{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lecture 8 - Data Visualization with Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![View notebook on Github](https://img.shields.io/static/v1.svg?logo=github&label=Repo&message=View%20On%20Github&color=lightgrey)](https://github.com/avakanski/Fall-2024-Applied-Data-Science-with-Python/blob/main/docs/Lectures/Theme_2-Data_Engineering/Lecture_8-Matplotlib/Lecture_8-Matplotlib.ipynb)\n", "[![Open In Collab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/avakanski/Fall-2024-Applied-Data-Science-with-Python/blob/main/docs/Lectures/Theme_2-Data_Engineering/Lecture_8-Matplotlib/Lecture_8-Matplotlib.ipynb) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [8.1 Introduction to Matplotlib](#8.1-introduction-to-matplotlib)\n", "- [8.2 The State-based Approach](#8.2-the-state-based-approach)\n", "- [8.3 Figure Size, Aspect Ratio, and DPI](#8.3-figure-size,-aspect-ratio,-and-dpi)\n", "- [8.4 Saving Figures](#8.4-saving-figures)\n", "- [8.5 Other Plotting Functions](#8.5-other-plotting-functions)\n", "- [8.6 Multiple Plots in Figures](#8.6-multiple-plots-in-figures)\n", "- [8.7 The Object-oriented Approach](#8.7-the-object-oriented-approach)\n", "- [Appendix](#appendix)\n", "- [References](#references)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.1 Introduction to Matplotlib " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib is a plotting library for Python created by John D. Hunter in 2003. Matplotlib is among the most widely used plotting libraries and is often the preferred choice for many data scientists and machine learning practitioners. The Matplotlib gallery on the official website at [https://matplotlib.org/gallery/index.html](https://matplotlib.org/gallery/index.html) contains code examples for creating various kinds of plots. \n", "\n", "Matplotlib has two general interfaces for plotting: a **state-based approach** that is similar to Matlab’s way of plotting, and a more Pythonic **object-oriented approach**. We will start with discussing the state-based approach, and continue afterward with the object-oriented approach. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main plotting functions of Matplotlib are contained in the `pyplot` module, which is almost always imported as `plt`. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.2 The State-based Approach " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we mentioned, the state-based approach was developed based on the way plotting is done in Matlab. I.e., we call different functions that each take care of one aspect of the plot. \n", "\n", "Let’s create a few plots to show how the state-based approach works." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = [2, 4, 1, 6, 7]\n", "\n", "plt.plot(y, 'o') # plot the data\n", "plt.show() # this line visualizes the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the state-based approach includes a function call to `plt.plot` and afterward we call `plt.show` to show the plot in the notebook (or, if we run this code from a script, the plot will show in an external image viewer ). Note that technically the `plt.show` call is not necessary to render the plot in Jupyter notebooks, but it is recommended to do it anyway as it is good practice.\n", "\n", "In the above plot we provided only the list `y`, and Matplotlib plotted each value using the indices in the list for the x-axis. I.e., the value 4 has coordinate 1 on the x-axis, and value 6 has coordinate 3 on the x-axis. The string `'o'` in `plt.plot` indicates that we wanted to plot the values with circle markers. If we omitt this argument, Matplotlib will plot a line by default. \n", "\n", "Also, when working with Jupyter notebooks, each line of code that is part of the same plot should be defined in the same cell. Otherwise, the elements of the plot won't be included in the same figure.\n", "\n", "If we pass two arguments to `plt.plot`, then the first argument will represent the positions on the x-axis, and the second argument will represent the positions on the y-axis. This is shown in the next cell." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = [3, 4, 5, 6, 7, 8, 9]\n", "y = [1, 2, 3, 4, 5, 6, 7]\n", "\n", "plt.plot(x, y) # plot the data\n", "plt.xlabel('x', fontsize=12) # set the x-axis label\n", "plt.ylabel('y', fontsize=12) # set the y-axis label\n", "plt.show() # this line visualizes the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axis Labels\n", "\n", "When graphing data, it is always a good idea to provide **axis labels**. In the above graph, we used `plt.xlabel` and `plt.ylabel` to provide the corresponding labels for the x-axis and y-axis. And, we can also control the size of axes labels by assigning a value to the keyword `fontsize`.\n", "\n", "### Controlling Line Properties\n", "\n", "The `plt.plot` function is the most basic function to create any plot of paired data points `(x, y)`. By default, it creates a line plot (as shown above), but there are many optional parameters in `plt.plot` allowing to create many different variations. For example, instead of a line, we can plot the data as separate red markers by specifying the marker **format** in the third argument `'o'` to indicate points/circles as markers, and the **color** by setting the argument `c` for color to `'red'`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, 'o', c='red') \n", "plt.show()\n", "\n", "## This above plt.plot function is equivalent to:\n", "# plt.plot(x, y, marker='o', color='red', linestyle='')\n", "## And is also equivalent to:\n", "# plt.plot(x, y, 'ro')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next cell, the third argument is related to the line format and may be used to specify three things at once: whether we want *markers* (and which type of marker), whether we want a *line* (and which type of line), and which *color* the markers/line should have. So, to create a blue line, you may specify `'-b'`. To create a yellow (`'y'`) dashes-dots line (`'-.'`) with star markers (`'*'`), we can use `'*-.y'`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, '*-.y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib also allows defining **colors** by using the `color` keyword argument, where several basic colors can be defined with their names (e.g., \"red\" below), or many colors can be definted with their RGB hex codes." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "x = np.linspace(0, 5, 10)\n", "\n", "plt.plot(x, x+1, color=\"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\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The supported color abbreviations with the single letter codes include:\n", "\n", "|character\t|color|\n", "|--|--|\n", "|**b**|\tblue|\n", "|**g**| green|\n", "|**r**| red|\n", "|**c**|\tcyan|\n", "|**m**|\tmagenta|\n", "|**y**|\tyellow|\n", "|**k**|\tblack|\n", "|**w**|\twhite|\n", "\n", "The formats for line styles include the following:\n", "\n", "|character|\tdescription|\n", "|--|--|\n", "|**-**| solid line style|\n", "|**--**\t|dashed line style|\n", "| **-.**|dash-dot line style|\n", "| **:**\t|dotted line style|\n", "\n", "The following symbols can be used to specify markers:\n", "\n", "|character|\tdescription|\n", "|--|--|\n", "|**.**|\tpoint marker|\n", "|**,**|\tpixel marker|\n", "|**o**|\tcircle marker|\n", "|**v**|\ttriangle_down marker|\n", "|**^**|\ttriangle_up marker|\n", "|**<**|\ttriangle_left marker|\n", "|**>**|\ttriangle_right marker|\n", "|**1**|\ttri_down marker|\n", "|**2**|\ttri_up marker|\n", "|**3**|\ttri_left marker|\n", "|**4**|\ttri_right marker|\n", "|**s**|\tsquare marker|\n", "|**p**|\tpentagon marker|\n", "|*|\tstar marker|\n", "|**h**|\thexagon1 marker|\n", "|**H**|\thexagon2 marker|\n", "|**+**|\tplus marker|\n", "|**x**|\tx marker|\n", "|**D**|\tdiamond marker|\n", "|**d**|\tthin_diamond marker|\n", "|**'**|\tvline marker|\n", "|**_**|\thline marker|\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line and Marker Styles\n", "\n", "We can also use other keywords to enter various other information in `plt.plot`. 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. Similarly, the **marker** type and **marker size** can be selected using the `marker` and `markersize` keyword arguments. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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0gzi+9zhO7juJ/nN9mD4zHevWzUPZ+jLe8AizE/Un0FDbgI5THcidm4uKzRVxWfiLwk+SZVke+7TJz+VyISsrC93d3cjMzIz2cIiIKE5ddRXQ3h748woKgLffDv14EoXFArS1ASbTCMxm55jnO51muN1JmDMHaG2NwADjnP2AHbvX7sJc2LFcPqjpLd2JHBySVuAUxOqsrZLBN8WHE/UnUHdT3WgvaeV7zUs1DL5p1HjjUN4iIyIiCkB7uwgAKTrc7iS0tVmiPYyEMjwwjAN31GMu7KiRd8EE7ZpNDjpRI+9CnSRSou8//SBXYSkuNNQ2eIJuYDT4bnisgYE3BYzvikREREEIdOWVJqagILLPI49je46h//wQluOgT9CtMEHGp+SD2HHehuN7j2PBLQsiPEqi0Os41QGfKS8DnfZO3fOJ/GHgTUREFASz2YnW1sIxz7NYWrhCGwJM048e+347ikytyHH7DzZy0YlCUytO7jvJwJviQu7cXJx574w2+JaAHJv/3upEethOjIiIiIgMDXT2IcPdNa5zM91dGDjXF94BEUVIxeYKz95uYDTtvGJzRRRHRbGKgTcRERERGUrNSUePKXtc57pM2UidmR7eARFFSGlVKWpeqkH+gnwkpyYjf0E+auprULqO+7spcEw1JyIiIiJDtrU27K8/gU7kaKqZe+tADlrcFqxbNy+CoyMKr9KqUhZSo5DgijcRERERGSqvLkfajKk4JK2AezTnVssNCa9JK5A2YyrK1pdFeIRERJMfA28iIiIiMpScmozKnVU4BRvqpI3ohLawVAdyUCdtxCnYULmziq3EiIh08J2RiIiIiPyyrbZhw37Rp/uZ8zYUmlqR6e6Cy5SNFrcFadlTsWFnFWyrbdEeKhHFAfsBOxpfb0TJshLYKuPjfYWBNxEREcWc4YFhHNtzDPb9dgx09iE1Jx22tTaUV5dzxTVMbJU23H/6QRzfexwn951E/7k+TJ+ZjnXr5qFsfRn/dyeikLAfsGPXml2QkiS8tfUtbHx5Y1wE33yHJCKKUVddBbS3B/68ggL2RKbYZj9gx4E76tF/fghFplZkuLvQY8rG/voTOLjpl6jkymvYJKcmY8EtC9inOwpO1J9AQ20DOk51IHduLio2V7DoF8WlxtcbISVJkEdkSEkSHIcdDLyJiCh62tuBtrZojyJxOZ1mWCwt4zqPQsd+wI7da3dhLuxYjoPIcX9YZdsNdCIHh7pWYPeaIWzYHx8rJESACLrrbqob7SN95r0zqLupDjUv1TD4prhTsqwEb219azT4ti61RntIIcHAm4goxplMIzCbnWOe53Sa4XYnRWBEicHtTkJbmyXaw0gowwPDOHBHPebCjhp5F0yQNcdz0IkaeRfqJLEX+f7TDzL9meJCQ23DaNANfPhdAhoea2DgTXHHVmnDxpc3wnHYAetSa9zcROWnERFRjDObnWhtLRzzPIulhYFiCBQURPZ55HFszzH0nx/Cchz0CboVJsj4lHwQO87bcHzvcaZEU1zoONUBnykvA512477qRLHMVmmLm4BbwcCbiIgoANwfHz32/XYUmVo96eUGctGJQlMrTu47ycCb4kLu3Fycee+MNviWgBxbjuFziGhyYR9vIiIiigkDnX3IcHeN69xMdxcGzvWFd0BEEVKxuWI0vRzAaNp5xeaKKI6KiALBwJuIiIhiQmpOOnpM2eM612XKRurM9PAOiChCSqtKUfNSDfIX5CM5NRn5C/JRU1+D0nXc300UKwIOvN944w2sXr0as2fPhiRJ2L9/v+a4JEm6X9/5zncMX/P555/Xfc7AwEDAfxARERHFJ9taG5rdFnTCf3ptB3LQ4rZg3rp5ERoZUfiVVpXi7nfvxtcvfB13v3s3g26iGBNw4N3X14crrrgCzzzzjO5xp9Op+frP//xPSJKEm266ye/rZmZm+jw3NTU10OERERFRnCqvLkfajKk4JK2AezTnVssNCa9JK5A2YyrK1pdFeIRERET6Ai6utmrVKqxatcrweIFX2daXX34Zy5YtwyWXXOL3dSVJ8nkuERERkSI5NRmVO6uwe80Q6qSNWC4fRA48hdY6kIPXpBU4BRs27KxiKzEiIpo0wvqJdObMGfziF7/Azp07xzy3t7cXxcXFGBkZwUc/+lF885vfxJVXXml4/uDgIAYHB0d/drlcIRkzERERTV621TZs2C/6dD9z3oZCUysy3V1wmbLR4rYgLXsqNuysgm11fLWhIaLosR+wo/H1RpQsK4m7FlcUOWENvHfu3ImMjAxUVVX5PW/evHl4/vnncfnll8PlcmHbtm24/vrr8ac//QmXXXaZ7nOefPJJ1NbWhmPYRERE4zY8MIxje47Bvt+Ogc4+pOakw7bWhvLqcq64homt0ob7Tz+I43uP4+S+k+g/14fpM9Oxbt08lK0v4//uYXai/gQaahvQcaoDuXNzUbG5AqVV3G9M8cl+wI5da3ZBSpLw1ta3sPHljQy+KSiSLMvy2KcZPFmSsG/fPqxdu1b3+Lx587B8+XJs3749oNd1u91YuHAhbrjhBnz/+9/XPUdvxbuwsBDd3d3IzMwM6N8joom56iqgvT3w5xUUsCfyRFgsQFsbYDKNwGx2jnm+02mG252EOXOA1tYIDDAB2A/YceCOevSfH0KRqRUZ7i70mLLR7LYgbcZUVHLlleLMifoTqLupbrSdlfK95qUaBt8Ul351/6/wh+1/gDwiQ0qScM0/X4Mbn74x2sOiScTlciErK2vMODRst4SPHDkCu92O3bt3B/xck8mEq6++Gu+//77hOSkpKUhJSZnIEIkoRNrbRQBI0eF2J6GtzRLtYSQc+wE7dq/dhbmwYzkOIsf94V5jN9CJHBzqWoHda4awYT9XRyh+NNQ2eIJuYDT4bnisgYE3xaWSZSV4a+tbkJIkyCMyrEut0R4SxaiwBd4//vGPsWjRIlxxxRUBP1eWZbz77ru4/PLLwzAyIgqXQFdeaWKCrUfJOpYTNzwwjAN31GMu7KiRd8EEbfJYDjpRI+9CnST2It9/+kGmP1Nc6DjVAXjnSspAp71T93yiWGertGHjyxvhOOyAdamVN1IpaAFfBfT29uKvf/3r6M+NjY149913MXPmTBQVFQEQy+179uzBd7/7Xd3XuO222zBnzhw8+eSTAIDa2lpce+21uOyyy+ByufD9738f7777Lnbs2BHM30REUWI2O9HaWjjmeRZLC1doQ4Bp+tFzbM8x9J8fwnIc9Am6FSbI+JR8EDvO23B873EsuGVBhEdJFHq5c3Nx5r0z2uBbAnJs/nurE8UyW6WNATdNWMB9vN9++21ceeWVoxXHH3jgAVx55ZX4xje+MXrOrl27IMsybr75Zt3XaG5uhtPpWRXr6urCF7/4RZSWlmLFihVoa2vDG2+8gY997GOBDo+IiCjs7PvtKDK1alpZ6clFJwpNrTi572SERkYUXhWbKzx7u4HRtPOKzRVRHBUR0eQ3oeJqk8l4N7UTUegpRb7mzGkNaMWbRb4oVv106U+Q1vBLrMfeMc/di/XoX/pp3Pb6P0RgZEThd6L+BBoea0CnvRM5thxR1Xwd93cTUWKKenE1IiKieJWak44eUzbgHvtclykb02emh31MRJFSWlXKQmpEFBZu2Q0JEiRJGv2dLMuQIcMkBZysPanE9uiJiIiiwLbWhma3BZ3wv6+1AzlocVswb928CI2MiIgodtUerkX1nmqc7TsLADjbdxbVe6rxWMNjUR7ZxDHwJiIiClB5dTnSZkzFIWkF3JB0z3FDwmvSCqTNmIqy9WURHiEREVHsmZ83Hw1NDSjbUYaaPTUo21GGhqYGlM8qj/bQJoyBNxERUYCSU5NRubMKp2BDnbTRZ+W7AzmokzbiFGyo3FnFVmJERETjUF1ejWP3HIMt14Y9x/fAlmvDsXuOobq8OtpDmzBeCRARxYnhgWEc23MM9v12DHT2ITUnHba1NpRXlzPwCwPbahs27Bd9up85b0OhqRWZ7i64TNlocVuQlj0VG3ZWwbaaLWiIKDTsB+xofL0RJctK2N6K4lZeeh62r9qORT9ahO2rtiMvPS/aQwoJXokREcUB+wE7DtxRj/7zQygytSLD3YUeUzb215/AwU2/RCUDwLCwVdpw/+kHcXzvcZzcdxL95/owfWY61q2bh7L1ZbzhEWYn6k+gobYBHac6kDs3V1TXZtEvilP2A3bsWrMLUpKEt7a+hY0vb2TwTRRDeEVAceWqq4D29sCfV1AAvP126MeTaJxOMyyWlnGdR6FjP2DH7rW7MBd2LMdB5Lg/7C3tBjqRg0NdK7B7zRA27OdFWjgkpyZjwS0LsOCWBdEeSkI5UX8CdTfVjfaRPvPeGdTdVIeal2oYfFNcany9EVKSBHlEhpQkwXHYwfd0ohjCwJviSnu76CdN0eF2J6GtzRLtYSSU4YFhHLijHnNhR428CybImuM56ESNvAt1kkiJvv/0g1yFpbjQUNswGnQDH36XgIbHGhh4U1wqWVaCt7a+NRp8W5daoz0korAxTzdjc8VmmKfHz2INr74oLplMIzCbnWOe53Sa4XYnRWBE8a2gILLPI49je46h//wQluOgT9CtMEHGp+SD2HHehuN7j3NlluJCx6kO+Ex5Gei0d0ZlPEThZqu0YePLG+E47IB1qZWr3RTXzBlmbFm6JdrDCCkG3hSXzGYnWlsLxzzPYmnhCm0IME0/euz77SgytXrSyw3kohOFplac3HeSgTfFhdy5uTjz3hlt8C0BOTb/vdWJYpmt0saAmyhGsZ0YEVEMG+jsQ4a7a1znZrq7MHCuL7wDIoqQis0Vo+nlAEbTzis2V0RxVERERPoYeBMRxbDUnHT0mLLHda7LlI3UmenhHRBRhJRWlaLmpRrkL8hHcmoy8hfko6a+BqXruL+biIgmH6aaExHFMNtaG/bXn0AncpAD43TzDuSgxW3BunXzIjg6ovAqrSplITUiChu37IYECZIkjf5OlmXIkGGSuH5JgeGMISKKYeXV5UibMRWHpBVwQ9I9xw0Jr0krkDZjKsrWl0V4hERERLGp9nAtqvdU42zfWQDA2b6zqN5TjccaHovyyCgWMfAmIophyanJqNxZhVOwoU7aiE5oC0t1IAd10kacgg2VO6vYSoyIiGic5ufNR0NTA8p2lKFmTw3KdpShoakB5bPKoz00ikG8AiMiinG21TZs2C/6dD9z3oZCUysy3V1wmbLR4rYgLXsqNuysgm01K+ESUWjYD9jR+HojSpaVsMo2xa3q8mpUWCuwbvc67Dm+B4sLF2Pfhn3IS8+L9tAoBjHwJqKQGx4YxrE9x2Dfb8dAZx9Sc9JhW2tDeXU5V1zDxFZpw/2nH8Txvcdxct9J9J/rw/SZ6Vi3bh7K1pfxf3ciChn7ATt2rdkFKUnCW1vfwsaXNzL4priVl56H7au2Y9GPFmH7qu0MuilovBILk6uuAtrbA39eQQF7IlNssx+w48Ad9eg/P4QiUysy3F3oMWVjf/0JHNz0S1Ry5TVsklOTseCWBezTHQUn6k+gobYBHac6kDs3FxWbK1j0i+JW4+uNkJIkyCMypCQJjsMOBt5ERGNg4B0m7e1AW1u0R5G4nE4zLJaWcZ1HoWM/YMfutbswF3Ysx0HkuD+ssu0GOpGDQ10rsHvNEDbs5+oIxY8T9SdQd1PdaB/pM++dQd1Ndah5qYbBN8WlkmUleGvrW6PBt3WpNdpDIiKa9Bh4h5nJNAKz2TnmeU6nGW53UgRGlBjc7iS0tVmiPYyEMjwwjAN31GMu7KiRd8EEWXM8B52okXehThJ7ke8//SDTnykuNNQ2jAbdwIffJaDhsQYG3hSXbJU2bHx5IxyHHbAutfJGKsU983QzNldshnk6F2zCqbm7GR39HYbHc9NyUZRVFMERhRavesPMbHaitbVwzPMslhYGiiFQUBDZ55HHsT3H0H9+CMtx0CfoVpgg41PyQew4b8PxvceZEk1xoeNUB3ymvAx02o37qhPFOluljQE3JQxzhhlblm6J9jDiWnN3M2zP2DAwPGB4TmpyKuz32mM2+GbgTXGF++Ojx77fjiJTqye93EAuOlFoasXJfScZeFNcyJ2bizPvndEG3xKQY8sxfA4RERF5dPR3+A26AWBgeAAd/R0xG3izjzcRhcRAZx8y3F3jOjfT3YWBc33hHRBRhFRsrhhNLwcwmnZesbkiiqMiIiKiyYSBNxGFRGpOOnpM2eM612XKRurM9PAOiChCSqtKUfNSDfIX5CM5NRn5C/JRU1+D0nXc301EREQCU82JKCRsa23YX38CnchBDozTzTuQgxa3BevWzYvg6IjCq7SqlIXUiChs3LIbEiRIkjT6O1mWIUOGSeI6GlEs4H+pRBQS5dXlSJsxFYekFXBD0j3HDQmvSSuQNmMqytaXRXiEREREsan2cC2q91TjbN9ZAMDZvrOo3lONxxoei/LIiGi8GHgTUUgkpyajcmcVTsGGOmkjOqEtLNWBHNRJG3EKNlTurGIrMSIionGanzcfDU0NKNtRhpo9NSjbUYaGpgaUzyqP9tCIaJx45UtEIWNbbcOG/aJP9zPnbSg0tSLT3QWXKRstbgvSsqdiw84q2FazBQ0RhYb9gB2NrzeiZFkJ21tR3Kour0aFtQLrdq/DnuN7sLhwMfZt2Ie89LxoD42IxomBN8W14YFhHNtzDPb9dgx09iE1Jx22tTaUV5dzxTVMbJU23H/6QRzfexwn951E/7k+TJ+ZjnXr5qFsfRn/dw+zE/Un0FDbgI5THcidm4uKzRXce0xxy37Ajl1rdkFKkvDW1rew8eWNDL4pbuWl52H7qu1Y9KNF2L5qO4Nuiiu5ablITU4ds493blpuBEcVWrwCDjOn0wyLpWVc51Fo2Q/YceCOevSfH0KRqRUZ7i70mLKxv/4EDm76JSq58ho2yanJWHDLAvbpjrAT9SdQd1PdaDurM++dQd1Ndah5qYbBN8WlxtcbISVJkEdkSEkSHIcdDLyJiGJQUVYR7Pfa0dHfYXhOblpuzPbwBhh4h53bnYS2Nku0h5Fw7Afs2L12F+bCjuU4iBz3h1W23UAncnCoawV2rxnChv1cHaH40VDbMBp0AxjtLd3wWAMDb4pLJctK8NbWt0aDb+tSa7SHREREQSrKKorpwHosDLzDpKAgss8jj+GBYRy4ox5zYUeNvAum0ShEyEEnauRdqJPEXuT7Tz/I9GeKCx2nOuA13QEZ6LQbt3cjimW2Shs2vrwRjsMOWJdaeSOV4p55uhmbKzbDPJ2ZkuHW3N0c16uvFHmMNsLk7bejPYLEdWzPMfSfH8JyHPQJuhUmyPiUfBA7zttwfO9xpkRTXMidm4sz753RBt8SkGPLMXwOUayzVdoYcFPCMGeYsWXplmgPI+41dzfD9oxtzP3G9nvtDL5p3NhOjOKOfb8dRaZW5MD/Kl8uOlFoasXJfScjNDKi8KrYXDGaXg5gNO28YnNFFEdFREQUWzr6O/wG3QAwMDzgd0WcyBsDb4o7A519yHB3jevcTHcXBs71hXdARBFSWlWKmpdqkL8gH8mpychfkI+a+hqUruP+biIiIqJoYqo5xZ3UnHT0mLIB99jnukzZmD4zPexjIoqU0qpSFlIjorBxy25IkCBJ0ujvZFmGDBkmies5RERG+A5Jcce21oZmtwWd8L+vtQM5aHFbMG/dvAiNjIiIKLbVHq5F9Z5qnO07CwA423cW1Xuq8VjDY1EeGRHR5MbAm+JOeXU50mZMxSFpBdyQdM9xQ8Jr0gqkzZiKsvVlER4hERFRbJqfNx8NTQ0o21GGmj01KNtRhoamBpTPKo/20IiIJjUG3hR3klOTUbmzCqdgQ5200WfluwM5qJM24hRsqNxZxVZiRERE41RdXo1j9xyDLdeGPcf3wJZrw7F7jqG6vDraQyMimtQYcUTI8MAwju05Bvt+OwY6+5Cakw7bWhvKq8sZ+IWBbbUNG/aLPt3PnLeh0NSKTHcXXKZstLgtSMueig07q2BbzRY0RBQa9gN2NL7eiJJlJWxvRXEtLz0P21dtx6IfLcL2VduRl54X7SEREU16jPgiwH7AjgN31KP//BCKTK3IcHehx5SN/fUncHDTL1HJADAsbJU23H/6QRzfexwn951E/7k+TJ+ZjnXr5qFsfRlveITZifoTaKhtQMepDuTOzUXF5goW/aK4ZT9gx641uyAlSXhr61vY+PJGBt9ERDEqNy0XqcmpY/bxzk3LjeCoEseIewRHmo/A2eOEOcOMJUVLkGRKivawJizgyOONN97Ad77zHbzzzjtwOp3Yt28f1q5dO3r8jjvuwM6dOzXPueaaa/D73//e7+u+9NJLePTRR/G3v/0Nl156Kb71rW9h3bp1gQ5v0rEfsGP32l2YCzuW4yBy3B/2lnYDncjBoa4V2L1mCBv28yItHJJTk7HglgVYcMuCaA8loZyoP4G6m+pG+0ifee8M6m6qQ81LNQy+KS41vt4IKUmCPCJDSpLgOOzgezoRUYwqyiqC/V673z7duWm5KMoqiuCoEkP9iXps+tUmtLpaR39nybRg28ptqCqtiuLIJi7gPd59fX244oor8Mwzzxies3LlSjidztGvX/7yl35f880338SGDRtw66234k9/+hNuvfVW1NTU4K233gp0eJPK8MAwDtxRj7mwo0behRx0ao7noBM1sgjKD9xRj+GB4SiNlCi0GmobRoNu4MPvEtDwWEMUR0UUPiXLSkaDbnlEhnWpNdpDIgor83QzNldshnm6OdpDIQqLoqwiLDQvNPxi0B169Sfqsb5uvSboBoA2VxvW161H/Yn6KI0sNCRZluWxTzN4siTprnh3dXVh//79436dDRs2wOVy4dVXXx393cqVKzFjxgy8+OKL43oNl8uFrKwsdHd3IzMzc9z/djj96YU/Yf9t+3EvtvsE3WodyMEOfBnrXljHlVmKC49PexwjAyM+v09OTcbXL3w9CiMiCj/7ATschx2wLrVytZuIQqa5u5krrxT3RtwjsG6z+gTdCgkSLJkWNG5qnHRp5+ONQ8OyyfXw4cPIy8tDdnY2Kioq8K1vfQt5ecaFN958803cf//9mt/deOON2Lp1q+FzBgcHMTg4OPqzy+Wa8LhDzb7fjiJTqye93EAuOlFoasXJfScZeFNcyJ2bizPvnfGseAOABOTY/PdWJ4pltkobA24iCqnm7mbYnrGNudfYfq+dwTfFtCPNRwyDbgCQIaPF1YIjzUew1Lo0cgMLoZC3E1u1ahX+67/+C7/+9a/x3e9+F3/84x/xiU98QhMke2tvb0d+fr7md/n5+Whvbzd8zpNPPomsrKzRr8LCwpD9DaEy0NmHDHfXuM7NdHdh4FxfeAdEFCEVmytG08sBjKadV2yuiOKoiIiIYktHf4ffoBsABoYH/K6IE8UCZ48zpOdNRiEPvDds2IDPfOYzmD9/PlavXo1XX30Vp06dwi9+8Qu/z5MkSfOzLMs+v1N7+OGH0d3dPfrV0tISkvGHUmpOOnpM2eM612XKRurM9PAOiChCSqtKUfNSDfIX5CM5NRn5C/JRU1+D0nUsrEZEREREWuaM8dWLGO95k1HY+ymZzWYUFxfj/fffNzynoKDAZ3X77NmzPqvgaikpKUhJSQnZOMPBttaG/fUn0ImcMfd4t7gtWLduXgRHRxRepVWlrGBORGHjlt2QIGlu0suyDBkyTFLI1xWIiCiMlhQtgSXTgjZXG2T4liBT9ngvKVoShdGFRtg/mTo7O9HS0gKz2fjuxHXXXYdDhw5pfnfw4EEsXrw43MMLq/LqcqTNmIpD0gq4ob9674aE16QVSJsxFWXryyI8QiIiothUe7gW1XuqcbbvLADgbN9ZVO+pxmMNj0V5ZEREFKgkUxK2rdwGQATZasrPW1dunXSF1QIRcODd29uLd999F++++y4AoLGxEe+++y6am5vR29uLr3zlK3jzzTfhcDhw+PBhrF69Grm5uZqe3Lfddhsefvjh0Z83bdqEgwcP4qmnnsLJkyfx1FNP4bXXXsN999034T8wmpJTk1G5swqnYEOdtBGd0BaW6kAO6qSNOAUbKndWITk17AkIREREcWF+3nw0NDWgbEcZavbUoGxHGRqaGlA+qzzaQyMioiBUlVZhb81ezMmco/m9JdOCvTV7Y76Pd8DtxA4fPoxly5b5/P7222/Hv//7v2Pt2rX43//9X3R1dcFsNmPZsmX45je/qSl+tnTpUlitVjz//POjv9u7dy8eeeQR/P3vf8ell16Kb33rW6iqGv//uJOxnZjCfkD06e4/P4RCUysy3V1wmbLR4rYgbcZUVO6sgm01K+ESUWjYD9jR+HojSpaVsMo2xbWzfWexbvc6/K7ld1hcuBj7NuxDXrpxFxWiWHPUeRSLfrRozPPe+eI7WGheGIEREYXfiHsER5qPwNnjhDnDjCVFSyb1Svd449AJ9fGeTCZz4A0AwwPDOL73OE7uO4mBc31InZmOeevmoWx9GVe6iShk7Afs2LVmF6QkCfKIjI0vb2TwTXFNCUwYeFA8YuBNNPlFtY83+UpOTcaCWxawT3cUnKg/gYbaBnSc6kDu3FxUbK5g0S+KW42vN44G3VKSBMdhBwNvIqIYlZuWi9Tk1DH7eOem5UZwVIkl1lZfafJi4E1x7UT9CdTdVDfaR/rMe2dQd1Mdal6qYfBNcalkWQne2vrWaPBtXWqN9pCIiChIRVlFsN9r99unOzctF0VZRREcVeKoP1GPTb/ahFZX6+jvLJkWbFu5Leb3G1PkMdWc4toPr/ghzrx3BpquBBKQvyAfd797d9TGRRRO9gN2OA47YF1q5Wo3xT1njxPPvvMs7lp0V0z3d40Fzd3NDAApYdSfqMf6uvU+ra2UCtvxUOyLQoN7vIkAPD7tcYwMjPj8Pjk1GV+/8PUojIiIiCj2NHc3w/aMbcyUZ/u9dgbfFPNG3COwbrNqVrrVlJ7SjZsamXZO445Dw97HmyiacufmwqeFugTk2HJ0zyciIiJfHf0dfoNuABgYHvC7Ik4UK440HzEMugFAhowWVwuONB+J4Kgo1jHwprhWsblCpJkrwfeHe70rNldEcVRERERENFk5e5whPY8IYOBNca60qhQ1L9Ugf0E+klOTkb8gHzX1NShdx8JqRERERORrvPUiWFeCAsGq5hT3SqtKWcGciMLGLbshQYIkefa1yLIMGTJMEu9vExHFmiVFS2DJtKDN1eZTXA3w7PFeUrQkCqOjWMUrAiIiogmoPVyL6j3VONt3FgBwtu8sqvdU47GGx6I8MiIiCkaSKQnbVm4D4KlirlB+3rpyKwurUUAYeBMREU3A/Lz5aGhqQNmOMtTsqUHZjjI0NDWgfFZ5tIdGRERBqiqtwt6avZiTOUfze0umha3EKChMNSeisLEfsKPx9UaULCthP2mKW9Xl1aiwVmDd7nXYc3wPFhcuxr4N+5CXnhftoRER0QRUlVZhjW0NjjQfgbPHCXOGGUuKlnClOwKcPU48+86zuGvRXXGzl56BdwSdqD+BhtoGdJzqQO7cXFRsruDeY4pb9gN27FqzC1KShLe2voWNL29k8E1xKy89D9tXbceiHy3C9lXbGXRT3MlNy0VqcuqYfbxz03IjOCqi8EsyJWGpdWm0h5FwnL1O1DbUotJWycCbAnOi/gTqbqobbWd15r0zqLupDjUv1TD4prjU+HojpCQJ8ogMKUmC47CDgTcRUYwqyiqC/V673z7duWm5KMoqiuCoEsuIe4Qrr0QxjIF3hDTUNowG3QBGe0s3PNbAwJviUsmyEry19a3R4Nu61BrtIRER0QQUZRUxsI6S+hP12PSrTWh1tY7+zpJpwbaV27jXmOKGs8cJZ6/ojX7UeVTzHQDM080xvfrNwDtCOk51wKcbgQx02jujMh6icLNV2rDx5Y1wHHbAutTK1W6Ke+bpZmyu2Azz9Ni9KIgVzd3NXHmlhFF/oh7r69b7tLVqc7Vhfd16FvqiuPHsO8+itqFW87s7X7lz9PHmis3YsnRLhEcVOpIsy77N6WKQy+VCVlYWuru7kZmZGe3h+PjhFT/EmffOaINvCchfkI+73707auMiIiKKJc3dzbA9Yxtzr7H9XjuDb4p5I+4RWLdZNSvdako/6cZNjUw7p5jnveJ95yt34rnVz2GheSGAybviPd44lCveEVKxuUKzx1v5XrG5IsojIyIiih0d/R1+g24AGBgeQEd/BwNvinlHmo8YBt0AIENGi6sFR5qPsAAYxTxzhm9gvdC8cDTwjnXs4x0hpVWlqHmpBvkL8pGcmoz8Bfmoqa9B6Tru7yYiIiIiX84eZ0jPI6Lo4Yp3BJVWlbKQGhGFjVt2Q4IESZJGfyfLMmTIMEm8z0pEFGvGm1Y7GdNviSYiHuum8EqMiChO1B6uRfWeapztOwsAONt3FtV7qvFYw2NRHhkREQVjSdESWDItkCDpHpcgoTCzEEuKlkR4ZEThZc4wY8vSLXF1U4mBNxFRnJifNx8NTQ0o21GGmj01KNtRhoamBpTPKo/20IiIKAhJpiRsW7kNAHyCb+XnrSu3srAaUQxg4E1EFCeqy6tx7J5jsOXasOf4HthybTh2zzFUl1dHe2hERBSkqtIq7K3ZizmZczS/t2Ra2EqMKIZwjzclBPsBOxpfb0TJshL2k6a4lpeeh+2rtmPRjxZh+6rtyEvPi/aQiIhogqpKq7DGtgZHmo/A2eOEOcOMJUVLuNIdIc4eJ55951ncteiuuEp9pshi4E1xz37Ajl1rdkFKkvDW1rew8eWNDL6JiGJUblouUpNTx+zjnZuWG8FRJZYR9wgDwChIMiWxZViUOHudqG2oRaWtkoE3BY2BN8W9xtcbISVJkEdkSEkSHIcdDLyJiGJUUVYR7Pfa0dHfYXhObloue3iHSf2Jemz61SZNb2lLpgXbVm5jyjMRkR8MvCnulSwrwVtb3xoNvq1LrdEeElFYxWMLDiK1oqwiBtZRUH+iHuvr1kOGrPl9m6sN6+vWc78xxRVnjxPOXtEf/ajzqOY7ID5rufpNgZBkWZbHPm3yc7lcyMrKQnd3NzIzM6M9HJpk7AfscBx2wLrUytVuIgqZ5u5mrrxSQhhxj8C6zapZ6VaTIMGSaUHjpkamnVNc2HJ4C2obag2Pb67YjC1Lt0RuQDRpjTcOZeBNREQUhObuZtiesY2519h+r53BN8W8w47DWLZz2ZjnvX7769yHTHHBe8X7zlfuxHOrn8NC80IAXPEmj/HGoUw1JyIiCkJHf4ffoBsABoYH0NHfwcCbYp6zxxnS84gmO3OGb2C90LxwNPAmChT7eBMRERGRX+Nd2eMKIBGRPgbeRBRybtkN710ssizDLbujNCIiIpqIJUVLYMm0QIKke1yChMLMQiwpWhLhkRGFH4uWUigw8CaikKs9XIvqPdU423cWAHC27yyq91TjsYbHojwyIiIKRpIpCdtWbgMAn+Bb+Xnryq0srEZxyZxhxpalW5jRQRPCwJuIQm5+3nw0NDWgbEcZavbUoGxHGRqaGlA+qzzaQyMioiBVlVZhb81ezMmco/m9JdPCVmJERGNgcbUIsx+wo/H1RpQsK2FbK4pb1eXVqLBWYN3uddhzfA8WFy7Gvg37kJeeF+2hERHRBFSVVmGNbQ2ONB+Bs8cJc4YZS4qWcKWbiGgMXPGOIPsBO3at2YU/bP8Ddq3ZBfsBe7SHRBQ2eel52L5qOwBg+6rtDLqJiOJEkikJS61LcfPlN2OpdSmD7ghy9jix5fAWVo8nikEMvCOo8fVGSEkS5BEZUpIEx2FHtIdERERByk3LRWpyqt9zUpNTkZuWG6ERJZ4R9wgOOw7jxfdexGHHYYy4R6I9JKKwcvY6UdtQO9pfmohiB1PNI6hkWQne2vrWaPBtXWqN9pCIiChIRVlFsN9rR0d/h+E5uWm57OEdJvUn6rHpV5vQ6mod/Z0l04JtK7dxrzEREU06DLwjyFZpw8aXN8Jx2AHrUiv3eFPcY/uNyGnubmYAGAVFWUX83zUK6k/UY33desjQti1sc7Vhfd16FvqiuOLscY6ucB91HtV8B8RnLattE01+kuzdbDdGuVwuZGVlobu7G5mZmdEeDhFRxDR3N8P2jA0DwwOG56Qmp8J+r51BIsW8EfcIrNusmpVuNQkSLJkWNG5q5N5jigtbDm9BbUOt4fHNFZuxZemWyA2IiDTGG4dyxZuIKMZ19Hf4DboBYGB4AB39HQy8KeYdaT5iGHQDgAwZLa4WHGk+gqXWpZEbGFGY3LXoLlTaKgGIle47X7kTz61+DgvNCwGAWWVEMYKBNxEREcWM8VZzZtVnihfmDN9U8oXmhaOBNxHFBlY1JyIiopgx3r2s3PNKRESTScCB9xtvvIHVq1dj9uzZkCQJ+/fvHz128eJFfPWrX8Xll1+O9PR0zJ49G7fddhtOnz7t9zWff/55SJLk8zUw4D91kmgsbtkN7zIGsizDLbujNCIiIpqIJUVLYMm0QIKke1yChMLMQiwpWhLhkRGFH4uWEsWugAPvvr4+XHHFFXjmmWd8jvX39+Po0aN49NFHcfToUdTX1+PUqVOorKwc83UzMzPhdDo1X6mp/vujEo2l9nAtqvdU42zfWQDA2b6zqN5TjccaHovyyIiIKBhJpiRsW7kNAHyCb+XnrSu3srAaxSVzhhlblm5hRgdRDAp4j/eqVauwatUq3WNZWVk4dOiQ5nfbt2/Hxz72MTQ3N6OoyLiojyRJKCgoCHQ4RH7Nz5uPH7z9A5TtKMMnSj6BXzf+GpIkYUP5hmgPjYiIglRVWoW9NXt1+3hvXbmVrcSIiGjSCXtxte7ubkiShOzsbL/n9fb2ori4GCMjI/joRz+Kb37zm7jyyisNzx8cHMTg4ODozy6XK1RDpjhSXV6NCmsF1u1ehz3H92Bx4WLs27APeel50R4aERFNQFVpFdbY1uBI8xE4e5wwZ5ixpGgJV7ojxNnjxLPvPIu7Ft3F1VcionEIa3G1gYEBfO1rX8PnPvc5vz3N5s2bh+effx4HDhzAiy++iNTUVFx//fV4//33DZ/z5JNPIisra/SrsLAwHH8CxYG89DxsX7UdALB91XYG3RR3ctNykZrsf2tOanIqctNyIzQioshIMiVhqXUpbr78Ziy1LmXQHUHOXidqG2rh7GX1eCKi8QjbivfFixexceNGuN1u/OAHP/B77rXXXotrr7129Ofrr78eCxcuxPbt2/H9739f9zkPP/wwHnjggdGfXS4Xg28iSkhFWUWw32tHR3+H4Tm5abns4R1GI+4RrrwSERGRobAE3hcvXkRNTQ0aGxvx61//2u9qtx6TyYSrr77a74p3SkoKUlJSJjpUIqK4UJRVxMA6SupP1OvuNd62chv3GlNccfY4R1e4jzqPar4DouI2086JiPSFPPBWgu73338fr7/+OnJycgJ+DVmW8e677+Lyyy8P9fAoQbH9RuQ0dzdz5ZUSRv2JeqyvWw8Z2raFba42rK9bj701exl8U9x49p1nUdtQq/ndna/cOfp4c8VmbFm6JcKjIiKKDZLs3eR4DL29vfjrX/8KALjyyivx9NNPY9myZZg5cyZmz56Nm266CUePHsX/+3//D/n5+aPPmzlzJqZOnQoAuO222zBnzhw8+eSTAIDa2lpce+21uOyyy+ByufD9738fL7zwAn7729/iYx/72LjG5XK5kJWVhe7u7oBX2IkoNJq7m2F7xoaB4QHDc1KTU2G/187gm2LeiHsE1m1WzUq3mgQJlkwLGjc1Mu2c4oL3ivedr9yJ51Y/h4XmhQC44k1EiWm8cWjAK95vv/02li1bNvqzss/69ttvx5YtW3DgwAEAwEc/+lHN815//XUsXboUANDc3AyTyVPXraurC1/84hfR3t6OrKwsXHnllXjjjTfGHXQT0eTQ0d/hN+gGgIHhAXT0dzDwpph3pPmIYdANADJktLhacKT5CJZal0ZuYERhYs7wDawXmheOBt5ERGQs4MB76dKl8LdIPp4F9MOHD2t+/t73vofvfe97gQ6FiIgoapw946vmPN7ziIiIKH6FtZ0Yebhlt89NCVmW4ZbdURoRERFNxHhTapl6S/GItVOIiALDwDtCag/XonpPNc72nQUAnO07i+o91Xis4bEoj4yIiIKxpGgJLJkWSJB0j0uQUJhZiCVFSyI8MqLwM2eYsWXpFt5YIiIaJwbeETI/bz4amhpQtqMMNXtqULajDA1NDSifVR7toRERURCSTEnYtnIbAPgE38rPW1duZWE1IiIify5cAB59FLjtNuCRR6I9mrBh4B0h1eXVOHbPMdhybdhzfA9suTYcu+cYqsuroz00IiIKUlVpFfbW7MWczDma31syLWwlRkREpPjjH4FbbwWWLAF279YemzoV+Nd/BV54AfjFL6Izvghg4B1Beel52L5qOwBg+6rtyEvPi/KIiIhooqpKq+DY5MDrt7+On1f9HK/f/joaNzUy6I4QZ48TWw5vYRE7IqJIGh72/d13vwtcfz0wZw7g9HpP7uwEfvYz4De/Ad57T3ssKQkoLBSPHY6wDHcyCLiqORGRkdy0XKQmp47Zxzs3LTeCo0osI+4RHGk+AmePE+YMM5YULWGqcwQkmZLYMixKnL1O1DbUotJWyf3GREShcuECcPEioO5LLctARQXw/vvA7NnAO+9on+NwAL/7neexWfWeXFzsedzR4fvv/fzn4t9SnxdnGHgTUcgUZRXBfq8dHf06b6gfyk3LZQ/vMKk/UY9Nv9qk6S1tybRg28ptXH0lIiIij74+oKkJKCkBpk3z/P63vwWqqoCzZ8V+629+03NMkoCWFqC9HRgc9H1NJWjOzwdcLu2xj3wEOH4cKCoC0tN9n3vttRP/myY5Bt4RxvYbFO+KsooYWEdB/Yl6rK9bDxnatoVtrjasr1vP/cYUV5w9Tjh7RRrjUedRzXdAfNZy9ZuIElpvrwisOzuBG27QHnvwQeDf/k08fvNNbdA7Y4YIugH9tO+SEhF0W63ie0qK59jddwP33AOkpfk+b8oUoLR0In9RzGPgHWFK+w0Kv+buZq68UkIYcY9g0682+QTdACBDhgQJ9/3qPqyxrWHaOcWFZ995FrUNtZrf3fnKnaOPN1ds5mctEcW3oSHAbhfB8axZvivG8+eLwHvmTBF8q+Wp6kw5HNrnFheLPdpWKzB3ru+/e+iQ2JOtZ/r0IP6QxMHAm+JSc3czbM/YxtxrbL/XzuCbYt6R5iOa9HJvMmS0uFpwpPkI9yFTXLhr0V2otFUCECvdd75yJ55b/RwWmhcCALPKiCg+tLQAR4+KALqyUgTDivffBxYsEI9vvdU38LZaxfPOnRNp3+q92uXlwMc/Ls6ZPVv7vPR0oNX4msIw6KYxMfCmuNTR3+E36AaAgeEBdPR3MPCmmDfeas6s+kzxwpzhm0q+0LxwNPAmIooZhw4Bx44BZ84ATz6pPfbii8BXvyoe5+drA291ETK9lPAbbxT7qa1WwO3WHvv0p8UXRRQDbyKiGDfevazc80pERBRhPT3Af/yHCI4vuQTYtEl7/PHHgTfeEI+//nVturY60PYOrqdPB/7pn0Ta+Pz5vv/uww+HYPAUSgy8iYhi3JKiJbBkWtDmatPd5y1BgiXTgiVFS6IwOqLwYtFSIoq6P/wBeOEFERx/+cvAihXa4w88IL7fcINv4G21egLvpiaRBq5YtAiorRXn6FX9/sEPQvQHUCQw8CYiinFJpiRsW7kN6+vWQ4KkCb4lSACArSu3srAaxSUWLSWiiNi6VaSFNzUBv/+9dmW6sRF45hnxeMkSbeCdkQHk5IgCZ01Nvq/7hS8An/qUCK7VK9wAcOmlwDe+EeI/hKKFgTcRURyoKq3C3pq9un28t67cylZiREREClkGLl4Epk71/O7iRWDNGrFqXVIC/OIX2uccPQr88pfisffKtDpgbm72/fd27gSysnwDawCoqAjyj6BYw8CbiChOVJVWYY1tDY40H4GzxwlzhhlLipZwpZuIiBKL2y2Klc2aBSSrwp3Dh8W+aIcD+OY3ga98xXNsyhSxkn3+PHDhgu9rKkFzSoroc60OvOfPB377W3FOQYHvcz/zmYn/TRTzTNEeABERhU6SKQlLrUtx8+U3Y6l1KYPuCHL2OLHl8BZWjyciCje3Gzh9WlQD9/aVrwBpaaJN1vvva4+lpAAnTwIDA/qVwK1WIDVVpJHLXjVTvvxlwOkE+vuBZcu0x9LTgcWLxb9pYnhF+rjiTXEpNy0XqcmpY/bxzk3LjeCoEsuIe4Qrr5RQnL1O1DbUotJWyQryREQTMTIiglyHQ+yPLi3VHp89W6xol5QAf/+79lhqKjA4KB47HNrnWq3AtGnie67ONeDhw2JPtiT5Hps1K+g/hwhg4E1xqiirCPZ77ejo7zA8Jzctlz28w6T+RL3uXuNtK7dxrzEREREBH3wgVp8dDtFzOi/Pc+ytt4DrrxeP770X2L5d+1yzWQTeLS3A8LA2ndxmE2ngVqu2ABog0sD7+vQDawDIzJzoX0VkiIF3BDR3NzMAjIKirCL+7xoF9Sfqsb5uvU9bqzZXG9bXrcfemr0MviluOHuccPaK1PKjzqOa74BodcXVbyJKWL/7nUj3Pn8euO8+7bGtW4EnnhCPX30VWLnSc8xf/2oAWLoUKCwU5w0MaAPsW28VX3qMAm6iCGDgHWbN3c2wPWMbM+XZfq+dQSLFvBH3CDb9apNuL2kZMiRIuO9X92GNbQ3TzikuPPvOs6htqNX87s5X7hx9vLliM1tdEVH86u4G6utFle/LLgM+/3nt8XvuAf70J7Ei/eUvA0mqz35/wXVBAbBunQiur7rK99/93vdC9RcQRQwD7zDr6O/wG3QDwMDwADr6Oxh4U8w70nxEk17uTYaMFlcLjjQfwVLr0sgNjChM7lp0FyptlQDESvedr9yJ51Y/h4XmhQDEijcRUUx7+23gwAERHN97L/Cxj3mO9faKPtQAsHq1b+BttYrAe3hYFEMrLPQcu/pqYNMmcc7HP659nskkAnqiOMLAm4hCZrzVnFn1meKFOcM3lXyheeFo4E1EFBN+8APgzTfFnulf/1pbmfvoUdF6CxD7rtWBt9ks2nBdvKifEn7HHcAnPiGC6xkztMc++lGRbk6UIBh4E1HIjHcvK/e8EhERRVBPD3D33Z4q3//xH9rjv/oV8Mor4rHTCcyZ4zmmTglvatI+z2QCnntOVB6/5BLff3ft2hAMnhLCt74F2O1iH/7OndEeTVgw8CaikFlStASWTAvaXG26+7wlSLBkWrCkaEkURkcUXubpZmyu2Mz0ciIKvwsXRNssdbGw114DHn1UBMePPQb8n//jOZaWBtTViZTvvj7f11MH1y0t2sD7qquA//f/xDnq8xS33z7BP4bi0uAg0NwsbvY0NYnvytf8+cAPf6g9/6c/BU6dEj3Rn38+LgvhMfAmopBJMiVh28ptWF+3HhIkTfAtQbyBbl25lYXVKC6ZM8wspEZEodHfLyqBqwNgAPjKV4Cf/Uy00mprE/2sFcPDwO9/Lx43Nmqfl5QEFBWJntcXLvj+e/ffL1bEi4tF4KM2cybwmc9M/G+i+DIw4Ams1V9KkH36tP/nerNaReDd1wecOyeyKOIMA28iCqmq0irsrdmr28d768qtbCVGRETU2ysClMxMbcExt1sEyG1twJVXiv3VaoODIugGRHCjDryV1WizWdvXWnH4sAhm0tJ8j5WUTOCPobh04YIIgnNzPb+TZaCiQrSIa28P/rX1si7+7d/E1oXiYt/+63GCgTcRhVxVaRXW2NbgSPMROHucMGeYsaRoCVe6I8TZ48Sz7zyLuxbdxf30RETR0NsrVp2bmkSgkpHhOXboELBihXj8yCOewmWACDymThWP9YqVXXKJCLatVhEEqV12mScFXY86wCfq6/Pc/LFYPL9vaREV58+cATZuBF580XNMksTxsYLu/HzP1gSrVQTTyuOiIt+sCgC4/PIJ/0mTHQPvMMtNy0VqcuqYfbxz03INjxPFoiRTEluGRYmz14nahlpU2ioZeBMRhctf/iJSt3t7gc99Tnvsa18DduwQj998E7j2Ws8xdZCjF1x/7GOe4PriRVE1XHHffSItXE9SkrZPNiU2JavCKBX8gw/EeZs3A1u2eJ43a5Y2q8JbSYnIvPAOqNWB9bRp4fmbYhwD7zAryiqC/V47Ovo7DM/JTctlD+8wGnGPcOWViIiIAtPdDbz+ugg+bDZg1Srt8dWrxbGZM30Db3URModDG3gXF4u+1SUlYjXc265dxmOKw4JTFKShIVEF3DugVr46O8f3Ot7BdWqq2OYwbRqwUKc15qFDvMETJAbeEVCUVcTAOkrqT9Tr7jXetnIb9xpTXHH2OOHsFf3RjzqPar4DouI2V7+JiLy8+64nuP6nfwLmzfMca20F1q0Tj2+91TfwtlrF886dA1wukbKruPpqUe3bagXKyrTPS0sDjhwJ+Z9CcejsWVEwz+EQPdQXLfIce/99YMGCwF9TkkTRPmWF+oYbfM/xri2gxqA7aAy8KW7Vn6jH+rr1Pm2t2lxtWF+3Hntr9jL4prjx7DvPorahVvO7O1+5c/Tx5orNrLhNRInpxz8WAXZnJ/Dzn2uPHTwIfPWr4vHixdrAu7jY81gv5faWW4ClS0Xw4h2MVFTor2YTAWJ/fleX70r1l74k9uorfvMb4KabxOPHH9cG3ur5qWYyie0MRqngFounjgBFFANviksj7hFs+tUm3V7SMmRIkHDfr+7DGtsapp1TXLhr0V2otFUCECvdd75yJ55b/RwWmkWaGHtLE1HcOncO+MY3RODy0Y+KAEXtpz8F3nhDPH72WW2hM++UcLXp04GnngIKCrQBueIf/3HiY6f4JMuiHZzR/mqHQ2RJeFuyRBt4q4PrpibtudOniyyNvDxtkG2xaOsC0KTBwJvi0pHmI5r0cm8yZLS4WnCk+QgLgFFcMGf4ppIvNC8cDbyJiGKGLPvuZT54ENi6VQQfjz/uSQEHRJChFDLr6fF9PavVE3g3NQHz53uOLV4MvPCCOEcvuH7ooQn8IZQw/vAHMY/UQXZvb+Cv433z5yMfEYXPrFZxU8nbD34Q+L9BUcPAm+KSs8cZ0vOIiIgoRGRZBCXqlWdABLmvvCKC47Nntb18z58HXn1VPH7/fe3zMjJEf+rOTuD0ad9/7ytfAe66SwQvBQXaYxaLSBknUtO7+fOzn4nCdw6H+K6+gdPYCDzzzPhee8oUUflbLxW8tFR7blaWqDpOcYGBN8Wl8RaRYrEpikfm6WZsrtjM9HIiig63W/T5TUkRAbFiYAC44goRWF97LXD4sPZ57e3AyZPicVMTUF7uOaakhKemAv39vv/mr38t2iDl5/seS4D+wBQgWRY3d4zSwJubRbstdVusv/0N+MUvxOO//10beKu3LEyd6gms9XpZm80sUJagGHhTXFpStASWTAvaXG26+7wlSLBkWrCkaEkURkcUXuYMMwupEVH4jIwATqcIUK6+WgTYildeAdavF62Ovv1t4MEHPcdSU4GODtEDWK9YmdUqAh2rFejr0x678koRmOfl6bfUCqa6M8Uvt1v0otZrs6X8bmDA/2s0N4s2cgoluE5JEXUF1ObPB377W09WhckUoj+E4gkDb4pLSaYkbFu5Devr1kOCpAm+JYgP7K0rt7KwGhERkZ6WFhGgXLgArFihPfaFL4iCZQBw7Ji2XdasWSLoBvSD6/nzRUr4Rz7im877yCNAba1+YD11qv5qNiUmJauirU3c/FH7yldE2vfgYHCvnZoqAmjvegHr1on/FvLzfQPr9HRRL4DIDwbeFLeqSquwt2avbh/vrSu3spUYERElrp4e0avX4QDmzgWuu057/IorxL7qkhKRVqtWVOR57HBoA++SEhFcW636Kd4NDcZjYosjUqizKgYGgE99Snv84x8H3nxTBMAXLmjnTmqq/6A7LU2/zZbyO6OsisxMba92ogAx8Ka4VlVahTW2NTjSfATOHifMGWYsKVrCle4IcfY48ew7z+KuRXdxPz0RUaQdPy6qLTscwJ13AnPmeI795S+iBzUA3Huvb+BdXCwC75YWYHgYSFZdMi5aBKxeLYJs9WsCYjXwvffC8ddQPBkZEavVevurlT3Ww8Pi3I98xLeg3uzZ4rvbDbS2Apdc4jlms4n6AN4BtfKVm6sfWBOFGQPvCBpxjzAAjIIkUxJbhkWJs9eJ2oZaVNoqGXgTEYXDiy8CJ06IKuFPP6099l//BTzxhHh87bXaIFndH1gvJbymBqioEIGKd+C9dq34IhrL734ngmbvAFu5oTMezc0iwFandy9eLFa1rVbfntW33iq+iCYZBt4RUn+iXjfledvKbUx5JiIiIn1nzwLbt3sKmf3zP2uPP/UU8Kc/icD4O9/RVktWV1r2Dq4LCoAHHhABuF5hsocfDtEfQHFteFi02XI4RBr2Aw9oj99zj5ifgcjM9E0Dv3hRW8TvgQd8/y2iSS7gwPuNN97Ad77zHbzzzjtwOp3Yt28f1qruesqyjNraWvzoRz/C+fPncc0112DHjh0oV7eE0PHSSy/h0Ucfxd/+9jdceuml+Na3voV169YF/AdNRvUn6rG+br1Pde02VxvW163H3pq9DL4pbjh7nHD2iv7oR51HNd8B0eqKq99ERCoHDwI7d4rg5YknxEqz4uJF4PHHxePubt/A22oVgc3wsOhhXVjoOXbDDcD3vy/OWbRI+zyTCfjud8Pwx1BcGBryFNhTp4Ffcw3wpS95zktKAv7pn8Q+7LIy32BYmZ9q2dn6e6uVr+zs8PxNRFEWcODd19eHK664Av/wD/+Am266yef4t7/9bTz99NN4/vnnMXfuXDz++ONYvnw57HY7MjIydF/zzTffxIYNG/DNb34T69atw759+1BTU4Pf/OY3uOaaawL/qyaREfcINv1qk25LKxkyJEi471f3YY1tDdPOKS48+86zqG2o1fzuzlfuHH28uWIzW10RUXzzTosFgH/5F9G3uq1NFCtTr0w7HMDPfy4enzypDbzNZpFKe/Ei0Njo+2/93/8r9m8rbYzUbDZtOyQixeCgJ7DW62Xd1iaqznvr7dUG3pIkAme7XTzPu1L9HXcAn/iENsjOygrbn0Vx5OJFMUcHB4HS0miPJiQkWdb7r2qcT5YkzYq3LMuYPXs27rvvPnz1q18FAAwODiI/Px9PPfUU7rrrLt3X2bBhA1wuF1599dXR361cuRIzZszAiy++qPucwcFBDKoqFrpcLhQWFqK7uxuZk6ji4GHHYSzbuWzM816//XXuQ6a44L3ifecrd+K51c9hoXkhAK54E1Ec6O8X39PSPL87fx5YtUoEH9deC+zfr33OmjXAgQPicUsLYLF4jh08CNx4o3hcWwt84xva577+uihaVlws2hYRjcU7AO7pAe6+2xNgO536gfVYrrxSVMNXe/llcaPJahUV7Vm4jMZjaEjs3/curKe++eN2ixuRhw9HdahjcblcyMrKGjMODeke78bGRrS3t2OFqt9jSkoKKioq8Lvf/c4w8H7zzTdx//33a3534403YuvWrYb/1pNPPona2lrD45OFs8cZ0vOIJjtzhm9gvdC8cDTwJiKa9Pr6xMXfvHnalev6epFWe/Ys8OyzwBe/6DmWmSkCEqOVaWW/dUEB0NGhDbwXLxYF0oqKtMG8YtnYN/ApwVy4IL5Pm+b53V/+IrIfHA7g9tuBf/1Xz7G0NKCubnwFzWbNMk4FVxflU6xZE+xfQfFscFAE1npBtcMhtsaM5+aPXvHHGBXSwLu9vR0AkJ+fr/l9fn4+mpqa/D5P7znK6+l5+OGH8YBqH4my4j3ZjHdljyuAREREEdLTIy4AL1wQBcvUPv95T9p3a6u2Enh6ugi6AfF8taQkEZT094v0cG+PPSYKoaWm+h6bPl0E+USK/n5tkOK9KnjmDPDjHwNf+ILnOampwO9/Lx573/xJShI3dv7+d5E9obe32moV5zCrgsbjwgVPYO09P5WsimDl5nrm5KWXhmCwk0NYqppLXikmsiz7/G6iz0lJSUGKurrhJLWkaAksmRa0udp093lLkGDJtGBJ0ZIojI4ovMzTzdhcsRnm6byxREQRdOGCp4XRJZeI9FfFyAgwc6ZY+bviCuDdd7XPzcnxPG5q0gbeSt9qq9W3fzUgVq2TDS6tuK+V1Hp7/QfWH3ww9mt4rwQWFooMjbw8cTPH2+HDYn7rZVUQebtwQT+gVn7nZ4F0THl5/m/+6M3fOBDSwLvgw6Ie7e3tMKvu9p49e9ZnRdv7ed6r22M9J1YkmZKwbeU2rK9bDwmSJviWIG4sbF25lYXVKC6ZM8wspEZE4fG3v4nUWocDuO02YMYMz7GGBrHfGhBFzb71Lc8x9cqfXjbeFVcAS5aIC0Dvi7+5c8UquBGjoJsST1+fZ45deaX2Rs2hQ4BqW2ZAJElkVFitvpkVKSni39XLqgC0Fe+JlC01Rjd/lOyeYChZFXpbFoqLE/bmT0g/IUpKSlBQUIBDhw7hyiuvBAAMDQ2hoaEBTz31lOHzrrvuOhw6dEizz/vgwYNYvHhxKIcXNVWlVdhbs1e3j/fWlVvZSoyIiEjPgQMiwL54EXjoIe2x730P2LFDPP7Yx4DrrvMcU/ev1guu16wBOjvFeSMj2grj//iP4ovIn+5ubaBy++3arIbnngOU69qf/hS49VbPMfX+fm+S5Mmq0FsRLCzU9rP2ZhR0U+Lp7TVOA29qGl9WhRHl5o/eHC0q0tYeoFEBB969vb3461//OvpzY2Mj3n33XcycORNFRUW477778MQTT+Cyyy7DZZddhieeeAJpaWn43Oc+N/qc2267DXPmzMGTTz4JANi0aRNuuOEGPPXUU1izZg1efvllvPbaa/jNb34Tgj9xcqgqrcIa2xocaT4CZ48T5gwzlhQt4Uo3ERElrvZ2sZ9a6Q/8+c9rj2/aJI7NmOEbeKuDa4dDG3gXF4s2RlarCMq9Pf10KEZP8ayry7golMMhjqtdd522XoC/mz/FxcDHPy62LnivCBYWAlOnhvZvofjkchlXBHc4xM3FYEgSMHu2fhp4cbEIrHmDJygBB95vv/02lqmqayoFzm6//XY8//zzeOihh3DhwgXcc889OH/+PK655hocPHhQ08O7ubkZJlWV0MWLF2PXrl145JFH8Oijj+LSSy/F7t27Y76Ht7ckUxJbhkWJs8eJZ995FnctuouF7IiIIul//gfYt09cCH7rWyKVW3HunOhDDYh2XN6Bt9Uqnnf+vFhhVK8oLl0qWm8VF4uq4GrTpgE/+Uno/xaKP+++K9q1eQcv3d2BvY7DoQ28y8vFKrjV6luVPi0NOHJkIqOmRNDd7X/F+ty54F7XO6vCe9V6rKwKCtqE+nhPJuPtn0aJ6ajzKBb9aBHe+eI7bGtFRBRqW7YAf/yjWAX87W+1x77zHc9q9YsvAhs3eo719Xn2US9ZArzxhva5Bw6IVR1l5ZorgRSMvXvFvn+HA3jhBSA723Ps298GvvrV8b+WUiPAO1hZtkz8nmi8vLMqvINs76yK8TKZxHYGo+JlFgvfS0MsKn28iYiIKMbJstj3rC4U1t4O/MM/iIvBigrghz/UPufwYRHYAKJVlyrLzW/KbXo6sHu3WH255BLfsVRWTuAPobgly6IXul7A4nL53sB59VXgP/9TPHY4gI9+1HNMPT8BYMoUseJnVBhq9mwW0aOxybLI1PG3XcHlCu61k5I8gbXeHLVYxDymSYfvHBS3nD1OOHtFD8GjzqOa74BodcW0cyJKOG636AHsXRG5rg74xjfExeHOnUBNjefY9OnAr34lHufl+b5mcbH4npoKnD4N2GyeY8uWAb/7nbgg1OtWov53iAARtJw96z/Ntr/f+Pn9/dqqyergurFRG3gvXixWwZXgxWzWFtsj0iPLYg+1vzna0xPcaycna2/+eK9az5nDmz8xiv+vUdx69p1nUdtQq/ndna/cOfp4c8VmtroiovjjdgNOp+jB+pGPaI997nPASy8BQ0PiolDdLkuWAbtdPPbuDzx9uuj/29+vv5LyxBMiZTcvT+wfVMvNFV9ECrdbpNHOnKn9/UMPAa+8IoKWCxeCe+2UFHHzRz33b7kF+OQnRdDyYevbURaLOE6k5i+rQvnq6wvutadMEdsSjIqXMasibvH/VYpbdy26C5U2kaZ41HkUd75yJ55b/dzoHm/zdK52E1EMGhkRgYXD4bl4U/T1iQrgFy+KlPDDh7XPTU4WQTcgLiLLyz3HrFaR+l1cLL57e/99sTfWO7AGtD2KidxusT3hwgXg0ku1xz7+ceDtt8XNGO+e6O3twMmT/l87NdU4YFGyKlQFfAGI6uElJRP6kyjOqLMq9ILqsbIq/JkyxXeOqn9mVkXCYuBNccuc4ZtKvtC8kMXViGjyczpFoOtwANXV2p6oe/YAN98sHn/728CDD3qOpaeL/dXnzvmuWgNAWRkwf77vvlZAFC/r6dEPrAER0BMB4uaP02mcZtvcLG7wfPKTwGuvaZ978SIwOChuHg0OaqsnW61irhsFLFarflYFkTdlS41RGrjDAQwMBPfaKSnaeek9RwsKfG/+EIGBNxERUeTJsqfKsiyLwmVqDz0E/Oxn4vFVV4mAWeHdv9rbihVi5fvSS8Vrq4OUr31NfOlhMENqLS3GAUtzswigx2J086evT8zjnh5t4P3II6JFHOcijUXJqjBKBW9qEjd2gpGa6htQqx/rZVUQjQMDb0oI5ulmbK7YzPRyIoqcM2eAX/5SXAReey2wapXnmCQBVVWi6q3V6ht4ewfX6sD70kuBNWv0+wMDomUX0VgGB4Hf/17Mr5wc4LOf1R6/4goxPwM1fbonQLnsMt/j/vqrs8URKdRZFXqZFUpWRTC8syq8A2tmVVCYMPCmhGDOMLOQGhGF3uHDwP/8j7gQfOwx7T7Sv/8d+MIXxOMvfUkbeAPiAu/8ebGyODysLaazdKlYFSwuBkpLtc+bNQvYvz/kfwrFkYsXxf5pdcCyeLHIhlC4XGKeAcDKlb6Bd3GxfuCdmekJVEpKfNNsZ8xg0EJjGxkB2tqMU8HHm1WhJz3d/3aF3FzOUYoKBt5ERET+/Ou/An/5i1hdqavTHnvtNeBb3xKPP/c5beA9Vkr4l78M9PaK82RZe+yTnxRfRHqGhsQNG6OgpbVVpOKqbdqkDbxzc8XK34UL+vOzpkYU6PNeGczODsdfRPFmeFgE1kap4MoNx2BMn65/00cJsnNyGFjTpMTAO8KcPU48+86zuGvRXewhTUQ0GbS0AF/9qrgYXL5c7DFV270bePddsSI9MqKtRquuKO4dvOTnA888Iy4G5871/Xe908uJ9Jw9C2zfrg1g2tp8b9aMxXt+ShLw6KNiddC77RwAPPxwcOOlxKCXVaH+am0V75fBULIqjNLBmVVBMYqBd4Q5e52obahFpa2SgTcRUTgMDIjiOGq7dwNbt4oLwuefB2680XMsKcmzL1qv33RxsQi8h4fFnkOLxXPsxhuBX/xCXAx6tysymUSKOdFY3nkHePppMT/vvhu49VbPsYsXgccfH/9r5eTop9jabL7nMrgmI0NDnsBab9VaL6tivLKz/aeCM6siYV24oN/ZzeUSH7WxjoE3ERHFlr4+kaKdn6/9/a23AgcPAl1dov+qemXa5RKFpADflb+CAlHUaWhIVFn29q//Kr6KioC0NO2xoiLxRaR24YLYo2oUtLzwgnYrQXc38POfi8fXX699LbNZ9AVW9rvOmqUfrCi/mz49nH8ZxYvBQW3leu9oJ5isCsXMmcZBdXExkJUVir+AYlBfn2eq6SVKnD1r/Fy9e+qxhoF3BDh7nHD2OgEAR51HNd8BUXGbq99ERB/q6RGfyPn5IshQnD0relB/8AFQWQm8/LL2eS6X51Pbe2VaSQmfPds3/dFkAo4fF8fU/bIV8+ZN/G+i+NLf79u6SH31eOaM/+c3Nmp/Vm9Z6OzUHjOZgP/+b/HfQ3GxSA0nGsvAgLj5Y1QH4PTp4APr3FzjoLq4WKSKU0Lq7dV/S1R+/uCD4F+7uVl/11YsYeAdAc++8yxqG7R7Bu985c7Rx5srNrPiNhEljp4ez6fxZz6j7Yf6n/8J/OM/isfPPgt88YueYzk5YjUb0C8GdcklwJw54gKwv197bOlSsQppdLv80kuD+UsoXvX2iitFq1Ub6NbXA//0T/6XZcZSUOBbVKq4GDhxQj+rAtBvG0eJTS+rQh3tOJ3Bv7aSVaGXDs6sioTmchkH1Q6H733DUHI4GHjTONy16C5U2ioBiJXuO1+5E8+tfg4LzQsBgL2liSi+uN3Ae++JT0mTCVi9Wnv8858HXnlFPG5tFcGyQv3YO7hOShL9sGVZrHx7e/pp4Hvf0x8T+wOTmpJVodz8URdq+pd/AZ58UjxuaABuuMFzLD197KB79mzjVPCiIv2bP8nJzKwgrYlmVfiTn2+8x7qoiFkVCay723jKORz6HQYjRe9+e6xh4B0B5gzfVPKF5oWjgTcRUcz54APgt78Vn4TXXANcd53nmCwDV10lVvWuuMI38PZus6UOtj/yERHoWK3AQp33yDfeMB4Tq9ySwuUyXpJxOIBz5zzntrdr6wWoHzsc2sC7pMSTVaEXuBQWxv4mRIoMJavCKBV8IlkVZrP/mz96W2oo7smySBozCqqbmjxJZZNJRoaYuvHw1srAm4iI9P3ud6IgmcMh2g6p91u/8w6wbp14/C//og28k5LExd3f/65/i3rJErHiaLWKC0S1Sy8Vq4xEY/nb30R/db0AO5BlGYdDG2yXlYk5qgTSanPniiwNorGosyr05mhHR3CvK0mewFrv5o9RVgXFPVkWb31GU87hEPckJ5vMTHFP0+heUXZ2/NxXZ+AdYebpZmyu2Mz0ciKaHLZtA/76V/Gp9v3va4+9+KLoQw0AGzdqA2/1qnVTk+/r3nWXKO5jtYrUc/U+7upq8UU0ltdeE9sW2tqA73xHe/X1ve8BO3YE9nomkwim1Vd3eXnac5YvF19E/gSSVREISfLNqlDP18JCICUlBH8AxRpZFnuo/aWC9/ZGc4T6ZswwrsWXaN3jGHhHmDnDzEJqRBQ5jY3Av/2b+ERetQq4917t8W3bxDnZ2b6Bt3dwvXix5+fiYuCb3xTfL7/c99996KEQ/QEUd2RZBCXeQUtystinr/bUUyL4BkRmxcyZnmPq+alIShKBiVHQMmeOaM1FNBYlJ9eoRHOwm11NJtFxwWh5z2JhTYoEJctiF5e/VPC+vqgOUZe6e5xeLT52j/Ng4E1EFEtk2TfnavduYOdO8cm8cydw9dWeYwMDwA9+IB7PmOEbeFutIvDu6hJVVdSfkJ/+tKjAbLUC5eXa502bBjzySGj+JoovsizSaP1dPeoty+Tm+gbe3vUA1IH30qVAba24slPyFGfPFgE8kT/qnFyjEs3d3cG9dlKSJ7DWi0QsFt78SVCyLLbu+0sFv3AhmiPUp3SPM1q1zsiI6vBiCj+diIgmE7dbBMveLYX+4R+AN98UAYv3HtPmZuDVV8Xjv/1NG3ir+wO3tfn+e088Ia4GrFbf3qulpeKLaCxbtgB//KPn6tG7ndt4dHSI+a1uVXT77UBFhZifNpv2/KuuEl9E3vSyKrwjnJ6e4F47OVmbVeEdicyZw5s/CcrtFsXm/SVKDAxEdYi68vL81+Jj97jQ4TsDEVEkud2iv2pmpvY2cXMz8KlPie81NcBPf6p9XmMjYLeLxy6XNkhWVgVTU31XadLSgD/8QVwoeu9lBUR7LiI1WRbLLuqbP2438NnPink4Z44n/Vtx+PD4iuJNnWq80c9q9b3h9PGPiy8iNXVWhVFmRbA5uVOmiGhDLwopLmZWRQJTPr6NplxzMzA4GNUh6vLuHuedCu79tkvhw3cOIqJQGhkRn8zNzdo90QDw7LPAP/8zMDQE7NoFbNjgOZaTA7z/vnisVwncahUrilarWMlRB96f/rS4zT5rln7pT/UKOJHbLVpo+bt63LgR+MlPPM8xmYCjR8U80yuLq2RWpKQYB9VWq7gCVBfaI9Kjzsk12q4QTFYFIAJrfzd/zGaRLk4JR/n4NkqUaG4WH9+TjXeRe++27OweN3kw8CYiCoTbLVK9HQ4RQHivxi1fDrz+unjscmlXtWfM8HxqewfX6eniU3L6dOCyy3z/3R/+UARCeoF1err4IgK0yzJ6V49NTWNfPepVqrdaxZzOzhY92tWrfk88IQqh5eUxsKaxybI2J1dvjga72TUlRRt5eAfZBQWcowlqZETsuDJKlGhuFm9tk4kkiSQLo1TwwkJ2j4slDLyJiLydPw/86U/iU/mqq7SFxfr6PKt7N9zgm16r7vvb1ATMn+/5+SMfERXAlU9Mb42NxmPiJyspRkaA06fFleKMGdo51tcnfnfxYnCvnZYm5uYll/geO3RI3BjSu/kzZ05w/x7FJ3VWhV6U09QUfE5uaqpxFFJczKyKBDY8LO6LGyVJtLRMzsDau3ucenqze1x8YeBNRInp6FERXDscovWVesX44EGRaguIVTx14J2RIdLClWaa3q67TuyzLi72XYVeuBD4859D/ZdQvBke9izLNDWJrQLqInf/+7+e7QNf/KLYwqBITxdz1KiH8PTp/lPBc3L0A2uApWvJQ52Ta7RdIdic3GnTjKMQpe+60RyluHbxoifhTO9+TmurmJqTibp7nN50Zve4xMLAm4jikyyL1GyHQ6yQ/Mu/aI9v3Qq88IJ4XFOjDa69Wxh5u/12saJz6aW+x+6+W3wRGVGWZYzSbFtatFePTz+tDbzHmp/Ll4v9r3rBy8yZDFpobEpOrtHSYXNz8FkVyrYao1Xr3FzO0QQ1NCTe/oxSwdvaxEfvZJKU5Clyrzed58xh9zjyYOBNRLHrb3/zBNef+Qxw882eY5IEPPigWPkrLvYNvNXBS1OTNvD+yEeABx4Q5+gVJvvud0P4R1Dcam8HfvlL36vH1tbArh69g+ucHKC6Wmz8W7jQ9/xdu4IfMyUGdVaFXpQzkZxc76wK7yDbX1YFxbXBQXHPxuh+TlubuGc+mSjd44qLgZIS3+nM7nEUCE4VIprc9uwB9u0Tn8rPP68tPHb2LPCtb4nH2dnawBvwVABvbfUtBvXZz3qaV37sY9rn5eQwuKbxOXpUzE+HQ2Q6XH+951hjI/CP/xjY682Y4Xtl593yTZKAurqJjZvimzonVy/KmUhObmamZ36WlPgu882YwcA6QQ0MiMDa6H6O0zn5Amule5xREsbs2SxyT6HDwJuIIsvt9i18c9ddYu+zLAO//7322J/+BLz4onj8179qA++xUm4ff1y8ZnGx77/5sY/5BtxEgGdZRm9J5qc/1RYe+/OfxTwDxHxSB956BfRycvTzEZUrPnWbOCIjQ0P+tysEmlWhlp3tPxU8O3vCw6fYdOGCtvC89/Rrb4/q8HRNnSqmsVEtPnaPo0hi4E1EodXXJ1aW1WU4T50CbrtNfDLX1ADf/772OX/4A/Duu+J53ivT6uDF6dQ+Lz8f+MUvPKsu3latmuAfQ3HpwgVtYO19Bek9z9T+9jdt4O29ZUEtPx/Yvl17lccCZTQeg4Njb3YNdulw5kzjKKS4mIF1AuvvN04DdzhEB7jJxrt7nPf9InaPo8mEgTcRBaa3V7QymjtX+/sf/ADYsgX44APg1VeBlSs9x6ZPB956SzzWa5lltYrAe9YsUS08P99zbN06YMkSkQs2bZr2eSYT8OlPh+CPorjS3y8K6qmvtnbtEgX1mpomtixz+rT2549+VNz8Ua721Ewm4N57g/+3KH6pc3K9I52mJjHPgg2sc3KMoxBmVSS03l7frm7qqffBB1Edni6le5xREkZeHgNrih0MvIlIy+USn8Ymk7bgGAAsXSr6Vk+ZIlYN1flZU6Z4PrW9074LCsSnZ06O2P/n7bnnRDq5Xq/qnBzxRaTo6xOBiXrbAQB87Wui2N7Zs8Df/y4yIRQ9PZ6bP/4UFBin2BYViT7XatnZvPlDvryzKrwjHX9ZFWOZNct/H+vp0yc6eopRPT3GaeBNTUBHR1SHpystzf90Zve4xHXxokj8GRzUNvaIZQy8iRJNX59Il3U4gCuu0K7SnT4tSnQCQGUl8PLL2ucqKYgXL4oLR4vFc6ykxNOs0ju4NplEQG/UUyM3dwJ/EMWdnh7/yzIdHSK/sL9fu9Rx8aIIugHxHHXgrcxzs9m42rJeVgWRHu+cXO85OpGcXKXoo94cLS4W7bgoIXV36ydIKI/PnYvq8HSpu8fprVqze1ziGhrSr3Kv/Ky0j6uoAA4fjupQQ4aBN1E8OnlSfDkcwJe/rF2Z/q//EsXMAODZZ4EvftFzrKBABMcXL+oXK1u0CDh/Xnxaehfu+dSnxK1JI2xkSQqXy/+yTGfn2K8xOCiCG7PZ87tLLhE3jqxW39zDpUvFKqReVgWRNyUn12iOKjd4gqFkVegt8+llVVDC6OoyDqodDnF8spk+3dNmS2/VeuZMBtaJSq9OqXpOj3dHjd7laKxi4E0Uiy5eBF55RbwbZWQAd96pPf7VrwIHDojH1dWeVWzAfyVwk0mcP2WKfl7Po4+KL6Kx/OUvIrOiu1sU1lO75RYxfwMlSZ6siuJi33ZIX/qS+NIzdWrg/x7FL++sCu8rwonk5M6ebZw3y6yKhCXL4r61UVDd1CTeLicbpXuc0ao1u8clLvWOGr17lBPZUZOb65lrl14agsFOEgy8iSarv/3N07/6s58FbrzRc8xkAjZsEBXAr7jCN/BWp487HNrAe9484B/+QbybLV3q++/+13+F8I+guCPLvssyWVnAF76gPe+mm0Q1+/R04NZbtVdmem22ADGvlcBa7wrPYmEATeOjZFUYXREGm5MrSSKwNsqbLSxkVkWCkmWRrGMUVDsc4n7PZKPuHqe3as0i94lL3T5Obz5PpE6psqPGqJxKvJaqYOBNFE379gH/8z/iHew//kOkICrefx948EHxODNTG3gnJYl3pr//XT8H57Of9RTg+chHtMeKioD//M8Q/yEUN2RZBCX+UsFdLu1zFi3yDbytVhF49/WJ11MXyFuyRLyG96ftnDnckkDj09Xl/4rw/PngXtc7q8J7jhYW8uZPgpJlkQhhNOUcDvF2N9nMnGkcVBcXi/umlJj6+vyXqpjIjpr8fP+lKhJ1Rw0Db6Jw27RJBNHTpgEvvaQ99utfAzt2iMd//7s28PaXEg4AtbXiItFqFVcE6hXFFSvEF9FYtm0T81P9idvbG9hr6M3Pz30OuP56MT/VPd0BsZ2hujq48VL808uq8L4iDDYnl1kVZECWRaDhLxW8vz+qQ9SVm+u/LTu7xyWu3l7/99An0j5OXadUr1QFd9ToY+BNFAiloJi6cNOxY8D//b/iXexzn/PdA/3KK6J3tV6+lndwvXix9th//ZfxBpdbbgnqT6AE09UFfP3rYn6VlwPf/rb2+LZt+r3V9UyZIj5R9QIW75s/t98eitFTPAomq2K8kpLEqrTRFSGzKhKW2y3qMfqbdgMDUR2iLiV5TR1Mq4uZxWtKLo1N6f5qdI9yPHVK9Sg7avyVquCOmuAw8CZSc7vFO9WsWdrfP/MMsH27eEd7/XXguus8x0wm4L//Wzy2231f02oVgc3AgNjglZHhOVZTI1YFi4tFXo5aaqoI5InUZNn/1ePtt4t+1orUVOAHPxCP9fa1KvMTECt96k9a70/dggJthXwiPerNrkZXhIFmVSiSkz03f9R5iyUl4vucOeIcSjhutyjmZBSINDWJKsuTjZKSa7TXld3jEld3t/8bRRMpVaE0ADEqVeGdqEahEfJPJ6vViqamJp/f33PPPdihpNSqHD58GMuWLfP5/YkTJzBv3rxQD48S3ciI+GR2u8UnmtonPwn85jfiU8773WxgQOxXBcQ7njrwVgqZGW1Y+Y//EK+Zl+db+rOwUHwRKdTLMkZXj/6WZU6e1P6cmipywpxO/RKjTzwh/k0lsPZuw0XkTZZFjqK/4mXB5uROmeJZ1tO7Kpw9mzd/EpTy8W10L6e5WfQFnmzU3eO8pzO7xyU27x013nM62PZx6h01ejd0uKMmekIeeP/xj3/EiKrFy1/+8hcsX74c1WPs57Pb7chUbUSZ5b3iSDQeIyNAW5t457LZRLCreP99kWp78aJI037hBe1z3W7xqT00JPJ31BujrFYRPFutvhd9aWniIjQnR7+nxiWXhOqvo3igLMukpIjNeYrmZtELvakp+KvH1FTf/uoAcPCg+LfU/z0orr02uH+L4pe/rArl5wsXgntt76wK7ytDs5k3fxKU8vFtdC+npUV8fE826iL3entdmZKbmLzbx+nN64nsqBmrVAV31ExOIQ+8vQPmf/3Xf8Wll16KiooKv8/Ly8tDNnsW0Hi0topWW62twOc/rz329NPAQw+Jxy++CGzc6Dk2e7bnU1uvGNT8+SI9srhYlHpUB95VVaI9klGzSnUARYltZAQ4fVrMsdJS7dz41a+ANWtEYP3442LvtSInR9wc8ictzfgKz2oVWyT05uj8+RP8oyiuTDSrwp+UFP9zND+fgXWCGh4WH9tGabMtLeKcyURJyfW315UpuYnJX/s45XfBto9LTh67VAV31MSmsP7fNjQ0hJ/97Gd44IEHIBkFLB+68sorMTAwgLKyMjzyyCO66edqg4ODGFRt1nEFe9uIJp+hIeB3vxPvXFlZwLp12uO33AI0NIjHlZXaPdPq/tXeWx7S04GKCvGaixb5/rvbtxuPiReKpBge9gTWekFLc7Pn6nHPHmD9es9z8/I8q9neN3+UjArlu95t7Nxc45s/RAolq8JfeeZgsyqmTTMOqouLxRzn+2VCunhRBNZGK3ytreK+5GRiMo2915UpuYlJr32c91tpsO3jlDqlRm+js2czsI5XYf2/df/+/ejq6sIdd9xheI7ZbMaPfvQjLFq0CIODg3jhhRfwyU9+EocPH8YNN9xg+Lwnn3wStbW1YRg1RYTDIVppORzAZz4DXHON59jQEKDceLnhBt/A2zu4Vq/mlZUBa9eKd6+rr/b9dw8fDsnwKc6dPw/86U/6n7QtLeO/evS++WO1ApdfLr5feaXv+eOtLk6JTcmqMFpmmchmV3VWhV4kYpRVQXFvaEi8/RkFIW1t+jtdoslk8qwcGu11ZUpuYgpn+zilVIW/HTUsVZGYJFmW5XC9+I033oipU6filVdeCeh5q1evhiRJOHDggOE5eivehYWF6O7u1uwVpyj6xS+AN98U717//u/anhe7d3vSwJ96ypMersjNFTk8RUW+wcvu3cBbb4l3r5oabe9rovE6cQL4/e/FJ+wXvqC9oaOen4HIzNT2eVm71nMTiWi89LIqvKtIBZuTO3268dWg1Wpcq4Li3uCgmFpG93Pa2kSwMpkkJemvHCo/s3tc4lJ21BjNZ4djYjtqxmoAwsSfxOJyuZCVlTVmHBq2Fe+mpia89tprqK+vD/i51157LX72s5/5PSclJQUp3FgTXW636FntcAAzZoiWW2q7d3sKmH3ta6KwmcJq9TzW22/99a+LT0u9wmQbNogvIj3eyzLK149+JNJkFXv2AJs3i8eLFmkDb/X8VJsxw3+aLetU0Hgom12NNge2tgYfWGdkaG/+eM/TGTMYWCeogQERWBvdz3E6J19gre4epxfkMCU3cbndQHu78XyeSPu41FTfuaZ+zFIVFKywvV395Cc/QV5eHj7zmc8E/Nz//d//hdlsDsOoKGB//jPw5JPiXeyOO4C77vIcM5mAH/5QtN4qLvYNvL2Da3XgbbOJ861WkR7u7f77Q/YnUJxRlmWM8sNOn9a/enzkETHvFOpA2/vmz0c+AjzwgPbTtrhY1AcgGoveZlf1XJ3IZtfsbOMbP1arOM7AOiFduKCtj+c9/drbozo8XeqUXL1pzZTcxOXdPs57Tk9kR41SqsLoho5e91eiUAhL4O12u/GTn/wEt99+O5K9bkU+/PDDaGtrw09/+lMAwNatW2G1WlFeXj5ajO2ll17CSy+9FI6h0dCQb6WQHTvEyrSy71odCPf3A7t2iccLF/q+ntUqAm9lhUb9//fNN4t+11arWIFRy84GvvSlif89FP/27AH27fN88p4+HdzrOBzawPv660VBPb391jk5wHe/G+SAKe6Fc7OrklWhd0XIrIqE1t/vP232zJmoDk+XXvc49ZRm97jEpe7+alSqItj2cd41Sr3nIOuUUrSEJfB+7bXX0NzcjC984Qs+x5xOJ5qbm0d/Hhoawle+8hW0tbVh2rRpKC8vxy9+8Qt8+tOfDsfQ4l9vr7gonDlT+/sVK4B33xXvRt4FnNrbxZ5pQLzjqQNv9ap1V5fvv/cf/yFuHRYV+eZ7lZaKLyK1ixd9N909+ijw2mvik7axUXtz6E9/Eq3hxiMvz/gq79JLted+5CPAvfcG/3dQ/FJnVehdFRplVYxHTo7x1WBxsbaNISWU3l7fVFn1tPvgg6gOT5e6e5zelGZKbuIaHvb0Zdeb0xNpHzd9uljPMfq4Z6kKmqzCEnivWLECRjXbnn/+ec3PDz30EB7yLqxFxnp6xDuW9wXan/8MfPKTovfBl77km/bd0SE+tc+d812ZVoLr2bNFrppafj5gt4vAOjXVdzx6lZkpsfX1iU9XvYDF4RDz1rtf9cmTotAZILIn1Hv71Td/8vONr/KKisSNJaKxDAwYz9GJZFUAouq3vzoA6iKTlFCUj2+jadfREdXh6WL3ODKi3lFjVKoi2B01mZm+8009D1mqgmIVS1JMNi6XZzPWihXaY9/8JvCNb4jHv/wlsGqV59isWZ5Pbe8q4IAIZD74QLxjdXeL24GKz31O9MbWK1YnScDcuRP5iyje9PYa994Yz7JMV5dIw1VfrSnBtdksbg6pA+9164AlS0RgrS6ORmREvdlVb6llIptd8/ONSygXF/PmTwLr7vafCn7uXFSHp0uve5x6SrN7XOIaGhq7VEWwO2qys/1nSnBHDcUrBt6RdvEicOyYeNfKzgaWLtUer6gQKeHJyWJVRl1VRF1wzju4zs8XqbNmM7Bgge+/u2eP8acngxlSc7k8DSzV/dUBMV8bGoJ7XUkSWRXFxeLfUH+yPvqouLGkl1WRk6O9UUSkZFUY5eSePRv8axcU+M+qSEub6OgpRnV1Gd/LcTj0d2NFG7vHkZHBwbFLVQS7o2bmTP87alinlBIVA+9I++ADT3r26tW+gbfVKgJvpY9rYaHnWGmpCMytVt/9qiaTb/quGj9ZSdHd7flknTEDuOEGzzFZFoHHhQtivh0/rn2uv9vQkiSapuqtApaUiLls1AKQ+1pJzSirQvndRDa7zp5tnDtrtKWG4p4sA+fP+5923d1RHaIudo8jI0r7OH87aoINrHNzjYNqlqqgYCjFI/WS1e69F/j856M8wBBh4B1pBQWicNTQkG8LIwBYvtyTg+MdpFx/PXD4cPjHSLFLlj3LMkaftuplmXXrtIG3JIlPzZMnxbmyrL1qW7RIXJ3qXeFZLL4V84n0KFkVRjmMnZ3Bva6SVWGUN1tYyMA6QcmySPU2mnIOh9iDPdkolwNGuxvYPS5xXbgwdl/2YCmlKox21LBUBQXKO1HNe776S1TzXqOMZQy8I81kEj2q09O1rY0U99wT+TFR7Ll4EXjlFf13L5dr/K+jd/OnslKkmFut4t9RB9OPPiq+iPxRZ1XozdHz54N7XZNJP6tC+Sos5M2fBCXLosyJUdqswyEu/CYbdo8jI97t47zn9ETax7FOKYVaT4//+Tqe4pFGGTxXXBG+cUeaJBuVH48xLpcLWVlZ6O7uRiZzXCgenD3r6a++aBFwxx2eYyMjYuUukF4cyckiMFF/2s6bB9TUhHTYFOfUWRVGEU6wObkmk5ijRiWUmVWRsGRZvCX6S5To74/qEHWxexwZUdrHGc3piZSqMJv976hhaR8KlFL72Wi+jidRzSiDR32jMVYzeMYbh3LFmyiSZFnsT9V79/o//0ekfitcLuArXxGPa2q0gXdSkvj0/PvfPb+bMkX8zugqb/ZsbbE+Ij3qnFyjvLBAsirUkpJ8b/6o5+mcOb493ikhyLJYwTMKqpuafLtdTgbsHkdGvFcAved0sO3jJMkTWOu9lbJUBQWjq8t/Kvh4EtVmzvTf9IMZPAy8iUJLWZbxl2ZrdPW4aJE28C4sFJ+wsqyfEl5bK44r72hmMwNrGpssi1vT/uZob29wr52c7Ln5oxeJzJ4tzqGE43aLLm5GiRJNTaLK8mTD7nFkRFkBNJrTwbaP865T6v126q9OKZEe70Q1vfk6nkQ1dQaP97xkBs/48AqIKBBut0jzVq/KHTsG/N//63knGxgI7rWbm7U/p6SINnBms9j04u2WW4L7dyi+qbMqjD5hg83J9c6q8P70ZVZFwhoZEcWcjFb4mppETdHJht3jyIi/HTVNTRMrVWGxGN+f5I4aCpS/RDXld+NJVFMX1dO74cgMnolj4E2k5naLq8fcXO0t5fp64OGHxbvXc88Bt97qOWYyAf/932O/dmqq8Tua1Qrk5fk+56abJvLXUDxS5+QafcIGm5M7darvLWz1HC0oYGCdoEZGRPsho/s5zc2iFuNkoy5y7z2dmZKbuPy1j1N+DrZURVKSJ7DWu6ljsXBHDQVGKR7pb+vCeBLV9DJ4lLnJDJ7IYOBNiUVZljG6jd3cLJZl/vAH4OqrPc8zmYBTp8Rj77Tv4mLxPS3N+DahEljHatUIihy3e+zNrsFmVaSk+N+QWlAg5jolnOFhoK3N+H5OS0tgtRwjQUnJVS4alWq4ynQuKmJKbqIKZ/s47zql3m+nc+ZwRw0FJlSJaszgmfz41kDxZWRE/+pReTzeZRmHQxt4W63iVqDV6ruJJS1NvGPm5DCwprEpWRX+chiDzclVsirUUYj6kzcvj4F1ghoeBlpbjQORlhbx9jmZeHeP09vrypTcxBTO9nHKjhqj+5MsVUGB8i4eqfexP55ENWbwxD6+dVDscTrF6rPDIVKx1ZtOnn4aeOih4F43I8PzDjZjhvbYFVeI2+NGgXVubnD/JsUfJSfXKCdMyaoIhpJVYbRqPWsWb/4kqIsXRfBsdGHX2iru+UwmSvc4oynNlNzEpa5TavRWOpFSFUaJaVYr65RS4JTikf5qXIyVqKYuqqf38c6ievGBgTdNLhcvapdlzpwBvvY17TmPPgr8+Mfi8RVXAB/9qOeYkvatJzNTrAIa3caeMcM4aGEwQ4rh4bE3uwabk6tkVRhtDszN5VxMUIODIrA2urBra5t8gbXS9dDoLZfd4xJXONvHpaSMXaqCiT8UCO9ENb35Otb9dL0MHvX8ZAZPYmDgTZE1NOR/WUbv6vGf/1m7MUUdXDsc2sC7rAxYu1b/XY0NBGk81Dm5elFOa2vwgbU6q0LvqnDmTAbWCWpwUNyzMbqfc/q0CFYmE3X3OL3pzJTcxOXdPk5v91ew7ePUO2r03k7z8xlYU2C8i0fqlf8Za5eiXlE99RxlBg8BDLwpnH7xC+DNN7XvYm1tgV89NjUBpaWen2+4Abj/fvFOdvnl2nPnzwf27ZvgwCmuKTm5RkuHra3Bb3ZVsiqMrgqzsxlYJ6gLFzyBtd7UczqjOjxd6pRcvenMlNzEpa5TqjefJ7KjZto0//cnWaeUAqUUj/S3A2ys++lKBo/R+yGL6tF4cIrQxDz1FPDnP4sqJvv3a4/t3g288ML4Xys31/jdTK2iQnwR6fHOqvC+MpxITu6MGcbLLMyqSGj9/b4r1uqp194e1eHp8u4e5z2dzWauHCYqpU6pv0Al2PZx6h01evOPO2ooUHrFI9VzdzzFI1lUjyKBU4i0LlzQrwbucIh3pN27tefX14vWW5IkAh71BhWrVXvurFnGt7CLi7VF0oiMqHNy9a4KJ5KTO3Om/zmalRWKv4BiUF+fcb9fh0MUgppslO5xRkEOU3ITl7p9nFGgEuyOmunT/ZeqYAMQCpS6eKTex35b2/gCaxbVo2hj4J1olKtHo9vYZ84YP1fvyrK4WATesixuN15yiefYzTcD110n3tGKisRtbqKxDAz4Xzo8fTr4187N9b85MCNjoqOnGNXTY3zP0eEQrYsmGyUl12g6s3tc4lLXKTUqVTGRHTXKHNOrV+qvTimRnqEh8bFvdHNzPIlq6qJ6eu+JLKpHk4Eky5OtXEtwXC4XsrKy0N3djUzvPsuJpLdXfBUUaH+/YgXw7rui33SwiouBxkbtJ6rdLoLuoiJtATQiI/6yKiaak5uXZ3xLm1kVCc3lMg5CmpqAzs6oDk+Xunuc3goNu8clrqEh/33ZJ9I+Ljvbfyo4d9RQoEJRPDI11f/WGGbwUDSNNw7lines6ekR71LTp4tbzYrz54G5c8WyzMqVwKuvap/X0TF20D17tvE7WlGReNfzZrNN5K+heDSRrIqx5OcbRyHMqkhoXV3+U8HPn4/m6PR5p+R6X1QyJTdxKe3jjO5PBlOnVDFzpnEAU1zMwJoCF4rikd5F9bznKIvqUTxg4D3ZdHf7X5Y5d06ct2kTsHWr53nZ2SLgAcS53i65RATeRrewCwtFng7RWHp7/Uc4E8mqMJuN52hRkfhkpoQjyyKwNppyDod465xsMjL0U3GVKc7ucYlLvaNG7+10IqUqcnL8l6pI5KRACk4oikcqRfWM3g+ZwUOJgIF3pF28CBw7ZnwF2dU1vtfxDq4lCVi8WOSfzZvne/6ePXxHo/FRsiqMbgAFm5MrSZ7AOpCsCop7sizuKRpNu6YmkSo+2WRl+U8FZ/e4xKVeAdT7uJ9I+zilTqlRAMMdNRQo7+KR3u/B4ykeqVdUTz1HmcFDxMA78j74ALjyysCfl5QEWCyed7DrrvM957XXjJ/PdztSGGVVKD8rWRWBkiTR+k1vb3VJCbMqEpgsi90u/qZdb29Uh6hrxgzjtEem5Ca2/n7/gcpEdtTk5RkHMMXF3FFDgevt9X9jczyJakoGj9FNHxbVo1CTZTF346nuLQPvSCsoEC23hoa0v09KEit+Ru9oc+awgSCNj3dObrBZFd5MJs/NH70opLBQ206OEoYsiws3f9Ouvz+aI9SXk+N/ryu7xyUuZUeN0a6vibSPKygwvqHDOqUUDJfLeK6ON1EtO9t/8TJm8FCoGV07nD7t6bpw5ZXAY49Fb4yhxkgu0kwm4P77fTe7zJ7NwJrGJsuiSpS/VPBgc3K9syq8P3UtFtEIkxKOLIsVPH8rJhcuRHWIupTucUZ7XePpLjoFxrt9nPe8nkj7uNmzjQMYlqqgYCiJakYf++MpHqnO4NF7P2QGD4Wa0bXD6dOi64IkebbOKMm8N98s3kPjtac624kRTSayLG5N+7t13dMT3GsnJ4tVaaNPXmZVJCy3WxTHMbqoa24WxaAmGyUl1yjIYUpu4lLaxxnN6YnsqPFuAKKef4WFLFVBgVEXjzT66B9PoppSVM/o/ZCXxhRqyrWD97x1OsW8liRtMxplbprN8RdYs50Y0WSk3uxqdFWoVKcP1JQp/rcrxPMtRPLL7RYfhEb3cpqafHe/TAbe3eO897oyJTdx6bWPU8/pYNvHSZLxjholsOaOGgqEUjzS33wdT6KaksGjlE3xfj9kBg+Fmt61Q1OTCLaVwNps9szDigrg9tvFdhr2VNfHwJsolGRZbP7zd+s62M2uU6d6Np/qRSPxeAuRxmVkRKRuGd3LaW4WDRUmG+8i995t2ZmSm5jC2T5OXarCaEcNA2sKhJKo5m++jqd4pHdRPe9UcGbwUKiprx3Uc1YpDmkyaT+nP/lJMRfz8xlYB4uBN1EgvDes6C0dBrvZNSVFv2iZ8pi3EBPW8DDQ1mZ8P6elRZwzmahTco1WDpmSm5jU7eOM7k9OpFSFekeN99ybM4elKigw3gWg9GoDjCdRTSmqp/d+yKJ6FA7Dw9qb8sqXUsXeZPI0oykuBpYvF4/z8lhIL1wYeBOpqTe7Gn3CDg4G99qpqcZBtfJOx8A6IQ0PA62txvdzWlo8FT4nC+/ucd7Tmt3jEpfeCqD322mw7eOSk3131Cipt8XFLFVBgVPup/tLBR/P/XTvDB71HGUGD4WD97WDMl+V4pBJSdrP6VWrxPfcXAbW0cKPJ0osIyNiw4rRJ+xENrumpRkH1cXFvIWYwC5eFMGz0f2c1lZxz2cy8U7J9Z7STMlNXGOtADocwe+omTJFf0eNugEId9RQINzusRPVxioe6V1Uz3t+MoOHwkG5dvB+j1WKQyYnaz+nP/MZ8T0nh5ebkxUDb4ov3ptdvT9hJ7LZVWkBZ3RLm7cQE9bgoP6HozL12tomX2CtpOQalQxg97jEpd5RY9RyK9gdNUqpCqPkH7OZiT8UGO8CUHpzdqz76SyqR9EwNKS9Ka/MV6U45JQp2s/pNWvE9xkzeLkZqxh4U2xRb3bV+4SdyGbXjAz/qeAzZ/KdLkENDop7NkZps6dPi2BlMmH3ODISihVAIykpxm+hViuL8lDgjApAKT83N48dWLOoHkWD+tpBPXeV4pBTp2o/pxctEt/ZUz1+8bKLJpeLFz0bVvSWD1tbg9/smpnp24ND/ZWdzcA6QV24oP/hqHw5nVEdni52jyMjoVgBNDJtmvGcU3bUMLCmQCj3042yK5qbx76fzqJ6FA0DA7435ZUaFrLsm+Fz9dXiZwbWiYuBN0WWkldj9Ak7kc2uM2YYXw3yFmJC6+/3bOHXm3bt7dEdnx52jyMjygqg0daG8awAGlGXqtALYmbN4v1JCoxe8Uj13B1P8UilqJ7R+yEzeCgcLlzQzlXlsVIcMjVV+zl93XXicWZm9MZMkxvfpii0lM2uRp+wbW3B5+TOnGl8NVhcDGRlheIvoBjU12ccVDscorX6ZMPucWRErwWMej6PZwXQyPTp/nfUsCgPBUpdPFLvZlBb29iBtTqDR29uMoOHwkF97aCeu0pxyGnTtN0TliwR36dPj96YKbYx8KbAqPNqjHJygw2sc3P95zBmZITiL6AY1NOj/+GofCmtMyYTdo8jI+oVQKMdNRMpVeFvRw2L8lCghobEx77Rzc3xFI9Up9zqzcuCAgbWFHq9vb7vs01NnuKQ3s1oKirE9/T0qA2Z4hwDb9JS8mqMchgnstl11izjHEbeQkxoLpf/HqqdnVEdni52jyMj6lIVRjtqgi1VkZ099o4azjsKRCiKR+pl8KjnJTN4KBz0rh2amz3FIadP98zBSy8FPvlJkVmRlha9MVNiY+CdaJTNrkafsGfOBP/a+fnGkUhREW8hJrDubuMp53B4WmdMJuweR0a8W8B4z+eJtI+bMcP//UmWqqBAhaJ4pF4GT3GxJ7uCGTwUDuprB3XWm1LDQt2MxmYDVqwQl5vTpkVtyER+MfCON729+pUglK8PPgj+tc1m41vavIWYsGQZ6OoyvqhrahLHJxvv7nHe94vYPS5xGbWACWQF0EhOjv9MCRbloUD19+tXVg6keKS/DB4W1aNwMLp2UIpDSpIo3aPMydJSYNUqUb0+NTWqQycKWsgD7y1btqC2tlbzu/z8fLT7eedvaGjAAw88gGPHjmH27Nl46KGHcPfdd4d6aPGhp8d/hDORza6zZxtHIUVFfKdLULIsVqSNLuocDpHuNdmwexwZGRjwv6Pm9OngX1vZUWN0j5I7aihQ3sUjvefteIpHMoOHIk2WgXPnfOdrS4unhkV2tmcuXn45sHq1CKzZU53iVVhWvMvLy/Haa6+N/pzkp2JGY2MjPv3pT+POO+/Ez372M/z2t7/FPffcg1mzZuGmm24Kx/Amt+5u/6ng584F97qSJPptGF0RFhaKTVqUcGRZ7KE2uqhzODytMyYTJSXXqDI4U3ITl3cLGO95PZH2cfn5xnOORXkoGEoBKL3336am8SWqMYOHIs372kGZr+rAWp3h89GPAmvXAhYLA2tKXGEJvJOTk1FQUDCuc3/4wx+iqKgIW7duBQCUlpbi7bffxr/927/FZ+Ct5NUYfcoGm5NrMnkCa71PXt5CTFiyLC7c/CVK9PVFdYi6cnL8BzjsHpe4QrECaKSgwH/iD3fUUKBCUTxSncGjd8ORGTwUauprB6PikOoMn6uuAtavF5eiU6ZEb9xEk1lYAu/3338fs2fPRkpKCq655ho88cQTuOSSS3TPffPNN7FixQrN72688Ub8+Mc/xsWLFzHF4L/ewcFBDA4Ojv7smoy5rt4efxx49NHgnmsyieDZ6FPXYuE7XYKSZRFo+EsFV1pnTCZK9zi9Kc3ucYlNrwVMoCuARpQdNXqJP9xRQ8EIRfFIowweFtWjcJFlUU/Xe76ePu0pDqluRnPNNcCGDeI9NJkVooiCEvL/dK655hr89Kc/xdy5c3HmzBk8/vjjWLx4MY4dO4acnByf89vb25Gfn6/5XX5+PoaHh9HR0QGz2az77zz55JM+e8knvTlzjI8lJYmrPqNPXd5CTFhut/hw9JeKqLTOmEzy8vxfSDIlN3GFq32cJPmWqvBO/GFgTYEIVfFIvQweZW4yg4fCwfvaQflyOsUxSdI2o1m8GPjc58R7KHuqE4VHyAPvVatWjT6+/PLLcd111+HSSy/Fzp078cADD+g+R/LKj5I/LBfr/Xu1hx9+WPN6LpcLhYWFExl6+JWWAp/4hP4SH28hJiy3W3wQGl3UNTWJKsuTjfoDWy8VnCm5ict7BdA7aAm2fZz3jhrvQIY7aihQoSoeyQweijTl2sF73jqdYl5LkrYZzQ03ALfdJrbTMLAmio6wR3rp6em4/PLL8f777+seLygo8Kl4fvbsWSQnJ+uukCtSUlKQEmvFwK69Fvif/4n2KCjCRkb0PxyVx0rrjMnGbPa/15V9MhOTegXQaBWwuzu411Z21BitDLIoDwUqVMUjlQweo4KOzOChUBsZEWnf3vP2zBkxr00m7ef0Jz4h5mJBAXuqE01WYQ+8BwcHceLECSxZskT3+HXXXYdXXnlF87uDBw/iqquuMtzfTTSZjIwAbW3GF3UtLcDFi1Edog91Sq5RkXum5CYmpQWM0baG8a4A6klK0paq8J5/3FFDgVIKQPnbujCe4pEFBf5TwZnBQ6E2POwJrNVfH3zgCazVzWg+9SnxOC+PgTVRrAp54P2Vr3wFq1evRlFREc6ePYvHH38cLpcLt99+OwCRIt7W1oaf/vSnAIC7774bzzzzDB544AHceeedePPNN/HjH/8YL774YqiHRhSU4WFPYK13UadunTFZqLvHGe11jbWEEQoNvRYw3kF2sO3jkpNFNoTRDR3uqKFAhap4JDN4KNKGh0UFcO85qxSHTEoSWTzKXFy5UnyfNYsV6oniVcgvgVpbW3HzzTejo6MDs2bNwrXXXovf//73KC4uBgA4nU40NzePnl9SUoJf/vKXuP/++7Fjxw7Mnj0b3//+9+OzlRhNShcv6n84Kl/q1hmThckkPrD9FblnSm5i8m4Bozen+/uDe+0pUzyBtV4Qw6I8FKhQFI/0Lqqnt/efGTwUahcvihvv3nO2s1PMyeRk7Q3wz3xGfM/JYWBNlKgkWalkFuNcLheysrLQ3d2NzMzMaA+HJpGhIf0PR+WirrXV0zpjslBScv3tdWVKbmJSWsD4q7IcbPu4qVN9i0Kp5x6L8lCgQlE8UpI8NxqNtsbwRiOFmnLt4D1nz50Tx6dM0e/yOnMmA2uiRDPeOJRJfxTzBgf1PxyVx21tIliZTJKTffe6qj+458xhSm6iMmoBo8zpibSPS0nx3+KNRXkoUKEoHumdweP9fsgMHgqHwUExP73nrNIebupU7daZhQvF4+xsBtZEFBxe2tOkNzDg+XDUW+VTWmdMJt4pud6BDlNyE5d3Cxi91Npgq9ynpnrmW0mJ79xjUR4KVCiKR3oX1fN+P2RRPQoH72sH5aunRxxXB9ZWK3D11WJuZmdHacBEFPcYeFPUXbigXc3z/pD06jY3KSgpuUYrh2YzA+tEpbSAMUqtnUj7uLQ04+CFRXkoGKEoHqkU1TN6P2QGD4WD+tpBPWeV4pApKdo5ee214uesrKgNmYgSHD8KKez6+/23ejlzJqrD0+X9ge0d6DAlN3HptYDxTq0Ntsp9erpv4KKee7m5DKwpMKEoHqlXVE/9fsgMHgqHvj79m/JKe7i0NM88LC4GPv5x8T0jI3pjJiLyh4E3TVhvr/5dZ+VLaZ0xmSgpuUYrh0zJTVzqFjB6N4xaW4MPrDMyjINqFuWhYISieKS6qJ7e+yGL6lE4eF87eBeHVDJ8lDlZUSEep6dHbchERBPCwJvG1NNjHFQrrTMmG/WdcL0AJy+PAU6iMmoBow5Ugm0fl5mpv7da+WJRHgpUKIpH6mXwqOcoM3goHNTXDuoq9kpxSHWGz6WXAp/8pMisSEuL2pCJiMKKgTehu9t/KrjSOmMy8U7J9b6oZEpu4jJqAaMOVIJtHzdjhv8AhkV5KFDqAlB678PjKR6pzuDRez9kBg+FQ3e377xVF4dUZ/jYbMCKFSKwnjYtakMmIooqBt4JoKvLOKhWt86YTKZP979yyJTcxGXUAkb5On06+Cr3M2caBzAsykPBuHBBv7KyMnedzrFfwzvl1nuOMoOHwkHv2qGlxRNYKxk+xcVAaSmwapWoXp+aGrUhExFNagy8Y5wsA+fP+08Fd7miOUJ9mZn+i0jNmMELyURl1AJGmdunTwf/2rm5/gMYFuWhQHkXj/R+Dx5P8Ui9onrqOcoMHgo1o2sHdXs4dYbP5ZcDq1eLwJo91YmIgsPAe5KTZbGH2iiobmry9KScTLKz/ac+MiU3cRm1gFG+JtI+Li/PeG9/cbHIpCAKhLoAlN578HiKRzKDhyLN6NqhpcVTw0Kd4fPRjwJr1gAWCwNrIqJwYeAdZbIMdHT4TwVXWmdMJuoPbL1Ahym5iUtpAWN0o2gi7ePy841v6BQVsdotBU4pAKVXXdnhEO/PY1EyeIqLPQE2M3gonIyuHdraPIG1OsNn0SLgpptET/UpU6I2bCKihMbAOwKGh4F33jFeMVFaZ0wmubnG6bjFxeJCkxKTUQuYQFYAjZjNxquCLMpDwdArHqn+eTzFI5nBQ5Emy8DZs75zVikOKUmewNpqBa65BtiwQfRUT+aVHRHRpMS35wi4eBG49tpoj0Jr1iz/RaSYkpu4wtU+TpI8gbXe3CsqYlEeCpx3ASjvOTue4pHM4