJEmSJEmSpDFkoOXAxNaJVX8vw1dJkiRJkiRJY0atWg6A4askSZIkSZKkMaKWLQfA8FWSJEmSJEnSGFHLlgNg+CpJkiRJkiRpjFixdUXNWg6A4askSZIkSZKkMaA/+/nR+h/VrOUAGL5KkiRJkiRJGgNq3XIADF8lSZIkSZIkjQG1bjkAhq+SJEmSJEmSRrkiWg6A4askSZIkSZKkUa6IlgNg+CpJkiRJkiRplCui5QAYvkqSJEmSJEkaxYpqOQCGr5IkSZIkSZJGsaJaDoDhqyRJkiRJkqRRrKiWA2D4KkmSJEmSJGmUKrLlABi+SpIkSZIkSRqlimw5AIavkiRJkiRJkkapIlsOgOGrJEmSJEmSpFGo6JYDYPgqSZIkSZIkaRTa2L2x0JYDYPgqSZIkSZIkaRS6d+u9hbYcAMNXSZIkSZIkSaNMPbQcAMNXSZIkSZIkSaNMPbQcAMNXSZIkSZIkSaNMPbQcAMNXSZIkSZIkSaNIvbQcAMNXSZIkSZIkSaNIvbQcAMNXSZIkSZIkSaNIvbQcAMNXSZIkSZIkSaNEPbUcAMNXSZIkSZIkSaNEPbUcAMNXSZIkSZIkSaNEPbUcAMNXSZIkSZIkSaNAvbUcAMNXSZIkSZIkSaNAvbUcAMNXSZIkSZIkSaNAvbUcAMNXSZIkSZIkSQ2uHlsOgOGrJEmSJEmSpAa3sXsjO/buqKuWA2D4KkmSJEmSJKnB3bv1XpqjuegynsPwVZIkSZIkSVLD6s9+frzhx3XXcgAMXyWprkTE+Ij4WkSsj4hdEXFfRPxaxfY3R8SqiNgTEbdHxOwi65UkSZIqRcTFEbE8IvZFxFWDth32WrZ8Hfz1iNgZEU9GxF/WvHhJDWtj90Z29NZfywEwfJWketMCbATeAEwDLgX+PSLOiIiTgUXAR4ATgeXA9UUVKkmSJA1hC/AJ4OuVg8O4ll0IvASYDbwJ+OuIeHsN6pU0Cty79V6aoj5jziNW5SwsSaqdzNydmQszc11m9mfmjcATwAXARcDKzLwhM/dSukA9NyLOLrBkSZIk6VmZuSgzFwPPDNp0pGvZ3wc+npk7MvMR4CvA+2pUtqQGVs8tB2B4M1+dhSVJBYmI6cBZwErgHOD+gW2ZuRt4rDwuSZIk1bPDXstGxAnAaZXby997nSvpiOq55QAMI3x1FpYkFSMiWoFrgX/LzFXAZKB70G7dwJTDvH5+ud/W8s7OzuoWK0kNyru8JKlmnu9adnLF88HbnsPrXEmV6rnlABxDz9djnYXlyVGShi8imoBvAPuBi8vDPcDUQbtOBXYNdYzMvCIz52bm3I6OjqrVKkkNzru8JKk2nu9atqfi+eBtz+F1rqQBmVnXLQegdLE5bINnYUXEZGBwkjrkp1OZeQVwBcDcuXPz2MqVVM8Wr9jMZUtXs6WrlxntbSyYN4cLz59ZdFkNJyIC+BowHXhHZh4ob1pJqRfWwH6TgBeVxyUV7P1X3s3tq/2AudGUJw8srBi6MSIG7vI6ifJdXgARsRDYFhFnl+9IkCQN32GvZTNzR0RsBc4Fbinvci5e50o6gg3dG9jRu4PZ7fV7c9KwZ76OxCwsSaPX4hWbuWTRg2zu6iWBzV29XLLoQRav2Fx0aY3oX4CXAv8tM3srxr8NvCwi3hURE4CPAg8YAEj1oajg9U1znPEzkrzLS5KOT0S0lK9Vm4HmiJgQES0c+Vr2auDSiDih3Mrwj4CrCvgRJDWQem85AMOc+eosLElHctnS1fQe6DtkrPdAH5ctXe3s16NQ7iX4QWAf8GTp9AvABzPz2oh4F3A5cA1wF/DuQgqVdFjrPv3OokvQMfIuL0kaEZcCH6t4/l7g7zJz4RGuZT9GaRLCeqAX+Exm3lybkiU1okZoOQDDbzswMAvrLUPMwrqsfAJdgrOwpDFrS1fvUY1raJm5Hojn2X4r4KKGkjTCvMtLkkZGZi7k0HYuldsOey2bmfuAD5QfknREjdByAIYRvjoLS9JwzGhvY/MQQeuM9rYCqpEkafi8y0sanT57y6NVPf6H3npWVY8vSXp+jdByAIbR8zUz12dmZOaEzJxc8bi2vP3WzDw7M9sy842Zua7qVUuqOwvmzaGttfmQsbbWZhbMm1NQRZIkDZu9tiVJkhpIo7QcgKNYcEuSns+F58/kUxe9nJntbQQws72NT130cvu9SpLqWsVdXudRusurp/x4T2Z2Au8CPgnsAF6Fd3lJkiQVbqDlwMTWiUWXckTD7fkqSUd04fkzDVslSQ3FXtuSJEmNZ8WTKxqi5QA481WSJEmSJElSg8hMfrT+Rw3RcgAMXyVJkiRJkiQ1iEZqOQCGr5IkSZIkSZIaRCO1HADDV0mSJEmSJEkNoNFaDoDhqyRJkiRJkqQG0GgtB8DwVZIkSZIkSVIDaLSWA2D4KkmSJEmSJKnONWLLATB8lSRJkiRJklTnGrHlABi+SpIkSZIkSapzjdhyAAxfJUmSJEmSJNWxRm05AIavkiRJkiRJkupYo7YcAMNXSZIkSZIkSXWsUVsOgOGrJEmSJEmSpDrVyC0HwPBVkiRJkiRJUp3auHNjw7YcAMNXSZIkSZIkSXXq3q33NmzLATB8lSRJkiRJklSHGr3lABi+SpIkSZIkSapDjd5yAAxfJUmSJEmSJNWhRm85AIavkiRJkiRJkurMaGg5AIavkiRJkiRJkurMYzsea/iWA2D4KkmSJEmSJKnO3Pr4rYxrHld0GcfN8FWSJEmSJElS3XhmzzPcvfluTpl0StGlHDfDV0mSJEmSJEl1Y9nGZQA0NzUXXMnxM3yVJEmSJEmSVBf2HdzHzWtvHhWzXsHwVZIkSZIkSVKduO/J+9hzYA8TWiYUXcqIMHyVJEmSJEmSVLjM5MZHb6R9QnvRpYwYw1dJkiRJkiRJhXt8x+Ns2LmBaeOnFV3KiDF8lSRJkiRJklS4Wx6/hQnNE4iIoksZMYavkiRJkiRJkgq1vXc7d226a9QstDXA8FWSJEmSJElSoZZtWEZE0NzUXHQpI8rwVZIkSZIkSVJh9vft56a1N426Wa9g+CpJkiRJkiSpQPdtvY89B/YwoWVC0aWMOMNXSZIkSZIkSYXITJasWUL7hPaiS6kKw1dJkiRJkiRJhXii6wnWd69n2vhpRZdSFYavkiRJkiSpJiLijIj4fkTsiIgnI+LyiGgpbzsvIn4eEXvKX88rul5J1Xfr47cyvnk8EVF0KVVh+CpJkiRJkmrlS8DTwGnAecAbgD+JiHHAd4BrgBOAfwO+Ux6XNErt6N3Bzzb9bFQutDXA8FWSJEmSJNXKmcC/Z+bezHwSuBk4B3gj0AL8c2buy8zPAwH8amGVSqq6ZRuWAdDc1FxwJdVj+CpJkiRJkmrln4F3R8TEiJgJ/Bq/CGAfyMys2PeB8vghImJ+RCyPiOWdnZ01KVrSyNvft5+b1t40qme9guGrJEmSJEmqnR9RClR3ApuA5cBiYDLQPWjfbmDK4ANk5hWZOTcz53Z0dFS5XEnVcv+T97P7wG4mtEwoupSqMnyVJEmSJElVFxFNlGa5LgImASdT6u/6GaAHmDroJVOBXbWsUVJtZCY3Pnoj08ZPK7qUqjN8lSRJkiRJtXAiMAu4vNzX9RngSuAdwErgFXHocuevKI9LGmWe6HqC9d3raZ/QXnQpVWf4KkmSJEmSqi4ztwFPAH8cES0R0Q78PqXerncAfcCfR8T4iLi4/LLbCilWUlXd+vitjG8ez6Gft4xOhq+SJEmSJKlWLgLeDnQCa4EDwIcycz9wIfB7QBfwAeDC8rikUWRH7w5+tulno36hrQEtRRcgSZIkSZLGhsy8D3jjYbatAC6oaUGSam7ZxmWQ0NzUXHQpNeHMV0mSJEmSJElVt79vPzevvZlTJo+NWa9g+CpJkiRJkiSpBu5/8n569vcwoWVC0aXUjOGrJNWZiLg4IpZHxL6IuKpi/IyIyIjoqXh8pMBSJUmSJEkalsxkyZolTBs/rehSampYPV/Lqwy+D3g58M3MfF95/AxKKxXurtj9M5n58ZEsUpLGmC3AJ4B5QNsQ29sz82BtS5Iax/uvvJvbV3cWXYYkSZKkCuu61rGuax2zp80uupSaGu6CWwYBklQjmbkIICLmAqcXXI7UcIoMXt80p6Ow95YkSZLq2a2P38q45nFERNGl1NSwwleDAKmxLF6xmcuWrmZLVy8z2ttYMG8OF54/s+iyNHLWR0QCtwALMnPbUDtFxHxgPsCsWbNqWJ5UH9Z9+p1FlyBJkiQJ6NrbxZ2b7mTmlLGXTYxUz9f1EbEpIq6MiJNH6JiSjsHiFZu5ZNGDbO7qJYHNXb1csuhBFq/YXHRpOn7bgFcCs4ELgCnAtYfbOTOvyMy5mTm3o8PZeJIkSZKkYizbsAwSmpuaiy6l5o43fB12EBAR88sLyCzv7LQPm1Qtly1dTe+BvkPGeg/0cdnS1QVVpJGSmT2ZuTwzD2bmU8DFwNsiYkrRtUmSJEmSNJT9ffu5ae1NdEwam5OCjit8PZogwBlYUm1s6eo9qnE1tCx/Ham7GCRpzImIi8sTBPZFxFUV42dEREZET8XjIwWWKkmS1JAeePIBevb10NY61DJSo99wF9waLoMAqWAz2tvYPETQOqN9bJ7kGlFEtFA6PzcDzRExAThI6Q6DLmANcALweeCOzOwuqlZJGgVcWFaSJKlKMpMla5YwbcK0okspzLDCV4MAqXEsmDeHSxY9eEjrgbbWZhbMm1NgVTpKlwIfq3j+XuDvgNXAPwCnADspLbj1OzWvTpJGEReWlWrrs7c8WtXjf+itZ1X1+JKko7Ouax1PdD3B7Gmziy6lMMOd+WoQIDWIC88vrRx42dLVbOnqZUZ7GwvmzXl2XPUvMxcCCw+z+Zu1q0SSRGlh2aR0nbsgM7cNtVNEzAfmA8yaNauG5UmSJNWv2564jXFN44iIokspzLDCV4MAqbFceP5Mw1ZJko7PwMKy9wEnAV+ktLDsvKF2zswrgCsA5s6dm0PtI0mSNJZ07e1i2cZlzJwytvOJke75KkmSJDW8zOwBlpefPhURFwNbI2JKZu4qsDRJkqSG8NONPyUzaW5qLrqUQrkwliRJknRkLiwrSZI0TAf6DnDTmps4ZdIpRZdSOC8eJUmSNGZFREt5MdlnF5Ytj70qIuZERFNEnIQLy0qSJA3bA089wK79u2hrbSu6lMIZvkqSJGksuxToBT5MaVHZ3vLYC4GbgV3AQ8A+XFhWkiTpiDKTJWuWMHX81KJLqQv2fJUkSdKY5cKykiRJI2t993oe3/E4s6fNLrqUuuDMV0mSJEmSJEkj4geP/4BxTeOIiKJLqQuGr5IkSZIkSZKOW/febpZtXMb0ydOLLqVuGL5KkiRJkiRJOm4/3fhTkqS5qbnoUstNjSMAACAASURBVOqG4askSZIkSZKk43Kg7wDfX/N9Tpl4StGl1BXDV0mSJEmSJEnH5cGnH2TX/l20tbYVXUpdMXyVJEmSJEmSdMwykxsfvZGp46cWXUrdMXyVJEmSJEmSdMw2dG/g8R2Pc8KEE4oupe4YvkqSJEmSJEk6Zj944ge0NrUSEUWXUncMXyVJkiRJkiQdk+693SzbsIzpk6cXXUpdMnyVJEmSJEmSdEx+uvGn9NNPS1NL0aXUJcNXSZIkSZIkSUftQN8Bblp7Ex0TO4oupW4ZvkqSJEmSJEk6ag89/RA79+5kYuvEokupW4avkiRJkiRJko5KZrJkzRKmTphadCl1zfBVkiRJkiRJ0lHZ0L2BtdvXcsKEE4oupa4ZvkqSJEmSJEk6Krc9cRutTa1ERNGl1DXDV0mSJEmSJEnD1r23m59s/AnTJ08vupS6Z/gqSZIkSZIkadju3HQn/f39tDS1FF1K3TN8lSRJkiRJkjQsB/sPctOam+iY1FF0KQ3B8FWSJEmSJEnSsDz09EN07+tmYuvEoktpCIavkiRJkiSpZiLi3RHxSETsjojHIuJ15fE3R8SqiNgTEbdHxOyia5V0qMxkyaNLmDJuStGlNAzDV0mSJEmSVBMR8VbgM8D7gSnA64HHI+JkYBHwEeBEYDlwfVF1Shraxp0bWbN9DSe2nVh0KQ3DrriSJEmSJKlW/g74+8z8Wfn5ZoCImA+szMwbys8XAtsi4uzMXFVIpZKe47YnbqO1qZWIKLqUhuHMV0mSJEmSVHUR0QzMBToiYm1EbIqIyyOiDTgHuH9g38zcDTxWHpdUB3bu28mPN/yY6ZOnF11KQzF8lSRJkiRJtTAdaAX+O/A64DzgfOBSYDLQPWj/bkqtCQ4REfMjYnlELO/s7KxuxZKe9bONP6O/v5+WJm+kPxqGr5IkSZIkqRZ6y1+/kJlbM3Mb8E/AO4AeYOqg/acCuwYfJDOvyMy5mTm3o6OjqgVLKjnYf5Ala5bQMcn/546W4askSZIkSaq6zNwBbAKycrj8dSVw7sBgREwCXlQel1Swh55+iO593UxsnVh0KQ3H8FWSJEmSJNXKlcCfRcQpEXEC8CHgRuDbwMsi4l0RMQH4KPCAi21JxTvQd4BvPfQt2ie0F11KQzJ8lSRJkiRJtfJx4B7gUeARYAXwyczsBN4FfBLYAbwKeHdRRUr6hWUbl7F111bD12Nkh1xJkiRJklQTmXkA+JPyY/C2W4Gza16UpMPatW8X16+8nlMnn1p0KQ3Lma+SJEmSJEmSnmPJmiXsO7iPtta2oktpWIavkiRJkiRJkg6xdddWlj62lBlTZhRdSkMzfJUkSZIkSZL0rMzk+pXXM65pHC1Ndi09Hv72JElS1bz/yru5fXVn0WVIkiRJOgqrtq3i3q33cmb7mUWX0vCc+SpJkqqmqOD1TXM6CnlfSZIkqdEd7D/INx74BidMOIGIKLqchufMV0mSVHXrPv3OokuQJEmSNAw/3fhTNu/czJknOOt1JDjzVZIkSZIkSRI9+3u4/qHrmT55etGljBqGr5IkSZIkSZK4ac1N9B7sZWLrxKJLGTVsOyBV2eIVm7ls6Wq2dPUyo72NBfPmcOH5M4suS5IkSZIk6VlP9jzJTWtvYsaUGUWXMqoYvkpVtHjFZi5Z9CC9B/oA2NzVyyWLHgQwgJUkSZIkSXUhM7lh5Q20NrXS0mRcOJJsOyBV0WVLVz8bvA7oPdDHZUtXF1SRJEmSJEnSoR595lHu2XIPp04+tehSRh3DV6mKtnT1HtW4JEmSJElSLfX193H1/VfTPqGdiCi6nFHH8FWqohntbUc1LkmSJEmSVEt3brqTjTs3cmLbiUWXMirZxEGqogXz5hzS8xWgrbWZBfPmFFiVJEmSdKjP3vJoVY//obeeVdXjS5KOze79u/nWQ9+y3UAVOfNVqqILz5/Jpy56OTPb2whgZnsbn7ro5S62pecVERdHxPKI2BcRVw3a9uaIWBUReyLi9oiYXVCZkiRJkqQGt/SxpezZv4eJrROLLmXUcuarVGUXnj/TsFVHawvwCWAe8GyPiog4GVgE/CHwPeDjwPXAqwuoUZIkSZLUwJ7e/TRLHl3CaVNOK7qUUW1YM1+dhSVJtZOZizJzMfDMoE0XASsz84bM3AssBM6NiLNrXaMkSZIkqXFlJjesvIHmpmZam1uLLmdUG27bgYFZWF+vHKyYhfUR4ERgOaVZWJKkkXcOcP/Ak8zcDTxWHn+OiJhf/uBseWdnZ41KlCRJkiTVuzXb13D35rvt9VoDwwpfnYUlSXVhMtA9aKwbmDLUzpl5RWbOzcy5HR0dVS9OkiRJklT/+vr7uOaBa5g6fipN4XJQ1Xa8v+Fhz8JyBpYkHbceYOqgsanArgJqkSRJkiQ1oLs33836rvWc2HZi0aWMCccbvg57FpYzsCTpuK0Ezh14EhGTgBeVxyVJkiRJel69B3q57qHrOGXSKURE0eWMCccbvjoLS5JGWES0RMQEoBlojogJEdECfBt4WUS8q7z9o8ADmbmqyHolSZIkSY1h6WNL6dnfw6Rxk4ouZcw43vDVWViSNPIuBXqBDwPvLX9/aWZ2Au8CPgnsAF4FvLuoIiVJkiRJjaNzdyffW/09ZkyeUXQpY8qwwldnYUlS7WTmwsyMQY+F5W23ZubZmdmWmW/MzHXFVitJjS0iLi6vS7AvIq4atO3NEbEqIvZExO0RMbugMiVJko7bfz7ynzRFE63NrUWXMqYMd+ars7AkSZI0Gm0BPgF8vXIwIk4GFgEfAU4ElgPX17w6SZKkEbB2+1ru3HQnp005rehSxpyW4exUnnG18DDbbgXOHrmSJEmSpNrIzEUAETEXOL1i00XAysy8obx9IbAtIs72Li9JktRI+rOfax64hinjptAUx9uBVEfL37gkSZL0XOcA9w88yczdwGPlcUmSpIZxz+Z7eGLHE5zUdlLRpYxJhq+SJEnSc00GugeNdQNThto5IuaXe8cu7+zsrHpxkiRJw9F7oJfrHryOjkkdRETR5YxJhq+SJEnSc/UAUweNTQV2DbVzZl6RmXMzc25HR0fVi5MkSRqOWx+/lZ37djJ53OSiSxmzDF8lSZKk51oJnDvwJCImAS8qj0uSJNW9Z/Y8w3dWf8dFtgpm+CpJkqQxKyJaImIC0Aw0R8SEiGgBvg28LCLeVd7+UeABF9uSJEmNYtEjiwAY1zyu4ErGNsNXSZIkjWWXAr3Ah4H3lr+/NDM7gXcBnwR2AK8C3l1UkZIkSUfj8R2P85MNP2HGlBlFlzLmtRRdgCRJklSUzFwILDzMtluBs2tZjyRJ0vHqz36ufeBaJo+bTFM477Jo/gtIkiRJkiRJo8S9W+5l7fa1nDzx5KJLEYavkiRJkiRJ0qiw9+BernnwGk6eeDIRUXQ5wvBVkiRJkiRJGhV+8PgP6NrbxZTxU4ouRWWGr5IkSZIkSVKD2967ncWrF3Pa5NOKLkUVDF8lSZIkSZKkBvftR75NZjK+ZXzRpaiC4askSZIkSaqpiHhJROyNiGsqxv5HRKyPiN0RsTgiTiyyRqmRrOtax482/IgZU2YUXYoGMXyVJEmSJEm19kXgnoEnEXEO8GXgd4HpwB7gS8WUJjWW/uznugevY1LrJJrCqK/e+C8iSZIkSZJqJiLeDXQBP6gYfg/wvcz8UWb2AB8BLooIVw2SjuC+rfexatsqOiZ2FF2KhmD4KkmSJEmSaiIipgJ/D/zloE3nAPcPPMnMx4D9wFlDHGN+RCyPiOWdnZ3VLFeqe/sO7uOaB6+hY2IHEVF0ORqC4askSZIkSaqVjwNfy8xNg8YnA92DxrqB58x8zcwrMnNuZs7t6HCmn8a229fdzvbe7UwZ7yTxetVSdAGSJKk23n/l3dy+2tkhkiSpGBFxHvAW4PwhNvcAUweNTQV2VbsuqVF17e1i0SOLOG3yaUWXoudh+CpJ0hhRVPD6pjnOSJEkSQC8ETgD2FC+PXoy0BwRvwTcDJw7sGNEvBAYDzxa8yqlBvGdVd+hr7+P8S3jiy5Fz8PwVWPK4hWbuWzparZ09TKjvY0F8+Zw4fkziy5Lkmpq3affWXQJkiRpbLoC+FbF87+iFMb+MXAKcGdEvA64l1Jf2EWZ6cxXaQgbujdw+7rbecHUFxRdio7A8FVjxuIVm7lk0YP0HugDYHNXL5csehDAAFaSJEmSqiwz9wB7Bp5HRA+wNzM7gc6I+J/AtcBJwK3A+wspVKpzmcl1D15HW0sbzU3NRZejI3DBLY0Zly1d/WzwOqD3QB+XLV1dUEWSJEmSNHZl5sLMfG/F8+syc1ZmTsrM38jM7UXWJ9Wr+5+8n4c7H+aUSacUXYqGwfBVY8aWrt6jGpckSZIkSaonPft7uPqBqzl54smUeyerzhm+asyY0d52VOOSJEmSJEn1oq+/j6/e+1V27tvJ1PFTiy5Hw2T4qjFjwbw5tLUe2gulrbWZBfPmFFSRJEmSJEnS8CxZs4R7t97LzCmuW9NIXHBLY8bAolqXLV3Nlq5eZrS3sWDeHBfbkiRJkiRJde3+J+/nPx7+D2ZNm2W7gQZj+Kox5cLzZxq2SpIkSZKkhrF111a+eM8XmT5pOi1NRnmNxrYDkiRJkiRJUh3ac2APn7/787Q2tTJp3KSiy9ExMHyVJEmSJEmS6kx/9nPliit5qucpOiZ1FF2OjpFzlSVJkiSpDn32lkerevwPvfWsqh5fknR8blpzEz/b/DNe2P7CokvRcXDmqyRJkiRJklRHHnrqIa5feT2zprrAVqMzfJUkSZIkSZLqxNO7n+byey6nY2IHrc2tRZej42T4KkmSJEmSJNWB3gO9fOGuLxAEU8ZPKbocjQDDV0mSJEmSJKlgmcnV91/Npl2bmD55etHlaIQYvkqSJEmSJEkFu+XxW/jJxp/wgqkvKLoUjSDDV0mSJEmSJKlAq7at4toHruUFU19AUxjXjSb+a0qSJEmSJEkF2bZnG1+46wucNPEkxjWPK7ocjTDDV0mSJEmSJKkA+w7u4/K7L6cv+5g6fmrR5agKDF8lSZIkSZKkGstMrnngGtZ3refUyacWXY6qxPBVkiRJkiRJqrHbn7idH677IS+Y5gJbo5nhqyRJkiRJklRDa55Zw9UPXM3MqTNdYGuU819XkiRJkiRJqpHtvdv5/F2f54QJJzC+ZXzR5ajKDF8lSZIkSZKkGtjft58v3f0l9vftZ9qEaUWXoxowfJUkSZIkSZKqLDP55kPfZO32tS6wNYYYvkqSJEmSJElV9uMNP+bWx25lVvssIqLoclQjhq+SJEmSJElSFT2+43GuvO9KF9gag/zXliRJkiRJkqqka28Xn7vrc0wdN5UJLROKLkc1ZvgqSQ0mIu6IiL0R0VN+rC66JkmSJEnScx3oO8C/3PMv7Nm/hxPaTii6HBXA8FWSGtPFmTm5/JhTdDGSJEmSpENlJjc8fAOrtq1ixpQZRZejgoxI+OosLEmSJEmSJOkX7tx0JzevvZlZ01xgayxrGcFjXZyZXx3B40mSDu9TEfFpYDXwt5l5R8H16Ci8/8q7uX11Z9FlSJIkSaqS9V3r+eq9X+W0yafR3NRcdDkapsykP/tH9JgjGb5Kkmrjb4CHgf3Au4HvRcR5mflY5U4RMR+YDzBr1qyaF6nDKzJ4fdOcjsLeW5IkSRoLdu7byefu+hyTx02mrbWt6HI0DH39fTy1+yn29+3nzPYzmT5p+ogdeyTDV2dhSVINZOZdFU//LSJ+B3gH8IVB+10BXAEwd+7crF2FGq51n35n0SVIkiRJGkEH+w/y5eVfZte+XcycOrPocnQEew7soXNPJ0HwmtNfw5tf+GbObD9zRNtEjFT4esRZWM7AUqXFKzZz2dLVbOnqZUZ7GwvmzeHC8z0pSccoARsISZIkSVLBFj2yiIeefogz2s8ouhQdRmayvXc7u/bvYur4qfzWL/0Wr3nBa2if0F6V9xuR8HU4s7CcgaUBi1ds5pJFD9J7oA+AzV29XLLoQQADWOkIIqIdeBXwQ+Ag8NvA64G/KLIuSZIkSRrr7tl8D99b/T1mt892ga06dLD/IE/1PMWB/gO85MSX8Adn/QHndJxDa3NrVd+3Wj1fnYWlw7ps6epng9cBvQf6uGzpasNX6chagU8AZwN9wCrgwsx8tNCqJEmSJGkM29i9kS///MucNuU0WppcYqme9OzvYduebbQ0tfD62a/nTWe8idOnnl6zgPy4/2twFpaO1pau3qMal/QLmdkJvLLoOiRJkiRJJT37e/j8XZ+nraWNia0Tiy5HlFoLbNuzjd0HdnNi24n83rm/xytnvJIp46fUvJaRiOKdhaWjMqO9jc1DBK0z2l0BUJIkSZIkNY6+/j6+8vOvsL13Oy+Y9oKiyxnz9vft56mep+jLPl52yst4+4vfzktPfinNTc2F1XTc4auzsHS0Fsybc0jPV4C21mYWzJtTYFWSJEmSJElH57urv8uKJ1dwZvuZRZcypu3ct5MdvTtobW7lbS9+G2+Y/QZOnXxq0WUB1ev5Kh3WQF/Xy5auZktXLzPa21gwb479XiVJUt2JiDuAV1NqrwWwOTP9xFiSjkFEjAe+BLwFOBF4DLgkM28qb38z8EVgFnAX8L7MXF9QudLzykx+uP6HLHpkkQtsFaQ/+3l699PsPbiXUyedyh/8lz/ggtMuoK21vu6sNnxVIS48f6ZhqyRJahQXZ+ZXiy5CkkaBFmAj8AZgA/AO4N8j4uVAD7AI+EPge8DHgespfQAm1ZW+/j5uePgGvv/o9zl96ukusFVjew/u5emep0mSC2ZcwFtf+FZectJLaIqmoksbkv91SJIkSZKkqsvM3cDCiqEbI+IJ4ALgJGBlZt4AEBELgW0RcXZmrqp1rdLh7Dmwh6/8/Cv8fOvPmd0+u9BeomNJZtK9r5uuvV1MbJ3Ir5/96/zKrF/h5IknF13aERm+SpIkSc/vUxHxaWA18LeZeUfB9UjSqBAR04GzgJXAHwP3D2zLzN0R8RhwDqWFvaXCbduzjc/97HNs2bWFM9vPtNVADfT19/HU7qfY37efWdNm8Tsv+x3OO/U8xreML7q0YTN8lSRJkg7vb4CHgf3Au4HvRcR5mflY5U4RMR+Yz//f3v3Hxn3XeR5/fvwj/jX+lcRO/COx07Rx0tJt0wZKr8tStMuG40eJttLe7nHohLQHAnG646TqthJ7uuWQQMqJrhYobLWFq4AFlRKyhd5e1UMcqy7Q0t+hJU6hm0CTNnV++Gfs8Xjmc384yaW+oU3jGX/n+/XzIVnYk/HM++M4rw6v+cxngM2bN6/4kFo5dzx0qKq3/4l3bqvq7Uu1IoTQCHwDuCfGeDCEkAPGllxtAmgv871mrlbcC6df4HM/+RzFUpFNnZuSHifTYoxMzU9xevY0IQRuHLyR37/s91NbeFu+SpIkSb9FjPGRC768J4TwpyyeUfj5Jde7C7gLYNeuXXHlJpSk9Akh1AFfY/GJrY+fvXga6Fhy1Q5gaun3m7laaY8efZS/eexvaG9qT8XL3NMqv5DnlZlXKMYiA+0DvO+a93Fd33V0NncmPdqyWL5KkiRJFy8C6dtyIUk1IixuW7sb2AC8O8ZYOPtHzwL/9oLrtQFbz14uJaIUS3z/0Pe577n76Mv10dLYkvRImVMsFTlx5gRzC3O0NrbyrsvfxVsH38pgx2Aqd7mWY/kqSZIklRFC6AJuAH4ELAD/Cvg94D8kOZckpdyXgB3AH8QYZy+4/LvA3hDCrcADwH8BnvHNtpSU/EKee56+h4d//TCbOjbRWN+Y9EiZEWNkMj/J+Nw4IQR29u3k5qGb2b5+eyZ/zpavkiRJUnmNwKeB7UCRxTd82RNjrO6hn5KUUSGEIeAjQB54+YJdbR+JMX7jbPH6BeDrwCMsnrUtrbjxuXG+8MgX+NXpXzHcNUxdqEt6pEyYW5hjbGaMUiwx2DHInu172Nm3k46mpSeOZIvlqyRJklRGjHEMeHPSc0hSVsQYj/AaR7fEGP83i094SYl5cfJFPveTzzGdn2Zz5+bMvPQ9KUuPFXj3Fe/mhsEbGGgfWDU/W8tXSZIkSZIkrXrPvPwMn//Z52mub6a/oz/pcVIrxshEfoLxuXHqQz3X91/P24fezsj6ERrqVl8VufpWLEmSJEmSJJ0VY+QHL/yArz3zNXraesitySU9UiqdO1agGIsMdQ5x645buXbjtbQ3tSc9WqIsXyVJkiRJkrQqFYoFvvXzb/HQCw8x2DHImvo1SY+UKsVSkbEzY+QX8uTW5Hjvtvdyw+AN9OX6Vs2xAq/H8lWSJEmSJEmrzvT8NF9+7MscOH6Aoc4h6uvqkx4pFWKMjM+NM5mfpC7U8ZaBt/C2obexbd22VXmswOvxJyJJkiRJkqRV5fj0cf7qkb9ibGaM4a5hd2lehNnCLGNnxogxMtw9zB9f9cdcs/Eaj2l4HZavkiRJkiRJWjUOnTzEHT+9gxADgx2DSY9T02YLs5w4c4JSLNHR1MH7R97PWwbewsbcRgvri2T5KkmSJEmSpMyLMfLj3/yYv33ib+lq7qKzuTPpkWrSmcIZTp45eb5w3X35bq7ru44tXVs8muESWL5Kkla1D331UX44Opb0GJIkSZKqqFgqsv/gfv5+9O/pb++nuaE56ZFqRoyRmcIMp2ZPEWOku6Wb9257Lzv7drK5czN1oS7pEVPN8lWStKolVby+Y6QnkfuVJEmSVpvZwixfefIrPHL0ETZ3bvZNoVgsXKfmpxifGyfGSG9bL7fuuJXf2fA7DHYMeqRABfnbJkkScPiz70l6BEmSJEkVdmr2FH/9yF9zZOIIW7q2rOpSMcbIRH6CibkJIpFNHZt419Z3cfWGqz3DtYosXyVJkiRJkpQ5h8cPc8dP72CuMMdQ51DS4ySiFEuMz40zlZ+CAFu6tnDLyC1c3Xs1PW2+Gm8lWL6K/U8eZe+Doxwbn6W/q4Xbdo+wZ+dA0mNJkiRJkiRdkieOPcGdj91JW2Mbfe19SY+zokqxxKnZU8zMz0CAkbUj3HTlTVzVexVrW9YmPd6qY/m6yu1/8ii37zvAbKEIwNHxWW7fdwDAAlaSJEmSJKVKjJF/+OU/8K2ff4uNuY20NrYmPdKKKJaKi4VrYYb6UM+VPVdy06ab2NGzg87mzqTHW9UsX1e5vQ+Oni9ez5ktFNn74KjlqyRJkiRJSo354jzfeOYb/PCff8imzk001jcmPVJVLZQWOHnmJHMLc9TX1XPNhmu4cdONbF+/ndyaXNLj6SzL11Xu2PjsG7pckiRJkiSp1kzmJ7nzZ3dy8MRBhruHqQt1SY9UFfmFPKdmT1EoFWioa+D6vuu5YfAGRtaN0NLYkvR4KsPydZXr72rhaJmitb/Lf7CSJEmSJKm25Rfy/Pg3P+Y7v/gO+YU8Q51DhBCSHqtiiqUi43PjTBemCQRya3LcuOlGdvXv4oq1V9DU0JT0iHodlq+r3G27R1515itAS2M9t+0eSXAqSZIkSZKk365QLPCTF3/Cd577DhP5CXrbelnfuj7psZYtxsj0/DTjc+NEInWhjh3rdyyWreuuoC/Xl6lyeTWwfF3lzp3ruvfBUY6Nz9Lf1cJtu0c871WSJEmSJNWchdICjx59lPueu49Ts6foae1huGs46bGWJb+Q5/TcafILeQD6O/q5ZegWdvTsYKhzyN2tKWf5KvbsHLBslSRJkiRJNatYKvL4sce597l7OTFzgvVt61NbuhZLRSbyE0znpwFoXdPKm/vfzLUbr2Xr2q10NXclPKEqyfJVkiRJkiRJNalYKvLUy0/x7We/zUvTL7GudR3D3cNJj/WGxBiZKcxwevY0kUgIge3rtnN9//VsW7eN/vb+zL5BmCxfJUmSJEmSVGNKscSB4we499l7eXHqRdY2r2VL95akx7po88V5Ts+eZm5hDoCNuY28Z9t7uLLnSoa7hmluaE54Qq0Uy1dJkiRJqXbHQ4eqfh+feOe2qt+HJGlxl+izY89y77P3cmT8CF3NXWzpqv3StRRLTMxNMDU/BUBzQzPX9V3Hzr6dbO3eSndLd8ITKimWr5IkSZIkSUpUjJGDJw5y33P38ctTv6SzuZPhrmFCCEmPVlaMken5aSbmJijFEiEErlh3Bbf038K2ddsY6BjwKAEBlq+SJEmSJElKSIyR5089z33P3cfoiVHam9prsnQtFAtM5ieZnp8mhEAkMtg+yFsH38qbet/Elu4tHiWgsixfJUmSJEmStKJijLxw+gX2/WIfP3/l5+TW5GqmdD33BlmT+UkKpQKBQFNDE9vXbeeq3qsY7hpmoH2AlsaWpEdVCli+SpJqwoe++ig/HB1LegxJkiRJVXZ4/DDf/cV3eer4U7Q2tCZeuhaKBabmp5jKTy3uao2RvvY+bh6+mZF1Iwx2DNLT1uMxAroklq+SpJqQZPH6jpGexO5bkiRJWi1+M/Eb9h/cz2PHHqOlsYXhzpUvXWOMnCmcYTI/yXxxnhACjfWNjKwb4U29b2K4a5jBjkFaG1tXdC5ll+VrDdn/5FH2PjjKsfFZ+rtauG33CHt2DiQ9liStqMOffU/SI0iSJEmqoGNTx7h/9H5++uJPaapvYqhraMV2kS6UFpjKTzE1PwURYoj0tvbyu5t/l+3rtzPYMciG3AZ3tapqLF9rxP4nj3L7vgPMFooAHB2f5fZ9BwAsYCVJkiRJUuocnz7O9w59j4d//TBr6tewuXNzVUvOGCOzC7NM5ifJL+QJIdBQ18Dlay/n6t6r2dK9hcGOQXJrclWbQVrK8rVG7H1w9Hzxes5socjeB0ctXyVJkiRJUmqMzYzxwPMP8KMjP6IhNLCpYxP1dfUVvY9SLHGmcIaZ+RnmFubOn9W6rnUdNwzcwI6eHWzq2MTG3MaK37f0Rli+1ohj47Nv6HJJkiRJkqRaMF+c59cTv2b0U5gWAQAADYtJREFUxChPvPQEL5x+gfpQz2D74LKLzxgjcwtzzBRmmJmfOX9GbCDQ197Hjp4dbO3eysbcRvrb++lo6qjEkqSKsXytEf1dLRwtU7T2d7UkMI0kSZIkSVJ5xVKRY1PHeP7U8zzx0hMcPHGQUixBhM7mTjZ1bnrDxwvEGCmUCszMzzA9P00plqgLdZQosa5lHTvWL5as/R399Lb1sr51PQ111lqqff6W1ojbdo+86sxXgJbGem7bPZLgVJIkSZIkabWLMfLKzCv86tSveOr4Uxw4foB8MU+MkfamdvpyfW9oh+tCaYGZ+RlmCjMUioXFkjWWaFvTxnDXMFu7t7KpcxMb2jbQ09ZDc0NzFVcnVZfla404d67r3gdHOTY+S39XC7ftHvG8V0mSJEmStOLG58Z54fQLPHP8GZ586Ukm85MAtDS20N3SzZr6Na97G+XOZQVoqFs8B3ZX/y4u676M3rZeett6ya3Jnb+OlBWWrzVkz84By1ZJkiRJkrTiZuZnODx+mOfGnuPxlx7n5emXqaOOxvpGulu66W7pLvt9pVgiv5BnbmGOuYU55ovzrypQ+3J9bO/bzta1i+ey9rb10t3S/YaPJZDSyvJVkiRJkiRplZkvznNk/AijJ0d5/KXHOXz6MIFAXV0d3c3dDHUOEUKgFEvMLcxxavbU+XL1XHEaY6Qu1LGudR2bOzfT195Hf66f7pZuett66Wnr8VxWrXr+C/gt9j951CMAJK1aH/rqo/xwdCzpMSRJkiRVSLFU5OjUUZ4/ufgmWaMnRynFEqVYormhmdyaHPlinvniPCdnT3Jq9hSRSAiB9a3rGe4api/XR1+uj+6Wbrqau+hq7qK9qd1drNJrsHwtY/+TR1/15ldHx2e5fd8BAAtYSatCUsXrO0Z6ErlfSZIkKUvyC3mm56eZnp/m8Phh/vHIP3J4/DCn504zmZ+ktbGVtS1rqQt11NfV09ncyca2jfS1///lam5NznJVWoZUlK8rvQt174Oj54vXc2YLRfY+OGr5KilxIYS1wN3AHwIngNtjjH9Xjfs6/Nn3VONmJUmSpLJW8rFu2sQYmZqf4pWZV171cWzqGGcKZ1goLRBjpBRLROL5zwulAvWhnsvXXs5l3ZexMbfRclVaQTVfviaxC/XY+OwbulySVtgXgXlgA3At8EAI4ekY47PJjiVJkiQt26p4rBtjJF/MM1uYZWp+irGZsfNl6vGZ40zMTRBCWDyD9dz5qpwtVmN81ed1oY6NuY3n38yqt62XruYuWhtbaW1spaWh5VVvgCVpZVWkfK3mM1NJ7ELt72rhaJmitb+rpSr3J0kXK4TQBtwKvCnGOA08HEK4H/gg8OeJDidJ0hJ3PHSoqrf/iXduq+rtS1pZK/lY99wbRxWKBQqlwrL+99w5qec+8sU88wvz53egnitJS7FEMRapC3UEAiGE85/XhbrzX9eFOjqaOtjQtuF8mXruzassUqX0qdTO16o9M5XELtTbdo+8arctQEtjPbftHqnafUrSRdoGLMQYL/x/s08Db196xRDCh4EPA2zevHllppMkSZIu3UU91l3u49yjk0e56/G7AM6/PP/CzyNnvz77+dI/X/r5BXOdL1UDgaaGJhrrG1lTv4am+iaa6pvYkNtwvlTtbO4ktyZHa2OrL/uXMmzZ5Wu1n5lKYhfquR21K3nOrCRdpBwwueSyCaB96RVjjHcBdwHs2rUrLv3z1+JZr5IkSUrART3WXc7jXICBjgH+8h1/eakzStIbUomdr1V9ZiqpXah7dg5YtkqqRdNAx5LLOoCpBGaRJEmSKsnHupIypxL72i/6makY464Y466enp6LvvE9Owf4zB9dzUBXCwEY6GrhM390tcWopNXqENAQQrjigsuuATL1BgSSJElalXysKylzKrHzterPTLkLVZIWxRhnQgj7gE+FEP6MxXO23w/8i2QnkyRJkpbHx7qSsqgSO199ZkqSVtbHgBbgFeCbwEcr8QaHkiRJUg3wsa6kTFn2zlefmZKklRVjPAXsSXoOSZIkqdJ8rCspayqx8xV8ZkqSJEmSJEmSXqUSZ776zJQkSZIkSZIkLVGpna+SJEmSJEmSpAtYvkqSJEmSJElSFVTk2AFJkiQpi0IIa4G7gT8ETgC3xxj/LtmplueOhw5V9fY/8c5tVb19SZKkNLF8lSRJkn67LwLzwAbgWuCBEMLTvrmsJEmSLobHDkiSJEllhBDagFuBv4gxTscYHwbuBz6Y7GSSJElKC8tXSZIkqbxtwEKM8cLX6T8NXJXQPJIkSUqZEGNc+TsNYQw4cgnfup7Fs7ayImvrAdeUFq5p0VCMsacaw9SaS8xdf0/SwTWlg2talKrcDSG8Dfh2jHHjBZf9O+ADMcabl1z3w8CHz345AoxWeby0/06lfX5I/xqcP1krMX+qMvdS2S+8StbWlLX1gGtKi0tdU9ncTeTM10v9D0AI4bEY465Kz5OUrK0HXFNauKbV51JyN4s/U9eUDq4pHbK4pjKmgY4ll3UAU0uvGGO8C7hrJYaC9P/80z4/pH8Nzp+stM9fS+wX/p+srSlr6wHXlBaVXpPHDkiSJEnlHQIaQghXXHDZNYBvtiVJkqSLYvkqSZIklRFjnAH2AZ8KIbSFEG4C3g98LdnJJEmSlBZpK19X7KVcKyRr6wHXlBauSRcjiz9T15QOrikdsrimcj4GtACvAN8EPhpjrIWdr2n/+ad9fkj/Gpw/WWmfPwuy+HeQtTVlbT3gmtKiomtK5A23JEmSJEmSJCnr0rbzVZIkSZIkSZJSwfJVkiRJkiRJkqogFeVrCGFtCOG7IYSZEMKREMK/Tnqm5QghfDyE8FgIIR9C+B9Jz7NcIYSmEMLdZ/9upkIIT4UQ/mXScy1XCOHrIYSXQgiTIYRDIYQ/S3qmSgkhXBFCmAshfD3pWZYrhPB/zq5l+uzHaNIzpZ2ZW/vM3XTJUuaCuZu0tGd02jM5C/mblaxNa7aaoclLe44ulfZcLScLWbtUVrK3nLTmcTnVyuhUlK/AF4F5YAPwAeBLIYSrkh1pWY4Bnwa+kvQgFdIA/AZ4O9AJfBK4N4QwnOBMlfAZYDjG2AHcAnw6hHB9wjNVyheBnyU9RAV9PMaYO/sxkvQwGWDm1j5zN12ylrlg7iYp7Rmd9kzOQv5mJWvTnK1maLLSnqNLpT1Xy8lC1i6VlewtJ815XE7FM7rmy9cQQhtwK/AXMcbpGOPDwP3AB5Od7NLFGPfFGPcDJ5OepRJijDMxxv8aYzwcYyzFGL8P/DOQ6iCJMT4bY8yf+/Lsx9YER6qIEMKfAOPAD5KeRbXHzE0Hczc9zFxVUhYyOu2ZnIX8zULWmq26VFnI0aXSnqvlZCFrl8pC9pZjHl+cmi9fgW3AQozx0AWXPQ2k+ZmpTAshbGDx7+3ZpGdZrhDCnSGEM8BB4CXgfyY80rKEEDqATwH/KelZKuwzIYQTIYR/CiHcnPQwKWfmppC5W5synLlg7ibFjK4xac3fNGdtRrLVDE2OOZpCac3apdKcveVkJI/LqXhGp6F8zQGTSy6bANoTmEWvI4TQCHwDuCfGeDDpeZYrxvgxFn/X3gbsA/Kv/R01778Bd8cYX0x6kAr6z8BlwABwF/C9EELqn0FMkJmbMuZuTcti5oK5myQzuoakOX9TnrVpz1YzNFnmaMqkOWuXSnn2lpP2PC6nKhmdhvJ1GuhYclkHMJXALHoNIYQ64Gssnp/z8YTHqZgYY/Hsy1EGgY8mPc+lCiFcC/wBcEfSs1RSjPGRGONUjDEfY7wH+Cfg3UnPlWJmboqYu7Urq5kL5m7CzOgakYX8TWPWZiFbzdDEmaMpkoWsXSqN2VtOFvK4nGpldMPyR6u6Q0BDCOGKGOPzZy+7hpRvN8+aEEIA7mbx0PJ3xxgLCY9UDQ2k+0yWm4Fh4NeLf13kgPoQwpUxxusSnKvSIhCSHiLFzNyUMHdr3s2sjswFc3clmdE1IIP5m6asvZnsZasZurLM0ZTIYNYulabsLedmspfH5VQko2t+52uMcYbF7difCiG0hRBuAt7P4rMfqRRCaAghNAP1LP5yNocQ0lCEv5YvATuA98UYZ5MeZrlCCL0hhD8JIeRCCPUhhN3An5LuQ6TvYjHcrz378WXgAWB3kkMtRwihK4Sw+9y/oRDCB4DfA/5X0rOllZmbKuZubctc5oK5m7QsZHRGMjm1+ZuBrE11tpqhyctCji6VkVwtJ7VZu1QGsrecVOdxOdXM6JovX8/6GNACvAJ8E/hojDHNz0x9EpgF/hz4N2c//2SiEy1DCGEI+AiL/+BeDiFMn/34QMKjLUdk8SUALwKngf8O/McY4/2JTrUMMcYzMcaXz32w+JKbuRjjWNKzLUMj8GlgDDgB/Htgz5ID9PXGmbk1ztytfRnNXDB3a0HaMzrVmZyB/E111mYgW83Q2pD2HF0q1blaTgaydqlUZ285GcjjcqqW0SHGuNzbkCRJkiRJkiQtkZadr5IkSZIkSZKUKpavkiRJkiRJklQFlq+SJEmSJEmSVAWWr5IkSZIkSZJUBZavkiRJkiRJklQFlq+SJEmSJEmSVAWWr5IkSZIkSZJUBZavkiRJkiRJklQFlq+SJEmSJEmSVAX/F7FEWZW1R2j9AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1728x432 with 4 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"mlTFsV5WGG_e","colab":{"base_uri":"https://localhost:8080/","height":504},"executionInfo":{"status":"ok","timestamp":1632331280294,"user_tz":-120,"elapsed":597,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"d1909eb6-560d-44dd-a881-67383f583da3"},"source":["# polar plot using add_axes and polar projection\n","fig=plt.figure(figsize=(10,10))\n","ax =fig.add_axes([0.0, 0.0, .6, .6], polar=True)\n","t = np.linspace(0, 2 * np.pi, 100)\n","ax.plot(t, t, color='blue', lw=3);"],"execution_count":30,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"_3k1Ior4GG_e","colab":{"base_uri":"https://localhost:8080/","height":612},"executionInfo":{"status":"ok","timestamp":1632331281439,"user_tz":-120,"elapsed":908,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"61f78e64-1a94-4209-b143-e5a132503c82"},"source":["# A histogram\n","plt.figure(figsize=(20,10))\n","n = np.random.randn(100000)\n","plt.subplot(1,2,1)\n","plt.hist(n)\n","plt.title(\"Default histogram\")\n","plt.xlim((min(n), max(n)))\n","plt.subplot(1,2,2)\n","plt.hist(n, cumulative=True, bins=50)\n","plt.title(\"Cumulative detailed histogram\")\n","plt.xlim((min(n), max(n)));"],"execution_count":31,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 2 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"3Q7k_YkdGG_e"},"source":["### Text annotation"]},{"cell_type":"markdown","metadata":{"id":"YGtiK2ckGG_f"},"source":["Annotating text in matplotlib figures can be done using the `text` function. It supports LaTeX formatting just like axis label texts and titles:"]},{"cell_type":"code","metadata":{"id":"K4mnqKZBGG_f","colab":{"base_uri":"https://localhost:8080/","height":268},"executionInfo":{"status":"ok","timestamp":1632331283878,"user_tz":-120,"elapsed":507,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"075356ed-0a23-43d0-8016-da7c6d430a67"},"source":[" \n","plt.plot(x, x**2, x, x**3)\n","\n","plt.text(4, 20, r\"$y=x^2$\", fontsize=20, color=\"blue\")\n","plt.text(3, 30, r\"$y=x^3$\", fontsize=20, color=\"green\");"],"execution_count":32,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Tjx6pMSZGG_g"},"source":["### Colormap and contour figures"]},{"cell_type":"markdown","metadata":{"id":"hJWhjEpTGG_g"},"source":["Colormaps and contour figures are useful for plotting functions of two variables. In most of these functions we will use a colormap to encode one dimension of the data. There are a number of predefined colormaps. It is relatively straightforward to define custom colormaps. For a list of pre-defined colormaps, see: http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"sEhqxbzdGG_h","executionInfo":{"status":"ok","timestamp":1632331304574,"user_tz":-120,"elapsed":200,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["alpha = 0.7\n","phi_ext = 2 * np.pi * 0.5\n","\n","def flux_qubit_potential(phi_m, phi_p):\n","    return 2 + alpha - 2 * np.cos(phi_p) * np.cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p)"],"execution_count":33,"outputs":[]},{"cell_type":"code","metadata":{"collapsed":true,"id":"3Ejn1fpCGG_h","executionInfo":{"status":"ok","timestamp":1632331305609,"user_tz":-120,"elapsed":192,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["phi_m = np.linspace(0, 2*np.pi, 100)\n","phi_p = np.linspace(0, 2*np.pi, 100)\n","X,Y = np.meshgrid(phi_p, phi_m)\n","Z = flux_qubit_potential(X, Y).T"],"execution_count":34,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ay0ZNVRSGG_h"},"source":["#### pcolor"]},{"cell_type":"code","metadata":{"id":"y06RDKteGG_h","colab":{"base_uri":"https://localhost:8080/","height":617},"executionInfo":{"status":"ok","timestamp":1632331308228,"user_tz":-120,"elapsed":1090,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"489f91cb-624b-40de-c062-c3fdf06ab533"},"source":["import matplotlib\n","plt.figure(figsize=(15,10))\n","plt.pcolor(X/(2*np.pi), Y/(2*np.pi), Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n","plt.colorbar()"],"execution_count":35,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.colorbar.Colorbar at 0x7f2fabab6390>"]},"metadata":{},"execution_count":35},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x720 with 2 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"vYybLxRXGG_h"},"source":["#### imshow"]},{"cell_type":"markdown","metadata":{"id":"fgWACncCGG_h"},"source":["#### contour"]},{"cell_type":"code","metadata":{"id":"6lOCZmP1GG_h","colab":{"base_uri":"https://localhost:8080/","height":617},"executionInfo":{"status":"ok","timestamp":1632331311264,"user_tz":-120,"elapsed":525,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"6a84fca5-92ff-44cf-c48c-024fe9665934"},"source":["plt.figure(figsize=(10,10))\n","plt.contour(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])"],"execution_count":36,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.contour.QuadContourSet at 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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"L8QO8yz0GG_i"},"source":["## 3D figures"]},{"cell_type":"markdown","metadata":{"id":"XFSBDN47GG_i"},"source":["To use 3D graphics in matplotlib, we first need to create an instance of the `Axes3D` class. 3D axes can be added to a matplotlib figure canvas in exactly the same way as 2D axes; or, more conveniently, by passing a `projection='3d'` keyword argument to the `add_axes` or `add_subplot` methods."]},{"cell_type":"code","metadata":{"collapsed":true,"id":"JRo4nT9YGG_i","executionInfo":{"status":"ok","timestamp":1632331316204,"user_tz":-120,"elapsed":204,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["from mpl_toolkits.mplot3d.axes3d import Axes3D"],"execution_count":37,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"4vM3VZ-kGG_i"},"source":["#### Surface plots"]},{"cell_type":"code","metadata":{"id":"ssysmbnEGG_i","colab":{"base_uri":"https://localhost:8080/","height":357},"executionInfo":{"status":"ok","timestamp":1632331320832,"user_tz":-120,"elapsed":3236,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"3acb7abb-1bcc-45dc-e257-9c421c65e100"},"source":["fig = plt.figure(figsize=(14,6))\n","\n","# `ax` is a 3D-aware axis instance because of the projection='3d' keyword argument to add_subplot\n","ax = fig.add_subplot(1, 2, 1, projection='3d')\n","\n","p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n","\n","# surface_plot with color grading and color bar\n","ax = fig.add_subplot(1, 2, 2, projection='3d')\n","p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=matplotlib.cm.coolwarm, linewidth=0, antialiased=False)\n","cb = fig.colorbar(p, shrink=0.5)"],"execution_count":38,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x432 with 3 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"oBoYFyfWGG_i"},"source":["#### Wire-frame plot"]},{"cell_type":"code","metadata":{"id":"hmYHDbPMGG_i","colab":{"base_uri":"https://localhost:8080/","height":357},"executionInfo":{"status":"ok","timestamp":1632331320833,"user_tz":-120,"elapsed":7,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"fbf2fd77-980e-4427-d982-245a5f8bea41"},"source":["fig = plt.figure(figsize=(8,6))\n","\n","ax = fig.add_subplot(1, 1, 1, projection='3d')\n","\n","p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)"],"execution_count":39,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Wgpvl0dKGG_j"},"source":["#### Contour plots with projections"]},{"cell_type":"code","metadata":{"id":"PRdwK2eJGG_j","colab":{"base_uri":"https://localhost:8080/","height":88},"executionInfo":{"status":"ok","timestamp":1632331322532,"user_tz":-120,"elapsed":200,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"9ef5825b-7356-4874-b81d-641143e12cb9"},"source":["bfig = plt.figure(figsize=(8,6))\n","\n","ax = fig.add_subplot(1,1,1, projection='3d')\n","\n","ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n","cset =ax.contour(X, Y, Z, zdir='z', offset=-np.pi, cmap=matplotlib.cm.coolwarm)\n","cset = ax.contour(X, Y, Z, zdir='x', offset=-np.pi, cmap=matplotlib.cm.coolwarm)\n","cset = ax.contour(X, Y, Z, zdir='y', offset=3*np.pi, cmap=matplotlib.cm.coolwarm)\n","\n","ax.set_xlim3d(-np.pi, 2*np.pi);\n","ax.set_ylim3d(0, 3*np.pi);\n","ax.set_zlim3d(-np.pi, 2*np.pi);"],"execution_count":40,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/numpy/core/_asarray.py:136: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n","  return array(a, dtype, copy=False, order=order, subok=True)\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 576x432 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"_dccfMsrGG_k"},"source":["#### Change the view angle"]},{"cell_type":"markdown","metadata":{"id":"mFNjGhj6GG_k"},"source":["We can change the perspective of a 3D plot using the `view_init` method, which takes two arguments: `elevation` and `azimuth` angle (in degrees):"]},{"cell_type":"code","metadata":{"id":"rS2jwnJQGG_k","colab":{"base_uri":"https://localhost:8080/","height":437},"executionInfo":{"status":"ok","timestamp":1632331327152,"user_tz":-120,"elapsed":1246,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"532dcc40-5ae3-457e-a08e-70f4569bb54b"},"source":["fig = plt.figure(figsize=(12,6))\n","\n","ax = fig.add_subplot(1,2,1, projection='3d')\n","ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n","ax.view_init(30, 45)\n","\n","ax = fig.add_subplot(1,2,2, projection='3d')\n","ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n","ax.view_init(0, 70)\n","\n","fig.tight_layout()"],"execution_count":41,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x432 with 2 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ThfO8uyHZG3B"},"source":["#### Quiver plots (vector fields)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":595},"id":"dVvNU29_ZJBu","executionInfo":{"status":"ok","timestamp":1632331330883,"user_tz":-120,"elapsed":676,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"c4fc0062-4a5a-4b1a-fd3b-dccc61a9c8df"},"source":["#example taken from https://krajit.github.io/sympy/vectorFields/vectorFields.html\n","plt.figure(figsize=(10,10))\n","x,y = np.meshgrid(np.linspace(-5,5,10),np.linspace(-5,5,10))\n","\n","u = -y/np.sqrt(x**2 + y**2)\n","v = x/np.sqrt(x**2 + y**2)\n","\n","plt.quiver(x,y,u,v)\n","plt.show()"],"execution_count":42,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAlUAAAJCCAYAAADp1TKRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd1hT5/8+8DtsUIZKVVRc4KyiCApuqEWtVuvGWbUqat2rKA4cVdG6t3V9VVy46qjWvSounLhFbUUFiostI3n//vBHPkQShiR5kvB+Xde5Lk7O0dynWHJznidPJEQExhhjjDFWMEaiAzDGGGOMGQIuVYwxxhhjasClijHGGGNMDbhUMcYYY4ypAZcqxhhjjDE14FLFGGOMMaYGJqID2NvbU8WKFUXHYIwxxhjL1fXr198Q0VfKjgkvVRUrVkRYWJjoGIwxxhhjuZJIJP+qOsbDf4wxxhjTGkNedJxLFWOMMca05unTp5g5cyYSEhJER1E7LlWMMcYY0xpnZ2c8evQITk5OWLFiBdLS0kRHUhsuVYwxxphgGRkZoiNo1axZs/DhwweMGDECNWrUwM6dOyGTyUTHKjAuVYwxxphgSUlJ8PX1xdq1axEXFyc6jsZVrlwZQ4cOBQA8e/YMPXr0QP369XHy5EnByQqGSxVjjDEmmK2tLUaMGIGff/4ZDg4O6Nu3Ly5cuGDQk7onT56MokWLyvdv3LgBHx8ftGzZEjdu3BCY7MtxqWKMMcZ0QJMmTTB58mSkpKRgy5YtaNasGapXr4558+YhOjpadDy1K1myJCZMmJDt8RMnTsDNzQ09evTA06dPBST7chLRLdjd3Z14nSrGGGOf+/jxI0xNTWFsbCw6itakp6ejadOmuHLlisLjxsbGaNu2LQYOHIjvvvsOJibCl5lUi8TERDg5OeG///5TetzExARDhgzB1KlTUbJkSS2nU04ikVwnIndlx/hOFWOMMZ0kkUjQq1cvtGjRApMnT8ahQ4dUvvgaClNTU2zbtk1hWAwApFIpDh48iPbt26N8+fKYNGkSnjx5Iiil+hQtWhSBgYEqj2dkZGDFihVwcnLC9OnTdX4ZBr5TxRhjTGelpKSgffv2ChOYK1euDE9PTzRs2BCenp5wcXGBmZmZwJTqt3nzZvTr1y/X85o3b44BAwagc+fOsLKy0nwwDUhPT0fNmjURERGh8hyJRIJmzZph2LBh6Nq1qxbTKc2i8k4VlyrGGGM6LTk5Gd999x3Onz+v9LiFhQXc3Nzg6ekp38qVK6fllOpFROjevTtCQkJyPdfJyQlz5sxBt27dtJBMM0JCQuDr66v0mJeXF3bs2IHSpUtrOZVyXKoYY4zptYSEBLRu3RqhoaF5Or9s2bLw9PTEuHHj0LBhQw2n04z379/DxcUFL1++VHq8XLlymD9/Prp27ar3c6xkMhkaNGiA69evKz2+fPlyDB8+XMuplOM5VYwxxvSatbU1jhw5gvr16+fp/Hfv3sHb2xseHh4aTqY5xYoVw9atWyGRSJQej4qKwsuXLw1iIr+RkRHmzZun8FjW6xoxYgRWrFih7Vj5xneqGGNMjxARgoODERQUBGNjY1hYWMg3c3PzHPezPtauXTudGU7Jj/fv36NFixa4efOmynNKliyJ8+fPo1q1alpMpjmTJk1CUFCQyuOdOnXCpk2bYGNjo8VUmtGqVSscP34cDRo0wLhx49CzZ09IpVL5cV24Y5XTnSoQkdDNzc2NGGOM5c+VK1eoSpUqBCDf28iRI0kmk4m+hC8WGxtLtWvXzvEa69WrR2fOnBEdVS1SU1PJzc1Nfm3u7u5kZGSkcL1Vq1alu3fvio5aYDdu3CAA9NtvvxER0a5du8jY2FjhWpcvXy40I4AwUtFpuFQxxpieSkxMJD8/v0JVqDLFxMRQjRo1cr3e9u3b04MHD0THLbCHDx+SlZUVAaCjR4/SmTNnqGTJkgrXamVlRdu3bxcdtcB69uxJz58/l+/rWrHKqVTxnCrGWKEmk8nw7Nkz7N+/HzNmzMDr169FR8qzIkWKYO3atThw4ADs7e1zPd/MzAz29vYGsb5RyZIlcerUKVSpUkXhcUdHR4X9gwcPolatWhg2bJher3FVrVo1LFmyBADg5uYGLy8v3LhxA40aNZKfk5ycjJ49e2LkyJFIS0sTFbXAVq5ciYoVK8r3u3Xrhu3bt+vHHCtVbUtbG9+pYoxpS2JiIl26dInWrFlDQ4cOpcaNG5O1tbX8t9/evXuLjvjFoqKiqE2bNnm+Y+Xi4kK//vorPXr0SHT0AomMjKRKlSoRACpSpAglJyfT3LlzFb6vmZu1tTXNmTOHkpOTRcf+IjKZjEaOHKnwWGpqKo0cOTLbtTZq1IhevnwpKKlm6ModK/DwH2OsMJHJZPT8+XM6cOAAzZw5kzp37kzOzs4kkUhUlgx7e3uKjY0VHb1AZDIZrVq1iiwtLfM1JKjvBev58+dUvnx5KlmypPyxmJgY+vnnn7O9CAMgR0dH2rp1K0mlUoGpv4yqzNu3b5cPD2ZuJUuWNJh5ZZl0oVhxqWKMFUhaWhqdO3dOdIxchYWFUcuWLcnW1jbfk7e9vb1p3bp1dPToUbp79y59+PBB9OV8sQcPHlC9evUUrq9cuXLUunVrMjExMciCFRERQU2bNs32+IMHD6h9+/YGP5mdiOju3btUtWpVhWs0Njam+fPnG8Q8ukyiixWXKsbYF4mJiaFZs2ZR2bJlafz48aLj5MmbN28oKCiIypcvn+9ipWy4qEaNGtSyZUv66aefKDAwkNatW0d//fUX3b17l+Li4kRfrkqpqak0adIk+d25ChUqEBHR27dvacOGDQZZsN68eaPy2JkzZ7IVzczNUCazExHFxcVRp06dsl1jp06ddPrfa36JLFaFtlQlJSVRUlKSxv5+0WQyGd2+fVt0DI26ePEiPXnyRHQMjUhPT6cTJ07Q9OnTRUfJ5sqVK9S7d28yMzOT/8AKDw/P8c9IpVKKioqiq1ev0r59+2jp0qU0YcIE6t69O23evFlLyf8nPT2d9u3bR97e3gUuV7kVr5o1a9K///6r9WvMi/Pnz1OFChVIIpHQx48fFY7lp2B17txZ0BWoj1Qqpa1bt5Kjo2O26zM2NqYDBw6IjqgWMpmM5s+fn23ZhVq1alFaWproeGqjrFhp492PhbJUJSUlUYsWLcjb29sgi1VycjL17duXjIyMDOr2daaIiAjq0qULAaAffvhBdJxc5bXAZxYpPz8/sre3l/8gePz4sRZS5uzjx4+0detWatCgQbYXnDp16tDr16/p6tWrtHfvXoXC1KRJE6pQoUKOL8p+fn5Cr+3u3bs0ZMiQbHNOsm4VK1YkU1PTLy5X8fHxQq8xJx8+fKA+ffrQ/fv3VZ6TW8GaNm2aFhNrlrLJ7CVLltTp7+GX+HzZhZUrV4qOpHZZi5Wrqyu9fftW489Z6EpVZqHK/IdkaMXq6dOnVLduXYUfBobyLo+3b9/S6NGjs724nT17VnQ0la5du0bVqlWjhIQEpcdVFams2+zZs7Wc+n9evXpFU6dOzbbmjTq3Nm3aCLu+rN6/f0+LFi0iJyenbBnPnz9PUqmUoqOj6dq1a7R//35atmwZ/fLLL9SjRw9q2rSpyuJla2sr+tLyJK93KZQVrNzuVOqjrJPZ16xZIzqORrx8+ZIaNWpEvXv3Nqh5VVnt2rWL6tevr5VCRVTIStXnhQoAOTk50atXr9T6PKIcOnSI7OzsFK7Pzs5OLyYR5+Tjx4+0cOHCbNcGfFrQbsOGDaIjZpORkUGzZ88mExMTcnBwUDiWlyKVudnb29PcuXO1ml0mk9GFCxfI19c312GfL91sbGyoZs2a1KpVK50b4pRKpXT48GFq1aqVPO/AgQPz/GejoqLo2rVrtG/fPlq2bJl89WdD9PbtW9q5c6fBviATET169IjS09NFx9CY1NRUvV1GIq8yMjK09lyFplSpKlSRkZFqew5RMjIyaMqUKdleuOrUqUNPnz4VHS9Xjx8/VvpDSyaT0a5du+TrzGTdJBIJDRgwQCcL8bNnz6hx48byrM2aNct3kfLz86MTJ05o9Yd5cnIybdiwQeFOZ0EL04ABA2j69Om0fv16+uuvv+jevXt6NSH24cOHNHLkSCpXrpzBv/AwxgquUJQqQy5UsbGx1LJly2wvbH379tWLF4GnT59S2bJls71F/eLFi+Tp6an0RbtVq1Y6OQlfJpPRli1bsi0sWLp0aZ0tUpkyMjJo06ZN1Lt3b6pdu3a+71CtXLlS7wpTfsTHxxvstTHG1MfgS5WhFKrExMRsj129ejXbW8PNzMxozZo1enE7/p9//qEKFSoQAPkdp6yT0D/fateuTX/99Zfg1Mq9ffuWunXrlq8iIrpI5eTjx4908+ZN2rx5M40dO5ZatGiRYzH09vbWi39zjDGmSQZdqgylUAUHB9OmTZvk+zKZjNauXavwlnbg00rAV69eFRc0HyIjI6ly5cry7JcvX6YxY8Yonejr4OBAGzZs0Oq4eH6cPHmSypYtq/dFKjcymYxevXpFR44coaCgIOrRowfVrFlT/u6adevWiY7IGGNCGUypioiIUNg3lEL17Nkzsra2puHDhxPRp3kv/fr1y/Zi7ePjozcfo/H69etsK/t+XhCBT5PQp0+frvKdc6KlpKTQ2LFj81SmbG1t6a+//tK7IpUXKSkpFBYWRnv37uW7VYyxQs0gSlVsbCxVr15dfifDUApVeno6NWrUiABQw4YNsy2XkLlNmTJFZ+/ifC4mJoZq1qyZYwHR5Unome7cuUO1a9fO13Bfz549DbJUMcYY+8QgStWYMWMIAJ07d85gChUR0YwZM+TXYG5unm1JAVtbWzp48KDomHn25s2bXIuIrk5CzySVSmnx4sVkbm6er0LFxYoxxgxfTqVK8um4OO7u7hQWFpbjOf/88w+qVauGtLQ0/PTTT/j3339x6tQp+XEnJyecPXsW5cqV03Rctbp06RKaNm0KqVSq9HidOnWwd+9eODk5aTnZl/nw4QNatGiBGzduqDzH1NQUS5YswdChQyGRSLSYLm9kMhlWrVqFCxcuwMLCAubm5rCwsJBvOe1n/bpGjRooWrSo6MthjDGmZhKJ5DoRuSs9pg+l6scff8TWrVuVHtPXQhUfH4+6devi+fPnSo/37dsXq1evhqWlpZaTfZn4+Hj4+Pjg6tWreTrfx8cHGzdu1LvvG2OMscItp1JlpO0w+XX79m0EBwcrPaavhQoARo4cqbJQAcDz589x4cIFiC69eZGYmIjvvvsuT4WqSJEi8PLygpubGyIiIrSQjjHGGNMOE9EBcjNp0iSVxaJ58+Z49+4dypYtq5NDSars2rULmzdvzvGc8+fP4/z58/Dx8UFISAjs7Oy0lC5/kpOT8f333yM0NFTp8erVq8PT01O+ff311zAx0fl/dowxxli+6fTw39mzZ+Ht7Z3r31GzZk1s27YNdevWVXc8tXvx4gXq1KmDDx8+5Hiet7c3BgwYgE6dOunsEODHjx/Rrl07nDx5EgBgZ2enUKAaNGiAYsWKCU7JGGOMqU9Ow386e8uAiODv75/reW3btsXcuXNRu3ZtLaQqGKlUij59+qgsVGXKlEH//v3Rv39/nZ+cnpGRgZkzZ8LJyQm9evWCp6cnqlatCiMjnR9RZowxxjRCZ0vVvn37cpyj4+npiXnz5qFZs2ZaTFUw8+fPx/nz5xUeMzExQbt27TBgwAC0atVKb4bGTExMMGfOHNExGGOMMZ2hk6/g6enpCAgIUHqsWrVqmDt3Ljp06KBX86iuXbuGadOmyferVauGAQMG4Mcff0SpUqUEJmOMMcaYOuhkqdq4cSMeP36s8JiDgwNmzJiB/v37683dnEyJiYno1asXzMzM0KdPHwwYMACNGjXSq1LIGGOMsZzp3ET1pKQkODs7Izo6GgBga2sLf39/jBo1ClZWVqJiFsiGDRtARPD19YW1tbXoOIwxxhj7Qno1UX3JkiWIjo6GmZkZRowYgUmTJqFEiRKiYxXIgAEDREdgjDHGmIbpVKl68+YNFixYgL59+2LGjBmoUKGC6EiMMcYYY3miU6Xq+vXrOH/+vF4sj8AYY4wxlpVOlapWrVqJjsAYY4wx9kV4pUbGGGOMMTXgUsUYY4wxpgZcqhhjjDHG1IBLFWOMMcaYGnCpYowxxhhTAy5VjDHGGGNqwKWKMcYYY0wNuFQxxhhjTIjw8HAkJSWJjqE2XKoYY4wxJkSRIkXg5uaGsLAw0VHUgksVY4wxpkNkMpnoCFpTuXJllC1bFg0bNkRQUBCkUqnoSAXCpYoxxhjTIRs2bMD69euRkZEhOopWDBgwABkZGZg0aRJatGiByMhI0ZG+GJcqxhhjTIf4+voiICAAtWvXxh9//AEiEh1Jozp27Ag7OzsAwLlz5+Di4oKQkBDBqb4MlyrGGGNMh9jY2GDq1Kl4+PAhOnbsiMaNG+PChQuiY2mMpaUlevXqJd//8OEDfH190a9fPyQkJAhMln9cqhhjjOm0pKQkg79b87nBgwejUqVKAIBLly6hWbNmaNeuHe7evSs4mWYMGDAg22ObN29G3bp1cfnyZQGJvgyXKsYYYzotJSUF3377LQICAnD79u1CUbDMzMwwe/ZshccOHz4MFxcX9O/fHy9evBCUTDNcXV3h6uqa7fFnz56hSZMmmDVrll7MMeNSxRhjTKfZ29sjKCgICxcuRN26dVGzZk1Mnz4dDx48EB1No3x9fbMVDSLC//3f/6Fq1aoYP3483r59Kyid+im7WwUAUqkU06ZNg5eXF/755x/thsoniejG7+7uToayPgVjjDHNWbt2LYYMGaLwmIuLC3x9feHr6wsnJydByTTnxIkTaNmypcrjtra2mDhxIkaOHAkrKystJlO/9+/fo0yZMvj48aPKc2xsbLBq1SqFOVjaJpFIrhORu7JjfKeKMcaYXvDz88OPP/6o8NidO3cwefJkODs7o379+liwYIFBDY35+Pjg22+/VXk8Li4OkyZNQpUqVfR+GYZixYqhc+fOOZ5jbm6O4OBgXLt2TUup8odLFWOMMb0gkUiwevVquLi4KD0eFhaGCRMmoEKFCmjUqBGWLVuGqKgoLadUv6CgoFzPMTMzw+PHj/V6jSdA9RAgAAQHByMmJgZHjx5F/fr1tZgq73j4jzHG9IxMJsOJEydgZ2eH8uXLo1SpUjAyKjy/I0dERMDNzQ3x8fG5niuRSDBr1iwEBARAIpFoIZ1m9OjRAzt37lR6bMWKFfj555/1+voyyWQyVKlSBc+ePct2rHTp0rhx4wYcHBwEJPsfHv5jjDEDYmRkBAcHB3Tr1g1lypSBhYUFKlWqhGbNmqF3796YNGkSVq1ahUOHDuHWrVt49+6dQb1jztnZGVu2bMn1PHd3dxw/fhyTJ0/W+8Lx66+/wsTEROmxgIAAnR0Oyy8jIyP89NNP8v0uXbrIv46Ojka3bt2Qnp4uIlqe8J0qxhjTUzExMejUqRNCQ0NzPdfKygqOjo7yzdnZGWPHjoWFhYUWkmrGxIkTMW/ePKXHLC0t8ccff+Q4yVvfDB8+HCtXrgTw6YOIk5KS5MdsbGxw4sQJNGjQQFQ8tXn16hXKly8PT09P/P333+jUqRP++OMP+fExY8Zg0aJFwvLldKcKRKT2DUAVAB8BBOd2rpubGzHGGPsyKSkp1KdPHwKQ561EiRJ0/vx50dELLD09nby9vXO81rFjx9LHjx9FR1WL6OhoKlKkCAGgtWvX0tChQxWu1cbGhq5cuSI6plq0bduW/vzzTyIi+vDhA1WpUkXhWnft2iUsG4AwUtV/VB0oyAbgOIALXKoYY0zzZDIZzZ07N0+Fqnr16hQRESE6stpER0dTmTJlcrzmunXr0v3790VHVYvAwEAyNjam2NhYkslkBlusbt++TTKZTL5/584dsrS0lF9nkSJFhH1PcypVap9TJZFIugP4AOCUuv9uxhjTpLS0NLx//150jHyTSCSYOHEi9u3bl+taRW/evMHGjRvx8uVLLaXTrFKlSiEkJEQ+36hNmzZYvnw5zM3N5efcunUL9erVw+rVq/V+btm4cePQo0cP2NvbQyKRYOXKlRg6dKj8eHx8PHx8fHD16lWBKQvOxcVFYR5c7dq1sW7dOvl+UlISOnXqpHufDaiqbX3JBsAGwGMA5QBMB9+pYozpGJlMRi9fvqTTp0/T6tWrafTo0dSmTRtycnKiIkWK0N27d0VHLJAbN25QuXLlcr1jZWxsTF27dqULFy4o3BHQV0uWLCEANG7cOCIiCg8Pp9q1a2e77vbt21NsbKzgtAWTlJSksG/Id6w+N2zYMIXr7NKli9b//UJbw38AlgLw//9fqyxVAPwAhAEIK1++vBb+EzDGCpv4+HgKCwujbdu2UWBgIHXv3p1cXV3lc1KUbYsWLRIdWy1ev35NDRo0yPMcK1dXV9q0aROlpKSIjv7FZDIZ+fr60vr16+WPpaSk0KhRo7Jdb+nSpen48eMC06pfYSlWqamp5OnpqXCdCxcu1GoGrZQqAHUB3ANgRrmUqqwb36lijKnL48ePqWPHjuTg4JCvidsAyNPTk6RSqehLUJvk5GTq3r27wjUGBwdTu3btSCKRKP1vYG9vTwEBARQZGSk6/hdJSEigp0+fZnv8yJEjVLJkSYOexE5UeIpVZGQkffXVVwp3Xc+dO6e159dWqRoNIAlA9P/fEgGkALiR05/jUsWYfkhLSxMdIU/i4+Np0aJFeRoC+3yztrYmV1dX6tq1KwUEBNDGjRvpwoULFB0drZdDZDKZjGbOnCm/vkePHhERUUREBI0dO5ZsbW0LxdAgEVFMTAy1adPGoCexExWeYnXq1CkyMjJSuPv4+vVrrTy3tkqVFYDSWbYFAPYA+CqnP8elijHd9vr1a/L396fx48eLjpIvqamptHnzZvr666/zXa4MrXCFhISQpaUlXb16VeHxhIQEWrVqFdWoUcOghwYzyWQyWr58OZmbmytco6WlJa1evVrnv495VViKVVBQkMI1NmnSRCu//GmlVGX7i3Vg+C8pKcmgbucrY0hvjVbm/Pnzej+pVBWZTEbnzp2j2bNni46i1MOHD2ngwIFkZmZGAPI0ByUtLY2ePHlCR44coWXLltGIESOodevWtGHDBi0kVk4qldLhw4epadOmailXqgqXrt/tCAsLo9u3bys9JpPJ6MSJEzkODX799dcGUzrCw8OpVq1a2a5x/vz5oqOpjbJiZWtrS//995/oaGojk8moQ4cOCtc4ZcoUjT+vkFKV101TpUoqldIPP/xArVu3prdv32rkOUQLDAwkCwsLOnbsmOgoapeWlkYBAQEkkUjohx9+MJgf5kSf5rqsX7+e6tSpk21YRhdcunSJOnbsqPDiWqJECUpPTyci1cXJ2dmZTExMlL4g+/n5Cb6qT0JDQ6lDhw5Ki8O6deto8eLFNGzYMGrZsiVVqlRJYXghty0+Pl705anF06dPlQ4NTp06VXQ0tUpJSaGRI0fKr69s2bIG91rxebFasWKF6Ehql3Vh0EaNGtGrV680/pyFslRlXQivYsWKFB4erpHnESUwMFB+fYZWrJ48eZLtnUtr1qwRHStHMpks19vO//77L/n7+1Px4sWzvSCPGDFCS0mVk8lkdPjwYWrWrJnSwlCuXLlci1NO2zfffCP0+j734MEDhbtwAGj58uXZzktNTaWHDx/S4cOHafHixfTzzz8rLVylSpUScBWalXVo0MTERCsvViIcOXKESpcuTadPnxYdRSNkMhn9/PPPBlmoMt25c4fGjRtHqampWnm+QleqTp48me0HnrYmsGlD1kJlSKVKJpPRpk2bqGjRogrXZ2pqSkuWLBEdT6XU1FQaNGgQPXz4MNuxzCG+zp07q7zrYWdnR9OnTxeQ/H/zjpQNhRR0s7KyIhcXF+rcubPODqu8evWK/P39ycbGhpo1a5avP5u1cO3cuVNDCcWTyWQG90vp55KTk0VHYHqkUJUq0W+11DRDLVTv3r2jbt26ZXthrlq1Kl2/fl10PJXevHlDXl5eBICioqLkj2cO8bm4uKgsHV9//TWtXbuWEhMTtZ67IO+QU1Wc/P39af369XT27Fl69eqVXg3ZfvjwgRYsWCDke8EY0y+FplTpwqJgmmSohercuXPk6OiY7QV70KBBOv0i9+DBA3JycpLnTU5OznGIDwAZGRlRhw4d6PTp00JKR3R0NE2ePJns7OzyXaB8fHz0ujgxxpg6FJpSpQvL12uKvheq6Oho2rJli8JjWSejZ7224sWL0759+wQlzZtjx45lm8jbqVOnHIf4xo8fT8+ePROWWSaT0ZkzZ2jJkiU0dOhQatGiRb7uVPXu3VtYdsYY0xWFolQFBwcrvABUr17dYN6No++FKj09nby9valv377yx5RNRgc+TWh++fKluLC5yFznxtjYOE9FROQQX14lJibSzZs3aefOnTRz5kzq1asX1a9fn2xsbLJdz65du0THZYwxoQy+VN25c4csLS3lP/iLFCmi82vGKHP//v1sH5mg74WKiMjf358AUIMGDXKcjD5//nydXlcsLS0t27ovOQ3xnTp1Sq/vlMpkMoqOjqZz587RunXraPz48dSvX79sH+bKGGOFiUGVqs9fpD58+EDOzs4G8dt027Zt6eDBg/J9QyhU+/fvl+e3trbWy8noRJ8m0rdo0SLXQtW6dWuhQ3yMMcY0K6dSZQQ9s3TpUvnXRIR+/fohIiJC/tiYMWPQrVs3EdEK5Ny5c/jzzz+xe/duAMD06dMxY8YM+XELCwscOHAALVu2FBUx3yIiItC3b1/5fkJCAkJCQhTO8fPzw40bN1CvXj1tx8uzx48fw9PTE6dOncr13DNnzuDSpUtaSMUYY0znqGpb2tryc6fq2bNnJJFI5Hc1RH3uj7rJZDLy8PAg4NPnMwUEBOj9HaqkpKQclxPQh8noRJ/WPPuSd8oFBgbq9dAfY4wx5ZDDnSoTbZU3ddi0aROICHPnzsXQoUMREBAgP1a6dGmEhITA1NRUYMIv88cff+DKlSsAgPj4eMyZM0d+TB/vUBERhgwZgjt37qg8Z+nSpejYsapnclYAACAASURBVKMWU+XfmjVrMHz4cEilUqXHS5QoAUdHR4WtfPny8q+JCBKJRMupGWOMiSL5VLrEcXd3p7CwsFzPk0qlqFixIl6+fAmJRIJixYrh3bt3AABjY2OcOXMGTZs21XRctcvIyECtWrXw6NGjbMf0sVABwNq1azFkyJBcz/Px8cGcOXPg7u6uhVR5l5GRgcDAQOzfvz9bUcq6WVlZiY7KGGNMyyQSyXUiUvrCpTd3qk6cOIGXL18C+HQnJLNQAcD8+fP1slABn+6+KStUAFC+fHm8ePECb9++RYkSJbSc7Mtcu3YNI0eOzNO58fHx+Pvvv+Hi4gIzMzMNJ8s7Y2Nj/Prrr5g9e7boKIwxxvSI3kxU37Bhg9LHra2tYWpqitDQUCQnJ2s5VcEkJycjMDBQ5fHHjx9j0KBBKFWqFBYsWADRdxVz8+bNG3Tp0gVpaWkqz3F1dUVQUBCePXuGy5cvY/To0TpVqABAIpHwsB1jjLF804s7VbGxsThw4IDSYwkJCfI7I40bN8aBAwf05q7O0qVLERUVleM5rq6umDdvHnx8fLSU6stIpVL06tULL168yHbs66+/hq+vL3x9fVG1alUB6RhjjDHN04tSFRwcjPT0dJXHjYyMMGXKFEyZMkVvJqq/ffsWQUFBKo9XrlwZs2fPRrdu3WBkpPs3FGfNmoXjx4/L96tUqSIvUrVq1RKYjDHGGNMOnS9VRIT169erPF6xYkUEBwejcePGWkxVcHPnzkV8fHy2x7/66itMmzYNfn5+OjcspsrRo0cxc+ZMVKhQQV6kXF1deQiNMcZYoaLzperKlSu4f/++0mO9e/fGihUrYGtrq+VUBfPvv/9i+fLlCo8VKVIE48ePx7hx42BtbS0oWf4lJiYiLCwMoaGh8PDw4CLFGGOs0NL5UqVsgrqNjQ1Wr16Nnj17CkhUcIGBgfLJ3CYmJhg8eDCmTp2KUqVKCU6Wf0WLFsXUqVNFx2CMMcaE0+lSlZiYiJ07dyo81rhxYwQHB6NixYpiQhVQeHg4tmzZAgDo3r07Zs2aBWdnZ8GpGGOMMVZQOj0Devfu3UhMTATwae2gWbNm4ezZs3pbqABg0qRJ+OabbxAWFoYdO3ZwoWKMMcYMhE7fqcoc+nNycsK2bdvg4eEhOFHBxMTEYNSoUTq/PAJjjDHG8k9n71Q9ePAAFy9eRP/+/XHz5k29L1QAUKpUKS5UjDHGmIHS2TtVf/zxB0JCQtC1a1fRURhjjDHGcqWzpWrkyJEoUqSI6BiMMcYYY3mis8N/XKgYY4wxpk90tlQxxhhjjOkTLlWMMcYY0wlxcXGiIxQIlyrGGGOM6YQ9e/Zg7969omN8MS5VjDHGmA77999/RUfQGjc3N/j6+mLHjh2io3wRLlWMMcaYDlu6dCl+//13EJHoKBpXq1YtmJubo3fv3vKPdNMnXKoYY4wxHdahQwcMHjwY/fv3R3Jysug4GmViYoL69etDJpOhX79+8k9W0RdcqhhjjOmN9PR0SKVS0TG0qkmTJihTpgw2b96Mhg0bIiIiQnQkjWrYsCEAgIgwcOBArFq1SnCivONSxRhjTG8YGxtjwIABOHr0aKEYDgMAIyMjdOvWDQBw584duLu748CBA4JTaY6np6fC/rBhw7BkyRJBafKHSxVjjDG9YWRkhB49eqBNmzb45ptvcPXqVdGRtMLX11f+dVxcHDp06IBJkyYhIyNDYCrNUPZZv2PGjMG8efMEpMkfLlWMMcb0SsuWLfHNN9/g7Nmz8PDwQNeuXfH48WPRsTTKw8MDFSpUUHgsKCgIrVq1wn///ScolWaULl0aFStWzPb4xIkTMWvWLO0HygcuVYwxxvSKRCJBUFCQfH/Pnj2oWbMmhgwZgqioKIHJNEcikSjcrcp0+vRpuLq6IjQ0VEAqzfl8CDDTtGnTMHXqVJ0d+uVSxRhjTO/Ur18fXbt2le9LpVKsXbsWzs7OmDJlit6vzK2MslIFAK9fv0bz5s2xfPlynS0b+aWqVAHAr7/+Cn9/f528Vi5VjDGmp9LT0w2yPOTV7NmzYWxsrPBYcnIyZs+eDScnJyxevBipqamC0qmfq6srnJ2dlR7LyMjAyJEj0bNnTyQmJmo5mfrlVKoA4LfffsOYMWN0rlhxqWKMMT1lYmKCX3/9FQ0aNIC/vz/++usvg3hBzasqVarAz89P6bG3b99i7NixqFatGrZu3WoQyzBIJBJ07949x3N27twJDw8PPHz4UEupNKNu3bowMzNTeszU1BTFihXD3r17sWzZMi0ny5lEdMtzd3ensLAwoRkYY0xfyWQy9O3bF8HBwQD+t3iit7c3vL290ahRI1hZWQlOqTnR0dFwcnLKdVFMFxcXBAUFoXXr1pBIJFpKp353795F7dq1lR5zc3ODh4cHatSoAXd391zv9ui6hg0b4vLly9kenzNnDiZNmiQg0ScSieQ6EbkrO8Z3qhhjTI8ZGRlh48aNaN26NYBPw0CXLl3CnDlz4OPjg2LFiqF58+aYPn06zp07Z1DDYcCnd4qNGzcux3OsrKxQvXp1JCUl6f0SBLVq1ULNmjWVHitVqhRWrFiB4cOH632hAhSHAEuWLCn/eu7cuTr7jkcuVYwxpudMTU2xZ88epev7pKWl4fz585gxYwa8vLxgZ2eHFi1a4Ndff8XFixeRlpYmILF6jR8/Hvb29kqPlShRAo8ePcKuXbvQpUsXmJqaajmd+mUdAsx6F/LIkSNYuXKliEgakVmqunfvjl27dskfT0hIwIwZM0TFyhkRCd3c3NyIMcZYwb1584Zq1KhBAPK0Va9enS5duiQ6tlosXbpU5XW6urrS27dvRUdUm0ePHhEAsrCwoJs3b1Lp0qXl12pubk7h4eGiI6rFP//8Qw4ODvLvXfv27eXXaWxsTPfv3xeSC0AYqeg0fKeKMcYMRIkSJXDs2DGUK1cux/NMTU0RGBiIW7duGcQwEQAMHjwYlSpVku9nvXN18+ZNfPvtt3j37p2IaGpXtWpV1K1bFyNGjEDdunWxefNm+bHU1FT06NEDHz9+FJhQPcqXL4+9e/eiePHiAIB58+bJ3+0plUrh7+8vMp5SXKoYY8yAODo64tixY/IXImXs7OxQtWpVle+u0kfm5ub49ddfAQCWlpa4desW3Nzc5McNrVgNGTIEEydOBPBphfkxY8bIj929e1d+TJ9JJBL5hysDQPXq1TF48GD5/qFDh3DmzBkR0VTid/8xxpgBunTpElq0aIGUlBSV5zRv3hwrV67E119/rcVkmiOTyeDm5gZnZ2fs3r0b79+/h4+PD65fvy4/x9XVFSdPnsyxdOoDIlJ4F2Nqaio8PDxw+/Zt+WNHjx6Vv4HBUPz3339wdnZGQkICAKBevXq4du0ajIy0d48op3f/calijBUKGRkZiI2NRXR0tHyLiopS2I+Ojkbr1q2xdOlSvX7bfaajR4+iffv2Ob7jzdjYGKNGjUJgYCBsbGy0mE4zjh8/jri4OPlq64ZcrD53//59uLm5yYf+SpUqhTt37ii8c84QzJ07FwEBAfL9rVu3onfv3lp7fi5VjLFCISEhAZs3b8bLly+zlabY2NhcV1+uU6cOQkNDDWpdp+DgYPTp0wfApwUVx48fj/HjxyM6OlrhPAcHByxcuBDdu3fX60JJRMjIyFB4l19hKlarVq3CsGHD5Ptt2rTB4cOH9fp7+rmUlBRUq1YNkZGRAD4NeT969AiWlpZaef6cShW/+48xZlAeP35M3bt3z/M74DI3GxsbioiIEB1fIxYuXEgAyMfHh4iI4uLiaMyYMWRsbJztv0Pz5s3p7t27ghOr37t378jNzc2g3xVIRCSTyahdu3YK17l8+XLRsdRu69atCtc4Z84crT03cnj3H9+pYowZpBs3biAgIADHjh3L859xdHSEm5ubwmYoQyf+/v6IjIzE9u3b5Y+Fh4dj2LBhuHDhgsK5JiYm8iFBa2trbUfVmMJyxyo2NhYuLi7yu5Hm5uYICwtDrVq1BCdTH5lMhvr16+PGjRsAAGtra0RERGjl/1e+U8UYK7ROnz5NHh4e+b5zlbk5OjpShw4daNasWXTkyBGKiYkRfUlfRCaT0fnz55U+HhwcrLDWUebm4OBA27dvJ5lMJiCxZhSWO1bHjh1TuMZatWpRSkqK6Fhqdfr0aYVr/Pnnn7XyvMjhThWXKsZYrmQyGT19+lR0jC8mk8lo//79+VoYszAUraw+fPhAo0ePVjok6OXlZVBDgoWlWI0ZM0bhGkeOHCk6ktplHerU1oKghbZUZWRkaOzv1hXv3r0THUGjbty4QWlpaaJjaMydO3fo999/Fx0jR2fPniVPT09aunRpns6XSqX08OFDCg4OpjFjxlCzZs1oy5YtGk6ZNxkZGbRp0yZydHTMVhwWLFhA/v7+9O2331KxYsXyXbSU3QXSR3fu3KGmTZtmu76iRYvS+/fvRcdTG2XFqkuXLqJjqdXHjx+pTp06CtcYGhoqOpZaPXjwQOEXgR9++EHjz1loS5Wfnx/5+vrSs2fPNPYcIm3fvp2KFy9O+/fvFx1FI06cOEEWFhbUuXNngytWWe8KmJiY0L1790RHyubGjRvUunVr+Q+rBw8eZDtHWYGytrbO9oLs5+cn4ApUS0lJoUWLFlGJEiXkGbOW28w7cyEhIXkuWh8+fBB4Reolk8lo69atVKpUKfn1TZs2TXQstctarJydnSkyMlJ0JLW7d+8eWVhYkJmZGS1evJikUqnoSGr3888/EwBq27atVn6WFspSFR4eTkZGRgSAzMzMdOY3ZXX5559/yNbWVv4Db/z48aIjqVVmocq8vs6dOxvEnUdlL1YAyNvbW2fmrTx58iTbu+ccHR3zXKCUbfXq1RN9WUrFxcXRtGnTqEiRIrnepcipaFWpUkVLibUrs/w7OztTcnKy6Dga8e7dO+rWrZtBFqpMu3btolu3bomOoTExMTF08uRJrT1foSxV3333nfwHuomJCT158kQjzyNCeno6NWnSROFFa8eOHaJjqc3nhQoATZ06VWdKx5e6ffu20mEVY2NjGjduHKWmpgrN9/r1axo6dCiZmJhky1ikSJE8F6isW+XKlalbt260ePFiodeWm5iYGAoMDMz3v7HMomUoH0qsiqFNcGasIApdqTp+/LjCD/ZRo0ap/TlEmjlzpsL1/fjjj6IjqY0+FypVLzwfPnygUaNG6ewE4Pfv39OkSZPI0tIy36VJWYGaN28enTx50uDn+zHGCqdCVaoyMjLIxcVF/oPezs6O3rx5o9bnECk0NFThxbly5coUHx8vOpZa6HOhOnv2LM2YMUPhMZlMRlu2bMk21Ad8eqv6jh07hF5bcnIyzZ8//4smZXOBYowVVoWqVG3cuFHhh/+CBQvU+veLFBcXR5UqVVIYNrp8+bLoWGqhz4Xq1q1bZGNjQ4MGDZI/pmqoz8TEhMaPHy+0CKenp9Pvv/9OZcuWzVeR8vHx4QLFGCv0Ck2pSkxMpDJlyshfBCpWrEgfP35U298vWp8+fRRe5GbNmiU6klroc6F6+vSp/E5Up06dchzq8/b2Fv4uv9u3b1PDhg2/aHjPysqKwsPDheZnjDHRcipVJjAgixYtwuvXr+X7QUFBMDc3F5hIfXbs2IGtW7fK95s0aYJJkyYJTJR/GRkZuHLlCho3bix/7OTJk2jXrp38U9UBYOrUqZgxY4bOfwBoTEwMWrZsiZiYGADAlStXUK1aNfl+JgcHByxatAi+vr7Cr8nFxQWhoaFITU3Ff//9J/+w4awfPJx1i4qKkn9vkpOT0alTJ1y7dg22trZCr4MxxnSRwXz2X1RUFKpUqYKkpCQAgIeHBy5duiT8RUwd/vnnH9SpUwfx8fEAAFtbW9y+fRsVKlQQnCx/1q9fj4MHD+LgwYMA9LtQxcfHw8vLCzdv3lR5jomJCUaPHo1p06bp7eenERHi4+MVilbVqlXh6uoqOhpjjAmR02f/GcydqsDAQHmhAoCFCxfq/AuzMkSEx48fo1q1agA+3d3p06ePvFABwJo1a/SuUCUnJyMwMBBv3rxBXFwcrl27preF6uPHj+jQoUOOhcrb2xsrVqxAzZo1tZhM/SQSCWxtbWFrayv/N8kYY0w5I9EBvkRqaiqy3mG7e/cuNmzYIN/v3LmzwhCTPrlx4wb8/Pzk1zd37lz8/fff8uM//vgjunfvLireF1u+fDlev36NtLQ0TJgwQW8LlVQqRe/evXHmzBmV59SsWRMhISF6X6gYY4zlk6rJVtravmSi+p9//knr16+X7xvSQp8TJkwgAHT06FGDWT7h7du3Cqu/f77py6R0mUxGgwcPztOkbnt7ewoODtaL62KMMZZ3MLSJ6pcuXcKSJUvQokULPHnyBEePHpUfGzZsGJydnQWm+3JEhF27dgEA/P39kZCQAKlUCgAwNjbG9u3b9XJuzty5cxEXF6f0mL7coQKA6dOnY+3atXk618jICAcPHkTt2rXh4uKi4WSMMcZ0gV6WqsuXLyMxMRH9+vXD+/fv5Y/b2dlh6tSpApMVzOXLl/HixQsAwJ07dxSOTZ8+HR4eHiJiFciLFy+wfPlypceMjY0RHR2NU6dOwcvLCyYmuvvPcdWqVZg5c6bK48WLF4eXlxe8vb3h7e2NmjVr6kVRZIwxpj66+yqmglQqxZUrVwAA586dUzg2ZcoUlChRQkQstci8S/W5UqVKoWXLlkhMTETRokW1nKpgAgMDkZqaqvSYVCrFunXrsG7dOnh5eWHfvn0oVqyYlhPmLiQkBMOHD1d4zNbWFs2bN5eXqNq1a8PISC+nKDLGGFMTvVtS4d69e6hVq5bSY7/88guKFy+OIkWKoGnTpqhTp466YmqcVCqFo6MjoqKicjzP29sb+/fv14t1gu7evYs6depAJpOpPMfR0REzZ85Enz59YGxsrMV0eXPy5Em0adMG5ubmaNasmbxE1a1bVyfzMsYY0yyDWlLh8uXLKo/Nnz8fAODj44OffvpJW5HU4u+//861UHXs2BGbNm3Si0IFAAEBASoLVbFixTB58mQMGzYMFhYWWk6WN0lJSXj48CEuXLgANzc3nR6eZIwxJp7evUrkVKoAoG3bttizZ4/OvlCromroD/g06TkoKAjjx4/Xm3k6Fy5cwKFDh7I9bmFhgdGjR8Pf3x92dnYCkuVdkSJFsg37McYYY6oYVKnq0KEDdu3aBTMzMy0mKriMjAzs2bNH6bFSpUph586d8PLy0m6oAiAi+Pv7KzxmZGSEn376CYGBgShXrpygZIwxxpjm6FWpio+Px71795Qe69atG4KDg2FqaqrlVAV39uxZxMbGZnu8cePGCAkJQZkyZQSk+nIHDhzApUuX5PsdOnTAnDlzUKNGDYGpGGOMMc3Sq7crXb16Fcom1vfq1Qvbtm3Ty0IFADt37sz22JgxY3DmzBm9K1QZGRnyD3pu0qQJLl68iP3793OhYowxZvD06k6VsqG/fv36Yf369Xr7Tqy0tDTs27dPvl+0aFFs3LgRXbt2FZjqy23evBnGxsY4dOgQ2rZtqzdzwBhjjLGC0utSNXjwYKxatUqv1wc6efKkfAHTGjVqYO/evXp7V4eIUKFCBdy+fVtvSy5jjDH2pfSmjRCRQqkaMWIEVq9erdeFCvjf0J+vry+uXr2qt4UKACQSCb799lsuVIwxxgolvWkkT58+xdu3bwEA48ePx9KlS/V+aOnjx484cuQIli1bhh07dujdaumMMcYY+x+9Gf7LvEs1efJkzJo1S+8LFQCEh4fj4MGDaNSokegojDHGGCsgvSpVM2fO1OsPTP5c/fr1RUdgjDHGdFp4eDiqVKmiF4t6683wX7t27QyqUDHGGGNfKiEhIddPGDEUz58/R0BAgOgYeaI3papVq1aiIzDGGGM6oWjRoujZsydevHghOorGWVhYYPHixTh58qToKLnSm1LFGGOMqfL27VscOHBAdAytkUgkMDU1Rfv27ZGYmCg6jkZlDvv17dsX7969E5wmZ1yqGGOM6b0SJUpg0qRJ2LBhg+goWuPo6Ijbt2+jd+/ekMlkouNojLm5OQDg9evXGDx4sNJPVtEVXKoYY4wZhKZNm2LgwIGYO3euTr/wqoujoyOAT5+3OnnyZMFpNCfrBPU9e/Zg69atAtPkjEsVY4wxg+Dt7Q0ACAgIwJgxYwz67g3wv1IFAEFBQdiyZYvANJrz+bv+hg8fjufPnwtKkzMuVYwxZkDi4+NFRxDGy8tL/vXSpUvRp08fpKWliQukYVlLFQAMGjQIFy9eFJRGcz4vVQkJCejTpw+kUqmgRKpxqWKMMQMSHR2N77//Hjdv3hQdRetKly6t8FFf27dvN+iJ3J+XqrS0NHTs2BH//POPmEAakjmnKquLFy9i3rx5AtLkTG2lSiKRmEskkg0SieRfiUSSIJFIbkkkku/U9fczxhjLXdWqVVGuXDnUq1cPvXr1wrNnz0RH0qrMIcBMx44dQ4sWLfDmzRtBiTSnfPny2R6LjY1Fu3btkJCQICCRZqha9DMwMBBhYWFaTpMzdd6pMgEQCaA5AFsAUwCESCSSimp8DsYYY7kIDAyElZUVtm/fjurVq2PUqFGIjY0VHUsrPi9VAHD16lU0adLE4NZ0+vxOVaa7d++iZ8+eOjk89iVUlaqMjAz06tULSUlJWk6kmtpKFRElEdF0IvqHiGREdBjAcwBu6noOxhhjuXNwcMCYMWMAAOnp6Vi2bBkqV66MmTNnGuxQWKas86qyevToERo1aoR79+5pN5AGWVtbw9bWVumxw4cPY+LEiVpOpBlmZmYqjz1+/Bjjx4/XYpqcaWxOlUQiKQWgKgDD+RfMGGN6YsKECShRooR8PzExEYGBgXB2dsaqVauQnp4uMJ3m2Nvbw8XFRemxV69eoWnTpggNDdVyKs1RdbcKABYsWGAQ63YZGRnlWKzWrFmDw4cPazGRahopVRKJxBTANgCbieihkuN+EokkTCKRhBWWW9KMMaZNtra2mDJlSrbHY2JiMGzYMNSsWRMhISEGueyAsiHATO/fv8e3336LP//8U4uJNCenUgUAQ4cOxblz57SURnNy+zDln376CTExMVpKo5raS5VEIjECsBVAGoDhys4hot+JyJ2I3L/66it1R2CMMYZPL6gVKlRQeiwiIgK+vr7w8PDAqVOntJxMs3IqVQCQmpqKQYMGGUTZUFWqOnbsiLVr12L27Nm4efOm3pdnVaXq3LlzuHbtGpYtW4ZHjx5pOVV2ai1VEolEAmADgFIAOhORYd5fZowxPWBubo5Zs2bleE5YWBi+/fZbtGrVymCWYWjWrBk+vRxld+TIEaSnp+P169do3ry5lpOpX9ZSlXW4Nzw8HAMHDsSECRMwevRoGBnp9wpKmcsqLFq0SGGJhePHj8Pd3R3du3dHs2bNRMWTU/d/5dUAagBoR0Qpav67GWOM5VPPnj1VzjHK5OHhgVatWim8KOuzYsWKwdXVVb5vbGws/3rq1KkG9RE2mcsqjB49GkuXLpU/HhERgb/++ktULLWztLTEunXrMGbMGHz33f9Wa9q9e7dOfT/VuU5VBQCDAdQFEC2RSBL//9ZLXc/BGGMsf4yNjREUFKTyeJcuXRAaGoqxY8cqXfdIX2UOAXbs2FHhc/GuX7+O9evXi4qldo6Ojmjbti0WLFiArl27olSpUvJjy5cvF5hMvdauXYuBAwcCALp27Sp//PHjxwgPDxcVKxt1LqnwLxFJiMiCiIpm2bap6zkYY4zlX+vWrVUuNbBnzx4MHTpU7+fcfM7b2xs2NjZYsWIFJk6ciIoVK8qPTZo0yWAWA3VxccGOHTtgbGwMMzMzDBkyRH7sr7/+0ol5RuqQ9d9vu3btFIYAQ0JCBCRSTr8HWRlj7DOJiYl48uQJIiMjERsbi4SEBKSnp+vUEIG2SSQShY/0sLW1VVjf6Pfffze4YtW0aVMsWrQIZcqUgaWlpcLQ2Pv37xEQECAwnfqUKFEC1tbW8v3BgwfD1NRUvr9ixQoRsTTK2tpaZ4cAuVQxxgyKpaUl9u7di8qVK6NkyZKwsbGBmZkZjI2NYWVlheLFi6NMmTKoXLkyatSoAVdXVzRs2BDe3t5o3bo1OnTogJkzZ+rMD2l1adCgATp37gwA6NatG06ePGnQxcrGxgYDBgyQ77dr1w5t27aV769fvx5XrlwREU2jHBwc0K1bN/n+//3f/xnkh2zr7BAgEQnd3NzciDHG1O369etUvXp1ApCvrUaNGhQVFSU6vkY8fPiQjI2N6fjx40REdO3aNbK1tVW4fj8/P5JKpYKTakZERASZm5vLr9XNzY0yMjJEx1K7y5cvK3xPly5dKjqS2sXHxyt8LydPnqy15wYQRio6Dd+pYowZpHr16uH69esYNmxYnv9MjRo1cPr0aZQuXVqDycSpVq0aJk6cKJ/E7e7ubvB3rLJycnKCv7+/fN/QJq1n8vDwQIMGDeT7y5cvN7jvp64OAXKpYowZLCsrK6xYsQJ//vmnwruiVHn16hV++eUXHDp0CKmpqVpIqH0zZ86EiYmJfL+wFStDnrSe1ciRI+VfG9ryCpl0cQiQSxVjzOC1adMG4eHhaN++fY7nxcfHY+vWrWjfvj1KliyJH3/80eAKlrJFIAtTsTLkSetZGfLyCpl08V2AXKoYY4XCV199hT/++AO///47rKyscj2/MBSsrApTsSoMk9YNeXmFTLo4BMilijFWaEgkEgwaNAi3bt1SmHMCfHor+siRI1GmTJlsf66wFKzCUqwkEgmWLl0qv8tBRBg2bBikUqngZOpVGJZX0LUhQC5VjLFCp0qVKvj7778xbdo0+XBY0aJFsXTpUkRGRuLChQuFtmAVlmJVGCatF4blFXRuCFDV2wK1tfGSCgUjk8lER9CoDx8+iI6gUS9fvqSwsDDRMTQiKiqKVqxYQc2bN6dTBL2L8QAAIABJREFUp06JjqNSaGgoVa5cmdq3b5/tmFQqpQsXLtDIkSOpTJkyOS7FsGHDBgHpNUfZcgsHDhwQHUutkpOTqWLFivLr++qrryg5OVl0LLX6fHmFJUuWiI6kdh06dJBfX9WqVTX+uogcllQw6FIVFBREfn5+dOLECUpPT9fY84hy+fJlcnFxofXr1xvcDwKiT4XKwcGB+vfvTzExMaLjqN3Lly+pSpUqZGtrS1euXBEdJ0cJCQl07dq1XM/LWqQkEonC2ke6LD4+nubPn5/jOVKplP7++2+lBcvExITevn2rpbTak7VYTZ061SB/iTtw4AABoEaNGtHNmzdFx9GIBg0aUPny5WnevHn05s0b0XHUbtu2bWRnZ0f9+vWjP//8k0uVJshkMqpUqZL8h16/fv008jwi9ezZU359FStWNLhF7EaPHi2/Pjs7O3ry5InoSGqTWagyr8/W1pbu3LkjOpZSly9fJmdnZ9q8ebPS46qKVNbN3t7eoH6x+bxgtWrVSnQkjbl27RrNmTPHIAsV0afXimPHjhnsgqdERJGRkQb1/9/nUlNTKTU1VWvPVyhLVVhYmMIP9ZCQEI08jyivX78mU1NT+fUNHz5cdCS1unPnDhkbG8uvz8vLy2B+qH9eqACQt7c3JSYmio6mID09nWbMmCH/PoSGhsqP5aVIZW4eHh60cOFCg7ybSvSpYMXGxoqOwRjTkpxK1f9WgDMwu3fvln9taWmJNm3aCEyjfmvXrkV6erp8f/jw4QLTqBeR4jtxTExMsGLFCkgkEsHJCu7Vq1fw9vbGkydP5I95e3vj0KFDKFKkiMBkip4+fYrevXvj8uXL8sesra2xcuVK7N69G+fPn//0W5kKHh4e6NatG7p06YLy5ctrI7IwRkZGsLe3Fx2DMaYDDLJUEZHCOwC+//57nXrBKqi0tDSsWbNGvt+6dWtUq1ZNYCL12rZtGy5cuCDfHzVqFL7++muBidRDHwoVEWHTpk0YNWoUEhMTFY65uLhwkWKMsRwYZKm6ceMGnj9/Lt/Puo6FIdi9ezdiYmLk+1k/jkDfxcXFYcKECfJ9BwcHBAYGCkykHvpQqN68eYPBgwdj3759So8rK1RcpBhj7H8MslQZ+tDfsmXL5F9XqVIFrVq1EphGvaZPn47o6Gj5/sKFC2FtbS0wUcHpQ6E6duwY+vfvj6ioqFzP5SLFGGPKGdzin4Y+9HflyhVcvXpVvj98+HCln+Wlj8LDwxU+n8rLywvdu3cXmCj/Dh48qLCv64UqJSUFo0aNQuvWrfNUqJYsWYLLly9j7NixXKgYY+wzhvFqnIWhD/1lLR1FixZFv379xIVRI0OYnB4ZGYkePXrIy4muF6pbt27B3d1d4c5nbsaPH4/9+/drMBVjjOkvgytVhjz0FxUVpXAXrn///rCxsRGYSH0MYXL69OnTkZycjL179+p0oZLJZPjtt9/QoEED3L9/P19/ViKRYODAgTh9+rSG0jHGmP6S5PRuHm1wd3ensLAwtfxdRAQnJyf5naquXbuK/xwgNZo+fTpmzJgh33/06BGqVq0qMNGXu3jxIho3bgzg0+T06tWry+dSOTg44NGjR3o1l+revXtwcXGBTCaDq6srEhMTdbJQAcDNmzdx7do1WFhYwMLCAubm5vKvP9///GtDGWpmjLEvJZFIrhORu7JjBjVR3dCG/lJTU+UfFKlsGQV9LVTx8fFo164dwsPDUbZsWYOYnB4QECD/sNmbN28qHNOlQgUArq6ucHV1FR2DMcYMjl7/2pmcnIy4uDj5vqEN/fn5+eHNmzcADGsZhQsXLuD9+/cYPny4QUxOv3jxYrYJ6pl0rVAxxhjTHL0uVW/evEGrVq0QFxdnkO/6O3PmDDp27IjU1FSDWkYhcz7OH3/8gbZt2+r15HQigr+/v8rj//33H5YsWYLHjx9rMRVjjDER9LpUpaam4sqVK2jVqhXOnj1rUEN/UqkUr1+/xt9//w0fHx+DWkbhzJkz8q8jIyPlX+vj5PRDhw7h4sWLKo/fu3cPU6ZMgZeXF86fP6/FZIwxxrRNryeqh4eHw8XFBQBgbm6O1NRUAJ+G/mJjY2FpaYlXr17BysoKJUqUUFtmbXj58iUcHR2zPW5paYkbN26AiBAXF4eyZcsqPU9XvXv3Dvb29kpX565atSrKlSsHe3t7tG/fHr169RKQMO8yMjJQp06dHN9BZ2NjA39/f4waNUrv75wyxhgz4InqHz9+lH+dWaiAT8NIHh4eePr0KRwcHHDr1i0R8Qok6x2crFJSUlCjRg0AQPXq1XHp0iVtxiqwnD6I9/Hjx3j8+DG+//57dOzYUcvJ8m/Lli0qC5WZmRmGDRuGgIAA/rBdxhgrJAymVGWVkJCAe/fuwcjICFu3btXLtZxUlapMxYsXx6FDh2BnZ6elROqRdehPmX79+mHdunUwMdHtf5opKSlKP5NQIpGgd+/emDlzJipWrKj9YIwxxoTR34k5ULw7pUxAQIB8LSR98+LFC5XHTExMsHfvXjg7O2sxkXrkVKp++eUXbNy4UecLFQCsWLECL1++VHjsu+++w82bN7FlyxYuVIwxVgjp/qtXDlTdqQIAd3d3TJs2TYtp1CunO1WrV6+Gl5eX9sKoSWxsLMLDw5UeW7hwIcaOHavlRF/m/fv3mDNnjny/QYMGmDdvnl5+TxhjjKmPQZYqKysrbNu2DaamplpOpD6qStWYMWMwcOBALadRj3PnzmV7zMTEBJs2bULv3r0FJPoyQUFB+PDhA6pWrYo5c+agU6dOerUMBGOMMc0wyFK1ePFivV1tPJOyUtWmTRv89ttvAtKox+efF2dlZYU9e/bgu+++E5Qo/yIjI7F7926sWbMGP/30k14Xd8YYY+ql16VK2Zyqdu3aYdCgQQLSqNfnpapmzZrYsWMHjI2NBSUquKzzqYoXL44///wTnp6eAhPlX0JCAsLDw3l5BMYYY9nodan6/E5VyZIlsX79er0fiklNTVX4SBp7e3scPnxYL9/FmCkqKgoPHz4EAJQrVw7Hjx+XLw2hT2rWrCk6AmOMMR2l1+/++7xUbdy4ESVLlhSURn2yvqvM1NQU+/fvR6VKlQQmKrizZ88CAGrUqIHQ0FC9LFSMMaYvMj/g3ZAREdLS0kTHUKDXpSrr8N/QoUPRtm1bgWnUJ+vQ3++//44mTZoITKMeZ86cgaenJy5cuKBXK8AzxgzL5cuX5Z83asj27NmD9+/fi46hUa9fv8auXbtEx1Cg16Uq805VtWrVsGDBAsFp1CezVP3yyy/o16+f2DBqYmlpiZMnT+rdxwUxZuguXryoc7/ta9KZM2ewdetW0TE07vr161izZo3oGBp1+/ZtLF++XHQMBXpfqkxMTLBt2zZYWVmJjqM2kZGRaN++vcJaSPqMiLBgwQKe3M2YDrp//z6mT58uOobWREVFITAwMMd1Dg3Bo0ePsHTpUoO+zjt37uDatf/H3n1HRXH1bwB/hm6h2IHYwRILkoDlZ1TsJYmvFYwhUWNNsMTY0SiosWCMLZbEhg01EDux19hFLFhQwV5BAUE6y97fH7zMuwu7CDK7l539fs7hHHZmZJ+NBh7uvXsnDBcvXuQdRWTwpWrWrFlwc3PjHUVS5cqVw5YtWwz6nX6qBEGgrQcIKaGsrKwwf/58nD59mncUvXj16hWePHki+1Gce/fuISYmBps2beIdRWeuX78OACVqtMqgS1WzZs0wadIk3jEkN2LECFhbW/OOQQgxAlZWVmCM4dtvv0ViYiLvODr36tUrAMCcOXOQlJTEOY1uKBQKREdHAwB+/fVX2a4hyy1VwcHB4t8rbwZdqry9vWUzmqPKxMSg/1oIIQbE0tISAPD48WOMGjWKcxrdy/3h++bNGyxatIhzGt149OgRsrKyAADR0dHYvXs350TSS0tLw927dwEAWVlZWL16NedEOQz6p7eh70dFCCG8WVlZiZ9v2bIF27dv55hG91RHNH777TfExsZyTKMb9+7dU3scEBAAxhinNLpx69YttW0j/vjjjxLxhguDLlWEEEKKR7VUATnb0xR0Q3dDlpKSgnfv3omPk5OTMWfOHI6JdCN3BCdXWFiYxnuvGrLcqb9cL1++xK5duzil+R8qVYQQo1JS1l6UFHlL1du3bzFw4EBZbh6p6e9+1apVePTokf7D6FDekSoAWLBgAYckuhMREZHvWElYsE6lihBiVP766y8MGTJEtqMxRZW3VAE5ezktXryYQxrd0lSqsrKy4OfnxyGN7uQdqQKAAwcOaCwihirvSBWQs+fa1atXOaT5HypVhBCjMmLECBw9ehR169bFpEmTEB8fzzsSV7kL1fOaOnWqxh9chkzbKOXmzZtx8+ZNPafRHU2lCsh5J6AcMMa0/tvkPVpFpYoQYlSsrKwwe/ZspKen49dff4WTkxMWLFiAtLQ03tG40DRSBQCZmZnw9vaW1X8XbaWKMYZp06bpOY1uJCcn48WLFxrPbdu2DY8fP9ZzIuk9ffoUb9++1Xhu69atePPmjZ4T/Q+VKkKI0fH29kbjxo0B5Kwhmjx5MurUqYN169ZBoVBwTqdf2koVkPMOK19fXz2m0a2C1tPt3bsX586d02Ma3dC0nipXdna2LKZ1CxpBzcjIwNq1a/WYRh2VKkKI0TE1NcW8efPUjj1//hxDhw6Fi4sL9uzZI7u3oGtTUKkCgKVLl+Lw4cN6SqNbL1++LPD8lClTDP7vvaBSBQBr1qxBXFycntLoxvvWhq1cuZLbL0dUqgghRunzzz9HmzZt8h2PjIxEz5490apVK5w9e5ZDMv3StqYKACwsLAAAgwYNMvgfxID2kaqmTZuifPnyOH36NA4cOKDnVNLStp6qUaNGqFWrFlJTU7Fq1So9p5KWtpGqZs2aoUKFCnj69Cn27t2r51Q5qFQRQoySIAgICAjQev7cuXNo1aoVevTogVu3bukxmX4VVKoiIyPx8OFDbNy4Ues6HUOSW6q+++47tdf9zTffIDY2FpcuXRJ3IjdU9+7dg5mZGWbPno3WrVuLx11dXXH//n2EhYWhVKlSBj0id/36dTg7O+PkyZNwcHAQj/fs2RMvXrzA7t27ub27l0oVIcRotWjRAr179y7wmr1798LFxQWDBw+W5R5XgiDA0tISpUuXxl9//aV2m6ydO3eiZs2a6NSpk7gGzZC9ffsWa9aswfr169GkSRPx+OXLl2FqaoqmTZuiR48eHBMWn5mZGS5cuICff/4Z9evXF49HRUVBEAS4u7tj/PjxBntHkoyMDPTp0wcRERHw8PBAtWrVxHNPnz6FhYUFevTogR9//JFLPipVhBCjNnfu3ALvIero6IhRo0Zh8ODBqFy5sh6T6U+FChWwf/9+eHl5qU2JhoSEcEwlvZ07d2Lo0KEAADc3N/F4eHg4r0iSW7dunfjanJ2dxeO5N1g2dJaWlpg7dy5KlSoFAKhatap47tmzZ7xiiahUEUKMWr169TBkyBCt53/99VcsXboUrVq1ku3NzkNDQ+Hh4QEA8PT0FI9funRJVruNu7i4iJ+7u7uLn9+5cwcpKSk8IknOzMxM/LxOnTri53FxcUhISOARSafyjlTxJs/vEIQQUgR+fn7ib755ffvtt7K/yfAnn3wift67d2+18vj333/ziKRzqiNVSqUS165d45hGN1RLFSCf0SpVNFJFCCEljKOjI8aOHSs+Vl1vo1Qq4e3tLftilcve3l7WU4C5GjRooLZYXU5TgLlq166t9jgqKopTEt1RHal68+YN981qqVQRQgiASZMmoXz58gBy9vJZsWKFeM7YipWcpwBzmZub51usLjelS5dWG8mRY6lSfX1Azn5zPFGpIoQQAHZ2dpg2bRpq1qwJd3d3+Pj4GG2xMsYpQDmOVAHyXKyuKm+p4j0FSKWKEEL+y8fHR+3t5sZarIxlClCui9VVqa6rkuNIlaOjo9r2ELwXq1OpIoSQ/7KyssLIkSPVjhlrsTKGKUBjWKwu95Eqc3Nz2Nvbi49ppIoQQkoQTZsiGmOxMoYpQGNYrE7bKugXlSpCCCkEYytWxjAFaAyL1WlbBf2iUkUIIYVkbMXK2KYA5ThSZQzbKlCpIoQQA2VMxcoYpgDlvljdGLZVoOk/QohRyMrKwrp166BUKnlHkZSmYjVx4kSkpqZyTCU9Y5gCpMXqhk+1NL558wbp6encspi9/xLDtXPnTly8eBHVqlVDvXr10KlTJ96RJPXs2TP4+/ujTp06cHZ2RpcuXVC2bFnesSQ1atQolC5dGm5ubmjdujUcHR15R5LUwoULcfToUXh5eaFnz57i5pNykJWVBW9vb4SEhCAsLAwrV66U1b3zfHx8AAAjR46Evb09jhw5gtKlS3NOJT1PT0/ExMTAy8tLbTpQLho0aID/+7//g4uLC9zc3ODk5MQ7kuS6deuG6tWrw9nZGf/3f//HO47kGjRogK+++grVqlVD1apV+f4Sxxjj+uHm5sZ0ZejQoQwAA8A+++wznT0PLwcPHhRfHwD27Nkz3pEklZmZySwtLcXXt2TJEt6RJPfJJ5+Ir69Lly6840gmMzOTeXp6qv37nDJlCu9YOrFu3ToWGRnJO4bOKBQK3hEIKVEAXGZaOo2sR6pU51ZV51zlQnVuvFSpUnBwcOCYRnq3bt1CRkaG+Fh1mF4OoqOjcfXqVfFx3759OaaRjuoIVS57e3sMHDiQYyrdGTx4MO8IOmVqaso7AiEGQz5j8Rqovgsg71b2cqBaqpydnWU1tQKovxNHEAS4urpyTCM91dJhamqKnj17ckwjDW2F6sSJE6hfvz7HZIQQonvy+imch9xLleqCQ9WFiHKhWqo+/vhj2a0XUy0e7du3R8WKFTmmKT4qVIQQYyfbUvXu3TskJiaKj+U+/Zd3gzc5UC1Vcp/68/Ly4pim+KhQEUKIjEtV3g3A5DZSpVAo8PDhQ/Gx3EaqsrKycP36dfGx3EqVnKb+qFARQkgO2ZaqvBuAyW2k6vHjx1AoFOJjuY1UyX2RuqFO/Z07dw737t0TH1OhIoSQ/5FtqVIdqTIzM0PlypU5ppFe3g3c5Faq5LxI3VCn/hhjmDx5sligqFARQog6oyhVjo6OsntbsNy3U5DzInVDnfr7559/cObMGQQHB1OhIoQQDWS7T5Ux7VEl9+0UaOqPv+zsbEyZMgUAEBERga5du+L48ePieSpUhBBiJCNVclukDsh7OwU5L1I31Km/zZs349atW+JjKlSEEJKfbEuVMY1UyW09lZwWqTPGcP/+ffGxIU79paWlYfr06RrPUaEihJD/kW2pkttIVc7thnLIcTuFR48eiZ/LaZF6ZmYm2rZtKxYrQ5z6W7FiRb4tSnLFx8dj8uTJ2LJlC5KSkvScjBBCShbZlKpLly7h8OHDAOS58eeePXvw559/gjEmy+0URo8ejUWLFoExJqtF6unp6Xj27Bnatm2LQ4cOGdzU39u3bzF37lyt5zMzM7F37158//33WL58Od+7wxNCCGeyKVUVKlRAly5dMGjQIERERKidq1q1KjIyMrBjxw4cO3aMU8Li+eijj/D999/jyy+/xOnTp9XO1alTBxkZGQgNDcW1a9c4JSyeihUrYvz48ejXrx/Onj0rHs+d+nvz5g1CQ0PVRuwMQXp6OoCckdNu3bqJx3On/pKSknDlyhU8fvyYV8QCBQQEICEhQet5MzMz+Pj4IDo6GlOnTpXdGyYIIaRIGGNcP9zc3JgUsrOzWdmyZRkAZmlpyQCIH15eXqxcuXLMzMyMPX/+XJLn07e3b9+qvSbVj2+//ZbZ2toyW1tblpSUxDvqB5kyZYrG19a0aVPm7u7OBEFg06ZN4x2zyB49eqTxdZmbm7PKlSszAKxatWosISGBd9R8nj17xqysrLT+u/Py8mL37t3jHZMQQvQKwGWmpdPI5tdKExMTNG7cGADUFjkDQHBwMBISEtC7d284OjryiFdstra2qFKlisZzmzdvRmJiInx8fGBtba3nZNKwt7fXeDwsLAyXL19GuXLlMHHiRD2nKr68/xZzZWVlITY2FoIgYNOmTbCzs9Nzsvfz9/cXR9pUtW/fHmFhYfjrr79kMfVMCCFSkU2pAoAmTZoUeH706NF6SqIb9erV03rO0tISY8aM0WMaaWkrVbl8fX1ha2urpzTS0VRKVE2cOBFt27bVT5giiIyMxPr169WOubq64tChQzh69Cjc3d05JSOEkJLLaEqVq6srPvvsMz2mkV7dunW1nhs4cOB7i0lJVlD2jz76CCNHjtRjGukUVKpcXV0xa9YsPaYpvKlTp4qLzmvVqoWgoCCEh4ejc+fOEASBczpCCCmZZLWjekGlavTo0Qb/w0DbSJUgCJgwYYKe00iroFLl7++PUqVK6TGNdLSVKisrKwQFBcHS0lLPid7v3Llz2L17NypWrIgZM2ZgxIgRsLCw4B2LEEJKPFmVqtw1VXlVqFAB/fv313Ma6Wkbqerdu7fBr23RVqrq1auHQYMG6TeMhLStqfr111/RoEEDPad5P8YYZs+ejRkzZmD8+PGwsbHhHYkQQgyGrEpV2bJl4eTkpLaDNQAMHTrUYEc6VGkbqZo8ebKek0jPxsYGpUqVQlpamtrxOXPmwMzMcP+Zahqp6tq1a4mdzkxOTkZgYKBBTyUTQggvslpTBeSfAjQxMcEPP/zAKY20ateuDVNTU7Vjbdu2RdOmTTklko4gCPl+kLu7u6N3796cEkkjb6mqUKEC1q9fX2Knoq2tralQEULIB5K0VAmCUF4QhF2CIKQIgvBYEISvpfz6hZG3VPXo0QM1atTQdwydMDc3R+3atdWOyWGUKlfeH+bz588vseWjsPJO/61ZswYODg6c0hBCyP9kZWXxjqAzqampXJ5X6pGqFQAyAVQB4A1glSAIDSV+jgLlLVWGvo1CXqpTgI0bN0aXLl04ppGWaqnq2LEjOnTowDGNNFRHqoYMGYJevXpxTEMIKaqDBw/yjqAT2dnZ+P3333nH0JklS5YgOTlZ788rWakSBKEMgD4ApjPGkhljZwDsBfCtVM9RGKqlqmHDhiVyD6DiUF2sPmnSJIMfyVGlWqoKut+cIcktVU5OTliyZAnnNIToVkREhNrN3g3du3fvMGrUKN4xdGL37t0IDQ3lHUMnsrKysGLFCty4cUPvzy3lSFVdAArG2D2VY9cB6HWkqkaNGuI7lkaNGiWr0gH8b6SqevXq6NevH+c00sotVX379pXFOjEgp1SZmppiy5YtBn1jaELeJz09Hd7e3rL6nrtkyRLcv3+fy4iHLjHGEBAQgHv37r3/YgO0a9cuvHjxAtevX9f7c0tZqsoCSMpzLBFAvvumCIIwXBCEy4IgXH79+rWEEXIWPLu4uMDW1hbffPONpF+7JMgtVePGjYO5uTnnNNKyt7eHqakpfvnlF95RJJORkYHp06ejRYsWvKMQolNTp07FzZs3S+Teax/i9evX+PXXXwEAMTExnNNI69SpUwgLC8Pz589lVxgBiNOaERERen9uKUtVMoC8m9rYAHiX90LG2GrGmDtjzL1SpUoSRsjRpEkTDB48WJYjA3Xr1kX58uUxdOhQ3lEk5+DggMGDBxd4Ox5D4+rqimnTpvGOQYhOHT16FIsXLwaQs7GtHMybNw/v3uX8+Hr16hXnNNJasGCB+LncRquuXbuGM2fOAIDBj1TdA2AmCILqLpRNANyS8DkK5ZNPPimx+wAVl729PXx9fVGmTBneUSRXs2ZNzJgxg3cMSX3xxRcGvc8WIe8TFxeHgQMHio/lUKqePHmCFStWiI/lVKoiIiJw4MAB8bHcStXy5cvFzyMiIsTbbemLZN/tGWMpgiDsBDBLEIShAFwB9ADQUqrnKKz+/fujdOnS+n5avRAEAT/++CPvGDqhbUd8QkjJxBjDiBEj8OLFC/GYHKb//P39kZmZKT5++fIlxzTSyp3SzHX37l1OSaQXFxeHoKAg8XFycjIePnwIJycnvWWQeksFHwClAMQC2AbgB8aY3keq5FqocsltLRUhxDBt2rQJO3bsEB+bm5vDxMSw95S+ffs2Nm7cqHZMLiNVjx8/xrZt29SOyWmkat26dfk2XNb3FKCk//oZY/GMsZ6MsTKMseqMsa1Sfn1CCDEmUVFRvCNo9eDBg3zbDchh6u/nn3/ON2Ukl1K1ePFiZGdnqx2Ty0hVdnY2Vq5cme+4QZcqQgghxXfz5k10794dx44d4x1FI4VCgQEDBuR755ihl6qLFy9i165d+Y7LoVTFxcVhzZo1+Y7fvXsXjDEOiaS1b98+PH78ON9xfb8DkEoVIYSUEE+ePMGgQYPg4uKCu3fvYsiQIbwjaRQQEICzZ8/mO27I66kYY5gyZYrGc3IoVatWrdJ465bk5GRZvD5tu8PTSBUhhBiZuLg4TJgwAXXr1sXGjRvBGMPcuXNL5PrJsLAw+Pv7azxnyCNVhw8fxsmTJzWeM/TSkZaWhmXLlmk9b+hTgLdu3cLx48c1nnv48CGSkvJuoak7VKoIIYST1NRUzJ8/H05OTvjtt9/EG3A3a9YMffr04Zwuv5SUFHzzzTdQKBQazxtqqVIqlfD19dV6PiYmRu9vzZfShg0bUNBG24a+WF11GwVN9DkFSKWKEEL0TKFQYM2aNahTpw58fX2RmJiodj4gIKBE3u5lwoQJBf4ANtRSFRISgqtXr2o9r1AoEBcXp8dE0lEoFFi4cGGB1xjySNXbt2+xadOmAq/R5xQglSpCCNETxhh27dqFRo0aYfjw4Wr7O+Xq1q1bibwRfGhoKP744w+YmprCwcFB4zWGuKYqKysLP//8M8qWLYvu3bujfPnyGq8z1CnAnTt34sGDB6hXrx66dOmi8RpDHqnasGEDUlNT0ahRI7Rq1Uo8bmZmJv5iQqWKEEJk5vTp02jZsiV69+6tdWRAEATMmzdPz8kKx97eHlHlOnutAAAgAElEQVRRUUhLS8PPP/+sdi73h5chjlTFxMRg3bp1iIuLw44dO5CSkiKeGzp0KGrWrAnAcEuViYkJIiIiEBkZiQ4dOojHK1SogCNHjqBq1aoGPVJlYWGBq1evIiIiAm5ubuLxxo0b49y5c2jYsCFN/xFCiFy8evUK3bt3R5s2bXDhwoUCr/X29kaTJk30lKxo3N3d4ezsDHNzc4SEhIjHmzVrhrVr10IQBIMsVVWrVkWbNm1gYWGB27dvi+vaAGDQoEEIDw/H559/brClqm/fvmjcuDEEQVDb98zZ2RkdO3ZEREQEWrZsqbaDvCHx8fGBq6srBEHA06dPxeNVq1ZFixYtcOXKFfTt21dv20bQTckIIUSH7O3tsXjxYrRs2RLBwcG4du2axussLCwwe/ZsPacrulevXuHff/8VH3t6emLw4MEAgIMHD/KKJYnw8HDxcxMTE7i6uqJMmTLYt28fnj17xjGZNFRLVZ06ObfpLVeuHDZs2CCLvapU/46qVasGIOf/qwkTJugtA5UqQgjRMWdnZ/j6+sLW1lbrzd59fHzEqaaSbOfOnWrvhPP09AQADB48GB4eHrxiSeLy5cvi5/Xr1xdvXG9iYoLq1avziiWZ6Oho8XNnZ2e1cyXxjRFFlXekigea/iOEED1YuXKl1kJlbW2NadOm6TnRh8k79VejRg3xsT5vXKsLqiNVqutz5CA1NVVtJCd3pEousrKy1KZoc0eq9I1KFSGE6FjeQmViYoI2bdqIjydPnoyKFSvyiFYkmqb+5CIrK0vtXWLu7u4c00jvwYMHao/zjlQZuhcvXqhNYfIaqaLpP0II0SFNhSooKAiNGzdGo0aNYG9vj7Fjx3JMWHjapv7kIO8idbmNVOW9ObfcRqryrnnjNVJFpYoQQnREW6H66quvAAAff/wxxowZI67dKekKmvozdJoWqcuJ6nqqChUqoFy5chzTSC9vqfroo4+45KBSRQghOvC+QgUA06ZNg5eXF494RSbnqT9A+yJ1uci7nYLcqC5Sr1ixIrftPahUEUKIxApTqICcfakMhZyn/gB5L1IHNG+nICeatlPggRaqE0KIhApbqAyNnKf+5L5IHSh4OwU5KAnbKQBUqgghRDJyLVRyn/qT+yJ1uW+nANBIFSGEyIpcCxVgXFN/clykLvftFAAaqSKEENmQc6EC5D31BxjXInVAfiNVeTf+pFJFCEF2djbvCDoVGBiIO3fu8I4hufT0dCxbtkx8LLdC9fr1a1lP/QHyX6Qu9+0U8m78yXP6T9bv/ouIiMA///yDZ8+eIT09HevWreMdSVIZGRnYuHEjoqOjERUVhalTp6Jp06a8Y0nq0qVLOH78OMLDw1G7dm0EBATwjiSpzMxMHD16FCEhIfjnn39w+/Ztg9hZu6hWrVoFHx8f2Nvb48SJE6hfvz7vSJKxsrLC8ePH0a5dO0RHR8uqUAFApUqVEBERgZCQEISEhKBv3768I0lu1apVuHTpEsLDw9GxY0fecSTXq1cvVKlSBVFRUbK4cXJe5cqVw9atW/Hs2TM8ffqU70gcY4zrh5ubG9OVdevWMQAMADMzM2MKhUJnz8VDVlYWMzMzE1/j6tWreUeS3A8//CC+vgYNGvCOI7moqCjx9QFga9as4R1JcgcPHlR7jfb29iwyMpJ3LMk9f/6c7d69m3cMQoiOAbjMtHQaWU//qc6rKhQKxMbGckwjPTMzM9SqVUt8rDrEKxeqQ/GRkZFITk7mmEZ6zs7O+OSTT8THwcHBHNPoRvv27dWmjF69eoV27drJbirQ0dERPXr04B2DEMKRrEtV3nlV1XcHyIXqMGfexYhyoFqqGGO4du0axzS6oVo4jh8/jjdv3nBMIz1zc3MEBQUZRbEihBg3WZeqvO8AyHtvIDlQLVVyHKlq2LAhLC0txceqC0rlQrVsZGdnY/fu3RzT6AYVK0KIMZB1qbK2toatra34WI4jVar7jURHR6vtJSMH5ubmaNKkifhYjqXKGKYAASpWhBD5k3WpAtRHq+Q+UpWWloaXL19yTKMbqlOAcixVgPynAHMVtVgxGb5TiRAiX7IvVarrquQ+UgXIf12VHBerA8YxBZirsMVKqVRiyZIlPCISQsgHkX2pkvtIVY0aNWBm9r/txuS4rsoYFqsbyxRgrsIUq/Pnz2PKlCl4/Pgxr5iEEFIksi9Vch+pyrutghxHqoxhsTpgPFOAud5XrEJCQpCZmYkZM2ZwTEkIIYUn+1KlOlL14sULWd4KRO7vADSGxeqAcU0B5iqoWG3fvh0AsHnzZkRERPCKSAghhSb7UqU6UqVQKBATE8MxjW7Ifa8qwDgWqxvbFGAubcUq9/9Vxhh8fX15xSOEkEKTfakyhr2q8m6rIMd3TBnDYnVA+xSgXNeS5cotVj179tR4fv/+/Th16pSeUxFCSNEYXamS47qqvNsqvHjxQnysUCh4RJKctsXqjDFZTQ1pmgJkjGHChAlYvXo1x2S6k5SUJI5UHThwQOt1kydPluUvDIQQ+ZB9qcq7AWjuSNXdu3dl83btvNsq5G4C+vvvv2Pt2rWcUklL02L1d+/eoV+/fggKCuKYTFqapgAnTJiARYsWIT09nWMy3bl69SoWLVqEPXv2ICMjQ+t1Fy9exK5du/SYjBBCikaWpSopKQmTJ0/G9evXAaiPVj18+BDz5s1DkyZNkJSUxCtisUVFRWH58uV4+fJlvm0VTp48ia5du2LMmDH57n9oSFJTUxEYGIinT5/mW6y+e/duNGvWDCEhIbC3t+eYUhr79+/H+fPn8ebNG7XRqiNHjmDRokUAINtS5eHhgbCwMGzfvh1OTk4FXuvr6yub0VdCiPzIslTZ2Njg/v37cHV1haurKxISEsRzy5Ytw9SpU5GRkaH2Q9rQODk5YeXKlfjoo4/QoUMHtVEcf39/HDlyBABQr149XhGLrXTp0jh27BiqV6+Ojz/+GK9evRLPnTx5UtzPSA6lKjU1FS1btkSlSpUwc+ZMjdcUNIpj6ExMTNCvXz/cvn0by5cvR+XKlTVed+/ePaxfv17P6QghpHBkWaoAYPTo0QCA69evq60xUl2T4eLiovdcUjExMcHEiRPBGMO///6LlJSUfNeYm5ujZs2a+g8noVmzZsHc3Bx37tzBkydPNF4jh1LVt29fDBo0CID28iTXkSpVFhYWGDlyJKKjo+Hv74+yZcvmu8bf3x+pqakc0hFCSMFkW6ratGmDxo0baz1vY2Nj8IXD29sbjo6OWs87OTmpTQsaotq1a2PEiBEFXiOHUgUAS5cuVdvINS9jKFW5rK2t4efnh/v372P06NEwNzcXz718+RJLly7lmI4QQjSTbakSBEEcrdLExcUFgiDoMZH0LCws8NNPP2k9b8hTf6p+/vlnlClTRut5uZQqGxsbbN68GSYmmv+3NKZSlaty5cpYtmwZIiMj0b9/f/H4/PnzERcXxzEZIYTkJ9tSBeSM5JQrV07jOUNeT6Vq+PDhau9uVFW3bl09p9GNKlWqaC2PlpaWsLOz03Mi3fnss88wbdo0jefkvKbqfZycnLB161aEh4ejU6dOSEpKwty5c3nHIoQQNbIuVaVLl8aQIUM0njPk9VSqbGxs8MMPP2g8J5eRKgCYMGECypcvn++4vb29wY845jV9+nQ0bdo033FjHKnK69NPP8Xhw4dx5MgRXLhwgW62TAgpUWRdqgDAx8dH4w9duYxUAcCYMWNgYWGR77hcRqoAwNbWFlOnTs13XC5Tf6rMzc2xZcsWlC5dWu04lar/6dixI06fPg0rKyveUQghRCT7UlWrVi10795d7ZggCGjUqBGnRNJzcHDAwIED8x2X00gVAIwcOTLfDvlyLFVATiFevHix2jFjnv7TxMTEBFWqVOEdgxBCRLIvVQAwatQotcd16tQpcOGzIZowYYLaiJytrS0qVarEMZH0rKys8u3hJNdSBQDDhg1T+4WARqoIIaRkM4pS1bFjR9SvX198LJf1VKrq1q2LXr16iY/r1asnu7VGADBgwAC1v0s5lypBELB27VpxI0wqVYQQUny6vIeoUZQqQRDURqvktJ5K1aRJk8TP5bSeSpWZmRnmzJkjPpZzqQJythQIDAwEQKWKEKJfSqWSdwTJRUZGIiwsTGdf3yhKFZAzwmFtbQ1AvqWqefPm8PDwACC/9VSqevXqJb47zsHBgXMa3fv888/h4+MDhUKB7Oxs3nEIIUbg1KlTOi0fPGRmZsLb21unZdFoSpW1tTW+++47APItVcD/RqvkOlIF5Iw8zp8/H4D8R6py/frrr6hXrx4tViekhMrMzOQdQTL3799Hnz59ZPf91c/PD1evXtXpu4aNplQBOe8eK1++PKpVq8Y7is5069YNjRo1kvVIFQC0b98enTp1kt3/9NqULl0aQUFBUCgUvKMQQvIIDw/HunXreMeQRGJiIrp37474+PgCb4NmaE6dOoWAgAAAoFIllbp162LSpEmyXMCdSxAETJ48Gc7Ozryj6Ny8efOM6i31bm5usLGx4R2DEKLi2LFjaNu2LRo0aMA7SrEpFAr069cPkZGRcHBwULvnpiF7+/YtBgwYIC5Q12WpMuy77X6Agu6VJxdff/211vvHyYmbmxvvCIQQIxYSEoJvvvkGJiYmaNGiBe84xTZhwgQcOnQIAGQ1ozNq1Cg8efJEfEwjVRLStPO43BhDoSKEEJ5WrlyJfv36ITMzEy1btoSlpSXvSMXy559/YunSpeJjuZSqbdu2ISgoSO2YLv+u6KcvIYQQLu7evYvExETeMYqEMQZ/f3+MHDlSnE5q164d51TFc/z4cYwcOVLtmBxK1ZMnTzTeG5em/wghhMjGixcvMHPmTDx//hyhoaG84xRadnY2Ro0ahT/++EPtuCGXqnv37qFv3775tmsx9FKlVCoxcOBAjaVdlyNVVKoIIYToRWJiIhYsWIDFixcjLS0NV69e5R2p0DIyMvDNN9/g77//VjteunRpcd88Q5OQkIDu3bsjISEh37nq1atzSCSd3377DSdPnsx33MLCQqdLZKhUEUII0an09HSsXLkSc+bMQXx8PADA29sbrq6unJMVTlJSEnr27IkTJ07kO9eqVSuDXKublZUFT09P3Lt3T+N5Qx6punbtGqZNm6bxnC6n/gAqVYQQQnQkOzsbQUFBmD59utq7r8zNzTF79myOyQovJiYG3bp10zqqZqhTf2PHjsWxY8e0njfUUpWWlgZvb29kZWVpPK/rNxRQqSKEECIpxhgOHDiAKVOm4MaNG/nO+/j4oFatWhySFc2DBw/QuXNn3L9/X+s1hliqVqxYgZUrV2o9b25ubrB7AE6ZMgW3b9/Wel7XI1X07j9CCCGSuXjxItq1a4cvvvhCY6GytrbWOjVTkly/fh2fffZZgYXK2tra4PbLO3z4MH788ccCr/noo48McmueQ4cOYdmyZahYsSJcXFw0XkOlihBCSIl39+5d9O3bFy1atMCpU6e0Xjdx4kRUqlRJj8mKLiMjA5s3b0aLFi3QqlUrVKhQQeN1rVu3hpmZYU34VKxYEZcuXUJ0dDSWLVum8RpDnfqrU6cOEhIS8Pr1a0yePFntXO60H62pIoQQUmIplUr4+flh3rx5+d6Wn1eVKlUM4q4WlpaWWLhwIYCcNToNGjRAXFxcvuvat2+v72jF9umnn4qfb9myRfy8Zs2aUCgUePbsmcGWqtq1a4ufBwcHi5/XrVsXa9euRbdu3XS+popGqgghhHwwExMT+Pn54dChQxg+fDjs7Oy0Xuvn54eyZcvqMV3xzZ8/H48ePRIfqxYOQ1xPlevixYu4dOmS+Hjs2LHYt28fypQpY/DbKSQlJeHgwYPiY09PT7Ru3RoHDhxAxYoVdfrcNFJFCCGkWMzMzNChQwfY2tqqjRCocnZ2xtChQ/WcrHju37+PgIAA8bGbmxt2796NRo0aQRAENGnShGO64vn999/Fz8uWLYtBgwbB1tYW27Ztw4sXLzgmK77Q0FBkZGSIjz09PQHkTNcGBgbq9LmpVBFCCCm2y5cvo1OnTnj79q3G83PmzIG5ubmeU304xhjGjBkj/nAWBAErV65E1apVERAQgAMHDsDU1JRzyg/z8uVLtfKbW6gAoHv37mqFxBDlnfpTXbRub2+v0+emUkUIIRwxxqBQKJCeno709HRkZGRo/DzvY4VCgX79+ok/DHnSVKg8PT0REhICAHB3d0ffvn15xfsg+/btw/79+8XHQ4cORbNmzQAAw4YNQ+PGjXlFK7Y///xTbR+nUaNGqZ035JtDa5r6EwRBb89PpYoQQvSMMYaxY8dizZo1yMjIgFKpLNKfr127NrZs2VJiC9Xw4cOxatUqPH36FBcuXEBAQIBBvUU/LS1NbduB8uXLY+7cueJjExMTtGzZkke0YsvMzFS7d2GXLl1Qr149jomkpW3qT1+oVBFCiJ4JgoBFixYhPj5e7R1YhTFkyBAsXrwY1tbWOkpXeAUVKhMTE3h5ecHW1tbg3iWXd3H63Llzdb7AWV9CQkIQExMjPh4zZgzHNNLLHR0F8k/96QVjjOuHm5sbI4QQY5SZmclatmzJALz3o0KFCmznzp28I4vCwsKYnZ2dWsbhw4ez7Oxs8ZonT56wK1eucExZdNHR0czS0lJ8TW5ubkyhUPCOJZlmzZqJr83Z2Vnt78vQJSYmqv3dTZs2TSfPA+Ay09JpaKSKEEL0SKlU4ty5cwgJCcHff/9dqHdadenSBYGBgXBwcNBDwvd73whVrmrVqhnUnkdMy+J0Q12QnlfebRRGjx5tUNOy78N76g+g6T9CCNG5DylSQM7uzwsWLMCoUaP0uti2IIUtVIaooMXpcqBpGwU54T71BypVhBCiE0UpUoIgIGdW4X9cXV2xZcsWNGzYUNdRC03Ohep9i9MNnaZtFGxsbDgmkta7d+9w4MAB8bG+3/WXi0oVIYRIpChFysbGBj169ICXlxdu374t3qtMEARMnDgRs2bNKlFvbZdzoQLkvTgdeP82CoZu37593Kf+ACpVhBA9iY2NReXKlXnH0Ik7d+5g1apVRSpSnTp1EktT7r461apVw6ZNm9C2bVt9xC40uRcqTTunG9ru7wWR+zYKQMmY+gOM6N5/ycnJvCPo1OvXr2X9GuPj43Hx4kXeMXQmISEBY8aMQUpKCu8oOhEbGwtHR0e0aNECv/32Gx4/fsw7kqQePnyIZcuWaSxUNjY2+Pbbb7Fv3z7ExsZi06ZN+PLLL9VGoaKjo9G/f39ERESUuEIFAMePH5dtoQKAf/75R7aL0wHg/PnzeP36tfhYbtsoZGRk4NixY+JjXlN/AOS9pUJcXBxbtWoVa9euHbO2tmbJyck6ey5erly5wr777jtmaWnJli5dyjuO5LKzs9maNWtYhQoVmIODA0tMTOQdSXLx8fHM3d2dAWBt27aV5b/TVatW5dsioFmzZmzhwoXs0aNHBf7ZqKgotmHDBqZUKvWUtugyMjLUthewsbFh3377Ldu3bx9LT09/758/efKkHlIWj7+/v8ZtE+TizJkzrEmTJmzYsGG8o+jEo0eP2KRJk1jz5s1l+fcXFxfH1q9fz7p168auX7+u0+dCAVsqyLpUXb58We2beHBwsM6eixc57znCGGN79+5V+zscP34870iS++qrr9ReoxyLVYcOHQrcg6mggpWUlMQAME9PTxYXF8chfeH8+OOPRSpShmjfvn2y+x6jKisri7179453DJ0qyb+cGAqjLVVKpZLVqlVL/Mbt6emps+fiZfPmzWo/nPbv3887kqSUSiVr3bq1+PpMTU3ZjRs3eMeS1PPnz1mdOnVkXaxevnzJVqxYwTw8PJggCO8tWL/++qtawbK3t2cAmKOjIzty5AjHV0IIMXZGW6oYY2zy5MniN+tSpUrJ6gcVY4ylp6ezKlWqiK+xa9euvCNJLiIigpmamoqv0cPDQ3a/bRlDscr1IQWrYcOGasd/+uknlpaWxvulEEKMkFGXKmOYAvTz81N7jXfu3OEdSXJjx45Ve41bt27lHUlyxlSschWlYOX9aNSokc7XThBCSF4FlSp5vHWjAJ9++ilq1aolPlZ926VcjBgxAubm5uLj5cuXc0yjG/7+/rC3txcfjx8/HklJSRwTSc/R0REnT55EnTp1xGMnT57El19+Kdt3Bdrb28PHxwcnT57EixcvsGLFCnh4eBTqnTs3b95E06ZNsWjRIiiVSj2kJYSQgsm+VAmCAC8vL/FxaGio7H5AOTg4qG10tmHDBtkVDltbWyxcuFB8/PLlS8ycOZNjIt0oSrGSW5H4kIKVmZmJ8ePHo3Pnznj27Jke0xJCSH6yL1WA+s6qaWlpavd2kgvVfUeSk5OxYcMGfmF05Ouvv0abNm3Ex0uXLsXNmzc5JtKNwhargwcP4t9//+URUedyC9ZPP/0EM7P371F87NgxuLi4yHIkmhBiOIyiVBnDFGDz5s3Vbvz5+++/y24kQxAELF++XNyULzs7G6NGjcpZHCgzhSlWwcHBmDx5sixfPwDs2bMHnp6earfWKEhCQgK8vLwwcOBA2Y3UEkIMg1GUKmOYAgTUR6uio6Nx6NAhjml0o3Hjxmqv89SpU9i2bRvHRLpTULFKSEjAnj17cOHCBezevZtjSt2IiYlBSEgIunbtis6dO6NNmzZo1qwZXFxcUK9ePdSoUQNVqlSBra1tvvvjbdq0CU2aNMGZM2c4pSeEGCuB92+57u7u7PLlyzp/nvDwcLi7u4uPg4ODud1wUVcyMzNRvXp1xMTEAAC6du2qdtduuUhKSkK9evXw6tUrADlryu7cuQMbGxsolUosW7YMY8eO5ZxSOi9evEDbtm0RFRUlHqtZs6Z489f69evjxo0bhZomkyvGGDIzM5Geni5+KBQK1K5dm9/tKgghsiQIQjhjzF3TOaMYqQKMYwrQwsIC33//vfj44MGDuHv3rvhY9Q7shszGxkbrovV169Zh1qxZspr61DRipfp3eefOHVmuoSsKQRBgaWkJW1tbVKlSBTVq1ICTkxMVKkKIXhlNqSpoCjA9PR3nz5/nFU1S2rZXiIqKQvfu3XnFkpymRetHjx7FxIkTkZCQgOvXr3NMJz1HR0ccP34clSpV0njez88Pqampek5FCCFEVbFLlSAIloIgrBME4bEgCO8EQbgmCEI3KcJJTdO7ANPT09GnTx8cPnyYYzLpaNpe4fHjx/jyyy9x69YtZGZmckwnHUEQsGLFCrVF6127dkViYiIA4MSJEzzjSUapVOLMmTP48ccf0bx5c7U7zat68eIFli1bpud0hBBCVEkxUmUG4CkADwC2AH4GECwIQk0Jvrak8k4BbtmyBX369BHLlVzk3V7Bzc0N9+7dA2MMz58/55hMWnXq1MG3334rPs7OzhY/l0upYozhwYMH2L17N168eFHgtfPnz0dcXJyekhFCCMmr2KWKMZbCGPNnjD1ijCkZY6EAHgJwK3684mOMITAwEPv27cPdu3fRo0cP8dzevXvFPasyMjJ4RZTEkydP4O/vj8WLF+PWrVuoXLmyeE71B+3Tp095xJMMYwwTJ06EjY0NrKystK4lOnXqFBQKhX7D6YCpqSkGDBiAu3fv4rfffkP58uW1XpuYmIh58+bpMR0hhBBVkq+pEgShCoC6AG5J/bU/RO4C1v/85z/4+OOPsWTJEo3XGfpIVfXq1REfH49x48ZhyJAhiI2N1XidoZcqQRAwf/58fP311wVe9+7dO1y5ckVPqXTPysoK48aNw/379+Hr64tSpUppvG758uV48uSJntMRQggBJC5VgiCYAwgCsJExdqeA64YLgnBZEITL2taISOnrr79G//79C7zG0EsVACxatAhdunQp8BpDL1VAzujNqlWrMGPGjAKvk8sUoCo7OzvMnTsXUVFRGDZsGExM1P8XzsjIgJ+fH6d0hBBi3N5bqgRBOCkIAtPycUblOhMAmwFkAhhV0NdkjK1mjLkzxty1vZtJaitXrkS1atW0npdDqTIzM8Nff/2Fjz/+WOs1chnFEAQBM2fOxPLly7W+bV6OpSrXRx99hNWrV+PWrVvo3bu32rmNGzfixo0bnJIRQojxem+pYoy1ZYwJWj5aAYCQ81NtHYAqAPowxgp3Xwk9srOzw6ZNm7T+AJZDqQJybjy8b98+rWtv5DBSpWrkyJHYvn272jYSuc6cOVPoW5wYqvr162PHjh04f/48WrduDSBn3dnUqVM5JyOEEOMj1fTfKgAfA+jOGEuT6GtKrm3btpg4caLGc4a+UF2Vk5MTdu7cqXGHbbmVKgDw8vLC/v37UbZsWbXjKSkpCAsL45RKv1q0aIFTp04hNDQUjRo1QmhoKE6fPs07FiGEGBUp9qmqAWAEAFcArwRBSP7vh3ex0+nArFmz4Orqmu+4XEaqcnl4eOCPP/7Id1yOpQoAOnbsiBMnTuTbHFPOU4B5CYKAL774AteuXcPGjRuxcuVK2d5smRBCSiIptlR4/N+pQCvGWFmVjyApAkrN0tISQUFBsLKyUjsut1IFAEOGDMG4cePUjsXHx8vyZtIA4O7ujrNnz6JmzZriMWMqVblyt2EIDAyUzWavhBBiCIzmNjWqGjRogAULFqgdk2OpAoAFCxbg888/Vzsm19EqIGdD0LNnz6Jx48YAgLNnz8pqarcorKysYGlpyTsGIYQYDaMsVQAwatQote0H5FqqTE1NsW3bNjRs2FA8JudSBeTcJ+/ff/9F69atkZ6ejgsXLvCORAghxAgYbakSBAGBgYGoUKECAHktVM/LxsYG+/btQ8WKFQHIv1QBOe/2PHToEHr06GGUU4CEEEL0z2hLFZBz8+E1a9YAkO9IVa5atWph165dMDc3N4pSBQClSpXC33//DScnJ95RCCGEGAGjLlUA0KtXLwwZMkT2pQoAWrVqhdWrVxtNqQJyNkRVvekyIYQQokzywMIAACAASURBVCtGX6oAYMmSJahatSrvGHoxaNAg9OvXj3cMQgghpERISkrC+fPnJflaVKoAlC1bFmvXruUdQ286derEOwIhhBDCXUJCgqQ/E6lU/Ze7uzvvCIQQQkiJpVQqsXLlSigUCt5RJBEXF4cOHTrg6tWr+OSTTyT5mlSqCCGEEFKghIQE9OjRA2FhYRpvgWZoYmNj0a5dO7FQ5d0Q/EMZ/n8ZQgghhOjM1atX0adPHzx8+BAHDx7kHafYXr58iQ4dOiAyMhJAzr1TpUIjVYQQQogOvH79GuHh4bxjFEtgYCBatmyJhw8fokKFCmjfvj3vSMXy7NkzeHh4iIUKoFJFCCGElFjJycmYNWsWmjRpgmrVqvGO80HS09MxbNgwDB48WNxyqE+fPjA3N+ec7MM9fvwYHh4eiIqKUjsuZami6T9CCCFEAllZWVizZg1mzZqFmJgY+Pv7o3LlyrxjFdnDhw/Rt29fXLlyRe34V199xSlR8T148ADt2rXDkydP1I5XrlwZNWvWlOx5qFQRQgghxaBUKhESEoKff/4Z0dHRAHJ+WI8bN45zsqLbv38/vvnmGyQkJKgdt7e3R5s2bTilKp579+6hffv2eP78eb5zLVq0gCAIkj0XTf8RQgghH+jYsWNo1qwZvvrqK7FQAcD06dNhbW3NMVnRZGdnY8aMGfjiiy/yFSoA6Nu3L0xNTTkkK57bt2/Dw8NDY6ECpJ36A2ikihBCCCmyq1evYsqUKTh8+HC+c7Vr18bw4cM5pPowb968gbe3t8bXkssQp/4iIiLQsWNHvH79Wus1VKoIIYTITkJCAv79918oFAr06dOHdxytHjx4gOnTp2Pr1q1ar5kzZw4sLCz0mOrDXbp0CX379i3wnrBVq1bF//3f/+kxVfFduXIFnTp1Qnx8vNZrTExMJN/4m0oVIYQQvUtKSsLp06dx4sQJnDhxAlevXkWjRo3w77//8o6mUWxsLH755Rf88ccfyMrK0nrdp59+Ci8vLz0m+3Bnz55Fr169ChzJAQAvLy+YmBjOaiHGGB4+fIgZM2YgJSUFZ8+exf79+/Nd16hRI8mnaKlUEUII0bmUlBScOXNGLFHh4eHIzs4Wz9esWRMHDx6EnZ0dx5SanT59Gj179ixw1CNXQECAwRSQzz77DDExMYiJicGOHTswatQojdcZ2tSfIAjiaKdSqUTTpk01Xif11B9ApYoQQogOpKWl4dy5c2KJunTpktZ7xlWqVAmHDx+Go6OjnlMWTuvWrREVFYXdu3cjMDAQZ86c0Xhdp06d0LFjRz2nKx5BEFCuXDmsXr1a4/natWsb9L1xg4KC1LaGGDZsGLZs2YK0tDSdTGkaRp0mhBBiENavXw8PDw/Y2dmhY8eOmDNnDs6dO6e1UJUtWxYHDhxAnTp19Jy0aMqXL49evXohNTVV6zXz58/XYyLp+Pr6IiIiQnz8n//8R9xmoF+/fpJuOaBPaWlpmDp1qvi4WrVqWLp0KRYsWABANyNVVKoIIYRIpm/fvnBxcSlw3VEuc3Nz7Nq1C25ubnpIVjwJCQno2LFjvg0xc/Xv3x+ffvqpnlMV3+HDh7F48WLxcePGjfHXX3/hm2++AZBTqgzVkiVL8OzZM/Hx3LlzUapUKfj4+MDT0xN169aV/DkFxpjkX7Qo3N3d2eXLl7lmIIQQIq2DBw/iyy+/VFs3pUoQBGzfvt0gFnVrKlSffPIJypQpgzNnzsDMzAx37tyBk5MTx5RF9/r1a7i4uODVq1cAAEtLS1y+fBmNGjXCw4cP0aNHD1y/ft0gR6piY2Ph7OyMd+/eAch5A0FYWJi43i09PR1WVlYf9LUFQQhnjGmcE6WRKkIIIZJhjGHLli0YNGiQ1kIFAMuXLzfoQnX06FF89913AIDvv//e4AoVYwyDBw8WCxUALFy4EI0aNQIA1KpVCyEhIQZZqABg5syZYqECcl6b6hsIPrRQvQ+NVBFCCCc7duyAmZkZ7O3tYW9vjypVqujsm70+REREYNSoUTh9+nSB182YMQMzZ87UU6oPV1ChKl++POLj4+Hs7Iw7d+4Y3D3+Vq5ciZEjR4qPP//8c4SGhhpsiVIVGRmJxo0bi6W+e/fu2Lt3r2Rfv6CRKnr3HyGEcGJtbY2uXbtC9ZdbOzs7sWQ5ODiIn+f9qFixYol5635iYiL8/PywfPnyfKNT7u7uUP3FecSIEfD399dzwqJ7X6ECchav79692+AK1e3btzF+/HjxceXKlREYGCiLQgUAkydPFv8dmpqaigvT9YIxxvXDzc2NEUKIsZo9ezYDUOQPMzMzNmbMGJaYmMgtu1KpZJs3b2ZVqlTJl8/BwYFt27aNpaamisf69OnDFAoFt7yFFR8fzz799FO11/PJJ5+wuLg43tGKLT09nTVp0kTtte3fv593LMkcP35c7bX5+PhI/hwALjMtnYZKFSGEcKBUKtn9+/fZ9u3bmZ2dXZEKVfv27dnFixe55r9+/Tpr3bq1xrI3YcIElpSUJF5bpkwZ1q5dO5aens4xceHIuVAxxthPP/2k9trGjBnDO5JksrOz1f7urK2tWUxMjOTPU1Cpouk/QgjRMfbf22ZcvnwZ4eHhCA8Px5UrV5CQkFCkr+Pm5ob58+dz3WCyoKm+tm3bYvny5WjYsKHa8c6dO2PDhg2wtLTUZ9QiK8yUnyHTtH1CQEAAx0TSyrvRp6+vr96nZmmhOiGESEiqAqWqTp06mDNnDvr06cNtHRX777v6Jk6ciJiYGLVzDg4OWLRokdaNIovz9nV9kXuhKmj7BDlIS0tD3bp1xX2pqlWrhrt376JUqVKSPxctVCfEABjCD54PlZGRgdOnT8PNzQ3lypUr0p+9cuUKrl27hgEDBsDMrGR+y3ry5AlWrFjxwQXKwcEBL1++zHfc0dER/v7+GDRoEMzNzaWKW2T37t3DkCFD8t2exczMDGPHjsWMGTMKvDFtSf93LfdCxd6zfYIcaNvoU++0zQvq60Mfa6rS0tLYzp07df48vCiVSvbnn3+yR48e8Y6iM8HBwczPz48plUreUXTiyJEjzMHBgW3dulWWrzEsLExc51C7dm3m6enJ5s+fz44cOcLi4+ML/LPv3r1j5ubmrH79+mzHjh0l8r/P3bt3C70eqlq1aqxXr17sl19+YQcOHGCxsbHs9OnTatfY2dmxgIAAlpKSwvulMcYYu3//PrO0tFTL2K5dO3br1i3e0SQRFRXFHB0dZbmGijHG3rx5wxo3biy+vi+++KJE/n/0oZRKJevZs6f4+j799FOWnZ2ts+eDsS5Uz87OZlu3bmU1atRgANiZM2d09ly8vH79mv3nP/9hAFjr1q0N4p01RRUcHMxMTU0ZADZ9+nRZfTNgjLGMjAxWv3598RuCh4cHu3nzJu9Ykvrjjz8KLBrvK1oeHh7itc2aNWPHjh3j9Eo0y87OZtbW1oUqUJpMnz6dAWClSpVivr6+7y2aPPj7+zMAzNHRkW3btk12/x/evXuXOTo6yq5Q5UpLS2M//vgjq1Klik4Wb/OmVCpZaGgo+/jjj9nx48d1+lxGW6piYmJYmTJlxG9wzZs3l903gjFjxqh9E589ezbvSJJ68+ZNvh9WcitWmzZtyvfD2NTUlI0bN47r2+Wl9MMPPxR5ywDVouXp6ZnvfOfOndnly5d5vzRR//79C1WgNGnVqhX7/vvv2fPnz3WYsHhSU1PZ7Nmz1d7VJzdRUVGyLFSqSmJhl5I+BhaMtlQxxtjMmTPVvhFv375dp8+nb4mJiax27dpqP4zPnz/PO5akjhw5wqysrGRbrJRKJduyZQuzt7fXuNePHKYEs7Oz2Z07d1hQUBAbN24c8/Dw0Diy8yEfXl5e7O7du7xf4gdTKpXswYMHvGMQQgrJqEtVcnKy2lx5zZo1DWKvlKI4f/68OD2W+xu+XEY4csm9WDGWU5B/+ukntb/LwkwJnjp1Ss9JpSFl0TI1NWXDhw9nz5494/2yCCEyZ9SlijHG1q9fr/YNeOHChTp/Tn2bNWuW2mscMGAA70iSM4ZixRhjERERGjdV1DQlmJWVxcqUKcPOnTvHMbF0ilu0rKys2OTJk2U/xUEI4cfoS5VCoWAuLi7iN147Ozv25s0bnT+vPikUCtaqVSu1HzDbtm3jHUtyxlKsCjslGBsbywCwcuXKyeadWHktW7asyCNXdnZ2bN68eSXm3XOEEPkoqFSVjLtx6pipqSkWLlwoPn779i1mz57NMZH0TE1NsWXLFtja2orHvv/+ezx+/JhjKul17NgR+/btU9v3Zvbs2fDz88v5LUFFVlaWvuNJRhAEeHt74+7du/jpp59gamoqnnv58iW+/vprtGvXDv/++y+AnH12unTpgidPnvCKrBPnzp3DuHHj3nudpaUlatasiRYtWqBnz5746quvkJGRgWPHjuX7d0EIIbpiVDuqf/755zhw4ACAnE3rbt++jTp16ujlufVl+/bt6N+/v/i4VatWOHnypNoPZTk4evQounfvjvT0dPHY9OnTMXPmTHFH5zFjxiAgIIDPBnASu3HjBkaOHInTp08XeF39+vVx+vRpVKxYUU/JdOfNmzfo3LkzsrOzYW9vDwcHB9jb22v8sLW11biTNyGESK2gHdWNYvov140bN5iJiYk4RdCnTx+9Pbc+DRgwQG0qJO82C3KZKitoKjApKYlZWlqygIAA3jElU9CUoOpH8+bNWXJyMu+4hBAiSzD2NVWqhg0bpvYD6PTp03p9fn143zYLmzdvZo8fP+aYUDrailVQUJC4tkZu+84kJiaysWPHFlisunTpwjIyMnhHJYQQ2SmoVBnFmipVM2fORJkyZcTH48ePV1tzcf78eR6xJGVjY4OgoCBxyi87Oxve3t5ISkpCZmYmpk+fjuDgYM4ppaFtjdWPP/4IIGf93Pz583nF04k3b97g1q1bBV5z6NAhfPfdd1AqlXpKRQghxOhKlYODAyZNmiQ+vnTpklgwdu7ciYkTJ/KKJqkWLVrAz89PfPzgwQOMHj0aq1evxqNHj/DXX39xTCctTcXqzZs34ufLli3D06dPeUSTFGMMv/32Gxo1aoQjR4689/qtW7fm+6WBEEKI7hjVQvVcKSkpqFu3Ll68eAEAqFmzJk6dOgU3NzckJycjMTERFhYWes2kC9nZ2Wjbtq3aneVLly6N1NRUAEB0dDScnJx4xZNcYGAgBg8erPHcd999h/Xr1+s5kfTi4+Nx6tQpnDhxAidOnMDNmzff+2fmzZuHKVOm6CEdIYTIX0EL1Y2yVAH5fwBXrlwZsbGxAICwsDC4u2te2G9oHj9+jCZNmiAxMTHfuTlz5mDq1KkcUknn5cuX2LZtG4KDg3Hx4kWt15mYmCAiIgINGzbUYzrdi42NVStZd+7c0Xjd2rVrMWTIED2nI4QQ+SmoVBnd9F+uAQMGwMXFRXycW6gA4MKFCzwiSSY9PR07duzAL7/8gmnTpqlNi6mSwxSgra0tMjIytJaJXEql0uALpCaVK1eGp6cnVq5cicjISDx//hxBQUEYOnSo2ijk8OHDsWfPHo5JCSFE/oxqpColJQX9+vVDeHg4UlJSkJycrHG9ibe3N7Zs2aKXTLqyYcMG/PDDD2r7OGly+/ZtfPzxx3pKpTtxcXGYN28efv/9d2RmZmq97vTp02jVqpUek/H19OlTcRTrwoUL+PPPP9GmTRvesQghxGDRSNV/lSlTBmvXrkX58uXx7t07rQt4DX2kCgAGDRqE8+fPo3bt2gVeJ4fRKgCoUKECFi5ciHv37mHgwIFaN4KcPHmyUS3crlatGgYMGIDAwEDcvn0bDRo04B2JEEJky6hKFQDY29vj5MmTaNKkidZr7t+/j9evX+sxlW64uroiPDwc3bt313rNX3/9JauSUaNGDWzYsAHXr1/HF198ke/8uXPnsHfvXg7J+BMEQRY7rRNCSElldKUKACpVqoTjx4/Dzc1N6zUFLXo2JHZ2dti9ezfmzJkDE5P8f9137tzBjRs3OCTTrcaNGyM0NBSnTp1CixYt1M75+vpCoVBwSkYIIUSujLJUAUD58uVx9OhRNG/eXON5OUwB5jIxMcHUqVNx6NAhjSMV27dv55BKP9q0aYNz585h586dqFevHgAgMjISGzdu5JyMEEKI3BhtqQJyRnEOHz6sceGynEpVro4dO+Lq1av5Rm7kNgWYlyAI6NWrF27evInVq1fDwcEBfn5+SEtL4x2NEEKIjBh1qQJybuly4MABtGvXTu34pUuXkJ2dzSmV7lStWhWnTp3C6NGjxWMPHjxAeHg4x1T6YWZmhmHDhiE6OhojR47E5s2beUcihBAiI0ZfqgCgbNmyCA0NRadOncRj7969Q2RkJMdUumNhYYFly5YhKCgIpUuXBiDvKcC8SpcuDV9fXwwcOJB3FEIIITJCpeq/Spcujb1796q9Y0wON1cuyNdff41Lly6hbt26CA4ONrqb71paWvKOQAghREaoVKmwsrLCzp070bNnTwDyXFeVV8OGDREWFoZmzZoZxeslhBBCdIVKVR4WFhYIDg6Gp6en0ZQMGxsbhISEoGrVqryjEEIIIQaLSpUG5ubm2Lp1K9zc3PD27VvecfRCEARUr16ddwxCCCHEYFGp0sLMzAyBgYEwMzPjHYUQQgghBoBKVQFMTU1RtmxZ3jEIIYQQYgCoVBFCCCGESIBKFSGEEEKIipSUlA/6c1SqCCGEEEIApKamwsfHB9HR0R/056lUEUIIIcToXb16FW5ubrh48SKaNGnyQV+DShUhhBBCiiwtLQ1///03GGO8oxSLUqnEwoUL0bx5c9y5cwdDhw794K9FpYoQQgghhaZQKLBu3TrUqVMHmZmZEASBd6QP9vz5c3Tu3BkTJ05EVlYWrKys0L9//w/+elSqCCGEEPJejDHs2bMHLi4uGDp0KCpVqoSvvvqKd6wPtmvXLri4uODYsWPisb59+8LOzu6DvyaVKkIIIYQU6MyZM2jVqhV69uyJyMhIAEBAQABMTAyvRiQnJ2PYsGHo3bs34uPj1c4NGTKkWF+btgsnhBBCdCglJQWhoaFITU3Fd999xztOkdy6dQu+vr7Yt2+f2vEOHTqgU6dOnFJ9uLCwMHh7eyMqKirfOScnJ3h4eBTr61OpIoQQQiSWnp6OAwcOYPv27QgNDYW9vT3Cw8N5xyq0p0+fws/PDxs3boRSqcx3fv78+Qa1lio7OxsLFizAjBkzoFAoNF4zePDgYr8mKlWEEEKIBDIzM3HkyBFs374de/bswbt37wAAVlZW2LFjR7HW6uhLfHw85s+fj2XLliEjI0PjNf369YO7u7uek324p0+f4ttvv8WpU6e0XmNiYoJBgwYV+7moVBFCCCEfSKFQ4MSJE9i+fTt27dqFhISEfNesWrUKrq6uHNIVXlpaGpYtW4b58+fj7du3Wq8zMzPDL7/8osdkxXP8+HH06dOnwNcEAJ9//jkcHR2L/XxUqgghhJAiyM7OxpkzZ7B9+3bs2LEDr1+/1nrtsGHDJBkB0aW3b9/Cy8sLR44cee+1I0aMgLOzsx5SSaN9+/aIjIxEeHg49u7di9WrV2u8rrgL1HMJvDftcnd3Z5cvX+aagRBCSMnCGCtxa3bu37+P33//HcHBwXj58uV7r3dzc8OZM2dgZfX/7d15VBP3/j7wZ1hlc0WRWpfWVkWtu7a1WrVutcet4qWUWr22iqJ1r3oRBWytS2vdEauiaFF+4i16FetyoS4Fq0A9VwVRFhdAwYoLIjvJ+/cHJV9iQkggyWR5v86Zc0xmkjxjSObJzCeTBnpIVz9EhOTkZERERGDNmjVKxx05ODggIyMDLi4uIiSsn7KyMgwaNAiXLl1SmOfi4oKsrCxYW1urdV+CIPxJREqPf/KeKsYYY3pFRMjLy0NWVpZsyszMlP37+fPn2LBhA4YNGyZ2VDlt27ZFt27dEBkZWeuyTZo0wb///W+jKFQAIAgCOnfujLy8vBoHci9atMgoCxUALFy4UK5QOTs7Iy8vDwAwefJktQtVbXhPFWOMMa0qKirCnTt3FMpS9amkpETpbV977TUcP34cXbp00XNq9ZWUlMDLywtHjhxROl8QBJw4cQKjRo3Sc7K6k0ql+OqrrxAcHKx0fvPmzZGeno6GDRvqOVn9HThwAJMmTZJd7tSpE06dOoUuXbqgsLAQKSkp6NSpk9r3x3uqGGOM6U1hYSG8vb1x8eJFjW43cOBAREZGwtnZWUfJ6q+kpARLliypsVABwIoVK4y+UDVq1AizZs3CmjVrAFSukzEWquvXr2P69Omyyw4ODoiMjETbtm3h4+ODS5cuaVSoakVEok69e/cmxhhjpqW4uJi8vLwIgFrT1KlTqbS0VOzYKl2/fp26du2qcj1GjhxJFRUVYkdVm0QiIR8fH7l1aNSoEV2+fJmKiorIwcGBXnvtNYN/bpR59uwZvfHGG3LrdujQIdn8Bw8eUHh4uMb3CyCRaug0xnd+ecYYYwbP1tYWU6ZMQbNmzVQuJwgC1q9fj5CQENjY2OgpnWaICFu3bkWfPn2QlJQku97Ozk7usFKbNm0QFhYGS0tLMWJqrKY9VGfOnEG/fv1gZ2eH0aNH47vvvjPY56YmRIR//vOfSE9Pl103f/58eHh4yC67urrik08+0f4DiznxnirGmLmKi4sjLy8vWrlyJYWHh9OVK1eooKBA7Fj1UlBQQEFBQeTm5lbr3ilHR0c6fvy42JFVys3NpVGjRilk79GjB924cYPS09MJANnY2FB8fLzYcdWmag9VdVevXiWJRCJSyrpbu3at3LoNGDCAysrKtHLfULGniksVY4yJRCqV0rhx4xQ22K1ataIhQ4bQzJkzacOGDXTixAlKT0+n8vJysSPXKD09nRYsWECNGjVS63Bf27Zt6dq1a2LHVunEiRPUokULheyLFi2ikpISIiKqqKggW1tb2rFjh8hp1aduoTJWMTExZGFhIVu3li1b0oMHD7R2/1yqGGPMQD18+FDphlvZZG1tTW5ubjRu3DhasmQJ7d69m9LT00XLLpVK6cyZMzR69GgSBEFpZmdnZxo6dKjcdf3796eHDx+Klrs2xcXFNGfOHIV1cXV1pTNnzigsv379epJKpSIk1ZypF6qsrCxq3ry5bN0sLS3pwoULWn0MLlWMMWYgSktLKSUlhY4fP04bNmwgHx8fat++vdoDuqum7t2708GDB0XZe1VQUEDbt29XeYivZ8+etHfvXiouLqZdu3bJrv/888+puLhY75nVVdNg9LFjx9KjR4/Ejlcvpl6oSktL6Z133pFbvx9//FHrj6OqVPEpFRhjBu38+fMoKCjARx99BAsL4/huTVlZGW7fvo309HSkpaUhLS1N9u/MzExIpdI63/cHH3yApUuXYvjw4Xo/43hGRgaCgoKwZ88e5OfnK8y3tLSEu7s75s6di/79+8vyVS27Zs0aLF261ODOlA5U7mDYtm0bFi9eLPdDwnZ2dti4cSO8vb0NMre6ahuUbgpePsHnxIkTsWDBAv2GqKlt6WviPVVMHSUlJUY5WFJdz58/p9u3b4sdQ2fy8vJo165ddO7cOcrOztboUElmZiYBoC5dulBoaKhBfrX7/v375OPjQ8OHD6d27drJjefQxmRhYUEeHh6UkJAgyvrl5OTQmDFjVB7i8/Pzo6ysLKW3X7duHUVGRuo5tfry8/Ppo48+qnEwurGTSqUmvYeKiCgsLExu/Tp16kTPnz/XyWPB3A//ZWRk0IwZM7Q28t/QFBYW0pgxY+j06dNiR9EZb29v+uCDDyg7O1vsKDqxefNmEgSBxo0bR9HR0UYzPkNd0dHRcm949vb29NZbb9GECRNo6dKltRau6rv0W7VqRevXr9fZG2Zd5OTk1KksOTk5Ua9evWj8+PFK5zdo0IB8fHwoLS1N1PUrLS2lli1bqjzEp4qhv/dWVFTQoEGD5Nat+mB0Y/dyqTK1QkVEtH37drKysiIA5ODgoNMybNalKioqiho3bkwAaP78+Tp9LDEUFhbSsGHDZG/AplisIiMjZW8GTZs2NehPvHUhkUgUTlDXpUsX2rFjB7148ULseFoRHBysdtFQVrgmT56ssFyjRo3I19eXcnNzxV49kkql5OjoqLI4eXh4kJ+fH+3du5diY2Pp4cOHsgIZFRUld5smTZrQ8uXLDWowd2BgIAGVA389PDwoNjbWpMp/ZmYmNWnSpMbB6MauqliZYqGq8vvvv5Orq6vcCT51wWxLVVlZGXXs2FHuzUrX/9n6tm/fPoVPtqZUrKRSKfXs2VNhQzVt2jSTKRx//vknWVpaKt0gN27cmBYtWqTy0GBERIRB7bVR5rvvvpN9itT2ZGtrS97e3pSamirqOn766acqi5MqU6ZMIQDUunVr2rhxo0GeqyonJ0flIT5T8Pvvvxv9YHRVpFIpZWRkiB1Dp/Tx2tFrqQLwJoASAGHqLK/rPVXXrl0jOzs72Ruwg4MDJScn6/Qx9S0gIMCki9WTJ0/Iw8NDYWPaoUMHSkxMFDueVmRmZpKvry81a9ZMaXEQBIHGjh2r9NDgvHnz6K233qK7d++KlF49ZWVllJaWRidPnqQtW7bQ3LlzadSoUfTmm29qpXAJgkDu7u5G9ym8tLSUBg4cSPv37zf4w2SMMf2XqjMAfjeUUkWkOICtY8eOlJ+fr/PH1SdTL1ZSqZRCQ0MVDrFYW1vTunXrTGYQe1FREe3Zs4e6d+9eY3no3LkzBQcHy/bU+fv7EwBq0aIFxcXFibwGdaPtwjV48GD69ddfjeLwVHl5uVHkZIxV0lupAuAJIAJAoCGVKiKi2bNny73puru7m9wbmakXKyKitLQ06tevn8JGtKZB7FevXhUhZf1JpVK6cOECTZw4UeWhwYULF9LcuXNl19nY2ND+/fvFjq9VycnJZG1trVGpsra2pk6dOtGKFSuoqKhI7FVgBOBdZgAAGmZJREFUjJkQvZQqAA0BpAJ41RBLlbKTgq1fv14vj61P5lCsysrKyM/PT+Hr3coGsX/wwQd09OhRkZJqR22HBpVNvr6+JrH3rry8XGmJrppcXV1p8ODBNGPGDPrxxx8pKiqKUlNTDfrnXBhjxk1fpWozgKV//1tlqQLgDSARQGKbNm308F9QSdnp68+fP6+3x9cXdYtVYWGhCOm05/z589SmTRuFDe306dNlh8ZcXV2pYcOGon8lXRuKioooJCRE5aHB6tPHH39skAOeNfHNN9+Qo6Mj9erVizw9PSkgIIAOHjxIiYmJBj84nzFmmupdqgCcU/HmHQugB4BkADakRqmqPun75J8v/9Cii4sL3b9/X68Z9KG2YpWbm0ve3t4iJtSOp0+f0ieffKLwd9mhQwf67bffZJe7detm9CWyijqHBqumHj16UGZmptiR60zdb88xxpi+6HxPFYD5AAoB5P49vQBQDOBKbbcV44zqa9euldvwvPfee3Lfurl586ZB/zaVulQVq+3bt5OFhYVJfBOypkHsL0+TJ082qQ30/v37ycbGptY9Vi4uLnTp0iWx4zLGmEnQR6myB9Cy2rQewL8BNK/ttmKUKqlUqnAG4+onBvXy8qKDBw/qPZcu1FSshgwZQgBo3LhxYkfUmvT0dHr77bdVFoyffvpJ7Jj1JpFIyM/PT+3xVUDluZxM5W+aMcbEpKpUCZXztUsQhEAAbxDRpNqW7dOnDyUmJmo9Q23y8/PRt29fpKWlya47dOgQevfujQ4dOmDw4MGIiYnRey5dCAwMxMqVK2WXbW1tUV5eLvtR17i4OPTv31+seFpVXl6OxYsXY/PmzUrn29jYIDY2Fn379tVzMu25ceMGQkNDkZWVJZvu378PiURS6239/f0REBBgND9MzBhjhkYQhD+JqI/SebooVZoQq1QBwPXr1/H222+juLgYAODg4ICBAwfi1KlTACp/kf31118XJZu2vVysqhswYAAuXLhg1L/ADgDFxcUICgrCmjVr8OTJkxqXa9OmDa5cuYJmzZrpMZ1uSSQS5OTkyBWtzMxMucsPHz4EUPnL7fv27YO9vb3IqRljzPhwqVLhwIEDmDRJ+Q615cuX49tvv9VzIt0oKirC2LFja9z7duzYMYwZM0bPqbTnyZMnmDBhAs6fP6/W8iNHjsSJEydgaWmp42SGo7S0FNnZ2cjKykLTpk3RrVs3sSMxxpjR4VKlQnl5OSZOnIhjx44pzGvVqhXu3btn1Bve06dPY+/evYiKikJhYWGNy3Xu3BnXrl0z6nUlIiQmJuLQoUOIiIhAVlaWyuUDAgIQGBion3CMMcZMgqpSZZYDK4gImzZtQr9+/eDk5KS0UAHA/fv3cfr0aT2n064ePXrA2dkZpaWlKpe7ceMG9u/fr6dUuiEIAvr27Yv169fj7t27iI2NxZw5c9CyZUuly3/zzTc4efKknlMyxhgzVWZZqgRBwPTp09GjR49ay0ZISIieUumGi4sLtm3bhpSUFHh6eqpc1t/fXza+zNhZWFjgvffew5YtW5CdnY3ffvsNM2bMgLOzs2wZIsKkSZNw9+5d8YIyxhgzGWZZqoDKQek7d+5EZGQkmjZtWuNyx44dw19//aXHZLrxxhtvIDw8HImJiRg6dKjSZbKzsxEUFKTnZLpnaWmJIUOGYMeOHXjw4AFOnz6NqVOnonHjxnjy5AkmTpyIkpISsWMyxhgzcmZbqqp8/PHHuH79OoYNG6Z0fkVFBX7++Wc9p9Kd3r17Izo6GmfOnEHPnj0V5q9evRpPnz4VIZl+WFtbY8SIEdizZw9yc3Nx7NgxdOrUCcuXLxc7GmOMMSNn9gPVq0ilUmzatAm+vr4oKyuTm+fm5obk5GSjP+XAy6RSKSIiIuDn54fbt2/Lrl+6dCnWrl0rYjL9Ky4uho2NjVEP1GeMMaZ7PFBdDRYWFli4cCEuX74MNzc3uXkpKSn4448/REqmOxYWFvD09ERKSgq2bt2K5s2bAwA2b96M7OxskdPpl52dHRcqxhhj9cKl6iU9evRAYmIiZs2aJXe9sQ9YV8XGxgZfffUVMjIyEBAQAEtLSz7VAGOMMaYhLlVK2NvbIygoCMePH5ftvTl06BAKCgpETqZbTk5OCAwMREZGBhwcHOR+wocxxhhjqnGpUmH06NG4du0aPvzwQxQWFiIiIkLsSHrh4uKCzZs3o3379mJHYYwxxowGl6patGzZEr/++iu2bNmCAwcOiB1Hr/hHdxljjDH1WYkdwBgIgoA5c+ZgyJAhePHiBRwdHcWOxBhjjDEDw6VKA127dhU7AmOMMcYMFB/fYYwxxhjTAi5VjDHGGGNawKWKMcYYY0wLuFQxxhhjjGkBlyrGGGOMMS3gUsUYY4wxpgVcqhhjjDHGtIBLFWOMMcbYS6RSKQ4ePIicnBy1b8OlijHGGGPsb0SEU6dOoVevXjhy5AhcXV3Vvi2fUZ0xxhhjDEBCQgKWLl2Ks2fPwtLSEhERERrdnvdUMcYYY6zOUlNTsWzZMty4cUPsKHWWlpYGDw8P9OvXD2fPngUATJ8+HR06dNDofrhUMcYYY0wjhYWF2LdvH95//3107NgRFRUV6Ny5s9ixNJaTkwMfHx+4ubnh8OHDsuvt7e3h7++v8f3x4T/GGGOM1YqIkJCQgJCQEISHh6OgoAAA0LNnT3z77bcip9PM8+fP8cMPP2DDhg0oKipSmL9w4UKNxlJV4VLFGGOMsRo9fvwYYWFhCAkJwfXr1+Xm2dnZ4cCBA7C1tRUpnWZKS0uxY8cOrFq1Cnl5eUqXadasGRYvXlyn++dSxRhjjOlQUVER/vzzT1y6dAmXL1/GtGnT8OGHH4odSyWpVIqYmBjs3r0bR48eRVlZmdLlNmzYADc3Nz2n01zV6RFWrFiBu3fvqlx2xYoVaNiwYZ0eh0sVY4wxpiVEhIyMDFy6dEk2Xb16FRUVFQCA7du3G3ShyszMxN69e7F3717cu3dP5bJjxozBjBkz9JSs7ogIW7ZsQWBgIPLz81Uu265dO8ycObPOjyUQUZ1vrA19+vShxMREUTMwxhhjdfH8+XPEx8fLlajHjx8rXXbTpk2YN2+enhOqLzY2Fu7u7vjrr79qXdbFxQXXr19H8+bN9ZBMO0pLSxEdHQ1fX1+Fw5hVfv75Z0yaNEnl/QiC8CcR9VE2j/dUMcYYY2oqLS1FWFiYrEAlJydDnZ0T33//vUEXKgAYMGAAbt++jV27duGHH37AgwcPalw2NDTUqAoVANja2qKwsLDGUz90794dXl5e9XoMPqUCY4wxpiZbW1u4urrixIkTSEpKUqtQrVq1qs4Dn/XNwcEBw4cPh6OjY43LzJs3z6APYdYkIiICXl5ekEgkSuevXbsWFhb1q0V8+I8xxpjW3bt3Dw8ePEBJSQlKS0tRUlKi8G9VlyUSCRYtWoS+ffuKvSpKPXnyBN7e3vjll19ULrdixQp88803ekpVf+Hh4Zg2bZrS0wwAQNeuXZGQkIAGDRroOVn9KCtUGzduxOrVq/Ho0SMMGTIEMTExEASh1vviw3+MMcb0SiKRwNPTE5mZmRrf9s0330RYWJjBFiqpVIoTJ04gPj5e5XJLlizBypUr9ZSqfsrKyvD1119j69atcte7urrKflDY1tYW4eHhJlGotm7diq+++go3b97ETz/9hHXr1qlVqGpFRKJOvXv3JsYYY6YnIyOD2rRpQwDUnmbMmEEvXrwQO3qNfvvtN+rVq1et6zF//nySSqVix1VLdnY29e/fX2Ed5s2bR6mpqbLLW7ZsETuqxg4dOkSWlpZy67V161bZ/JiYGJo4caJG9wkgkWroNFyqGGNMJDk5OfTLL79Qeno6SSQSseNoXV5eHvn5+alVppydnek///mP2JFrlJKSQmPGjFGa3cbGRu7yrFmzjKZQnT17llq0aCGX38HBgcLDw4mISCqVUtOmTenDDz80mnWqUluhIiIqLy+nO3fuaHS/XKoYY8wASaVSGjJkCAEgR0dH6t+/P/n4+FBwcDBdvHiRCgoKxI6osby8PNq9ezeNHDmSrKys1CpUH330EeXk5IgdXamHDx/SrFmzFDbOAKh169YUFhZG/v7+suumTZtmFAVZKpXS999/r7BeHTt2pKSkJLllP/vsM4N9fmqiTqGqKy5VjDFmoNLS0sjOzk5p2RAEgd544w1yd3enlStX0tGjR+nOnTsGt8egLkUKANnZ2dH27dsNbn2IiIqKimj16tXk5OSkkNvJyYnWrFlDRUVFRET0/fffEwCaPHmyURSq/Px8mjBhgsJ6TZgwgfLz8xWWN+TDscroslARcalijBmx+/fvG+RGt74kEgnl5ORQfHw8jR8/XqNxR40aNaKBAwfS7NmzKT4+XpT8mhSpbt26KVzXq1cvSklJESW7KhKJhPbv30+tW7dWyGxpaUmzZ8+mv/76S+42QUFB5OnpSRUVFSKlVl9SUhJ16NBBYb1++OEHk3id6bpQEXGpYowZscOHD1PHjh1p69at9Pz5c7HjqEUikdCDBw8oPj6eIiMjafPmzbR48WLy9PSkAQMGUNu2bcna2lqjIlV9srKyIk9PT4qLi9PrhlCTItW9e3datWoV3bp1i7KysuT2vvn6+lJpaanecqtL1SD0sWPH0s2bN5XeLjU1lcrKyvScVnMHDx4ke3t7ufVq0aIFnTt3TuxoWqGPQkXEpYqIyCg+QdSHsl22puTu3btGOb5EXRkZGXTmzBkqLy8XO4pO3Lt3j/z9/WnXrl108uRJSkpKomfPnql12+LiYmrcuLHssMucOXPo1q1bOk6smdzcXLnCpMkhME0mFxcX8vf3p/v37+t1/V68eKFxkaru7NmzBIDatm1LFy5c0Gt2dUgkkhr3Fvbu3ZvOnj0rdsR6W7JkicK69e/fX+9/S7py+PBhvRQqIi5VFB0dTW+99RZlZWXp/LHEkJOTQ6+88gr5+fmZZHmUSqU0cOBAcnV1pd27d5vkOv7rX/8ioPIbUNOnT9eoYBnDJ+SoqCilGywnJydyc3OjESNG0BdffEEBAQG0a9cuOnXqFCUlJck+LMycOVPhtiNHjqSoqCiDGMPy9OlTnZSoqumdd96hsLAwUffudO7cWaMiVd3OnTvp888/V7tIi8Hb21tuvaoGoRvC35c27Nu3T2795s6da5B7C+sqMTFR9uFLl4WKyMxLVXR0NDVo0IAAUPv27U2uWJWVldH7778v+0MaPnw4PXr0SOxYWnXkyBG5N4OuXbvSqVOnxI6lNVKplNq3b6+wsVK3YK1du5Z2795t0OMhgoOD61wonJycFL7yXX16/fXX6ccff6SnT5+Ktn5SqZQcHBxqzNiwYUPq3LkzjRw5kr788ksKDAyk3bt30+nTpyk5OZn++OMPhdvY2NjQ5MmTKSEhQbT1qi4wMFCjIlWdMbwn5eTkkKOjo8IgdFMyc+ZMsre3p4MHD4odRScSExOpSZMmOi1URGZeql4+r4ipFauLFy8qnCOldevWdPnyZbGjac2kSZOUbqhGjBhBV69eFTtevWVnZ5Ozs7PKYqGqYIWGhhIAGj9+vMFuvHbu3EmvvfZavcYR1TbZ29vTjBkz6Pr166Ks45dffqm0MKlzaL5qTyUAatWqFa1atYoePnyoh9TqS01N1ahIGaOTJ08qDEI3JSUlJTWOCzMV+ngPNOtSVVhYSEOHDjXpYhUfH69w1mIbGxsKDg426L0X6pJKpRQREUGvv/66woZUEAT64osvahwXkJ+fbxSHx8rLyyk6Opq8vb01LlhxcXGyeS1btqSTJ0+KvTo1kkgklJubSwkJCXTkyBHasmULLVmyhD799FMaOHAgtWvXTivFa8iQIRQZGWkUY9QqKiro1Vdfpffff58iIiKM4u+VMXNm1qWKyDyK1aNHj2jEiBEKG5cpU6ZQYWGh2PG0oqSkhDZs2EBNmjRRupciICBAYTD7xYsXycPDwyg2rlU0LVj/+Mc/FK6fM2eO0R6+qDrVQEJCguybc8qe89qmdu3a0dy5c+nJkydir5JKeXl59L///U/sGIwxNZl9qSIyj2JVUVFBK1asUNi4dO/endLT0xWWN9YBmI8fP6YFCxYo3aPx8mD2//73vwSAJk2aZJQD3DUpWC9Pbm5udOXKFbFXod4OHjyocj3t7OyoX79+NH36dNq2bRtduHDBoAdEM8aMG5eqv5lDsSKq/KZV9W9BAJUnCzx27JjcchcuXKCIiAiRUtZfenq60r00wP8NZj969KjsuqlTpxptkSSqW8GytramdevWGWWhJKrcA1t9XVu3bk2jR48mPz8/ioiIoFu3bhntujHGjBOXqmrULVZPnz416vFIGRkZ1KNHD4WNbPXTLmzcuJEaN25MmZmZIqetn7i4OHr33XeVloqXx5rNnDnTqJ/XKlUFy93dXa1yNWjQILp3757YsTV2/Phx2rx5M507d87gD+MxxswDl6qXqFOs1qxZQ1FRUXrPpk1FRUU0depUhQ1s1WkXqr5VN3jwYKP/tK9qMPvL09y5c02iWOXm5tZ47iBlU6NGjejAgQNix2aMMaPGpUqJ2opVz549qWvXriZRNnbu3Kn0tAuvvPKK7PK6devEjqoVqgazV5++/vproy5Wmhaq6pOXl5eo53RijDFjpqpUCZXzxdOnTx9KTEwU5bGLioowduxYxMTEyK5r3749QkJCMHjwYABAaGgopkyZIko+bUpMTIS7uzsyMzOVzreyssKlS5fQu3dvPSfTPiJCcHAwZs+erXK5ZcuWYdWqVRAEQU/JtCcuLg5JSUkoLS1FSUmJ3PTydcqWcXFxwbZt2+Dm5ib2qjDGmFERBOFPIuqjdJ45lypAebGysrJCRUUFAKB169ZITU1FgwYNxIqoNXl5efjss89w5swZpfM7dOiAK1euwMHBQc/JtCcvLw+zZs3C4cOH1Vp+5cqV8Pf313EqxhhjpkJVqbLQdxhDY29vj2PHjmHo0KGy66oKFQBkZWUhKChIjGhaR0To2bNnjfNTU1OxcOFCPSbSLiLCgQMH8OjRI7WLYUBAANatW6fjZIwxxsyB2e+pAio3xrGxsRg1ahQKCwsV5jdt2hQZGRlo3LixCOnqr7i4GH5+ftixYweKi4trXf7IkSMYP368HpLpTkVFBZKTk3Hp0iXZdPPmzRqX37BhAxYsWKDHhIwxxowRH/6rQXFxMVatWoXw8HDcuXNH5bK+vr5YvXq1npJp37179xAaGoo9e/bUOK6qSrNmzXDt2jW88sorekqnH0+fPkV8fLxc0Xr27Jls/rZt22odh8UYY8y8calSISUlBcuWLcPRo0dVLmdnZ4e0tDS0atVKT8l0QyKRICYmBiEhITh69CjKysqULjd8+HCcOnUKFhame4RYKpUiNTVVVrAuX76MuXPnYurUqWJHY4wxZqC4VKnh4sWLWLp0KWJjY2tcZvr06di5c6ceU+nW48ePERYWht27dyMpKUlhvjkeEisqKoKdnZ1RfiOQMcaY7nGpUhMRISoqCr6+vkhOTlaYb2FhgeTkZHTq1EmEdLpDREhISEBISAjCw8NRUFAAALCxsUF8fDy6d+8uckLGGGPMMPC3/9QkCALGjBmDq1evYu/evXj11Vfl5kulUixbtkykdLojCAL69euHn376CTk5OQgNDcWAAQNQVlYGLy8vtQa3M8YYY+aO91SpUFxcjKCgIKxevRpPnz6VXX/x4kW8++67IibTj1u3bmHPnj1wcnLC8uXLxY7DGGOMiY4P/9XTs2fPsG7dOmzatAklJSUYOHAgzp8/bzbjbioqKmBpaWk268sYY4zVhA//1VPjxo2xZs0apKWlYdq0aYiLi8Ovv/4qdiy9sbKy4kLFGGOM1YJLlQZeffVV7Nq1C0lJSbh8+TKkUqnYkRhjjDFmIPjwXz0QEe/BYYwxxswIH/7TES5UjDHGGKvCpYoxxhhjTAtEP/wnCMIjAPdEDWFcnAHkiR2CyeHnxDDx82J4+DkxTPy8aKYtETVXNkP0UsU0IwhCYk3Hcpk4+DkxTPy8GB5+TgwTPy/aw4f/GGOMMca0gEsVY4wxxpgWcKkyPjvFDsAU8HNimPh5MTz8nBgmfl60hMdUMcYYY4xpAe+pYowxxhjTAi5VjDHGGGNawKXKiAmC8KYgCCWCIISJncXcCYJgKwhCiCAI9wRBKBAE4X+CIIwSO5c5EgShqSAIRwRBKPz7+fASO5M549eG4eNtifZwqTJuQQASxA7BAABWALIADALQCMByABGCILQTMZO5CgJQBsAFwGcAggVB6CJuJLPGrw3Dx9sSLeFSZaQEQfAE8AxAjNhZGEBEhUQUSER3iUhKRFEA7gDoLXY2cyIIggMAdwAriOgFEcUCOAbgc3GTmS9+bRg23pZoF5cqIyQIQkMA3wBYKHYWppwgCC4AOgBIFjuLmekAoIKIUqtddxUA76kyEPzaMBy8LdE+LlXG6VsAIUSULXYQpkgQBGsABwDsI6KbYucxM44Anr90XT4AJxGysJfwa8Pg8LZEy7hUGRhBEM4JgkA1TLGCIPQAMAzARrGzmpPanpdqy1kA+BmVY3q+Ei2w+XoBoOFL1zUEUCBCFlYNvzYMC29LdMNK7ABMHhENVjVfEIT5ANoByBQEAaj8ZG4pCEJnIuql84BmqrbnBQCEyickBJUDpD8ionJd52IKUgFYCYLwJhGl/X1dd/ChJlHxa8MgDQZvS7SOz6huZARBsIf8J/GvUfnC8CGiR6KEYgAAQRB2AOgBYBgRvRA7j7kSBOH/ASAA01D5fPwKoD8RcbESCb82DA9vS3SD91QZGSIqAlBUdVkQhBcASvhFIC5BENoCmAGgFEDu35/8AGAGER0QLZh5mgVgD4C/ADxG5UaCC5VI+LVhmHhbohu8p4oxxhhjTAt4oDpjjDHGmBZwqWKMMcYY0wIuVYwxxhhjWsClijHGGGNMC7hUMcYYY4xpAZcqxhhjjDEt4FLFGGOMMaYFXKoYY4wxxrSASxVjjDHGmBb8f/Ymzbel3PP4AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"37gLtDv9fJCG"},"source":["#### Stream plots (flow along vector field)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":780},"id":"GuIi5FB4fPKW","executionInfo":{"status":"ok","timestamp":1632331334699,"user_tz":-120,"elapsed":2202,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"308c549e-ad3f-409b-e334-7caea6a29437"},"source":["#partially from https://www.geeksforgeeks.org/matplotlib-pyplot-streamplot-in-python/\n","w = 3\n","Y, X = np.mgrid[-w:w:100j, -w:w:100j]\n","U = -1 - X**2 + Y\n","V = 1 + X - Y**2\n","speed = np.sqrt(U**2 + V**2)\n","  \n","# Creating plot\n","fig = plt.figure(figsize = (20, 13))\n","plt.streamplot(X, Y, U, V, density = 1)\n","#plt.quiver(X,Y,U,V) #plotting the vector field"],"execution_count":43,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.streamplot.StreamplotSet at 0x7f2fa1b14110>"]},"metadata":{},"execution_count":43},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x936 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"yQVjaW4Ze9nj"},"source":[""]},{"cell_type":"markdown","metadata":{"id":"BICvI8YzGG_k"},"source":["### Animations"]},{"cell_type":"markdown","metadata":{"id":"pTMbMY2eGG_k"},"source":["Matplotlib also includes a simple API for generating animations for sequences of figures. With the `FuncAnimation` function we can generate a movie file from sequences of figures. The function takes the following arguments: `fig`, a figure canvas, `func`, a function that we provide which updates the figure, `init_func`, a function we provide to setup the figure, `frame`, the number of frames to generate, and `blit`, which tells the animation function to only update parts of the frame which have changed (for smoother animations):\n","\n","    def init():\n","        # setup figure\n","\n","    def update(frame_counter):\n","        # update figure for new frame\n","\n","    anim = animation.FuncAnimation(fig, update, init_func=init, frames=200, blit=True)\n","\n","    anim.save('animation.mp4', fps=30) # fps = frames per second\n","\n","To use the animation features in matplotlib we first need to import the module `matplotlib.animation`:"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"OuaUMMwTGG_k","executionInfo":{"status":"ok","timestamp":1632331338417,"user_tz":-120,"elapsed":196,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["from matplotlib import animation"],"execution_count":44,"outputs":[]},{"cell_type":"code","metadata":{"collapsed":true,"id":"KgRAr1waGG_k","executionInfo":{"status":"ok","timestamp":1632331342851,"user_tz":-120,"elapsed":879,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["# solve the ode problem of the double compound pendulum again\n","\n","from scipy.integrate import odeint\n","from numpy import cos, sin\n","\n","g = 9.82; L = 0.5; m = 0.1\n","\n","def dx(x, t):\n","    x1, x2, x3, x4 = x[0], x[1], x[2], x[3]\n","    \n","    dx1 = 6.0/(m*L**2) * (2 * x3 - 3 * cos(x1-x2) * x4)/(16 - 9 * cos(x1-x2)**2)\n","    dx2 = 6.0/(m*L**2) * (8 * x4 - 3 * cos(x1-x2) * x3)/(16 - 9 * cos(x1-x2)**2)\n","    dx3 = -0.5 * m * L**2 * ( dx1 * dx2 * sin(x1-x2) + 3 * (g/L) * sin(x1))\n","    dx4 = -0.5 * m * L**2 * (-dx1 * dx2 * sin(x1-x2) + (g/L) * sin(x2))\n","    return [dx1, dx2, dx3, dx4]\n","\n","x0 = [np.pi/2, np.pi/2, 0, 0]  # initial state\n","t = np.linspace(0, 10, 250) # time coordinates\n","x = odeint(dx, x0, t)    # solve the ODE problem"],"execution_count":45,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"1BFtkSSWGG_k"},"source":["Generate an animation that shows the positions of the pendulums as a function of time:"]},{"cell_type":"code","metadata":{"collapsed":true,"id":"QZbDrxo8GG_l","executionInfo":{"status":"ok","timestamp":1632331359486,"user_tz":-120,"elapsed":15053,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}}},"source":["fig, ax = plt.subplots(figsize=(5,5))\n","\n","ax.set_ylim([-1.5, 0.5])\n","ax.set_xlim([1, -1])\n","\n","pendulum1, = ax.plot([], [], color=\"red\", lw=2)\n","pendulum2, = ax.plot([], [], color=\"blue\", lw=2)\n","\n","\n","def init():\n","    pendulum1.set_data([], [])\n","    pendulum2.set_data([], [])\n","    return pendulum1, pendulum2, \n","\n","def update(n): \n","    # n = frame counter\n","    # calculate the positions of the pendulums\n","    x1 = + L * sin(x[n, 0])\n","    y1 = - L * cos(x[n, 0])\n","    x2 = x1 + L * sin(x[n, 1])\n","    y2 = y1 - L * cos(x[n, 1])\n","\n","    # update the line data\n","    pendulum1.set_data([0 ,x1], [0 ,y1])\n","    pendulum2.set_data([x1,x2], [y1,y2])\n","\n","    return pendulum1, pendulum2, \n","\n","anim = animation.FuncAnimation(fig, update, init_func=init, frames=len(t), blit=True)\n","\n","# anim.save can be called in a few different ways, some which might or might not work\n","# on different platforms and with different versions of matplotlib and video encoders\n","#anim.save('animation.mp4', fps=20, extra_args=['-vcodec', 'libx264'], writer=animation.FFMpegWriter())\n","anim.save('animation.mp4', fps=20, extra_args=['-vcodec', 'libx264'])\n","#anim.save('animation.mp4', fps=20, writer=\"ffmpeg\", codec=\"libx264\")\n","#anim.save('animation.mp4', fps=20, writer=\"ffmpeg\", codec=\"libx264\")\n","\n","plt.close(fig)"],"execution_count":46,"outputs":[]},{"cell_type":"code","metadata":{"id":"G4nXVB5KGG_l","colab":{"base_uri":"https://localhost:8080/","height":381},"executionInfo":{"status":"ok","timestamp":1632331361349,"user_tz":-120,"elapsed":551,"user":{"displayName":"Giovanni Piccioli","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiLaoLHa3s8BcYjznpYm1zg84NVjG47wGraGpbgILw=s64","userId":"06977241866726205603"}},"outputId":"1212d2a8-e2d8-4998-afd2-0c8c27b0de1e"},"source":["import io\n","import base64\n","from IPython.display import HTML\n","\n","video = io.open('animation.mp4', 'r+b').read()\n","encoded = base64.b64encode(video)\n","HTML(data='''<video alt=\"test\" controls>\n","                <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\" />\n","             </video>'''.format(encoded.decode('ascii')))"],"execution_count":47,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video alt=\"test\" controls>\n","                <source 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type=\"video/mp4\" />\n","             </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"execution_count":47}]},{"cell_type":"markdown","metadata":{"id":"ckJDGQITGG_l"},"source":["Note that when we use an interactive backend, we must call `plt.show()` to make the figure appear on the screen."]},{"cell_type":"markdown","metadata":{"id":"oM9qE2oKGG_l"},"source":["## Further reading"]},{"cell_type":"markdown","metadata":{"id":"KFn0AXQoGG_l"},"source":["* http://www.matplotlib.org - The project web page for matplotlib.\n","* https://github.com/matplotlib/matplotlib - The source code for matplotlib.\n","* http://matplotlib.org/gallery.html - A large gallery showcaseing various types of plots matplotlib can create. Highly recommended! \n","* http://www.loria.fr/~rougier/teaching/matplotlib - A good matplotlib tutorial.\n","* http://scipy-lectures.github.io/matplotlib/matplotlib.html - Another good matplotlib reference.\n"]},{"cell_type":"markdown","metadata":{"id":"AwNQnCTn_HUU"},"source":["# Seaborne"]},{"cell_type":"code","metadata":{"id":"NhHdEaNI_KCb"},"source":["## "],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"wGSZKQI9TY-7"},"source":[" "],"execution_count":null,"outputs":[]}]}