KFIc7tF9o/3fHU6PV0X1Bk+110H3HyzCKzZU52IKDYx8I6AadNEn9SJ7F0NlPoD2/tCkim5iU2vBUwo2sdJkkhj1NtbXVIiivKkpITmb6DEoC4AZbR1obt77NdhBg9FmtstPvO956vSHk6SxHWBMi+XLAFuvVX8joE1EVF8YuAdIVZraANvs9n4QrKoSLSfocQUrvZxJpMovGO0KshqtxQopQCUUVDtcIyveCQzeCjSRkZEEO39/qp8zptMIohW5uGyZWIuFhSwpzoRUaJi4B0hVivw+9+P71y9lFzvIlJMyU1M4Wwfl5TkCaz15p7FwqI8FBi9AlDec3Y8xSOVDB6jvf/M4KFQGxkRrQu931/PnhXHTSaR9q3My09+UjzOy2NgTURE+hh4R4jV6nlslJKrfDElN3GFagVQT3KymFtGN3TmzGFRHgqMUQEo9c/9/WO/jnplUG/vPzN4KNSGh0WhMu+5qxSHTEryBNZWK3DjjeL7rFmsUE9ERMHhZXaE3H47sHw5U3ITXahWAPVMmSKCFKOVQRbloUApBaD87bEeGBj7ddQBjF7NCWbwUKhdvAi0tvrO3c5OETgnJWlvgH/602Ju5uYysCYiovBg4B0h8+aJL4pv6hVAo0BlPCuAeqZO9RSD0lsdNJsZWFNg9ApAqeduUxMwOOj/NdQZPHpzkxk8FA5DQ57AWv11/rw4rs7wKS4GVq8Wj2fOZGBNRETRwcCbKACy7FkBNApUgu3LnpKiX7RMecyiPBQodQEovQyL5mYRwPhjMmlXBr3nJjN4KBwGB4GWFt95e/68CJynTNEG1uvWeXqqM7AmIqLJiIE3kYr3CqDentWxVgCNpKYaB9UsykPBGBnx7FPVy7BoaREpt/6YTNq9/97zkkX1KBwGBsSNH++5qxSHnDrVs3XGagWuusoTWBMREcUiBt6UUJQVQKM08KamsVcAjaSlGQcvxcUisOZKDAXCuwCU9w2hlhZxjj9JSSKAMdqiMGcOA2sKvQsXPIG1+qu3VxxXMnyUeXnNNeJxVlbUhkxERBRWDLwprhi1gFEClebmsVcAjaSn+wYu6iCbRXkoUOoCUHqr1q2tYk77k5ysXRn0vvEzezar1VPo9ffrZwQpxSFTU7Xz8Prrxc8ZGVEbMhERUVTxcoxiilELGHVq7VgrgEYyMvyngrMoDwVqaEjMSaMMi9ZWsb3BnylTtHPRe16yqB6FQ2+vdt4qj5UaFtOmaefkDTeI79OnR23IREREkxoDb5pUjFrABLICaCQzEygpMa6+zKI8FCjvAlDe87atTRTk88c75VavWj33/lOo9fTov88ODIj3QSXDp7gYuOQS4BOfEJkV6elRHTYREVHMYuBNEWW0Aqj8PJ4VQCMzZhgHLyzKQ8FQF4DSC1KczrEDa++UW+8bP/n5DKwp9Lq7fedrc7OnOOT06Z45eNllwPLlIrCeNi1qQyYiIoprDLwppEKxAmhk5kzj4IVFeSgYFy54iurppYI7nWO/hjrl1qhaPTMpKNS6unznqzqwzsryzMF584CVK0VgnZoarRETERElNgbeFBCjFjCBrAAayc01TgNnUR4KhlEBKOXxmTNjv4a6qJ7e3GRRPQo1WRb9qvX6rl+8KOZbdrZnPs6fD3z2s6ItXEpKVIdOREREBhh4k0YoVgCNzJplnAbOojwUDHUBKL05+8EHY7+GOuVWb27m5DCwptCSZaCzU7845MiIOK7O8LniCqCyUgTWU6dGdehEREQUJAbeCSYUK4BG8vONVwZZlIeC0dNjfBPI4QA6OsZ+jcxM46DaahW1ARhYUyjJspibelXsla4L6gyfhQuBqirAYmFPdSIionjFwDvOGLWACWQF0IjZbJwGXlQEpKVNePiUYFwu45tADgdw7tzYr5Gd7T8VnEX1KNRkGTh71nfetrWJFWtJ8gTWVivwsY8BNTXAnDnsqU5ERJSoeAkQY4xawCi/G88KoJHZs41XBVmUh4KhFIAymq/nz4/9GkrKrdFNHxbVo1Bzu0X2j/e8PX3aU8MiL88zD6+9Fti4UbyHMrAmIiIiPbxEmGT0WsCofx7PCqAeSRKrLUYBDIvyUKBk2beysvd87e4e+3Vyc43bbRUXi1RxolByu4H2dt95qwTWkgQUFHjm4Mc/Dtxyi8j6SUqK7tiJiIgoNjHwjjC9FjDqn7u6gntdk8kTWOsFMCzKQ4GSZXGjx9987ekZ+3Vyc4GSEuM2cCyqR6E2MiIKQXrP2fZ2Ma9NJu3WmaVLxfeCAvZUJyIiovBg4B1Bjz8OPPpocM81mUTwbLSXlUV5KFDqAlBGqeC9vWO/jlJUTy+TgkX1KBxGRsR+au95e/asOC5J2q0zn/ykmJ/5+f+/vbuPqeq+4zj+ufJc5EEQEASBravzoc4CDqFqtK10aJws2WK7xmqyf0yomyUmXeuStYsJe/hjXdLoZtrauqaxS6ytSTdTsgVs0zZRJ61xrGnTykWLIlqBYr144eyPXy+X+wRT77nnAu9XcnPvOffc65fkF8OH3+98fwRrAADgDIJ3DM2dG/m9hAQTUiLdxzp3LsEaN8eyTDO98ZaCX7s28ff4ltyGW0lBUz3Ywes1wTp43F66ZMZ1QkLgrTN1deZ1fj4d6gEAQHwieMfQggXSffeFn7WmKQ9ulmWZBlCRloF3dpp92ScydmYw3DZwNNVDtN24YbbWCh63vuaQiYlmFY9vPK5bZ55nzyZYAwCAyYmoF0PLl0v//KfTVWCy8DWAirQMvLNTun59/O+gqR6cMDTkD9bB28O5XP5g7RuHGzaY55wcgjUAAJiaCN6AQ0ZG/A2gws1ad3aaADMemurBCR6P1NUVOm6//NIE56SkwJ4US5ea51mzCNYAAGB6IngDNhkeNtsTRWpe5nabJbfjoakenHD9uhmfweO2v9+8n5xsbkPwjcmqKvM6O9upigEAAOIbwRu4Rb4GUJGWgrvd5prx0FQPTvj6azM+g8esb3u4lBR/sC4rk6qrzXjMynKsZAAAgEmN4A1E4PWG3qc6NmR3dZlZ7fEkJgYGGJrqIRauXfOP1bFjdnDQvJ+aGjgO773XHGdkOFYyAADAlBb1X/mbm5v1+uuv67///a/S0tJUW1ur3/3ud5o/f37Ez7S2tmrNmjUh5zs6OvTd73432iUCkswyb999quFmrc+fnzhYJyUFBpjgmevCQjOrDUTT4GDkLvaWJaWlBY7JlSvN88yZjpYNAAAwbUU9eLe1tamxsVHLli2T1+vVrl27VFdXp//85z9KT08f97Mff/yxMjMzR4/z8vKiXR6mkaGhwAZQwbPW58+bBmfjSUkxgSXSUvDCQnMfNhBNAwOhjfbOnvV3sU9P94/B8nJpzRqzsmKC/2IBAADgkKgH76NHjwYc79+/X/n5+Tp58qRWrVo17mfz8/OVTXce/J88nsD7VINnAL/4wsz+jSd4yW3wrHVBAcEa0dffH76Lvcdjun77gnVZmfSd70hr15pgnZbmaNkAAAC4RbbfXdrX1ydJysnJmfDae+65R9evX9fChQv1q1/9Kuzycx+PxyOPxzN63O9rt4spY2wDqHBLwbu7J/6O4CW3wbPW+flsb4Tou3o1dMx2dZlgLUmZmf4xOH++9OCDJlinpjpVMQAAAOxka/C2LEtNTU1asWKFFi9eHPG6wsJC7du3T5WVlfJ4PPrrX/+q+++/X62trRFnyZubm/XMM8/YVTpi4Nq10M7KY0P2hQsTf8cdd4SG6bEhOy+PYI3osiwTrMN1sfdtD5ed7R+DixZJ69ebbeFSUpyqGgAAAE5yWdZEi3FvXWNjo9566y29++67Ki4uvqnPbtiwQS6XS0eOHAn7frgZ75KSEvX19QXcJw7nRGoA5Xvd0zPxd8ycGXkZeFmZlJtLsEZ0WZZ05Ur4LvZerxlv2dmh47KkxOxvDQAAgOmjv79fWVlZE+ZQ22a8t2/friNHjujYsWM3Hbolafny5XrllVcivp+SkqIUpo8cFakBlO/R2zvxd2RkmOZQkZqX5eQQrBFdliVdvhy+i71v3/XcXP84vOce6Uc/koqL2VMdAAAAtybqwduyLG3fvl2HDx9Wa2urysvLb+l7Tp06pcLCwihXh5sRrgHU2JB9+fLE35GVFXkZeFmZmTkkWCOaLEu6dCn0D0Lnzvm72Ofl+cfhsmXST34izZ3LnuoAAACwR9R/zWxsbNSrr76qN998UxkZGbrwzY26WVlZSvumJe+TTz6p8+fP68CBA5KkZ599VmVlZVq0aJGGhob0yiuv6NChQzp06FC0y8MY4RpAjT3+8suJv2PWrMjLwEtLTbAGosmypIsXQ8fr2C72eXn+cbh8ubRpk1RURLAGAACAM6L+a+jevXslSatXrw44v3//fm3dulWS1N3dLbfbPfre0NCQdu7cqfPnzystLU2LFi3SW2+9pXXr1kW7vGkjUgOoscffNJwfV25u5GXgpaVmRhuIppERf7AO7mJvWWaFREGBfxzee6/0yCNmT/WEBEdLBwAAAMKytblaLP2/N7VPFZEaQI0N2f/PDmuzZ0deBl5aau7BBqJpZMSE6HBd7H3Bes6c0D/2zJnDnuoAAACIL443V8PtsSzTnCxSqD57Vvrqq4m/Jz8/8h7WpaVSerpdPwGmq+Fhs+w7eOz29JhxPWOGmZ32jcM1a8xzQQHBGgAAAFMTwdshwQ2gws1cX7s28ff4ltyGm7UuLTX7XAPR5PWaYB08dn3bw82YYRqV+W5HWLvWjMf8fBrpAQAAYHoieMdQT4+0ZYs/qHz99cSfGTszGDxzPW+e9E2/OiBqvF7TATz4D0K+7eESEkyw9o3D+nozLvPyCNYAAABAOATvGMrIkI4e9R+7XKbTcqSl4CUlUmqqI6ViCrtxQ+rqCl1hcfmyGZOJiWbPat+4XL/evM7NJVgDAAAAt4LgHUNpadKBA/5Z7JISKSXF6aow1QwNmWAd3Bvgyy9NcE5K8gfrsjJp40bzPGsWwRoAAACwA8E7xjZvdroCTHYej+R2hy4F7+szvQOSk81tCL5gXVFhnrOzCdYAAACAEwjeQJz5+mt/sB67HNy3PVxKir9xWVmZ9P3vm9fZ2Y6VDAAAAGAcBG8gxq5dM4E6+B7rwUHzvi9Y+2asa2rM8TTYnh4AAACYkgjeQJQNDoaG6s5OE7gty9zrP7aJ3ooVJlhnZDhZNQAAAAC7ELyBmzQwEBisfa9928Olpwd2ql+92rxOT3eqYgAAAABOIngDQfr7Q++v7uyUrl83zcl8wbqsTLrzTumBB0wzszvucLRsAAAAAHGK4I1p5+rV0KXgbrfpFi6Ze6l9wfquu6S6OhOs09KcqhgAAADAZEbwxpRiWSZYB99f7Xab/a0l0/3btwx84UJp3Tqzp3pqqlNVAwAAAJjKCN6YVCxLunIldCm42y15vWYpeHa2f8Z6yRLphz80wTo52cnKAQAAAExXBG/EFcuSLl8OnLE+e1Y6d04aHjbv5+b6g/XSpVJDg1RcTLAGAAAAEJ8I3ogpy5IuXQrtCO4L1pKUl+fvCl5VJf34x9LcuVJSknN1AwAAAMCtIngjqixLungxdCn4F19IIyPmGl+wLiuTqqulTZukoiIpkdEIAAAAYAoi6uCmjIz4g/XYR3e3Cd2SVFDgD9b33iv99KcmWCckOFU1AAAAADiH4I0AIyMmRAcvBfcFa5dLKiz0B+tVq6RHHzXnZsxwtHQAAAAAiEsE72lmeNgs+w7ex/riRfP+jBkmRPu221qzxjwXFBCsAQAAAOBWELynGK/XBOvgfax7esz7M2aYZd++Geu1a03Izs8nWAMAAACAHQjek4zXazqABzcvu3TJLANPSDAdwH3B+gc/MM95eeZ9AAAAAEBsEbzjzI0b/mA99nHlink/MdHsWe3bbmv9evM6N5dgDQAAAADxiOAdYzduSG53aPOyK1dMcE5K8gfrsjJp40bzPGsWwRoAAAAAJiOCd4wdPy797W/+YF1RYZ6zswnWAAAAADAVEbxjrLbWPAAAAAAA0wN9rAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAb2Ra89+zZo/LycqWmpqqyslLvvPPOuNe3tbWpsrJSqamp+ta3vqU///nPdpUGAAAAAEDM2BK8X3vtNe3YsUO7du3SqVOntHLlStXX18vtdoe9/vPPP9e6deu0cuVKnTp1Sk899ZR+/vOf69ChQ3aUBwAAAABAzLgsy7Ki/aXV1dWqqKjQ3r17R88tWLBADQ0Nam5uDrn+iSee0JEjR9TR0TF6btu2bfrwww/1/vvvh/03PB6PPB7P6HFfX5/mzZunrq4uZWZmRvGnAQAAAAAgVH9/v0pKSnT16lVlZWVFvC4x2v/w0NCQTp48qV/+8pcB5+vq6vTee++F/cz777+vurq6gHMPPvigXnjhBd24cUNJSUkhn2lubtYzzzwTcr6kpOQ2qgcAAAAA4OYMDAzENnj39vZqeHhYBQUFAecLCgp04cKFsJ+5cOFC2Ou9Xq96e3tVWFgY8pknn3xSTU1No8cjIyO6cuWKcnNz5XK5ovCT2MP3FxFm5hGvGKOId4xRxDvGKOIdYxTxbjKNUcuyNDAwoKKionGvi3rw9gkOv5ZljRuIw10f7rxPSkqKUlJSAs5lZ2ffQqXOyMzMjPtBhOmNMYp4xxhFvGOMIt4xRhHvJssYHW+m2yfqzdVmz56thISEkNntnp6ekFltnzlz5oS9PjExUbm5udEuEQAAAACAmIl68E5OTlZlZaVaWloCzre0tKi2tjbsZ2pqakKuf/vtt1VVVRX2/m4AAAAAACYLW7YTa2pq0vPPP68XX3xRHR0devzxx+V2u7Vt2zZJ5v7sRx99dPT6bdu2qbOzU01NTero6NCLL76oF154QTt37rSjPEelpKTo17/+dcgyeSBeMEYR7xijiHeMUcQ7xiji3VQco7ZsJyZJe/bs0e9//3t1d3dr8eLF+uMf/6hVq1ZJkrZu3aqzZ8+qtbV19Pq2tjY9/vjjOnPmjIqKivTEE0+MBnUAAAAAACYr24I3AAAAAACwaak5AAAAAAAwCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgHUN79uxReXm5UlNTVVlZqXfeecfpkoBRx44d04YNG1RUVCSXy6U33njD6ZKAAM3NzVq2bJkyMjKUn5+vhoYGffzxx06XBYzau3evlixZoszMTGVmZqqmpkb/+Mc/nC4LiKi5uVkul0s7duxwuhRAkvT000/L5XIFPObMmeN0WVFB8I6R1157TTt27NCuXbt06tQprVy5UvX19XK73U6XBkiSBgcH9b3vfU/PPfec06UAYbW1tamxsVEffPCBWlpa5PV6VVdXp8HBQadLAyRJxcXF+u1vf6sTJ07oxIkTuu+++7Rx40adOXPG6dKAEMePH9e+ffu0ZMkSp0sBAixatEjd3d2jj9OnTztdUlSwnViMVFdXq6KiQnv37h09t2DBAjU0NKi5udnByoBQLpdLhw8fVkNDg9OlABFdunRJ+fn5amtr06pVq5wuBwgrJydHf/jDH/Szn/3M6VKAUV999ZUqKiq0Z88e7d69W0uXLtWzzz7rdFmAnn76ab3xxhtqb293upSoY8Y7BoaGhnTy5EnV1dUFnK+rq9N7773nUFUAMLn19fVJMsEGiDfDw8M6ePCgBgcHVVNT43Q5QIDGxkatX79eDzzwgNOlACE++eQTFRUVqby8XA899JA+++wzp0uKikSnC5gOent7NTw8rIKCgoDzBQUFunDhgkNVAcDkZVmWmpqatGLFCi1evNjpcoBRp0+fVk1Nja5fv66ZM2fq8OHDWrhwodNlAaMOHjyof//73zp+/LjTpQAhqqurdeDAAd111126ePGidu/erdraWp05c0a5ublOl3dbCN4x5HK5Ao4tywo5BwCY2GOPPaaPPvpI7777rtOlAAHmz5+v9vZ2Xb16VYcOHdKWLVvU1tZG+EZc6Orq0i9+8Qu9/fbbSk1NdbocIER9ff3o67vvvls1NTX69re/rZdffllNTU0OVnb7CN4xMHv2bCUkJITMbvf09ITMggMAxrd9+3YdOXJEx44dU3FxsdPlAAGSk5N15513SpKqqqp0/Phx/elPf9Jf/vIXhysDpJMnT6qnp0eVlZWj54aHh3Xs2DE999xz8ng8SkhIcLBCIFB6erruvvtuffLJJ06Xctu4xzsGkpOTVVlZqZaWloDzLS0tqq2tdagqAJhcLMvSY489ptdff13/+te/VF5e7nRJwIQsy5LH43G6DECSdP/99+v06dNqb28ffVRVVemRRx5Re3s7oRtxx+PxqKOjQ4WFhU6XctuY8Y6RpqYmbd68WVVVVaqpqdG+ffvkdru1bds2p0sDJJkOp59++uno8eeff6729nbl5ORo3rx5DlYGGI2NjXr11Vf15ptvKiMjY3QVUVZWltLS0hyuDpCeeuop1dfXq6SkRAMDAzp48KBaW1t19OhRp0sDJEkZGRkhfTHS09OVm5tLvwzEhZ07d2rDhg2aN2+eenp6tHv3bvX392vLli1Ol3bbCN4xsmnTJl2+fFm/+c1v1N3drcWLF+vvf/+7SktLnS4NkCSdOHFCa9asGT323UezZcsWvfTSSw5VBfj5tmNcvXp1wPn9+/dr69atsS8ICHLx4kVt3rxZ3d3dysrK0pIlS3T06FGtXbvW6dIAYFI4d+6cHn74YfX29iovL0/Lly/XBx98MCUyE/t4AwAAAABgI+7xBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEb/A1ZAgyxDxyz6AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "\n", "plt.plot(x, x+1, color=\"blue\", linewidth=0.5)\n", "plt.plot(x, x+2, color=\"blue\", linewidth=1.5)\n", "plt.plot(x, x+3, color=\"blue\", linewidth=2.0)\n", "plt.plot(x, x+4, color=\"blue\", linewidth=4.0)\n", "\n", "# possible linestyle options ‘-‘, ‘--’, ‘-.’, ‘:’\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", "# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "plt.plot(x, x+9, color=\"green\", ls='', marker='+')\n", "plt.plot(x, x+10, color=\"green\", ls='', marker='o')\n", "plt.plot(x, x+11, color=\"green\", ls='', marker='s')\n", "plt.plot(x, x+12, color=\"green\", ls='', marker='1')\n", "\n", "# marker size and color\n", "plt.plot(x, x+13, color=\"purple\", ls='', marker='o', markersize=2)\n", "plt.plot(x, x+14, color=\"purple\", ls='', marker='o', markersize=4)\n", "plt.plot(x, x+15, color=\"purple\", ls='', marker='o', markersize=8, markerfacecolor=\"red\")\n", "plt.plot(x, x+16, ls='', marker='s', markersize=8, markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple Lines in a Plot\n", "\n", "We can plot multiple lines within a single plot, by calling `plt.plot` (or any other plotting function) multiple times. Below, we used two `plt.plot` functions to plot the squared values in the same figure. \n", "\n", "### Legend\n", "\n", "Importantly, we can include a **legend** showing what each line represents using `plt.legend`. For the legend, we pass a list or tuple of legend strings for the previously defined lines or curves. For the legend to be displayed correctly, the order of the labels `['y', 'y squared']` needs to match the order of the plotting calls. We can also specify the preferred location of the legend with the keyword `loc`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, x, '*b') # only plot markers (*) in blue\n", "plt.plot(x, x**2, '^--y') # plot both markers (^) and a dashed line (--) in yellow\n", "\n", "# Note that the plt.legend function call should come *after* the plotting calls\n", "# and you should give it a *list* with strings\n", "plt.legend(['y', 'y squared'], loc='upper left')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another method for adding a **legend** is to use the `label='label_text'` keyword argument when plots are added to the figure, and then use the `legend` method without arguments, as shown in the code below. The advantage of this method is that if lines/curves are added or removed from the figure, the legend is automatically updated accordingly.\n", "\n", "One more thing to notice in the plot below is that when we plot multiple items in the same figure, if we don't specify the format and color, Matplotlib will automatically choose a different color for the different items (first one is blue, second one is orange, third one is green, etc.). " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, x, label='y') \n", "plt.plot(x, x**2, label='y_square') \n", "plt.plot(x, x**3, label='y_cube') \n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Anatomy of a Figure\n", "\n", "A general anatomy of a figure is shown below depicting the different items and properties of a figure. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Figure source: Reference [3]." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure Title, Ticks, Tick Labels\n", "\n", "Matplotlib provides various functions to modify figures. For instance, if we wish we can add a **title** with `plt.title` or change the default **ticks** and **tick labels** using `plt.xticks` (for the x-axis ticks/tick labels) and `plt.yticks` (for the y-axis ticks/tick labels). An example follows below, which shows how we can set custom tick labels for each tick position." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title(\"Plot with modified x-axis ticks and tick labels!\", fontsize=12)\n", "plt.plot(x, x**2)\n", "plt.xticks([0, 2, 4, 6], ['0th', '2nd', '4th', '6th']) # a list of x-axis positions, followed by a list of x-tick labels\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Range\n", "\n", "Also, we can control the **range** of the axes by the functions `plt.xlim` and `plt.ylim`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, x**2)\n", "plt.xlim(-1, 8)\n", "plt.ylim(-1, 28)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, we can control the range with the `plt.axis()` function which takes a list of arguments `[xmin, xmax, ymin, ymax]`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, x**2)\n", "plt.axis([-1, 8, -1, 28])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.3 Figure Size, Aspect Ratio, and DPI " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib allows to specify the aspect ratio, DPI (dots-per-inch resolution), and figure size by calling the `plt.figure` function, and 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) resolution. The larger the DPI, the larger the resolution of the figure. \n", "\n", "If we don't include any arguments in `plt.figure`, Matplotlib creates a new figure with default size of 6.4 x 4.8 inches, and a default DPI of 100. \n", "\n", "The following example is used to create an 8x4 inches figure (width x height) with 100 DPI, that is, the figure is 800x400 pixels. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,4), dpi=100)\n", "plt.plot(x, x) \n", "plt.plot(x, x**2) \n", "plt.plot(x, x**3) \n", "plt.legend(['y', 'y square', 'y_cube'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, the following figure is 2x6 inches (width x height) with 100 DPI, i.e., it is 200x600 pixels." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(2,6), dpi=100)\n", "plt.plot(x, x) \n", "plt.plot(x, x**2) \n", "plt.plot(x, x**3) \n", "plt.legend(['y', 'y square', 'y_cube'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.4 Saving Figures " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To save a figure to a file we can use the `plt.savefig` function with the name of the figure as argument. By using the `.png` file suffix in the name `\"figure_1.png\"` below, we chose to save the figure in the PNG file format. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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/fv3IycmhZcuWl1zlvUpGRsZFF1S4XDVXgQ8ICKBv375kZWUBrqu2n+/QoUMS3MKnlVvLnWO3vfER9/M1iuDWaDRe/y8o1H+V9yrBwRf/x0Gj0dTqaz9/NfeLvRdk1Xbh37499i0llhJahrWkT0wftcu5pEZxc9KXPPTQQyxdupR//etfl7XKO0D37t355ptv6jzevHlz8vLynK8PHDhAWVlZrfN+/vln5++tVivbtm2jY8eOgGORh8zMTNq0aUO7du1cttBQ73skWIj6qLop6W3zbtfF+ytsZOqzynuVmTNn8sEHHzBz5kyysrLYtWsX8+bNcx6/8cYbWbRoEdu3b2fr1q1MmjQJvV5f63PefPNNVq9ezd69e5k8eTKFhYXOGmTVduGv8kvz+TnP0Wi57RrvHbtdkwS3l6nPKu9VBg8ezMcff8yaNWvo2bMnN954I7/8Ut2n/9prr5GQkMANN9zA6NGjefLJJwkJqd119PLLLzN37lx69OjBDz/8wOeff06zZs0AWbVd+K//HvovCgr9YvvRKryV2uVcHqWeNm7cqNx6661KXFycAiirV692OW6325WZM2cqcXFxSlBQkDJo0CBl9+7dLudUVFQojzzyiBIdHa2EhIQoI0eOVI4fP37ZNRiNRgVQjEZjrWPl5eXKnj17lPLy8vp+Na8xdOhQ5dFHH1W7jAblD39vwvfY7Xbl5k9uVrou66p8duAzVWu5WK6dr95NpdLSUnr06FHnKuTz5s1j/vz5LFq0iC1bthAbG8uwYcMoLi52njNlyhRWr17NqlWr2Lx5MyUlJdx6662N/kfus2fPsmrVKr799lsmT56sdjlC+L2MUxkcKz5GcEAwwxKHqV3O5buafyE4r8Vtt9uV2NhY5eWXX3buq6ioUCIjI5V//OMfiqIoyrlz5xS9Xq+sWrXKeU5OTo6i1WqVdevWXfA6FRUVitFodG7Hjx/3yxZ3YmKiEhERobzyyisu+zt37qyEhoZecFuxYoVK1bqXL/+9Cd8188eZStdlXZUZP8xQu5R6tbjdOhwwOzub/Px8UlOrV4wwGAwMGjSI9PR0Jk6cyLZt27BYLC7nxMfH07VrV9LT0xk+vPYTS3PmzHF5uMRf1bXK+5dfflnn8L2YmBgPViSE/yq3lrPuiHfPu10XtwZ3fn4+UDtMYmJiOHr0qPOcwMBAmjZtWuucqvefb/r06UydOtX5uqio6LKGyfmLxMREtUsQwu98c+wbSi2lPjN2uyaPPIBz/pN+iqJc8um/i51jMBgwGAz1qsFut9frfKEu5TIn4xLCXZwTSrW73SfGbtfk1uCOjY0FHK3qmk/TFRQUOFvhsbGxmM1mCgsLXVrdBQUFpKSkXHUNgYGBaLVacnNzad68OYGBgZf8R0OoS1EUTp06hUajueD4ciHcLa8kj1/yHENmfWXsdk1uDe6kpCRiY2NJS0ujV69eAJjNZjZu3Oh8VLpPnz7o9XrS0tIYNWoUAHl5eezevdvloZErpdVqSUpKIi8vj9zc3Kv+PNEwNBoNrVq1QqfTqV2KaATWHFqDgsK1sdfSMqyl2uXUW72Du6SkhIMHDzpfZ2dnk5GRQVRUFK1bt2bKlCnMnj2b5ORkkpOTmT17NiEhIYwePRqAyMhI/vSnP/GXv/yF6OhooqKiePLJJ+nWrRtDhw51y5cKDAykdevWWK3WRj/E0Ffo9XoJbdEgFEVxzgToazclq9Q7uLdu3crvf/975+uqm4bjxo1j2bJlTJs2jfLych5++GEKCwvp378/69evJzw83Pme119/nYCAAEaNGkV5eTlDhgxh2bJlbv0ft+rHbvnRWwhR046CHRwvPk5IQAhDW7unsdjQNIoP3hUqKioiMjISo9FIRESE2uUIIXzIzPSZfHrgU/7Q7g+8MPAFtctxqk+u+datVCGEuAplljLnvNu+2k0CEtxCiEbkm2PfUGYto1VYK3q36K12OVdMglsI0WjUHLvty8OEJbiFEI1Cbkkuv+T77tjtmiS4hRCNwppDawDoH9uf+LB4lau5OhLcQgi/pyiKSzeJr5PgFkL4vW0nt3Gi5ASh+lCGtB6idjlXTYJbCOH3qp6UHN5mOCH62sv2+RoJbiGEXyuzlPH1ka8BuP0a3+8mAQluIYSf23BsA+XWchLCE+jVopfa5biFBLcQwq85b0pe49tjt2uS4BZC+K0TxSf4Nf9XNGh8fux2TRLcQgi/9d9D/wWgf1x/4sLiLnG275DgFkL4Jbti9/l5t+siwS2E8EvbTm4jpyTHb8Zu1yTBLYTwS1U3JW9qcxPBAcEqV+NeEtxCCL9TZilj/dH1ANzR7g51i/EACW4hhN9Zf3Q95dZyEiMS6dG8h9rluJ0EtxDC7/jj2O2aJLiFEH7l0LlDbD25FQ0aRl4zUu1yPEKCWwjhV/65658A3Nj6RmJDY1WuxjMkuIUQfuN40XG+zP4SgAndJ6hcjedIcAsh/Ma7u9/FrtgZ2HIgXaK7qF2Ox0hwCyH8Qn5pvvNJyYndJ6pcjWdJcAsh/MKyzGVY7Vb6xvT1m+lb6yLBLYTweafLT/Of/f8B4M/d/6xyNZ4nwS2E8Hnv73kfk81Et2bduC7uOrXL8TgJbiGETzOajKzauwpwtLb98YGb80lwCyF82sqslZRZy2jftD2DWg1Su5wGIcEthPBZpZZSVmStABzjthtDaxskuIUQPuzDfR9SZC6iTUQbhrUepnY5DUaCWwjhkyqsFSzPXA7AQ90eQqfVqVxRw5HgFkL4pE8OfMLZirO0DGvJzW1vVrucBuX24LZarfztb38jKSmJ4OBg2rZtywsvvIDdbneeoygKs2bNIj4+nuDgYAYPHkxmZqa7SxFC+CmLzcLS3UsBGN91PHqtXuWKGpbbg3vu3Ln84x//YNGiRWRlZTFv3jxeeeUVFi5c6Dxn3rx5zJ8/n0WLFrFlyxZiY2MZNmwYxcXF7i5HCOGH1hxaw8mykzQPbu53CwFfDrcH908//cTtt9/OLbfcQps2bbj77rtJTU1l69atgKO1vWDBAmbMmMGdd95J165dWb58OWVlZaxcudLd5Qgh/IzVbnVO3fpglwcx6AwqV9Tw3B7c119/Pd988w379+8H4LfffmPz5s3cfLOjDyo7O5v8/HxSU1Od7zEYDAwaNIj09PQLfqbJZKKoqMhlE0I0TuuOrONEyQmaGppyd/u71S5HFQHu/sCnn34ao9FIx44d0el02Gw2XnrpJe6//34A8vPzAYiJiXF5X0xMDEePHr3gZ86ZM4fnn3/e3aUKIXyMXbHzz52O1vbYzmMJ0YeoXJE63N7i/vDDD1mxYgUrV65k+/btLF++nFdffZXly5e7nHf+QHlFUeocPD99+nSMRqNzO378uLvLFkL4gG+Pfcsh4yHC9eHc1/E+tctRjdtb3E899RTPPPMM993n+EPt1q0bR48eZc6cOYwbN47YWMdSQvn5+cTFxTnfV1BQUKsVXsVgMGAwNL5+LCFENUVRWLJzCQD3d7qf8MBwlStSj9tb3GVlZWi1rh+r0+mcwwGTkpKIjY0lLS3NedxsNrNx40ZSUlLcXY4Qwk9sztlM1tksggOCeaDTA2qXoyq3t7hHjhzJSy+9ROvWrenSpQs7duxg/vz5jB8/HnB0kUyZMoXZs2eTnJxMcnIys2fPJiQkhNGjR7u7HCGEH6jZ2h7VfhRNg5qqXJG63B7cCxcu5Nlnn+Xhhx+moKCA+Ph4Jk6cyHPPPec8Z9q0aZSXl/Pwww9TWFhI//79Wb9+PeHhjfdHHyFE3bae3ErGqQwCtYGM6zJO7XJUp1EURVG7iPoqKioiMjISo9FIRESE2uUIITzsofUP8UveL9zb4V7+dt3f1C7HI+qTazJXiRDCq/126jd+yfuFAE0A47uOV7scryDBLYTwau/sfAeAW6+5lfiweJWr8Q4S3EIIr7X37F42ntiIVqPlT13/pHY5XkOCWwjhtapa28MTh9Mmso26xXgRCW4hhFc6bDxM2lHH8x4PdX9I5Wq8iwS3EMIrvbvrXRQUfp/we9o3ba92OV5FglsI4XVOFJ/gi8NfAPDn7n9WuRrvI8EthPA6/9r9L2yKjZT4FLo266p2OV5HglsI4VVOlp7ks4OfAdLarosEtxDCqyzLXIbFbqF3i970iemjdjleSYJbCOE1zlac5T/7/wPAxO4TVa7Ge0lwCyG8xvt73qfCVkGX6C4MiB+gdjleS4JbCOEVjCYjH+z9AHD0bde1IpaQ4BZCeIkP9n5AqaWUdk3aMThhsNrleDUJbiGE6sosZazIWgE4WttajUTTxcifjhBCdR/t+wijyUhiRCKpialql+P1JLiFEKqqsFawfM9yAP7U9U/otDqVK/J+EtxCCFWtPria0+WniQuN49ZrblW7HJ8gwS2EUI3FZmHp7qUAjO86Hr1Wr3JFvkGCWwihmrWH15JXmkez4Gb8IfkPapfjMyS4hRCqsNlt/HPXPwF4sMuDGHQGlSvyHRLcQghVfH3ka44VHyPSEMk97e9RuxyfIsEthGhwdsXOO7scy5KN7TSWEH2IyhX5FgluIUSD++74dxw8d5AwfRj3d7pf7XJ8jgS3EKJBKYriXAT4/o73ExEYoXJFvkeCWwjRoNJz08k8k0lwQDAPdH5A7XJ8kgS3EKJBLdm5BIC7299NVFCUytX4JgluIUSD2Zq/le0F29Fr9TzY5UG1y/FZEtxCiAZTNZLkD+3+QIuQFipX47skuIUQDWL36d2k56aj0+j4n67/o3Y5Pk2CWwjRIKr6tm9pewutwlupXI1vk+AWQnjc/sL9fHf8OzRoeKjbQ2qX4/MkuIUQHvfPnY45SVLbpJIUmaRyNb5PglsI4VFHjEdYd2QdABO6TVC5Gv/gkeDOycnhgQceIDo6mpCQEHr27Mm2bducxxVFYdasWcTHxxMcHMzgwYPJzMz0RClCCJW9u/tdFBQGtxpMh6gOapfjF9we3IWFhQwcOBC9Xs9XX33Fnj17eO2112jSpInznHnz5jF//nwWLVrEli1biI2NZdiwYRQXF7u7HCGEinJLcll7aC0AE7pLa9tdAtz9gXPnziUhIYGlS5c697Vp08b5e0VRWLBgATNmzODOO+8EYPny5cTExLBy5UomTpzo7pKEECr51+5/YVWsXBd3Hd2bd1e7HL/h9hb3mjVr6Nu3L/fccw8tWrSgV69evPPOO87j2dnZ5Ofnk5pavZKzwWBg0KBBpKenX/AzTSYTRUVFLpsQwrudKjvF6gOrAfhz9z+rXI1/cXtwHz58mMWLF5OcnMzXX3/NpEmTeOyxx3jvvfcAyM/PByAmJsblfTExMc5j55szZw6RkZHOLSEhwd1lCyHcbHnmcsx2M71a9KJvTF+1y/Erbg9uu91O7969mT17Nr169WLixIlMmDCBxYsXu5yn0WhcXiuKUmtflenTp2M0Gp3b8ePH3V22EMKNCisK+Wj/R4BjJEld/2+LK+P24I6Li6Nz584u+zp16sSxY8cAiI2NBajVui4oKKjVCq9iMBiIiIhw2YQQ3uvNjDcpt5bTKaoT17e8Xu1y/I7bg3vgwIHs27fPZd/+/ftJTEwEICkpidjYWNLS0pzHzWYzGzduJCUlxd3lCCEa2LaT2/hw34cAPNn3SWlte4DbR5U88cQTpKSkMHv2bEaNGsWvv/7KkiVLWLLEMU+BRqNhypQpzJ49m+TkZJKTk5k9ezYhISGMHj3a3eUIIRqQyWZiVvosAO5Kvotr465VtyA/5fbg7tevH6tXr2b69Om88MILJCUlsWDBAsaMGeM8Z9q0aZSXl/Pwww9TWFhI//79Wb9+PeHh4e4uRwjRgJbsXMKRoiM0C27GE32eULscv6VRFEVRu4j6KioqIjIyEqPRKP3dQniJfWf3cd/a+7AqVuYPns+wxGFql+RT6pNrMleJEOKq2ew2ZqXPwqpYGdJ6iIS2h0lwCyGu2sq9K9l9Zjdh+jD+2v+vapfj9yS4hRBX5UTxCRbuWAjA1L5TZUmyBiDBLYS4Yoqi8Pef/065tZy+MX25K/kutUtqFCS4hRBXbO3htaTnphOoDWTmgJloNRIpDUH+lIUQV+RM+RnmbpkLwP/2/F/aRLZRt6BGRIJbCHFF5m6Zi9FkpEPTDozrMk7tchoVCW4hRL1tOrGJr7K/QqvR8nzK8+i1erVLalQkuIUQ9VJqKeXvP/8dgLGdxtKlWReVK2p8JLiFEPXyxvY3yC/Np1VYKyb3mqx2OY2SBLcQ4rJlFGSwau8qAJ4b8BzBAcEqV9Q4SXALIS6L2WZmZvpMFBRuv+Z2BsQPULukRkuCWwhxWf65658cNh4mKiiKp/o9pXY5jZoEtxDikg4WHuSdXY5Fv6f3n06kIVLliho3CW4hxEXZ7DZm/jQTq93K4FaDGZ44XO2SGj0JbiHERa3at4qdp3YSqg9lxnUzZCkyLyDBLYSoU15JHm9sfwOAJ3o/QWxorMoVCZDgFkLUQVEUXvj5Bcqt5fRu0Zt7OtyjdkmikgS3EOKCvsz+ks05m9Fr9cxMkZn/vIn8TQghaimsKGTur46Z/yZ2n0jbyLYqVyRqkuAWQtQyb8s8Ck2FtGvSjvFdx6tdjjiPBLcQwsXmnM2sPbwWDRpeSHkBvU5m/vM2EtxCCKcySxl//8kx89+YTmPo1rybyhWJC5HgFkI4LdyxkNzSXOJD43m016NqlyPqIMEthABg56md/Dvr34Bj5r8QfYjKFYm6SHALIbDYLM6Z/0a2HcnAlgPVLklchAS3EIJ3d7/LwXMHaWpoKjP/+QAJbiEaucPnDrNk5xIAnrn2GZoGNVW5InEpEtxCNGJ2xc6sn2ZhsVv4XcvfMSJphNolicsgwS1EI/bRvo/YUbCDkIAQnr3uWZn5z0dIcAvRSOWX5rNg+wIAHu/9OHFhceoWJC6bBLcQjZCiKLz484uUWkrp0bwH93a4V+2SRD1IcAvRCH195Gs2nthIgDaAWQNmodPq1C5J1IMEtxCNzLmKc8z5dQ4AE7pNoF3TdipXJOrL48E9Z84cNBoNU6ZMce5TFIVZs2YRHx9PcHAwgwcPJjMz09OlCCGAV7e+ytmKs1wTeQ0PdXtI7XLEFfBocG/ZsoUlS5bQvXt3l/3z5s1j/vz5LFq0iC1bthAbG8uwYcMoLi72ZDlCNHrpuel8fuhzNGiYlTKLQF2g2iWJK+Cx4C4pKWHMmDG88847NG1aPaBfURQWLFjAjBkzuPPOO+natSvLly+nrKyMlStXeqocIRq9MksZL/z0AgD3dbyPni16qluQuGIeC+7Jkydzyy23MHToUJf92dnZ5Ofnk5qa6txnMBgYNGgQ6enpF/wsk8lEUVGRyyaEqJ+3Mt4ipySH2NBYHu/9uNrliKsQ4IkPXbVqFdu3b2fLli21juXn5wMQExPjsj8mJoajR49e8PPmzJnD888/7/5ChWgkdp/ezftZ7wPw7HXPEqoPVbkicTXc3uI+fvw4jz/+OCtWrCAoKKjO885/QktRlDqf2po+fTpGo9G5HT9+3K01C+HPLHbHzH92xc6IpBHc0OoGtUsSV8ntLe5t27ZRUFBAnz59nPtsNhubNm1i0aJF7Nu3D3C0vOPiqp/UKigoqNUKr2IwGDAYDO4uVYhGYXnmcvYX7qeJoQnPXPuM2uUIN3B7i3vIkCHs2rWLjIwM59a3b1/GjBlDRkYGbdu2JTY2lrS0NOd7zGYzGzduJCUlxd3lCNGoZRuzWZyxGIBp/aYRFRSlckXCHdze4g4PD6dr164u+0JDQ4mOjnbunzJlCrNnzyY5OZnk5GRmz55NSEgIo0ePdnc5QjRadsXO8z89j9luJiU+hVvb3qp2ScJNPHJz8lKmTZtGeXk5Dz/8MIWFhfTv35/169cTHh6uRjlC+KWP9n3EtpPbCA4I5rkBz8nMf35EoyiKonYR9VVUVERkZCRGo5GIiAi1yxHC66TnpDP5m8lYFSvT+k1jbOexapckLqE+uSZzlQjhZzLPZPLE909gVayMSBrBmE5j1C5JuJkEtxB+5HjRcR7e8DBl1jL6x/XnxYEvotXI/+b+Rv5GhfATZ8rPMGnDJM5WnKVjVEcWDF4gc5H4KQluIfxAmaWMR755hGPFx2gZ1pK3hrxFWGCY2mUJD5HgFsLHWewWpm6cyu4zu2liaMLioYtpHtJc7bKEB0lwC+HDFEVhVvosfsz5kSBdEG8OeZOkyCS1yxIeJsEthA9buGMhaw6tQafR8eqgV+nevPul3yR8ngS3ED5qZdZK3tn1DgDPDXiOQQmDVK5INBQJbiF8UNrRNF7+9WUAJveczJ3Jd6pckWhIEtxC+Jit+Vt5ZtMzKCjc0/4eJnafqHZJooFJcAvhQw4UHuCxbx/DbDdzY8KNzOg/Q+YgaYQkuIXwEfml+UzaMIliSzG9WvRi7g1z0Wl1apclVCDBLYQPMJqMTEqbREFZAW0j27LwxoUEBdS9wpTwbxLcQni5CmsFj337GIeMh2gR0oJ/DP0HkYZItcsSKpLgFsKL2ew2nvnhGbYXbCdcH87ioYuJC4u79BuFX5PgFsJLKYrCnF/n8M2xb9Br9bxx4xu0b9pe7bKEF5DgFsJLvbPrHT7c9yEaNLz8u5fpF9tP7ZKEl5DgFsILrT6wmoU7FgLw9LVPk9omVeWKhDeR4BbCy2w6sYnnf3oegD91/ZOsYCNqkeAWwovsOrWLJzc+iU2xcds1t/F478fVLkl4IQluIbzEEeMRJn8zmXJrOQPjBzIrZZY8FSkuSIJbCC9wuvw0kzZMotBUSJfoLswfPB+9Vq92WcJLSXALobIScwkPb3iYnJIcEsITeHPIm4ToQ9QuS3gxCW4hVGSxWXji+yfIOptFVFAUbw99m+jgaLXLEl5OglsIldgVO3/78W/8nPczwQHBvDXkLRIiEtQuS7iD3e7Rj5fgFkIlr297nS+zvyRAE8Drg1+nS7MuapckrtbJTPh6BrzeGYpPeuwyAR77ZCFEnd7LfI9lmcsAeGHgCwxsOVDdgsSVKz0Du/8DGf+GvN+q92d+Ctf9r0cuKcEtRAP7KvsrXtn6CgBTek9h5DUjVa5I1JvNAgc3OMJ63zqwWxz7tXroMAJ6joF2Qzx2eQluIRrQL3m/8NfNfwVgdMfRjO86XuWKRL2czISMlbDzQyg9Vb0/rqcjrLvdDSFRHi9DgluIBrL37F4e/+5xrHYrqYmpTOs3TR6w8QV1dYWENofu90LP0RDTsPcnJLiFaAA5JTn874b/pdRSSt+Yvsz+3WxZdsyb2Sxw8JvKrpCvzusKuQl6PuDoCtGp85CUBLcQHnau4hyT0iZxuvw0yU2TeePGNzDoDGqXJS7E2RXyEZQWVO+P6+HoCul6N4SqP85eglsIDyq3ljP528kcKTpCbGgsi4csJiIwQu2yRE1lZ2FXVVdIRvX+qq6QHvdDbFfVyrsQCW4hPKTEXMJTm55i56mdRARG8PbQt4kJjVG7LAFgs9YYFXKhrpAx0G6oal0hl+L2B3DmzJlDv379CA8Pp0WLFtxxxx3s27fP5RxFUZg1axbx8fEEBwczePBgMjMz3V2KEKrJOpPFqLWj2JyzGYPOwKIhi2jbpK3aZYmTexwPyMzvBB/cC1lrHKEd1wNGzIO/7IN7VziG9HlpaIMHWtwbN25k8uTJ9OvXD6vVyowZM0hNTWXPnj2EhoYCMG/ePObPn8+yZcto3749L774IsOGDWPfvn2Eh4e7uyQhGoyiKHy470PmbZmHxW4hLjSOVwa9Qo/mPdQurfHywa6QS9EoiqJ48gKnTp2iRYsWbNy4kRtuuAFFUYiPj2fKlCk8/fTTAJhMJmJiYpg7dy4TJ06s9RkmkwmTyeR8XVRUREJCAkajkYgI6S8U3qHYXMzM9JmkHU0DYHDCYF4c+CKRhkiVK2uEbFY4VGNUiM3s2K8NgPaVXSHJw7yqVV1UVERkZORl5ZrH+7iNRiMAUVGOQenZ2dnk5+eTmlq9hp7BYGDQoEGkp6dfMLjnzJnD888/7+lShbhimWcyefL7JzlRcoIATQBP9HmCsZ3HyjjthmSzwtHNkPkZZP0Xyk5XH4vtXv2ATGgz1Up0F48Gt6IoTJ06leuvv56uXR0/iuTn5wMQE+N6kyYmJoajR49e8HOmT5/O1KlTna+rWtxCqE1RFD7Y+wGvbn0Vi91CfGg8rwx6he7Nu6tdWuNgs8KRTY6w3rsWys5UHwtpVvmAzP0Q2021Ej3Bo8H9yCOPsHPnTjZv3lzr2PktEUVR6mydGAwGDAYZ9yq8S5G5iJk/zmTDsQ0A/D7h9/x94N+la8TTbBbI3gR7PoOstVB+tvpYcBR0uhU63wFJN3hVV4g7eSy4H330UdasWcOmTZto1aqVc39sbCzgaHnHxcU59xcUFNRqhQvhrTJPZ/KXjX8hpySHAG0Af+nzF8Z0GiNdI55is8DhjbBnNez9AsoLq4+FREOnkY6wbvM70Pn/KGe3f0NFUXj00UdZvXo133//PUlJSS7Hk5KSiI2NJS0tjV69egFgNpvZuHEjc+fOdXc5QriVoiis3LuSV7e+itVupWVYS14d9Cpdm/nWqASfYDXD4e9hz+eObpCKc9XHQptXh3XiwEYR1jW5/dtOnjyZlStX8vnnnxMeHu7s046MjCQ4OBiNRsOUKVOYPXs2ycnJJCcnM3v2bEJCQhg9erS7yxHCbYwmIzPTZ/LNsW8AGNp6KM8PfF6ehHQnqxkOf+fos973BVQYq4+FtnCEdZc7HGHdiOd6cXtwL168GIDBgwe77F+6dCkPPvggANOmTaO8vJyHH36YwsJC+vfvz/r162UMt/Bau07t4qlNTzm7Rp7s+ySjO46WrhF3sJrg0LeVYf0VmGqEdVgMdLrNEdatBzTqsK7J4+O4PaE+4x2FuBqKorAiawXzt813do28Nug1WWbsalkqHGG957PKsC6qPhYWC51vc3SDtL6u0YS1V43jFsJXGU1Gnv3xWb47/h0AwxKHMStllnSNXClLuWOq1D2fOVaNMRdXHwuPg863O8I6oT9oZTnci5HgFuICdp7ayVMbnyK3NBe9Vs9T/Z7ivg73SddIfVnK4UCa4wbj/nVgLqk+Fh7vCOsud0CrayWs60GCW4gaFEXhvT3vsWDbAqyKlVZhrXh18Kt0iZaukctWetrRst6/DvZ/DZbS6mMRrarDumVfCesrJMEtRCWjycjfNv+N7098D0BqYiqzUmYRHig3zS/KbofcHXBgPRxMg5ztQI1bZ5EJ1d0gLftIWLuBBLcQQEZBBtM2TSOvNA+9Vs/T/Z5mVIdR0jVSl7Kzjlb1wTTHvNY1HzUHxyPm7YZBx1uhZW+QP0e3kuAWjZpdsfNe5nu8sf0NrIqV1uGteXXQq3SK7qR2ad7FbndMiXogzRHWJ7bi0qo2REDbwZCc6liAICKujg8S7iDBLRqtcxXn+NuPf2PjiY0A3NTmJmYOmElYYJjKlXmJsrOOIXsHNzi20lOux2O6OkI6ORUSrvXbeUG8kQS3aJQyCjJ4atNT5JfmE6gN5Olrn+ae9vc07q4Rux3ydzpa1AfS4MQWUOzVxwPDoe2g6lZ1ZEv1am3kJLhFo2JX7CzLXMb/bf8/bIqNxIhEXh30Kh2jOqpdmjrKzzkeMT9Q2VddctL1ePNOjgUHkodBwnUQEKhKmcKVBLdoNAorCvnr5r+yOccxzfCINiN4bsBzjatrRFHg5G7HCJADG+D4L6DYqo/rQyv7qoc5WtVNZN57byTBLRqF7Se389SmpygoKyBQG8gz/Z/h7uS7G0fXSIXRMcteVau6OM/1eLMO1a3q1gMgQOa+93YS3MKvWWwWlu9ZzqIdi7ApNtpEtOHVQa/SIaqD2qV5jqUCcrbB0XRHYB//GezW6uP6EEgaBMlDHUP2miaqVqq4MhLcwi8Vm4v5z/7/sCJrBQVlBQDcnHQzzw14jlB9qMrVuZmpxNHlcTTdseVsrV4ct0p0suOmYvJQaJ0C+iB1ahVuIcEt/EpeSR4rslbwyYFPKK181LpZcDMe7fUof2j3B//oGikvhGM/w9EfHUGdm+HaTw2OGfYSU6DNQLhmCEQlXfCjhG+S4BZ+IetMFsv3LGdd9jpslSF2TeQ1jOsyjlva3kKgzodHQ5QUVLamK4P6ZCYuD78ANGntWFwgcaAjsKPaytOKfkyCW/gsRVH4MfdHlmUu45e8X5z7+8f2Z1yXcVzf8nrfbGEbT8CRH6uD+syB2udEJzta04kDHTcUZfRHoyLBLXyOxWbhy+wvWZa5jIPnDgKg0+hIbZPKuC7jfGsmP0WBs4erQ/roj3Du2HknaRxPKSamVG9hLVQpV3gHCW7hM4rMRXy872NWZq2koNxxwzEkIIS72t/FA50eID4sXuUKL4PdDqf2VgZ1ZVif/9CLRgfxPStDeqBjFZjgpqqUK7yTBLfwerkluby/530+PfApZdYyAJoHN2dMpzHc0+Ee716RxmZ1PEZeNeLjWLrj5mJNukDH3NRtKvunW10Lhkb0UJCoNwlu4bX2nNnDssxlrD+y3nnDsV2TdjzY5UFuTroZvbdNamSzwul9jlEeeRmOX/N3gbXc9Tx9iGNSpsTrHUHdso8MzxP1IsEtvIqiKPyQ8wPLM5fza/6vzv3XxV3Hg10eJCU+xTtuONosji6PmiF9cjdYK2qfa4iExAHVXR9xPWQmPXFVJLiFVzDbzHxx+AuWZy7nkPEQAAGaAG5KuolxXcapOwmU1QynsipD+jdHUOfvBpup9rmB4Y5gjuvh6KeO6wnR7WTVF+FWEtxCVUaTkY/3f8y/s/7N6fLTAITqQ7k7+W4e6PwAsaGxDVuQ1QwFe6pb0XkZjnHT5z+JCI7FA5wh3csR0lFtJaSFx0lwC1XklOSwYo/jCcfyyj7gFiEtGNtpLHe1v6th1nm0mhyh7Azp3xyhfaGQDoqsDOme1S3ppkkS0kIVEtyiQWWeznTccDy6HnvlJP3tm7bnwS4PclObmzx3w9FSAQWZrn3SBVlgt9Q+N6hJZTjXCOqmSfIkoqgXRVE8dj9Gglt4nNVuJT03naW7l7L15Fbn/pT4FMZ1GceAuAHu+w/cXApnDsLpA5Xbfsd2aq/rDHlVgpu6tqLje0KTRAlpP6YoChabQrnFRoXFRrnZRpnZ5vK63FK5mat/raixr8xio+K88yosrp/z7rh+3NC+uUe+gwS3cLsySxk7T+9kR8EOdpzcwW+nfnOOvw7QBDAiaQTjuoy78qlVFQWKch2BfOZgdTifPghFJ+p+X0i0a0jH9XDM8SEh7TUURcFss7sEZnWg2ikzW88LWDvllfvKK8+pCljHufZaAVtusWGzK5cu5iqVmW2XPukKSXCLq3aq7JQjpCu3vWf3OsddV4kIjOCu5LsY3Wn05d9wNJfB2UOureczBxwBXTnz3wWFREOz9o7RHM3aQ7NkxyPjka0kpK+CoiiYrPY6W6RX2oItM7ue1wCZ6qTVQEhgAMGBOoL1ji0oUEewXkuwXkdIYABBeh3BgVqX4yF6HcGBOsexyt+f/2vTEM9NbCbBLerFrtjJNmazvWA7GQUZbD+5nRMltVu5caFx9GrRy7m1a9IOnVZX+wMVBYrzKwN5f42QPgDG49SaBa+KNsDR79wsuXJr75h4qVkyhES590v7ALtdocLqGqBl5vMCtUartebr6vPrbqGWm21UWG0oDRiqep2m7mB0BqyOkMpfg847XvM9VZ8TEuj6Wq/TeMdzAfUkwS0uymQzsefMHraf3M6Ogh1knMrAaDK6nKNBQ/um7enVohe9Y3rTq0Wv2q1qS4Wjn7kqlJ1BfRDMxXUXENSkstXc3jWkm7bxmYdYbHbFpX+0/EKt0PNbrBfoVz3/fVUBW2a2YbLaL12IGwXqtATptc7WqiMItTXCMoCgAC0hgdUBWxWcFwzYCwSyXicjduoiwS1cnKs4R8apDGe3x+7Tu7GcN/IiSBdE9+bd6dmiJ71b9KZ7046Em0oc/c5FOZD7YfXvi3LBmFM5kVIdzTWN1hHEVeEcnVz9+5Boj3ZvWG32S/zYf+kW6vkBW/MmVbnFhrmBQ9UQ4AjQkPNboZWheTkt1JrHzz8/KEBLgISqqiS4GzFFUThRfIIdp3Y4W9SHjYdrnRdtaEKv8CR6GZrTGwMdTCb0hflw9BMw/h+UFlzeBQ2R1S3mZu2quzeikmotUOu8819hden/PL8/9GL9pjVbpXUFs8XWgD/7w3nBWBWwAS79qhcL2JDAi/erBgXo0Gp970d/UT8S3I2I1W5l39l9bC/YXjniYzunK87UOi8JA72tCj3LSuhtPE2C9Rgadl70s+3aQCyhsVQEx1IWFEuJoQVFgc0xBjTnTEALTmubU0hEZReAnYpjNsoP2Sg3n6PMstUlYCsquwoa4s5/FY2GC95wqhmgNX+Mv1gL9fwuAUeXQQCGAK2EqnALCW4/YLaZOVtxlrMleZwpOkaBMYdTxfmcKTvF2YqzFJqNnLOWctxeRAWuP7YHKApdTGZ6V5joZTLRs8JEU7vrOSYCKdBEc5Iocu1RnLA1JVeJJl+JIk+JIk+J5izhUHaxUDpTudVf1Z1/l1boFd75v1CLNUivwxCg9cmbVKJxUjW433rrLV555RXy8vLo0qULCxYs4He/+52aJXnUhe78u4xNNVsxV5RiKT1LaWkOpeV5lJlOUmY5Q7n1HOV2I2VKKWWUU6oxU6K1UqSzU1qPVly4zU4vk4leFY6trUnhrD2afKUl+UTx78ogzlOinMFcSDhw4WtU3flvcV4QugasrvpG1gVGBlwqYH31zr8QnqJacH/44YdMmTKFt956i4EDB/L2228zYsQI9uzZQ+vWrRu8nqo7/2U1bzRVmKkwVWAyV2CqMGE2mTCbK7CYKzCbzI5fzRVYLOVYrCYsFhNWawU2mwmrxYzdbsJuM2O3W1BsZhS7mYCAUjS6Eggow6qrwKwzU6GzUKqzU6RTKNRpKdRpsdcMKg1Q5wAKx3kBikJTm42mNjsRNg1hNi3BtgCC7AYM9mD0SihBRKPXJFISGMuJsBYcaB6LYogkODDAsVW2WjvqdfSsow9V7vwLoT6NojTkyMxq/fv3p3fv3ixevNi5r1OnTtxxxx3MmTPH5VyTyYTJVD2FZlFREQkJCRiNRiIiLn/1k5nL7yXTtBc7CgpK9a8aUFCwaRzjHuyV++xosGvABtg0GmyAvfL3dnANVw+IsCtE2rVEKHoiCCRcG0K4LoyIgEjCDVE0CWpOZEgs0eGtiIxsSVB4MwyhkQQb9ATrdeikP1UIn1FUVERkZORl5ZoqLW6z2cy2bdt45plnXPanpqaSnp5e6/w5c+bw/PPPX/V1T5nz2Weo2X+roa4uAHfQKaBFg1YDOjRo0RCh1ROlCyE6MIyowEiigqKICm5GVGgMUWHxREckEBXeiibBTdFrfWOcshCiYakS3KdPn8ZmsxETE+OyPyYmhvz8/FrnT58+nalTpzpfV7W46+u2Ln+m16ks9AEGAvWBBOoNBOoNGCq3YEMwBkMQAbpAtDoDugADWm0guoDK3+v06DQ6tBqty686ra7Wfq1GbnYJITxD1ZuT5wdbXdMgGgwGDAZDrf31dVPKmKv+DCGEUJsqd5aaNWuGTqer1bouKCio1QoXQgjhSpXgDgwMpE+fPqSlpbnsT0tLIyUlRY2ShBDCZ6jWVTJ16lTGjh1L3759GTBgAEuWLOHYsWNMmjRJrZKEEMInqBbc9957L2fOnOGFF14gLy+Prl278uWXX5KYmKhWSUII4RNUG8d9Neoz3lEIIXxBfXJNHnsTQggfI8EthBA+RoJbCCF8jAS3EEL4GAluIYTwMT65kELVQJiioiKVKxFCCPeoyrPLGejnk8FdXOxYFfxKJpoSQghvVlxcTGRk5EXP8clx3Ha7ndzcXMLDw+s1A1/VrILHjx/32/Hf/v4d/f37gf9/R/l+F6YoCsXFxcTHx6PVXrwX2ydb3FqtllatWl3x+yMiIvzyP5ia/P07+vv3A///jvL9artUS7uK3JwUQggfI8EthBA+plEFt8FgYObMmW5ZlMFb+ft39PfvB/7/HeX7XT2fvDkphBCNWaNqcQshhD+Q4BZCCB8jwS2EED5GglsIIXyMBLcQQviYRhXcb731FklJSQQFBdGnTx9++OEHtUtym02bNjFy5Eji4+PRaDR89tlnapfkVnPmzKFfv36Eh4fTokUL7rjjDvbt26d2WW6zePFiunfv7nzabsCAAXz11Vdql+Uxc+bMQaPRMGXKFLVLcZtZs2ah0WhcttjYWI9cq9EE94cffsiUKVOYMWMGO3bs4He/+x0jRozg2LFjapfmFqWlpfTo0YNFixapXYpHbNy4kcmTJ/Pzzz+TlpaG1WolNTWV0tJStUtzi1atWvHyyy+zdetWtm7dyo033sjtt99OZmam2qW53ZYtW1iyZAndu3dXuxS369KlC3l5ec5t165dnrmQ0khce+21yqRJk1z2dezYUXnmmWdUqshzAGX16tVql+FRBQUFCqBs3LhR7VI8pmnTpso///lPtctwq+LiYiU5OVlJS0tTBg0apDz++ONql+Q2M2fOVHr06NEg12oULW6z2cy2bdtITU112Z+amkp6erpKVYmrYTQaAYiKilK5Evez2WysWrWK0tJSBgwYoHY5bjV58mRuueUWhg4dqnYpHnHgwAHi4+NJSkrivvvu4/Dhwx65jk/ODlhfp0+fxmazERMT47I/JiaG/Px8laoSV0pRFKZOncr1119P165d1S7HbXbt2sWAAQOoqKggLCyM1atX07lzZ7XLcptVq1axfft2tmzZonYpHtG/f3/ee+892rdvz8mTJ3nxxRdJSUkhMzOT6Ohot16rUQR3lfPn7lYUpV7zeQvv8Mgjj7Bz5042b96sdilu1aFDBzIyMjh37hyffPIJ48aNY+PGjX4R3sePH+fxxx9n/fr1BAUFqV2OR4wYMcL5+27dujFgwACuueYali9fztSpU916rUYR3M2aNUOn09VqXRcUFNRqhQvv9uijj7JmzRo2bdp0VXOye6PAwEDatWsHQN++fdmyZQtvvPEGb7/9tsqVXb1t27ZRUFBAnz59nPtsNhubNm1i0aJFmEwmdDqdihW6X2hoKN26dePAgQNu/+xG0ccdGBhInz59SEtLc9mflpZGSkqKSlWJ+lAUhUceeYRPP/2Ub7/9lqSkJLVL8jhFUTCZTGqX4RZDhgxh165dZGRkOLe+ffsyZswYMjIy/C60AUwmE1lZWcTFxbn9sxtFixtg6tSpjB07lr59+zJgwACWLFnCsWPHmDRpktqluUVJSQkHDx50vs7OziYjI4OoqChat26tYmXuMXnyZFauXMnnn39OeHi486enyMhIgoODVa7u6v31r39lxIgRJCQkUFxczKpVq/j+++9Zt26d2qW5RXh4eK37EaGhoURHR/vNfYonn3ySkSNH0rp1awoKCnjxxRcpKipi3Lhx7r9Yg4xd8RJvvvmmkpiYqAQGBiq9e/f2q6Fk3333nQLU2saNG6d2aW5xoe8GKEuXLlW7NLcYP36887/N5s2bK0OGDFHWr1+vdlke5W/DAe+9914lLi5O0ev1Snx8vHLnnXcqmZmZHrmWzMcthBA+plH0cQshhD+R4BZCCB8jwS2EED5GglsIIXyMBLcQQvgYCW4hhPAxEtxCCOFjJLiFEMLHSHALIYSPkeAWQggfI8EthBA+5v8BkpSczHU2M+wAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4,4))\n", "plt.plot(x, x) \n", "plt.plot(x, x**2) \n", "plt.plot(x, x**3) \n", "plt.legend(['y', 'y square', 'y_cube'])\n", "# plt.show() - this line is not needed when saving a figure\n", "plt.savefig(\"figure_1.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also optionally specify the DPI of the figure in `plt.savefig()`, as well as choose another output format (e.g., JPG)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4,4))\n", "plt.plot(x, x) \n", "plt.plot(x, x**2) \n", "plt.plot(x, x**3) \n", "plt.legend(['y', 'y square', 'y_cube'])\n", "plt.savefig(\"figure_2.jpg\", dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib can generate high-quality figures in various formats, including PNG, JPG, EPS, SVG, PGF, and PDF. The file format can be conveniently specified via the file suffix (.eps, .svg, .jpg, .png, .pdf, .tiff). Using a vector graphics format (.eps, .svg, .pdf) is often recommended, because it usually results in smaller file sizes than bitmap graphics (.jpg, .png, .bmp, .tiff) and does not have a limited resolution." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4,4))\n", "plt.plot(x, x) \n", "plt.plot(x, x**2) \n", "plt.plot(x, x**3) \n", "plt.legend(['y', 'y square', 'y_cube'])\n", "plt.savefig(\"figure_3.pdf\", dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.5 Other Plotting Functions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plots\n", "\n", "There are many different plotting functions in Matplotlib besides `plt.plot`. Scatterplots can be created using `plt.scatter`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x2 = np.linspace(0, 10, 100)\n", "plt.scatter(x2, np.sin(x2)) # This is equivalent to plt.plot(x, y, 'o') !\n", "plt.title(\"Scatterplot\", fontsize=12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(x2, np.sin(x2), color='green', marker='+')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar Plots\n", "\n", "Bar graphs are created using `plt.bar`. We pass in a list of values or strings for the x-axis, and a list of heights for the bars on the y-axis. We can optionally set a color for the bars (and if we don't, the default color is blue). " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First argument determines the location of the bars on the x-axis\n", "# and the second argument determines the height of the bars\n", "bar_labels = ['bar 1', 'bar 2', 'bar 3']\n", "means = [5, 8, 10]\n", "plt.bar(bar_labels, means)\n", "plt.title(\"Bar Plot\", fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add error bars to the bar plot using the `yerr` (y-error) keyword in `plt.bar`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bar_labels = [1, 2, 3]\n", "means = [5, 8, 10]\n", "variances = [1, 2, 4]\n", "plt.bar(bar_labels, means, yerr=variances, color='gold')\n", "plt.title(\"Bar Plot\", fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, we can create horizontal bar plots using `plt.barh`. In this case, the first argument is a list of positions on the y-axis, and the second argument is a list of values of the bars along the x-axis. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['Electric', 'Solar', 'Diesel', 'Unleaded']\n", "values = [2, 1, 4, 6]\n", "plt.barh(labels, values, color='cyan')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms\n", "\n", "The function `plt.hist` is used for this purpose." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's generate some random data from normal distribution\n", "random_norm = np.random.randn(1000)\n", "\n", "plt.title(\"Histogram\", fontsize=12)\n", "plt.hist(random_norm)\n", "plt.xlabel(\"Value\", fontsize=10)\n", "plt.ylabel(\"Frequency\", fontsize=10)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Histograms of 2 normal distributions with different mean and variance values are shown below. Note that the `alpha` keyword controls the transparency level of the histograms, where 0.3 corresponds to 30% transparency. The `bins` keyword controls the number of bins to divide the values in the distributions. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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WW27R7bff3nFHBgAAYl7YQeXDDz/UiBEjnPW5c+dKkoqKilRWVqa1a9dKkm6++eaQ123atEnDhw9XYmKiNm7cqF//+tc6c+aMsrOzdffdd2v+/PlKSEi4gkMBAADxJuygMnz4cBljLrn9ctskKTs7W1u2bAn3bQEAwFWIZ/0AAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgrU7RLgDA1a2strbtfXNzI1gJABsxowIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1go7qGzdulWFhYXy+XxyuVxas2ZNyHZjjMrKyuTz+ZSUlKThw4drz549IX2CwaDmzJmj9PR0JScna/z48Tpy5MgVHQgAAIg/YQeVs2fPql+/fnr55Zdb3f7cc89p0aJFevnll7Vjxw55vV6NHj1aDQ0NTp/i4mK99dZbWrlypbZt26YzZ85o3LhxOn/+fPuPBAAAxJ2wH0pYUFCggoKCVrcZY/Tiiy/qiSee0IQJEyRJy5YtU2ZmplasWKGHHnpIfr9fS5Ys0RtvvKG77rpLkvTmm28qOztbVVVVGjNmzBUcDgAAiCcdeo1KbW2t6urqlJ+f77S53W4NGzZM27dvlyRVV1erqakppI/P51NeXp7T52LBYFCBQCBkAQAA8a9Dg0pdXZ0kKTMzM6Q9MzPT2VZXV6fExER169btkn0uVl5eLo/H4yzZ2dkdWTYAALBURL7143K5QtaNMS3aLna5PqWlpfL7/c5y+PDhDqsVAADYq0ODitfrlaQWMyP19fXOLIvX61VjY6NOnTp1yT4Xc7vdSk1NDVkAAED869CgkpubK6/Xq8rKSqetsbFRW7Zs0dChQyVJAwYMUOfOnUP6HDt2TLt373b6AAAASO341s+ZM2e0f/9+Z722tlYff/yx0tLS1KtXLxUXF2vhwoXq3bu3evfurYULF6pr166aNm2aJMnj8WjGjBkqKSlR9+7dlZaWpnnz5qlv377Ot4AAAACkdgSVDz/8UCNGjHDW586dK0kqKirS0qVL9eijj+rcuXN65JFHdOrUKQ0ePFjvvPOOUlJSnNe88MIL6tSpk+677z6dO3dOo0aN0tKlS5WQkNABhwQAAOKFyxhjol1EuAKBgDwej/x+P9erADGurLa27X1zc8Pb+bp1YVZjicLCaFcARER7Pr951g8AALBW2Kd+ACBqYnWGBEC7MaMCAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtvp4MIGasOH48rP7TLvGgUwCxgxkVAABgLYIKAACwFkEFAABYi6ACAACsxcW0AOJWOBffcuEtYCeCCoDLKqutDa9/bm6EKgFwNeLUDwAAsBZBBQAAWIugAgAArEVQAQAA1uJiWgCwzbp1be9bWBi5OgALMKMCAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGAtggoAALAWQQUAAFiLoAIAAKzFnWkBQNKK48fD6j8tMzNClQD4tg6fUbnhhhvkcrlaLLNmzZIkTZ8+vcW2IUOGdHQZAAAgDnT4jMqOHTt0/vx5Z3337t0aPXq0Jk2a5LSNHTtWFRUVznpiYmJHlwEAAOJAhweVHj16hKw/88wzuvHGGzVs2DCnze12y+v1dvRbAwCAOBPRi2kbGxv15ptv6oEHHpDL5XLaN2/erIyMDPXp00czZ85UfX39ZfcTDAYVCARCFgAAEP8iGlTWrFmj06dPa/r06U5bQUGBli9frnfffVfPP/+8duzYoZEjRyoYDF5yP+Xl5fJ4PM6SnZ0dybIBAIAlIvqtnyVLlqigoEA+n89pmzx5svNzXl6eBg4cqJycHK1fv14TJkxodT+lpaWaO3eusx4IBAgrAABcBSIWVA4ePKiqqiqtXr36sv2ysrKUk5OjmpqaS/Zxu91yu90dXSIAALBcxE79VFRUKCMjQ3ffffdl+508eVKHDx9WVlZWpEoBAAAxKiJBpbm5WRUVFSoqKlKnTv9/0ubMmTOaN2+e3n//fR04cECbN29WYWGh0tPTde+990aiFAAAEMMicuqnqqpKhw4d0gMPPBDSnpCQoF27dun111/X6dOnlZWVpREjRmjVqlVKSUmJRCkAvmdltbXRLgFAHIlIUMnPz5cxpkV7UlKSNmzYEIm3BAAAcYiHEgIAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWCuiz/oBgHi14vjxNvedlpkZwUqA+MaMCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtfh6MgBEWDhfZZb4OjPwbQQV4CpUVlsb7RIAoE049QMAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAaxFUAACAtQgqAADAWgQVAABgLYIKAACwVocHlbKyMrlcrpDF6/U6240xKisrk8/nU1JSkoYPH649e/Z0dBkAACAOdIrETm+66SZVVVU56wkJCc7Pzz33nBYtWqSlS5eqT58+evrppzV69Gjt27dPKSkpkSgHiHtltbXRLgEAIiIiQaVTp04hsygXGGP04osv6oknntCECRMkScuWLVNmZqZWrFihhx56KBLlALBYn40bo10CAItF5BqVmpoa+Xw+5ebmasqUKfr8888lSbW1taqrq1N+fr7T1+12a9iwYdq+ffsl9xcMBhUIBEIWAAAQ/zo8qAwePFivv/66NmzYoN/+9reqq6vT0KFDdfLkSdXV1UmSMjMzQ16TmZnpbGtNeXm5PB6Ps2RnZ3d02QAAwEIdHlQKCgo0ceJE9e3bV3fddZfWr18v6ZtTPBe4XK6Q1xhjWrR9W2lpqfx+v7McPny4o8sGAAAWivjXk5OTk9W3b1/V1NQ4161cPHtSX1/fYpbl29xut1JTU0MWAAAQ/yJyMe23BYNB/dd//Zd+9KMfKTc3V16vV5WVlbrlllskSY2NjdqyZYueffbZSJcCxBS+yQMAEQgq8+bNU2FhoXr16qX6+no9/fTTCgQCKioqksvlUnFxsRYuXKjevXurd+/eWrhwobp27app06Z1dCkAACDGdXhQOXLkiKZOnaoTJ06oR48eGjJkiD744APl5ORIkh599FGdO3dOjzzyiE6dOqXBgwfrnXfe4R4qAACgBZcxxkS7iHAFAgF5PB75/X6uV0HculpO/XAflZamXeaavRYKCyNXCNDB2vP5zbN+AACAtQgqAADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1CCoAAMBaBBUAAGCtDn8oIQDgyqw4frzNfXnuPOIdMyoAAMBaBBUAAGAtTv0AQCxbty68/oWFkakDiBBmVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1iKoAAAAa3HDNwCIYeE8F0ji2UCIPQQV4HtSVlsb7RIAIOZw6gcAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLU6PKiUl5dr0KBBSklJUUZGhu655x7t27cvpM/06dPlcrlCliFDhnR0KQAAIMZ1eFDZsmWLZs2apQ8++ECVlZX6+uuvlZ+fr7Nnz4b0Gzt2rI4dO+Ysb7/9dkeXAgAAYlyH30flj3/8Y8h6RUWFMjIyVF1drTvvvNNpd7vd8nq9Hf32AAAgjkT8GhW/3y9JSktLC2nfvHmzMjIy1KdPH82cOVP19fWX3EcwGFQgEAhZAABA/ItoUDHGaO7cubrjjjuUl5fntBcUFGj58uV699139fzzz2vHjh0aOXKkgsFgq/spLy+Xx+Nxluzs7EiWDQAALOEyxphI7XzWrFlav369tm3bpp49e16y37Fjx5STk6OVK1dqwoQJLbYHg8GQEBMIBJSdnS2/36/U1NSI1A50NG6h37o+GzdGu4SryrQHH4x2CbiKBQIBeTyesD6/I/asnzlz5mjt2rXaunXrZUOKJGVlZSknJ0c1NTWtbne73XK73ZEoEwAAWKzDg4oxRnPmzNFbb72lzZs3Kzc39ztfc/LkSR0+fFhZWVkdXQ4AAIhhHX6NyqxZs/Tmm29qxYoVSklJUV1dnerq6nTu3DlJ0pkzZzRv3jy9//77OnDggDZv3qzCwkKlp6fr3nvv7ehyAABADOvwGZVXXnlFkjR8+PCQ9oqKCk2fPl0JCQnatWuXXn/9dZ0+fVpZWVkaMWKEVq1apZSUlI4uB4gorjsBgMiKyKmfy0lKStKGDRs6+m0BAEAc4lk/AADAWgQVAABgLYIKAACwFkEFAABYi6ACAACsRVABAADWIqgAAABrEVQAAIC1IvZQQgCAhdatC69/YWFk6gDaiBkVAABgLYIKAACwFkEFAABYi6ACAACsxcW0ADpUn40bo10CgDjCjAoAALAWMyoAgEsqq61te9/c3AhWgqsVMyoAAMBaBBUAAGAtTv0AwFVkxfHj4b0gLy8yhQBtRFABviWc8/EAgMjj1A8AALAWQQUAAFiLoAIAAKxFUAEAANbiYlrEPS6QvTLcEh9tFe7/NW4Qh7ZgRgUAAFiLGRXEHGZIgO9PODNqn44aFda+uT0/2oIZFQAAYC1mVAAA1uP6l6sXMyoAAMBaUQ0qixcvVm5urrp06aIBAwbovffei2Y5AADAMlE79bNq1SoVFxdr8eLFuv322/Xaa6+poKBAe/fuVa9evaJVFnBV4CvHAGJF1GZUFi1apBkzZujBBx/UD3/4Q7344ovKzs7WK6+8Eq2SAACAZaIyo9LY2Kjq6mo9/vjjIe35+fnavn17i/7BYFDBYNBZ9/v9kqRAIBDZQuEoP3AgrP6lN9wQsX3jyn157ly0S0AcCjY0RLsEB58PdrowLsaYNr8mKkHlxIkTOn/+vDIzM0PaMzMzVVdX16J/eXm5FixY0KI9Ozs7YjXiyjwT7QIAXNX4HWS3hoYGeTyeNvWN6teTXS5XyLoxpkWbJJWWlmru3LnOenNzs/73f/9X3bt3b7X/lQgEAsrOztbhw4eVmpraofu2CccZP66GY5Q4znjDccaPcI7RGKOGhgb5fL427z8qQSU9PV0JCQktZk/q6+tbzLJIktvtltvtDmm77rrrIlmiUlNT4/Yf1bdxnPHjajhGieOMNxxn/GjrMbZ1JuWCqFxMm5iYqAEDBqiysjKkvbKyUkOHDo1GSQAAwEJRO/Uzd+5c/fVf/7UGDhyo2267Tb/5zW906NAhPfzww9EqCQAAWCZqQWXy5Mk6efKknnrqKR07dkx5eXl6++23lZOTE62SJH1zmmn+/PktTjXFG44zflwNxyhxnPGG44wfkT5GlwnnO0IAAADfI571AwAArEVQAQAA1iKoAAAAaxFUAACAta7aoPLLX/5SQ4cOVdeuXS9587hDhw6psLBQycnJSk9P189//nM1NjaG9Nm1a5eGDRumpKQkXX/99XrqqafCeobB923z5s1yuVytLjt27HD6tbb91VdfjWLl4bnhhhta1H/xs6XaMr42O3DggGbMmKHc3FwlJSXpxhtv1Pz581scQ6yP5QWLFy9Wbm6uunTpogEDBui9996LdkntVl5erkGDBiklJUUZGRm65557tG/fvpA+06dPbzFuQ4YMiVLF7VNWVtbiGLxer7PdGKOysjL5fD4lJSVp+PDh2rNnTxQrbp/Wft+4XC7NmjVLUuyO5datW1VYWCifzyeXy6U1a9aEbG/L+AWDQc2ZM0fp6elKTk7W+PHjdeTIkbDqiOot9KOpsbFRkyZN0m233aYlS5a02H7+/Hndfffd6tGjh7Zt26aTJ0+qqKhIxhi99NJLkr65bfDo0aM1YsQI7dixQ59++qmmT5+u5ORklZSUfN+H1CZDhw7VsWPHQtqefPJJVVVVaeDAgSHtFRUVGjt2rLMe7t0Eo+2pp57SzJkznfVrr73W+bkt42u7//7v/1Zzc7Nee+01/eAHP9Du3bs1c+ZMnT17Vr/61a9C+sb6WK5atUrFxcVavHixbr/9dr322msqKCjQ3r171atXr2iXF7YtW7Zo1qxZGjRokL7++ms98cQTys/P1969e5WcnOz0Gzt2rCoqKpz1xMTEaJR7RW666SZVVVU56wkJCc7Pzz33nBYtWqSlS5eqT58+evrppzV69Gjt27dPKSkp0Si3XXbs2KHz588767t379bo0aM1adIkpy0Wx/Ls2bPq16+ffvrTn2rixIkttrdl/IqLi7Vu3TqtXLlS3bt3V0lJicaNG6fq6uqQfwuXZa5yFRUVxuPxtGh/++23zTXXXGO++OILp+33v/+9cbvdxu/3G2OMWbx4sfF4POarr75y+pSXlxufz2eam5sjXntHaGxsNBkZGeapp54KaZdk3nrrregU1QFycnLMCy+8cMntbRnfWPTcc8+Z3NzckLZYH0tjjLn11lvNww8/HNL2F3/xF+bxxx+PUkUdq76+3kgyW7ZscdqKiorMX/3VX0WvqA4wf/58069fv1a3NTc3G6/Xa5555hmn7auvvjIej8e8+uqr31OFkfGLX/zC3Hjjjc7nQDyM5cW/R9oyfqdPnzadO3c2K1eudPp88cUX5pprrjF//OMf2/zeV+2pn+/y/vvvKy8vL+TBSWPGjFEwGFR1dbXTZ9iwYSE3uRkzZoyOHj2qAwcOfN8lt8vatWt14sQJTZ8+vcW22bNnKz09XYMGDdKrr76q5ubm77/AK/Dss8+qe/fuuvnmm/XLX/4y5JRIW8Y3Fvn9fqWlpbVoj+WxbGxsVHV1tfLz80Pa8/PztX379ihV1bH8fr8ktRi7zZs3KyMjQ3369NHMmTNVX18fjfKuSE1NjXw+n3JzczVlyhR9/vnnkqTa2lrV1dWFjKvb7dawYcNielwbGxv15ptv6oEHHgh5aG48jOW3tWX8qqur1dTUFNLH5/MpLy8vrDG+ak/9fJe6uroWD0js1q2bEhMTnYcp1tXV6YYbbgjpc+E1dXV1ys3N/V5qvRJLlizRmDFjlJ2dHdL+D//wDxo1apSSkpK0ceNGlZSU6MSJE/r7v//7KFUanl/84hfq37+/unXrpv/8z/9UaWmpamtr9c///M+S2ja+seazzz7TSy+9pOeffz6kPdbH8sSJEzp//nyL8crMzIzZsfo2Y4zmzp2rO+64Q3l5eU57QUGBJk2apJycHNXW1urJJ5/UyJEjVV1dHTN3OR08eLBef/119enTR8ePH9fTTz+toUOHas+ePc7YtTauBw8ejEa5HWLNmjU6ffp0yB9/8TCWF2vL+NXV1SkxMVHdunVr0Sec/7txFVTKysq0YMGCy/bZsWNHi2sxLuXbafgCY0xI+8V9zP+7kLa110ZSe479yJEj2rBhg/7lX/6lRd9vf4jdfPPNkr655iOaH27hHOPf/u3fOm1/+Zd/qW7duuknP/mJM8sitW18o6E9Y3n06FGNHTtWkyZN0oMPPhjS18axbI/W/q9Fe6w6wuzZs/XJJ59o27ZtIe2TJ092fs7Ly9PAgQOVk5Oj9evXa8KECd93me1SUFDg/Ny3b1/ddtttuvHGG7Vs2TLnYtJ4G9clS5aooKAgZLY2HsbyUtozfuGOcVwFldmzZ2vKlCmX7XPxDMileL1e/cd//EdI26lTp9TU1OQkSK/X2yIVXpjOuzhlRlp7jr2iokLdu3fX+PHjv3P/Q4YMUSAQ0PHjx7/3Y7vgSsb3wi/F/fv3q3v37m0a32gJ9ziPHj2qESNGOA/3/C42jGU40tPTlZCQ0Or/tVio/3LmzJmjtWvXauvWrerZs+dl+2ZlZSknJ0c1NTXfU3UdLzk5WX379lVNTY3uueceSd/81Z2VleX0ieVxPXjwoKqqqrR69erL9ouHsbzw7a3LjZ/X61VjY6NOnToVMqtSX1+voUOHtv3N2n9pTXz4rotpjx496rStXLmyxcW01113nQkGg06fZ555JiYupm1ubja5ubmmpKSkTf1feukl06VLl5ALh2PJunXrjCRz8OBBY0zbxjcWHDlyxPTu3dtMmTLFfP311216TSyO5a233mp+9rOfhbT98Ic/jNmLaZubm82sWbOMz+czn376aZtec+LECeN2u82yZcsiXF3kfPXVV+b66683CxYscC7GfPbZZ53twWAwpi+mnT9/vvF6vaapqemy/WJxLHWJi2kvN34XLqZdtWqV0+fo0aNhX0x71QaVgwcPmo8++sgsWLDAXHvtteajjz4yH330kWloaDDGGPP111+bvLw8M2rUKLNz505TVVVlevbsaWbPnu3s4/Tp0yYzM9NMnTrV7Nq1y6xevdqkpqaaX/3qV9E6rDarqqoykszevXtbbFu7dq35zW9+Y3bt2mX2799vfvvb35rU1FTz85//PAqVhm/79u1m0aJF5qOPPjKff/65WbVqlfH5fGb8+PFOn7aMr+2++OIL84Mf/MCMHDnSHDlyxBw7dsxZLoj1sbxg5cqVpnPnzmbJkiVm7969pri42CQnJ5sDBw5Eu7R2+dnPfmY8Ho/ZvHlzyLh9+eWXxhhjGhoaTElJidm+fbupra01mzZtMrfddpu5/vrrTSAQiHL1bVdSUmI2b95sPv/8c/PBBx+YcePGmZSUFGfcnnnmGePxeMzq1avNrl27zNSpU01WVlZMHeMF58+fN7169TKPPfZYSHssj2VDQ4Pz2SjJ+b164Q++tozfww8/bHr27GmqqqrMzp07zciRI02/fv3a/IeVMVdxUCkqKjKSWiybNm1y+hw8eNDcfffdJikpyaSlpZnZs2e3+Cv0k08+MT/60Y+M2+02Xq/XlJWVWT+bYowxU6dONUOHDm1127//+7+bm2++2Vx77bWma9euJi8vz7z44ovf+VeCLaqrq83gwYONx+MxXbp0MX/+539u5s+fb86ePRvSry3ja7OKiopW/w1/e6I01sfy2/7pn/7J5OTkmMTERNO/f/+Qr/LGmkuNW0VFhTHGmC+//NLk5+ebHj16mM6dO5tevXqZoqIic+jQoegWHqbJkyebrKws07lzZ+Pz+cyECRPMnj17nO3Nzc3OLITb7TZ33nmn2bVrVxQrbr8NGzYYSWbfvn0h7bE8lps2bWr132lRUZExpm3jd+7cOTN79myTlpZmkpKSzLhx48I+dpcxFt9GFQAAXNW4jwoAALAWQQUAAFiLoAIAAKxFUAEAANYiqAAAAGsRVAAAgLUIKgAAwFoEFQAAYC2CCgAAsBZBBQAAWIugAgAArEVQAQAA1vo/Bjzhg/4ROggAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mean 0 and variance 20\n", "random_norm1 = 0 + 20*np.random.randn(1000)\n", "# Mean 15 and variance 10\n", "random_norm2 = 15 + 10*np.random.randn(1000)\n", "\n", "# fixed bin size\n", "bins = np.arange(-100, 100, 5) \n", "\n", "plt.hist(random_norm1, bins=bins, facecolor='c', alpha=0.5)\n", "plt.hist(random_norm2, bins=bins, facecolor='r', alpha=0.3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplots\n", "\n", "The function `plt.boxplot` can be used to plot the distribution of data with a boxplot, showing the median of the data (the vertical line in the middle), the interquartile ranges (i.e., the ends of the boxes represent 25 and 75 percentiles), and the minimum and maximum values of the data (that is, the far end of the lines extending from the boxes, referred to as “whiskers”). The values outside of the whiskers are outliers in the data.\n", "\n", "Boxplots for the two random distributions from the previous example are shown below." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot([random_norm1, random_norm2])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.6 Multiple Plots in Figures \n", "\n", "Matplotlib allows creating several plots in the same figure. This allows working with multiple datasets at once. There are several different ways to do this. The simplest way is to create a new figure to add the second `plt.plot` function. \n", "\n", "Here we created two line plots. When we called `plt.figure(2)`, it created a top-level container for the `plt.plot` function that follows after it. Thus, the first plot is added to figure one (which is created automatically when `plt.plot` is called), and the second plot is added to figure 2. When we call `show()` at the end, Matplotlib will open two windows with each graph shown separately." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "numbers1 = [2, 4, 1, 6]\n", "numbers2 = [5, 1, 10, 3]\n", "\n", "plt.plot(numbers1, '*b')\n", "\n", "second_plot = plt.figure(2)\n", "plt.plot(numbers2, 'or')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib also supports adding two or more plots to a single figure, by using the function `subplot`. The arguments in `subplot` define the number of rows, the number of columns, and the number of each subplot. That is, in the figure below there is one row and two columns of subplots, corresponding to the arguments `1,2` in `plt.subplot()`, and the last argument is the number of the subplot." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(1,2,1)\n", "plt.plot(x, x**2, 'r--')\n", "plt.subplot(1,2,2)\n", "plt.plot(x, x**3, 'g*-');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following figure, the right plots use a logarithmic scale with the function `plt.yscale(\"log\")`. One more thing to note is that the arguments in `plt.subplots` do not need to be separated by commas. E.g., the arguments in the first line can be passed either as `221` or `2,2,1`." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(221)\n", "plt.plot(x, x**2)\n", "plt.title(\"Normal scale (x^2)\")\n", "\n", "plt.subplot(222)\n", "plt.plot(x, x**2)\n", "plt.yscale(\"log\")\n", "plt.title(\"Logarithmic scale (x^2)\")\n", "\n", "plt.subplot(223)\n", "plt.plot(x, np.exp(x))\n", "plt.title(\"Normal scale (exp(x))\")\n", "\n", "plt.subplot(224)\n", "plt.plot(x, np.exp(x))\n", "plt.yscale(\"log\")\n", "plt.title(\"Logarithmic scale (exp(x))\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.7 The Object-oriented Approach " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The state-based plotting approach in Matplotlib is easy to use and pretty straightforward, however for creating more complex visualizations, the alternative object-oriented approach provides advantages. \n", "\n", "The main idea of the **object-oriented approach** in Matplotlib is to create objects to which we can apply methods. In this approach, each Matplotlib plot consists of a Figure object and one or more Axes objects. The **Figure** object essentially represents the entire canvas that defines the figure. The **Axes** objects contain the actual visualizations that we want to include in the Figure. This is shown below. However, note that an Axes object is different than the axes (x-axis and y-axis) of a plot. And, there may be one or multiple Axes objects within a given Figure (e.g., two line plots next to each other). \n", "\n", "The real advantage of this approach becomes apparent when more than one figure is created, or when a figure contains more than one subplot. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Figure source: Reference [3]." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use the object-oriented approach, we create a new Figure object that defines the canvas to draw on by using `plt.figure()`. In the next cell, we passed the newly created Figure instance to the `fig` name. As we explained before, `plt.figure` can take optional arguments like figsize (width and height in inches) and dpi.\n", "\n", "Next, from the Figure class instance `fig` we create a new Axes instance `axes` using the `add_axes` method. In the object-oriented approach, plotting is done through the methods of the newly created `axes` object, instead of the function `plot` (or `scatter`, `bar`) from the pyplot module. And, even in the object-oriented approach we need the function `plt.show` to render the figure." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "axes = fig.add_axes([0, 0, 0.8, 0.8]) # left, bottom, width, height (range 0 to 1)\n", "\n", "axes.plot(x, x**2, 'r')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('title')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically all functions from the state-based approach are available as methods in the object-oriented approach. Also, some pyplot functions are prefixed with `set_` in the object-oriented interface. For instance, `plt.title` or `plt.xlabel` functions used with the state-based approach, in the object-oriented approach are replaced with `axes.set_title` or `axes.set_xlabel`.\n", "\n", "The advantage of the object-oriented approach is that it enables having full control of where the plot axes are placed, and we can easily add more than one axis to the figure." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "axes1 = fig.add_axes([0, 0, 0.8, 0.8]) # main axes\n", "axes2 = fig.add_axes([0.1, 0.4, 0.4, 0.3]) # inset axes\n", "\n", "# main figure\n", "axes1.plot(x, x**2, 'r')\n", "axes1.set_xlabel('x')\n", "axes1.set_ylabel('y')\n", "axes1.set_title('Main Figure Title', fontsize=12)\n", "\n", "# insert\n", "axes2.plot(x**2, x, 'g')\n", "axes2.set_xlabel('y')\n", "axes2.set_ylabel('x')\n", "axes2.set_title('Insert Figure Title', fontsize=10)\n", "\n", "fig.savefig(\"figure_4.jpg\", dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above example, we saved the figure using the method `fig.savefig`, instead of `plt.savefig` that we used in the state-based approach.\n", "\n", "Instead of creating the Figure and Axes objects separately, we can use the function `plt.subplots` to create them both at the same time, as in the next example. As the name suggests, this function also allows to create multiple subplots where each subplot corresponds to one Axes object). The `plt.subplots` function accepts as arguments the number of rows and columns `nrows` and `ncols`, and optionally the figure size." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(10, 3))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s check out the type of the variable `axes` in the above code." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(axes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we create a figure with more than one Axes object, the function `plt.subplots` returns `axes` as a numpy ndarray. To access the individual Axes objects from the numpy array, we can index them `axes[0]`, `axes[1]`, as in the next cell. " ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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iA5SfBg0axLJly9i0adNlGyCAsmXLUrFixUvWEFAdESkoB04d4P3t7wMw9v6xVzWDu4jIP+3ZYzdAhQtDz555+9rGrwn6p5SUFPbs2UPZsmVNRxFxT0eO2A3QwYNw662wfj0EBxuJYlkWAwcOZNGiRaxbt47KlStf8TknT54kNjZWNUTEAby88WXSM9MJvSWUppWamo4jIk7o44/tn61bw4035u1rG22Chg0bxsaNGzl48CDfffcdXbp0ITExkb59+5qMJeKejh61G6ADB+Dmm+0G6KabjMUJDw9nzpw5zJ07Fz8/P+Li4oiLi+PcuXMAnDlzhmHDhvHNN9/w+++/s2HDBtq2bUvp0qXp2LGjsdwiAruP72b2j7MBGNNsjOE0IuKMMjJgzhx7uU+fvH99o03QkSNH6NmzJ1WrVqVTp054e3vz7bffUrFiRZOxRNzPsWN2A7R/P1SqZDdAVzj1LL9NnTqVhIQEQkJCKFu2bNZt/vz5gD2n2M6dO2nfvj233XYbffv25bbbbuObb77Bz8/PaHYRd/fi+hexsOhYrSP1bqqXL++xadMm2rZtS3BwMB4eHixZsiTrsbS0NEaMGEGtWrUoVqwYwcHB9OnTh6NHj2Z7jZSUFAYNGkTp0qUpVqwY7dq148iRI/mSV0RyZ/16+wSVkiXhwQfz/vWNXhM0b948k28vIgB//gn33w+//goVKthVp0IF06m40pgtvr6+rF69uoDSiMjV2np0Kwv3LMQDD15tln/D6ycnJ3PnnXfyyCOP0Llz52yPnT17lu3bt/PCCy9w5513curUKYYMGUK7du3YunVr1nZDhgzhiy++YN68eZQqVYpnnnmGBx98kG3btmnydhHDLpwK16NH3o4Kd4FDDYwgIgUsPt5ugH75BcqXtxugSpVMpxIRJzZ63WgAHr7jYWqUqZFv7xMWFkZYWFiOj/n7+xMdHZ1t3ZQpU6hfvz6HDx+mQoUKJCQk8OGHHzJ79mxatGgBwJw5cyhfvjxr166lVatW+ZZdRC7vzBlYuNBezq+rZBxqYAQRKUDHj0Pz5rB7t33tz/r19rVAIiLXaNOhTaz+bTWFCxUmIiTCdJxsEhIS8PDwoGTJkgBs27aNtLQ0QkNDs7YJDg6mZs2abNmy5ZKvowmXRfLfwoVw9qw9SG2DBvnzHmqCRNzRyZPQogX8/DOULWs3QLfcYjqViDgxy7IYtW4UAI/Vfoybb3CcnSrnz5/nueee46GHHsqaOyQuLg5vb29uuOGGbNsGBgYSFxd3ydfShMsi+e/CqXB9+kB+ja6vJkjE3fz1l90A/fSTPf/P+vX2rhYRkeuwav8qNh/eTJHCRRjdZLTpOFnS0tLo0aMHmZmZvPvuu1fc3rKsy85pNHLkSBISErJusbGxeRlXxO0dPmx/NQHo3Tv/3kdNkIg7OXUKWraEHTugTBl7ItSqVU2nEhEnl2llZh0FGlhvIDeVMDe8/j+lpaXRrVs3Dh48SHR0dLYZ5IOCgkhNTeXUqVPZnhMfH09gYOAlX9PHx4cSJUpku4lI3vnkE7AsCAmB/BwwWk2QiLs4fRpatYLt2+0Zx9atg9tvN51KRFzAoj2L+CHuB/y8/RjReITpOMDfDdC+fftYu3YtpUqVyvZ4nTp18PLyyjaAwrFjx/j5559p2LBhQccVEezmZ9Ysezk/5gb6J40OJ+IOEhPhgQcgJgZKl4avvoIa+Tdqk4i4j/TMdF5Y/wIAQ+8dSumipQvkfc+cOcP+/fuz7h88eJAdO3YQEBBAcHAwXbp0Yfv27Xz55ZdkZGRkXecTEBCAt7c3/v7+PProozzzzDOUKlWKgIAAhg0bRq1atbJGixORghUTA3v3gq8v/Gvk+zynJkjE1SUl2Q3Qd99BQACsXQu1aplOJSIuYs5Pc/jlxC8E+AYw9N6hBfa+W7dupVmzZln3hw6137tv375ERESwbNkyAO66665sz1u/fj0hISEATJo0icKFC9OtWzfOnTtH8+bNmTlzpuYIEjHkwoAInTpBfp9pqiZIxJWdOQOtW8M338ANN9gN0J13mk4lIi4iJT2FiA0RADzX6DlK+BTc9TEhISGXnVT5ShMuAxQpUoQpU6YwZcqUvIwmItcgJQU+/dRezu9T4UDXBIm4ruRkaNMGNm8Gf3+IjobatU2nEhEX8sH2DziUcIiyxcsSXj/cdBwRcWIrVtgD2AYH29MY5jc1QSKu6OxZaNsWNm2yjydHR0OdOqZTiYgLSU5N5tVNrwLwQpMXKOpV1HAiEXFmF06Fe/hhKIgzUtUEibiac+egXTt7kH0/P1izBurVM51KRFxM1PdR/Jn8J5VLVubRux81HUdEnNiJE7B8ub2cn3MD/ZOaIBFXcv48tG9vj/5WvDisWgUNGphOJSIu5vT507z+v9cBiAiJwNvT23AiEXFm8+ZBWhrcfTfUrFkw76kmSMRVnD8PHTvap74VKwYrV4LmuhCRfDDxm4mcOn+K20vfTq9avUzHEREnd+FUuIIYEOECNUEiriAlBbp0sY/8FC1qX13YuLHpVCLiguKT45n4zUQAxtw/Bs9CGk5aRK7dnj32/ECFC0PPngX3vmqCRJxdaip07WqfTOvrC19+CU2amE4lIi5q3OZxJKclU6dsHTpW62g6jog4uQtHgcLCoEyZgntfNUEiziwtDbp3hy++gCJF7J//mDxQRCQvHUk8wrsx7wLw2v2v4eHhYTiRiDizjAyYM8deLshT4UBNkIjzSkuzjxsvWQI+PrB0acEMrC8ibuvVja+SkpFCk4pNCL0l1HQcEXFyGzbAkSNQsqQ9s0dBUhMk4ozS06FXL1i4ELy97UYoVF9IRCT/7P9rPx/+8CGgo0AikjdmzbJ/9uhh788tSGqCRJxNero9iP6CBeDlBYsWwQMPmE4lIi7upQ0vkWFlEHZrGI0raOAVEbk+Z87Y+3Kh4E+FAzVBIs4lIwP69bMH1Pfygs8/hzZtTKcSERe388+dfLrzU8AeEU5E5HotWgRnz0KVKnDPPQX//mqCRJxFRgb85z/wySf2OJKffQbt2plOJSJu4IX1L2Bh0bV6V+4ue7fpOCLiAi6cCtenD5g4u1ZNkIgzyMyExx6zx5H09LSPBHXoYDqViLiB7458x9K9SynkUYhXmr1iOo6IuIDDh2H9env54YfNZFATJOLoMjOhf3+YOdNugObOhc6dTacSETcxat0oAPrc2YdqpasZTiMiruCTT8CyoGlTqFTJTAY1QSKOLDMTBgyADz6AQoVg9mzo1s10KhFxE+sOruOrg1/hVciLl5q+ZDqOiLgAy/r7VLi+fc3lUBMk4qgsCwYNgvfes0+WnTXLnhdIRKQAWJaVdRSof53+VCpZyWwgEXEJMTGwdy/4+po9sUVNkIgjsiwYPBjefddugGbONHfSrIi4pS9//ZJvj3yLb2FfRjUZZTqOiLiIjz+2f3bsCCVKmMuhJkjE0VgWDB0KU6bY9z/80MwA+iLitjKtTEavHw3AUw2eIqh4kOFEIuIKUlPhU3u0feNfbdQEiTgSy4Jnn4XJk+37778PjzxiNJKIuJ/Pdn3GT3/+RAmfEgxvNNx0HBFxEcuXw19/Qdmy0KKF2SxqgkQchWXByJEwYYJ9f9o0e1hsEZEClJaRxgvrXwDg2YbPEuAbYDiRiLiKC6fCPfywPeCtSWqCRByBZcHo0fD66/b9qCh7WGwRkQI268dZ7P9rPzcWvZHBDQabjiMiLuLECftIEJg/FQ4cqAmKjIzEw8ODIUOGmI4iUvAiImDsWHv57bchPNxoHEcQGRlJvXr18PPzo0yZMnTo0IG9e/dm28ayLCIiIggODsbX15eQkBB27dplKLGI8zuffp5XNtoToo5sPBI/Hz/DiS5t06ZNtG3bluDgYDw8PFiyZEm2x6+mPqSkpDBo0CBKly5NsWLFaNeuHUeOHCnA/woR9zFvHqSlwd13Q82aptM4SBMUExPD9OnTueOOO0xHESl4r7xi3wAmTrSHxRY2btxIeHg43377LdHR0aSnpxMaGkpycnLWNuPHj2fixIlERUURExNDUFAQLVu2JCkpyWByEef13tb3iE2MpVyJcjxZ70nTcS4rOTmZO++8k6ioqBwfv5r6MGTIEBYvXsy8efPYvHkzZ86c4cEHHyQjI6Og/jNE3MaFU+Ec4SgQAJZhSUlJVpUqVazo6GiradOm1uDBg6/6uQkJCRZgJSQk5F9Akfw0Zoxl2SfDWdYbb5hOc13y+/MYHx9vAdbGjRsty7KszMxMKygoyBo3blzWNufPn7f8/f2tadOmXfXrqo6I2JJSkqwbx99oEYE1fet0Ixmu9fMIWIsXL866fzX14fTp05aXl5c1b968rG3++OMPq1ChQtaqVavyPbOIO9m92/6q4+lpWX/+mX/vk5vPo/EjQeHh4bRp04YWVzFEREpKComJidluIk5r3Dj7OqALy8OGmc3j4BISEgAICLAv0j548CBxcXGEhoZmbePj40PTpk3ZsmXLJV9HdUQkZ299+xbHzx7nlhtuod9d/UzHuS5XUx+2bdtGWlpatm2Cg4OpWbOmaohIHrtwFCgsDMqUMZvlAqNN0Lx589i+fTuRkZFXtX1kZCT+/v5Zt/Lly+dzQpF88uab9khwAK+9BiNGmM3j4CzLYujQoTRu3Jia/38icVxcHACBgYHZtg0MDMx6LCeqIyIXO3XuFG9seQOAV5q9gpenl+FE1+dq6kNcXBze3t7ccMMNl9wmJ6ohIrmTkQFz5tjLffuazfJPxpqg2NhYBg8ezJw5cyhSpMhVPWfkyJEkJCRk3WJjY/M5pUg+mDTJngsI4OWX4fnnzeZxAgMHDuSnn37i0wszrP2Dh4dHtvuWZV207p9UR0Qu9saWN0hISaBWmVr0qNnDdJw8k9v6cDXbqIaI5M6GDXDkCJQsCQ8+aDrN3wqbeuNt27YRHx9PnTp1stZlZGSwadMmoqKiSElJwfNfA4j7+Pjg4+NT0FFF8s7bb8PQofbyiy/aN7msQYMGsWzZMjZt2kS5cuWy1gcF2TPYx8XFUbZs2az18fHxF+39/SfVEZHsDpw6wMRvJgLwarNXKeRh/Ez563Y19SEoKIjU1FROnTqV7WhQfHw8DRs2vORrq4aI5M6FU+G6d4erPO5RIIxVuubNm7Nz50527NiRdatbty69evVix44dFzVAIk7vnXdg8P/PufH88/aw2HJJlmUxcOBAFi1axLp166hcuXK2xytXrkxQUBDR0dFZ61JTU9m4ceNlv8CISHZDVw8lJSOF5pWb065qO9Nx8sTV1Ic6derg5eWVbZtjx47x888/q4aI5JEzZ2DhQnvZkU6FA4NHgvz8/LLO7b+gWLFilCpV6qL1Ik5v2jQYONBeHjECxoyBK5yS4e7Cw8OZO3cuS5cuxc/PL+scfX9/f3x9fbPmFRs7dixVqlShSpUqjB07lqJFi/LQQw8ZTi/iHFbtX8XSvUspXKgwb4e9fcVTxRzJmTNn2L9/f9b9gwcPsmPHDgICAqhQocIV64O/vz+PPvoozzzzDKVKlSIgIIBhw4ZRq1atqxqsSUSubNEiSE6GW2+Fe+4xnSY7Y02QiNt4/3148v/n23jmGYiMVAN0FaZOnQpASEhItvUzZsygX79+AAwfPpxz584xYMAATp06RYMGDVizZg1+fo47waOIo0hJT+GplU8B8FT9p6h+Y3XDiXJn69atNGvWLOv+0P8/1bhv377MnDnzqurDpEmTKFy4MN26dePcuXM0b96cmTNn6mwUkTzyz7mBHO2rj4dlWZbpENcqMTERf39/EhISKFGihOk4Ihf76CN49FF7ecgQezJUR6sCecRZP4/Omlvker2++XWe++o5AosF8uugXynhY/7/f2f8PDpjZpGCEBsLFSvakyEePAiVKuX/e+bm8+j8Vz+KOKpZs+Cxx+zlQYNcugESEefyR+IfvLrpVQDGtxzvEA2QiLiWOXPsBqhp04JpgHJLTZBIfpgzBx55xP70DxgAb72lBkhEHMaz0c+SnJbMveXu5eE7HjYdR0RcjGVlPxXOEakJEslrn35qD4FiWdC/P0yZogZIRBzGpkOb+PTnT/HAg6jWUS4xJLaIOJaYGPjlF/D1hS5dTKfJmSqfSF767DN4+GHIzLRPhXv3XSikj5mIOIb0zHQGrrBHquxfpz93l73bcCIRcUUXjgJ17AiOeqmcvp2J5JXPP4eHHrIboEcegffeUwMkIg5lasxUdsbvJMA3gDH3jzEdR0RcUGqqfVIMOO6pcKAmSCRvLF4MPXtCRob9iX//fTVAIuJQ4pPjeXHDiwC8dv9rlCpaynAiEXFFK1bAX39B2bLQvLnpNJemb2ki12vZMujWDdLToVcve1hszTEhIg7m+a+e5/T509QOqs3jdz9uOo6IuKhZs+yfvXpBYQeekVRNkMj1+PJL+4q/9HTo0QNmzlQDJCIO5/s/vuejHz4CYErYFDwLqU6JSN47cQKWL7eX+/Y1m+VK1ASJXKuVK6FzZ0hLg65dYfZsx97lISJuKdPKZOCKgVhY9L6jN40qNDIdSURc1Pz59tei2rWhZk3TaS5PTZDItVizxh7yJDXVboQ++UQNkIg4pJk7ZhJzNAY/bz9eb/G66Tgi4sIunArnyAMiXKAmSCS31q6F9u0hJQU6dLCHQPHyMp1KROQip8+f5rm1zwEQERJBWb+yhhOJiKvas8eeH8jT0x4s19GpCRLJjXXroF07OH8e2ra1j/uqARIRB/XS+pc4fvY4t5e+nUH1B5mOIyIubPZs+2dYGJQpYzbL1VATJHK1Nm60G59z56BNG1iwALy9TacSEcnRT3/+RFRMFABvh72Nl6d22IhI/sjI+LsJcoZT4UBNkMjV+fpru/E5exYeeMCeGNXHx3QqEZEcWZbFoJWDyLQy6Xx7Z1rc3MJ0JBFxYWvWwJEjULKkvb/YGagJErmSLVugdWtIToaWLe2JUYsUMZ1KROSS5u+az6ZDm/At7MuE0Amm44iIixs3zv7Zr5/zfEVSEyRyOd9+ax/5OXPGnvZ46VLn+XSLiFs6k3qGZ9Y8A8DIxiOpWLKi4UQi4sq2bIFNm+xLpJ95xnSaq6cmSORSYmKgVStISoKQEFi2DHx9TacSEbms1za9xtGko9x8w8082+hZ03FExMVFRto/e/eGcuXMZskNNUEiOdm2DUJDITERmjSBL7+EokVNpxIRuaxfT/7KhG/s098mtZpEkcI6ci0i+WfnTvsrkocHDB9uOk3uqAkS+bcffrCv/Tl9Gho1guXLoVgx06lERC7LsiwGrxpMWmYaYbeG0fY2J7k6WUSc1oVrgTp3hqpVzWbJLTVBIv/044/QogWcOgX33gsrV0Lx4qZTiYhc0Re/fsGq/avw9vTmrQfewsPDw3QkEXFhBw7AvHn28siRZrNcCzVBIhfs3GkPfvDXX9CgAaxaBX5+plOJiFzR+fTzDFk1BICh9wylSqkqZgOJiMt74w3IzLSvHrj7btNpck9NkAjArl12A3TyJNSrB6tXQ4kSplOJiFyVN/73BgdPH+Qmv5sY1WSU6Tgi4uLi4mDGDHv5+efNZrlWaoJE9uyB+++H48ftXRmrV4O/v+lUIiJX5dDpQ4zdPBaAN0PfpLi3TuEVkfw1aRKkpNhXDjRpYjrNtVETJO5t7167AYqPh7vuguhouOEG06lERK7aM2ue4Xz6eZpWbEr3Gt1Nx3Eo6enpjB49msqVK+Pr68vNN9/MK6+8QmZmZtY2lmURERFBcHAwvr6+hISEsGvXLoOpRRzb6dMwdaq9PHKkPTKcM1ITJO5r3z5o1sw+pnvHHbB2LQQEmE4lInLV1h5Yy8I9C/H08GRK2BQNhvAvr7/+OtOmTSMqKoo9e/Ywfvx43njjDaZMmZK1zfjx45k4cSJRUVHExMQQFBREy5YtSUpKMphcxHG98449hWLNmtCmjek0105NkLin/fvtBujYMftTvHYtlCplOpWIyFVLzUhl0MpBAITXC6dWYC3DiRzPN998Q/v27WnTpg2VKlWiS5cuhIaGsnXrVsA+CjR58mRGjRpFp06dqFmzJrNmzeLs2bPMnTvXcHoRx3P2LEyebC8/9xwUcuJOwomji1yjAwfsBuiPP6B6dfjqK7jxRtOpRERyZcp3U/jlxC/cWPRGXm72suk4Dqlx48Z89dVX/PrrrwD8+OOPbN68mdatWwNw8OBB4uLiCA0NzXqOj48PTZs2ZcuWLTm+ZkpKComJidluIu7igw/gxAmoXBm6O/nZt4VNBxApUL//bjdAR45AtWqwbh2UKWM6lYhIrhxLOsbLG+3GZ1yLcZQsUtJsIAc1YsQIEhISqFatGp6enmRkZPDaa6/Rs2dPAOLi4gAIDAzM9rzAwEAOHTqU42tGRkby8stqOsX9pKbCm2/ay88+C4WdvIvQkSBxH4cO2Q3Q4cNw2212A/SvP3wiIs5gxNoRJKUmUf+m+vS7q5/pOA5r/vz5zJkzh7lz57J9+3ZmzZrFm2++yaxZs7Jt9+9rqSzLuuT1VSNHjiQhISHrFhsbm2/5RRzJ3LkQG2t/dXrkEdNprp+T93AiVyk21h4F7vff4dZb7QaobFnTqUREcu1/h//H7J9m44EHUWFRFPLQ/sxLefbZZ3nuuefo0aMHALVq1eLQoUNERkbSt29fgoKCAPuIUNl//E2Ij4+/6OjQBT4+Pvj4+OR/eBEHkpkJr79uLz/9NBQpYjZPXlDlFNf3xx/2EaADB+Dmm2H9erjpJtOpRERyLSMzg4ErBwLwaO1HqXdTPcOJHNvZs2cp9K8rtz09PbOGyK5cuTJBQUFER0dnPZ6amsrGjRtp2LBhgWYVcWRLlsAvv9jTKD75pOk0ecNoEzR16lTuuOMOSpQoQYkSJbj33ntZuXKlyUjiao4etRug336zr+Jbvx7KlTOdSq7Spk2baNu2LcHBwXh4eLBkyZJsj/fr1w8PD49st3vuucdMWJECMH3bdHbE7aBkkZKMbT7WdByH17ZtW1577TWWL1/O77//zuLFi5k4cSIdO3YE7NPghgwZwtixY1m8eDE///wz/fr1o2jRojz00EOG04s4BsuCyEh7OTwcSpQwmyevGD0drly5cowbN45bb70VgFmzZtG+fXt++OEHatSoYTKauIK4OPsUuH37oGJFuwGqUMF0KsmF5ORk7rzzTh555BE6d+6c4zYPPPAAM2bMyLrv7e1dUPFECtTJsycZvX40AK82e5Ubi2lUyyuZMmUKL7zwAgMGDCA+Pp7g4GD69+/Piy++mLXN8OHDOXfuHAMGDODUqVM0aNCANWvW4OfnZzC5iOP46ivYuhV8fWHwYNNp8o6HZVmW6RD/FBAQwBtvvMGjjz56xW0TExPx9/cnISGBEq7Slkre+PNP+wjQnj1Qvjxs3GgfCZJ8k9+fRw8PDxYvXkyHDh2y1vXr14/Tp09fdIQoN1RHxFn0/6I/07dPp1aZWmzvv53ChVzvsl5n/Dw6Y2aR3Gje3L6UetAgePtt02kuLzefR4epoBkZGSxYsIDk5GTuvffeHLdJSUkhJSUl677G5pccHT9uf2L37LFPfVu/Xg2QC9uwYQNlypShZMmSNG3alNdee40ylxn2XHVEnFH0b9FM3z4dgKjWUS7ZAImI4/n+e7sBKlwYhg0znSZvGR8YYefOnRQvXhwfHx+eeOIJFi9eTPXq1XPcNjIyEn9//6xb+fLlCzitOLwTJ+wGaNcuCA62P7m33GI6leSTsLAwPvnkE9atW8eECROIiYnh/vvvz9bk/JvqiDib0+dP88hSezza8HrhNKnYxHAiEXEXF64F6tXL9a4oMH46XGpqKocPH+b06dMsXLiQDz74gI0bN+bYCOW0B7d8+fI6BC22kyftBujHHyEoCDZsgKpVTadyGyZOh/u3Y8eOUbFiRebNm0enTp1y3EZ1RJxNn8V9mP3TbG4NuJUd/XdQzLuY6Uj5xhlPLXPGzCJXY/duqFEDPDzsfcu332460ZU51elw3t7eWQMj1K1bl5iYGN566y3ee++9i7bV2PxySadOQcuWdgMUGGifAqcGyO2ULVuWihUrsm/fvktuozoizmTxnsXM/mk2hTwK8XGHj126ARIRx3JhXqAOHZyjAcot46fD/ZtlWZc9lUXkIqdP2w3QDz/AjTfap8BVq2Y6lRhw8uRJYmNjs016KOKs4pPj6f9lfwCGNxzOveVzvl5WRCSvHToEc+fayyNHms2SX4weCXr++ecJCwujfPnyJCUlMW/ePDZs2MCqVatMxhJnkpAArVrBtm1QurTdAF3imjJxPmfOnGH//v1Z9w8ePMiOHTsICAggICCAiIgIOnfuTNmyZfn99995/vnnKV26dNYcICLOyrIs+n/Zn+Nnj1OrTC0iQiJMRxIRN/Lmm5Cebl9lUM9F52Q22gT9+eef9O7dm2PHjuHv788dd9zBqlWraNmypclY4iwSE+GBB+yhSwIC7IHsa9Y0nUry0NatW2nWrFnW/aFDhwLQt29fpk6dys6dO/n44485ffo0ZcuWpVmzZsyfP1/ze4jTm/PTHJb8sgSvQl583PFjfArrFE4RKRjx8fDBB/ayqx4FAsNN0Icffmjy7cWZJSVBWBh8+y3ccIPdAN1xh+lUksdCQkK43Ngtq1evLsA0IgUjNiGWQSsHAfBS05e4K+gus4FExK1Mngznz9tHgO6/33Sa/ONw1wSJXNGZM9C6NWzZAiVLwtq1cNddplOJiFw3y7J4dNmjJKQk0OCmBoxoPMJ0JBFxIwkJ8M479vLzz9sjw7kqNUHiXJKT4cEHYfNm8PeHNWvg7rtNpxIRyRNTt04l+kA0voV9mdVhliZFFZECNXWqfbVB9erQrp3pNPlLTZA4j7NnoW1b2LgR/Pxg9WrXvVpPRNzO/r/282z0swCMazGOqqU1zL+IFJxz52DSJHt5xAgo5OJdgov/54nLOHcO2re35/8pXhxWrYIGDUynEhHJExmZGfRd0pezaWdpVqkZA+sPNB1JRNzMjBn2oAgVK0LPnqbT5D81QeL4zp+3Z+pauxaKFYOVK6FhQ9OpRETyzJtb3mRL7Bb8vP2Y0X4GhTz051lECk56Orzxhr08bBh4eZnNUxBUZcWxpaRAp072tT9Fi8KKFdC4selUIiJ5ZuefO3lxw4sATH5gMhVLVjScSETczbx58Pvv9pzz//mP6TQFQ02QOK6UFOjSxT7y4+sLy5dDkyamU4mI5JnUjFR6L+5NakYqD972II/c9YjpSCLiZjIzYdw4e3nIEHufsztQEySOKTUVunWDL7+EIkXgiy8gJMR0KhGRPPXKxlf48c8fKeVbivfbvo+HK49HKyIO6csvYdcue8ypAQNMpyk4aoLE8aSlQY8esGwZ+PjYP5s3N51KRCRPfXfkOyI3RwIwtc1UgooHGU4kIu7GsiDSLkMMGGBPv+gu1ASJY0lLg4cegsWLwdsbliyBli1NpxIRyVNn087SZ0kfMq1MetbsSdcaXU1HEhE3tHEjfPutvc95yBDTaQqWmiBxHOnp0Ls3fP653QAtXgwPPGA6lYhInnv+q+f59eSvlC1elqjWUabjiIibunAU6NFHIcjNDkarCRLHkJEBffvC/Pn2uIyffw6tW5tOJSKS59YfXM9b370FwIftPiTAN8BwIhFxR9u22YPvenrCs8+aTlPwct0E9evXj02bNuVHFnFXGRnQrx/MnQuFC8OCBdC2relUco2efPJJ1QiRS0hMSeSRpfYIcP+9+7+EVQkznKjg6XuEiGO4MCJcz55QqZLRKEbkuglKSkoiNDSUKlWqMHbsWP7444/8yCXuIjPTPgY7Z469K2L+fGjf3nQquQ6qESKX9vSqpzmUcIjKJSvzZuibpuMYoRohYt7evbBwob383HNms5iS6yZo4cKF/PHHHwwcOJAFCxZQqVIlwsLC+Pzzz0lLS8uPjOKqMjPh8cdh1iy7Afr0U3tiVHFqc+bMUY0QycEXe7/gox0f4YEHMzvMxM/Hz3QkI/Q9QsS811+3R4Zr1w5q1DCdxoxruiaoVKlSDB48mB9++IHvv/+eW2+9ld69exMcHMzTTz/Nvn378jqnuJrMTHjiCfjoIyhUCD75BLpqdCRXoRohkt2Jsyd4/IvHAXj6nqdpUtG9J36+VI2oWrUqAL/99luevdcff/zBww8/TKlSpShatCh33XUX27Zty3rcsiwiIiIIDg7G19eXkJAQdu3alWfvL+JoYmNh9mx7eeRIs1lMuq6BEY4dO8aaNWtYs2YNnp6etG7dml27dlG9enUmTZqUVxnF1VgWhIfD++/bDdDs2dC9u+lUkg9UI0TsL9kDlg/gz+Q/ub307bzW/DXTkRzGv2tEaGgoAPXr18+TGnHq1CkaNWqEl5cXK1euZPfu3UyYMIGS/5gMZfz48UycOJGoqChiYmIICgqiZcuWJCUlXff7iziiCRPsAXlDQuCee0ynMcjKpdTUVOvzzz+32rRpY3l5eVl16tSxpk6daiUmJmZt8+mnn1olS5bM7UvnWkJCggVYCQkJ+f5ekkcyMy0rPNyywLI8PCzr449NJ5I8cuHzeOLECYepEVdDdUTy29yf5lpEYHm+7GnF/BFjOo5xl/seceHz+OGHH+ZJjRgxYoTVuHHjSz6emZlpBQUFWePGjctad/78ecvf39+aNm1ajs85f/68lZCQkHWLjY1VDRGncfy4ZRUtan8NW73adJq8l5u/6YVz2zSVLVuWzMxMevbsyffff89dd9110TatWrXKtpdFBLCPAD39NLzzDnh42KfC9e5tOpXksdtuuw3LslQjRICjSUcJXxEOwOgmo6kbXNdwIvMu9z0iMTERgObNm+dJjVi2bBmtWrWia9eubNy4kZtuuokBAwbw+OP2qYkHDx4kLi4u6wgUgI+PD02bNmXLli3079//oteMjIzk5Zdfvu5sIia8/TacPQt336256HPdBE2aNImuXbtSpEiRS25zww03cPDgwesKJi7GsmDYMHjLnhuDDz6wh8UWlxMZGUmfPn1UI8TtWZbFo8se5dT5U9QpW4dR940yHckhFOT3iAMHDjB16lSGDh3K888/z/fff89TTz2Fj48Pffr0IS4uDoDAwMBszwsMDOTQoUM5vubIkSMZOnRo1v3ExETKly9/3VlF8ltSEkT9/9zMI0fa+6PdWa6boN7acy+5ZVkwYgRMnGjff+89+M9/zGaSfNOjR4/LfrkRcRcfbP+AVftX4ePpw8cdP8bL08t0JIdQkN8jMjMzqVu3LmPHjgWgdu3a7Nq1i6lTp9KnT5+s7Tz+9W3QsqyL1l3g4+ODj49P/oUWySevvAKnTsFtt0HHjqbTmHddAyOIXJFlwfPPwxtv2PfffRf++1+zmURE8tnBUwcZusY+WvDa/a9R/cbqhhO5p7Jly1K9evbf/e23387hw4cBCAoKAsg6InRBfHz8RUeHRJzZDz/AhbFGJk2yZyZxd2qCJP9YFrz44t9TEkdFwZNPms0kIpLPMq1M+i3tx5nUM9xX4T6G3DPEdCS31ahRI/bu3Ztt3a+//krFihUBqFy5MkFBQURHR2c9npqaysaNG2nYsGGBZhXJLxkZ9v7njAzo1g1atzadyDHk+nQ4kav2yiswZoy9PHmyPSy2iIiLm/ztZDYd2kQxr2LM7DATz0La5WrK008/TcOGDRk7dizdunXj+++/Z/r06UyfPh2wT4MbMmQIY8eOpUqVKlSpUoWxY8dStGhRHnroIcPpRfJGVBRs3Qr+/n9fmi1qgiS/jBkDERH28oQJMHiw0TgiIgVh9/HdPP/V8wBMCJ3AzTfcbDiRe6tXrx6LFy9m5MiRvPLKK1SuXJnJkyfTq1evrG2GDx/OuXPnGDBgAKdOnaJBgwasWbMGPz8/g8lF8kZsLIwebS+//jr8/xmgAnhYlmWZDnGtEhMT8ff3JyEhgRIlSpiOIxdERtrXAQGMHw/PPms2jxQIZ/08OmtucTxn087S6KNG7IjbwQO3PsCKh1Zc8uJ6yZkzfh6dMbO4B8uCDh1g2TJo1Ag2bbLnqHdlufk8uvivQgrc+PF/N0Bjx6oBEhG3YFkWjy17jB1xOyhdtDQftP1ADZCIGLV4sd0AeXnZA/O6egOUW/p1SN6ZONEeChvg1VftQehFRNzAm1ve5NOfP8XTw5MFXRdwU4mbTEcSETeWkACDBtnLw4dDjRpm8zgiNUGSN956C555xl6OiPj7BFQRERe3ev9qnvvqOQAmPzCZkEohZgOJiNsbNQqOHoVbb7WX5WJqguT6RUXBkCH28ujR9rDYIiJuYP9f++mxsAeZVib/ues/hNfTKJgiYta339rTMgJMmwa+vmbzOCo1QXJ9pk79+3jryJH2sNg6D15E3EBSShLt57Xn9PnTNLipAe+2eVfXAYmIUWlp9pxAlgV9+0Lz5qYTOS6jTVBkZCT16tXDz8+PMmXK0KFDh4smNRMHNn06DBhgLw8fDq+9pgZI8tSmTZto27YtwcHBeHh4sGTJkmyPW5ZFREQEwcHB+Pr6EhISwq5du8yEFbeSaWXSZ0kfdh/fTdniZVnUfRE+hX1MxxIRNzdxIuzcCaVKwZtvmk7j2Iw2QRs3biQ8PJxvv/2W6Oho0tPTCQ0NJTk52WQsuRoffgj9+9vLQ4fCuHFqgCTPJScnc+eddxIVFZXj4+PHj2fixIlERUURExNDUFAQLVu2JCkpqYCTirsZs2kMS35ZgrenN4u6LyLYL9h0JBFxc7/99vcUjRMnQunSRuM4PKOTpa5atSrb/RkzZlCmTBm2bdtGkyZNDKWSK5o5Ex5/3F4ePNje1aAGSPJBWFgYYWFhOT5mWRaTJ09m1KhRdOrUCYBZs2YRGBjI3Llz6X+hSRfJY0t/WcpLG14CYGqbqdxT7h7DiUTE3VkWPPkknD9vnwLXu7fpRI7Poa4JSkhIACAgICDHx1NSUkhMTMx2kwI2ezb85z/2p23gQJg0SQ2QGHHw4EHi4uIIDQ3NWufj40PTpk3ZsmXLJZ+nOiLXY/fx3Ty8+GEAwuuF85/a/zGcSEQE5s6F6Gjw8bEv19ZXsytzmCbIsiyGDh1K48aNqVmzZo7bREZG4u/vn3UrX758Aad0c3PnQr9+f+9uePttfcrEmLi4OAACAwOzrQ8MDMx6LCeqI3KtTp8/TYd5HTiTeoamFZsyqdUk05FERPjrL3j6aXv5hRegShWzeZyFwzRBAwcO5KeffuLTTz+95DYjR44kISEh6xYbG1uACd3c/Pn2sdXMTHvYkagoNUDiEP49GpdlWZcdoUt1RK5FRmYGPRf2ZN9f+6jgX4EFXRfg5ellOpaICM8+C8eP2xOiPvus6TTOw+g1QRcMGjSIZcuWsWnTJsqVK3fJ7Xx8fPDx0eg7BW7BAujVy26AHn3UPs5ayGH6Z3FTQUFBgH1EqGzZslnr4+PjLzo69E+qI3ItRq8bzar9q/At7Mvi7ou5sdiNpiOJiLBxI3z0kb383nvg7W02jzMx+k3WsiwGDhzIokWLWLduHZUrVzYZR3KyaBH07AkZGfapcNOnqwESh1C5cmWCgoKIjo7OWpeamsrGjRtp2LChwWTiaub/PJ9x/xsHwIftPuTusncbTiQiAikpfw/U278/NGpkNo+zMXokKDw8nLlz57J06VL8/PyyzuP39/fHV9Pbmrd0KXTvbjdAvXvDBx+oAZICdebMGfbv3591/+DBg+zYsYOAgAAqVKjAkCFDGDt2LFWqVKFKlSqMHTuWokWL8tBDDxlMLa5kR9wOHln6CADPNnyWnrV6Gk4kImKLjIS9eyEoyJ6pRHLHaBM0depUAEJCQrKtnzFjBv369Sv4QPK3L76Arl0hPR0eeghmzABPT9OpxM1s3bqVZs2aZd0fOnQoAH379mXmzJkMHz6cc+fOMWDAAE6dOkWDBg1Ys2YNfn5+piKLCzlx9gQd5nXgXPo5Qm8JJbJ5pOlIIiIA7NljN0Fgj1NVsqTROE7JaBNkWZbJt5dLWbECunSBtDT7SNCsWWqAxIiQkJDL1gkPDw8iIiKIuDA7nEgeSctIo9uCbhxKOMQtN9zCvM7z8CykOigi5mVm2qe/paZCmzb2VzbJPZ3bJNmtXg2dOtmfrC5dYM4cKOwQ42eIiBSYYWuGsf739RTzKsbSHku5wfcG05FERAB7IISvv4aiReGddzRY77VSEyR/i46G9u3tK+06dbLnBVIDJCJuZuaOmbz9/dsAzO44mxplahhOJCJi+/PPv4fBfvVVqFjRbB5npiZIbOvWQbt2dgPUvj18+il4aQ4MEXEv3//xPU98+QQALzZ5kY63dzScSETkb08/DadPw913w1NPmU7j3NQECWzYAA8+COfP2z8/+0wDzYuI2zmWdIyO8zuSkpFCu6rteCnkJdORRESyrFpl76MuVMiesUQn61wfNUHubtMm+6q6c+egdWv4/HM1QCLidlLSU+j8WWeOJh3l9tK3M7vjbAp56E+kiDiGs2dhwAB7+amnoE4ds3lcgSq8O/vf/+zG5+xZaNUKFi4EHx/TqURECpRlWQxcMZBvjnyDv48/S3osoYRPCdOxRESyvPwyHDwI5cvb1wLJ9VMT5K6++QYeeACSk6FlS1i8GIoUMZ1KRKTATds6jQ9++AAPPPi086fcVuo205EkH0RGRuLh4cGQIUOy1lmWRUREBMHBwfj6+hISEsKuXbvMhRTJwY8/woQJ9vI770Dx4mbzuAo1Qe7ou+/sIz9nzsD998OSJeDrazqViEiB23RoE0+tsq8uHtt8LGFVwgwnkvwQExPD9OnTueOOO7KtHz9+PBMnTiQqKoqYmBiCgoJo2bIlSUlJhpKKZJeRAf/9r/2zc2do29Z0ItehJsjdbN1qN0BJSRASAsuW2QPNi4i4mdiEWLp81oX0zHS61+jOiEYjTEeSfHDmzBl69erF+++/zw03/D3fk2VZTJ48mVGjRtGpUydq1qzJrFmzOHv2LHPnzjWYWORvU6fC999DiRLw9tum07gWNUHuZPt2+9S3hAS47z744gsoVsx0KhGRAncu7Rwd5nfg+Nnj3Bl4Jx+2+xAPzTjoksLDw2nTpg0tWrTItv7gwYPExcURGhqatc7Hx4emTZuyZcuWS75eSkoKiYmJ2W4i+eHIERg50l4eNw6Cg83mcTUaXM9d7NgBLVrYg8s3agTLl+ukUhFxS5Zl8fgXj7P92HZK+ZZiSY8lFPPWDiFXNG/ePLZv305MTMxFj8XFxQEQGBiYbX1gYCCHDh265GtGRkby8ssv521QkRwMGmRfuXDvvdC/v+k0rkdHgtzBTz/ZDdCpU/YnacUK8PMznUpExIgJ30zgk52f4OnhyYKuC6hUspLpSJIPYmNjGTx4MHPmzKHIZQb++fcRQMuyLntUcOTIkSQkJGTdYmNj8yyzyAVLlti3woXtOYEK6Rt7ntORIFf388/QvDmcPAn168PKlfaJpSIibui9re/xbPSzAExsNZFmlZsZTiT5Zdu2bcTHx1PnHxOqZGRksGnTJqKioti7dy9gHxEqW7Zs1jbx8fEXHR36Jx8fH3w0nYTko8REGDjQXn72WahZ02weV6W+0pXt3m2P/nbiBNStC6tXg7+/6VQiIkZ8sP0Dnlj+BABD7xnKoPqDDCeS/NS8eXN27tzJjh07sm5169alV69e7Nixg5tvvpmgoCCio6OznpOamsrGjRtp2LChweTi7kaPhj/+gFtugRdeMJ3GdelIkKv65Re7ATp+HGrXhjVroGRJ06lERIyY8cMM/vvFfwEY3GAwb4a+qYEQXJyfnx81/7ULvVixYpQqVSpr/ZAhQxg7dixVqlShSpUqjB07lqJFi/LQQw+ZiCzCunUQFWUvT5umGUzyk5ogV7R3LzRrBn/+CXfeCdHR8I9hQUVE3MnHP37Mo8sexcJiYL2BTGo1SQ2QADB8+HDOnTvHgAEDOHXqFA0aNGDNmjX46bpZMeDnn6FjR7AseOQR+3JuyT9qglzNvn32EaC4OKhVC9auhVKlTKcSETHik58+od+SflhYPFn3Sd4Oe1sNkBvbsGFDtvseHh5EREQQERFhJI/IBX/8AWFh9vVATZrAu++aTuT6dE2QK/ntN/sI0NGjUKMGfPUVlC5tOpWIiBHzfp5HnyV9sLB4/O7HiWodpQZIRBxOYiK0bm3PC1StGixeDJcZ0FDyiJogV3HwoN0A/fEH3H673QDdeKPpVCIiRizYtYCHFz1MppXJo7UfZdqD0yjkoT95IuJY0tKgSxd7NpPAQHsQ34AA06ncg/4iuILff7cboNhYqFrVvqruMsN7ioi4soW7F9JzYU8yrAz63dWP6W2nqwESEYdjWfDf/9qXbhcrZs9jX6mS6VTuQ38VnN3hw/Y1QIcOQZUqdgMUFGQ6lYiIEUt+WUKPhT3IsDLofUdvPmj7gRogEXFIL78MM2eCpyd89hn8Y0orKQD6y+DMjhyxjwAdPGgPJr9+PQQHm04lImLEF3u/oNuCbqRnpvNQrYeY0X4GnoU8TccSEbnIRx/ZTRDA1Kn2NUFSsNQEOas//rAboAMH4Oab7QbopptMpxIRMWL5r8vp/Fln0jLT6F6jO7M6zFIDJCIOafVq+zQ4gFGj4PHHzeZxV2qCnNGxY/YpcPv32yePrl8P5cubTiUiYsSq/avo9Fkn0jLT6FK9C3M6zaFwIc0AISKO54cf7IEQMjKgd2949VXTidyXmiBnExdnN0C//goVKtgNUIUKplOJiBgR/Vs0HeZ1IDUjlY7VOjK301w1QCLikA4fhjZt4MwZ+6vcBx+ARu03R02QM4mPh+bN4Zdf7CM/69drGBERcVtfHfiKdvPakZKRQvuq7ZnXZR5enl6mY4mIXOT0aXsy1GPHoGZNWLQIvL1Np3JvaoKcxfHjdgO0e7d97c+6dfa1QCIibmj9wfW0/bQt59PP8+BtD/JZ18/w9tQ3ChFxPCkp0LHj31/hVqwAf3/TqURNkDM4cQJatICff4ayZe0jQLfeajqViIgRmw5t4sFPH+Rc+jlaV2nN510/VwMkIg4pMxP+8x/YsAH8/OwGSJdxOwY1QY7ur7+gZcu/pxJev96eD0hExA1tPryZ1p+05mzaWVrd0oqF3RbiU9jHdCwRkRyNGgVz50LhwrBwIdxxh+lEcoGaIEd26pTdAO3YAWXK2A1Q1aqmU4mIGPFN7DeEfRJGcloyLW5uweLuiylSuIjpWCIiOZo2DcaNs5c/+MD+SieOQ02Qozp9GkJDYft2KF3avgbo9ttNpxIRMeK7I9/Rak4rzqSe4f7K97O0x1J8vXxNxxIRydEXX0B4uL388svQt6/ZPHIxo03Qpk2baNu2LcHBwXh4eLBkyRKTcRxHQgK0agVbt0KpUnYDVKOG6VQiDiciIgIPD49st6CgINOxJI/F/BFD6JxQklKTCKkUwrIeyyjqVdR0LBGRHMXEQI8e9vVAjz4KL7xgOpHkxGgTlJyczJ133klUVJTJGI4lKckeQ/H77yEgAL76CmrVMp1KxGHVqFGDY8eOZd127txpOpLkoW1HtxE6J5TElETuq3AfX/T8gmLexUzHEhHJ0YED8OCDcPasvT976lTNBeSojM4oFxYWRlhYmMkIjuXMGbsB+uYbKFkS1q6FO+80nUrEoRUuXFhHf1zUD8d+oOXslpw+f5pG5Rux/KHlFPcubjqWiEiOTp60v8bFx0Pt2rBgAXhp6jKH5VTTaqekpJCSkpJ1PzEx0WCaPJacbE8j/L//2YPHr11rf4JE5LL27dtHcHAwPj4+NGjQgLFjx3LzZebQcuk64kJ+jPuRFrNbcOr8Ke4pdw8req3Az8fPdCwRkRydOwft28Ovv0KFCrB8uT0ktjgupxoYITIyEn9//6xbeVcZaP3sWfvY6aZNUKIEREdDnTqmU4k4vAYNGvDxxx+zevVq3n//feLi4mjYsCEnT5685HNcto64kGV7l9FkZhP+OvcX9W+qz6peqyjhU8J0LBGRHGVmQp8+f+/HXrnSntZRHJtTNUEjR44kISEh6xYbG2s60vU7exbatv17Fq3Vq6FePdOpRJxCWFgYnTt3platWrRo0YLly5cDMGvWrEs+xyXriIvIyMzghXUv0H5eexJTEmlcoTGrH16NfxFNrS4ijmvYMPj8c/D2hiVLoHp104nkajjV6XA+Pj74+LjQpHjnzkGHDvbob8WLw6pVcM89plOJOK1ixYpRq1Yt9u3bd8ltXK6OuIi/zv1Fr0W9WLV/FQBP1X+KN0PfxMtTJ9SLiON66y2YNMlenjkTQkJMppHccKomyKWcPw+dOtmnvhUrZh87bdjQdCoRp5aSksKePXu47777TEeRXPgx7kc6zu/IwdMH8S3sy/S203n4jodNxxIRuayFC+Hpp+3lceOgZ0+zeSR3jDZBZ86cYf/+/Vn3Dx48yI4dOwgICKBChQoGk+WzlBTo3Nk+8lO0qH31XOPGplOJOJ1hw4bRtm1bKlSoQHx8PGPGjCExMZG+mpXOacz5aQ7//eK/nEs/R+WSlVnUfRF3Bd1lOpaIyGVt2QIPPwyWBU8+CcOHm04kuWX0mqCtW7dSu3Ztav//KGhDhw6ldu3avPjiiyZj5a/UVOjaFVasAF9f+PJLaNrUdCoRp3TkyBF69uxJ1apV6dSpE97e3nz77bdUrFjRdDS5grSMNJ5a+RS9F/fmXPo5Hrj1Abb+d6saIMlTkZGR1KtXDz8/P8qUKUOHDh3Yu3dvtm0syyIiIoLg4GB8fX0JCQlh165dhhKLM/j+e2jXzj6pp21bePttzQXkjIweCQoJCcGyLJMRClZaGnTrBl98AUWK2D+bNTOdSsRpzZs3z3QEuQbHko7R7fNubD68GYAXmrzAS01fwrOQp+Fk4mo2btxIeHg49erVIz09nVGjRhEaGsru3bspVsyedHf8+PFMnDiRmTNncttttzFmzBhatmzJ3r178dMYx/IPlgVRUfDMM/ZXunr14NNPobAuLnFK+mcrKGlp0KMHLF0KPj72z+bNTacSESlQW2K30OWzLhw7c4wSPiWY3XE27aq2Mx1LXNSqVauy3Z8xYwZlypRh27ZtNGnSBMuymDx5MqNGjaJTp06APbpkYGAgc+fOpX///iZiiwNKTITHHrMnQAX7qoYPP7Qv6xbn5FRDZDut9HTo1QsWLbLHT1y8GEJDTacSESkwlmXxbsy7hMwM4diZY1S/sToxj8eoAZIClZCQAEBAQABgX4scFxdH6D/+Jvv4+NC0aVO2bNmS42ukpKSQmJiY7SaubedO+6jPggX2UZ/Jk+1lf43e79TUBOW39HTo3dv+tHh52UOJhIWZTiUiUmDOpZ2j39J+hK8IJy0zja7Vu/LdY99xW6nbTEcTN2JZFkOHDqVx48bUrFkTgLi4OAACAwOzbRsYGJj12L9pwmX3MmsWNGgAv/4K5crZ89oPHqxrgFyBmqD8lJEBffvCvHl2A/T55/Dgg6ZTiYgUmIOnDtLoo0Z8/OPHFPIoxJst32R+l/kU9y5uOpq4mYEDB/LTTz/x6aefXvSYx7++0VqWddG6CzThsns4d84+/a1fP3u5VSv44Qe4917TySSv6Jqg/JKRAY88AnPn2sdO58+3hxIREXETa35bQ8+FPfnr3F+ULlqa+V3mc3/l+03HEjc0aNAgli1bxqZNmyhXrlzW+qCgIMA+IlS2bNms9fHx8RcdHbpAEy67vn377IF8f/zRPuLz8sswahQU0qEDl6J/zvyQmWnvPpg9Gzw97SNBHTuaTiUiUiAsyyLy60gemPMAf537i3rB9dj+3+1qgKTAWZbFwIEDWbRoEevWraNy5crZHq9cuTJBQUFER0dnrUtNTWXjxo001ATmbmnRIqhb126AbrwR1qyBF15QA+SKdCQor2Vmwn//CzNn2g3Q3Ln2ECIiIm4gMSWRvkv6suSXJQA8VvsxprSeQpHCRcwGE7cUHh7O3LlzWbp0KX5+flnX+fj7++Pr64uHhwdDhgxh7NixVKlShSpVqjB27FiKFi3KQw89ZDi9FKTUVBgxwh70AOw57OfNg5tuMhpL8pGaoLyUmWlPG/zhh/Yug9mz7XmBRETcwO7ju+k0vxN7T+7F29ObqLAoHq/zuOlY4samTp0K2PMS/tOMGTPo168fAMOHD+fcuXMMGDCAU6dO0aBBA9asWaM5gtxIbCx07w7ffGPff/ZZeO01+3JucV1qgvKKZcHAgTB9un0C6axZ0LOn6VQiIgVi4e6F9FvajzOpZyhXohwLuy2k/k31TccSN3c1E7J7eHgQERFBRERE/gcSh7N6tT2LycmT9pDXs2ZB+/amU0lB0BmOecGy7PESp061G6AZM+Dhh02nEhHJd+mZ6YyIHkGXBV04k3qGkEohbPvvNjVAIuLQMjLgpZfsWUtOnoS774bt29UAuRMdCbpelgVDh8KUKfb9Dz6wh8UWEXFxJ86eoMfnPfjq4FcAPHPvM4xrMY7ChfSnRUQcV3y8ffRn7Vr7fv/+9rVARXTpolvRX6rrYVn2iaMXrqJ7/334z3+MRhIRyW/pmel89MNHvLD+BeKT4ynmVYwP231I95rdTUcTEbmszZvt63+OHoWiRe2rGHr1Mp1KTFATdK0sC557DiZMsO9PnWoPiy0i4sLW/LaGZ9Y8w8/xPwNQrXQ1FnRdQM0yNQ0nExG5NMuCiRPtEeAyMuD22+057KtXN51MTFETdC0sC0aPhvHj7ftRUfDEE2YziYjko93HdzNszTBW7l8JwA1FbiAiJIIn6j6Bt6e34XQiIpd2+rQ9f/2SJfb9hx6C996D4sVNphLT1ARdi5degrFj7eW33oLwcLN5RETySXxyPBEbIpi+bToZVgZehbwYWH8go5uMJsA3wHQ8EZHL+uEH6NIFDhwAb2/7a1v//vY4VuLe1ATl1iuvwKuv2ssTJ8JTT5nNIyKSD86nn+ft797mta9fIzElEYCO1TryeovXqVKqiuF0IiKXZ1n2pdpPPQUpKVCpkn36W506ppOJo1ATlBuvvWYfBQJ44w14+mmzeURE8phlWXy++3NGrB3BwdMHAagdVJuJrSYSUinEbDgRkStIS4P58+0rFnbutNe1awczZ8INNxiNJg5GTdDVGjfOvg7owvKwYWbziIjkse+OfMfQNUPZErsFgGC/YMbeP5bed/amkIemlRMRx5WcbM9SMnEiHD5sryte3N53/cwzOv1NLqYm6Gq8+SaMHGkvjxljDy0iIuIiDiccZuRXI5m7cy4ARb2KMrzhcIY1HEYx72KG04mIXNrx4/ZUje+8A3/9Za8LDLTnsH/iCR39kUtTE3QlkybZcwEBvPwyjBplNo+ISB5JSkli3OZxTPx2IufTz+OBB33v6suYZmO4qcRNpuOJiFzSgQP2LCUffQTnz9vrbr3V/srWp48mPpUrUxN0OW+/DUOH2ssvvmjfREScXEZmRtZkp38m/wlASKUQJoRO4O6ydxtOJyJyadu329f7LFgAmZn2unr17JN0OnQAT0+j8cSJqAm6lHfesY+lAjz/PEREGI0jIpIXon+L5pk1z7Az3r5i+NaAW3mz5Zu0q9oOD500LyIOyLLgq6/g9ddh7dq/1z/wgN38NG2qa34k99QE5WTaNBg40F4eMcK+DkifLhFxYnuO72FY9DBW7FsB2JOdvtT0JZ6s96QmOxURh5SeDgsX2kd+tm+313l6Qo8eMHw43HGH2Xzi3NQE/dv778OTT9rLw4ZBZKQaIBFxWvHJ8byy8RWmbZ1GhpVB4UKFCa8XzotNX9RkpyLikM6etYe0njDBvvYHoGhReOwx+yqFihWNxhMXoSbonz76CP77X3t5yBB714MaIBFxMqfOnWLJL0v4bPdnrD2wlvTMdADaV23P+Jbjua3UbYYTiohc7ORJePdd+5LsEyfsdaVLw6BBEB4OpUqZzSeuRU3QBbNm2bsYwP60TZyoBkhEnEbC+QSW7V3G/F3zWfPbGtIy07Ieq39TfcY1H0ezys0MJhQRydmhQ/ZgvO+/bx8FAqhUyT4h55FH7KNAInlNTRDAnDn2p8yyYMAAeOstNUAi4vCSUpL44tcv+GzXZ6zcv5LUjNSsx2qWqUm36t3oVqMbVUtXNZhSRORihw/D11/D8uXw2WeQkWGvv+su+3LsLl2gsL6lSj7S/15z50LfvnYD1L+/PeOWGiARcVDJqcks37ec+bvms2LfCs6nn896rFrpanSv0Z2u1btSo0wNgylFRP6WmQl79thNz9dfw+bNdhP0T82b281Pixb6GiYFw72boPnzoXdv+9P52GP2iaiFCplOJSKSzbm0c6zYt4LPdn/Gl79+ydm0s1mP3RpwK91rdKd7je7ULFNTw1yLiHFpabBtm93sXGh6/vor+zaenlCnDtx3H/TsaS+LFCT3bYI+/xx69bIboEcegffeUwMkIg7jfPp5Vu9fzfxd81m2dxnJaclZj1UuWZnuNbrTrUY37gq6S42PiBh15gx8++3fR3q+/RbOncu+TdGicM89dtNz3332crFiZvKKgLs2QYsX27sdMjKgTx/7Sjw1QCJiWEp6CtEHopm/az5Lf1lKUmpS1mMV/CvQrXo3utfsTp2yddT4iIgxx4//fZTn66/hhx/+vqbnglKloHHjv5ue2rXBy8tMXpGcGG+C3n33Xd544w2OHTtGjRo1mDx5Mvfdd1/+veHSpdCtmz0DV69e9rDYnp75934iku8KvI7kgZT0FP5I+oPYhFgOJxxm3e/rWLxnMQkpCVnb3OR3E91q2IMbNLipgRofkXzijDWkoJw/D7Gx8M03fzc+v/xy8XYVK9rNzoXGp1o17V8Wx2a0CZo/fz5Dhgzh3XffpVGjRrz33nuEhYWxe/duKlSokPdv+OWX0LWr3QD16GHPxKUGSMSpFXgduQppGWkcTTpKbGIssQmxHEk8Yi////3YxFjik+NzfG5Q8SC6Vu9K9xrdubf8vRTy0LcIkfzkiDUkP1kWnDoF8fH27c8/c/55YTkpKefXqVHj76M8990H5csX7H+HyPXysCzLMvXmDRo04O6772bq1KlZ626//XY6dOhAZGTkFZ+fmJiIv78/CQkJlChR4vIbr1gBHTtCaqp9JOiTTzT2okgeytXnMQ8VaB0BMjIziDsTl62hiU2I5UjSkaz7cWfiyLQyr/haRQoXoXyJ8pQrUY4aN9agS/UuNK7QGM9C2jkj7slEHSnoGnKtMjPtU87S0+2f/7ylp9uDEZw8eXET8++fx4/b2+aGtzfcffffDU/Dhpq4VBxTbj6PxrqA1NRUtm3bxnPPPZdtfWhoKFu2bMnxOSkpKaSkpGTdT0xMvLo3W70aOnWyG6DOne15gdQAiTi9gqojSSlJPPDJAxxJPMLRpKOkZ6Zf8TlehbwoV6Ic5f3LU75E+axmJ+u+f3lK+ZbSKW4iBhXkd5EPP7SnIfxn45JTM3Op+3nN3x/KlIHAwJx//nPZ31/DVovrMdYJnDhxgoyMDAIDA7OtDwwMJC4uLsfnREZG8vLLL+f+zebMgZQU6NABPv1UV+aJuIiCqiPFvIux9ejWrMlIPT08CfYLztbgXFi+0OiUKVZGp7KJOLiC/C5y/Djs3HlNMa/Iw8Pet1uq1NU1NWXKgI9P/mQRcRbGD4f8ey+oZVmX3DM6cuRIhg4dmnU/MTGR8ldzEupHH9nDkgwcqAZIxAXldx0p5FGIRd0WUapoKcqXKE9Q8SCdsibiQgriu0j37lC3rn0pcuHC9s9/3nJad7Xb6iiNSO4Za4JKly6Np6fnRXta4uPjL9ojc4GPjw8+17LrwssL/lGwRMQ1FGQdaXNbm2vKKCKOqyBrSOXK9k1EHIOxczW8vb2pU6cO0dHR2dZHR0fTsGFDQ6lExJmojojI9VANEXFfRk+HGzp0KL1796Zu3brce++9TJ8+ncOHD/PEE0+YjCUiTkR1RESuh2qIiHsy2gR1796dkydP8sorr3Ds2DFq1qzJihUrqFixoslYIuJEVEdE5Hqohoi4J6PzBF0vU/OSiMjFnPXz6Ky5RVyRM34enTGziKvKzedR47eKiIiIiIhbURMkIiIiIiJuRU2QiIiIiIi4FeOTpV6PC5czJSYmGk4iIhc+h852maHqiIjjcMY6ohoi4jhyU0OcuglKSkoCuKqZmkWkYCQlJeHv7286xlVTHRFxPM5UR1RDRBzP1dQQpx4dLjMzk6NHj+Ln54eHh8dlt01MTKR8+fLExsZq9JbroN9j3nG136VlWSQlJREcHEyhQs5zpu3V1hFX+/cySb/LvONqv0tnrCP6LlLw9HvMO672u8xNDXHqI0GFChWiXLlyuXpOiRIlXOIf2TT9HvOOK/0unWXP7T/lto640r+Xafpd5h1X+l06Wx3RdxFz9HvMO670u7zaGuIcu1lERERERETyiJogERERERFxK27TBPn4+PDSSy/h4+NjOopT0+8x7+h36Vz075V39LvMO/pdOhf9e+UN/R7zjjv/Lp16YAQREREREZHccpsjQSIiIiIiIqAmSERERERE3IyaIBERERERcStqgkRERERExK24RRP07rvvUrlyZYoUKUKdOnX4+uuvTUdyOpGRkdSrVw8/Pz/KlClDhw4d2Lt3r+lYLiEyMhIPDw+GDBliOopcgmrI9VMNyT+qIc5BdeT6qY7kH3esIy7fBM2fP58hQ4YwatQofvjhB+677z7CwsI4fPiw6WhOZePGjYSHh/Ptt98SHR1Neno6oaGhJCcnm47m1GJiYpg+fTp33HGH6ShyCaoheUM1JH+ohjgH1ZG8oTqSP9y2jlgurn79+tYTTzyRbV21atWs5557zlAi1xAfH28B1saNG01HcVpJSUlWlSpVrOjoaKtp06bW4MGDTUeSHKiG5A/VkOunGuI8VEfyh+rI9XPnOuLSR4JSU1PZtm0boaGh2daHhoayZcsWQ6lcQ0JCAgABAQGGkziv8PBw2rRpQ4sWLUxHkUtQDck/qiHXTzXEOaiO5B/VkevnznWksOkA+enEiRNkZGQQGBiYbX1gYCBxcXGGUjk/y7IYOnQojRs3pmbNmqbjOKV58+axfft2YmJiTEeRy1ANyR+qIddPNcR5qI7kD9WR6+fudcSlm6ALPDw8st23LOuidXL1Bg4cyE8//cTmzZtNR3FKsbGxDB48mDVr1lCkSBHTceQqqIbkLdWQ66Ma4pxUR/KW6sj1UR1x8SaodOnSeHp6XrSnJT4+/qI9MnJ1Bg0axLJly9i0aRPlypUzHccpbdu2jfj4eOrUqZO1LiMjg02bNhEVFUVKSgqenp4GE8oFqiF5TzXk+qmGOBfVkbynOnL9VEdcfHQ4b29v6tSpQ3R0dLb10dHRNGzY0FAq52RZFgMHDmTRokWsW7eOypUrm47ktJo3b87OnTvZsWNH1q1u3br06tWLHTt2uHzRcSaqIXlHNSTvqIY4F9WRvKM6kndUR1z8SBDA0KFD6d27N3Xr1uXee+9l+vTpHD58mCeeeMJ0NKcSHh7O3LlzWbp0KX5+fll7tPz9/fH19TWczrn4+flddP5ysWLFKFWqlM5rdkCqIXlDNSTvqIY4H9WRvKE6kndUR9ygCerevTsnT57klVde4dixY9SsWZMVK1ZQsWJF09GcytSpUwEICQnJtn7GjBn069ev4AOJFBDVkLyhGiLuTHUkb6iOSF7ysCzLMh1CRERERESkoLj0NUEiIiIiIiL/piZIRERERETcipogERERERFxK2qCRERERETEragJEhERERERt6ImSERERERE3IqaIBERERERcStqgkRERERExK2oCRIREREREbeiJkhERERERNyKmiAREREREXEraoLEiOPHjxMUFMTYsWOz1n333Xd4e3uzZs0ag8lExFmojojI9VANcW8elmVZpkOIe1qxYgUdOnRgy5YtVKtWjdq1a9OmTRsmT55sOpqIOAnVERG5Hqoh7ktNkBgVHh7O2rVrqVevHj/++CMxMTEUKVLEdCwRcSKqIyJyPVRD3JOaIDHq3Llz1KxZk9jYWLZu3codd9xhOpKIOBnVERG5Hqoh7knXBIlRBw4c4OjRo2RmZnLo0CHTcUTECamOiMj1UA1xTzoSJMakpqZSv3597rrrLqpVq8bEiRPZuXMngYGBpqOJiJNQHRGR66Ea4r7UBIkxzz77LJ9//jk//vgjxYsXp1mzZvj5+fHll1+ajiYiTkJ1RESuh2qI+9LpcGLEhg0bmDx5MrNnz6ZEiRIUKlSI2bNns3nzZqZOnWo6nog4AdUREbkeqiHuTUeCRERERETErehIkIiIiIiIuBU1QSIiIiIi4lbUBImIiIiIiFtREyQiIiIiIm5FTZCIiIiIiLgVNUEiIiIiIuJW1ASJiIiIiIhbURMkIiIiIiJuRU2QiIiIiIi4FTVBIiIiIiLiVtQEiYiIiIiIW/k/O6qkG1fy1ukAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(10, 3))\n", "\n", "axes[0].plot(x, x, 'r')\n", "axes[0].set_xlabel('x')\n", "axes[0].set_ylabel('y')\n", "axes[0].set_title('Subfigure 1.1')\n", "\n", "axes[1].plot(x, x**2, 'g')\n", "axes[1].set_xlabel('x')\n", "axes[1].set_ylabel('y')\n", "axes[1].set_title('Subfigure 1.2')\n", "\n", "axes[2].plot(x, x**3, 'b')\n", "axes[2].set_xlabel('x')\n", "axes[2].set_ylabel('y')\n", "axes[2].set_title('Subfigure 1.3')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note also that the above figure has overlapping figures and labels for the y-axis. To deal with that, we can use `fig.tight_layout` method, which automatically adjusts the positions of the axes on the figure canvas so that there is no overlapping content." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "\n", "for ax in axes:\n", " ax.plot(x, x**2, 'r')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_title('title')\n", " \n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to add sub-figures in Matplotlib is by using the `subplot2grid` function, which allows to specify the length of the span of the subplots across columns or rows. " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", "ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", "ax3 = plt.subplot2grid((3,3), (1,2), rowspan=2)\n", "ax4 = plt.subplot2grid((3,3), (2,0))\n", "ax5 = plt.subplot2grid((3,3), (2,1))\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Annotating text in Matplotlib figures can be done using the `text` function. It supports LaTeX formatting just like axis label texts and titles. Also, the `spines` function provides control of the appearance of the borders in the figure." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.spines['right'].set_color('blue')\n", "ax.spines['top'].set_color('red')\n", "ax.spines['left'].set_color('green')\n", "\n", "ax.xaxis.set_ticks_position('bottom')\n", "ax.yaxis.set_ticks_position('right')\n", "\n", "ax.plot(x, x**2, x, x**3)\n", "\n", "ax.text(4, 25, r\"$y=x^2$\", fontsize=12, color=\"blue\")\n", "ax.text(3.6, 80, r\"$y=x^3$\", fontsize=12, color=\"green\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, here is one more example where sine wave plots are created with different frequencies and amplitudes. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def create_sine_wave(timepoints, frequency=1, amplitude=1):\n", " \"\"\" Creates a sine wave with a given frequency and amplitude for a given set of timepoints. \n", " \n", " Parameters\n", " ----------\n", " timepoints : list\n", " A list with timepoints (assumed to be in seconds)\n", " frequency : int/float\n", " Desired frequency (in Hz.)\n", " amplitude : int/float\n", " Desired amplitude (arbitrary units)\n", " \n", " Returns\n", " -------\n", " sine : list\n", " A list with floats representing the sine wave\n", " \"\"\"\n", " sine = [amplitude * math.sin(2 * math.pi * frequency * t) for t in timepoints]\n", " return sine\n", "\n", "\n", "import math\n", "timepoints = [i / 100 for i in range(500)]\n", "\n", "# in the next line, sharex=True and sharey=True are used to force the same range across subplots\n", "fig, axes = plt.subplots(ncols=3, nrows=3, figsize=(10, 10), sharex=True, sharey=True)\n", "amps = [1, 2, 4]\n", "freqs = [1, 3, 5]\n", "for i in range(len(amps)):\n", " for ii in range(len(freqs)):\n", " sine = create_sine_wave(timepoints, frequency=freqs[ii], amplitude=amps[i])\n", " axes[i, ii].plot(timepoints, sine)\n", " axes[i, ii].set_title(f\"Freq = {freqs[ii]}, amp = {amps[i]}\")\n", " axes[i, ii].set_xlim(0, max(timepoints))\n", " if ii == 0:\n", " axes[i, ii].set_ylabel(\"Activity\", fontsize=12)\n", " \n", " if i == 2:\n", " axes[i, ii].set_xlabel(\"Time\", fontsize=12)\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Appendix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The material in the Appendix is not required for quizzes and assignments.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Formatting Text in Matplotlib with LaTeX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib has great support for LaTeX, by using dollar signs to encapsulate LaTeX in any text, such as legend, title, label, etc. (for example, `\"$y=x^3$\"`).\n", "\n", "However, we can run into a slight 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 problems in Python with Latex code, we need to use \"raw\" text strings that are prepended with an '`r`', like `r\"\\alpha\"` instead of `\"\\alpha\"`." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.legend(loc='upper left')\n", "ax.set_xlabel(r'$\\alpha$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('Title of Appendix Figure');" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 39, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import matplotlib\n", "\n", "# Update the matplotlib configuration parameters:\n", "matplotlib.rcParams.update({'font.size': 18, 'font.family': 'serif'})" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.legend(loc=2) # upper left corner\n", "ax.set_xlabel(r'$\\alpha$')\n", "ax.set_ylabel(r'$y$')\n", "ax.set_title('Title of Appendix Figure');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, we can restore the font and font size back to the defaults." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# restore\n", "matplotlib.rcParams.update({'font.size': 12, 'font.family': 'sans'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Colormap and Contour Figures" ] }, { "cell_type": "markdown", "metadata": {}, "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, and it is relatively straightforward to define custom colormaps. \n", "\n", "The following cell defines a two-dimensional function, and afterward, plotting the colormap is illustrated with: `pcolor`, `imshow`, and `contour`. The function `fig.colorbar` is used to add a colorbar. " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Create a two dimensional function\n", "phi_m = np.linspace(0, 2*np.pi, 100)\n", "phi_p = np.linspace(0, 2*np.pi, 100)\n", "\n", "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)\n", "\n", "X,Y = np.meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### pcolor" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 0.8, 0.8])\n", "\n", "p = ax.pcolor(X/(2*np.pi), Y/(2*np.pi), Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n", "cb = fig.colorbar(p, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### imshow" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 0.8, 0.8])\n", "\n", "im = ax.imshow(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n", "im.set_interpolation('bilinear')\n", "\n", "cb = fig.colorbar(im, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### contour" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 0.8, 0.8])\n", "\n", "cnt = ax.contour(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3D Figures" ] }, { "cell_type": "markdown", "metadata": {}, "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 in exactly the same way as 2D axes. Or, they can be added by passing a `projection='3d'` keyword argument to the `add_axes` or `add_subplot` methods." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "from mpl_toolkits.mplot3d.axes3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Surface plots" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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", "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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Wire-frame plot" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Contour plots with projections" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = 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);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Change the view angle" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 50, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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(70, 30)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References \n", "\n", "1. Matplotlib - Pyplot Tutorial, available at: [https://matplotlib.org/2.0.2/users/pyplot_tutorial.html](https://matplotlib.org/2.0.2/users/pyplot_tutorial.html).\n", "2. Lectures on Scientific Computing with Python, Robert Johansson, available at: [https://github.com/jrjohansson/scientific-python-lectures/blob/master/Lecture-4-Matplotlib.ipynb](https://github.com/jrjohansson/scientific-python-lectures/blob/master/Lecture-4-Matplotlib.ipynb).\n", "3. Introduction to Matplotlib (tutorial), by Lukas Snoek, available at: [https://lukas-snoek.com/introPy/solutions/week_1/2_matplotlib.html](https://lukas-snoek.com/introPy/solutions/week_1/2_matplotlib.html).\n", "4. Matplotlib - An Intro to Creating Graphs with Python, Mike Driscol, available at: [https://www.blog.pythonlibrary.org/2021/09/07/matplotlib-an-intro-to-creating-graphs-with-python/](https://www.blog.pythonlibrary.org/2021/09/07/matplotlib-an-intro-to-creating-graphs-with-python/).\n", "5. Scientific Computing in Python: Introduction to NumPy and Matplotlib, by Sebastian Raschka, available at: [https://sebastianraschka.com/blog/2020/numpy-intro.html](https://sebastianraschka.com/blog/2020/numpy-intro.html).\n", "6. Python Tutorial, Visualization with Matplotilb, available at: [https://github.com/zhiyzuo/python-tutorial/blob/master/4-Visualization-with-Matplotlib.ipynb](https://github.com/zhiyzuo/python-tutorial/blob/master/4-Visualization-with-Matplotlib.ipynb).\n", "7. Numpy, Pandas, Matplotlib Tutorial, available at [https://github.com/veb-101/Numpy-Pandas-Matplotlib-Tutorial](https://github.com/veb-101/Numpy-Pandas-Matplotlib-Tutorial)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[BACK TO TOP](#top)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }