{ "cells": [ { "cell_type": "markdown", "id": "567435ec", "metadata": {}, "source": [ "This tutorial is dedicated to learning how visualize data using the library **ggplot2**. \n", "\n", "We have already seen several built-in functions in R for making plots, but ggplot2 provides a more elegant and versatile way of doing this. It implements a grammar of graphics, i.e. a coherent system for describing and building graphs." ] }, { "cell_type": "markdown", "id": "57bb4508", "metadata": {}, "source": [ "# Loading the library ggplot2" ] }, { "cell_type": "markdown", "id": "5e07d2a7", "metadata": {}, "source": [ "ggplot2 is part of **tidyverse**, a collection of core packages that have become the standard for modelling, transforming and visualizing data in R. \n", "\n", "We'll learn a little bit more about this in the following tutorial, but for now let's just load the package, in the same way as we learned before, that is, using the function `library`." ] }, { "cell_type": "code", "execution_count": 2, "id": "5d7996d0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Registered S3 methods overwritten by 'tibble':\n", " method from \n", " format.tbl pillar\n", " print.tbl pillar\n", "\n", "Registered S3 methods overwritten by 'ggplot2':\n", " method from \n", " [.quosures rlang\n", " c.quosures rlang\n", " print.quosures rlang\n", "\n", "Registered S3 method overwritten by 'rvest':\n", " method from\n", " read_xml.response xml2\n", "\n", "── \u001b[1mAttaching packages\u001b[22m ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse 1.2.1 ──\n", "\n", "\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.1.1 \u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.2 \n", "\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 2.1.1 \u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 0.8.0.\u001b[31m1\u001b[39m\n", "\u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 0.8.3 \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0 \n", "\u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 1.3.1 \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.4.0 \n", "\n", "── \u001b[1mConflicts\u001b[22m ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──\n", "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n", "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n", "\n" ] } ], "source": [ "library(tidyverse)" ] }, { "cell_type": "markdown", "id": "4f6ea550", "metadata": {}, "source": [ "# First steps\n", "\n", "In order to learn practicing, let's load the following dataset:" ] }, { "cell_type": "code", "execution_count": 3, "id": "ee0a3425", "metadata": {}, "outputs": [], "source": [ "sat.dat<-read.csv(\"https://vincentarelbundock.github.io/Rdatasets/csv/psych/sat.act.csv\")" ] }, { "cell_type": "markdown", "id": "d7808356", "metadata": {}, "source": [ "These data correspond to the self reported scores on the SAT Verbal, SAT Quantitative and ACT, and were collected as part of the Synthetic Aperture Personality Assessment (SAPA) web based personality assessment project. Age, gender, and education are also reported." ] }, { "cell_type": "code", "execution_count": 4, "id": "617ace31", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
XgendereducationageACTSATVSATQ
294422 3 19 24 500 500
294572 3 23 35 600 500
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\n" ], "text/latex": [ "\\begin{tabular}{r|lllllll}\n", " X & gender & education & age & ACT & SATV & SATQ\\\\\n", "\\hline\n", "\t 29442 & 2 & 3 & 19 & 24 & 500 & 500 \\\\\n", "\t 29457 & 2 & 3 & 23 & 35 & 600 & 500 \\\\\n", "\t 29498 & 2 & 3 & 20 & 21 & 480 & 470 \\\\\n", "\t 29503 & 1 & 4 & 27 & 26 & 550 & 520 \\\\\n", "\t 29504 & 1 & 2 & 33 & 31 & 600 & 550 \\\\\n", "\t 29518 & 1 & 5 & 26 & 28 & 640 & 640 \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| X | gender | education | age | ACT | SATV | SATQ |\n", "|---|---|---|---|---|---|---|\n", "| 29442 | 2 | 3 | 19 | 24 | 500 | 500 |\n", "| 29457 | 2 | 3 | 23 | 35 | 600 | 500 |\n", "| 29498 | 2 | 3 | 20 | 21 | 480 | 470 |\n", "| 29503 | 1 | 4 | 27 | 26 | 550 | 520 |\n", "| 29504 | 1 | 2 | 33 | 31 | 600 | 550 |\n", "| 29518 | 1 | 5 | 26 | 28 | 640 | 640 |\n", "\n" ], "text/plain": [ " X gender education age ACT SATV SATQ\n", "1 29442 2 3 19 24 500 500 \n", "2 29457 2 3 23 35 600 500 \n", "3 29498 2 3 20 21 480 470 \n", "4 29503 1 4 27 26 550 520 \n", "5 29504 1 2 33 31 600 550 \n", "6 29518 1 5 26 28 640 640 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(sat.dat)" ] }, { "cell_type": "code", "execution_count": 5, "id": "9fbba1e6", "metadata": {}, "outputs": [], "source": [ "sat.dat$gender<- as.factor(sat.dat$gender)" ] }, { "cell_type": "code", "execution_count": 6, "id": "3e585009", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 700
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  3. 7
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\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 700\n", "\\item 7\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 700\n", "2. 7\n", "\n", "\n" ], "text/plain": [ "[1] 700 7" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(sat.dat)" ] }, { "cell_type": "markdown", "id": "8fe135ef", "metadata": {}, "source": [ "## Basic Syntax" ] }, { "cell_type": "markdown", "id": "c5a84f3d", "metadata": {}, "source": [ "To build a ggplot, we will use the following basic template that can be used for different types of plots:\n", "\n", "\n", "> `ggplot(data = , mapping = aes()) + ()`\n", "\n", "or \n", "\n", "> `ggplot(data = ) + (mapping = aes())`" ] }, { "cell_type": "markdown", "id": "8b0d7d2d", "metadata": {}, "source": [ "In a nutshell:\n", "\n", "- One begins a plot with the function `ggplot`, which creates a coordinate system where you can add layers to. \n", "- The first argument of `ggplot` is the dataset to use in the graph. \n", "- The graph can be then completed by adding one or more layers to `ggplot` using a geom function.\n", "- Each geom function in **ggplot2** takes a mapping argument. This defines how variables in your dataset are mapped to visual properties. The mapping argument is always paired with the function `aes`, and the x and y arguments of aes() specify which variables to map to the x- and y-axes.\n", "- **ggplot2** comes with many geom functions that each add a different type of layer to a plot" ] }, { "cell_type": "markdown", "id": "3024468a", "metadata": {}, "source": [ "A list of the geom_functions available can be found https://ggplot2.tidyverse.org/reference/, but for now let's create a graph that plots ACT scores against SAT verbal:" ] }, { "cell_type": "code", "execution_count": 7, "id": "def4270f", "metadata": {}, "outputs": [ { "data": { "image/png": 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L3AZIXw4py7v8Gm4qFA0x+j81KguZWZXQLNDGZ6wUVZjq5YYLKWBJgMTnJa0p1U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\n3ZJTrpdipXWJbJtKaU+HF9al3zwSpacphpCI7Ac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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat, mapping = aes(x=ACT, y=SATV)) + geom_point()" ] }, { "cell_type": "code", "execution_count": 8, "id": "c59d350f", "metadata": {}, "outputs": [ { "data": { "image/png": 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L3AZIXw4py7v8Gm4qFA0x+j81KguZWZXQLNDGZ6wUVZjq5YYLKWBJgMTnJa0p1U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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point( mapping = aes(x=ACT, y=SATV))" ] }, { "cell_type": "markdown", "id": "fa219b01", "metadata": {}, "source": [ "This kind of plots that represents with points one continuous variable against another continuous variable are called **SCATTERPLOTS**." ] }, { "cell_type": "markdown", "id": "703a529b", "metadata": {}, "source": [ "## Aesthetic Mappings\n", "\n", "In **ggplot2**, each aesthetic is a mapping between a visual cue and a variable. Examples include:\n", "\n", "- Position (i.e., on the x and y axes)\n", "- Color (“outside” color)\n", "- Fill (“inside” color)\n", "- Shape (of points)\n", "- Alpha (Transparency)\n", "- Line type\n", "- Size\n", "\n", "Each type of geom accepts ONLY a subset of all aesthetics (You can always check the geom help pages to see what mappings each geom accepts)." ] }, { "cell_type": "markdown", "id": "f49e8d6c", "metadata": {}, "source": [ "Let's continue with our example dataset." ] }, { "cell_type": "markdown", "id": "9a1e3715", "metadata": {}, "source": [ "**Position**\n", "\n", "This is just x and y position of the points, which will give us the same answer as above" ] }, { "cell_type": "code", "execution_count": 9, "id": "c8c40bad", "metadata": {}, "outputs": [ { "data": { "image/png": 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L3AZIXw4py7v8Gm4qFA0x+j81KguZWZXQLNDGZ6wUVZjq5YYLKWBJgMTnJa0p1U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\n3ZJTrpdipXWJbJtKaU+HF9al3zwSpacphpCI7Ac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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV))" ] }, { "cell_type": "markdown", "id": "9a903697", "metadata": {}, "source": [ "**Position + color**\n", "\n", "Let's say we want to color points differently for gender. We can do this very easily by passing this variable to the color argument in `aes`:" ] }, { "cell_type": "code", "execution_count": 10, "id": "22dfe633", "metadata": {}, "outputs": [ { "data": { "image/png": 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+rL2VerDNAN4+DhQ1RRRK936qTJJOX79j6Iqk/5gxSsqwq8i+2uLD5NWFIsAxjY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\nrkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV, color=gender))" ] }, { "cell_type": "markdown", "id": "b9837855", "metadata": {}, "source": [ "
Practice try the same as above, but color the graph using education instead of gender. Why is it not that informative?
" ] }, { "cell_type": "markdown", "id": "6ed21f3c", "metadata": {}, "source": [ "**Position + size**\n", "\n", "Let's say that now we want points to have a different size according to the people's age. We can do this very easily by passing this variable to the size argument in `aes`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "c24b03fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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KSGT45r25ez5q+PJgEDYBIY1SOBHRKpOh78jy2xAgMVQAaJFOV0j2mIFAAMkdTI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Nz5tutCJskDRi4Dj9fVzkRFqj7cdJWjmcKwXhvUi1AZGuYUUq3752iVYpNoPoo0iO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\njqZxbytKe5T4Y9jtM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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV, size=age))" ] }, { "cell_type": "markdown", "id": "09df3e93", "metadata": {}, "source": [ "**Position + color + size**\n", "\n", "We can even incorporate multiple aesthetic conditions together:" ] }, { "cell_type": "code", "execution_count": 17, "id": "c39fa2be", "metadata": {}, "outputs": [ { "data": { "image/png": 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w5JUvKOt24RD+zRzK15R2O3ataEDYfMnJmoKolG0rcoJsp27RALLCybiwkFjXcS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\noTeKZBL7UslwqdZ7fY9W1ytPH+HRy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V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\n5xKLfRYGAAAgAElEQVRGkLD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92/7ZNr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\nOyM2Jm4AAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV, size=age, color=gender))" ] }, { "cell_type": "markdown", "id": "13c5d911", "metadata": {}, "source": [ "
Practice Do the same, but using \"shape\" instead of \"color\" changing according to gender
" ] }, { "cell_type": "code", "execution_count": 18, "id": "b4baf48b", "metadata": {}, "outputs": [ { "data": { "image/png": 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a5IX3/UM8953+zHt0S6dsf9z/7Uodt8sSXS7k/4zI9PyM7K8//a5pBzT9151znF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\nEiERoEiERIAiERKB/w9t/gBnRKxhDgAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV, size=age, shape=gender))" ] }, { "cell_type": "markdown", "id": "17d5ab9f", "metadata": {}, "source": [ "### Aesthetic Mapping vs. Assignment\n", "\n", "**Important**: Variables are mapped to aesthetics with the function `aes`. However, fixed visual cues can also be set to particular values, although this must be done OUTSIDE `aes`:" ] }, { "cell_type": "code", "execution_count": 66, "id": "c6a50d1a", "metadata": {}, "outputs": [ { "data": { "image/png": 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2ZJSgrQNzTPw9ix+i++uNOpQqnkR460vfWWhPfP/PnaOXOK790LLzg++cQiWqFN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\nqKefVtx/vz4uLmrlStKuGxUQJk+EAEyekA2TJ/yByROyYfKEP4K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HnTpZLZZ7f000b05TlMhqZps2dovl3jdRpwMAkUkvlYonvHpKpbLk\nMnShsDDS4TStEs10IRweG6u4ckUktE1IIPoBSmWE98kDwKhRRO+9555T79kjsu7ZtauN5OK/\n/Tb8+GOU9+NaLenLF7161at7CIer1UqbTfjy9XrSeycDwzAqlc8tFrjHDiGEKonJkwsE7Qqi\no7nRo0mzBxYvtnqv8MyeTdpw009dujiTk4Urmu+8I3xFvjzwgCsxUdhCKiHBQ9iVy2jkevYU\nHj0ighs7ljQ0r1NHZObnhx9Iv9qnTBG5zsuWkQ6fNUvkmV26kE58bNkiUg66dWvS4deuieQZ\nUBQ/ahTRm6d3b7tWK7zLCgW88w7Rxa9XD1hW5E1y/Dhp8sRLLwmXXCkKNm4kTd2YOVPkZS5e\nHLTpGAzsEEKokmja1P3NN+a2bd0sC0ol37Wr88cf8wgbsQNAYqJ7/XpzZOSd5+v1/Ny51iee\nCNCULUXBihWWoUNtJhMPALVqeebMsQ4dKqHR85YtuZ07uwpjU5qGhx5ybd3qY4lUzMqV5pQU\nR+G2KIqCJk08u3fn3nUvUymHDuVUr17qUk+cWNCmDWnRkSFD7KNG2Yo2PigU/IwZ1qQk0uED\nBjhSUkrdqcRE99dfk778uDjus88sJbeEtWrl3rFDwtV7771Sd4qi+BMnJKT0HjuWVfTGAwCj\nkT94UELrkRs3spTKUrHd9OlWE3H2wty51uefdxTtm9Bo+LVrzaKRuqi+fe3jxxeUuHcwdWp+\njx7S682UESx3EgKw3IlsWO7EH7gUK1vQW4o5nUDTIHvrtt0OHk/h8mIQ0DTNskanU35Lsexs\nOiJCfgk+P4efPcvWq+eWvQM8NxdYFvRyS6FxnMlqZY1GmS3F3G64fp2tXVs490lu40Z1375E\nOQeiLl5k69eXf/TUVHVSkvyj5+frtVoHRcmMK8xmoGn5944c9ooNeRjYyYaBnT8wsJMt6IFd\nSMNesf7AXrH+wF6xCCGEEEKoAsHADiGEEEKoksDADiGEUNnweGDtWnVKirFHD9OkSfpr1wL9\nFfPHH4rBgw3dupkGDzb8/rucVrn+uH6dnjRJ36OHKSXFuGaN2i1xq9jJk0yzZhFxcVHVqkW1\nbx9+/bq0EpJmM927tzEmhg0Lg27dTJcuBfrif/ihNjExok6dyLZtw71bQZS3NWvUdetGxsZG\n1agRKWgNV9XgHrsQgHvsZMM9dv7APXayVdk9doMGGbdsKc4a0Ov5nTtzGzaU9h0re4/dhg3q\nsWNLbVyfM8c6YID8rfSSXLzIPPqoyWIprmfWvbtz/XozYY3qEyeY5ORSu6ZoGv76Kyc6mujq\nFRRAkyaRJVt30DT8+mtu48byExEkefLJsP37S0XSEyYUTJwYoPf/u+/qly8vVYg+IoI7d07y\n9ybusUMIIYTu2LJFVTKqAwCrlRo3rvxTBAEAICeHevNNYR7v22/rsrIC9DU3caK+ZFQHANu3\nK3/8kXTi6rnnhMU5OA569CDtdvrqq0ZBQzaOg5deIu2066cdO5SCqA4A5s7VBubvGo8HVqwQ\nthfKzqY/+CBIed3BhoEdQgihMvDbbyJLnwcOKAIz/ZGWJtK5wemk9u0LxIIsx8Eff4gciPzo\nZrPIzN61a6SrsUeOiNS2IR/up+++E4lfOQ527w7EguyuXUrRJRnBnxlVBwZ2CCGEylFg9kGc\nPy8exPh6vGzhXg9Rol3OQvQoIQQDO4QQQmWgY0eRqbn27V2yS/VKUrOm+F60+PhAfO0zDNx/\nv8jL79SJdLrSaBSJDatXJ92e2KqVyF46X9ekzD3zjMhOXJqGbt0CsUP3scecohsZvXvEVREY\n2CGEECoDTz7p6N691FepVsvPnm0NzNFF4yrwEW6Wh1mzrDpdqeDs0Uedzz5LGtl8+aWwfxdF\nwf/+R9qudMUKs6DdKk3D+vUBalf6+OPOdu2EkeWYMQVabSCOzjAweLAwRcZk4t97L0Btjisa\nZsqUKcE+B/kcDgdXBSZhNRqNzSahYSIqolKpGIbBqyePUqnkOM5TlcsGyMUwjFqtdrlcFT+9\nrgxRFDz1lCMqinO7qbAwvls354oV1vr1Jb9/KIpSqVR2u7RsVqORt9upgwdL7WkbMcImOplU\nHiIj+V69nDYbxfPQqJHn1VftU6fmM8TrwNWrc48+6tixQ2WzUTQNNWtyqam5NWqQXj2lEgYM\ncJw4webmMiwLjRu7v/3WnJAQoJRYAOjXz261UpcvMxwHcXH8jBnW114LUD4yAHTt6gwL4w8c\nUHg8FMvyHTu69+7NIe/zW0SpVHo8noofV9A0rdFofP0vljsJAVjuRDYsd+IPLHciW5Utd1Im\nZJc7cbth9WrNypXq9HQmPt7zyiv2IUNsshvmhihsKeaPylHupIq95RFCCFVSLAvDhtmGDcMZ\nelSl4R47hBBCCKFKAgM7hBBClYqfK2l+rp+bSRMeygXPg9RWZgJ+vnw/MdPgXAAAIABJREFU\n9w1V+FXQu/F4KkTtFQzsEEIIVQYuFyxapGnRIqJ69agWLSIWLtQ4Jda7eOMNQ/XqUbVrR8XG\nRiUnm27ckPYVOXy4ITY2qn79qOjoqDp1IlNTA1og959/mJdfNoaHszod9OwZduiQtMrMZ8+y\nHTqEx8RE1a4dFR8fOW2atIzW06fZOnUio6OjGjWKio6Oats2QlJ86XbDkiWaVq0iqlePat48\nYt48rdNJ1outYjhxgn322bBatSJr147s3dt49myASkOLwuSJEIDJE7Jh8oQ/MHlCNkye8Ifs\n5InJk3XLlpVKFRwyxDZjBmnNi2HDDN9/X6pTQlQUd+pUNmFy5Zgx+i++KNXYiqLgxImcuLhA\n5JVnZ9OdO5syM4vPVaXit2/PS0wkCq/y8yEhIdJmKxVLjR1b8PbbpG/guLgoQQJ9dDR3+jTp\nN9eHH+oWLSp17wYMsM+ZE6BaOUXkJU/88w/zyCMmq7X46kVE8KmpOdWrl9f0HfaKRQghVMml\npzOCqA4AVq7U/PMP0dyJ2Uz/8IOw/9Xt2/SCBaQTVxs3CtuV8jz06UPa7NVPCxdqSkZ1AOBw\nUO+8Q9qod9IkgyCqA4DFi0lf+yuvGL3LIt26Rf/1F1GC5o0b9CefCO/dunXqc+eCOe9Fbvp0\nbcmoDgCys6k5cwJSxE8MBnYIIYRC3qlT4kHAqVNEscX+/azotP6BA0TDrVbxrmJXrwboS3bH\nDpFl3yNHSAOjv/4SeabbDYSL0YcPi1+ltWuFwa6oM2dY0a1phPcu6E6fFjlPwqC2PGBghxBC\nKOQJuj6UeJxoOSwyUvxpBgPRLg5fxWKVygBtAhHMGBVyu0m3qflqEWE0El09nU78ccK1SF/3\nTq8PjS00oudP+M4pDxjYIYQQCnnt2rmrVROGEbGxXIcORJvM2rRxi349Dx1K1D6BYcS/3Xv1\nClC70thYkRBK0GTsLvr3Fyn+V60a5ytiE5gwQXwj4+jRRFv0WrVy1awpPP+oKO6BB6TtdfN4\nID2d9l5TLm89e4psRBZ9MDAwsEMIIRTy1Gp+6VJLyWkSvZ5fssRCHtysWWMR5Em89JKjQwfS\n2OKnn3IFrehjY7lp0wK0/b9PH5EwokcP0rCyTx9HUlKpJysU8PXXpIVbnnvO0bSpMIAePbqA\nsO2HUgnLllnCworvlE7HL1liJZ/04jhYsEDboEFk69YRdepEDhhgzMgIXHgzYoTtkUdKXb2n\nnnIMHBi4jmoCmBUbAjArVjbMivUHZsXKhlmx/pCdFQsA//5Lf/WV6upVJj7ek5LiEJ3Huoub\nN+m339ZduMBGRXEjRwq/re/u++9Vw4YZSj5SsyaXmppjMgXiw8fthmeeCTtwoLjESfXqXGpq\nbkSEhCvw7beqtWvVZjPdvLl7xox8vV7a1Vu6VDN/vqaggA4P59auNbdpI62e3u3b9Jdfqq5c\nYWrW9LzwgsN7/vUuFi3SfPhhqdnFFi3cW7fmKiUWnJHdUoznYds25f79CoaBTp1cXbuW70zt\n3bNiMbALARjYyYaBnT8wsJMNAzt/+BPYBVG7duGXLwtTECZPzh89OkAtzpxOWLNG8/vvWoeD\natGi4PXXbSXnwCoxh4O6776IggLhCuyKFZZnn5X28YW9YhFCCCEELhdcuSKSWHrhQuAKdiiV\n8OqrtkmTVCzL3r5dhf6iuHGD9o7qILAXv0LBPXYIIYSQXxQK8SzIyMgqMWcWXGFhHCWWLyFp\nGboywcAOIYQqlfx86uhR9uRJVmpDrcrh2jU6LU1x7ZrMb7fbt+m0NMU//zBSt2+kpAg3y6tU\nfK9e0pYCb9+mN29WffedymqVc/5OJ/z5J3XgAOTny8kMtdlgzRr1lCm6kyflzHXxPFy+zKSl\nKf79V+bFz8ig09IU6enShoeH8489JnyvGww8ee5IIbOZOnCAPnOG8bPZbtDhUixCCFUeq1ap\np03TWSwUAFSrxs2aZe3evarEd1lZ9Jgx+u3b72yY79bNuWCBNTqadNrG4aDefFO3YcOdmrpt\n27oXL7Y0aEDaEGzy5IKdO1VFFYkpCoYMsTdrJiFGGDHC8M03qsKAkqZhxIiC99+XsKK6c6dy\nwgR9YTaoXh/xzjsFQ4ZI2N43c6Z23jxt4dE//VQTF8cdOZJNnnxw+TIzapR+//472Rt9+jg+\n/thKnpKcnU2NG2fYsuXO8ZKTnQsXWslzX+bPt167ZiyqCWw08osXWyR19JozR7twocZupwCU\ndetqFiywduxY0Xfa+YLJEyEAkydkw+QJf2DyhGzBSp7Yvl358sulelip1fyOHXlNmoTSFIS8\n5InC/l179pSKRLp0cX31VZ7oOp23t97Sr1xZqlPCffd5du/O1WiIPj1WrtS89VapxMyICO6X\nX3IJszvnztXOnCksE7xsmYVwzu/sWaZbN5OghNuaNeaePYnC+kOH2B49TIIHGzTwpKXlkAx3\nOqlu3cIEjSL69bMvWEBa7eXll41FEXmhTp1c332XR9ioFwA8Hti9W3nmDBMTw3fr5oyKkhDV\nrVunHj++VPs1k4lPTc3xrq5XQWCvWIQQqhIEbdQBwG6nli8nausU6k6fZgVRHQD88ovizz+J\nFqbMZsq7/9X588y2baRzVt4XPzubLpr/u6elS0WaV8yYQdpv9LPPNP40ex0zxuD94N9/M94d\nYEXt2aPwbv+1aZP61i2iGOP8eUYQ1QHA778rjhxRiD5fFMPAY485x4yx9e1rlxTVgdi9y82l\n1q0L1V8cDOwQQqiSSE8X2Rolmq1Z+Vy5Iv51dvUq0cvPyKBFd1YRDne5xNuqEg4HEN8Vl5VF\n+h3t49aTDr99W/yZ584Rnb/o0TkOCHfL+bpK5OfvD56Ha9dEToD83lU0GNghhFAlIbonSVKh\n19Dlaz9WXBzRy4+J4UVX/QiHKxTiOZhxcaRb9NRqkQVfo5F0D4noyyc8eQAICxN/Zt26ROcf\nE+PXxffz3vmJosTPP3R/cTCwQwihSuKVV0S6GA0YELTWRoHUsqW7dWvhnFuLFu7WrYn2YUdE\ncE8/LdzNVq0a17076R5T74uv1fKinb5EPf+8yDNffZU0+6F/f5G7LPp+EPXuuyKbQWNiOI3I\n+rCIrl2dtWoJQ8Du3Z2E6QuJie527YS3qUkTN3k/Nz95XyiNhn/xxVD9xcHADiGEKom+fe0j\nR9qKMhm1Wn72bOv991f+DDMAYBhYscLSvHlxbJeY6P7sMwthu1IAmD3b2qVL8bWKj/esWmUm\nbwg2blxB797FwVlEBL9kiaV+fdIZu9mzre3bl7pTTz7pHDGCNLBr1841d65Vp7tztkoljBhh\nE432RD31lEOQpaHV8vv2keav6HT86tWWktN7nTq5Fi4kzZygKFi+3NKyZfG9S0hwr1plUUjY\nYueX0aML+vYtvlbh4fzixdZGjUjvXUWDWbEhALNiZcOsWH9gVqxswW0pdvUqc+wYy7J8hw5u\nqbvIKwJ/WopxHBw8qLhyha5Vi2vf3sVI3yX155/s2bNMXBzXoYNbdHn07s6fZ06cYMPC+Pbt\nXTI6eh08yP70k0qh4F94wSkjl/n2bfrUqTC3m2nYMMd7Cu2eLlxgFi7UZmTQPXo4hgyRPF/l\ndFL797M3btANG3q8Z0/viePg0CHF5ct0fDzXvr2LPCIvK3//zZw7p1ernW3a2APT4Vc27BUb\n8jCwkw0DO39gYCcb9or1R4j2iq0gTCYTy7K3b98O9omEpMrRKxaXYhFCCCGEKgkM7BBCCCGE\nKglsKYYQQqiiyM6m9uxR5eXRNWsqk5Odgd9oFVzHj7MHDyoUCr5jR5eMzfsXLjDHjtFOJyQk\nsG3aSN7lduwYu3q1JieH6tDB9frrNvKuD4X++IOdONGQlUXVrevZuDHPJOxkcQ/XrrEDB+qv\nXaOrVeOWL7fed1+g26X88Yfi7FlWreYfeoiLj5d88U+cYA8eVNA0/8AD7oSEYPZ6wT12IQD3\n2MmGe+z8gXvsZMM9dvKkpipffdWQk3OnVG+TJu4vvzQHpphZ0PE8vPGGftOm4m4HY8cWvP22\nhPfP3LnaefO0zv9vIdarl2PJEgt5cPaf/+g//7z46EYjn5aW46tAnbeXXjLu2FGqe8S8edaX\nXybNwJg2TbtgQak+GQMG2OfMIc2r9ZPTSfXvb/j55zvnr1LxH3yQT14shudhwgR9yU4VI0fa\n3n8/v+xP9P/hHjuEEEIV3e3b9GuvFUd1AHD6NDtqlEirq0pp1Sp1yagOAObP127dStrQLDVV\nOXNmcVQHAN9+q/r0U7IydAA7dypLRnUAYDZTTz8dRjj8999ZQVQHAOPG6UWf7M1qBUFUBwDr\n1qmvXAnQhO306dqiqA4AHA7qvfd0x46RHn3DBrWg/9gnn2h++EFVlqcoBQZ2CCGEgm/nTmV2\ntrCt1i+/KERbdVU+X34p0pl082bSdqVffikSRpAPFw0B//6bsZNNWr35pkj8zfOwYgVRZPnu\nu+Ih4IQJpL1u/bR5s/DqORzU11+TRmbewwFg0yYM7BBCCAVbZiY9erS+devwZs0iXnnFcPFi\n4Nplekd1//94lfieysoS7RUrfk28iV4l8uG5ueIX+dYtooufmyt+oNOnid4/vrqyZmYG4u3H\n8+Ivn/yNJ/rMIL5vq8QvDEIIoXvKy6N69AjbtEmdns5kZtL//a+qWzdTwFqhN2ggsl1dqYTa\ntUO1AYAkoi+/YUPS116/vshufSnDRZ5J01CjBtEeu/vuEz/QCy8Qzfg9+qhT9PHAtBSjKKhX\nz6+L7+e9K3MY2CGEEAIAWLRIm55eKowzm6mpUwO0HNa1q7NtW2F0MnJkgV5fJTKfJkwQdg/T\n6fjRo0lbio0YYfNudDFpEmnuxbRpVu8E5BdecBDmXqxbl0d5zdnpdHynTkTJocOH27y7hzEM\nzJ4doOSJt94SXqi4OG7QINLkiXHjClSqUhdfq+XfeCNoiVMY2CGEEAIAEN0tfuxYgBp2siys\nWWPu2dNRGCJoNPy4cQUTJlSVtOJ27Vzr15uLqmwkJHg2bTKLziSJio/nNm3KS0y8E0jVqMGt\nWmV58EHSGa9q1bgvvihujEtR0LOn85NPLITD9XpYu9ZcsoGbXs8fPZpFOBwAfvklV11iQ6BC\nAT/9FLjWI08+6ViwwBoZeWd6sl0715dfmiMiSDOCW7Z0r1ljqVPnzs267z7Phg3mILaaxXIn\nIQDLnciG5U78geVOZAvRcid9+hhL5gYWatDAk5aWE8jTsNuZ/HxjWFhOVStiVygjg1YoIDpa\nZpEXl8vkdLI6ncyWYunpdHo6I7tV6/nz7K5dihdftEVEyBl+6xZ88YX2+eedNWsGoQ4cz0NW\nlkGtduj14kvD93TjBk3TEBtb7gV67l7upEr+3iCEEPLSrZvTO7Dr1k3ml5xsWi0fF8dX2Vax\n1av7FRZERwPLguxWsfHxXHy8/BO47z63P4WFo6NhzJig/S1EUVCnDu9w8LLni6pVqxA1F3Ep\nFiGEEADAwIH25ORSYVxiopt8nxZCqCLAGTuEEEIAADQNGzeav/1WtXevwumk7r/f1a+fXUla\nIhchVCFgYIcQQhXIlSv02LGGCxcYvZ5/9lnHxIkBnTDjOPjjD2VaGut2Uy4X9cILTqVS2urS\n9u3KHTuUubl08+buwYNtRqO07a0HDyq++Uadnc3Urat75RWb1LWtCxeYtWvV6elMfLxnwAC7\nrzIcvmRm0qtWac6fZ2JiuBdecLRvL21N7sgR9sUXjWYzTdPQsqVr69Y8icPpHj3COY4CAJbl\nT53KkrRTzWqFli0jzWaK50Glity9O69xY2mroq+9Zti1S+l0Qmwst2aNuVkzaVevZcuI69fv\nLAM+/bRj5UrS3ItCqanKjz7S3rxJR0dzEyYU9OghbQ/Av//SK1eqz51jo6O5555zdOwo7d5d\nusS8+KIxI4NRKFQPPuhcv17ayZvN8NxzpgsXGIqCpk0933yTqyHt+lH2MHkiBGDyhGyYPOEP\nTJ6QTXbyxMGD7JNPmrgSwUzTpu5ffgnQdjOnE5o1iyxZKFit5o8dy4mKIo2uJk7Ur1lTnNwY\nG8vt3JlLvmls6VLNe+/piv6p0/Hff5/XqhVpdLJ1q3LoUIPTeef8lUp++XJrz/9j77zjm6re\nP/7ce7PbpEk6KC2lDCstlLJBhmIZomxkC/gVUUSWIIosAdl7iiCCIAKKIMpQEYQiqGyQIVBk\nyCizpStJs+/vj/Jr05vTcpK0SdM+7xf/cF/39J57zk3uJ+c8z/PpSPsAnz0r6to1SKfLv/2p\nU/XDhtEWHNm6VTp0aAEDBokEUlJog9127ZK/+WaA4ODZs6kREVTNdTqoWjVEcPCbb7LatKGV\nR7Gx2rS0AtFZa9dmd+5MO3oVKgTnSlKHI/YLF2jfXPPmKebPL1BY5+23c2bNorVbvXhR1LFj\nUHZ2fgcmTDCMHk376fvjD0m3birHI4GB/I0btFm9jx5x8fEax48tx8GVK6kqVeFtPKPo5AkU\ndn4ACju3QWHnCSjs3MZtYef8cgWAyZP1I0bQygtPGDRIuXOn0AcpIcG6fz+VskxKEvfqJXQX\nbdvWvHlzFk3za9e4li3VJlMBcfDMM7a//kp3rpHmjE7H1K+vdbSaBYCgIP7UqcfOBd6ItGih\nSU4uUMZPKuUPHMigXParUCHE7qRgW7Sw/PAD1bpdaKhQlgEAy/IPHlDJiypVgvV64TAxDDx8\nSKUsBYo8F7EY7t6lat63r+q33wh79snJqTSLjo8fs7GxWsGXNMPA0aOPq1Wj+lWQmKi+cEG4\nA/n77xk1a1L9KqhcOTgnRzh6HTqY1q+nWrdzXKrMIybG9tdfJZVOXrSww+QJBEGQUoHBAM6q\nDgC85ib+55+EknWXLtFG7BBf7UlJEivditvBg2KBqgOAq1e5GzeorC9OnhQJVB0AZGYyJ05Q\n1eG7dYsTqDoAMJmYgwepYgytVnBWdQBAefXCEKyBFYGzqgMA+t+zP/9MuE2LBR49ohr8AwfI\nt9m9u5qm+bZtUueu8jxs2kTldXv/Puus6gBg/37awXdWdQBw+DBteCnRzvj6de/Z8QlAYYcg\nCFIqMJvJX8gWC+3b3UNsNo/EQd4eaMG/SatOiM0BwEy3l1hYc8oV58KuQtlcV4hFAlHtlUIK\nE9/ZrkWaCdHrqTRGYevaRiPVk1PYB6SwR0KArZAF2cKOO0P8jPhwlwiFHYIgSKlArbbLZIS3\ngash/G5DdLekr7baoAFBHcTHWyUSqldc/fqE5hoNT+m+kJBgda6pKxJB3bpUC4bR0Tai04Cz\nyxkRdSErU5Req54jEnmkI+LjCYNcmImqM5GR5KvPm0flCdahA1lWF3ZcQESEjfiUNmhA9cHh\nOOBIi2tEB1giRNc7jcZnoh6FHYIgSGlh2jTh2oVKxc+a5SXHzC++yBJoI4aB1aupIuQAoGdP\no8C1XSrl586l7XyTJpZevYTrY3Pm6CjrrYSH2539x95/30AprcRimDtXGKrfo4epaVNaVd2v\nn9BalGFg3z7a8OguXQhrg9On02YPbN1KWFujdzvdvDnTWRa//TZt89OnCbcpEvEvvkilzGJi\nbM5JHo0bWygzWzmOoCA7dTK9+CLt3DkXa2RZ2LaNNmlp7VrC4H/zjWs50cUIN3XqVF9d23NM\nJpPdX1a6PUAul+fkeCN0uuwhlUo5jsPRcw+JRGK32230GxLI/8NxnEwms1gsrmZ31atnjYy0\nnTghNpkYsRgaNLDs2pXpasUQt1Gp+PbtzX/9Jc7MZBkGIiPt69ZlNWtGm5TKstC5sxmAefyY\nFYmgaVPLihU64jJeYbz0klmp5NPSOAC2Th3L/Pl6yjWbXJ57zlKliu3+fc5shthY28SJ+sGD\njTSJF7nExtoaNrTevcvm5DBVq9qGDs2ZNElPXMsh8vLL5ocP2fPnRbl7cAEB/E8/ZVapQvuG\n6tzZfOyY+ObN/OsNGGCcOJE2+aZyZVtIiN3ROKRXL9OSJbSqmuOgd2/T7t3S3KRgsZgfOdI4\ndSqtrASA3r0Na9bIef7JcMvlfEqKC16xr75qevyYvXKFs9kYuZzv3t28fn0WS730FBNja9LE\ncvcuZzAwVarYBg/O+eQTA/3cNW1qkUr5o0fFNhvDMBAWZt+zJ6NSJdrPXdWqtthY2/79EouF\nYRhQKvkNG7LpPzhuwLKsvPB6KpgV6wdgVqzbYFasJ2BWrNv4qVdsKYFlWZVKlVFuPcU8Q61W\ni0SiVLc9xco3gYGBJpOp9OsKzIpFEARBEAQpF6CwQxAEQRAEKSOgsEMQBEEQBCkjoLBDEARB\nige9npk5M6BFC03t2trXXlP9/bdrduRZWfD885rQUK1YLKpYMWTkSOXT2xQrbdqoQ0NDcv9V\nrRr88KFrzRcvVkRGBoeGhoSFhdSurXW1RO3Nm9w77yjr19c2aqQZMybw4UPXXtBpaexHHwXG\nxnLR0fDWW8pr11y7+u3bXN262rCwkNDQkIiI4DlzFE9vU+DqUL16cN7otWxJVZo4D7sdJkwI\nqFIluEKFkCpVgt97T0lZ1zqPw4fFr74aVLOmNjFRvWyZnLL8YZkEkyf8AEyecBtMnvAETJ5w\nm/KZPGGzQdeuQUeP5pf7l0r5H3/MpCwFBwBVqwY7WrUCQKtW5i1baOuteEiDBppbtwqIIXpL\nLgCYO1exYEEBMcRxcPVqamAgVfOUFDYxUeNonlG5si0pKYMyJ1qvZ1q3VjuKOaWSP3Ago0oV\nqqx2sxmio0MEWuqdd4wzZtDm1To7qrnkFfvaa6p9+woUtmnSxLJ7N23FkF9+kbz+egFn1s6d\nTcQqJEWDyRMIgiAI8oStW2WOqg4ATCZm7Fg6XQMwdWqAQNUBwIEDEu9kx6algUDVAQDPQ5cu\nQvfbwli0SLjEZbNBr160C1fTpwcILNFu3eKWLKFdNvvsM7lgiS47m5kyJYCy+WuvBTmvkK1e\nTeXoBQADB6qcK489eMBeuUJl6vXvv5xA1QHAsWPiv/6iam63w4cfCh+znTulBw965Ofmv6Cw\nQxAEQYqBU6cIG68XLogonZ0ca7A5sm0brbzwhEWLyAL07Fmq3WSdjuwe5uw/WxinTxMudPIk\n7V42cfDpm1+4QOgnz8N//1H1/48/yBJq3rxCa6058tNP5Kkv7LiAlBTuwQOCmDl1CoUdgiAI\ngrgL0TqM44BlqTYTxWLyad6pz6xWkysJUxa5LaxYLH2NXKLBhlRK25x4Jn1zZ9uJXALolvwK\nu02Viqo+c2GjR3TYc6awJ4fSy67sgcIOQRAEKQbatCFEJiUmmgsTDQLefJNgYMUw0L27N6I8\nR40iR0NSXp3jQColyIhWrWhj+J09tQCgbVva5q1be9S8fXvCmWIxhIZShegNGkR296EM0evZ\n0+RsEMIwBJc2IuHh9vh4Qhxnq1alPVSuhEBhhyAIghQDiYnm//2vwJs4LMw+fz5t9H3//sZn\nnxXKiDFjXDCG8gSxGDp2FIqbgACe0sYeAL76Shiqr1Lxq1bRxu+PHWuoWbOAOnnhBUthgsmZ\n/v2NAmkYE2ObNInWE2zePJ1WK1xd++wz2s5/+KHBeWG1ZUuLgi5EUKu1jx4tFNYDBxqrVaM1\nZPv0U51SWaAD48cbatUqQVOv0gxmxfoBmBXrNpgV6wmYFes25TMrNpdffpHs2SPJyGATEqxv\nvZUTFOTaR2/KlMDNm6U5OYxGY1+yREdciCo5vvhCNmVKoNUKDANNm1p+/NE1H/fkZK5/f9W9\ne6xEAs8/b3aWekVjNjNffSU7elQkFsMLL1h69za6JGrtdti6VXrkSKDJxCQk6AcONFJuZeYx\neLBy/36JyQQVKtjXrctKSHDNJ7pv36CkJLHdDiIRjBunHznSNZPuAwckM2Yo7t9nQ0P5sWMN\nHTq49s3z4AG7Zo3s8mVRWJj91VdNzZu7ow3KRlYsCjs/AIWd26Cw8wQUdm5TnoWd56BXrCf4\nr1fszZvchg2ymzfZqCj7a68ZY2Jck5XFQtkQdq5Vj0QQBEEQBCleDhyQ/O9/SqPxSajd6tWy\nVat0nTrhr0p3wBg7BEEQBEF8htHIDB8emKfqAMBsZkaNChQU9kMoQWGHIAiCFCdZWcydO6yf\nhj8YjXDkiPjxY399OaalQUqK+83v3WOPHxcRa/LRYDQyt25xrrqBnT4tevRIOOBZWYyg3vVT\nsdng9m3OYCjvctBfn10EQRCktPHvv1zXrkHVqwfXq6eNjdWuX++N2sLFhdkMXbsGRUWFdO4c\nVKOGNiFBe+6cP0UrnTwpatVKHR4uqlQJ6tXT7t5NXcUOAACSkiQxMcEJCdoOHdTh4SGDBrlm\n1Juayg4erIyODm7QQFO1avCsWQr6QDWTiSzFHNfwisZuh8WLFdWrB9evr6lSJfj111V375Zf\neVN+7xxBEAQpRjIzmd69VX/++WSV5fFj9sMPA7/7zjV54UN69QrK6zwA3LvHdu4c5C/ZL7dv\ns336BJ0//0SJ3rnDDhyodLydonnwgO3XT5WR8URI8Tzs3CkdMYJW29lsMGiQ8ocfpLlLfUYj\ns3ixYvZsWkOz+HirmNTTevVol/6WL5fPmqXQ6xkA4Hn45RfJgAEqSsuTsgcKOwRBEKQY2LRJ\ndvu2sD4H/dvdt6Smss4ySK9n5s+ndWv1LZ99Js/MFOqYOXNoOz9+fKDzAtt330kp92QPHZI4\n+7quXCmnDJILDbWPHStU0MOH51SpQpUYazIxzka9586Jdu+mciQre/jTOjOCIAhSarl6lVB1\n7c4dNieHkctLe8Ad0WsVAP75xz/ekteuEfr577+0dfCuXSOcabdDSgobFfV0cUeceqsVbtzg\nNBqqVbf33jOEh9u/+EJ2/TpXubJt4EDjgAFUthMAcO8eS4yrI/aqPOAfjyyCIAhSytFqCeot\nIIB3tUyuTyhMvoSG+kHnAUCjIfQ/OJi280FBdgCCDAoNpVqyI15fS6mIAAAgAElEQVQdAEJC\naDvAMNCnj7FPH1ox50hQkJ1hwDlZx9lLo5yAW7EIgiBIMfDqqyZnv9TevQk2oEXA83DjBnf4\nMJOa6tXXU82aVmcdwDAwbJhr9gm+ondvQsm33r1pdRLxNp95xiajy35p3docEiIcvaZNLZUr\ne6PIsEbDt2sndChRqXiiAW55AIUdgiAIUgzUrGkdMsToKOOiouyTJ9PalQLAtWtchw7qhg2D\nWrXi4uK0o0YF0udFes7WrVmOwpRhCP6tpZZWrcwffWSQOASVdetmolel7dqZ+/cvIA2VSp7e\nUU2j4T//PNtRGT/7rG3FCtcc1Txh8WJd7dr5M6VS8Z9+mh0RUU5X7NBSzA9ASzG3QUsxT0BL\nMbcpn5ZiDx6wLVuq09IKrBdMn64fMoRKXhiNTNu26suXC2wIvvmmce5cXXH28il9gEWLFGfP\niiIi7MOH51Sv7gNXK0/491/u1Kkgk4mtVSujYUOXJemZM6K1a+VpaUyTJpaRI3NYF1d+0tOZ\nffskd++yMTG2l14yExNdSw6bDfbvl1y6xIWF8W3bElYQaSgblmIo7PwAFHZug8LOE1DYuU35\nFHZLlihmzhQmJ4aG2i9epPr62rlT6lw7jePg8uU0tRo/v7T4r1dsaaBsCDvcikUQBEGKgVu3\nCC+UR4/YnByq7VRic5sNUlLKaW4jgrgHCjsEQRCkGKhQgbD5pVbTZsUSmzMM+TiCIIWB5U4Q\nBEGQfB49Yk+dElksTL16lkqVXBBVvXubVq6U51b/z2PgwBzKrNh27cyRkfaUlALLDZ07m1wK\nlrLb4eRJ8a1bbOXK9oYNLa5GiQHA999Ljx8XR0fb+vc3qVQua8pFixQ7d0pCQ/lx4/QNGrgc\n5XbypGj3bqlEwr/6qjk21uXmaWnsn38yFgtUr85FRbkcIHjvHrtli/TBAy4x0fzSS+U0pdRt\n7t5lT58WsSw0bGgNC/PlrxGMsfMDMMbObTDGzhMwxs5t/DfGbt062dSpAbnlXiUSftiwnAkT\nXLiFjh2Djh3Lj5kXieCff1K1WtrmmzdLx4xR5lnIa7X8vn3plSvTviNv3eIGDVL+/feTBYuE\nBOuXX2ZHR9Pqm9u32TZt1I8fs3mdX7Agu18/2uc/IwNq1gxxfCM1aGDZs4c2sRQAOnUKcrS9\n79LFtGaNC4mlGzfKPv44QKfLnTt4550cl1KSFyxQzJ+vyLOaiIqyHz78OMA/fEOKDbdj7BYt\nUixcKM81MZPJ+EmTDO+8U4KFcjDGDkEQBHk6R46Ix44NzCvibzYzixcrtmyhNXvdvl3qqOoA\nwGqFVq1oZV1WFjNvXoDVYZXq8WNm+nRaZWG3w+DB+aoOAM6dE731ltJGvW7VpUu+qgMAqxXG\njFHevk37lmzQIFigB06dEi9fLqdsPnZsoKOqA4AdO6QrV9I2P3FCNHp0YK6qAwCzGZYvl3/9\nNV0ZOoDjx0Xz5ikcDcRu32ZffVVN2bycs2uXdPZsRZ41rdHITJoUkJTkM0MzFHYIgiAIAMC6\ndQQd8OWXtNqCKMJSUlhKafXrrxLBPiwA7NghpaxU/PffImdbsL//Fp06RVV14/p11lnD2Wzg\nbEJaGFlZhC1n+uZbtxIE9KpVtIO/YQPhzLVraYXdvHkBzrsaZ86IzLgfS8GXXxI/OLSDX+yg\nsEMQBEEAAB48ILwR7t2jfU1kZ5OD6e7fp0prvX+fcCGeJ/eKsnkRxwUkJ5Mjzu/coep8YcEy\n9AWWiWcSxSIR4ihR3jsAPHrk0eCXc4jjTP/BKXZwzhAEQRAAAGI0G32MWmHWnJGRVH+BeHWO\n86g5AFC6WiUkkDMVnnmGqnlhcYQBAbQBggEBhDjg4GDa5sRUieho2uaVKhGaMwxERmJK8tMp\nZPB9Vt0ahR2CIAgCADB4cI6z2euIEbQx4PPnE0L14+JoX2/t2plr1BCe/PrrRsrqxLVqWRMT\nhRuHLVta6tShyi2NjLTXrCm8ukQCH35ImzsSHk7QQLNn06YvEP05PvqI9upvvZXjXFaGfu4m\nTzY4ZxC3amV2I624HOJs3SaV8u++6zOXYZw0BEEQBACgdm3rqlXZeXXjVCp+3jwdfdmLli3N\nw4YVKG4SEWFPSkqnbC6T8evXZzkaYfXta5w2jVYYMQx89pnO0Qy+bVvzypXZlMVWAGDHjkxH\nD7GAAP6rr7IKW4Z05syZx0plAWnVrZu5Z0/apNoPPjC8+qopr7csC8OG5dA3j4uzrVmTXbHi\nk94GBvKzZuk7dqRtXqOGddGibEer2fr1rRs3ZlE2L+e0bGlZskSX9wskJMS+fLnODUu34gLL\nnfgBWO7EbbDciSdguRO38d9yJwBgNjOXLnFWK8TG2oj7g0Wj08HmzbKUFFGPHjm1a7u8G8Xz\ncPOmOCsrMDw8071iYLdvs7dvc1FRtqgod5pfuiTavVtSt661dWt31quOHxetWaOoVMk2cqRe\n7XpS6cOH7L59YokE2rWzuFFFz2xmUlLUNhsXHp4WGOjy3JnNsH+/5O5drnVrU5Uq5XET1hNL\nMYOBuXyZY1mIjbVRFuV2G/SK9XtQ2LkNCjtPQGHnNn4t7HwOy7IqlSojI8PL17XbYdky+fLl\niqwsRiSCzp1NM2boQ0P9TN+gV6wnlA2vWHSeQBAEQRBYulQxa9aT6iRWK2zfLr1zh92xI1OE\n70nEr8AYOwRBEKS8k5PDLFokLAV3/Lh4716flZlFEPfAXyIIgiBIaeHGDW7nTtnjx2x0tKxX\nL5MbgWLucesWS6wkd+UK17497R+xWGD7dum5cyKVim/Xzly3rmvh8zwPP/8sOXFCLBLB88+b\nW7b09obg+fOiPXsk6elM7dq27t2NEhc17c2b3A8/SB484KpXt/bubRKkkpR59uyRHDsmZllo\n0cLinKDtTVDYIQiCIKWCrVulo0cHmky5Aitw8WLFjz8WyFQtOQorqqLV0qqTjAymc2f1pUtP\nChovWKAYO9ZAXy3FYoHXXgs6ePCJT8bSpfLevU3Ll7uQ1eshy5fLp00LcPzvrl2Z9IX0duyQ\nDh8emCeOFy9WfP99Zmysz2q5eRObDQYMUO3b90QIL1sm79rVtHq19+ZOAG7FIgiCIL7nzh32\ngw/yVB0AwP377LvvKr1z9QoV7MTXMP27edKkwDxVl8u8eQqB/WsRLF+uyFN1uWzZIt2yxUu2\nVGfOiBxVHQD8+y/34Ye0Rr0PHrCjRgU6Lnk+fMgOGaIsJ0lrK1fK81RdLj/+KN2wAS3FEARB\nkHLM/v0Sg0Eoo86cEd2+TWXq5SH79kmIKmT9eqrXM8/Dzp2EnUviQSLEM3fs8FKE388/E5xq\n9+yRUnrFJiVJdDrh3P3zj+jaNW/Mnc/ZtYswejt3Eg56BxR2CIIgiO9xVgZFHy9e7twhvw31\neqqr22xks1f6zhPPLMx+t9ghXt1iAccFVFebF3G8jOHbuXMGhR2CIAjie2rWJKQaKBR81are\niNPq2JGcqdCgAVUChEgEzn5oABAfT9v5WrUIZ7pR4dk9iINfubKNMgGC2Fwq5Smddv0d4u3H\nx/vMeQKFHYIgCOJ7XnzR0qaNcOdv0iRDSRfxzyU01JaQIHwTi8X8smXZlH/B2f2sRg3bgAFG\nyuYTJujl8gJ3GhxsHzXKSwWue/c21a4tvP0ZM2j93Jo1s7RvL5y7ceMMXktq9i3jxhkEHi0a\nDT9mjM+Kk6OwQxAEQXwPw8Dq1dnvvJOTm4hapYpt0SLdW295z0l9796MRo2sedkSwcH2pKQM\njjpILDHRvGlTVs2aVo6DwEC+e3fT1q2ZAq1WBDVq2LZvz2zSxCKRgFTKt25t3rEjM8+3t6SR\nSPhvv83q3dukUvG5pljr12e98ooLNTtWrMgeNiwn11q3cmXbvHm6oUO9N3e+pXp1248/ZjZr\nZpFIQCLhExMtO3ZkRkb6zLMELcX8ALQUcxu0FPMEtBRzG7QU8wSWZSUSldHobUuxPB494kJD\n3d9DNJsZsZh3u9SFxQIsC/SCUoDnlmImEyOVuvOFabHAmTPi27fZuDgbcXey9OOhpZjVCgDg\nBasStBRDEARB/AmZDIy0e5jFjyeqDgAkEo9+RoppC6SUFO6pun/+EQ0erLxy5YkgTUw0f/55\ntkZTvn5RlxL3OdyKRRAEQRDEfQwGZuDAfFUHAElJkvffD/Rhl8ozJS4veZ7//vvvf/75Z51O\nV6NGjXfffTciIgIAbDbbl19+eejQIYvF0qJFi7feeksmkxVxHEEQBEGQUsj+/ZIbN4Sbx7t3\nS+/d01es6LNQs3JLia/Ybdu27fvvvx8yZMjChQslEsmMGTNyo52++uqr48ePjx8/fsqUKefO\nnVu9enXu+YUdRxDEayQni1q3VoeFyStXDuzTR5WV5dWlfYsFvvhC3rNn0Msvqz/6KDAlxc82\nFs6fF739tqJRI+jZU0qsXFo0a9bIIyNDQkNDwsJC6tfX6nSuNX/8mJ0yJaB9+6Bu3YIWL1YQ\ni6sV3fzVV4OeeSa4atXgdu3U//3n2uAbjfD228oaNYKrVAlu3lxz/LjLawfVqgUHB2vFYlFo\naEinTkGuNu/QQR0W9mT02rdXu9q8f39VaGhI7r/YWK2rzV95RZ3XPCws+PJl15r/+qs4IuJJ\n86io4LNnXduU3bJFEhYWLBaLGAZCQ0MGDlS51NxshiFDnsxds2aav/5y4er37pGfk8KOE1m7\nVl6njrZy5eDatbXLlsnpG+by/vuBeVNfp47W1TC5yZMDQkND5HKZWh0UERF865ZrzS9e5GrX\n1oaHh4SHh9Srp/3vP19WZi7Z5AmLxTJgwIDBgwe3atUKAFJTUydMmDBlypTg4OD+/fuPGTOm\nadOmAHD27NkpU6Z89dVXUqmUeDwoiPzxxuQJpGgwecINLlwQtW6ttjv8zA4I4C9eTFMovHF1\nnofXXlP99lt+wX2lkv/tt4xq1fyjINb+/ZI+fQq8UN97L2fSJNqyEdOnK5YtKzDQHAf379MG\nwqemsomJ6vv389+mdetaf/opkzLqS6dja9bU5OTka0GOgz//TKd0a7XbISFB++BB/tUZBjZu\nzHrpJdrkyrCwEMEntWJF+7lztN9+sbHBaWkFhKxGw1+5kkbZvGlTzdWrBd7HLAsPHtAOfqNG\nGufX+Y0bqYF0G5K7d4sHDhS+6Y4dy6hWjSoL4dAh6N49RHCwbVvL5s2ZVJcHqFNHe/duAR22\nfn12hw5UuVM//yz53/+EOpJh4J9/HoeGUq3YjR6t3LixwK+gjh3N69Zl0bQFgC5dggRK1KUP\nzrvvKrdtE/4Gu3YtVUWnjS9e5F58UeP46DIMnDmTHhlZUt9aRSdPlOxP4StXrphMpmbNmuX+\nNyQkZPXq1ZGRkdevXzebzfHx8bnH4+PjeZ5PTk4u7HiJdhJBEEdef11lL/hVrNczQ4a49uvf\nbb7/Xuqo6gAgO5v58EP/CNaxWuG994RdXbpUfvEi7cLV8uVC+WyzQbt2tAtX06YpHFUdAPz9\nt2jVKtpoloEDlY6qLvfq/frRTv0nnwQ4qjoA4HkYMoTW7LVDhyDn31/37rGPHlE1371bLFB1\nAJCezmzdSrVoqtOBQNUBgN0O3bvTDj5xkaZatWDK5oMGES7UsiXt1Xv0IFxo3z7aVbdZsxQC\nVQcAw4bRfu5WrCAssPE8ZGdTqbqUFHbTJuE07d4tOXeO6oNjsYDz+qLNBr160Y6es6oDgPh4\n2rl79VXho8vz0KGDy+vNxUXJxtjdu3dPo9GcP39+w4YNqampsbGx77zzTnh4eFpamkgkUiqf\nfOA5jlOpVGlpaSaTiXg87w8ePXp09uzZef/95JNPateuXaK3UBpgWbYIbY4UAcuyAKBWu7wj\nU54hbn2ePi3xzkN48iTh6keOiIOCNGyp35K9eBEEyiaXM2dUzZs/fc0sJQWIK8uXLokpB//I\nEYK2OHZModFQabtz5wjNb90qam3AkUOHCM2zsxmxWEOzanXmDHmCP/hAs3Pn05svXkxuvmxZ\n4ODBT19tnjCBfPzYMRHN7V+9Sj7O8wzl6NlJEsh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IkYaWLWkHv0cP05gxhrzyNAoFP2eOrkUL/8gODFB0fukAACAASURBVAuzf/pptthh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9zaSl99JZYtM61Zk9Opkye6tQKAyOBWLADt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\nXGUqCwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# Here setting points to a fixed blue color\n", "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV), color='blue')" ] }, { "cell_type": "code", "execution_count": 73, "id": "9a9b5092", "metadata": {}, "outputs": [ { "data": { "image/png": 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cIIy7WjTiK5WKS5jDgok5kxTqZSvKVciB7gQRKJ5F6RDjFvDbQUhOyNI2+qVLxk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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# Here changing all points size\n", "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV), size=8)" ] }, { "cell_type": "markdown", "id": "f74d58cd", "metadata": {}, "source": [ "# Scales\n", "\n", "Before, when we passed the variables to the aesthetics, the visual properties of these were being selected automatically by the machine. We could have more control of this by setting their scales.\n", "\n", "Scales are modified with a series of functions using \n", "\n", "> `scale__`\n", "\n", "The following arguments are common to most scales in ggplot2:\n", "\n", "- name: the first argument specifies the axis or legend title\n", "- limits: the minimum and maximum of the scale\n", "- breaks: the points along the scale where labels should appear\n", "- labels: the text that appear at each break\n", "\n", " \n", "Specific scale functions may have additional arguments. You can (and should) check the documentation of each function to know which arguments can be passed" ] }, { "cell_type": "code", "execution_count": 95, "id": "52bc9b0f", "metadata": {}, "outputs": [ { "data": { "image/png": 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JaZlkypp0gpw6S63040sQihLc4CSe892uwqQAhNMLE0xrIzz+IyqQNPs+m/X7O1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1zYfcVyBT9xoDS72u+hkVdosAsIbpGCPt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\n8+bNKy0tff7555ubm4UQEyZMeP/992+++WYhxGOPPfb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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + \n", "geom_point(mapping = aes(x=ACT, y=SATV, size=age, color=gender)) +\n", "scale_y_discrete(name = \"SAT VERBAL\")" ] }, { "cell_type": "code", "execution_count": 97, "id": "bba3f46c", "metadata": {}, "outputs": [ { "data": { "image/png": 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Gvq2PZW/ZsLxyxTPb6i2P3nAX9nWt6ukZx4cyzm4zXaPRByWYU0fSa3c3uCYT52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UCR1ZL3Qkpivy0UcfvfTSS3anInSbzfb0009v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\nTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + \n", "geom_point(mapping = aes(x=ACT, y=SATV, size=age, color=gender)) +\n", "scale_x_discrete(name = \"ACT\")" ] }, { "cell_type": "markdown", "id": "d6bc0be6", "metadata": {}, "source": [ "Now let’s modify the breaks and labels for the x axis and color scales:" ] }, { "cell_type": "code", "execution_count": 111, "id": "6299a001", "metadata": {}, "outputs": [ { "data": { "image/png": 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D6dwV2fLZ45pku71kabJ1DPjm1fmTKMMxHYDrQUswvQUowRtBQzB1qKmYKWYuY0\nZksxpUb/MK+yQqEJ83MN4bqLZyy3sPR+arZQyI+JCPXgur/ZIOrXUuz89fsXbtxzd5OOGdAj\n0NfTwiy9nridnFlYWtncz6tdqyDMgiNgDMqr5LeTMwmSjAxrHuDtbvk8v9j726Wbib5eHotn\njGkZ5GdhllylO3EzvaRG08rfdWBMiOXD3UvNPHXxNoaoob07tQ0PsjzRQtBSzCpQ2NkFKOwY\nQWFnDhR2pqCwMwd6xTKCXrGMrO0V2zigsLMK3IoFAAAAAHAQUNgBAAAAADgIaCkGAACNhKKo\na4mZGfklblJJ16hQD1eGBurPtJLyqssJidU1ivCQwG4xbSxfTFY/Wp3+YsKDvKIyP2/3Xh3b\nWN5NtbhacyEtW08iPyneJsCKo1U+/e6nm4npTk6imWPj+naOtjArp6D0s50/55WUtQjw+3D+\nZBdnjsNH6ly8lfznpTtaPdG3Y+vhfTpamEVRVPzth4+y8mWuzj06Rpo7csXUg/S87X9cqVDo\nQnxc3n5hsFhoabff8w8KLt7PwhAW1z64eytLl/QBG4E1dnYB1tgxgjV25sAaO1P2v8auRqle\nsunwvbQ8w0NniWjZrOH9OrW29biNtsbuxLlrKzftVahq+090jGr5zcrXOU9Qq7f03KLFa3fW\nnfTr5yVb/9bMNqHNOBOP387fdT5dR5AUQhhCsaGeS0e2EXAdy1JeJR8+bw3x+AOTigz23/3J\n65zDff3j8e37/6DI2sNEcL5g1eKZoyzY3/rq6h0JKbl1G04DvFwPf7aQ8/iYarnytY8233lY\n28xN6iReufDFgVy7YhFCq3eduJyrw/m1xZxeWbN6apfObUI4E+du/P32tfi6h1169f5mXgPv\nioU1dlaBW7EAANAYPt93qq6qQwgpVJrV3x0rKK1qwik1oOz84g837qmr6hBCCfdT1245YKPh\nCJJ8d8P3xv0bCksr3/58r0bL8ad+SmHNtrNpOoJE/1ZM19PL9sdnsWchhCa9+Tnx5GWQxKzC\n3T//xZ5VUFyxY/+xuqoOIUTqdR9u3EsQ9EPjaLYf/SshJc/4GJH80up3NvzIOc81Ww7UVXUI\nIblS/cGGPflcHcxuJWcbV3UIIb6Ty/vfX+QcbsOvN42rOoTQtYsXNp+4w5kIbAcKOwAAsDm1\nVv/XjYe0oEqj/es6d1v3Z8KfF26o1PQr68f/uarT0RueNoiH6Xlp2YW0YF5xeRCwbfEAACAA\nSURBVMKDdMavr3PuQZFp8O9E+lOZqlLSXh2GEPrxOEfp8+WPf5Ak/R3Q6zT7j11gT/ztH3pr\nWoTQlUSOV6dSa09foicq1ZpTF2+yJ27/Pd64qjPgu3heT8pgTzx9ieGZT15IYM8CNgWFHQAA\n2JxCpWZsNlrF1GrzWVRRVWMa1On0NQqbvMCqGubm9JXVHE3rq1UMhWa1Ws++KEludCXSmJrr\nAmFJOfPCgMz8EvZEpUZrGmT8ETImV6r0TNcCK828XXWqVMwvJD2/lD1RrWJoC6tUcgwHbAoK\nOwAAsDmZ1MmFqYFmkJ+lh9zauZBAhh5ZMlepzNUmpw0HBXgjplIsOMCbPTHQnWHNX6C7E/s2\nD6lEjBBDUcV5lnK7ViGM8d6dOVpWeDE9s0TMsTvE3U3q4uxkGmf87hgL8mIYjqLIXu1bsid6\neHqZBr29GIKg0UBhBwAANsfj4bNG96QFQ/y9BnXl+IB/Vozs3z3YpHqYN300jttkY2wzX89R\n/WJpwbjYKM7NE8NiAmTO9PJoao9gzhE7R4TQIhRFfbxgKnvW/ClDxU70vc/uHh59O0eyJy6d\nOQKZlK4vjY9jz+LzeC9Ppm9cCAvyH9q7E3viezOG6RX0Q4mdtWWB3jL2xHkT++G8J47XwPmC\nBRP7sWcBm+KtWLGiqedQfxqNxjE2BuI4LhQKYe8njUAgEAqFWq2Wc6Hxf41YLNZoNM/0lvYG\nh2GYRCIhCMJuf48iQwOEAn5SRoFOTyCEuka1WPnSaHdXhusrDUsgECCE9HqbrHUzGoXfs3NU\nenZBbmEpQkjqJFkwY9z0MQNtd+JJl3YtFUpNcmY+SVE8HB8V1/mdOePFXCeeiAW89kHuGSWK\nMrkGIeQqEcztF943woc9CyE0sm/n81fvlVXJEYYhhHCKemPa0P7d27Nn4Tjes2ObPy/f1Wo1\nCCEMIS9v7wMblkqZLt8aC/DxkDmLryemkxRCCGEYmjI4ds74/pzzbNe6hVAouJecafgx69Gh\nzSdLZnm4cZx4IhTwQz0l/yQk4yJnhBBFEs7asl3vTBbyOc5Ea+Hj6uwVcDc1R6dRIYSc3b0W\nzZ44tEMDdxXj8XhiMcc7BurAcSd2AY47YQTHnZgDx52Ysv/jTgwIgswvrZK5SBjvzNpCI7cU\nq5ErK6rlgX5ePLwx7gjp9EReUZm/t7vI4kPXDCi+WEtiQlJlVeGp1RFnLt8ODvCObGld7VJY\nVnn1dkr/btGWH2JnkJZdIFdqYyK4ryka0xNEflGZuTuzLHJLKlJzSmMjgqROIqsSk/MreTge\n7mfFoYCWg+NOrAKFnV2Awo4RFHbmQGFn6lkp7Bof9IplBL1iGUGvWAcAa+wAAAAAABwEFHYA\nAAAAAA4CesUCAAB4QoWa/DtDV6ggZWKse6Ag1J1nYWL8raQzl25VVstbtWj2/Mg4NxfbNsPN\nKSg5fPx8dkFxgI/n+CG9woMDbDqcQqU5ePz8g0c5LlKnvrFRfWOjLEz862rirt/PV1SrfD1c\nFjw/pEOERevztFpi3qqvk1KzSYIMDvTZtvp1N6lF72dljeLgiUtp2QUebtJB3dt3jgq3cJ6H\nT1w48Mff1XJVgK/Hu69MiQhtbmEisCuwxs4uwBo7RrDGzhxYY2cK1tiZY+0au0cVxGfxSo3+\n8UfDtCjxwFCO3aYIoY27f955+GTdQ3c36b7P32nuz3GwXL1duHF/8epvtf92thAI+B+/MXNo\nH/oZKOZYu8autKJ62lvri0ofLz57bkjP91+dzJn4yc7ff/nniU4Mr00a+MJI+tk3NFot0eP5\nxTqjvcwYhv2+bWVzX44j4rLyS2a991WV/PG5wXOfG/TK5CGc81yw4ptz1+8+Hg6hT96aPTyu\nK2diI4A1dlaBW7EAAABqUQhtT1AZV3UIoUNJ6mIlx18Rdx6kG1d1CKGKKvmKTXsbfooIIYTU\nGu37X+zSGvUr0+n0H321r7JabqMR12w9bFzVIYSO/Hnp4s0k9qxHucW/nKP319p85C+lmqGx\nhLFZ736he/KEGoqiXlzyGec8V3xzwLiqQwhtP3I6MS2HPevC9XvGVR1CiEJo+cY98NfjswgK\nOwAAALWK5GSRgv5ZriNRYjHHMXjnnywLDG7cT1WaNJBtEPdTMiuq6DWcXKm+eT/VFsNRFHXx\nZqJp/PyN++yJv51LMO2QQZLUqXiGt8tYcmauabCcqW+bsWq58m5Klmn80i2OlsQ/n7pkGtTq\niJuJaeyJwA5BYQcAAKCW3swFGnPxOjodwyniFEVpubqp1o/xtbonpmGbc5hJimLs06rVcgxn\nrpmsWsPxtlAU0zvOddqz4VBiy+N1NGYWNSmUzE1ygT2Dwg4AAEAtXynuJGCoHkJlHPsnolqH\nmAaDAnxs1Cs2Iqy5gM8wpciWDNN4ejwcjwhjaFYWzfSqjfXp0Jox3rtTBHuipzvDkjKxgGO/\no4eb1N/b3TQeGc6xDaJHB4bWdhiGdWnPMU9gh6CwAwAAUEuAo6lR9JYYPZsLwjw4CruBPTp2\nNykO3p/H0Uq13jzcXOZPH00Lzp441HZ7Nd6Z+5zQUFf9e2s1ulXImP4cewt6xrRqHeJHC/bt\n2DqQqfwytnXl6xiiV9grFr7AnoVh2LtzJ9Dn0CGCszXttDEDTCvC50fEOYm5N80AewO9Yu0C\n9IplBL1izYFesabsv1dsU7G2V2yQGy/YjVemIrUE5uOMDQsXjY8Q4Vw3ATEMG9ijI45j5VU1\nGIZi2oatfmNWbDvm61UNIqZtWJC/T3F5pVanb9HMb/70UTPHD7a8Na1IJOLxeJZvFvb1lPXo\nEFFcXiVXqrw93MYO7L583vNiC+qeEb1jcgvL8koqSJJyEgnHD+i8/KWxnFnurs4dI1ueu3pX\nq9chhEQi4fvznh/drxtnYpC/V6e2oUVllSq1JsDbY9LQnktmj2W8ukkzYXCvh4+yi0orSYqS\nOonnTh62aNZ4zqzGAb1irQLHndgFOO6EERx3Yg4cd2IKjjsxB1qKMYKWYoygpZgDgFuxAAAA\nAAAOAgo7AAAAAAAHAYUdAAAAAICDgF6xAAAAnkmnLibs++3vvKIyfx+PSUN7j+rf1fLNE/Ww\n55ezm3/8Q6PTYQjz8XL/7uMFzXw8ObP0BPnJnuOnzl9TKhSurm7PDe8zf0KcJcPllFS/t+WX\n1NRUiiCaBQV/MGds+zBfSxK//eP62RyK7+KlVytcNMXrZ/Rwl0o4s+RK9ez3vkxOy6AIvUAo\nGje83/sv0TfYMiosqfjmx98T7qdhOBYb3Wre1JHeHrAerinB5gm7AJsnGMHmCXNg84Qp2Dxh\njqNuntj7y5nPd/5kHJkzaegCkzNQzLF288S2I39u3nfMOMLD8fM/rHWWcOzWnP3Rzps3bhhH\nRg0ftPqVcexZZTWqkfPWKKvKHg8nFH//+TuRwT7siZ8dvnQPb2kcURel73+lCw/nuEHX4/k3\na6qqjCMD4npsfHs2xzwraya+vrqs8nFLDF8v90Mb323Y8wth84RV4FYsAACAZ0xlteLL73+j\nBXccOplbVGqjEbf8eIIWIUhy/qqt7FlXkzJpVR1C6I+TfxWVc/z5seK748ZVHUKI0Krf++YI\nexZBkglK+kl+Yt/QTw4xdAwz9sXeP2hVHULor3Pxcq7OE9/s+824qkMIFZVWbDlwnD0L2BQU\ndgAAAJ4xSY+ydExdxe6nZNpiOJVWy3iB/FFWAXviPwnJpkGKJM/d4uhpm/oo2zSYn8sQNHY/\no1AglZnGU0o4bm1dusnU9Jai/rzM0dP2LtMbfvdhBnsWsCko7AAAADxjhHzmBeJ8HvdJvPUZ\nzszT4jyOz1AxX8AcFzLH2Z8ZxzlenbOI+cBkHOO43cw306zMWSJiT2T8RggENvkuAAtBYQcA\nAOAZE9UqxHQVl5NY1DmqlS2G4/F4IqZSrHtMG/bEEb3bYTx66cMXigd14UjsEsPQvDWiDUdW\neDMvdVm+abxPOEcHs+eG9DINYjzeoG7R7Ik9OzHMs3dnjixgU1DYAQAAeMaIRcKVC6YLnrxc\n9N68KTJXZxuN+Pnbc2gRZyfJ2jc4mreGB3pNGjPMOIJhvIX/mywRcVyxe++F/v4hYcYRqbvX\n569zb1OdGikitBr0uKUtQnn3Zw/tyJ41cVC3sPDQJ0IY9tqsiTyuS5JzJw1rGx5kHGkfETpj\n7ADOeQLbgV6xdgF6xTKCXrHmQK9YU9Ar1hxre8U+K0Ka+Q7q2QHHMJmrtEeHNh8umM55/cyY\ntb1iiyrkZ26mkgSBEIlhOF8oCQ8PHdk7hs9V+vSOaRkaGppfqeIJxeFhoR8vemFY90jO4Xg4\nPmVwdzlfqiJ4bu5evXp03bpspsyZu19qRJB3uJPiyq1ElVKJqgtjnKvWz+5jyQt8fnhvhR7L\nyi9FOO7t7bV+2Svj+nfhnicPH9O/m4fMRSIWhQf7TxkR987LkwRmbpTXG/SKtQocd2IX4LgT\nRnDciTlw3IkpOO7EHEc97uQpWXvcyfQPtj3KLaYFF08dPGkQd/XzDIFesQ4AbsUCAAAAbAiC\nzMgrMY0nZxU2/mQAYAeFHQAAAMAGxzGhkOH2IuemUQAaHxR2AAAAGoxSrSksrazHIp/Syppq\nRePdL65RqApLKyz8YgzD+nWqXcBHkQRF1a6C6Nc5wsJnKCiu3PTjidJK+iHAnKpqFKUVVq8u\n0OvJe8kZ5ZVyaxNLKqpPXUxQabXWJgL7Ab1iAQAANIC84vK1O36Kv51MUZSb1GnuxEFThve2\nJPHva4kb9h0rLK1ECLUNa/b2zNFtw5rZbp5p2YWfbD96+2EGQsjL3XXBtOEj+3bmzFo0ZVD8\nzfv5ebkUSSCEeALR5NEDO7QO5kw8feXu2+t3kVothaidB34XiCSHvng7tDlHZzCE0J2H6R9v\n/vHhoxyEUKCv59KXJvXrFsOZRZLkoo+3nLueaNgX6+HmsmHZSzFtwjgTr91LXfjJTpVKgSiE\nYVizAL9DG96UCJkPxgP2DK7YAQAAeFoqjfb1NTsu33pouFZXJVeu3/Xr0dPxnIk3ktLf3viD\noapDCCU9yn193e6iMlst3q+sUby2etvtf1sjlFZUf/j1gbPXmPouPCk+ITEvJ8tQ1SGECJ3m\n7IX4armCPUur1S39dCeh1VD/Hj+i06gmLl7HOVx+cdm85V8aqjqEUF5R2cJV395KSuNMXLJu\nx7nr9+tOOymvqpn7/qZquZI9S6FSz/toi0qpMORRFJWTVzBx8XrO4YAdgsIOAADA0zpxISEz\nj75p9NsDJ0mS457slsOnaZEquXLfsYsNOTkjh/+8XGJyZ3PzfnofWFNf7v2FFikoLj98/AJ7\n1ssfbSP19Nuaeq1q2+Ez7Im7j56qMbkx/Y1Je1watVb7d/xtWlCr03+x8yh74opvDuhNjpjI\nzSvKLSpj/Hpgz6CwAwAA8LRMqzqEUEW1oorrmlZWfinDs+UzbEFtEIzzzMovYV8UqCeI3EKm\neeZx7IpNz2X+glMm5RdNRg5DYoaZZ3s8n9wixpeRms3R0zYtu4gpTF24kcSeCOwQFHYAAACe\nlpsLQ8sHAZ/vLOE4V9ZN6mQadGd6tgbBOE9XqROGYSxZfB5P6sTwQkzbmtFInRheHUIowMeL\nPZFxnjIXjuF8PJhbh3G+nzKm7wJCKCzIjz0R2CEo7AAAADytgd3bmTa2H9SjvdBMd/k6I/p0\nMA0O780QbBDDejE888g47s0TI/t3o0WEAv7wOI7TiVe+PgnD6Z+zGI+/5vWp7ImjBtCHQwiN\nGsgQNOYhk/p6yehRDM2YMIg9cd7UoRhGn6dIJO4S3ZI9EdghKOwAAAA8rWB/72UvPWdc20W3\nCl46eyxn4ouj+vTvElX3UMDnv/zcwG7tbFVPRLcKfnPmGAGfVxfp3r71/CnDWFIMFs8a37X9\n48NNhAL+kjkT24QFsaQghDpHhEVHtjGu7XCcN3pAD6kTx27Tvl3azZ38xKyG9Y19cSxHfYYQ\n2rF6oUT0+MkxhKaN6Bcb1Yo9Kzaq5bC+scjosiXO5298l94eFzwToKWYXYCWYoygpZg50FLM\nFLQUM6cxW4oVlVVevpVcUS1v3SKwR0xr9vubxu6kZN1NyRIJBLFRYS0CuY8CeUo5haV3UnJU\nGm2LAK/OkdxHgdS5cutBYmqWq4tTj46Rgb6eFmZduPHgg2/2q1QqFxfptuWvWnLWiUFaVv71\nu8lqra5jZHj7iFALs/R6ctvBY3eTM7zcXaePGRAR2tzCxDvJmV/tO15eJQ8L8lsxfxLnbfRG\nAy3FrAKFnV2Awo4RFHbmQGFnCgo7c6BXLCNre8X+R0CvWAcAt2IBAAAAABwEFHYAAAAAAA4C\nWooBAACge5iem5FX5OPh1q5ViIBrZ+vTyy8uS0rLFgsFUa1COM8QqUNR6EF2cUFZjZ+HS5sg\nbxy3dElfjUJ1JyVHpdE195EF+npYPs+T8Un/3E6VSSVTB8UG+TGfLWJKTxD3UrIKS8qDA3za\nhDW3fOlhRbX8fkqmRquLbhXi62XpcAihf64n3kxK8/WUjYyLNXeUiSmdTn/nYbpCrfXzkrVu\nYUVXt5Lyqvup2TiORbcM9pC5WJ4IbAEKOwAAAI9V1Sje+XxP/O2HhofBAT5rl8xoY/EC/HrY\nsPPovt/+1un0CCEXZ8nSlyaPGdidM6u4Ur5y799JmbUHDrcM9Fz+4oBm3q6ciWfi73y85XBl\nTe3JyROH9nxnzgTOolCj1Y97b5cWN+wnqD5155eerb1XzR3JOVx6TuHS9bvSsmqPCO7YNuzT\nt2Z5uXPP8+ipS59/d1ShUiOEBHz+jPEDF0wfzZlVLVdOfmtDSXntStMvfzj5xgsjnh/eizPx\nXnLG2+u25RTUHg3dOzZ63dsvuThLOBN3/nRm68E/tTo9QkgsErw2bcS0kX05s4Dt8FasWNHU\nc6g/jUbjGOvHcRwXCoWwRYBGIBAIhUKtVksQRFPPxb6IxWKNRgOLvo1hGCaRSAiCgN8jGoFA\ngBDS6/UWfv37m/adv/64d2pVjeLKrYdjB3bnPJGufo6cvLBp9891/5NrdfpLN+9379CW/QIV\nRaFl351KzHjcL6G8RnUvvXB419bsJVp6TuFrq7fJleq6SFJajkQkjGnTgn2e01bulZNGx4jg\neE6pwtdFGN7cmyVLp9e//OE3j4waPxSUVCRn5I3qx3EA3u0H6YvXbNX9+10jSTIhMS3Qx7N1\nKMeFtBnLvjbuA0ZRVPzd1P6xkewX0mrkytnvrM83SszOLy4sKR/YsxP7cGev3lv17SHi32+f\nniAv33rYrlVIc3+OE5itwuPxxGJ72aJr/2CNHQAAgFplldVnLtO7XeUVl1+4kWijEff/fpYW\n0er0h46fZ896VFB2L53eXystv+xeBkfTrV/+uqbW0M9SOMDV8hUhVKKk/x2F4bztf1xlz7px\nL+2RSTuvq3eT05k6hhk7fILhHdh/7B/2LLlSnWbyzBRFbTlCb8hLc/bK7cKSclrwxLlrldVy\n9sRDJxm6+lryfgLbgcIOAABAreLyKjNxW51/UcI0YgnXcGVVSsZ4qZn442euYBquoor9+rdS\no8F5DBcslVqO87bMv5/McfYvKC7jeFuymRraIjNvMuczkyTFnVjOcLoQ56sDNgWFHQAAgFr+\n3h6MtzIDfSw9jNdaAUzPHOjLcSPP1515g4W/J8fK/QBvhq0S/t4e7BsanEQikmCo4VzEHA0k\nAnyYd2Y04zrc2J9pnpxvS4tAb8aXEcj0bMYCmJ6Zz+P5ce3Y8Pdm+ALLj24GtgCFHQAAgFoy\nF+cx/bvSguHBAb07R9poxFnPDaFFxCLhlFH92LNC/Ny7taXv54gO9WsbxNHU4bkhPaRO9A0B\nM8f155xnsAd9jRdF6BdN7sOe1aFtaLvWIbTggO7tm/lxlGjTx/QXmfTenTmeo6WYRCSKbhlM\nC+I4ztkzrV+39iHN/GjBCcN6u3DtqH1xDMN36oXRcexZwKZg84RdgM0TjGDzhDmwecIUbJ4w\nx9rNE13bty4qrUzJzDM8bB/RYt2SmR5utjrDIjw4wNlJcispTa8nEEI+nrLVi2d2jAznTIxt\n3TynpCqnuPauX+fWge9Ni3OWcFxCc3GWRIY3T0hKr1GoEEJCAX/uxMGM1QnNqB5Rf5y/qSYw\nQ0NVUqcZ0y18Yr8O7Fk4jneLaZ2SmZdfXLuCbUD39h/On2JatNF4ylxbNPNLSHykVGsQQs4S\n8Zuzx4/u341znkN6tD9/80H5v2vjhAL+yvmTOnBtDRHw+d1i2txPyay7Jzt2UM93X53K5/HY\nEwN9Pf293BMepGu0OoSQzMX5/Vcn9WnoPwNg84RVoKWYXYCWYoygpZg50FLMFLQUM6d+LcVK\nyqsy84q9PdyCA7wtP3et3uRKVVpmvlDIbxkcaNWxeYXlNfllNf4eLpw3YY3p9URBeY1OT/jI\nnKVOVlQMqbnFx+MfeLs5j+0b7SQSWZ6YU1BaUFLe3N+L8R6rOVqdPjUrT68nwoMDrOrcmpFX\ndOVOqr+3e48OrYV8S99PkqRyCooVap23u4u3hxUtvFQabWpmPo5j4UEBYhFHzVoP0FLMKlDY\n2QUo7BhBYWcOFHamoLAzB3rFMoJesYygV6wDgDV2AAAAAAAOAgo7AAAAAAAHAS3FAADAajcT\nH125k6IniXYtg+O6RFm4Ck2pI3ecfZSWX+rh4jyiU3BsiM3vLt3KVaSVV2EYauUpaBdgac/Q\nsorqz/cdz8or9XSXzhod16FNiIWJf8XfOnjsXGWVvG3LoKVzJzlZtixMrtBOfGeTQodTFBni\n5fz9x/MsHC4xLWfVt4eKyys8ZbK3Zo/rEh1mYeKr6364/yiXIEmZVLr/4zluFjTOQghVyVUv\nfbg5t6RCwOMN6RXz7v/GWTjcgrW7b2dX4nwBqdOO7xmxeDrHHtU6b6zbee1OCoWosOa+Oz9+\nnW/Zarn7aTkz39mg1+sxhHWIbrVz1XwLhzsZn7jr2KUauTLA22P1y2P8vCz9+fxo96lbydkY\njmLbhLw7faCFWcBGYI2dXYA1doxgjZ05sMbOVGOusVu99fDPZx63HIiNCv/qvTkCrg/djFLl\nvE2/qWpqVy9hOG/EwF5Lhrex0SQpCm04V3A9+3HngG7B0tf7+nNWoBcTHi7ZsJ+s+2ig0OQh\nXd58kbsp6uI1W/+6lFD3kC/gH9r0XnhwAHtWek7R7C9+EUpldRFVSf6FLYs5h/tq/8nt3/9E\nUbW/BRiGTxwz5IOXJ3Am9przSU1xTt1DoYv7Nx/M7RIRwp51Nzlr9ootxhW8VCw8u3MF53B9\nXvpU4OqN/s2jKIqvrjj19ZuciV0nv0UY31Uj9ad3rHDn2p68dsdPB/74xzjCw/CbP2/kHG7B\n+gMXLl6iyNojCPhi548XzxzanWN/q5Yghi3arCMfFxIiAX7y83k8XkPeD4Q1dlaBW7EAAGCF\nkxdvGVd1CKHr99N2HD3Dmbhs74W6qg4hRJHE8b8uXcuw1Sr1kw8rjas6hNCVLPnpZO7hln11\nkDT+gx9DB09dS8rIY886fSnBuKpDCOl1+pfe38Q53IyP9xpXdYhCEu+A4a+vZ8+qUah3/PBL\nXVWHEKIo8vBvpzL/7WFvzrTlO4yrOoSQtqZi4bofOOf50kdbaddl5WrtO5v2sWdt2HeC7+qF\njPIwDNOLZY9yOVqKTVy4jqB9QOP8MfPXcM5z/5NVHUKIoMjZH3zDnnXuZvLFy5frqjqEkF6t\n+PCbA5zDzf1kv3FVhxDS6MhX1x/kTAS282zfisVx3MJL03aOx+NhGOYYr6UB4TiOEOLxePDO\n0GAYxuPxDO8PMDB86DbC79HfV++ZBs/E310wje2aVrlSX5idSQuShP5YQnaPlg3ZLr3O1SyG\nLp9XsxTDI9mGu34/Ta1jODby6Omr7eZNYkk8eOycabC0vFKuVMtcmbtEGAjdvJ94jCGEkJwS\nsX8fd//2D0nQT+ajSGL7kb/XLZ7GkpieW2QaVFeXcP7YEEw3ty7ceMCeePT8PRHtBSKEYfgr\na/ad3fYOS2JGfgnC6WfIKbR69uF+O3ed8YrsrXsp7Il7T14hTU46VFeXXb6X3qdDK5bErIIy\nhOhjpmZzv59Wgf/rrPJsf14KhRxnUT4rDJ/ThlMJQB0ej4cQEggEPK5DMv9rcByXSCTP9DqK\nBmco7Brh90hl0kIeIaRQadjH1SoUFGL4fqm0ehtNWMN0qreGQOzDyVXMi1sUSi17okqjZYwr\nNXp/1kTMpHxBCGFc38dqOXNP2Bq5kuP9ZFrAQOn1PL5QKDD7/0yVnPmwGIKkOIYzU5FoCa5E\npp8WDHF8+x5lMV8IpBDJ9e1j/r6X16jYE0mKQiYLTEmKYzhrwf91Vnm2Czu1Wu1Ia+xqamqa\neiL2RSKR8Pl8tVoNa+xoZDKZXC6HNXbGDGvs9Hq9rX+PQgN9Lt96QAu2DPJjH9ddQAnETjo1\nvRwJ95PZaMKBrvzMMtMgj324ti38EGV6CQZFtwxkT2wVHHjvYTotiOO4l5sTe6JepRC60P9E\nJ9VK9qy4zlEHfj5uWvx07xDBnihgOlVYIHXVqJUatdksHCFEkqZVmkzK8eqc+Yix40e3yOYc\n8+Tzdaa/3xTFnvXCyH7fHTphGheJhOyJEcF+ibfpQZwn6Bndgj1RJORrTCYqFgsa9qdaIBBA\n5wnLweVNAACwwsxx/Tzcnri3KBIKFkwbwZ7Fw7HnhvSkBd19Amb2DmnY6dWZGOMpETzxP7yz\nkDcxhuO2r6fMpWcMvZ2Xh6tkyjD65GmWzp0oEdNrpqmjB3DeRIvw5BsvlUMIkTrNkkkcPVh7\ndmjl5x9IC7p7ek0Z2p09cf3iSXwJff9Bm5bcHcy6Rpl8DUVtXfkye9afXy8htPS/S3Uq+brX\nn2dP/HjxNNrbghCaMpzjuyBzFQuFDNcdf/5mGXvie7OGSz3pvWLbxcS4OwNJIgAAIABJREFU\nu3DspF4yhd6+lkLUsheHsmcBm4JesXYBesUygl6x5kCvWFON1itWIhL26dQ2r6isqKwSw7DI\nlkGrFkyJDA/iTOzcwkMj8kgvKNdp1TyBqFVExKcz+8qcGr7/koFUxGsX4Jxfra1UEziOtfFz\nWtDHL8CVe/nK4O7RmfnFWfmlhit3rYN9t34wh7PvlkDA79etffztB9VyheHh1FH9lr40kXO4\nkX07njh1rkZDYnwhQpS2urxfuNvLkwZzJo4f1P1cQkplZRVFURiPFxQUfGjjUomI4wUGesn0\nmCApu4zUqxFFCaWysFYR+1fN4RxueJ+O1+6mFpZVYAhDGMIp9OErE2NNqz3TEd1EZ2+l4HwB\nhmEURekUVbuXTfZgXXeIEGoR6EuRRELiI4ThCFEUSQzqFrl83hTO4eZOHLrryGni8ScjtfDF\nsX06cWxuxTEsrnPb84m5SoWcIgmBxCU2tvP2ZS/gXOf4hDfzwjB0JzWXojCEIRxRr4ztM6pn\nW855WgV6xVoFjjuxC3DcCSM47sQcOO7EVOO3FCNIkiRJzlNOTCk0pLOo8e6WCERihJCO5Uaj\nGZVypUxq6dF3xqrlSlfrEwuKysXOIneps7WJRWVVvp5Wn4XBE4hLq+QezgJrPwQLSytlblKx\nNQ1tDX6/cGNU787WZsnVap1Gx3nKiakrt5O7xbS2NgvHcZWWFFm/SkuhUiOErGpoazk47sQq\nUNjZBSjsGEFhZw4UdqagV6w50CuWEfSKZQS9Yh0ArLEDAAAAAHAQUNgBAAAAADiIZ/u4EwAA\n+C84HX/nxPmEssqakECfF0b3DQ/yt+lwyRm5e38+k5lf7OPhNrJf1wHdY2w6XGW14rsjf95L\nyRAJBd3aR0wf09/ClYsb9/5x+MwVnZ7g83gjenV4z4J+YgghlVq7/MsfbtxL1ur1zfx9Vi6Y\nGtGi2dO9Ag7f/XT26F9X5UqNm4vTnHH9xvSzeqWdVX47e23dtkMqpYrH47WPDN+6Yj4cBfqf\nAmvs7AKssWMEa+zMgTV2phx4jd3G7//4/rd/6h4K+Lwvl83pEt3SwnRr19hdSkha+PEWnVZH\nURSGEMKxOZOGLZg+2rpJW6y0onryojWlFY+/a+0jQneuWcznc9Qir6zcejM5yzjSsrnvj+sW\nsmfpCXLgzGXl5RV1EQzn7Vr3Vse2Layfu0UWf7r30t0048jkQV3enMHde7d+Nu8/tmXfb8YR\nV1fXi/s/szAd1tg5ALgVCwAA9is5I8+4qkMI6fTEys2HSNImf5PrCeK9L3Zr1RqKJBFFURRF\nkeT2gydSs/JtMRxC6ItdPxlXdQihOw/TDxxnaFBmLCOn6EZyJi2YmlMYfyeFPXHN1sPGVR1C\niCKJJWu3WTpdK91NyaJVdQihg6evlVcrbDTi9h+P0SLV1dVrth6y0XDADkFhBwAA9utG4iPT\nYGFpRU5RqS2Gy8gtLK988pInhRBJ/n3ZpC9BA7l+j6EUu3Y3mT3rx5MXMdP+GAg7dPIye+KN\newzPXPpkqdeATl5ift/+unLXFsPdS80gSIZTP89fZ2hwDBwVFHYAAPAMss0imoLiCsS0Pic9\nx1ZX7Oq5HKihlyHYaGEDZZsLq+YQBMd5wuC/AAo7AACwXx3bhpoGfT1lzf04moPVj5c780G4\n/t4ethgOIRQb3YohGMUQNDZ1eC+m0pZ6bghHS7HOTMN5erhztj6rn6G9OjCFqQHd2tliuJiI\nEJxpn0SvTlG2GA7YJyjsAADAfrUJbTZ1RG9a8INXJ+K4Ta7NhDb3FwkZdqT2jo22xXAIoTdm\njfd4sq1CVKuQKSPj2LNaNPdt16o5LRga6NOTq9fCspcnyWRPLMPHcfzTpf+zdLpWat86uFtk\nCC04oV8nD1erG2xY6H+ThqEn+4C5uEjff3WyjYYDdgh6xdoF6BXLCHrFmgO9Yk01Wq/Yxte9\nfevgAB+1VicRC2OjwlctmBoTYcUWToFAgBDS6/WWfDGfz3OROl28cd84OLhXp5kTuJu31o+z\nRDyqfze9nqAoKijAZ8KQ3svnTxVa0LBrTL/YympFWnYeQVICHm9oj/bfvMfd8hXHsedH9H2U\nV1olV/J4vBbBgV8vn2/V+2mtYb07EHp9Vn4pQRIerk4LJg+a+9xA2w3XtV1rH0+Pm4mP9CQh\n4As6RLU+suk9Hs/SizgYholEIrXa6gZ0NgW9Yq0Cx53YBTjuhBEcd2IOHHdiyoGPO3lK1h53\nQlHU739f2X30VGZukben26j+3eZMGiYWCW05xyYALcUYwXEnDgAOKAYAAPAYhmGjB3QfPYBj\nsRoAwD7BGjsAAAAAAAcBhR0AAAAGeqKe9/pVam09spSqxl5Nq9fXZzh1vV4dQqiyWlmPLIqi\n9M/CImOCJEm4qW0f4FYsAACAxygKHbv6cP9fdwrKa9ycxUNjW704uINEJOBMzMgtWvTxlqy8\nIgohkYD//Mi4N2aNt2TELw+eOXz2NoVwhCgBjr3zwuAh3W14PEdhacWGPb9fvv1QrdG2CglY\nMG1kt/Ycp6sYbD9yes9v59V6PYYwf0/XT994IaJFIGdWbmHZ84s+rqlRUAghhPn6eP787QdS\nC7YCZOUVrd9x5Nrdh3qCjG4Vsnj2hPYRDGffNLnkzPxN+47dfpiJYViHNi0WTR8RHuTX1JP6\nT4PNE3YBNk8wgs0T5sDmCVOwecIcazdPHDl//5tfrhhHekWHrJrFsZFTpdb2e/FtlfqJX9UZ\n4wZy1nZ7jl/a/uuVJ0/ooLYvndImNMDCCVtFqdZMXfJFiYYnkMpwHNerlYrS/O0fzu3YNoxj\nnr+c/frQaeOIgIef/PY9V6mEPbHzuNe02ic+p1xdnC8e+II9q7yqZuJrq0rKq+oiYpHwhw3v\ntAzmLiWfhrWbJ3KLyqa9/aVC9XgXratU8uO6RX5esgacFWyesArcigUAAFBLrdXvOHaDFrx4\nL/NWGkfnic92HKJVdRRC3//6N+efHzt/p1V1CCHsnW9/tnDC1jp4/FIl38PJu5lAIuWJnERu\nXu4totbtpvdXNbX16F+0iI4gP9rC0YP1sx1HaFUdQqi6RnHueiJ74s7DJ42rOoSQWqPduPMn\nznk2si2HThlXdQiharlq25HT5r4eNAIo7AAAANTKLa3S6BhOvEvLK2dPTHqUQ4tgCJEkmVPA\n0dOWoBhOWq5U2OoifXxKgcDpifOQMRwv1onYb16ptTqdnqFCTcspZB/uUsIDxviRUxfYE1My\n80yDyRm57FmNLy2b4R1IySxo/JmAOlDYAQAAqCURMq+lc+JaY+csYV405ubixDEkU0XFo1/D\nazBKgqHjFk/sjBDbiEI+84w4j/cz97Z4u7myJzqJRQzP5mR3h/RKxAzvgLOEYfKg0UBhBwAA\noFagl2t4gCctKBEJukQ0Y0+cOLSXadBT5iJzlbInurvUFQFUXZHXsZWtVpIF+LibBnk4zl5J\n4jju78WwxmtMXGf24RbOHGMaxDDsdaa4sYE9OpoGB/VkCDKiKFSmJDV6m6+h79+Foddc/662\nakAHLAGFHQAAgMeWTY9zd3m8IUDI5705sZe3jKO36dA+sX1ja7eyGqoJHg//duVrnMPtWT4L\nkXpCoyI0KkKrIrVqMR9bv3BSvefPbkgsQzPZzi39ORM3vz9X8GRjrvYtA6cMp7fxpekS3apz\ndAQtOG5IL5mU4/0c2b/rmIFPnBHdObrVy8+P4JwnhdDJNO1rJ2uWnJG/erxm41VlqdKGu6ym\njujVq+MTL7B/16iJQ+B066YEu2LtAuyKZQS7Ys2BXbGmYFesOdbuikUIKVTaP2+kZhdXerk5\n94sJDfTiuG9Y588LNw4eP18tV7Zu0ezdV56XWnDr8MaDzAWf7jOOuEole1fO9fWwdFCrUBRa\n/v25Kw8fr2BzdRJ9+9pQH67KFSGkVmvX7/71/qMcZ4lobL/YUf26WDjoL2cub9z1q0KtdHGW\nfvLGzK4xDMUloyu3HsTffqDT6WPahg3s0RHHue9Qn8nQ/nDvid0MzVx5y/s4Cyy7jFOPlmIU\nRZ2/kXTrYSaGoU5tw2h1XoOAXbFWgcLOLkBhxwgKO3OgsDMFhZ059SjsGtMra/bcSaVvvJg0\nqMviqYNtNCJJUsdvPEpIK1LpiBY+LpP7tHVzdpA1YQRJLTwlV2jpH+v/6yDp1Zz7JEIEvWId\nAhxQDAAAoMlkFZYxBLn20j4NHMdGdgmfOrCjUCgsKyt7pq9u0NRokWlVhxAqqIE/Av9DYI0d\nAACAJuPqzHDAr4xzLy1gIhFgPKbbtVKOzbvAoUBhBwAAVtPpieSMvPtp2Uq1Y64TKK2ovnk/\nNaegxKoLWgRJZuQU3kpKq6pRWJgyvGc7hBBFkYROQ+q1ho2xw3pYuq0yMSXzx9/P3n7wyPJJ\nIoQIgkzJKkh4kC5Xqrm/2khadt7Gvb/+ePycXGVdYn5xeULSI9qZw5x0Ov3DRzn3kjMs/DET\n8VAnP/qNOBEf6xxg0X1YikJ5ZdUJKXmVcuteHbArcCsWAACsc+5G4trtPxWXVyGEnCXi16YO\nmzS0Z1NPqsGoNdqPN//465l4w8MObcNXvzGzub83Z2JSWtYHX+xJzcpDCAn4vKmj+y+aNZ6H\nc1w+mD68+8lzVxITkymKRAjhPP6YIXFdozgafCGEsvOLZr/zRXFZ7WowdzeXrasXRoQ250y8\n+SBj9fZf84rLEUIiAX/22LhZY/pwZhEEMfKVlflFtfeIP9168MWxg9+YNZYzsaiscsXX+6/c\nSTE8HNwj5v1XJ7kwXaekOXvl9upv9peUVyKEpE7i12eMe35kHGfWC+3EJUoyo5IwPBTxsdkx\nYm8n7os4OSVVnx68mJRVjBDCMWxYl5avje0m5DMc+wfsHG/FihVNPYf602g0jrF+HMdxoVAI\nWwRoBAKBUCjUarUEQTT1XOyLWCzWaDSOtDbo6WEYJpFICOL/7J11YFPXF8fvi6fuQpWWKi1u\nRYu72xjuOsY2YEM2ZLD9xgTYYAOGbgw2HDZkuGuhVKGl7q5pG3l57/dHWUlfXt9NC2lDOZ+/\nyCEn9yZ5ab65957zVev7cxSXkrVow68lsvLKmyqSvBP63KdpE3cnO72OW2eEQiFCiCRZ/CRY\n2fjL4ZMX71TdzMoteBQWM7JfFz6fSxwUlcimf/p9amZu5U2KosOeJQj4/HaB3tzDXbnz5Pfj\n5xFNV3YIpmkqOTW9V+fWVuam3Ikj5q3LK3y1ACZXKC/cDJk6sh936WhmXtH8r/blFZVW3lRT\nVEh0gq2lmW9TjDXt+0u/TUytZqgQ9jy+hY+HK6fkVVPUBxt2PY56taAYn5qVlp3Xt3Mr7uFe\nJKXP+/zHqstMqSJvhUT6NXN1d3bgThTxie6uoqaWfGczXidn0cQAiaclXpwpVOTSnf/Gpb88\n70gj9CI9v1yuwvYvrB/4fL5EYnDNmQ0W2IoFAACoBYfO3lRouX8eOH29Ieby5ikqkZ28eJsR\nfJGcfvNhOHfiuesPqxbPqjhw4iKJ+1W258h5hKr5PlTIFYfOXOXOuvkoPL+IWf5cWlZ+8l/m\n5BmcvBpSWsbcZzzwN8bgCyH0LD5FO7hhx5/cWaHRCWExSYzgpbthaWwlI5r8fuqy9mW25+gF\nzCwRQggRBGppLxjsJe7mKrSQ6OThcTcqNTmb+fadufdcVqHUJR0wKEDYAQAA1ILM3ELtYHo2\n5nv6bSEzt4CiWFaCsU+Q9Q6ycnnVmlPNiSwFsGlZudxZ0XHMDimVYN1UM9jevqy8Iu71b1mF\nnNX6rKgEc5SQ9WpBCKXhXs/MHBZz3gy9XWZZBaXaQTVF5RbrelYSMBxA2AEAANQCG0uWxrm2\nbMG3ERtL9m5hdtYWmEQrlkSxSGhqjKlvtWVLtLPCDOfehH3j27kJ5iygjQXLDq+1hQnB6Slm\nUoPlqxmuA7M123AIITtc+2XW19MW97LUGSszljN/PIKwNoPy5LcPEHYAAAC1YHTfTtrBRlM8\nYWtl3rtza0awiZ11t//swmpiUI/2piZMETB6QDch7vT9e0N6agfHDMRUM/Tr1tbIiNlVWCQS\njhvUgztxWI82YiGzanBMH7yHRBMHFsk47/1B3FntA72aOtszgu0Cmnm4YI7KjWV7BXQpnqgb\nnf1dbcyZb1/3Fu5mWi8yYPhA8YRBAMUTrEDxRE1A8YQ29VY84WBjaW1h+jgqvvL0mFAgmDS0\n+9ThLOrEQKht8USnVr5RL5KrtlZdHG2//Wy2M5us0cTESOrn6Xr/6bOqxhx9Orf+fNEk7pIL\nhJC/l5usXB7+PKHyprFUsmrhxJ5BmNoCgiDaBXpfuPmIJP8r/xQKt65e4OmKEUyWZsbO9lYh\n0YkK1csXZHhw24Xj+/I4V+wQQiP6BP157pam11HPoNYfTcVUxfJ5vHbNm4VExReWyCojLXzc\n//fxFGPcUp+jnZWVhVlIREzlExQKBVNH9Z0+Wl9uHGKhwN/V7klcZpn85aG6dt5On77XTSQ0\niKpYKJ6oFWApZhCApRgrYClWE2Appk09W4oVlsiePk9SkWRAM9cmdlb1MGKdqZulWGRsUkJq\npr21ZZvmzYRaS1w1UVYhD3uWkF9U4uvp4uXmpPtwaVl5kbGJIqGgtb+XpbmJjlkkSR2/ePN5\nfGoz1yajB3aTiHTtw1ssK49Pz5crSWdbM1cHa93nefTCnSv3n1qZmcwY06eZq65PkCTVT58n\nZuYWujaxbeHtxr3tq0l+UUnYswSVigz0bdrErhbzrBtKlToqJbdMQdmZib2d9T6c7oClWK0A\nYWcQgLBjBYRdTYCw0wa8YmvCwL1iGwozM7PGZyn2+oBXbCMAztgBAAAAAAA0EkDYAQAAAAAA\nNBLAUgwAAKDR8jwhLSo+jSBQoJerlxvGXOGtQ6kib4XGpGUXNLG17NraRyrWyREVIZSZX3r5\naZKSpFytjQOaMqtWOfjj7+uPIuPMjKVjBnRu4d1Ux6zYpMz1u07lFpc62lh899EE1pYrrOw7\n9/Dc7acqUt25pe/yiXov0CmpUD6OzysnkY0xv72nHbeHhyaxqTkRcRmIQK28nD2dbPQ6SQAL\nnLEzCOCMHStwxq4m4IydNnDGTpuvdx796/wrT4VJw3ounTGyAefzZklIy/n4+4MZuS9Pg9lZ\nmW1aMsHfA1/QcPJ29I4zD5T/ldN28ndZP72vEFe9WyIrH/7BVyWyV64VA7u22vDhJOxwa3cc\nu3Av+tVXLUHMHx08bRjenbb/4q0lpa/6BgsFwku/LBXrzbw1JD5306knsoqXX6lN7c2+nNDR\nygTf7uSHw1dP3HhadfO9Pm0XjcE0naktcMauVsBWLAAAQCPk9JUHmqoOIXTwzLVzN0Iaaj5v\nFjVFrdp+tErVIYRyCkpWbTtS1cSkJqKTc348cbdK1SGE7ken7jv/GDvi3DU/a6o6hND520//\nvYVJTMzIPX83utoCCk3/cuIGtvvM4s3HNVUdQkhFqsau2IWdZ90oKlN8eyq0StUhhBKzS344\n85QjpZKzdyM1VR1C6M/Ljy89fP7mpwjoDAg7AACARsiZqw90DL6NPE/MiE/NZgTTcwpDnydx\nJ15+HKcdPP8wBjtibEqWdvC3v29wZ32952+EtLbFKGrrnxe5E59EvdAO5ubpy1Lsfmx2qZYt\n7JOE3AIZZrfk/L1o7eC5+1FvbGZA7YEzdgAAAPXEw/DYXUf+jU/JtDAz7tel9fRRfSRiXVuv\n1ZaiUhaXz6o2uW87xTL27i1Y89aSchalUlKuoGnE0V1OrmSKnkpkZXLWuMZ82K1y07LYPWSr\noCiWruz6OzhVUs7+BEsqlNy7saxvRHEp9NZpSGDFDgAAoD64/Th6zhfbQiJfFJbIEtOyd/51\n4ZNv9urvlLO7E4ubqra91VuKmyN7+1w3R8zJfRdblqNarnYW3D2DJSIRn1FJQCOEkDOuubGv\nhyNrvE8Hf+5EIVuzZaw9Rp1xtmZpCi3k8+zNWTxkNXF10O7OTbMFgfoDhB0AAIDeoWn6q51H\nGME7T6KvPQjX04izx/YXi6pViUrEollj+utpuHrGyc5qSDem7VhwOz8/XPHEiK7+2sb20we0\nwY44iuERTCA+j/hs9mjurC9mD+fxmN+zQqFgcHemIS+Dxe+xuIf1CcJk1ZkOXnY+TSwYwbGd\nPaUizLbe1IEdRdXrOcQi4ZQBeO9dQH+AV6xBAF6xrIBXbE2AV6w29eYVWzcKimXb/zirHXey\nt+nY0kcfI9pYmjVv5hoem1QiK0cIuTvZbVgyuYWPuz7GahA6BDYrlytjkjMpiubzeMN6tFk+\ndYgYJ0QkIkFbb6f4jILcojKEkIWJ5MNRnXu3aYYdrmsb/+SM7IS0nMqbxlLRxiWTWvpgOp7w\neLyW3q4X70dVfVVJxMLDX803M8ashPm7O6QXVcQnZ1RFWvg0++FDfRU183hE+2Z22cXlafky\nhJBEyB/f1WtCNy/sGqG1ubGPm0NUYmZpuRwh5OZg9fn0gc1rWKesM+AVWyug3YlBAO1OWIF2\nJzUB7U60MfB2J6VlFd0mfqodn/fewHnvDdTv0OUKgiBMpPo6zNewqEgyM6/YwdpcpLOhbSU0\nX6QkKTGhrtXRNYqinj5PtLe2cLKvnZVqWk7B1YfRQ7u3tjQzrlXi3aiU/BLZ0CDM1u2bQkFS\nKkIoJVR8rYVGbvKKZARBWJvX7tnpCLQ7qRVQPAEAAKB3TI2lrf08Qp8lMOLd2ur9C9vO2gI1\nXq9YoUDgijvoxoq5seQ/r9haZPF4vDb+nnUYztnOasqQrnVI7NzctQ5ZdUYqEtibmdbBK9bG\nguWUHtAgwBk7AACA+mDtB+9bVF+tmTt+QHMvt4aaDwAAjRJYsQMAAKgP3JrYndq2+siF27FJ\n6VbmJv26tG4X4NXQkwIAoLEBwg4AgHeXS3fD9p68WlBabmdp9uGkge2a4w/Rvw6lSioyS56c\npzJTKD3zVe10ToxMyr78JKGwtMLVzmJEF1/tuk5WSFJ98tLdp88TCIJo7e85vHcnAV8nQ6qs\n3II//7mWmJpla20+rHfnFr4eOs7zbuizy/fCikrKvN2bTBjc3dxUpxNXGbklM1b/lJufy+Px\nPJq6//HVQh3nOWfDvscRz2iS5PH53s2aHvpqgY7zHLlyTxmSIr4AyWVfz+7V1ttdl6zEjNwl\nX+7IzisQioQdWzX/btlUHYcb/9mOlJwCgiBomu7Y3GPLJ+/pkkVS1Oa/bjyJTSNJytfdbsXE\nvkYSnb6yi8vkJ25HJ2UXWRhLerRwb+Olq0fwL6fvn7n+uEIut7IwWzltcDsfnRJlZfI5a7Yl\nJGcQBPLxcNm2Zr6JFAodGhIonjAIoHiCFSieqAkontCmDsUTG3YdP3XloWZk0XsDpo3Ul9X6\noxdZ81dvJhWvzrp17dlr24cjsIlHbkTu/OcRjVBlgaKRWPj9vIHezpiDZSqSnL5ic0RMYlWk\ntb/n7g1LBDiz0bBn8bNX/lAhf/Wh+2zehInDe2PnueXA6f0nr1TdtDA1/n3TJy64xnLRCZkT\nlmzQrGDgC4UPj/yA1XbBM78szM3SSCSMLGzu/bYOO89+qw4b27/aASflZdM72Y7qzmyewuB+\nWOzcz7dqztPc1OTmH5uww3WZ8RVNaJx6IpBUyLvyy3LuLJKiRq3cX1z26moRCfl/rZ1ihdP0\nKTnFi7efLdXowzypd0td+rlMXv9HbFw1W45FU0ZM7tOSO6u4tDx40nI1+eqLWCAQ3jz0nYnx\nm9R2UDxRK+CMHQAA7yLxqdmnq6s6hNDPR/4tl7O34H99Ptt8UFPVIYRuX7t6ISSeOyslp3jf\nhSfoP1WHECpXqP73503sT/LdR//VVHUIodDo+P0nL3NnURS98rs9mqoOIfTDnmMpGTnciU+f\nJ2qqOoRQUWnZ2m2HMLNEaPrKHxh1qWqVauzSLdxZt0Jji/KyqifSFUV5O45e5U4cuWqfpqpD\nCAkkxjsvxmLn+eGGXxjzLC6Vrdr6B3fW94cuVlN1CCEaVaioqIRM7sSNBy5rqjqEkFKlXvbz\n39h5fnf0dml1d42DV8Kep+RyZ52+9zw2jnkp/nzwbzXu1+OEj7/RVHUIIZJUTVz2LXaegP4A\nYQcAwLvI6Wsh2tKIougLt0P1MVxOcXl+Rop2/MJ9FqtNTZ68yNB0rK8kObsos6CU9f5V3A6J\n1H6CNx9FcGclp2dpazilSnU/FDPP249Z7EGfRMeXVWCW2+XlLCZgKSksr5UmX+46rr3dRCP6\n4Nlb3IllNEvbF4m1A3eWWq2Ws+0b3HqMeT1PXglhidLo0x//4k4MfZGuHUzMwnjFlpYropJY\nJPjDGJZH0+T0tTDtti8Upb7+NIk7MTMnTzuYksG08QXqExB2AAC8iyiU7IKjQqGXFbsKBXuT\nbSXuMIm2qqtEVUO8CoWK1O4tqyJJ7qyaHlaJTVSxeZvStEqFSWSFojALkmQN86Ro3PkEHssO\nL4/gKZVc81TW0COdwr0LNT0N7NvH7hWLe3JkDQtsKhKTWdOFIcN+HFgf+G0+4tUIAGEHAMC7\nSHC75jXEA/QxnIutidSUadmEEGrrh7Eu8HO11Q6aG0ucbMy4E1uwFQS0wDklNHV2MDVhOcXV\nwgdTPxHozdK3xa2JnQWuHy9fKNQOWlpacmeN6tMJsXkitA3AlL8QSpYFQkVpgYjTskIqEvHY\nzvx5uDtzD+fnzrYWSKBpQ7tzJ7qxNUDGtv+1MJbaW7L0k/NzxZx07NCC7f0liD6tMBeMsSnL\n1WJmZsqdBegVEHYAALyLBLXy8fNgfisHdwhwssdIirrBI4jFM8Yxgs6ePtP7Y87sBza179OG\n2RF38chOAj7mr/eCiUOtzKt9v9pamc+bMJg7SygUfDaXWbM5sl9XbGFsr04tO7f2YwRXzh3L\nnYUQ+niWdokosXfjYu6sReP7iIyYp+mFRqY/LZvMnbj/0zHK0kK5OydYAAAgAElEQVTNCE2p\n/a3wpoVzJwxlRHg8/i+fz+XO2v35DFprnY2m1BP6t+dOXDu9P59fTboSBPp8KouBLOM+H43u\nzAh28nMJ8sd0Of5gRJCJGfP1DO7czlgq5k7cvGIuwbAdI3jbv5jHnQXoFfCKNQjAK5YV8Iqt\nCfCK1aYOXrHDerVPzylIy85X07SRWDymX9Da+XghUmcCm9o5uHrGpBcolUojM8suXTv//Ml4\nsRDf16OTn7ORRFgkk9OI9nG2+Wh05y46uBEYScX9urYpKS0vq1CYmxoFd2zxzdIZNpb40kIf\nD5fmXu5ZeQVyhdLNyX7m2IELJ4/AGkwRBNE7qCWfzysqLeMRRCs/jw1LJrfDrZ8hhFp4uYiM\nzR9HxFTuokqNTLat+zDQE99oY/LgbocvPSHVKoKmeXyh2NTi31+/kIpY1v80MTWSOJsSl++H\nE3whoihFca6/meLbhXgP1nbNPYVC8dNnCWo1RRCEna3Nwe+X21nhX88h3Vr8eek+gXiIIBBC\nfIK6s2cVNstIIuzesllobJqsQkkQyNbcZP2sgW28nbCJTjZmrZo55hWXy5Wko5XpyC7+C4d1\nxP4MQAiN7tXm/rOsopISmqaFIvHwfl3XTeuLH87eytvD5U5otEqlJgjCzMxk86q57QK8sYm1\nArxiawW0OzEIoN0JK9DupCag3Yk2Bu4V24BIpVLUeC3F6oyZmdl/lmJv8ZfgG4fH45mZmdXB\nUkyvQLuTWgFbsQAAAAAAAI0EEHYAAAAAAACNBBB2AAAAAAAAjQTwigUAADBoSLX66NXQiw+e\n5ZWUNXW0ntS/fQd/d10Sb4a+WP/rmdLSEoSQmbn5+nnDgwKYBbZvkNjUrJlr9yiUSgIhRBAd\nAzx+XD5Fl8TTN55+t/9MRZkMETwrK8styyf5N8VXCdA0/e/tx3+cuZaenedoZz1uYLehPTvx\neGxNUKojq1D8dv7Rg2fJ5QqVl5PNzKFBnk0w/myV7Dt947eLTym+CNGUmYjevuw9VwdMGxGE\nULlSNW7VnpIKkscXUKTK0cb4r3UzdBkuPjVz6Te7UzJyaBrZWZmvXzy5Q0sfXRIjErJ+uxSa\nkFFgYSINbuUxvmegCOcjBzQmoHjCIIDiCVageKImoHhCm0ZcPPHlvvP/PnimGVk/e0ivtpjC\nw6exqXPW7aLIVw1m+ULx3vXzm3s46mOSKpWq64yNjNYeLbxcd6+ZxZ14/m74qh8O0BoXs0Ao\nPrN9haMN5rD8/hOXNu8/qRmZNbb/B5OHY+ZJqhd8fzQm5ZU9g1go2LFsnKcTRqLtOn7t8O04\npNHag1JWnPt2tjHO8D540Y+EqFqzNwmhOv/9fO6s3IKiAbM+r96Hmdj/v09a+2P6zjyKSV++\n87xmpHNz1w0z+hF4xYsQFE80CmArFgAAwHAJi0tnqDqE0PeHr5C4HkDLfzqmqeoQQmqVYunW\nI294fv/x3opftBu2RbxIxSZu2HmCrv4ThVQpFv7vAHdWYYls2x9M49TdR/9Ny2JxuNLkzO1I\nTVWHEFKoyM1/XcfO89C1SFRdHPFE0g+/w5jh/nT0JkPVIYTklODRs2TuxGWb9mq5a9DLv93N\nnUXT6PsjtxirNXejUu5GYYYDGhMg7AAAAAyX6EQWt/hiWUVaDmZNhXXlslhvy5lZ+cXaQRrR\nNx4zVSmDCjav2KwcjCnqs/gUVrOyyBdJmMRkFhvTZ8nZ3JtXcqUKiVhW5lJyMY69V5/EsEQJ\n4sC5h9yJCWks73teIebtK5JVZBfKtNfmnqXkcicCjQkQdgAAAIaLsIbTUSIh5oQ0j2BJJAh9\n/c2vqYGxJc5SjMe2R8jDNdQVCdifvrCGuMYdWB5ZwOcx7RMYWXw+wab8cG2bkaCGt08ixsyT\nz+Zpi91OrakRsVCHBsVAowHebAAAAMOlvZ+b9sl3d0drR2uMV6wjm9mosyOL8+wboZUPi1cs\nQfBaeGFMMizYbGH9PF24swK83bVdaI2lkrbNvbgTOzVnMT8NCnDnzuLzeYSKpcNze5wVxJSB\nHVksxdSqTyZiTB3aB7KYdjRzwZyPNDUSN3e314538MO8nkBjAoQdAACA4eLmYDVrWBfNiFQs\nXD1tAPcKE0Jo9+opImmlVyyNEI0QEhub7V6lU5lqHfhp+RShsJqdF0GgKYO7YhN/XTOLLxRp\nRoxMzXasmMadJRGL1i+eork+JxQKVi+YoK32GPRo5dmvg69mxM7S9MOxPbDz3Dh7IK2uVqsn\nJMu/XDCGO2to5+YWouohmm7WxNzR0oQ78auPZjCei0go2L52IXaey8Z3MzWqZvA6sU9LP1d9\nCXrAAIGqWIMAqmJZgarYmoCqWG0acVUsQigsLv3ig2d5xTKPJjajglvZWmBkQSWycvmHPxxJ\nTMtBBPJ0sd/y8XhjiQif9hpMXLUjIS2bpmmhULB+3qie7f11ycorkn3wzW9pWXl8Hq+5l+vm\npRN1bM+RlJ599Pyt1KzcJnbWY/p3beaGd5it5Hpo3OPY9DK50sPRclT3Fka6vSyJqTnLth8v\nkCn5PNSmmcM3i8frONzavReuP46hEOIRxHt928wbjte7CCGSpDb+cvhBeIyKJJt7uW1YMtXE\nSCe/1CKZ/MStyITMQksTaY+WTdv54HvHVAFVsY0AEHYGAQg7VkDY1QQIO20at7B7HcArlhXD\n94qlEbqXJIvKkpMU7WUjDvY0FfB161nyGoCwawRAg2IAAAAAMCxoGv1wI/txWnnlzVsJsisv\nStf2byIW6F3bAW87cMYOAAAAAAyLa3GlVaqukuRC5ZGwgoaaD/AWAcIOAADgLUCppnNlJGWo\n+4ZV5BYUP32WQJKGfk6guLQsA9ctTxuKosJiErJzC2ubqCLV6TmFWj2Ha+RJejlLMI0lyApF\n01n5xRWKxnBUCagtsBULAABg0BSWk/sf5j5KkdEIiQXE0OZWI1tYsrZ/a1gehccu/XZvcWk5\nQohAKLhDwOaVcxp6Uiy8SM7cuONIWEwSQsjK3HTJlKFDe7bXJXHVlt/OXn9AUzRCyNTYaMNH\nU4M7BGKzimXlW/+4cP5OuJqihAL+uH6d5o3tLca1IVSpWRS8SgdZSNP0oYuPDpy7X1ahIAgi\nKKDpJ+/3dcA1xwEaE7BiBwAAYLiQFL35RtbDFFnl97yCpI+F5Z8IN7gtuYJi2YL1P1eqOoQQ\njdC1h5GffruvYWelTWFJ2YL1OypVHUKooLj0i58OXb0fjk385tej/1y9X6nqEEKlZeUff70z\nNRPj6EDT9NodJ/659VRNUQghFan+49ydLQfPc2chhDysxdrBZjYsQQbHrj75+fiNsgpF5eh3\nIxKWbTuhYHPpABorIOwAAAAMl9C0she5zILW0xGFcgPb6/x2zzGV1pQu3gk1tD3ZI+dvaxtz\nbT+MV1pHzt1kRNRq6uudGO/diLjUO09jGcETV0Oy2RzYNBnqb25jLECosgUhQghJhLwJbay4\ns9Rqas/fdxnBhPTcy4+ecycCjQkQdgAAAIZLZolSO0hSdK7MsNZgElNZPFhphJIzc+p/Mhwk\nZbDMJzk9B+cVqyTVLPugKVmYFbuULJa1VZqmU7Iwx/uMRLx1A5r08DSxNhGYinntXY3XD3C0\nN8Fs4BaWlpeWy7XjybjhgMYEnLEDAAAwXExrMBU1FRvWz3JzU3bLB0cbi3qeCTcWbPM0NzXi\ndvKQiEQEImjEFH9mRkbcw5kbS2uYBiYRIWQp5c8Nqp1jhIlUzOfz1GrmKmlN0wAaJYb1pwEA\nAADQpI2LsYmYj2haWVZcnp9BKioQQi2aGFlIdfpZLlcoI2ISI2MTFUr9FkhOH91HO+hsb2Uk\n1cksod4Y1L2tdnBozw7YRO+mztrBSSN6cWe1829qb83srOvj5ujpwuLo+vpIxMLg1t7VY7RU\nLOzV1kcfwwGGCQg7AAAAw8Vcwh/lxU+9fTLh0h8pt07FX9hfGn1zRntrXXLPXLnXb9qKUfPX\njJy3pt+0z87feKS/eXZq6TuufzVPWyOpaPeGD/U3Yt0I9HZbPnOUUMOyrEsbv4XvD8Im7t74\nIWNVclCPDoO6t+POkkpEXy0aZ23+ygLO2d5qw6Kx+itqXjqxj39Tx6qbRhLxyqkDHW3AtuEd\nAizFDAKwFGMFLMVqAizFtGmslmJyher9Zd8nplU7wfbeoG6fzhrFnRgSETvjs+81IyKhYPdX\nH7fy93zzs/yP5wmpf5y5VlAsa+XnMXNMPx7PQNcO0rPzQ2OS5QqVh5NtG38P3RN/O3XlQViM\nuZnxuAHdWvnpmlhWobgdGpOZV+TqYNOtjY9QNyfcOkPR9IOoxPi0XEtTo6BADysz9l1yVsBS\nrBEAws4gAGHHCgi7mgBhp01jFXYX74R++v1vjKCAz7+6/0tTzoNTi9Zuu/koghHs3bn15lXz\n3vAU304M3yu2QQBh1wgw0J9TAAAAAEIoPZulrJJUq7PzMV+9rLYK2L5rAAC87YCwAwAAMFxs\nLFk8A3g8gjVeLdGKZYXD3tqwalQBAHjjQLsTAACA+iM5T5acKzOTCn2dLCRC/Fmr4A4B9tYW\n2flFPIKHeDyaomia6tu5FWvbDk3GD+pxP/QZMzgkWMd5RsclJ6Zm2VpbtPbzFOL8r6rIKyz+\n+3pITkFJxxZewe0DdMxCCB2/FXXuTpiRWDhtcKe23i46ZpEkdfrq/ZiE1GauTUb0CxIJdJ1n\niaw89HmyXKlytrNwcbDRfZ5PEvNDU0vNpYLu3jZ25oZV8NuA5BQUR75I5fGIgGauNpamDT2d\ndx0QdgAAAPWBkqS+/yfybuzLMggbU8mSQc1bumG8BEyNpZ1a+Z67G4GI/zZYKPX7g3tgh+vd\nuXVwj643bt2lKQohRPD4vXt2694e721aVCJb9s2vD56+9CpwbWK36dNZ/s3csIl7T1ze9vtp\ntVqNEDp0+pKjve2xrStMjPDqp9eC72UlJZUeCw8eR3p6uB1ePwObFRaTOPeLnyoqXvbj/W7v\n8a2r5gW19sUmXrz79Kudx4pLyypvjunXecWcMTwepkxVQVKfnk4qM3NDyAIp0Plb5cFWOZM7\nu2KHa/TsO3Xt12OXlSoSISQWCeeP7zdpSPeGntQ7DWzFAgAA1Ad7r8VWqTqEUF6pfNOZ8AIZ\npjAoLiXrrKaqQwjx+Au+2osd7u7zzBdyU/uWwVbebay82zi06v5MJn34gsUfgsH6bX9UqTqE\nUEpGzscbd5ZVsPgZaBKdkPbjgVNqDXuGzOzc2Z//hB1u7KpfZSXFr5yzEB2fmPz1wSvcWRRF\nLVi7rUJjVgql8sONO+RyFqMOTRJSs7748VCVqqMROnbx7v5TmOEQQl9fSCwze6VueWKjG8W2\nocmF2MTGzbWHkdsPX1D+50WrUKq2/H72Tig4mDUkIOwAAAD0jkpN/RuexgiWVKhuP8corU17\nTxME8w+1kqQj45O5E88+TkQI8UViqaW91NKeJ5QghP55lMCdlVtQfPnOE0YwIyf/5kNmgS2D\nHX+ep2lmmXZ0XBJWaaWkZjBDNH0W13Lv0t2nsjKmha5CqTzy723uxJNXHmj2aq5cpjty/g53\nFkIoBTFNIAiB6HjYu27Vdezife3g0Yv36n8mQBUg7AAAAPROaYWKVLO01ciXYVbC8ovYurcQ\nKPx5KiaxlOWR80qZYoh5h0J2c/ocXBFuLmsiTWfkYda0aLauPWoS44SblM5uQZuCK/vNK2R5\nPfMKS7ibnihIii9mOdRYSr7r36G5bK9nTkGjajn01vGuX5QAAAD1gKlUyFoqYWeOMfF0tGU5\nhEcjukNgM+5Ee7ZHdrQ00Q4yhmM9beZkj/G6aGLHcgeCx3OywxwiJPgsL4tIJOLO8m3qxBr3\ncWePV8E6H0c7S26vWLGAp64o1Y5bit71HniOtpbaQWd7zJsO6BUQdgAAAHpHyOcNb1ftoD2N\nkK2ZpIefA3fi6rmjkdYWp5lE1MwVkzg6yIstiJGDFmYmI/p2YQS93Jy6d2jBnfjhxCF8PrMa\nr2Mrf7FIyJ0Y4Kc9JWLyCEx1SI8OgdaWzH4upsZGI/t05k4c1TfIxIgpeaeP7M2dhRDyFzN3\nXdXKiont7bCJjZvJQ1nqJKB4omHhr127tqHnUHcUCkXjaL7P4/FEIhH4KzAQCoUikUipVGqe\nyAYQQhKJRKFQQMd8TQiCkEqlarXaYD9HzV0sZXJVbObLXSoPW5Plw1rYW2BW7EyMJFZmRnef\nxqD/lpSMhLwj339kLBVzJ9pbGDlYGEWm5CtJNULITCr6cGirDl4YOYgQ6tjSLye/KCbx5YnA\nVv6e334228oc08PC3NTYydH27pNo8r9Pq7+Px671C/k4V7HhXQP/vvdcVvaymgERRMe2LVZP\n7oudZ3DHFlfuhVVVdViameza8KGdNcafwNRYGuDlGvosobSsAiEkFgnnjus/aWgwdrhOnpYh\nUQmlPDOCx0MIqcsKx7iVd/KsRauUtwKCIMRisVyOOSFQRRM7qyZ2VqHPEitPLlqYGa+eM6aL\nDrXJtYLP50sk0FxGV8BSzCAASzFWwFKsJsBSTJu3xVKspEKVmiczMxI5WRphW2xUoVarz90O\nfZ6Q3qtDQNvmtTB7VajUWSUKhJCjuVhUG4vS3ILi5PRsextLZwcb7m1KTZQkeevJs+TMwj7t\n/VybMKsNOIjLyP/rSqixWDxtcDsLTqs0BhGxSRGxyf6erq38muqeRZLq7EKZklTbWRgZS2uh\nGHKK5Y+TCy2MhG3crcSCRrjlVTdLMblSFZ+aRSDC08Ueu0ZbB8BSrFaAsDMIQNixAsKuJkDY\nafO2CLv6RyqVIoQqKjBlE69PTnH59vPhIS+yKZo2NxJN6uE7pL2HvgetM+AVywp4xTYCoEEx\nAAAA8LooVOrPD91LyX1ZYVBcrtx+Plwg4A9oje9sDADAG6QRriQDAAAA9cy1iNQqVVfFgavR\nFKyHAUD9Ait2AAAAjZbbYXHRiVkEgQI9mnQK1OPGaEoeSzeQojJFSbnSwhhT50HR9JX7EVFx\nqUIBP6ildxt/XedZXCa/9Dg+q0Bma2HUp42ntZlRreddG1Sk+vyNh8/iUkyNpd07tAjwdtcx\nMV+muPE8r6BMaW8uCfa1MZW8+VNoDcud8ISwuDQewWvl7dypuXtDT+ddB4QdAABAI0RNUSu3\nn7z19EVVpGdbny/nj+DpXAlRK0ylLJ3n+DzCWIwRMUoVueDLX5/GJFXe3Hfq2ph+QZ/NHIEd\nMSo5Z9Xey6XlLw/gHrwctmZyz3Y+mD52daZUVj5t+XcvktMrb+44fHb++0PmTxyKTXycVPjt\n+RiF6uWJ2GOP0j4f5tfMHtNQ8G1BTVErd5y5E/7S0eTgvw97tvFeN3uwni4zQBdgKxYAAKAR\ncvTK45saqg4hdO1xzMlrTLuwN0V+Zrp2FYJCViTElY7uOnqpStVVcuzivcv3MQ5mKlK98Y8b\nVaoOIVSuUH39581yub7K6Tb9eqRK1VXyy6F/Hke+qOn+lcjk5I+X4qpUHUKopEL1w4VYNdVI\ndqiPXg2tUnWVXHsSe+pGWEPNB0Ag7AAAABol1x49114zuRoSo6fhLt17qijK0dR2apW8vCgv\nK4/do6wKVg135X44d1ZsWn52oYwRLJLJwxKydJtvrbl4+7GOQU0i0opLKphaM7NYnpBbxnr/\nt47rT1ik7TW2IFBvwFYsAABAI6RMrmQJVuirc5BCpVYqS1TyCoHEiMcXqJVyUl6GEMorKnaw\n4WpUwTolWTmmQW65gn1lrqb4a0Kq1ZUNeJnDVWDmWaFib64uVzaSpuvlCrbLTA4NqhoSWLED\nAABohHi5sLhdsQbfCG72FgghWq1SlRUrSvIrVR1Nqf1qMHWtwtvNUTvo496EO8vdwYL1FJen\nI4t16esj4PM9XVmm5OPhwp3Y1MZYO8jjEa42+q3zqDc8nVi8N7yca9GbGnjjgLADAABohMwa\n0c1IUq2gwdRIMmNYVz0N9/0nk2k1c02ro08TPh9jd7Ho/YEiYbW9Izsr80lsDqSa2Jobj+0R\nwAgO6uDt7qAXYYcQ+mTmGEbE09VxzIBu3FlNbY17+jHF9Oi2TubSRlIYO2toZ+3LbPrgoIaa\nD4DAK9ZAAK9YVsArtibAK1Ybw/eKrWfMjCUdAzzSsgvzimQCPr+Nr+u6OcPcHK31NJxIKGjj\n7XLlYYSaQggRNEV29HHcvGwKNtHW0qyNn0dSRk5BsUwkEHRp7bth8QR7awtsYktPB6lImJJT\nVK5QWZlKxwUHzhzYFmtNW4VYLObz+bobcrg42jb3do9LzigqkRlJxH26tP5q6QxzU5YFOQat\n3SwIhNILKxQkZWMqfq+jy6i2Trq7tNUztfWKNTOWdPB3S8spyisu4/N4bX1d184c7Gr/huU1\neMXWCrAUMwjAUowVsBSrCbAU0wYsxWpCJBIjhJTK+vsQFZTIrMxq3c5DRZJ8Pr8ObTKUpLpW\nNriV1NlSTKUiBQJ+rZQZRaOEQjKnTO1kKnCzqPVU65M6W4qp1RRCiM/XyzYgWIrVCiieAAAA\naMzo6buWgzqoOoSQUFDH76M6qLrXQSis3TwzZeqfH8pSS15uO/jYCBa0NzEXN7ZzUPV/mQE1\nAe8EAAAAAOgFkqK3a6g6hFBMHvnr40bS6wQwTPS+YkfT9PHjx8+dOyeTyXx8fObPn9+kSROE\nkFqt3rt3782bN1UqVdeuXWfNmlW5g15THAAAAADeLp7nkWklzCPCkTmqjFJ1E1OD3pMF3l70\nLuyOHTt24sSJjz76yNHRcf/+/Rs2bNi+fTtBEAcOHHj48OGKFSsIgti8efOuXbsWL16MEKop\nDgAAQujCrcdb958sKCoxNpIM6dXp4+mj9DpcYUnZvpNXIl6kiIWCji28Jw7pLqrlPlT9kCdT\nnQrPSy1KkgiI1s7GfX0t+TydjkAt/Oa3ByFhalIlEIkG9+6yds5IXbIUStXvp689CI9RqsiW\nPk1njOlrocMheoTQvbCY/+06llNQJBGLe3ZosXLuGIFuG1jf7f/70v2IcoXKytRo8cQBvTsG\n6pJ1LTT+i1//JuXlCCGhxPh/C0Z0DnDTJXHNr/9cuPmIVCn5fL6bq8vRr+fqkiUrVw6cs6ZU\nJkM0zePzRw/osWqOTtfn578cP3flLo1oRNMET7Bl5axurX10SVy85fiz7HJCIKJJpbuF6NdP\nx+uSFZmY/cGPf1NqFaLUPJHYz9ni54/H6pQYn75h9+nMnHyxUNAu0HvN7OFiEebjUCSnEUKJ\n1w4rivJoiiJ4fCM7V9cuwworKKywK5JVfLHz9POkDEpNuTnarJszzNneSpd5bj1y4+jlh2qS\nJHiEraXl4Y0zjET4IlyFghz66Y7S4hKEEMEj2gV6/7hktC7DJaXnf/TT8cIyJULIykS89aMx\nLnb6qk0GdEG/xRMqlWry5Mlz5szp1asXQigvL2/lypVr1qyxtraeNGnSJ598EhQUhBAKCwtb\ns2bNgQMHxGIxa7ymU5NQPNG4geIJBrv+uvDT/mOakdaBvr9tWqqn4fKLSics+yG/6JW5e6CX\n2+71CwT1e6QJS2ax4rNT8RUark1tXEw/7e+GVXb9532VlZGmGQkICPjjqwXcWSoVOXXFlui4\nlKqIrZX5X5s/tTLHHCw7c/XhFz8e1Iy4Odmf3r4KN000eeW2mJQczcjCcb2nDuvBnXUzImHZ\ndwdpNVkV4QmEWz+b3tHXmTtxyrr94aHVnMdMrR1u7VmJnWfrkR+qlRrVlATRtVObn1fP4c76\n+IdD1++GEMQrgUvT1B/ffurX1J47cdTq/RWiasWz/PLCf/43nTsrK1/23rrflWWv/DB4fIG7\ns/3BLyZzJz6ISly0YRetUbFka2N99qdlPM6fENG5qtkrf9AcDiEksbA//u0HdsZcmr5crhy8\nZItco/0vj8c7tHGumwOmrnnZ9tM3H4YhjW92ocTo9q5l3FkIoS4zv6GRhh6gaUdH++MbZ3Bn\nJaXnT/3mL57gVccTilT89cVkBxsz7Ii6A8UTtUK/Z+xiY2MVCkXnzp0rb9rY2OzatcvJySkh\nIUGpVAYEvOxCFBAQQNN0TExMTXG9ThIA3grkStXPv59kBEMjnl+++1RPI275/R9NVYcQiniR\n/OeF23oars7suZupqeoQQk9SS+/EY8r6ztwMzcpMYwSjoiLj0nNY71/Fwb+va6o6hFBuQfGW\nA6ex89y48wgjkpyefeDUNe6s83eeMlQdQuiXo1dINaYmeuXPpzRVHUKIIlVLtx6r6f6VFJWW\nRUYwPb5K87O+PnCRO3HYwo3VVB1CiKbvPsI4gyGErt+ppuoQQgTBm7T8O+6sx8+SK4TMb3q1\n1OLoNYzH1/tfHmLILEpNpuYz3cm0Wf3Tn3T1OvTcvPzNhzAvy7G/LynLmL/Y5cU5cQnJmOF+\nOSmvbupAUdTSLcxLSJvbIZGouhGtSl4+d9Of3FmzN/1VTdUhhAgiIyOrBOch8cGWo5qqDiHE\nE4jnfXsYO09Af+h3VyUzM9PS0jIiIuK3337Ly8vz9fWdO3eug4NDfn6+QCAwNTWtvBufzzcz\nM8vPz1coFKzxqge8f//+119/XXVz3bp1gYE6bUkYOARBEARhaQnL19WobChgbGxsZNRIurS/\nDpfvPmHt53flXtjYwT31MeKT6ATtYFhMygeTDehCpWk6OpPlKHpcPjm0Hdc8j116iLS2K2ga\n/X723o+fTuNIDIth+Up+HBXP/flNSM1SsJkv3Ql9toRzP/3mo+faQYpG0YmZPdozO/Rqoq4o\n1w6S8jLuef549CZFsmyDXA+J2rSEa6MzPTtfO0iRqodRCf27tuVIZG0bQtMk9zz3/nscEVor\nxwRx8tbzOaP6cCTSbMORZaXcw5EUVVTI8lPhcXQCd+LVkBjEdp398NeVwd25VtFikllMb7Py\niriHO3cnglKTSOs5xiZncifGJjB/5CCECB5v8+EbWz7metsQlNsAACAASURBVN9L5WpC63hG\nUQXm7ast0NqpVuh3xa68vFwmk+3du/f9999ftWqVQqFYvXq1QqFQKBQiUTWNLxQKVSpVTXG9\nThIAAOCtg3sH0HAQEIZ4KBPQEULnhs+A4aDfjxyfz5fL5YsWLWrevDlCaMWKFdOmTQsJCRGL\nxQy5plKpxGJxTfGqm506dTp9+tWWR3FxcWFhoV6fQv0AZ+xYqTxjV1ZWBmfsEELNPZ35fL72\nol3voJZ6+hS09mt6/hbzkVv6uBrah87P0TginbmV1sxawD3PMX07hIWHae0+oelDu3IntvRx\nu/4gjBFs29yDO8vSRCwWi7QX7bq09uNO7N7e90pINCPII5CvmwN3Il9qpC5lDieQGHNnTRnQ\ndv9fp7UX7YLbNedOdLK3TkpiLp3y+MI2/pgLhqZp7UU7gsC8fTP6t1t95AlzuY+mx/QI4E4k\n2E6VC43NsFe1uYWFdtvetv6Y971Xe5+/L+UxF+0I4uPxvbkTfdwc7oWXMoKOtpbcWUH+zjy+\ngCKZi3bebo7cid4ezlExiYwgTVFLxnfjTjSV8GVaGwkWUszbV1vgjF2t0K8Yt7KyQgi5u7tX\n3jQ1NbWyssrNzbW2tlapVDLZy7/FarW6tLTU2tq6prheJwkAbwUSkXDBZGbNZqsAnz6dW+lp\nxI+mDGUUBAR6ub03QF9mo3VmVmdHqbDan7I2LqZdPDGeVMO6t3ZwZJYR+Ps3d8eZbk0aGuzv\nWc363dbKfMnUEdh5rpo7jhFxdbKbOgKzjT6wSysfV6bZ6PyxvbHltF8tGEHwq9VC8gTC7z5k\nGp4ysDA1DtA632Jibb9iaj/uxDPbV/FF1VtTEUTnDi24sxBCwV3a03S1jTaapg7iSoLa+rlJ\nVcWMIE9eNCq4JXfioc/fFxlXkwg8vsDZGl/UvGHReMbylY2N1UfvY16WL6YPEhszywhMLGw6\nBzbFDDd/pERc/ewaj/fNYnz1btd2Aaj6aq5QYrRz+XvcWb8uH08wd3DpJk0czCRi9oT/+GnJ\nWIqsfhZQpdyxbAJ2noD+0K9XrKmp6alTp1q2bOng4IAQKisrO3ToUP/+/f39/U+fPu3t7e3k\n5IQQioqKun79+syZM+3s7FjjNbWyA6/Yxg14xTJoG9DMw83pWXwaqaYszEzHD+357fJZ+hvO\nSCIeGtyeomiaRq5NbEf16bRyzmgDbHdiKhF0a2ZBUkggELhaSQc1t57c0UEXZ6rJQ7pFpuRn\n5uQjhIQSybABwT99ivc25fN5g4PbS8QiiqZtLM36d23z9SdTLXXwWvBp6tTCp2lkXIpSRZoa\nGw3s3m775/N02VEd0bNdcYksI7eApig7C5NVs4aP7N0Bm+Vmb9nM3flWVCpN0zweX2xi8e2H\n44P8XbGJI4NbZZaqk7IKCIIvkEg9mjW78ONH2CyE0KRhvY9dfqBSqwkejy8UjR3c+5uPJmGz\n+gcFpuXLXiSkIpqmEU0QvK2r5rT1w7dlGd+r1cMnUTnFZTSN1Eq5qwn11xpMZStCyMRI1M7X\n9eLTNJ5AyBMIhcZmAR72ez7DCxFne8vOrf0iE7MUSrWJiVH3Di12rJwu1KFCfMawrifvRCsU\nKoLgEUKRm5vb2e8xldcIIaGAPyK4TWxqbmlZhYAv8HJ12L58IrYkFiHUr4NvuQo9T8lBCPH4\nIntbm9Pfzxfy8fOcNKDT8ZvhCrkc0RRBEO0CvfevmojNsjAz6tnC48aTqAq5ElGklRH/10/H\nO9nirX5rBXjF1gq9e8Vu3749LCzsgw8+MDc3379/f0ZGxk8//SQUCnft2vXgwYMlS5YIhcIt\nW7Y0b978gw8+QAjVFGcF2p00bqDdSU2AV6w24BVbE1KpFCGku9v9O0KdvWIbN3X2itUrsBVb\nK/T+43vevHm///77pk2b5HJ5YGDg+vXrhUIhQmj69OlqtXrjxo08Hq9Lly6zZ8+uvH9NcQAA\nAAAAAIAbva/Y6RVYsWvcwIpdTcCKnTawYlcTsGLHCqzYsQIrdo0AqGQGAMDgUJFwqvKNoVZT\n6jr9BlCpSPydWBPJuiSqSDVFgcZiQlKUXPkWrF/U+TID3jgGdw4aAIB3lpwi2S9nHjx8lqYg\n1R4OlrOHtG/vg/G/AjiITcnZdvxGZEImQqill9Oi0T08nWywWTRNHzt/c8+R8+nZeRZmJsP7\ndp4/cZixFH90vbBEtuXA6av3w8sq5E2d7OdPGKRjyfaTqLgf9hx7Fp/C5/M7tfJbNnusi6Ot\nLomNm0cx6RsOXMzPL6ARbWpqtmhsjyEddbLQrWdikrO3HbkaHpdGEKiVt+sH43p5OsPb15DA\nVqxBAFuxrMBWbE00yq3YCoVqzg+n0nKr9bDYvGBwq2aOuqTDViyD9NziGRt/L5O/akVhaiTe\nt2qygzXGxPO3Exe//bWadVXPTq22frGQ4Cw0Jkn1tJVbImOr2XJ8u3xGX5y2exafMvmTb5Qa\nq4N21hbHtn1uoUOh8etg4FuxyTlFk9fuV2s0FCQI3leLxnQPxNcLvw613YpNzy2aunZvucZl\nZmYs2b9mBvYyqxWwFVsrYCsWAACD4NSdaIaqQwj9fPp+g0ymEbDn77uaqg4hVFqu2PPPXe6s\nCrnixwNMS+Jr958+DGNxNtPk3M0QhqpDCH275wRWNm3ed0JZfc83J79o/4lL3FmNno2/X1VX\nbxNN09T3h6801Hxq4teTN8urX2YlZfI9p2811HwABMIOAAADISGTpVV9QlahQa6nvAXEpeVq\nB+PT8rizUjJyFGwnumITWbxENXmRnKEdzMkvKpaxWNZWe2Q2l9KYhFTurEZPZi7Lx6GomOlF\n0eDEp7NcZnFpOfU/E6AKEHYAABgERmKhdlAqEurQaRhgwUgi0jFY7Q41nKUzNpJyJ7IewuPz\neBIRy9tafUQWbwMTo3e9G62QrRM4X4c+w/WMVMxyRRnj/CoAvQLCDgAAg6BHC3ftYHBLjPMS\nUBPBbby0gz3benNnuTja+noy3SmMpOKu7ZpzJ/bsyOIe1q1dcwnbF78mfbu2RQgx3FT/C767\n9GjN8vYFeuv3gF0d6NmWpZ6jZzvf+p8JUAUIOwAADII23k7v965m9OnlZD1vGN47C2BlbK/W\nXVp4aEZ6tPYa2QNjpYoQ+t/yWTaWrw6qi4TCNYun2llbcmf5NHX6ZHo1L2MXR5vPF4zHDrdw\n0rDW/s2QhlHpuEE9+r3zwu7DUZ2bulWzJLawsPzfnIENNZ+aGNe3XZeWzTQjPdv6jOzZuqHm\nAyCoijUQoCqWFaiKrYlGWRVbSXRSzv1nKeUKlY+Lba9WHnyc1X0VUBXLyp3whKikLIIgApo6\nBAXouvwpK684c/luUlq2rbX5gO4ddG8+8iI548q9sOLSMu+mzkOC2wkFOnXUoij60p0nETEJ\nIqGwcxv/doGYZcU3goFXxVZy5EbUjadxajXVytt5zqB2ujgLvyZ1a1B8OywuLDaVIIg2Pq6d\nAj3wCbUEqmJrBQg7gwCEHSsg7GqiEQu7OgPCribAeYKVt0LY1T/gPNEIgK1YAAAAAACARgII\nOwAAAAAAgEYCWIoBAPBOk5aVl51X4Oxga2+DqQ/QREWq41OzVCrS09XBqDbNHYpl5YnpuRam\nRi4O1nye3n9ayxWquNRsAhHO9pZiXOcRTeLTC8ITs9zsLVp5Oup+tKtCqfznekhKRs7Abm39\nPV3wCf+RVyS7F5koFYu6BDaV4nqyaJKdX5yRV+RgbeFoY9BbdU+iE+NSswK9XP08nBp6Lm8e\nuVIVn5JFEMjTxaFWlxmgD0DYAQDwjpKdV/j5D/vuhUZX3uzXrd3axVNMTYywidcfRny163hu\nQTFCyNhI8sHEweMHdsVmqdXUlj8uHLvyUK2mEEJerg5r5o7ydnN4vSfBxZlrD3/Yf6a4tAwh\nZGlmvGzmyIHd8NWmRaUVi385n1X68viyhI/WTuzWxqsJNvHXY5d2Hb1EIwIhdPj8PUsT6Zlf\nVkpFeJW2atfZhwmFiMdDCBHHH7zXzXvG4E7YrOLS8q/2/XM95FnlzU6BzVbPGmZraYpNrGci\n41I/+GpPUdFLV5Um9ra7v1zgaGPRsLN6g/x9PWTzgTOVnagtzYyXTh8xoCtUxTYksBULAMC7\niJqiln61496T6KrIxVshX2zZj018kZz52Q+/V6o6hFBZufx/vx6/9iACm7j75PW/Lt6vVHUI\noRcpWUs3Hyop01dNQ0hk3JqfDleqOoRQYUnZys0Hnz5PxCZ+tPNClapDCMnVaPXvN8rkmDK1\nqBcpO49cpjW6lhTKKsZ99B12uG3Hbz5MKkb/LV7SPMGh23F3wuOxiV/uPl2l6hBC9yPiPv/5\nOGVglRAKpWr+up1FRcVVffoysnNnrv65QSf1JgmJjFu7/c9iWXnlEywsKVv381/hWuZyQH0C\nwg4AgHeR0Ki4p8/iUfU9xst3nqRkYNyQDv1zQ9t0a/+pq9xZJKk+dIHp05qVV3TxHl4R1o3f\nTl/TMahJWm5xerGSESRp3sHLT7kTv9xxFGlt2GbmFssq5NyJZ0OYWpMgeLv+ecSdlZieeys0\nlhEMjUmOjMNYn9UzJ648kpWVIaTZpw9l5uSGROMV9lvBb2euv/zXf09QqSJfBYGGAIQdAADv\nIunZ7K6paVks3peasJp4pmfnc2cVlpZXyJmCCSGUwfZob4SM3ALtIHaeMansTz8lt5g7Ma9Y\nxhIl0IukTO5EFc3yNVRUzvJaaZKZx96PIz1HX69n3YhLyWKNR8UblgCtM3X7OAB6BYQdAADv\nIraW7GftsSUUNpZm2kE7K8zJfXMTqVDAYvRpy/ZobwTWR8bO093eijXuYGnCnWhuzObuSiNv\nV0fuRAFiacdoIsEcwLep4SydnZW+Xs+64exgzRr3cNa157OBU7ePA6BXQNgBAPAu0r6FTzM3\nZn1ih5a+nq6YKoEx/TsjhBjeptjiCZFQMDyYWbhgYWrUt1OADpOtC+MGsExpHG6enk5WllLm\n9wIPUe/3ZLGC1eTjqcMYrwlCyMJEYswq+DTo7MtUfjRNTegVyJ3l5WLfwotZdevlat9SK9iw\njO8fJBYzi6YtzM26tW4kbqrjXn4cqgcHdKn/mQBV8NeuXdvQc6g7CoWicTTf5/F4IpEI/BUY\nCIVCkUikVCrVanVDz8WwkEgkCoUCOuZrQhCEVCpVq9U6fo74fF77Fj6PI2MLikorI638PDd9\nNsfYSMqd6GBjaWtpHhIZryLVCCGhUDB1RM+pI3phR2zX3CMpPTcp4+Vep52l2ZcLxjRz1VdV\nbFNne6FA8PR5opqiEEJikXDxpCHDeuK9dzv7Ol9+Eqf67y8rH9FLR3QIaGrPneXqaJuZkx+b\nnFl12Eos4J386TNs75IerTxvP4kpkpOViTSl7t3cceYQTFUsQRAdAjwi4lJzC1++fV6u9hsX\njrUyN8Y9v5eIxWI+n69vQw6hgO/j4Xz1YaSafPlHzNTEeNe6+TYWBle9WwlBEGKxWC7HnIys\noqmzvVDID3ue9Ooymzh4SI92b3ZWfD5fIsH8QgCqAEsxgwAsxVgBS7GaAEsxbepmKUaq1WHP\n4jOy812b2LXw9SAIXRu2FRTLImKTlCp182YuTezYty9ZiU/LeZGcaWlm3MLbTSrWe8ev3ILi\n50mZBEH4ujuy7prVxOXH8RFJWU42ZkM7+eo+z9Ts/H0nrmTmFvRoF/DeIHwLmCrCXqTfCIuX\nioQDOvm46Px6UjQdFZeWmlPQxMYy0Mu5Vn0B69NSTKFUnb4WEpeSHeDlMqR7a57++xfWmbpZ\niuUUFEe+SCEQCvR2q9VlpiNgKVYrQNgZBCDsWAFhVxMg7LQBr9iaAK9YVsArlhXwim0EGO7v\nBgAAAAAAAKBWgLADAAAAAABoJIClGAAAQD2hVKnXbjsY/SLZ0sx0/vuDO7Tw1veIzxJSo16k\nEjxeoJeLt7uuLqWkWn03IjElu8DG3KRzoIcZrrK1itjU7GPXwotl8uYe9pP6tdfdZLZuKJSq\nGw8jUrNyneytu7cPrJVpLwA0VkDYAQAA1AcxienvLd6g/u9k5KwVz7t3bLXti/n6G/HrnUf/\nOn+r6ubEocHLZo7CZmUXlC7ddjIx42UDZ3MT6dqZg9r7uWETN/917ezjFETwEEIhyUV/Xo/e\n/+loO72Zt8alZCz+8peqXrh21habV84N8MLPEwAaN7AVCwAAUB9MWbZJTVGazd5uPnh6/laI\nnoY7deW+pqpDCP3x9/Wz1zFWXQihjQcuVKk6hFCxrGLdnnPFOE/bR89S/vlP1SGECISUNH/J\nT2dqP3GdUFPUZ9/u1XQ4yMkvWr5pt7bbGwC8a4CwAwAA0DtZeYUVL11Tq+1O7jx0Vk8j/n31\nIUvwGktQk+yCkicxqYxgkazibngCd+Lhy08IgvmFklOmLlfoRWk9i0t5kZzBCKZn54dEvtDH\ncADwFgHCDgAAQO8kp+ewxmXl+upCUlRaph0sLGFzdNWguIy9M21N8SpKK1jdXYmcAr10n2F9\ndgihItwTBIBGDwg7AAAAvdPc242xVleJiyPG0aHOuDvZaQebOmOGa2JjLuCzeNq6OWCaBrva\nsbWlpdTOdhjv3brh7sT+RJo668vJAwDeFkDYAQAA6B0TqcSnmSsjyOMRm5bP0NOIs8f2F4uq\nOUZIxKJZY/pxZ5lIxRP6Mf2gWjZz6uCPKUpYNLo7jyYZwa6+9gK+Xr5lnB1shvcOYgR7B7Xy\n13qRAeBdA4QdAABAffDnD596uDlVrdqJhMJvPp1ra6Wvfvq+Hs5bVsx2dbStvNnU2X7rytnN\n3JpgE2cO6TRlYEexSIAQ4hFE73Y+G+YMxbp1WZoa9Q6wIyteOrfSlBqVFXwwutvrPQkuVswd\nP2FIsFAoQAgJ+PzR/bqsWzxJf8MBjZKDBw927drV3NxcLBZ7eHgsW7ZM0yf3n3/+6dixo7Gx\nsZub26ZNm1atWqVpWfvkyZMhQ4ZYWFgYGRl17tz53LlzDfEMWABLMYMALMVYAUuxmgBLMW3e\nFkuxCqXy5sMoPw8n1yYsW6X6QFahJAhkLBHVKkutprIKSm3MjSsVHpbY5MyJK35CCBEEj+Dx\nKJJEBOrWxveHpVPqMmmdUanIrLxCB1tLoaB23bvAUoyVd8pSbPPmzR9//HG/fv2GDBlCkuTp\n06dv3Ljx2Wefff311wih48ePjxs3ztfXd9q0afn5+du2bZNKpaWlpZXK7/bt23379nV0dJwz\nZ45UKj1y5Mi9e/f27ds3derUNz7P2gLCziAAYccKCLuaAGGnzdsi7Oqf+vGK3XX8yq/HLzPO\nEfJ5vOt710iq7wgbCCDsWHl3hB1N046Oji4uLg8ePODxeAghtVrt5eUlEAhiY2MpinJzcxMK\nheHh4SYmJgihO3fudO3aVSwWVwq7wMDA0tLSsLCwyomp1eoBAwaEhISkpqZW3r8Bga1YAAAA\n4HUpr1BoV4eoKUqhn3YnAPCaEAQRFxd37tw53n/HDIqLi21sbGQyGULo0aNHaWlpCxcurFJp\nXbp0CQ4Orvx3TExMZGTkiBEjVCpVXl5eXl5eYWHhqFGjioqKbt682RDPphrgPAEAAAC8Ll6u\nLOWodlbmZibS+p8MAOiCiYnJw4cPjx079vz58/j4+JSUFISQvb09QiguLg4h5O1dzfTP19f3\n3r17Vf+7devWrVu3Mh4zOTm5fibPAQg7AACA2kFR9D/XHz4Ij1UqVa38PMYO6CoS6vS3tLBY\n9seZK3HJGZbmpv26tglq7a/jiMcu3f/r/N3SsnJHO6tlM4b7N9XJ9VUuV6775UhEbBJCqJWf\n5+fzxoj1tivav3PLo5ceRMVXa278yZTBBIG3i1UoVX/+fS08JkEsEnZu4z+4ZyddshBCSek5\nx/69m5ad72hrObpfUDNXxzrOXjey84vX7TyWkJJlJBH36hS46L3+OibGpuacvROZXVjqbGsx\nskcrJ1t9Vcw0CCRFX3tR+jxXTiDkby/t4WnC17NH8Jti4cKFP//8s7e3d5cuXYYPHx4UFLRq\n1aqIiAiEUOUpL7G4mvtw1c3KYzAfffTRoEGDGI/p6+tbH1PnBIQdAABALaAoetGXO+6GPqu8\neenu0xMX7/626RNjKcaBPjE1a/LSTSWyl511j1+4NWvcwMVTR2BHXPLN/lshkZX/zi0omvLp\nlnWLJgzu3oY7q1yu6DPji/L/GiCnZeZcfxB2ac86qQQzz7ohEPC3LJ+y7fC/Vx9FlZXLmzrZ\nzRnTu1eHAGxiaVnF+0s2JqVlVd78+8q9f2+G/LhmEVbb3QyJWrppn4pUV948funeukXvDezW\n9jWfSE08S0yftOwHNams3HFOSEq59iDy+OZPsInn70VvPHCh6uaJ60//t2B4B393Pc2znlGp\n6fUXM+PzXx6DvptUdjOhdHVfR4HBa7tHjx79/PPP48ePP3z4cNXFlpf30kzP09MTIRQTE9Ov\n36sOQTExMZX/cHd3RwipVKo+ffpU/e+LFy+eP39uZGRUL9PnAs7YAQAA1IJj/96pUnWVxKdm\n/XTwb2ziF1sPVKm6SnYfOR8ek8iddSf0eZWqq4Sm6Q07j2JLZ5Z8vbe8uq2FrKz8400HsPOs\nMxamxqvnjLr66+e3D6z/c9OHuqg6hNCWfcerVF0l1x+Enfj3NneWXKFa89PhKlWHEFKpyI07\njtbkSPH6fPS/fWpSpXmOMD4xeefxq9xZBSVl3x++ohlRkuoN+//VnPlbzenIoipVV0lsruJs\n9FtQwFSp4dq2bVul6u7evRseHk6SJEIoKCjI0dFx9+7dVVVH4eHhV668fCsDAgI8PT337duX\nmPjy80tR1Ny5c0eNGqXvKiVdAGEHAABQC+48idYO3gqJ4s4qlZWHPWOxW71TXbRpc+baY+2g\nUql68hyjCCNfsNwhIhZj+fpGEApYvCtq4tajCB2DmkS+SNbWcGUViidR8boPrTsURWVl52nH\nr94P404MjU2TK5nlIwUlZTEp7BZzbx1PM1h0TGi6vuT1G6Rjx47W1tbffPPNli1bjh079tln\nn/Xt21ckEslkMpqmBQLB5s2bw8PDO3Xq9N13361atapbt24CgaBSBRIEsX37dqVS2aFDh7Vr\n1+7YsaNv377Xrl1bsWKFk5NOxyT0CmzFAgAA1ALWtRbsAoxKzX4HJcl0a2DeoYaOTnI5ptpU\nrWbp4kGpDa5FjlJL96Can3UVKpJENLMMl9bhjagbJEURiNJ+QVUq3Ptew3xUuPf9bUHFdkWR\nBneVsWBlZXX+/Pnly5evWbOGx+N5eHhs2rSJz+fPnz//9u3b3bp1Gz9+PI/H27hx4+rVq+3t\n7deuXXvr1q2rV1+u0fbv3//GjRvr16/fsmULSZLe3t67d++eOXNmwz6pSkDYAQAA1IIAL9e7\nodEMTRHojXHcsjQzcbK3Ts/OZ8Rb+DTlTgxq5XNTa1WPx+O18/fgTnRysElITmcEXRzrqSuy\n7rTw9bh2/ykj2NLXkzvL18NFKBKoVNXkEYFQgJdeLMVEAoGRqWlZaSkjHujtzp3o585SLCwS\n8Js5G9wbUTea2UhSC1UMhe1lo5dznG+c9u3bX7t2jRGcN28eQogkydzc3LFjx44dO7bqv86e\nPWtn9+qNCwoKOn/+fP1MtVbAViwAAEAtmDqyj4ujLdJYvTExln48fSR3FkEQny9iGl51bx8Y\n3LEld+K4/kFODraM4PhB3SQ4J4lNn0zl86ttifL5/G+XN3xbfAZLZ48zlko0I01dHKeM6sud\nZWlmvHDCwGohGs0c3cfJ3vqNz7CSlXPGoOr1HKZmZitnDefOcnOweq8vs55jwejupkZvh/TB\nMralpZm02mVmZSQY1cKyoebzplCpVC4uLtOmTauKpKSk3L59u0OHDg03KV3hr127tqHnUHcU\nCkXjaL7P4/FEIhH4KzAQCoUikUipVKpr2MZ6Z5FIJAqFAjrma0IQhFQqVavV+v4ciYSCAd3a\nVigUxbJyY6mkSxu/b5ZOc3GwwSa6ONp2bOWXk19UXqFwtreZMLTnp3PHC3Q4jjaid/u4lJys\n/CKKok1NjGaP7bdQh0YbVuYmQa19H0cnlMsVfB7Pxcl+++p5+m4IUgfMTY37dGmTX1RSViG3\nsjAdFNzxq6UzTY3xpYUtfdzdnexyC0tUJOnh4rDw/YGThgbr2CcFISQWi/l8vu5H3b3dHN3/\nz959xjV1tQEAPzc7Ye+9RFTcorgR96pSBa3aumfVun3barVaq7VW6x5V66p7FPeeiFIXKspQ\nAdl7Q0J27vshLWJyyQ0xNwnw/H9+aE557jkJmjw595zzeLm9epcukkhZLFZrf7+9q2ZamZOP\ns4O/l4O1eVG5QK7AG7vbzx3Za3DXFlp2angYhlUVV9AGh0nr5GkmkCgqJQozFi3Qk/dNdwdr\nbi0WWWqDTqdXL9JqAEwmMzY29vjx46mpqbm5uVevXv3mm2+kUunRo0ft7Kj68qAvUFLMJEBJ\nMUJQUqwmUFJMHZQUq4lhSorVOVBSjFDDKSlGSigUbtiw4ejRo2lpaZaWlsHBwatWrTKFY+pI\nwRo7AAAAAICPcLnc5cuXL1++3NgDqTVYYwcAAAAAUE9AYgcAAAAAUE/ArVgAQAMlkcl+3Hzo\nzsOXEqmUy2EN7x/07fSR5GEIPY9PWbzpqEAoxhFiM+iLJw39PFirSlbHLt7dfeJaRaWITqe1\nbuq9ack0Sy1W30ulsqOX7l+NjC4sKfdxd5oc2rdrO60W+sSl5a/cfS49LRVDyMun0crpw/09\ntVr3PW3V3uev3ijkMoxGd3SwP7V+vqUF+TjzSwRTV+3NzMzE5QoWhzMudOA3I3po092FB7Eb\nD1+uKC6g0RkOLm6/zfmiZSMn0igcx6/ce3z0/O2svEIXB7svPus5rF83mhaVrPKKK77devLN\nuyS5TOrg4Pi/ycN7t29CGqUzhQK//irrekxmYYXYSKMymQAAIABJREFUxZr3eQfP7s3In10d\nklNY9seZ2zHvMhDCA/x9vg7r5WhraexBNWiwecIkwOYJQrB5oiaweUKdDpsnxsz/JS4xrXpL\n7y5tNy+bqTkqM7cwdNEWlZMvVs0KG9iV5OCSvaeu7Th2pXqLraXZrYNraDSSOyc/bD5y5f5H\n9Sd+XTh+QPd2mqPe55Z+MXeNVPShBgCLZxG+7QcPB5IP3ZGLNycmvUcIVZ0AzOaZPT62VnOU\nVKroPmGZRPTRFo0xYYO//Yrk4JKrj+OX/LJLIZNUtbAtbS9uX+JsRzLO/aevbdp/pnrL1FGD\n500M1RwlFEv7TV9VUfLhQEGMRt+4fA51ud2+u+/OPU2rfprytD5NQ9pTct7ep6vt5omiMv5X\nP/xRUv7hr5mDjcXRNV9rs19Ye0bZPFF3wa1YAEBD9PBZvEpWhxC68+hlVl6B5sCZa/YjtTM1\nVu85qzlKoVDsPqF6lmlxuYC0yOzz+GSVrA4h9Ovev2VkJRaW7zpbPatDCEkqK37445zmqMLS\nisTk/2qR/fcsxZWClX+Eaw5cuuusRG3j7Ymz1zRHIYTW/nmhelaHEBKXF8/ZdFpzVEkZf/tf\nqq/5nyevZOSQ/PrWHLhcPatDCOEK+aqdJ0jHqZvMIsG5p2no4/OsD95L5JMVDqkrdp+5Wz2r\nQwgVlFTsDY8w1ngAgluxAICGSb3aAUII4ej2PzHjh/XVEFhUxldvlJCVlkrJypcRlKRCz2IT\nNQfGJqarN5ZWCNJzChp5EFQ1qJKWQRCYlkbQWN3RK1GI6DbO41dvNQfGvnuP1O6C4gpFQnqe\nv6emO4/8YoKqqXm5eZq7S0hKI6zWFfsuxcNF9Tzn6uLVsnmEUElRvkKBa3Mbt7be5RLMH0vl\nipR8fivPOn+KL0IoNjlTy0ZT8zJfIZLp+Y4lg4Z1cDb+fBkkdgCAhojFYhK289gkJQEwDENI\n9fOA9FhcHpu4UASbSTyMKkwG8bs0u4bxV2HQGWrFVBGdTvKeb1bDOJlkBynTmcRXtjIjOVcW\noxNcmbDxo/HU0B2rhvYqDKIfoGF0KrI6hBCTTvwxz6RT0p3hEb7gpH9bTMH+V9K8Sj0ndjwm\nOjDIoAcpEzJ+agkAAIYXOqCr+gwTjYYNDg7UHOjrQTD/ZEmWvrg42vK4BDnTZ71Iuuvcton6\nZ6ePu5Oro63mwNatmqvnDu1aN9ccNTYkCKMRfCqPHtRdc+Cg7gTbR5gslqsdydIoB1cP9cYW\nfiQldFs19bG2NFdpNONy2rckWSoXHNhSvdHD21tzlM5aethwmKqvp40Zq7FzPVkx1rWNn3pj\nt7YEjcBgILEDADREjb3cQvsHqTR+M24Yj0eSov25cgbj4+kWDMcP/DSDtMf1i6eoZFptmnoN\n79tVc5SPm9Osj4ui8jjs1XO/Iq2dte7roTZO7tVb7Fw910wbVNPPK3GYjJC+3bCPc15XF5cv\nB5GMc3ZYD2dXV5XG1QsnaY5CCO38bhzb8qMk1drVZ9vCESTjZLNWL5xcfd6OyWQsnzNOPdtT\nG2ewr1/T6i0srtnW76gqoWtjxvq630dbmJl02vzBLRn1ZcZu4tDuzRu5VW9p08RzLNnfFkAp\n2BVrEmBXLCHYFVsT2BWrTreSYtfvP91z8mpxWYWzvc2CSWEd2zQlj0FIIpPPXXsgISVLocDd\nne12LJlka0WSTyilZOat3nk8LTvf3Iz3ee9Ok8JIdoxWefkm5UrEs/zi8saezqMGdXew1Wq+\nRySRrT8R8TIhCcNQQIsmi74IYpPdqVS6EPF8/b6zIpGYwWQMCOqw8muSraZVVh+4eifquUgk\ndHR0WDtvtObVdVWKyioXbDmTkZ1Hp9FbN/VaP2c4nWynsFJaVt7Jy/cysvPdnO3DBvbw83Yj\nj0EIIbTjTETEsziRSOTr7b58yhBbLQ5z+RQp+RU3XmXnlwvdbHiD23k4W3Mp7e5T6FBSTCaT\nX7j/IjohlUbD2vv7DA1qS6/hBrTOqNgVO+eWKE+g91ux2MHBxr8VC4mdSYDEjhAkdjWBxE4d\n1IqtCdSKJQS1Ygk1nFqxc24KKUnsPjN+1g6bJwAAAADQsOA4juN6/m6M4yZxhx0SOwAAAAA0\nMDhOeLLPp11Tz9fTDWyeAAA0aGKJLCO3SCqT1TYwJTMv5s372kZJZLIXbzMKSitqG1hUUvE0\nNlEsqfXik/iktITkjNpG6SyvsPR5Qoqk9q9ndn5R6cdH3ZogBY7nFldUVNZ6cYhYIk3PzpdK\na/2yAIrg1DD200IIZuwAAA1WGb9y85ErVyJfKHCcyWCM6Ndp9qgBbBb5u+LpK5G/7TstkcoQ\nQnQ6Njakz8JJ5NsLFArF/7aF//M6Sfm13sbS7JdZw9v4uZPFoYT3md/8tD03Nw8hhGFYx4BW\nu1Z+Q3qOHUJoz4kru49fVuasTCbjm3HDtN+uoYMnr5K+3bC/tJyvHGfPjq03LZmiTeD1yOgN\n+//OLypFCDVr5LFs5uhWTUmOOzGKC1Hx+y4/KROIEEKtGjkvHNnDx4Xk0BmEUFmF4Lc9Jy/d\n+UehwJlMxughveZNDNXm1weohSuQvm/FItO4FUtfuXKlscegO7FYXD/Wj9NoNBaLBVsEVDCZ\nTBaLJZFI5HKSY/0bGg6HIxaLTeTboYnAMIzL5crlci3/HeE4vmTr8VuPY5UvokKhiE3KKCkX\nBAU00xz4NPbd4t/+lMsV/10Hxbx5b2nGbU2Wiyzdef7By3dVD0Vi6c3H8cN7BnA0ppJCkXjY\n1yuLi4urWrJy8l6+S/u8TxfN3V2LeLZm17Gqd0iFQvHoZUITH3fN9Sp0Vlha8eXiDZVCUVVL\nalZeanZB3y4kJXQfvXwzb80fgv8CC0vKb/3zclCPDhZm1C5CZ7PZdDpd+z0lt6IT1x2/J/5v\nyi2/hP9PfNqAwCaavwngOL5wza6bD6KV/1gVCsWrN+9LyvnBnUheFmPBMIzNZotEIvIfNSA6\nnc7h6Hm36eVEEV+i57dQJg2FNjP+rli4FQsAaIheJ2Y8eKFaJuvc3ae5hST7AX/945T6Sppd\nxy5rjpJIZPfVupNIZdtO39UcuOfUNT5f9b7t4+evi0pIbuZu2P+3ahOOr9t7SnOUzjYeOKd+\nRsGNyGiZnOS7967jl1RayvmVf529pc/B6cP+q09VWvJL+Bei4jVHxbx5H/n0tUrjmav3cwuK\nCX8eGI5yjZ3e/5gASOwAAA1Rem6heiOO42lkVeTziwkyPwHZDEd6XjHhDGtqNkl3b1OIym7i\neMxbkuV9peUEmV9JKUGhW71IzSIo+arA8XSy1zONKDA1i6RWrIHJ5YqcIoJjdDILyjQHphE9\nERzHUzJz9TMyoCsc4Tiu0Psfkk5xfO3atR4eHubm5v369UtM/LdUtFQqnT9/vqOjo5WV1bRp\n0wSCT1psCokdAKAhsq7hTFobstIFPC5BMVkGWW1TBxtLwnYrc5Kjce1qCNRc6h4hxGYRVDDj\n1lAK9tNZEbyeOMKQs7215kDCWhG2VhZ6Gpd+0Ok0M47q7x3XohKulYUZYbutNfGvFRgMFVkd\naWK3du3a3377bceOHU+fPuVwOCEhIcrFEkuWLLlw4UJ4ePiVK1fu3r07d+7cT3lqkNgBABqi\n9s0buTjYqDQ283Zt7EmyBC20H0G5pK5t/TVHWZlzXAhSHGz84M6aAycM76devNXOzt7PS7V+\nl4p+3QLUGwcFd9AcpbMJw/uoVTnDPF2ceGr5kIqhvTsRNZK8LIY3IFC1Ci2bQe/bnqQoaqc2\nzVwc7VQa/Rt7NdG6SAagisFvxYrF4nXr1m3evDkkJMTf33/Xrl0SiSQxMVEgEOzcuXPDhg3d\nu3fv1q3b7t27Dx06VFBAMtWtASR2AICGiMtmrflmVPWJNA9nuzVzRtPIarDOGP1Zh5YffZy7\nO9n9voS8Vuy2/435aLYPQ6MHBJLuim3s4Tx30sjquR2Xx9v7y3zS7lbOHdvEx6N6S3M/7yVf\njyYN1E3n1k1GDwmuXmTWnMf9c/U3pIETQ/sNDPqQbjKZjDnjPu/clmQLi+HNGNo5sNmH15PF\npM8J7ebnbq85isth//b99Ool4LxcndZ/P5201C+gmuFn7B4/flxZWRkWFqZ86O7unpyc3LRp\n0xcvXgiFwuDgYGV7jx49cBx/9OiRzk8NSoqZBCgpRghKitUESoqp062kWKVI/ODF2+z8Ek8X\nu6AAfyaD5I5qlchnsZfvPhFJJL06t/28j7bTSwqF4si1J6+SsuytzEb2ae/rTnI7tUpGdsHB\n87dzC0pa+nlNGdmfxdD2pKrrkdF3/onBaFi/bu36dGmrZZTO3qVmH798v6isop1/owmf96Jp\nV/IVIfT6bUrMmxQ2m9mxVVMvN0dKB6mkW0mxl0nZbzMKzLmsDk3dnWy0vV8sEIruP3mVnVfk\n5eYY3LENU7uKvUbRcEqKzTifl8fX83kLPCbt2Bc1Tvnv379/xYoVu3btWrp0aUZGRpcuXbZt\n2+br63vy5Mnx48dX/5hzcnJauXLlzJkzdRsGJHYmARI7QpDY1QQSO3VQK7YmUCuWENSKJdRw\nErsrb/l02od5U4FEcegFyVYYdaNaWdrxPnwbVOBoUBPiVZUIoc2bNy9fvtzV1fXXX3+1tbVd\nsWJFWlpaXFzcyZMn58+fX1b2oXdPT8+FCxfOn08+MU/IdL83AAAAAABQ4Xx8RS7/UwuBnHz1\nUS7IY9I0JHZMJpPP5+/du7dHjx4IofDwcFdX1ytXrnC5XJXJC7FYzOORbKvSANbYAQAAAKBh\nwREFa+yQprsorq6uCKHWrVsrH9ra2rq6uqalpbm7u4vF4pKSEmW7VCotKipyc9N9ew3M2AEA\nQK0Vl1a8epcqkclb+Xmp7641HXGJ6XefxmEY1qdzq2Y+tfio2HPm1vOEZE9nx9ljBpCeyfLp\nXr7LvP86mctkDujYzNOZvE6XkgLHYxMzMvOLXextWvt50OkwVWEcuQUlsUlpCMfbNGtUfaeI\nSaPiPGGNF+zatSuNRouOju7Tpw9CqLS0NDs729fXNyAggMvlRkZGhoSEIIQePHiAYVjHjh11\nHgUkdgAAUDtnbkRtPHBeKJYghJhMxldDeswbN9TYgyIwa9UfT+LeI4QhhA6cu9u1jd/WpVNJ\noxKSs8Z997tMJkMIPUJxp67c/WbcsKmhvSkapEKBT19/Minn30VdR2/HDGjvu2R8f9LA3MLS\n77eejH+fpXzY2MNp7dxRXi4k21SB3v156tofJ64oSxKzWczZXw2dMLyvsQdF7t8pNv3SeEEn\nJ6cpU6bMmDHjzz//dHBw+Pbbbz09PQcNGsRms6dOnTpnzhzlus8ZM2ZMmDDBwUHbnVXq4PsN\nAADUwsuElDV/nFZmdQghqVR28Oydc7cfG3dU6rYevvQkLgVVO38kKiZx18mrpIETl25WZnX/\nwtGOv86RVsjQ2epD16qyOoQQwrDrz99ffBirOQrH8R92nK7K6hBCSRl5S7aelMmgrrRB3Yp6\nse3IBel/f2HEEunGA+GRz0h+fSYBxxGu0P8fjXbs2BEaGjpq1CjlhNyNGzfYbDZCaP369YMH\nDx42bNiQIUN69uy5bdu2T3lmkNgBAEAtnLkRpd546uoDw49Es3N3nqg3/n2DJAF9Gpusvgkd\nR2jDwQt6G9nHIl+nqTceu/Vcc1Riet7rxAyVxqSMvJdvCa4GqHPqaqR644nLEYYfSa0Zo1Ys\nk8n87bff8vLyBALB5cuXvb29le1sNnvXrl2lpaXFxcV79uxR7mTXGdyKBQCAWigsIThOJb+4\n1gclUE0oITgKqlIk0Rz1OjmdsD2vsEQPYyIiU+DVpxWV+EKScRaWEh9qU1BKUCEXUKewhOBv\nfoHp/XNQp00FsNpfU7/X0xHM2AEAQC0QbpVwd1ItG2V05kQ1bS3Japt2atGYsN3bzUkPYyLC\nItrxYGNBMmPhYk+8YcXdUduNF0AvXBwIXnDSQsYmwRgzdoYBiR0AANTCV0OD2SymSuPE4VTt\nLdDZZKIhTRtJsqq9RWMPK0tzlUYMw5ZOC9PbyD4W0q25Whv+dUgXzVE+bg49AlTLjgU0827R\nmKREG9CvSaH9VFpYTMb4YX2MMphawRFOBWM/LYQgsQMAgFpp7OmybtF4R7t/z3Qw53GXTAvr\n2bGVcUelbsxnPYb1al91jxPD0Mj+ncL6dSUNPLXpOwuLD4esMuj0tYsm2VhSdeLJ7NCg7i3c\nq6Y6aBg+oV+7rq0akQYumzasV+CHpLBrG7/V34wkLfUL9KtDqyar54+3/u/LgK2Vxc/zx7dp\nRv7rMz5jbJ4wDCgpZhKgpBghKClWEygpps7AJcWkUllyZp5MJvP1dOGyWQboUTfl/Mp/XiXS\nMFqXNn7mPJL7sNVFJ6RGPIlt7uver0trA5wPV1wu+Cc2hctidW3lw2GrTohqkF9cnpVf4mxv\n5WJvXaseoaQYId1Kiokl0qT0bAxhjb1cWRRUwqWipNjkY4m55SRLOWvLjEU/PVl1ItnwYPME\nAADUGpPJqNV5v8Ziac4b1qczqn2t2Pb+3u39vSkZExFbS7PPurbUIdDR1tLR1lLv4wG1wmYx\nWzT2MvYoasngBxQbDCR2AAAAAGhYcIUC1/dND1xhEisBILEDAAAAQANDwV4HE7mtD4kdAADU\n2oEzN27/80Iml3do6Td/YhiDodUqNLFEevHuk+T0HCsLs75d2jb2ctGyu6wS0T/JxSWVEjdr\nTq9mDlwWXcvAHSdvRr9JxRDq3NJ3WhjlW3ffpWbffRJbxq9s4uUyuEd7KpZbVVdcVnHxzuOs\nvCIXB5vPenZ0tKvdMjvQsOH63+uAm8SMHWyeMAmweYIQbJ6oCWyeUGfIzRNDpv2Ynp1X9dDC\nnHfz4Foel2RrQl5h6aSlm7Pzi5UPmQzGwomfjxkSTNrd3YSCXfdSZPJ/36ttzVirhvu7WpN0\nJ5HJPl+wpazywzukrTnr3Mb5DMp2Qhy5GLHpr4tVD92d7Pb9PNvehqoFcC8T3n+zameFoFL5\nkMdh/75ketd2/lqGw+YJQrptnqAaFZsnJh6KyynT8yeLGYse/nUb/V5TB3DcCQAA1MKanceq\nZ3UIoQp+5cwV5LUdf9pxvCqrQwhJpbJNh84npeVojiqokOyJSK3K6hBCxQLJlpvJpN39sPVk\n9awOIVTMlyzffoo0UDfvUrOrZ3UIocy8ojV7zlDUnVQq+37D/qqsDiFUKRIv/f0Av1JEUY+g\nvqHkdGKT+JKgKbGD+QAAAFBx91GMeuPrd6maowRC8aOYNx81YUgild198kpzYHRqiVim+lac\nmMcvqCCZbIh+l6ne+DSBqlKqd58Q1H1/+PyNiKiy2aeLS0rPKShWaSwp50fHJlLRHah/lCXF\n9P7H2E8LIc2Jnbe399KlS9+8eaPhZwAAoEERS2Xqjbic5A1dJBYrFATf5iuFJPmZUConaMWR\nUELUXk31ST7NjXpB+ETkCoVIrOejwpQEQuKZuZraAVDVMEuKsVistWvX+vv7d+zYcfv27YWF\nhQYbFgAAmCZ3Z3v1RvUyXCpsLC3srAlWmzUhOwzPx95MvZHLprtYk1RTtSMqt2pvRVUBCT9v\ngo0gTnbWVuaU9Ojn5UqjESxUb+oDJcWAVhrojF1SUtLjx4/nz5+flZU1Z84cV1fXYcOGhYeH\nSySUfAMDAADT98uiyXSa6jvnslljNEfRaNjiKcNVGts28+nXta3mwDYeVgFeqsvGx3bxYNJJ\n9t8tmzZUZcUPhhQ/zhimOUpnA7u1a9nYU6Vx0cQQjJoaX4521hOGq1YpHTGgu6+nthuNQUOH\nU7TMTpOoqCjsY8opM6lUOn/+fEdHRysrq2nTpgkEgk95ZvSVK1dq+N9ubm4DBw5csGBBz549\nGQzGtWvXDh06tHPnzrS0NDs7O3d3I383EovF9WMhII1GY7FYsPdTBZPJZLFYEolELie569TQ\ncDgcsVgMu/mqwzCMy+XK5XKq/x3ZWJq3adbon5gEkUiMlLVivx49pHdn0kA/L1cfd6eUjNwy\nvsDCjDe0V8cfZ4/hcdmaozAMdfCxkcoVOaUiqUzhYs2Z0M2zX3NH0nzJ1cHGw8HyaXyKVK5A\nCFlwGCumDu3Uyk/b51lLNBqtZ8eW5QJhdkGJTCb39XBeMi2sT+fWFHWHEOrQys+cx03NyuNX\nCh1srSaF9p8zLkQ9564Jm82m0+m1LchR72EYxmazRSLTuqNNp9M5nFoUxNNGeHROhYhgWcWn\nYNKxMZ005UXXrl179erVmTNnxv+nadOmdDr9u+++O3fu3IkTJ8aOHbtp06aEhITPP/9c52HU\n7rgTqVR67dq148ePX7hwQSAQNGnSZNy4cePGjfPyMk4tETjupH6D405qAsedqDNwrViEkEym\nkMpkXE6tC8VKZTImQ5cD3mRynEE2UaeOzmQihOQGfKuUyuRMhrYn7emjO11eTzjuhFDDOe5k\n7N5nOaV6zl/N2IwLczV9x5s3b15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7SRA7s529toDpwwrLeFmeqH2cwxJHtKWAxG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\nOwAAAEkQ7AAAACRBsAMAAJDE/wMIjRkv82rWIAAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + \n", "geom_point(mapping = aes(x=ACT, y=SATV, color=age)) + \n", "scale_color_continuous(breaks = c(18, 30, 40, 50, 60))" ] }, { "cell_type": "code", "execution_count": 117, "id": "f882dd93", "metadata": {}, "outputs": [ { "data": { "image/png": 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1qjFdU7Nu3nfJq/t00Y0y38M67+o6tsvSxaydC7zL0uYuzkclrdMXXtQ67aIprc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eDycK5jb72zThfO8H2V5kXWPSh/FOzrso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\n36EJ2BHje8vie+PluoExofKYJ9s2dCuQf0gxc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4wx+EEE899dSwYcPy8vJsNlth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\n7GBqdrt9xIgRM2bMcDqdVqt1+vTpw4cPr3vaLFqnkpKSuXPnDh061OFwf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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + \n", "geom_point(mapping = aes(x=ACT, y=SATV, color=age)) + \n", "scale_color_continuous(breaks = c(18, 30, 40, 50, 60), low='blue', high='red')" ] }, { "cell_type": "code", "execution_count": 121, "id": "62cf9dd7", "metadata": {}, "outputs": [ { "data": { "image/png": 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LaiNuyZsTCmhKVUF2MUXxx9jAyUv2z5mPEnagM9Oqi6yZ5nnu39W2GsOPDkrEjY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\nuVOv11ut7hGawymBQA4AAACwIBDsAAAAABYEhmIBAGBUmUiVCS6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CiwRDsQAAp5fO5W6q+xjL1i3bvB2ZMbT9QVxmpErSinRJZU6dm2Ex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\ncrWheF1xj+bbePKda7U5dh2+JWKOHX63EEILkQhmOATPtH3y3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RMh5LzzzvvGN76xevXqtnePEEIIIdRtZ/+fadlJHAs2/nDWT3LuRZCa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Pc7W/fpbdaEwRiWhKSyCldlKRMtyMVYcL1V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\n5rHzW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PxxcuXHjbbbcVi8Xao2vWrJFH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\n", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + \n", "geom_point(mapping = aes(x=ACT, y=SATV, color=age)) + \n", "scale_color_gradient2(breaks = c(18, 30, 40, 50, 60),\n", " low='blue', high='red', mid = 'white', midpoint=30)" ] }, { "cell_type": "markdown", "id": "387de4d6", "metadata": {}, "source": [ "More scales in https://ggplot2.tidyverse.org/reference/#scales" ] }, { "cell_type": "markdown", "id": "07a69e06", "metadata": {}, "source": [ "# Facets\n", "\n", "An interesting way to graph the data, particularly with categorical variables, is to split your plot into\n", "facets, i.e. subplots that each displays one subset of the data. You may do this with `facet_grid` or `facet_wrap`, for example. What is the difference between them? Well, let's have a look at their documentation using the function `help` to find out. This is an operation you guys should do very often :-)" ] }, { "cell_type": "code", "execution_count": 122, "id": "18775328", "metadata": {}, "outputs": [ { "data": { "image/png": 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ND4B+QEXYza8HB9cSARTp/XlssSjkjtlggkW/kIEkYJuJXzRAjfUNVgagQUzpIt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\ngAgAkQCIABAJgAgAkQCIABAJgAjw/wqPUkJmfEtmAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV)) + facet_wrap(~gender)" ] }, { "cell_type": "markdown", "id": "ab706bc9", "metadata": {}, "source": [ "You can facet your plot on the combination of two variables in the following way using the operation ~:" ] }, { "cell_type": "code", "execution_count": 123, "id": "790f62df", "metadata": {}, "outputs": [ { "data": { "image/png": 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3ERXY+Y2ko/SEIlaPUB5KbnSJZXbnoVDNJsvQFACtMD2YNbD1tYygJIWC4GKWlU\nr3f3iVcubhi/PV1nB5AQK+8jGQUgMQPSwqoCPdUWC1du9siqXMSTe/RFACQEICEASWfQXyQn\nrsLPK06KV27m9mPGIgASApCQIyClf/Lsc3j6wpw5fZ+boK8rETkGUvwLHd87KmcsIE0MC4Ur\n99Bbsf1WGIowDdLKfrHDD0hr21/v/KrVUPmMgHQ89vqb+meHEqQ1L3UZqj6MKW0gnZBGyX0i\nWx4V7tajpkWcAmmA6NO1cmfBbwhI872nN0mDPY3WF2EZJGmuuxriJAU/iW/QR84z95MNkJKl\nl/yvzg4dSB+LO6y2VkmXMpAG4ktzktLNv69pEYdAWoJ9aksy5EbvXd7Td0orUQm6IgyDtAWP\nP9EIoZNXSGuXpZr6yQZIt+Ej3TVkIO2QxvHkGigd+UMI0qULehX8z5BFDCYbY3ksDfxFvLK8\nR6uX9tAW70V1/SZ8wJ68cKEDXrvOdGc+TUqJ4KJhQ89/lu5YOeq1NPCvYZ8qnCE5r0jJ1y/4\nDhOkPtD76bfY1wWtoZAILN3xmGxMPtXSwKvrnxCX91+Qp7r72dRPn1mutDNNSonAuKHXyh2v\nycbkU/UZFbGLVwd6QGnPTCP4nAS9U864GDqQcg3y5hvzsIHPs7D4rIr4SJEPRfcrraEt1L7I\nbBSP5ebieX642qY782tSIY7A0sAPIEf/LMm58NEN3I0fX8j1yx33R+v99Ot3olg0qUIiKMSd\nwPZNG6gi44nLe3KXkrXvTYuwEUF57OIVgbpDe+Yzy51Igk5UtwsZSGGp2v0diX9oqNFc6J9+\nMlHUYITIS3RtTHfmUNXuZexTVSpTisObfSW26IcKZrhqR6qptTJQMnkPzjgsH2Kmanc1dvG+\nkFXtSPe8GkprltvukeRvgk1y/p/PNms7W6mpbpdeJbn+CELHpVdNq5oMloIcA4kMe1vO8Nz1\nNJ5c+xl9EUZByprUqulzeNaZWUJypLQ2yLQIIyAtkqYGqJAUusaGrlLQ05W020Ai75tz8pSW\nC6RfqIHKZn89U/u6ntKYIsm9brjyKf3dO5FDIJE5+CL047cIV+7P99W8ecQpfRFGQeooRlG5\nX8PL7v1BTOZMv7PGbZMt5pxgAyT0/TXlyt+0IYTN3+nv3VKzOTVBgNtAWkdqFORLPRuPHMCZ\nT+fD2gPZ2djZu/QWl41r96MxDHgg6zaQEP5Wn0NyE8kP1DizIk6AtKJtveYTMk1NBXxOS9HX\nqLV6i8tAepUcdKorBoDkOpCyP7vv+seXyrmsgfST5E1X0yLClZs2qumN7Y3VTQAJQAo7SFrJ\nVbt1ZkXCD1I2HlaCW2piC+bKZRMkUrVraukObQCQXAESGbfCfKbY8IMkv/7+jpzxd7ur6nYj\nXYJKDUhImpi48p+UBUByO0hoY9dmT8wxtTgA0l4C0nskvesyMVUXvzNWekDK/rxV0147rN2h\nDQASayB53fAaBZnDVh7Xicwpj38wSw9IRblDGyxBKqATAFKYQNrf7fLIplZTBDME0hppoNQh\ncrIeBul+KQEgqUp7q07EjZ+oj54ApPCAdKqRdEEuNi3CEkho14DWXX9WUthtrqWUUK7c7K3L\nD2kKlT2QukvHZYSSBpDCA9JH+IJsZFqEKZC0Vy4ZrhyPsiVfuQl3cFz5PnQ3IReAdELsdREy\nkNbj41IhRc6wF6QjysEu6yD1JH1rMsyMDIN0SnrP6DHcw5ZcucdukGJ5lSrCPEi/3hlR7p7V\noQOJvCymPiawE6Sv63EV22wjhjIOUj983Cvr50ORxDBIKGNy1x7/R24FyJU7DccSeVLdinWQ\nNkl3ftW2hQykuQQkpWeXjSD9LH2S2I8ZAUjklZcupkVYBkljwBfJMHIRbVMtrINEXk7pFjKQ\nUqQ367kblZdhbASJ3KeOwoYyDhIaLB6LhuZj+LkMJPIiSAWqgw3rIJGpZu4MXWPDN+Kb2jVX\nK2n7QMoh7/Q9iw1lHSS0YvjLUy2GBHIZSCn4Jb4elIV1kO7B1+IjIXyOtGtkvzEpatLGX6TL\nsfMvYkOZByngce3S//xb7nzNJkjoV/F9+Lb0rH1Mg5S2IfFDfC1OceW4dn2x879iA4AUIEhT\nhS+gaPLkllGQ0MmFM//UWFgG6dPLOK7eQ9JvaI4rQTrRXL1FApACBQk30VTZjA2MgmQQwyB9\nIx3Qal+8NeI3t460mj1/8HvyqysAUoAg3Yd/x+OwAUAqsTt4wD0yybo7QdIYrCxbVm5Hv7Sq\n97B+PpCyCtI1+Ly3wAYAqWn6UpoAACAASURBVMTu4HZqrrWUKLUg7RHrro2lSPVTVNkE0oaY\nfJ73zo7rNj1XXTIE0u34vHfCBgCpxO7cjA9oTylRWkHKas6p2q4z2gIS6i6CNLdf8oH+U9Vl\nOEA6unKh6bhpSHugJ+GDsQQbAKQSu0Ma7PD4/qUVpF8pjriZOqMdIPnfGyWAlNt5C8/viT0n\nL8MB0ne1hRCfzzK10Qc6Rxw6rtJ4YgCQSuxO9vPCAa08ESdKK0gzaZD0d0l2gPTbkD0CSMkx\nF4RqXftEeRkGkLZVlWIcaVpEe6D/nv6VPNsDgBQKd/6aPkeevaS0grSE4ihqn85oA0jpPU8k\nCSAldBQTcSvkpWhZJOjERb0Kcg1ZxMD/Z2HxmBpI/7QrTYv4Llnsy8tbGC76NSklQOOOzN0R\nDSYbk0+1KmLtjmUEPr+FIfAICnHH8lMtDQEeUNrgC6yIEkEx3An0/NIGU8vZO1WQPtcbeasI\nLmkMlwIHyTdsES+CtLabmOqzTF4K/9bfLSix0NIl0gskynz7PkKU197dh0E+px0IUn6TtTAq\n9W6xB9Qf/R/tvTnYXahHvkiQ4od5vHticv0JncRU3Cp5KfzLXisozTD3RcimdcGjS3N1TIuU\neNoPJULjjgqsJ0UJYloXK3espz5xZloXS3cCn0dFMVjuzCIC44ahmNZFltUBPffnz5vOm5vM\np3WRPp9OFGNalzdiJC1OjhEKeWO3y0vZbuM90h78OGO8aRGXdVo1EdP3SJRK6z1SoUVCf490\nMjU1dWXMwX/zOguVuKQO5+RlGEBCS2/guMjBpu/1AUgAUuDusACSKPEeiZ/VN+nggGnqMgwg\noYzE9aZTKyIACQFIgbvDFEgFM7v1mEEtwwFSwK9R0AYACUDSGVgBqTABSJIAJI0BQAKQEICk\nFYBEC0ACkIJ0B0CiBSABSEG6AyDRApAApCDdAZBoAUhOgzThlmsf2ExbACQXgrTqxY6Dk9Qk\ngBR2kB4RO2lEUBNiA0guBEkajr6qOjIfgBRukMhwvZUpC4DkOpC2R0ln8Salsw2AFG6QHic9\n2TeoFgDJdSCR8XK5rXIGgBRukFqQU7BctQBIrgNpPDmLygCFAFK4QRqBz0C5TNUCILkOpBX4\nLNZQhtEGkMLe2HC1dApepywAkutAQt2kszhdSQNIYQcp9eHIiBrv0RYAyX0gpY9pXOve79Q0\ngAQPZAN2B0CiBQ9kAaQg3QGQaAFIAFKQ7gBItAAkAClIdwAkWgASgBSkOwASLQAJQArSHQCJ\nFoAEIBXLnUylPxmARAtAApCK4c6vzSOrttuB1wEkWgASgBS4O2ulXs7X4aHQACRaABKAFLg7\npIvtECkBINGyDaQ8g7wFxjxs4PMtLD5Lg2URv3URC0OeX5MqJAKfVQTW7hQSQWDu0IYQRFAy\nd2phkJ4qlju0wdqiSRUSgeX5tdEd2rPiRlBikC6e0yv/kiGLGEw2xvJYGQr48xYWr6WBtzCc\n82lSSgQXjJ9q7Y5xYyyPpcHaHasIfH7LIppUIREU4k4gBzQag9QZGwJ0h5Lf0qIxnFciMDpV\n4vNLG4ofAe+1MJzXGNRpAKBqB1U7ozsvY5DmSQmo2tGCeyQAKXB3Tt0jctQHJwAkWgASgFQM\nd7JnvzRoKVkHkGgBSABSkO4ASLQAJAApSHcAJFoAEoAUpDsAEi0ACUAK0h0AiRaABCAF6Q6A\nRAtAApCCdAdAogUgAUhBugMg0QKQAKQg3QGQaAFIAFKQ7gBItAAkAClIdwAkWgASgBSkOwAS\nLQAJQArSHQCJFoAEIAXpDoBEC0ACkIJ0B0CiBSABSEG6AyDRApAApCDdAZBoAUgAUpDuAEi0\nACQAKUh3ACRaABKAFKQ7ABItAAlACtIdAIlW8CD9O7lXj/czed47O67b9Fx1CSDRApA0BgDJ\nqLeGHT4+rn8eP7df8oH+U3llCSDRApA0BgDJoFMxJ3j+YvvduZ238Pye2HPyEkDSCEDSGAAk\ng/6338/zl9pvSY65IFTr2ifKSwBJIwBJYwCQzPV914sJHcWVuBXyUvi3PU7QXo9ePq8hixh4\nK4vf0sBbGDx+S4NlEa1BCS4/JO44GUEBE+7QBsudaYoUFBZBKN0JZQQagxpBQCBtjl3Lr+0m\nrvVZJi+Ff+vvFpRYaEk3yOu0AyWWz2kHgpTfZM1dUo98ICCt7bCQ5xM6iatxq+SlbISqnSSo\n2mkMULUz0YJYsR6XHHNR+PKO3S4vASSNACSNAUAyammHv8RFXmehEpfU4Zy8BJA0ApA0BgDJ\noLQOk3YKQvysvkkHB0zjlSWARAtA0hgAJIPiYySt5gtmdusxI59XlgASLQBJYwCQii0ASRKA\npDEASAASApC0ApBo2QbS+dN65RqziMH/r4Ulz9LgP2thKbA0+C0Mp72alPpVYPxUY1bQ7uT7\nz1hYPJYGn4XBKgLj0cu3OqBBuFMQoDu0wRNQEfUyNB69Ep9f2mBtsTL4CiwMZzSh/Rs6kEAg\nEIAEAoVEABIIFAIBSCBQCAQggUAhEIAEAoVAABIIFAIBSCBQCAQggUAhUIlBSvvHpVIiOOm0\nJ8FKieC4054EqaNKBEeddiVIHQ8dSKdSXCr1MnTak2ClXoZOexKk1K+CVKddCVLqVwGABCA5\nJgAJQGJBAJLjApAAJAYEIAFILAhAclwAEoDEgAAkAIkFAUiOC0ACkBgQgBQWkLb2vq1h5w22\n7T4MIIUrAvtA2tn3libDD9i19zCAZG8A7gCpbetlqzrds9eu3YcBpHBFYB9I3Vr+Gn/XcLv2\nHgaQ7A3AFSCtrbNK+EKp+4Nd+7cfpLBFYBtIW+ouSkn56Da7dm8/SDYH4AqQdscfFC/DOXbt\n336QwhaBbSAdWivUisY3tmv39oNkcwCuAEnS2w122rVr+0GSFI4I7GxsOPDLbSPt2ndYGhvs\nDMA1IM2OnmLbvsMDUlgisBOkNnWarrJr32EByc4A3ALSlOix9u08LCCFJwI7Qdq1/dX6f9q0\n77CAZGcALgFpdPRE+3YeFpDCFIG9z5EONhhv057D9BzJvgDcAdL46Nm27TslLCCFKwLbQFrY\ncGtKyp7rJ9m0e/tBsjkAV4C0Lvr57wRttmv/9oMUtghsA2nfvbGrfou9fYdNu7cfJJsDcAVI\n79WR9Jld+7cfpLBFYF/VbmP3ho2fS7Br72Go2tkbgCtAslv2g2S3wgCSvYK+dgASCwKQHBeA\nBCAxIAAJQGJBAJLjApAAJAYEIAFILAhAclwAEoDEgAAkAIkFAUiOC0ACkBgQgETpdIZLpUSQ\n47QnwUqJINtpT4JUphJBptOuBKns0IEEv0iOSYkAfpGcElTtACQGBCABSCwIQHJcABKAxIAA\nJACJBQFIjgtAApAYEIAEILEgAMlxAUgAEgMCkAAkFgQgOS63gNR1jH37DgNI7p+NIsXWcxAG\nkGw+Be4A6cCrddwNkvtno7D3HIQBJJtPgStAWtfm9iauBsn9s1HYfA7sB8nuU+AKkKYM3PaQ\nq0Fy/2wUNp8D+0Gy+xS4AiRB7gZJkttno7DzHISpscHGUwAgwWwUgcr1INl5CgAkmI0iULkd\nJFtPAYAEs1EEKpeDZO8pAJBgNopA5W6QbD4FABLMRhGoXA2S3acAQILZKAKVq0Gy+xS4BSQ7\nZT9Idis8INko6GsHILEgAMlxAUgAEgMCkAAkFgQgOS4ACUBiQAASgMSCACTHBSABSAwIQAKQ\nWBCA5LgAJACJAQFIlC6d0yv3oiGLGDwXLCx5lgbPeQtLvqXBY2E4V6BJKREY3c21cifX0p08\nS4OlO/mWhgIri0UERnedOKC0IbAIzisRGD/bAXdoeazOznmN4ULoQDqH9Mo9b8giBv5fC0u+\npYE/Y2HxWBp4CwPyaVJKBMbPzrNyJ8/SnYKzVgb+tIXFa2nwWxisIjB+dijd8QToDm3wBlTk\ntBKB8bNLfH5pg7XFyuD3WBhOawxnASQAKVB3ACRaABKAFKQ7ABKt4EHK/SKu5ydCAe/suG7T\nc9UlgEQLQNIYACSjpg46fHT4CJ6f2y/5QP+p6pJ5kL7t1OrlvbQFQHIGpK87tnptf3yXlv13\nsg3SvldadZpH1gWQ0t9/6slxaWIiZ2bsY4NT5gvXU9LCbq37bVvV85HnN0qbFQeknmt5fnv7\n/NzOW3h+T+w5eck8SAM5QVU3UhYAyRGQXhBPRJT4r9JKlkHaXF30sR9O+D1pt4vJJqeEREfJ\nefFfpPivgrQmIVcckF4e/V/+pNf55JgLQrWufaK8ZB2kFZykOygLgOQESIs5VfVzGAapOfZx\nqZTwe4bh5GCE5nFmqnkcFQ+k/S+079Anm0/oKCbiVshL4d/2OEF7PXr5vIYsYuCtLH5LA29h\n8PgtDbjIaBJvpmrR7ksJMD8k7oQ+AhNZRFDAhDu0gdrZcPrqO6wpUlBYBKF0J5AiZ4iLb2OD\n/z6crNPq/ttNQeLWaiIoGqSVo/YfHDHUs7abmOizTF4K/za1ErTDH7B43tIS+iLvknAzrIoo\nAXrC4Y4dRZQIvEy4Y1FkKH3xHdIU8SoR+MLmjmURGaThpMg95vioWq2JoEiQ0tqn8/yFzgkJ\nnaRfolXyUrazWrX7BUdbj7JA1c6Jqt031LV3dRbDVbuG2MfvpITf81IRHEUdRsWq2q3vLP5/\nJT455qLw1Re7XV6yDhKKkcJdQlkAJCdAymktnody0tn4Xizy3aPXt5grmdgC6VfJxadypITf\nk3qtFpzyOpAmiJsVA6S9McIv0n9dNuV1TuT5pA7n5CXzIGV8cPcNT6+lLQCScyBVfKX59W1/\nF4t8JF2G74gmtkBC6565sdnYdLwugFRHhabanfU6bnxfvJ4m33dj66WzH4p+9Htps2KA5B00\nPPXYuIEF/Ky+SQcHTOOVJesgGQUgOVi1a0QsKVJDOFdxN2IOJFraql0X1RD8A9mzk3v1nCCE\nXDCzW48Z+eoSQKIVYpAO9Y6+ou2fBosbQXqFXIw31Wz+g2CJJ0mxcscCSDkz76zReEKm3uD3\n3EX9ICWrBuhr5yaQTt4inr/KCXqLG0F6g/pmn4V88mOlbxAbII2VvBmgN/g9d1J+T1UNAJKb\nQHoPn79H9BYXgpRFP5CtleE7dpm0VuUQYgKkw5HYs7+ws4pBC1IkUsyn88Q1cicFICG2QWqH\nz191vcVtIO3tfFlk8yeoK3KLD82VVqaJZgZAWkIcmyEkvmlcoVafw9jg99xBuc0JOYf71qrQ\n+Ms3ri7f4NOW5bkKz0gsAUhsg/QsPn219RaXgXT8JimMkR1atiAX5C6hyIbnWzy3WrIzANIK\n9ZYN9wRqjm+X/J7GWpCy7uO0ulfcDEBiG6TZ+Fw9l3lEa3EVSOnHSQ21KUKf47Vy6aw9kE2/\nRnKs2iGUQ5q7Z0oGv6eWpkp6dDan1zoEIIliGSTUWTxTNz4RyV3/JW1xEUgbHigfgW+HuIo5\niCDF/cUaSGiR2Ks7UjjKKcTFlyWD31NZRSbi4YpcTQNIIxGAJIppkNC8Xp3G3Sydr68pi3tA\n2kt9oddEaAJZ3cMcSGjX4JhXNgmrJ3HnC264ZPB7qlMgGSASNRGVFZCO7czSWNwEkqCP8fmK\npizuAakfdcXFHdm1TXqbh2uWdjiD2owJkBS1JjW2XalIBOkZU3pUlS/uaxRuBWmXcGCqj86h\nLC4DqQ85Y8dVi3tAaqFecQ0e4rjLOojNzLWfLsdFvpKmbMYWSEnRorftr+C4ezcKIGVeZoVQ\nFelX6lOxTBkA6VQjKegPKYvLQBqET1sU9bPqHpCexs7f8EafSfWlteHDn//wUWmtr7IZWyCh\nk5++MGSM5OI1h/yehEpmEJUb0u/Df1a1bNB6k1SkDIA0HQdeg6pKuAykdTiCrpSFfZDSNyRm\niSDNwc6PQuhTvHZFNvoNr0UkyRszBpIofF/KveX3dDD9NaqYJfZsOLA6BW9eBkAi3+fcHtXi\nMpDQeLE6dMc/lIV5kCYK9aF6i8VWO+km6YlMhOTOnyloKllTXm1hD6Qc8rJEJ7/nNvN63T4P\nOijcPkV0kZ5MlAGQxuK4yxd9h8EsSGjLmMFfa9pLWAdpvnTMq20TnyOtHDU0XswbjE9EhXT0\nNbkWlS6E7IGErsAu9vN7GppyVO6UJxvXUNuLm5cBkHZVlcLtQFmYBillyRr5Lty9r1GQHtP9\n6E6rb+K8yA0LCFLc77KJQZBexS6u9nvM2xoqbFg5n6xuRWUCJDS3mhBss8OUhWWQ3oriuDo/\nEYNrQbocX2KP0yAZX9keJ5sYBCntMcHBqAnI7zFta6Alnq2yABJKnjb652zawjBIU6RTU/Vv\nbHAtSKQ61IMGaZThCvxeNjEIEkLLxk7eJT5HqkF5HNm17eOGMMpMF6FTS+b+pbEwDBJpLHoJ\nG1wL0oc4jN9pkHZV012A1dfMXoW/4JgAKWftVyuy9Pl7F/12A+0zQiP1HDUTYygLIC2/Toi2\n/SnKwjBIpGPX09jgWpBynheCqPyJdqTVt8tpLsBK4gO+O7eLFhZA2n+/4M5tW7XZQyLl4VoU\nkF7XcdR4h7hhGQDpYG0p3hcpC8Mg4YeWZLxc94KE0F/TvtqnfUM2ieruWX5wj7H3S2t3iG8r\nsADSI5I7jdLp3OmGahwiY7ZgRXw1cRH+ESudIG3/YsY25UCTbpKR1E8SgyD9Onn+UdXbSlLD\n8M5v5/1tUcRZkFLmfba6EHf++HzuIbyW+M38HXhtw4Duz1JXYHfk20BWlyEmQPqLuDN20nfH\n0eSur0l+0y/HSrpx7ueLaqvJ2J8/XYBfWyqVIA0Xfo8jB7vpgWzqg4KDVy0U1nNeFpyvJQ4I\ngkaJj2FfMS/iKEjfiG1ybU5auJMuvtVbY5a4Okg8EW+Laz11/aa/R74fyar4eggDIC1Unbta\nbF6IeFPIvVrHUYTYE7yxWNerIQ6gX13slNeo1FbtvsFBzyIHmgxZXJ76zWYOJGmWA67WATG1\nZ/5C6beJXGjTTYs4CdIO/GCuL2Wh3cH3EJX+QuhLHMF8ZU1VeeRLIKsrEBMgJepdjPgdoSJH\nKxbVNMSNDedP65VnzMISQLKw5J+zMvBnLSyes6fRz2M+36dkkF7wD3l4KUlaXcudVIv4NDtQ\nvwpC5I65CvgzFhbvMdIfZSKdS3p7NjctYhGB8bAWWB3pQtyxMnj80oIc0EqZ5u6QO6FBp08/\nhNdanz5t7GXzs4+cp/tzhDJnlAiMn215QMn5NZHP0mBtkY+3qmZjP/s0EJC4dUL5f0MHUoFX\nL7/PkEUMvKXFuoiFwev3nhFvW6t+K2c0xeE1IkXeJuEeU4to9xVcBNbuFLsIf4i4+B6di+/F\nufrmRbQpWZ5QuFNUEbnZKtvUnf8Ra2+v91byje31RisXnVzFG8l7M8UXfR4/IRbyhDYCa0Mh\nRbJjjYhUui4QkH7VRODiql03KZzK8o15exzeE+Snn4wSUI3h3t9p5OH5TDq3C85rZVrEyaod\nabaqRT3jpt2pi82jEGqC1+5G6F68VvHPxY3IxbdBLLJzwTZchoGqnfC3a8G6ioGAo5d44ZWG\ne6RMMiLZCJKxVhoLN2qFeKA3vjtoZj3J+o7uqKlyHqTTQyQXb6Hv39GfmK5lpkWcBOkf/DX9\ngYk76TNeH/uOZL3qIEJk+J17EFqDf4heQGg3zquqjYANkAS9HARHUi/O0gBSKgnoJTlnfh2O\nu3queKClhoZrxbNYK4kqwhxIO8WOkeXGaLN/FC7YK2eZF3G01W6jUHmu9JbJK8f7xVG3omKq\ncNxtfyCln5A4V+Jk4csu4hlxm/Hi2aicwihI6f0rmKASYT5aQ4U48TWK7qXmNQq5x/tEJStz\ny1+Z4oFeQUXd1njUiBgACffHr7JDm591YF+GeQmnH8juXq/58ZTdaSOFUSlhwy4pSX6Rmonr\n2cvmHiMbf9V3gz4CZkBC6Ni6pEg9Mc//9IOxh92OxKMIpaxNxcVKA0hnJkqBNTihN/ADqLjL\nHVUtrIEkDwD1od7AaM+G1YOe/4TuckXcOUo607xHcsk9UoOBfWdlL3nthakZYrmTmiJETIB0\n4N3n3ha/AU5pezJx3GWT+ve/S5fH3VYax/7+sCYX8dh2g4HvQUe+V7WwBtJO4uJbegObIEl3\nQdfvM7iTRMIYTHJvUQ++NPrileK/6H0mEbAA0grxMWylbxE6pLrNPRQtIHOv4ddIuJ/NKo0g\noexdx0wM/Dgq8lpFDx3iGEgZpKf+PL2BSZDWYGefMLiTRdq8RpNck/ZkTqljswZSBm6ir3kY\n5VxFeRt/KusDA0SJc9PL1mwUx+ur0VMTcjAH0mk8ct19+k78bIKEmxi58spoWomvdnhZfE/l\nH3JHLjefbqliBlL5U8YIGABpNad8mX1Befu833O/msIB4tcuyxJIaNczkVyDqV0rcdFTaAtz\nIOVMrMNV7pliMDAJknznSW6z0Y/i44bIr41VO7Ti7vLl6dfisA4bI3AEpOzpjzd7LlG2yLNR\niF2ypl/PRZEvhWf9nttV1+s8EcndTOoNZQokhDLFOl/WUa2FOZCEf0eyTQxMgkTeLbie5J7E\njaY1UlE2qRNRYytfumR4MhNtEoEjIEl30FFriOUQaffGA7IczSIdv8dp50d6MVO5hyhjIJmK\nRZBkpb7Zqt3npI5nBdKano8+9weVDi9IGXdL15T8nrj8Vf4dQniihhbiV8KR4a3aTcxEPu+h\na3QgfYeLOQXSqQ7X1GohPlQk855JU9qu6N6yFx7PtkPfh5+NTxr4aIcRUvKGy8qVp1vDa8W0\nHEQqDgAS0yAlS9ddG/y00wIkXIf/PzUjvCChlD61K975g5z7C7nGxFc/5jWpeNVL4vh7KVLv\nh5bZPi/a3q5GZfJTVZ4q5xBI6dKYQBUSlUGNOIGLz8RlZK/65aKfl3rFSOiYD5gvwoSfkgFI\nTIOEX6ggL0+Yg3QYv8ZQLVXJCTNIgqh66AHSVreTNnTHeRPxG7LZ43HyfqqcQyCRlsSbFBe5\nQygZv99f80R2jmZ8Biu1xj6XEZBOvfNI8/4HzIswDBIZx6oTNpiC9BM5nz8pOeEHiRZ+rWKw\nJo/U554RQDr4YPWqd0hjulRaT23hEEjkVb3yCHUlh/GR2+Qp+JYiw0tJpoqUvg7KCEgZzcSQ\na+8zs7EMEmnkisUG0yv3O3I+v1NynAUpZ8Zdl9/xubat5Ers4pM+7xGp7225LjfWbktz5BRI\nxLFyysCvlBaiLQGBVF66hS0jIJGnaB1NizAMEnkrcQI2mF65+/Hdb2SykuMsSMjkyiWTSI/x\neVvitfqFFgkfSI9hd+qoP+yqdqETAYFUAftcNkB6Csd8lWkRhkFKlAZ/a4Y7q1o0NuAZR8ap\nGcyAtLJtdNNxou+7pHv629J93lr0xWdSRFL4QDoitSZErBQSMXpAFikNJ0VIGu+kbIF0tWkR\nhkFC27vffOdQ0v/Wqvn7m0frPzqfSjsMUkb8jJ+lETHwACIx4uquHg3vGHwM+byXswUS2nN3\n5cibVkpuf9i8vuYd+MUo3sBMOY6rUkufWZZAIu1Ez5oWYRkkjYHJB7J6JYqdU2/aJNwskTav\nnyk/vTfivGr6Us4/kBWVQOFR7Rg6ZQBpht/TX593Ofa5tICU88Xt1W79KNOqsaG5GPJVyWY2\npkH647HLo3uTYeFcAVL2HdLVdUs62k8uNHEgqz/b1LruuRUxV19LRoG7ttAInOtrR3W8mIk0\njQ1Sq/7D2X4P9QaF9IJFxELsc2kBaawUWj+rA502+rEHXzlkvjOGQcIvmJOXzl0BEukMLlSM\n5Neq3kJos9Rftbx6CdYrNALnQLpe8q5Vu7s7iMOCbSPeNm/2+FDpZqpJut/THOfVeaT5q0mx\ntao2Jp2KSgtIh0nPjU3ufyCbRxnI3MX43ThXgCQP9DgLZauvURheKO1XaASOgUTG24o4gg1p\n5J2+6cqQduP9nuHq76zG51IC0lJyhqa7HKTsT26IuPpN5X1TMmNDOynhCpDk6tBatI+sDVbm\nu1PU4Ki+GBsgPUP8m4sNm0lyDMohXwrP+j1p0guKN5/SFQ0eJP+CPl3eTed57+y4btNz1aUz\nIK0iMc9xOUi4X0BnOUmuQDzxsitAIs3Ij+egw+SUjFTG5JJUv90T7500lGIDpM7Ex3hskF9V\n/ggh3A+Li/N7cFN+9Z26osGDFN898eT7L/v5uf2SD/SfyitLZ0BKv1YKtNpBywN9UfQoPdXE\nwhBIqaSGuioF9/juSb4hpUR2ukkJUTnaVwDDDlKGeFSzSDfof7pGcFwHMUHeyV6fmtGXAmms\n2b6ypQgOkaGIbAPpcKbWIFqOKANKZR5ehl2MzJRapQ7JwzVM336qE177fvsRMmBBF7qceAzE\nIjnyXXgxQCroto7nUf+03M5beH5P7Dl56RBIaInY1TByltWBTnioPHfr1DYVuBu+MtgYAkke\n6Kg6F9ntoJBOFUe04rqJpulCNa+yfjwUUader8pVG0RVNcIM0p52Fbm6E7pHcrU/xCCkbsMv\n6/0tfY0/Gc1VfFwKQ3oA80imcU9H+1Xmag4bVJ2r+qr0yMwmkD6/louM1YzD5kNf1+C4qJFi\nYl+HSO5a/NZetHCbdP+gGpw8y6XA07XSAzDqrfNymnKjGghFHhtQhasxVPq2KwZI+zvgalxy\nzAWhWtc+UV46BRLaPST2tc1WBzpZanbFXeG/0xsZAmkj9dXdXLzk0iZ06S05vDyC+m3SCP9q\nxZlEEBaQTjVSXSbdK8gBnaQa6r3f9fl5WdN69/nC5IVFuQeRKKkSaw9I+A3EJmmUwbcB/+ZM\nFuoqd3DFl1k5qR2lGCCt7bPtte5jM/mEjmIqboW8FP79L00QOqtX3kVDFjHw5y0sBZYG/pyF\nxfuvWe5rVKQN9EafJqVEaPzsfCt38i3d8VgaeLPc0w0oR+fRFmK4ylBEbqPdZozA+NmW7hTw\npsftrNUBFQ1+afE531FSowAAIABJREFU5XHlDCkLH9CcyynLh9igPdRHd0hXyVr6OtykiaAY\n7pgfUNWd06SD6nTK4COvu1529uzMIDgyLVdur7BnpWJWNEjLugzcsm/ki3lru4mpPsvkpfBv\n/d2CEgstHW7RcwtEFARWxlv0JqHXTqqBawxtqI7zKhpKkFc7uUXGnfns8pLWIOrQcsmUQdMv\noI+xYEorjqsxSVj5mt7wRyHDr2zjNxYLVjnkA4bQmeT5cDmef5sLQqblxN8S9cgXCdJvMft5\n/kKnzQmdxFTcKnkp/EsZL+hwrl7efEMWMfB5FhafVRGfdRFTQzcq0Op6o1+TUiI0cTSICCwN\nJvsXlfHJAPncTKTzyfdpFUOBlWTrVUpOIREU2x390aENuIhmdvJjVJFsemTFN7CB2lmOdN/E\nTcnN/ZnewzK7IjhLRmEYTRn8ZF6MyNxcwyhbheAz6I3ahZTbqImgSJC2xFwS/vdbkhxzUfjy\njt0uL2U7W33tfqAC7a03MnSPJMp7uhVmZhed+wJ2/knD5mn4YohW6/5KBGG5R0qIUg9tC2wh\nB/QJ6qDjuTHpOWQ/wYYrstGRK9Xt6ogt4/bcI+F2+UqbKYOPjCX2IEJbK3GBqpkyBplZuZvE\nW9ti3CP9234Pz1/qtDWvs1CJS+pwTl6yCRKeOK6B2Lh8z3G9jTmQksQv68q6AfOlMejrmLR5\nrRBrg7VXqhnhBQkNEZtBaoiNpvV24xxyQJPFR5eVxJnGIsiMBjRIL5ELLwWhheKjmdpio16t\n30STPSCliK0iUZ/RBh+SZs+qLbYVThW/EK4T+zJJD4oidFO6iL9BkVKDT2WxqK6cVCEvLz4+\nv3qdaC7Oc6QZ/ZNOjBtQwM/qm3RwwDReWbIJElr30Zh49NfYN781NhsxBxJK/3LwR7v1+ZNb\nt3rftMA/k9/+7B8qHV6QDteRLrQhEwbPlJ9zyQc0Y/bg8Xj4ndq4uzAN0kh8gUaKhQ5NfHvq\niaOfD5qE281tav7OnDPkg+0ag2CZ+diDo3Bqx4eDv8rcN2Hw9If0P0Et7ntqSc53Q8dsQq1q\n1iYVGl25de3v73UkZdKgKXh8ruKA5J0X9+y4bJ4vmNmtx4x8dckoSC7p2YBc9xoFeUPlcvUL\n6u/f/1K3wphxI7GfFEiJeIyRniYRONOzIWNdvPSQaYWeI3EiJ4QOLFwj1J79HrMdoUB6NgTZ\n9AMgSSr9IMnv58gDwx4Q7/BayHMUpBNrd+wnBRKaJT6vfeCYSQSOgLRaHJGlVwZC/2cA6TGE\nct4Qqnp140sCUvTIgwASFoBEi4BEWu0qk7u3nJZSUhm4nDxMwqMKaUBC+6e/v1ien8xxkFLw\nSEdvyC/20uouT/BZfUcJQBJufJtPV08OgGSisgzSLtxDXX4xQu6bsYKk8eg8lbdgPwWQDv04\nb69xZ86CdCR+7jDyfZCO0m/RgzQeIdJO/kYJQOITB9fhKsYuUm9/ACSDoQyDhL4Xm9uekvv6\nyQ8a5DbH9A5CouYc4qcXTRYqdJFDC48g3CB9Qw3DINwmbRIrebfequa9i3LIM7GOJQFJuE1a\n378WV+vlrQCSxR7KNEjon2+nqWPUrScXnzpr9Mbp3xyW/fT+iq1fFBpBmEH6m5pvppLYiJix\nYPaSrOyln39N8Pk/ZYDB50oGkqCC5T2qcg0/OM44SDmLp88nt69rJ83WjAdZykHKWvDxt+Q1\nn3CDdGjOxBVK7h/kilxq6qeXvPHT1CQCVWEGie7k1Hfex4uz076f9ktmZvyE77G31x9TQHp6\n9rxd5vsqxvtI/y14rkYE2yAdEt8IvmqJsJYhjupchZ5OrHSDtEd8AeC6VVIqzCDNEx9gPia/\nq6ev2mn99JJnNNcYI6AUZpCo/mMVxE4WjcQbovriQ/E6Yg/HCp8hpWonKGqc6b6KAVLqxw+V\nq8Q2SE9KodZOQWgoDpoaFrd0g4Qv0OukX+PwgrQdvzz6AsmVR7RaaVbE5yVj1d9rjIBSmEHq\nzRWuK1OUXyRJi8z2FShIRyY05SIenXOOD1ROgHSQRDoFITI6en/VyDRIh6eNnCv3CwgGJPld\nCmn6uPCC9A75op78zjdSCzge6ORBs/eOBJDW4555hb8TxhhI3EujJlelktLA1wkTRv+m8TkQ\nkI5+crfwgzf+RMAUOQSS/G04CiHS1beDamQZpMVis1H97TgRDEi/k8g/EVPhBYkaMLGReFO6\nTOzFGfWTaRGfF827iuOqTzBa6IRzVbuA9LBQRhpLKIZ6xb9okI5PbC7cd7yhdOtmGKSjZMSD\nuQiR9+CoQZMYBukf3P35bpwKBqT9pA6/QEyFFyR6GodWCGVKnWu56/Wj7GA/vQilrV1hMue8\nkyA9X0yQnkeIvPkxivK5SJA4rnL33z3FxMiheyT8IuxtQiUJv7hYi2q3Yxikr8gZwk8tg7pH\nwhcD7k8QXpC0L/YpPdUWmPrpNcvFEVBirWqnVdWtynBDDSifBZAOjh/4CR5dxwykVl9fKDZF\nToGUPrAix7WUGijHVxeqGqsoG8MgkXEJSW+AoEA6+UJ5jnsSf2+EFyTNWNiblQEiZ5v6ySRI\nVNWu2aMcV6GNeF9QkZ4rVpSQbjzsCo6rJ7Y1kOlgalE+e9BisfnyCmnkVTOQmrwfDEdOPZA9\nvkMeESk9QdvizzBIZALj8rjfZ5APZI+ul7uNhhekT6mLrdJJtJ2s/mnqJ5MgkV+kGuvmCj8n\nBzckU2MFUZooXk8ZySlSKwp5mep+ymfPMdzAdaM4j41p1W6Am0ByZc+G7JbSKXgVp1zWs+EE\nNV7LO0ge1EiaY/DYB88NwtOtZ07vPfAXVkEi90iRg54bL770Sb9NrYqMv056NuzBfXHV7hsC\nSPJvsVivAJCcabVL6V6BqzKEtH+7DCQ0ULx6Lmtbnqs+Svy2PjkgiovsK7Yn7JQ6VIsvI56Q\nRuvpwShI3VVc6gi/Ol/S/FTiynd8pxZXrg2p3shdhNY047jrv6F99swiRcRpbAAkpx7Ipu9S\nmlJdBtJqfPm0TdstPzrKPIpnGMQzAEQlKDWh2WyCRLfaPYrQbzRIa3enIZSz94RcRO1rl6qd\nI+i0hzx8KSf2bTcFqfkHlAAkMznfs4FWWEDKnt6r2wTxN5SMA1Keau/G7qTiIS3FNmLyEkKs\nYyAlDX6m7wqjwYdyZnaPbU6BE3EEfUslO+uLFNZpFf+yDRRT5s3ftAAkM5U9kLKlkY4aCd/U\nA8iVQY2qjt2hZqMgrym0cQqkNVLHhA8MBl/OE5xO+5FcRbuMu+z1E/oihYF0alBN7op3LIcs\n5mI2UAKQzFT2QPqYk79+Z+C1GwzuZJPWr3kItcRrQx0CKedm6eOjtuoNPnqYWEnX5qC/yE9s\nsmHuGVTkmA1yEdffIyX2fqTTj2ry6LCWbcfjCrurQNrR98EO3xoNDIHUGl9t9YU7Ilwzko76\n0mcfeG6j4s4cyfBwtjzx4HVD2z41Rhp+L2vy04+8kULvz1aQ5CZ5fc8kn+8ZTqchHR/sjZ+2\nDhe3+Lv3gx01vZ1kkDI+eqLlsCM4zPYP9dv9c8dHelOcuh2kX6WnaEq/oMNS3fw+PJqAi0Ba\nJfXsfM1gYAikh/F1V0dYPdz3qsim0tUmDWwQ+Z3izjd3VLxmoHS1rWpR+fL29UXz7eLNu1Sh\nqk2/cW4rSPKEYfoZZXw+PBQnF3lF1L1txJUKyj9OnLVkuXQ9DaOKEJCyHpS+GcTvghfFNWkQ\nvMglymYuB0meR1t+GEiaY3Dd2EUg4e5q3Bq9gT2QbqTz9uCe3bXSzJvJyEQGw+X+W9zTVhGE\nGqRT6hSWWoOP1D4rCMzof5suO46y8ZSyXIJahIA0ARt6aMtdp7S8moH06s8UHoEPgvLfRb0K\n/mfIIgaTjbE8lgb+kknuXhLQRyR9I062lRJe3mJfF/2alBKB8RM8VhGYuyN9qlUE1u74Dslf\noHqD33T7i8WIoBB3rCLwmRrIV3k0nTeH+P2HuZ9k5of7Ll58Dq9VKTqCQN25WOj53U0c+1hv\n8MvDLV+8OEIPEvf7xT3GcrxPWpAqYV1due3yZpdMQFLl/b1zZOAgXdLLk2vIIgb+fxYWr6XB\nZP+XLskHbDxJky+Ux6WEj7fY1yW/JlVYBFbueEzdkRy1NFi64ztAwhitN/hNt79UjAiKeUCl\nTzU1kM5mN9B5s4nfa8z9JPMoNbt0iTwBrXyxyAgCdedSoedXnsJygt7glzvUXbo03ADSr5d2\nGcvxPmnxFDZcoyuXKG/2XyEgpb5TVygZMEhOVO2yyOt88tuZz+IkHuXTPVU7+bHLcr2Boaod\nmTGjK51H3i6sety8ateYgKTMQNbSKoJQV+0yySj9q/UGH5lEpzxCv+g5qvwPyrzKUI5U7d7D\nhlhtuSsy5M0s35D9b/6jwoYP/xTg1EIOgYS+l+KR33pG+6Tj1Ag/KnQPSKcXSGH0MBgcBWnj\nM9G3D1VmUT4p9bCrtV+zKX6/f7pFVwIyvlVThDKl2WWr0q3R9j5H+k765L4Gg9zYcLmQiNWB\nNAnJ1xNdjoCU1kQKf4+2nNplyAKkv/vX4Lia3JyAKXIKJLTy6YYPfa6+5ZzUu/Gdg0nbvotA\nQmvbNXhgYpbB4CRIf0i3Ew/ITh2/UUxetke77VeP3NR6kVWfnNvw1dZcWD05otmt3XdYRhD6\nng0rnmrw0FT92+9/z5lDxmK5SkhlTrj/5tj101rc9NTv81o2fDxe2mTF0w0emkKXk5u/jw25\nq1EvqdlRLnfzU7+rm5mBlD1J+E2u+/qfR7gl7IMED2SRTSDdjS+5aSQX//hwnQJwR9bLuMib\npkYH+toNjpSmVBZ1XYBFSjSIfkXu1mFb/Tx/DEAqwyBlkkuuF8l9FCejA3BH1lHpOVKjk6bG\n8IMktzGKqh1YEVQikLiqnaYk8QASKtMgZZN5t+T7BTxWEFcvAHcUHRvWstVIQ+81kyJhAYme\nBaluYEVQiUBKHnE9x930ViKAVJZBQm3wJfc9ySWzIpGh89OVrdON7tB+MvQaBTXetzicSSBF\nUIlA4nn/ny9exnFXcl8BSBZ7KAMg7ZbmH+4u52ZKLxvdLDbkHOxeo/yt0oB6p4bU5q4bn+UO\nkC5TOaqXqjfaA5KgvAXthd/2e2cHPg4KgCSp1ICEDg9r++xcNTtz8rMdxoj3O+m4x4JIUhdp\nbbg7QGqCIbo29ql3jdVN20ASdGbmgxxXlRGQLqBCQTqUbmJgGqQs9X1LRkEySHpDNi1lKmn4\nypHHz69wyPIy/NfqADoA0mjs7ShTo1gke6NyFanX07EM0+2LNfY3zx8Z15AJkLa1Ks9Ff2le\nRDjQn13FVXxmj8HAMEj/PB/J1RhJ5rxzEUhbHinPVSf1o1Q0jawttQBpWRMu4i7je6qSwg9S\nptTv9kFzMHzo2H0RHNdEeuA8Sbie2knX04hIjqtmOj1AMUDK277XGzBGtoJ0FHfynm9axHNm\numRtpB/qk2GQcvDbPXh6SBeBRCY0x79DaehrsvqH+ZWbIM2+XC2x6AjC8xwpe+aLfWeYDlEu\nFsGPj68Z3WMw7pbaOA0h/BpghL5XPva5aJAujrtPyF9zNcfVT2ACpDH4fN1kWsRzmnSQ+kxv\nYBekZeRaLNG4dqrCBtLbVMPX08JdFB6jqn6W+ZXbDm/Y1dTo5OAnZpY/1MjI0BNTEKqJ15qY\nlSgapP+actVO8ierRQ374JrKqSyA1IMEaPqr7Ekl8b+kN7ALUghGWqUVNpA6qldb/QNCznfi\nb06ttRZXLpma9Y6iI2AApLGcXgMRIg+la5qVKBqkD7gRHp4fxH3B8/vK92UBpIE4nuqmRTwZ\n5NHh23oDuyDJ7x/8JaXcA9IL5MIa3m8Kvhvf/W7fDw5bXblksJ5HTY2sgaQZ3E7SSITISxfX\nmpUoGqQ7b/UL/6+v8j/hf4toFkAiI6m9YGYTDjT+nqy0WW9gF6TDuDf/nTlSyj0gLVe+qwtz\nR9YneGv9a6omRWwAKWWFyZSVhYCUGcVpVekvZQyXN8xKFA1S1TjhXyr3pLjeK/AX++xstXtf\n/Gq497ipzXPmsDgLZNTnBgO7IKF48elg9N844R6Q0CjxumphmMHF/PrMkR4zGToRmBQJOUhp\nvYVa2QPbDAZrkNDMCA1HUeIsqqek990M899in4sEqXIv4d9s7lNxPaY2EyChLRPH/JBjbhIO\ndNa8YR/tMBoYBgkdnPTmF/L16CKQ0KZxb/9kPBFW1+dv48ebzoipLxJykPpJMDRK0xsKAamD\nCtHT84Z+tBPnj338KYvHLkWDdPsdIkHcXuF/bs0H2QBJ17MhJ+HHLfI69GwI+6zmRbhDG5zp\n2fAPmb9R6piRHL9K/soqBKQdBKIbK143mO6vXoKeDeO4j84vLH+XuPoG9zmLIO2+X4i41QGc\nAJAAJP2+NxIq3hW+c1+vyHF14onB2tGFpMg0naEEIP0ntrZUTeT5r+/mmuYzCFIWbg5qhVMA\nEoCk3/cBcr8zQ+61Xg3X/AsBSZ6O+AedoSR97f438/khB4VlXFS/8wFzFEaQ5NkD8OhjAJKD\nIGUsnbkqhz2QyLPga1MRug5fK4OwwdrRreSi+llnCEGnVf504D9HYQVJbvLHQxUDSM6BtEl8\n5nrvPvZAShEHRo1eIdTsyDNV/Ip8eKt2hWhDjMCWd3Zct+m56jLsIMljXW6UUgCSYyCl4RFi\nH2EPJIRWTouXmhjq0o+CCgFpC7moFuoMtoCEuosgze2XfKD/VHUZDpD2ffuF2nMws6kU8sNi\nM2z2winfHDEvwxZIu+f933qUPPsTk87QLgFpx9xZCdqcn8nFt4VBkGSNkzys+v3k6TsLb/7G\nA3Xd/suEeZpJKewAyf/eKAGk3M5beH5P7Dl5GQ6QpovT3TytvCOyUxzh5iGxx/vBZsLalYtN\nCzEF0gRxeob7qgn/2hgeZ7oDpHfFh+J9NM+QphCQFjMMUvZLFTjuapGSqLGFgiRNqVRRHK/l\nqiWUwQ6QfhuyRwApOeaCUK1rnygvwwBSgjRJCDVbQ876+bheh6eNuuKQWSmWQFqhPu3j+uuN\nrgApHjv/CZ23mES0k2GQENr7w7Kx2M9FhYCU00w9Q7WpCWhsACm954kkAaSEjmIiboW8FP4d\nmSbon//p5ckzZBEDb2XxmhrIZIs1DYbjJPKZZqV8vMWH/M+vSSkBBuqOaOBzLSw+U0NfCqRq\nlwp1hzZYWzSpQiIwd+d/gR8dWXgOIe5OOu+CNIAq17nEEfxncwRkqMquhbizjTpD3JeqgfdZ\nFdEaAgfJN2wRL4K0tpuY6rNMXgr/1t8tKLHQ0iXSCyQ+QyvifmIYH5KPKc5rjMVUB/o0XSx6\n+yDls23PfEvse11N5klxkK5u5yyKBC6/yVoodQ12/vFCNvmDPkMTiv0J6pEvEqT4YR7vnphc\nf0InMRW3Sl4K/84kCso4p1f+f4YsYuAvWlg8poZ3cXg3GAxppJ/7fLNSXt7iQ875NSklwguG\nDQus/Cww2RjLPILXqbN0jd7oO2+xL5/fwhB4BObuiAbe8lNNDWTqqRa67L2/HzS4Q/vps7TQ\nCfVxpfGzvVZHOtDzK+h+7HzfQg5oEg3Sd6qB91qUOK8xqIMEFQnSGzGSFifHCN+o3tjt8lK2\n23iPdAhPOmHSH/8NyXC7ydAnbN0j7a6pnqVJeqMr7pG2VpGcN2/XYfkeKWv2qyPxBLjVEgtr\nbOiunqE7qesp9PdIJ1NTU1fGHPw3r7NQiUvqcE5ehgEktO5Ojqv+oYkh41XhN+kxkzdPkFMg\nnTQfFGDFrRx3+XDhhrbqGIPNFSChRfU47iqLntAMg3TsLhGNZ2pz3E1LC221O/58OY6L6VNR\nqAHupgz2PJAV75H4WX2TDg6Ypi7DAJJwPJINczVgndplGOyPyAGQcj6oxVXslGxmQkcOChHs\n22Ty4+kOkFBO6iGLc8AySKRKuvhv8du2MJAQOr7xH+F62qiZM9pOkApmdusxg1qGBSR3DBD5\nvnTS7sk0s5XCng0W7tAGx0Ei46v2wYZCQTKVPSAVJgAJpVfFZ22uWREAybqIfSDlkDeTnsUG\nAMkVIMnPIt4yKwIgWRex8ReJDFQ8GhsAJFeAlCI/hjArAiBZF7ERJDyraL1j2AAguQIkhKf+\nrrrbzAYgWRexs/n7+0blotqRdl0AySUg7RPfK6gyx7QIgGRdxN5x7U4pjY0AkktAQhlzRk3a\na14EQLIu4vQAkcs7t+j+h7kJQGKqZwMCkAor4jBIeARp84oEgAQghdqd0grSfjzIag3TAUgB\nJAAp1O6UVpDk2WmWmBkBJAAp1O6UVpDmEJAWmRkBJAAp1O6UVpB24+lMKv9jZgSQAKRQu+N2\nkPbF3dzguSQTgzQ1gGGiOiwACUAKtTsuBynlWhGXq83G95jX6tY2C8z3BSABSKF2x+Ug4Rkq\nLGbZggeyABKAFJg7d2GQmhSjCAKQEIAUcndcDhKZidN82jAACUACkAJzh0zJPqwYRRCAhACk\nkLvjcpDSpSEg79LP4ldYEQQgIQAp5O64HCSU8XHnzhNMB5wCkFAhB/pfqwsCQArQnYPab+8g\nQDpj9fFhAilZy81ZK3ey0swHfwKQ0IZ7I7j635sXAZACcWfGtVz5VvTE4MUGaUkjjrvj9wCK\n2ATSp7W5Ck+rb1n+ehvHNVlmsv2xflFclUHmdb6yDtK+K6Q7y+WmRQCkANzBXTlvoOY4KS5I\neO6Dqn8XXcQekD6XImgkz/6xRRrisvIm4/ax0oZ9TfdV1kF6BTfR3GdaBEAKwJ16+AiOVQ3F\nBQnPP8l1KbqILSBl18af/znJJdMAtDdsvo50WjUdZzT8IOUV6OXzGLKIgbey+K2LWBgK/Ka5\nT+Fjc0UARZQI8o2fGsII/MWMoBhFCokgaHcukfmMexffHVmNyIOboovkFxaB5YcW4U464WMQ\nySUPZBsbNp9PNvzVbF+89efTCTWCEoN04axeeRcNWcTAn7ewFFga+HMWFo+poQs+NjeZFvFp\nUkoExs/ONwZFDMV0RzTwFoazvn8tDF6/ZRFNSonA+Nke6wNq+amS4QwZo+/V4rsj6z68h0cD\nKKJEYOJOEAdU+p9JhrR7h+Q+gpMPGDb/hYD0h9m+/F6LD/lXY1AnMihlVbuf8LExHWEOqnaB\nuNMbH8G1qqG4VTv8BrfZ3Af6IvbcI+G5dCptIblTsTuTDZufwPPMNjQdkLms3yMhaXKyJzJM\nbQBSAO4cF7vURH5EGYoLUk438RyYdxINB0gpt4scqdOUx4nu9Mwxbv+b2DJVZ6Ppvso8SGjj\npx+avvKIAKTA3Mn54e2PEmlD8Z8j/f7RR6sDKWJT83fWN8M/plsQVk74yGQubEGpU96dfsJ8\nXwAS9GwItTtu79lgOYpQYUUAJAAp1O4ASLQAJAApSHcAJFoAEoAUpDsAEi0ACUAK0h0AiRaA\nBCAF6Q6ARAtAApCCdAdAogUgAUhBugMg0QKQAKQg3SkVIO15tnaNVusDLwIgAUihdqc0gHQk\nWnopaXOgRZZ+NPFPcwuABCAF6U5pAOlN3HP18cCKZEmvVA0ytQFIAFKQ7pQGkB7HINUOrMi7\neOvvzGwAEoAUpDulASTy1u71gRW5FW8dY2YDkACkIN0pDSB9gdEYEFiRa/DWD5vZACQAKUh3\nSgNIOZ1EMu4wvDNhXuRhDFI/MxuABCAF6U5pAAmh7158bkpmgEVWSBxdvsfMBiABSEG6UzpA\nKlaRH27iuHvWmpoAJAApSHfKIEgI5Vh9PIAEIAXpTpkECXo2AEihdgdAohU8SP9O7tXj/Uye\n986O6zY9V10CSLQAJI0BQDLqrWGHj4/rn8fP7Zd8oP9UXllqQNoSd2/Mt2TnAJLGACBZFnEh\nSN/HPvgc1WOvGCCdijnB8xfb787tvIXn98Sek5cakJZGiu2Fg/HOASSNAUCyLOI+kIaJ13mk\nOt5bMUD6334/z19qvyU55oJQrWufKC9pkLKj8RMs3GEWQNIYACTLIq4DaRO+zusog7MWt7Hh\n+64XEzqKK3Er5KXwb2t7Qbu9Xu8hMoryJK8ov89rLj9vabEuYmEIpojWoARXwIQ7Gs8CK6JE\n4LHVHfsi8IQpgkAPKG3wm+VOIxd6kpyhRhAQSJtj1/Jru4lrfZbJS+HfplaCdvj9fhmkif5C\nxfOWFgeKqCeRCXeCKKJE4GXCneIXUb8KfCy4U3SRqTJIcoYaQSAgre2wkOcTOomrcavkpWwU\nq3ZZpJffGunnDqp2GgNU7SyLuK5qtx5f51cqfY2KVbVbECvW45JjLgpffbHb5SUNEpkEgnTy\nA5A0BgDJsojrQEIDdC8qFQekpR3+Ehd5nRN5PqnDOXmpAQmtiWn46HQy4D+ApDEASJZF3AdS\nzheP3tpulZouBkhpHSbtFIT4WX2TDg6YxitLDUi0ACSNAUCyLOI+kErwQDY+RtJqvmBmtx4z\n8nllCSDRApA0BgCp2AKQJAFIGgOABCAhAEkrAImWbSBd/FevXGMWMXjPW1jyLA3ecxaWfEuD\n18Lwb4EmpURwwfipxiws6wjyLQ0BukMbPIEVUSIwfnYQB7TA8oAG6A4lj3VsdEKdytj42SU+\nv7QhiAjyLQznNIbzoQMJBAIBSCBQSAQggUAhEIAEAoVAABIIFAIBSCBQCAQggUAhEIAEAoVA\nABIIFAKVGKRTKS6VEsFxpz0JVkoER532JEj9o0SQ6rQrQeoogAQgOS8ACUBiQQCS4wKQACQG\nBCABSCwIQHJcABKAxIAAJACJBQFIjgtAApAYEIAEILEgAMlxuQWkGXX22bbv8IAUlgjsA2lx\nHVHbbNp7GECyNwC3gLS5odtBCk8E9oE0uemPgg7YtPcwgGRvAC4B6VD7Z1wOUpgisA+k17vY\ntuuUsIBkbwAuAenjlj+6HKQwRWAfSO3esm3XKWEByd4A3AHS+ltWxbsbpHBFYB9Itz37YMPY\nNXbtPQwg2Ruz/d0fAAAgAElEQVSAK0A60HpcirtBClsEtoG0o067+B+fbuLexgabA3AFSO+1\nTj7wU529h+zav/0ghS0C+36RtianpOyqP8GmvYfhF8neAFwB0sNSw2Wd9+3av/0ghS0Cm58j\nPTDUph2H6zmSbQG4AqTVy5cvn1Rn8Va79m8/SGGLwDaQ4usnCNWjejNs2r39INkcgCtAEuXu\neyRR7r5HSmr+9Ipfn7nfvc+RbA4AQEoBkALShm63NOix2a69h6FqZ28ArgHJToUHJDsVBpDs\nFfS1A5BYEIDkuAAkAIkBAUgAEgsCkBwXgAQgMSAACUBiQQCS4wKQACQGBCABSCwIQHJcABKA\nxIAAJEpns1wqJYIzTnsSrJQIkNOeBKkcJYIcp10JUih0IMEvkmNSIoBfJKcEVTsAiQEBSAAS\nCwKQHBeABCAxIAAJQGJBAJLjApAAJAYEIAFILAhAclwAEoDEgAAkAIkFAUiOyy0gdR1j377D\nANLW3rc17LzBtt2HByQbz0E4xrWz9xS4A6QDr9ZxN0htWy9b1emevXbtPhwg2XoOwgCSzafA\nFSCta3N7E1eDtLbOqpSUnXV/sGv/YQDJ3nNgP0h2nwJXgDRl4LaHXA3S7viD4lmcY9f+wwCS\nvefAfpDsPgWuAEmQu0GS9HaDnXbtOgwgpdh6DsLU2GDjKQCQwgXS7Ogptu0bQApIdp4CAClM\nIE2JHmvfzgGkQGTrKQCQwgPS6OiJ9u0cQApE9p4CACksII2Pnm3bvlMApEBk8ykAkMIB0rro\n578TZNsQ7gBSkbL7FABIYZmxD0809pld+weQipTdp8AtINkp+0GyW+EByUZBXzsAiQUBSI4L\nQAKQGBCABCCxIADJcQFIABIDApAAJBYEIDkuAAlAYkAAEoDEggAkxwUgAUgMCECidPFfvXKN\nWcTgPW9hybM0eM9ZWPItDV4Lw78FmpQSwQXjpxqzsKwjyLc0BOgObfAEVkSJwPjZQRzQAssD\nGqA7lDzWsdGJc0oExs8u8fmlDUFEkG9hOKcxnA8dSOeQXrnnDVnEwP9rYcm3NPBnLCweSwNv\nYUA+TUqJwPjZeVbu5Fm6U3DWysCftrB4LQ1+C4NVBMbPDqU7ngDdoQ3egIqcViIwfnaJzy9t\nsLZYGfweC8NpjeEsgAQgBeoOgEQreJByv4jr+YlQwDs7rtv0XHUJINECkDQGAMmoqYMOHx0+\ngufn9ks+0H+qugSQaAFIGgOAZFTPtTy/vX1+buctPL8n9py8ZAWk3c/f0WJsOm1wJUhJL9z5\n0Hv7Xm5279DjZiB93bpx+5XxT97x1EIqE0AK1J0SgpTx/sN39NqF14MH6eXR/+VPep1Pjrkg\nVOvaJ8pLRkDaVp0T9Eg2ZXAjSLtqimFEiv8anTSCNJRT9ImaCyAF6k7JQMp5TDzw1bZKieBB\n2v9C+w59svmEjmIiboW8ZASkx/DlNZUyuBGkp1RSuGEGkLZS1qhDxggApCLcKRlIM/GRf1hK\nBA/SylH7D44Y6lnbTUz0WSYvhX+bWgna4Q9YPG9pCbpIZRxkr+J/ihKgJ4TuBFukJoXKo3KR\n/8Y0vaHDLmFlNmXllhkj8DIQQTBFvEoEPhbc0RVJf+mWhv23No2qWB0f+ArCYfbMuDe6zVp1\nMzWCIkFKa5/O8xc6JyR0ElNxq+Sl8G9re0G7vXr5fYYsYuAtLdZFLAxykSo4yOcDKaI1KBEW\nhNCd4hShDZdrQZLyCqRf20pbvF4tSMYIPKF2p6RF+MCKeMIUQYDuaAz+7OvEox2hHviKwoXS\nX1r7UdlMjaBIkNZ3Fv+/Ep8cc1HwJ3a7vJTtDlft2uAgZ1AGN1bt2lGkjCBVuy9x8naEEilr\n5RRjBFC1K8KdYKp2/TidWiK0Gq9drjRuFaNqtzdG+EX6r8umvM6JPJ/U4Zy8ZASknVKl6DGl\nsWFf97q1Wv9pXoRhkPbUkn59xH+3pRGQ5DN5CqGR6umcbBIBgFSEO8GAdJeOoxrbEPqIrG+U\nNysGSN5Bw1OPjRtYwM/qm3RwwDReWbIBEtr/0r2tPs6Uc4/dKMZZZbNpEYZBQgcG3tdq/KHB\nDz486qTc/D0Qn7Ty4tffD+2adekpJYeYRAAgFeFOMCA1pyCKeKx5vyQh91OS3iJvVpzGhrOT\ne/WcIIRcMLNbjxn56pIRkLQajgN93LQIyyBpDPjKjVdqFJJ2Ea52K9sxDlJ2ppmFTjAN0lsU\nSFVJ7t/SAwruBqUCVGr72rXFgV9hWsRlIKFeYii1dpLc+eSkzle2YxqkrW0qR96/svAiTIOU\nTtXtlOtptFQD/13ZrNSCFIMDv860iNtAQvO6tHlTaVsgP1BcvLIdyyAduFL0tXJCoUWYBgml\nT2jXrgk+5tFK/rK4JwbuUjcrtSB9gQPvZ1rEdSBhZeJHsMek9giu1jHFwDJIA/CJaKszZGfQ\nKZZAOqitiJIHstNxGP2lRIb4pVZGXqPI6SDG3fi4aRFXgpTcKZKr/VGOsPZ9lBBa1I+qiWWQ\nHsZXYB1N9tEXo7gaw9WOkcyAlD32/9s778Aoiu+BbzoIAoIowg8Ela4g0pug2FBCR4r5IlVE\nUVFRQLCAQqSKgEiRIioooAIiIBGBUEMoIRBCEgJJIO0GFAEFcmV/O2V3Z9vlLia3e5d5f9zt\nzNt3N293P7uzU95U5sIHpFAKApKtO/SiMbyeEiPDuLtmlRaQAFg1csisbH2VP4KU0wJdkNPh\ndvzYAWOPUPtZGaRnMEj1FdnPobxXpLRlQJqMCtY+T1ZIQ4RWvjhgNnyMZj+E9plbakDCB/pM\nXJ5WY32QbMdOCJ8Z52wknXKIDGq4Hd8boAfZ+8XKnZVBInXscSiZcgjVm7bhvOAkcTeTQEo9\nKFUwsSKzDC7Zd/I+mmkUpJJXOR8qMvdfwLkBDtKe5hxXaYZGY3mQVlXnuPs/uo/jaqCmuX2t\nhKocaWKIRzs4wcWXwziuR7LSAwuCBAbAUneA/B9sx3HlPxTuDZ8TX34WdzMFpMNCrfO2STba\nJJYU7H15Lw1Ir5N9TtlBav8gLmQoen0IbJBS7kEuL1JrrA7Sr3J7a8RWAM7WlNNBKcQDPNyh\nQ77CAyuCBDa8PnolvFxxHzn3qVBLIs7sEnczA6TMuqgMU2mTRFIwatSIBiRc++NCMu023MfS\nH+YGNkiTsM+11Bqrg/S4DA73OABTqSTpYXaeDsbpHxUeWBIkJLkHd0wV60Tge+KM1KVsBkif\n4TJUzJVMTm890Q7lVTgp76YB6RCu/nW7ZN9BVRICG6QBxNMclcbqIN1LkXMvAEPkVD1yip1b\nScYMhQeWBWmzUE0NJUVOkap2P4m7mQHSa6QQicQkvU8Qx3WsJeSUW0WZaKeaL4C17IZnLtnJ\nYGJuLQh0kF4lNx21xuogPUKB1ByAt/BW2elvLRVvCc5DRL1C4YFVQTpOTbMKzwbfkE2pl9YM\nkD7EZQjLIiaov4Rr/cVbM07SJjoxG45Of3t5LrhkF3vGY0Cgg7Qbv6G/rNZYHaRZFEizAdiH\nKxPDqD2coBXKu+ecwgOrgvQG5dALAGSgGT7cI2KbpCkgHSuHCtGPaI6Q4m1SmUCQ0jduTKey\nsmN+SAB5uzcfqI0sGsP31MAGCXwGL8EuF9Uaq4NkGwzv3AiVIfBiWwhnLXbKovZwgmP1hby7\ntyg9sCpIPWWOqqUJ6W3VhK268dJuprTarawgFKLVWaLZQMo3X2UigDRX2PH2WVLO9vuF3bo9\nKHw8Chuz7kMjwAMcJHBi/rQtWo3VQQJg14zZB8D+RQtJu9bJBZ8o75SCBznfTllGOpIsD1J/\n6on0NszI+GrWaurN1Zx+pOQvPt4gPhSdYsv3DyoTl/0nrFhPMlLuln3pt2LKKtyxF+gg6YtV\nQdq3dN05Kj/pp/UndA3yt3zzKxUuyb9AKp+nNbHAyAZbG1S6uurqi8veBZe7E8mIpnwJThZ3\nYyBZB6TsvsKpqbpWyp5eVqjfvauz/5Emwo5Nj8oZlgeJqtrBVjuNiQVAAglwtkRdzSh1l/1O\nXOw7SMZrtC87xd0YSNYBCXeZ3y6OzSeV9qWa3fOaIUUzeeyT5UF6hn4i5WpNrAASyN88f4O6\nowSCVJGUm2RMp3wJKq1PpIvfRK/NsShINhLsaQJM7PtswWM42Vq5b+aq6GnkLG7VemBJkI4s\nmFubuvje0DGxBEj64rLjERBcHZJxpqrsSx9pt9IF0m7Y01kvzpognScn50VhGwZ7IvGflMMy\ntlWXz+JKrQdWBOn9cLouxA3K0TGxNEhjccHHiDlb4FX0VAPho6vcKF6qQMp+AB2RJvmWBMmG\n5+txHwAwj7rwHqX3PF9Dr35uaZDWUSUO+3X1MV0TS4NExq/L7eLZW1cfAbkxGw5Qu/kpSOkL\nxi/C3So5yz+cd1rXInZu9EYQN+O9H2zb+zz6evaZz8aLgbNjrAdS7soJc95EhasqeNOCuvjQ\nhPIjM99bAxtqV1KKTkvGf56q8sBCIP08efpeCFIPqsjdZk38Nj9p7oSVuHqd+cX4BbiV0hyQ\njs+euFps/FQo8ldPnE3GAW6OnkOiCDWb9v4myi75sw+XU9Pd/BOkrbCaWgM2sJyoJ2xV+EbH\nAIURagyrFWgIePjt8vlcYzmQkhoKxSr/rFDaejBMCBlrF8ZxFefCHebAERqtzstRoATpCIeE\nV/5J6YFlQMqFMczD3xVAai8XuRzsHr+vvPBRP1Ew2Q2rqXdth7ubAtKXMMp1kxStSRpsvysL\nQ43mRXIK6ZYr2tWBvbkPyIGc/BKkLDytoJ7g1aNoq+Ipzf4/cMYSZzmQcJjY8nt+2Yua4kg7\nQ9/DhzJhcg8e6fQCAOuxIvj3P47hpruqZxUeWAak8big65yOTrqnoDNw5uKX+JpwZpwZIB3G\n0eK7a016I0WZgwC8ry73e5IdkraSTTGCdPVPtdy8pskiCv5vA02BoYK/Im2Lozl2/HmabM1V\n7vzz2291NOaoz59Oxd6SB9r/vqV1iiio4ijFbqjgNVmp00dHp/35p/McaViIJvlbUKrsfocL\nJcmg1TLgT4B7DYf+6RSDFy9XeKD9b7vxAf3LQOMwVLgMFKoDKsh9uHTPO52P6Z+EM05xEsIG\nhQc6/+rFATUqjqSgNGTQashFtUluGNb0HPNebXWxH5DssJwQjeTlpP8zSDcL1OK0a7KIgjfS\nuIxN5G1x8PCmggSy9TG9663+nKEEccFDLhW4FD8teXCrRD1w8eqcnTBifuVdBa4zpHTvi5rv\nhOponS2iyUtEfbmgIFOoa4SO/rvAtYfkLSjEAy+KI2kMFZ6bVMGle4Z3ddY/ESdcm8jWN8Lu\nt9x5UAzF0TMZR/4/U22SrSlsBAkizXF3ynZIDotGsgd+VLX7g3hxFGSSCdir6V3psdMqCTu+\n+xxQP/olD3xctbuAm7JrXHTk4IHI3FeSLu9QfL4U/IR0HNVAidTdcGqz80wIztyk8MAyVTs8\nNp17xekYqnsiymRJw63hcEIzqnbz8d/foRmxlF9FXdrhhw+Tm1lbyQ5JuDSiyy/fkQAKjcQN\nBmJQ+VaKUGQdjEF6C4hHLfWDAWNJBHSzQPqRFOonx6WP0EYzFKRmTtQoEvox5dfNKDzI+TpI\nTc+YdwI81+pxm8IDy4D0Mypd5ZNOxzH4Vk4vioJkkmAShbZ6wt3NAOliQ/T/M7Qmc1SFrXQc\ngBN4vZ3Nkh2ScZKNf4J0blg4V+ZV+JaaN6kCF9pb2f7dFDspvBPe+2mnII7c7blQrvz4XPGo\n7YWdNuGzUcoskFaRgn3tuJT/YSUutDucUHYOnSbYKQtmCSWPmCR5FLyHsnWC7LfKcWGDUpUe\nWAYksKoWx7X8AzgdNvS2em+bIK7GJ08Gc1Um9wzlKkzOF0yyXinDhQ9HA9hNabU73jWEqzxd\nx+R4RRmV8hz3yA6Y+XsLjqu9WrJ7r28od/tE+QbunyABkJsgjjSznVOHaCcTzHtdgn0EGafI\nhOAqWQnSgGknaILyysTDlFkgie0F8fDKtZ3AnRKDcd4qADbirRVSo/fdlC087/kJ4sgwC4IE\nQDLs9nc6SOfyG+fhwzUrERx/UriDjc1FJnkJ5NyZ1CF7QR5cTyvo9pH35VH26ckKu5xz9AB8\nfwWJEs2BPooqE+UOkQOdi7s3F0j6+NGRYnNENEybBRKJxTBcceVWwAXrLkUvbwNAM1LaTHk3\ng7c8K4GEFQ6ymkFdkpGNb2FvWXhkQ2awzFHtyf1eWJA9u1evWZrhrKUgQOTOdmGhrX+TDnTy\nwHJcbZmjdRHycULxy0wDKfudKlyV8dmKK5ecxPsBIB3qtQAQK+XJ8m7+AxLph6hBMlbgZHiG\ndUFKIYe7cnBEV9SMj2p6zdVRe0sBSMIlCr2WD7SNupdnUxMcuQ0wxzSQBEHBBXVAqi/N4ekg\nTYsLp+z8ByQSgOZZkkEipHF7rQuSjYQRXHIhj1718h2VRakACSvEA72sW9vhx/qWDak4E0jh\ncqmzayZISOgrl2D+UOcu5CQOfbrjK2XlxycR/wEJB+ks9+4zHcbAxTTmYq+Ckq0LEgly1EZ4\nC69NXSzNBE3+Z8+2H42bttb0bP+/A7/0aT0gBiVLA0jD0ZlDByMKgM3kuNQIqzkWP6gsBRK1\nPByafoB62e98IJgr/wFt4j8ggaM97ij/GBqRUSVBqGfjMe5PW/gdSYDkkfB7XoKDr6hJK1wj\nQJbKvgPOTUbnCUfqWwZNSgFIv1AHg8sCZ8krkjwG3lIg5cI+shBOJT3VJn4EEhQyE6GrsLkO\nkvRwsqVBkoReY34wAMvx1uMA7KMUFWALfkCCdPa1R5q9kioe6HfoK3KaGLxitLy7pUAC4Lfo\nz+9TgxResUydDfIuE+6MqDppZrWIyqNVHlgCpPgBjdtPPT6kSavxWargJ7fB7bRlU9flW2E+\nUt7Mjg37xC7q3CByh8pkX9+GHWd8dXtQSG00ZwDd1ypXDwkm9+DQDg0VK53DIfiBCBIeCFDz\nLDnQb9M+fyRkrGh5V9M5VB+AxUASpI4aJCTLRTV1n2yt9MAKIO2FQfhwlbRZNgGpD7kf2PRN\nzAGprwQJ963CZLs8pzckstZ9L9AVPD1ZDwITpDHYvRHkQCuGwuO5wdYYayeJ5sp9QPd8lSPa\nvXTmWoUHVgCpDVW6qQSk5jgZZmBiCkj01N2qObQJNQaIa+2yv1IIR2Xg21QAgRTbrWbD12P7\n3lv3LuxfI50nUldyPBU/YDJI37Wv3nwuekAuqhpSph2caKb/RCJ3ATEUOJb+Cg8sAFIe/YL3\nDAGpFknrm5gD0pv0YYylFGdpRXmXvRnnXtBAs8ABKRYNdKfO4oOqd6TQoIhXiYmVQMKri4wC\n4ljJSrkA1KNOU8gjDe8gmySuqmIc/0CFB1YD6VkCkri8hr6JOSApqvz7KEW6CqTm+vy0qffs\n1pWPPdAFjzAOHJDaqR19lRxo0t5d49F6z4kBrCwEUiYZUxsLAJnyMhQAuh+wsXTvrEBM4igt\nXvTOSiABak4/F01AIqM0DLuUzQBpI1XO6nm0Cd2S0FGKIqSScBCgHbLhKkcfyBAP9BCYxE3+\ng+qWaTg330ogif3Dc0Ea2WokVC7QHRwNcghNAGJ3hhSDdYDs5eNKDywAUi41Uq1tLgEJT97m\nQi3V2DBYui5CNyhMdsuTycPzXPbMBrokJQcoSOUoHx/o9Oj4DOlA2xY/27I7pR1vJZB2kkIt\nABlkq4mQe+7tjp3fRqFyyx+VFjSXluUCM2veXnPWsjrlq09SeWABkPLJHa1J+8c+yRabvwn6\n5fVNTALJ9uWzLYc+TW5jCpNjw1p2XfTTnSHhzbLgahSZEzs9Kq6S9mQbsaZ3NkBBolGJxgp0\noPFYw08pbWiShUDKwcvcljkOAHkVej8DN82PxMle0trF9Sgz5IEU791KIAEy3BsvDE5AWobz\nehiYmNYhe5H01pe/8I9KIW2hhcZyc0mLQ0UAyFqJLQJ1rN0pdEWiCnonPFdJONCJvcqFNFoD\nFHGsOO4HC4EEfkS9fHAU4GY0jKmqUK+othlIs7XrADCMlFsxjSJv+v9xlV9XDXKyAkgJKKTv\nIKIgS1+i6HbVkwxMzAEp5YUKwWL44Tu4ez6S57UtqxtcYdAZvC2AtKtjeHgH9EgKgpMrUfdK\nxf2BChJIn/BM36WZHz3X83My58/OZ+Hmr3UA7KdB2mwlkMDhl7oORsHdQFybqrXxpDL4ZtQZ\nF1Z4ZSIDqEOpKTFOMsm+h9IDK4AE0t55+vkVooKAZFvSt+vEc4YmZoCU25JTyuuiBj8/H8GH\n22XHk+Vvb1a2TN0ElLV24JNjTwfu6O8tbW+r+gKZdJ4O+8js/Cf4CDUAUqA1KHdftBRI9JV7\nOrs8LmMHaR2et6V2x2coE2caiRm1VeGBJUBSKByGGjphBkiLOZUEk7Vjbbi2zS1EKZedvOD1\nVf0WAinvFBkiEzggbUVVpAYwkMOWh4Qb+UbhQA/EhyAI3lvW9mgVNR3uU3aDlRoboIhX7ry7\npX6wasJbO4oa2RK+472Iah/0GsHSquazFB4wkAopDqV5XQ0SJ8acIUk8kNFlx3N6uYaq3xJA\nOj8igrvtDfQ+5Q1IrvVD+03O5nnH0qj+C27I39YAiTSmTAHgIBrsVTbWzpP39dukVtfDY/u+\nnWCpfiQo5Mr9kjqncA0K21cvjVgAq6kZ96O8JZSJtFLjYoUHDKRCikNp3iPPoVF9+3HU0x2A\nLHI3w2u8ueykh7JlrnKOrAASnns5FKa8AWndgLisqaNd/PIRSadHfs5L374DKWW/YuZ81j7Y\n16/sR+odn0COS7fzaSQG4QDZ5NS3KYLdSUVt3UcgZabm6ysuJOIhC/RKE22OwLDSsbsFk5Nx\npIb6f2iv9H3wDujMr4/yKp5ReGASSMcWxNPJ3IPSpHhDkBI3plEpn4J0Ih6diL14LHcXAM7h\nNflqHZ0RB0D2vrO4STxixzrYtOCykzp2vdCQhzeCvT9cINfhJbsYXxGusOEFSAX9d/I8GHnx\nRp8DPJ/Q44r47TOQ4joIz5mJ0tWYOSyEC+qdIh5oEkKpLIqLCUUg687n4Eajs6JJPOzofGCg\nYNcrRf5pn4C0rRHHVVGvmA3lwshQjusuvNtl0LWMMhxX5wXhNSikbyMpyieXAUBSN44LHXVR\nuFR2wF7DkPlKD0wBKQ4e+vJ/SOlpwsv5IyR2mAFIB+BNo5F8DnwI0i/1OK7qlzARDe+99yYK\nW8thk1w4fD297XkhsxM64HWChKtpsQBSPhptjx5TQYImqAu6Dm2X7OJb1vfAK5BO9cTVuKTI\nq0K1rnuc+O0rkC7goOsfiTmDUPKxfKMhQkimj3vpC6lZM59aa62z/HjwBUgkvqDOshk4Emn7\nfJAXoecAJcF5IK8t2hohXCq4TbxdnsIDU0BCNWkuQoyPtgAl7yErxeqClIuPRl0pw3cgHcEj\nmNDrUOzEEfPg4932hPEx3wv7kb5/7TXNyNUpl+zfk03Y5uoFSDFDD48Z8FEuH9sLpqK2it/C\nx+U4QXKuqOXWP5osouCvGWjsWgU4+Ifw0wU8PkFcBYCzT4leOK6i9P26B6Il/UuKdpptUrbk\n4VXNfxcYlbNAZ2dDDwQhb7ZNNIoUMqJm05UrgwxPJ5agK1fI+LDgVFcqsdtYiAf6xYEK/m8D\njdNI4XDp5S4kxZtE0iR0yAco4XLSu14+uiMTfotBpXeKir8lD7T/7TA60g7eQHFFt5xQnC4S\nerg1nSuOLtGT9rwD7ROmVlS47MjBlfF6lwT9Vc9B2tTv5QMnJw6/GdMfpoZuEr+Fjz+aCxLn\n1rrIsq2WUOgFwobYgH0B54veLyf7hao9RVKZ/qkxtOYr7V85SsYDKCQkUDmNQpyzvEh4pLdy\nc0Kh5PCLyNY+XuwY+0Lxa86S88BQRP6fwslbJDlUu+fRJkIFaoJQRjEe+GxR4+K1WyUj+P2H\nu5PO+9bNMb+X7BOs0VwUTh5apysB6uUjXyhIWyJPCbe83vtie8NU1HbxW/hIny/I2X/VYr+p\nySIK3kjjUCuO4zF0axw8GeUTdgkrDhN/fnTeQOm7NZ5CqU//1se0ZoOULXnoQXEkBX/DQOPU\nVZBLp7ZGIa6nsUbYvr5+0hxNuAZKrv4rnvJE1wmytboQD/SLAxU6O2NxGSn0TcRwLcNImoS4\nfBv/FvVjF/HY26n//iveE38QVf/4yAOXi/SINKRzxXUx9KQp70T7lFErwi4JitxFE5cC/COe\ng3Qg8rrwOeLnpMhrws27R7z4LepL5h2JDI9peotPwH2V/YjChmuttbJIHVp/sPuHUJW9Yw1a\nujSdej7XlMfbSB6W4DvSr/hfJ0oZ+X98dwht4MdQDTLXyN0KAI0AOIevxbbAeZJkrlR4YMY7\nUhYO0BQkNh28jJJlYlGCfkcii2pUzAPJuPpQTnpP9d07Elm5YAqd+7PxMecWufAAhsFqxfNF\nHtnwV3fhGXa998GbfYRKXGLPK+J3yYLUBRf7jlv85VWwdahNuqiJh+N/auwQD3Q2bKErAy/L\ncNTu0Ba2yfSHp2o7fH0aADsBlsATGFoD20niC5DANNiU0Etq9zgI4+I/A1uAj8GJzfeIM6XA\nBVTvrix9VIN2sAGJqwyv1F+rCVsNjwMnIRMvpmAqSGAmLF2Q1AiE1lMMGoMTNEjiMk+CH/Pg\ngzd8k6TyYavdB/C6GKDoiRArzFDg4Q6BDaJBqA2lHyAgAdTUhW4AFeAzt2160YcILRyZmDll\nVAG/ZFhi8qj5vPRdoiCRR3ED2I90ZsknP1MzWnK+/XhlFnWgt0UvSAC7Zn4WDw7Mmb0XHF32\nxU6YnVIN/QLqp04b0/XNjJzv5qykxn/6qB/p2LKFMVKCLA0SCbdz18xekUHtOL/HoA+w0x9H\nDVwFjs3/dAfYNaTbp1h7fvnHawUcpdWFlis8MKcfKS3ywWflYRc4RkZFvHw5DdJkXOKy8G6S\n/GqPca8UUMUAABpSSURBVNQ58GU/0pF5M3Yqc8X1dSSp88Fzw/aBOd2jdgAJJLCkVdP3wO//\ni5xDrsOig+RYGdV3Sj7PFyzqP3DhLfm7REEiQ2FmFD2u3Qxyq5FHxps/skF81zmOUporlzTl\n93AYDyU4Tn7B/KodKg61TfoY8NJBNEjH8dvTS1oTk+PaZdPRTpAslpUuu54J8L+QxXNha8NL\ntqKDJI6pSpA1poNE4OZ+RSnNlUtCHLRwA5KFqnZAcUDFhSPxcBJFP9JaOIKg20WNidkggf31\nVSBNlnUBAxJIXrXk8H+JtPqpBZ9Iy3WfSDFPVW88TqisgraFP5GOkV/4TuGBBUACdxo9kQA4\nt3bhHj0Ts0ECuT+voEc6cnNlVeCARBRFBikFN4y/TGlMB+krcsLmTPsmO3ftXPzKthUNF+yY\nL63ltwWCdGzBzBiQtDh6i+LHnACNfuIaXlR4YAWQ8HoTFbTvSBqT7G+mfY1vbyaClL58Ggr8\nqogWOEfWM5CkA70VhonrTw/dNR2kGfI5qwnjE1ffJmQ2xhlwHNhHZYXX9flwMeZo2IzUCrb8\nP35B4UEqHNfS5KDSAyuAlA9jIFUnUxLcgXQQtqbW2g0T5oG0EUZBbHoKODcEfNWOKP7Dsi7Z\n2785ptCYDtL3nEpqnAcXyOZwuEPKuh/T4armW6l9Rqg82L/693yVB1YACYATa7aI0LsBKe9B\n5NX98A5nGkipuGnkMeCMp0+HvLx86QIp9/UOvUjVZ+PkqbtFhYcH2gSQcpqqSVoJsskoFKoO\n6nD9j9rlNqrzw8ADa4Aky9ZPPyUddvunvbdOabKDuAUXB/A5SAejJ34Pe1LIMhncCae41CiU\n+tTDvzSBdATFIYPhNvLQiHcy+d7CIIFj7VUgzZSCNFCrTjhcz9L7nJc1fgGSDU3SRvPeUDfo\noxdpk7XEK9jU7GuQPoHFaZcFwFRSiJ1OsA1eRaGwGzZkFmVSmkAi442/kwLmr8YKC4MEwJHN\nipEpPwJwFA1lGEbt43DR42zVq5rreGAtkMgg74UAbMFbo2mTQ8Qt2E3tY5C2438eIS7Ox4We\ndeZTnUkVT8kmpQikDOJ+B2kdgW5YYWmQgGJ5FjSvKGXc0wNW0zs4XAl3yPvMLtwDs0G6OO+l\nSfulXDKavembr5GBXlUUJjj86lOwhuVLkH55awwJvVdRqGM/grZeBU7FXIrS2fwtviY+CMA9\nElLAD0A6OyCIC35+cCjHRZ7WNXG4wFbh3lB5QguOK/8RrbEmSCdgT3K4BLy6m1MVsvhcVDAX\n1C8VJnwI0jC5OEG5AMyEb6blYoFTMU7ofdmkFIEkrgTeD4BH8dZwrLA6SACcjxXee7JOpOvs\nDgV1yJ44JDytTu9TRKuwKEg4KF8Z8ZlELxyJpJHKJCOWBM/wHUgrqOLUBSARTyl4GDgTgyjN\nt7JJKQLpMg48FpEmjsyrhAcM+AFIWLRXbt7CwUNX2oCbkQ2KlBVAOjPp+ZfJtSj2wuxRT+JZ\nY+SB70DqQRVnFQDzyOawqHcHyoo2ebJJaQIJ9BKeSXfBcWtpKO5BVdxO7L8gZaO3i675fgTS\nzorydThWzP5JqJeSiJcRwVzNpYYe+A6kx3FxwoK56ouEDGquZ7m+t3HhQ96pyIX1S6ZMShVI\nAOzEtSP86ohX3/JjkMgaWDP8ByQbvTYaBcylSyS24JOZySoTOuE7kEgzaKcs/FZKj2e450Ki\n8NJkS1SGrystICWMeW6wPEGMTIGtihL+C1Ij7EZn/wHpIHVBtsylFI4kNIi1zB6NCZ3wHUhn\n0MjLiN9Jhu1JquBb9ExKCUi/oXmMUiMLiXhQCSX8FySyhmwr/wFJjJVYhbs9KoVWOMC+x8ND\nW/yqNaETPmy1O/hEeGgz+db7HgXSOj2T0gGSDa//HbGPpEkElOYo4b8gkZhDL/kPSFk4uB33\na5ZKAcfaqWL9Eg2d8GmHbB5VnDgqmGCobh9E6QBJnHD9CUn/gFIhR1DCf0HCUQzvPuM/IJHx\n7H00CuvG/kZCr5s1QdekdIB0gByDD8SMZVWCgmqSeoT/ggRin6xYuccRf2r+tn3ZOPzeCRc1\nCouDRCIbcf8XUX+Ofmj20gFSTmV8HH7RM/FjkESF/4BkpLA4SGTUXaVsQxP/BenowEatJmlu\nbQJIeTM61O8dq8zGc7af6dOgfXSu2sTKINmWdq7/7JY1Xeo/8b3qyj0e1bjlRDSMP6F5udse\nPGDowS9d63depvLAHJDWPdmoy7dbn6vf+UubUpEyqnmLMWn6RiaAlPpKixajU6Vk3qcdGvTG\nE40XK0329haup0MDG7WefFEHJGQXa3mQDqEevPZ5agV/uQ9UhKvafzY8Wq3py2iOdqT6t6wM\nEhXOMlpx5R6pILYgJyOvQg4ZeLAUGY9VemAKSLNkX15RKFL/D+bVOa9r5XuQ0lFMmZrS2iRo\n0Cxu5/1GYbINHflQfB1qQeqNr0Org4THa3GfqRU86TurqzaxXyZztL9VK6wLEr2kbUQyfeWS\ngcmfAtDawF/swQUykmC/wgMzQEqlBwLtpjXDcd4YfQ/ohE9AGo2LM5Ik11HFvjOHNqGjc83T\ngETs6pUYSP9cV4v9hiaLKPh/DTSOf8vicg5UK6Qg+udUGmceUbyhVvAGf3LdpUi588ConHad\nnUlBDRVUcRZSp4pb76T2IpGze0tb4foe7CHGCwvxwGF4pA09cBoqdA+oInL2XFqD55JzLfU9\nUKQkD/5zcbS/LQpZ07EJSb5LlzuOMsmmFYN4p+pnRLsMhUKOXv7fQbqmloJ/NVlEobMzFvs/\npEPiBbWCnyg6oNJIII1VKRy8wZ9ccylS8knUFsfIA7vOzuRfjVyji0MHyeU2OKm9KuG8vteu\nkUdOhL4H4tKXiwrxwE1xjDxwGip0D+hm2pfPaA1ZfLW1vgeKlOSBF8Xx9PyK0gIXpxlJjqfL\nHU+ZKEB6gXeqfka0y1Io5FuBVap2ZN2NRWoF/wtWPKg2sV8mt5r1aoV1q3ZrqFNVLpWuS5HI\nAfOkKSEaf7EH2Th8XHi8wgMzqnbp5SlnFG0jr+C8t/U9oBM+qdqR99LXSJJ+ktbIo03oRcW+\n1FTtiN1DVn9HOo5atJ+yqRX85SFQUXan2sR+ORY9xQZpFNYFaQ51qhYortxEBMhj+QCcR5Xc\nsASdn4IefIeMP1B6YEpjAw6tiN7NlX2a59G4k0YXdK18D1IWevepL4UcRws7ocaG8B8VJnvQ\nkUctDk/btI0NaI35sn8IIOV8fL/Y/2Q9kEDyK+2emq1utIMg2ZZ2azXsqMZEONDHR7R+bpEa\nPSuDRFYf5J5o2Xer6spNea39kzNQU376E1Uqtz+l/hnJg90DW/Zcr/LAnObv3/q167Nl7wst\ne3yfu/KdmcdlRcaELk9M1ufIjObvrElPdHlP4ii/IzoFb3ZvGbVfZXJseOvnFie90u7pOXk6\nzd+2JcJ1eAw2f+OR7eNhpgVBMlD8h7h2GjEdJBJEPwj3sQRMh2wyHLZedjGtsG6HLAkbXd3m\n3sRNhywZ8h6aBBhIUEwAaTZ5Im1DqYABCQcPuy2eUlgXpDfIOTjl3sQNSEvJL8BR4wwkU0AS\n4xLiWTqBAtJ5EjzjQ0phXZAmkFpBunsTNyCRWF5ogFrAg5SlNzbedJBO4pVx6+BxkoECkriu\n7RuUwrogkSlUHQoxcQNSGu6rqAanZQQ4SIc6BXP3LNRoTAcJfAHbhCr8hhOBAlIu6QT7glJY\nFyS8bMbdRwsxcTdo9Ws4m+m2n2EqsEE6i2OwrlRrzAcJ7H+j3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URhIPmZdOfi4HtSJ57/h1Oto8RAMlEYSP4ll8Ornj9/Pr0Sl8bzFeor\ndQwkE4WB5F+ySOx3fY/nnw0iHbMrWqDFtxhIJgoDyb+kHbfsZ0G+4mo4+OWk+dvZhjsJvxlI\nJgoDya8knWuFNzpyv/L2xuHfCpu3XuP6ojwGkonCQPIrmcItxRtruT48n1KLa/rykDrcw3jF\nagaSicJA8iupV+4q3iioFg54HkxpWinioelkOSwGkonCQGLCpBiEgcSESTEIA4kJk2IQBhIT\nJsUgDCQmTIpBGEhMmBSDMJCYMCkGYSAxYVIMwkBiwqQYhIHEhEkxCAOJCZNiEAYSEybFIP8P\njiF0cp8AHtUAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV)) + facet_grid(education~gender)" ] }, { "cell_type": "markdown", "id": "571895c0", "metadata": {}, "source": [ "If you prefer to not facet in the rows or columns dimension, use a . instead of a variable name." ] }, { "cell_type": "code", "execution_count": 124, "id": "4a3e0699", "metadata": {}, "outputs": [ { "data": { "image/png": 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ND4B+QEXYza8HB9cSARTp/XlssSjkjtlggkW/kIEkYJuJXzRAjfUNVgagQUzpIt\nCCS93CB1kCMX87317NZPqcYUb09zngTuI1WM4cbwDFcoLXtA4XfW2Siq+Q4Ekq18BAnX/eI4\n/wIf2o1HOlz36yhbEEh6uTP2Ya6jx8xgdqyEUn+LxYyZIHGxlWgsIrBhBgQUFCvll2C9xt+R\nQLKVjyBhCK8oexrJeIIvBxY4fxFIemkz9j3IeU/EQ3EKsTP2YWROEegMrbDAhqaLUD8zcazI\nh+kpAslWPoKEzuEVOF8PVvguDIhiOroSSHq5M/ahA+qbnD8LVgOlvj8U3sH5RsRjp5VDNk5p\nibHVJnF+hQdnASKQbOUjSMvDzOsi5tF+yLBWyueKSyDuO4Gkl/sdCe7rjVIxmRtj85Xqn0pL\nZMS0Xl/z1sUHACkfKi0hX2y9FM53wynqovkOBJKt/Jz+nlmKsWIy5WnKyHhW9in5JP7VlRHR\nt2DsYgJJL4/p7xm1WJEeMsLzzg6xYfWdIWp/aBEV2UzuJzr+mDHcY+Rw3yFuOM7I4bMvC4vr\nKrcufxZnVLfTfQcCyVb+Lsgm2TO0iZZ13HL9IpD08lyQTbbeitK9goGftj/HHu69CR4t7QNl\nakPmEUiBIs8GvS4+kM4hCn7iUwSSVgQSJ5B86+IAad/iHZh4+fjqFWbYjZ2Lf0Lr2PK15rKF\nPXCHl2xwerwQSKCMLYvdD2dp65aaadv2L95uDvf2rWbatiUTgzraGcONz9dpW9bqn+0IJFt5\nDlKiWOS4Xuaen1mOsVJvCGufWC3sIP8eXirGWEXM72IOXMaj0Yxdtlw9IIEkta4xYxEDTqiV\ni2owFivdGJNEUo/rdghz1iXGcE8R1g8ikkkFXZoPnjncGO46MiHC0jqMRY/wSDgvRSDZynOQ\npMcXu8K46ayIMSdpM2AzrMiuBKn/4sD30hy48bKw3AHlgASS0LHqcmyGKXW7ZZAtNpmbCwsN\nU82FBRFLJg2qy+oO/RxU7zcucGWk+bymIYFkK69B2o9LgJ9w3hWslnY4LgOfJmCBm5g5cHA6\nhZtYgAgkobdgaGKUyHQjobAK5wchWQv7iPNuYN1k9cE4aW6hd8lYzseCVU7TkECyldcgLceT\n+BLnV4NVnfMZWGg80ZW16OLWwCWyQLpMEUhCnhn70Os0LMPaDPsC583AqmonFdXE3gzI2HcP\nmsneLQkkW3kNkplCbjbn7cG6zt5ptprzy8HqLfvgwJkp5NQwhgSS0GQYmkhly8RQKCzP+U84\nsjNN53B2jRV6k033PnImetiNsjAtpXlJIpBs5fk70u3y1FRL4nw+nKX3OD8B+DQzztdrUAgB\nPc2Bg7h3xX5UDkggCR2C57C7lLqNcbJQhPyBYJBVEzlfCCP7LucpUF3MlSEJNRyqd3C+vWiw\nWxeBFKA8B+ngDcaZqSW3ir0Qy1j0E8LaIvZsXrVLmEOijXM4BfqYA5cqnu/LfqoekECSWlzJ\nGJs2iWrlTOFXd7dYMDgk5nFqrhaFLxr8REtvoAUitFYRbXqyE93FcEsPo4/E62nPE5qGBJKt\nfFhH+m7al7hQtH/OrN1gpS+etgS9Un784KND2NIeuA3vzDXXRUwRSKDkBdPXumoPfz5jM5or\n7OFeMHcXWKmT7pmsux8JbXjXHO4jC+Zs1DYjkGyRZ4NeFwdIIYg8G3yKQNKKQOIEkm8RSFoR\nSJxA8q1cAunL5mXrjZZu+AkDa1Rot85RvatH1ao9dmmPeHx0vbLNv5TmoCgWVkm+Be1sFBVe\nboYsfKRYeGx7efT+YkaovbBSm4WzcIhAPTCMsYi3ZeHTDS65HpK6LGt1SZ3hjhfqwgLS7p5V\nqvTY6So2QTrSIia8JCRbeaV0ePS1ckvkvEjGwjo7esyIMkb2OWGl9Y4LL9pfvpOOiWAsWu7r\nSx1Xv+z1c2XLEcZ5q7BVWPuaRIWXgfDrTxYPj71VPQcEki0PkD6VU54i0V6KiMtk+uuYOigj\nYjj8dWxlwoSrmPOBjZhRxqtuIky4CpJ6Sesyw3oe5mPvMcxLpVWbWxlehF9dF2l9wM3Uf9er\nbquFBKRDMsJS2f3OchMkiAgkUudMkFbpNGv1qKPSARfrhG8jBNEXcTHAG4iJ2Yo7zcUI/rC0\nIpKNPwCIqyE2Xw6EeXTlkASSLTdImZVgcD+19v63VOr7Q2E/7q3PofrSDCsgQBsrI08x4x6H\nhdOtwBvMDn6yyOoTw/lXYJUx/jAgoCGbpnxQIQEJN4P3dZYjSGOgOtwYpWgwH+S8lDWyAcI8\nfJGcf4vVP3AeAVZxi7P4E1xHWisAACAASURBVJyjW9H1pqcei+U8CU/MxMBD5iJIp/zo9F++\nmin6PeeP0Dv9dTr0PjnOL3cEh3n0qVPoDVdcqb8SCq/QHA/ds1jCqa1olT91CsNpsP+dmoVW\n91OnTJBOnTJTyN0VWIg3LLb71L/RelD94iGdgzN/+hyPAGXnnAm909nQu5zJydZXovPh5c7y\n7N/lDwwWw1adMqMIXXnqFJLA/hXYIcwa2eFojbWGO+zUqRfR3HnKdBEqfepUfTTTT+FljbVV\nvkTugfS/kz70659+Wqk6nXM69E5/+vo6in7NyXaUHMMhe/rkSQzrVFapx7BOV2sOiHcxduTk\nHrQqnjxZB8/XyZOfYuHdJ0+azJw8icCygVah0dJ0ZNl/8t943XxY+SDrHPzq5//52x9+R8TW\n7zm/hd7pbOhd/pcT5MtdB//3Js7y30/JH7fhKG06mYjWNSdPmiApHcKswifRet4a7vCTJ19B\nc+/JE8w67Y3QzDxp+kh2Cjzkr7kHUgF8tONNYchWW86kvZXqp6BwtOaAa6D6KsPEiIXDrDef\nSnYYwyXWE4TxALIard3Ws0YZzjeAJXJvY2zDL5UPss5BwX60wzv8E85yfLTDGHUinhY+0L3C\nuXndUjpANFsRNXUHMBV2kPNYKKzG+SbYZVGPW8+IxtPkOLDKcZ6BhXMDD0nvSLY8QNpYyjpz\n8n2/+s9KNSTaa6ZLNs7l9a7UBsN6Rw59BVEon+0iRSF4Wd7JLf9VkRkTSOnGzUf1MOGU8oyw\niov34F1yfuMB9XMKCUgn5MzA1a7hNicbWsjx+siwFskrUxNRCNcoNdkhpvQVe/wGS0t4C62V\nVriYRB0vrGLCmQiynseLTvLZLlzspn1bdm+rHJJAsuU1/X3o8fb3fi2tzA/6dHrO6UOfNqVX\nz9eDOJgs6t/+cXDyWV01tuTdUDjsssq3wszT8qvLNwC/473GVS5SzrLyiWVjLpkqra0lwsIq\ngXPXkgFdRkKfX57qcM/njo8pJCAZw929myunXsA60sS6Fa7fIK3tN1W4bCwU1goPK+LYUcxT\nakdGVIbJ1k+uKH/lAmntqhARWQ+OvnRA+xH7pLWhRmzJbtDp8csq3gxuXGuvrVD/NfWIBJIt\nWpDV68IASSNakPUnAokTSMFEIPkTgcQJpGAikPzp4gDpx9F9nzmob5c86d7hq8Bc9NjgN13b\nWj5+aOAHugg1QgSSqp2j+44zhzs4SIuH3fcGzE9sb1PnRvCz4p8MH/ZBhqNh+jv3D5nrKOMH\nripVYTjaBJI/nRdIc8TsacllumZ7qoiJHpn5bYicyVYjpGXKzc8tdLvGOIHk0EdyuGHzsA3S\ngTfHferEQzr51DtsWDPlZNt9hpXZUVjN1eE+Lqdge6m9l8o+leEXAsmfzgekBFi5qKqbwbsV\n5rdXW6mt+ijVGG5gjP5zCKRA/QzDXQVQMEGaLQJaNDqktMRN/L2tpGFhq6xN/GrgC1zge1sp\nBMdINkT+QiD50/mAZLr7aIJ2JuOK62Oc3wuWmkLuZii8wru3EIEUqNk43DCtjSDthsAwdygt\n74OGxTify6xLWCuwLlda1mLu7qaLEAThIpD86XxAwqyk7CvvVglYPdiKDxWpvBBhfKia+s8h\nkAI1DcdzofwNQXoJysIPB7YED3uRse9t7NPBdPkW0c8CBL7j7ObAsgPYp6T8jUDyp/MB6XvE\nwysviKHMytZzA3j4syuVevRrdm6bCRCBFKgfcLjhMS5YXDv0923E+X6sfsXcB+HYW4FP32qg\nVvTKu0r+QiD503lNNoCXvc7rjs+R1c2MV6hkSHOpxq2BeLjFtuk/h0BSBPu70OsOQXoX/uiL\nKi5EyXVl4WIOicSkkyPfL2NvFt2qHHKddLarqF4KId18OBQSSP50XiAdH105vOYrzikjWx9d\nEVVmgPTU29srPrqZ8xFw8+3F4lq5I+DYIpAUpY6pHF5jEm5vRJBSIc3rs2rLfb1LR18tfXwz\nekeziGslE1vaFi9y8xrHMb9rHluiww5HYU/j7bbEN2ATSP50vguyzmQrDtnVv//psSCbqYdQ\niEByyh5Pc9ZuV9swVvxp9zjaLe2b1Z9/Bj1kgGz/SgLJn8izQa8LECRb9oJs0o/nuJpZIs8G\nnyKQtCrAIPkXgeRT+QnSoQXLNDkLpFI2rDCdW74aPQuXcI9+81WQVL+BA7d33krnjhwCCZS2\n2oyfyn+atwpHae9jdy9y9/ECaUX/h7eDlb52rjtYEYHkU7kF0hPRjJX/WNtjbkXGoh8Vy0i7\nxdJFEeneNbUUY0UnavvYA5c+MIKxaovVSgJJarWYoet93LDS+otVOelBJOfdKrie+BKPujwb\na4uWbYS1TmQy6Oa6GBJI/pRLIL0p547iNmg6bIewTgIa6X/HYo5wvgRmbj/V9OH2wMHu9vi9\nSiWBJPQLLNaJ3cOPSavsASsqUwO1x8KajFX6UC3DTfxPGZBVl9Y9zs8hkPwpl0CqBydkoKYD\nunRVscMzPMJ5Z7Ca6z/HzI9UGlqOVSoJJKEpMDTRSTwds0hNMMMEOsJxbZTxuGKWKoXoxVXc\njAvAIhQXCU4g+VUugQR3HJkF1kuYdjE8k7+B57iDlbGvmv5zKGOfXi7PBtMjy7iYFUVTea2E\n5L0yLKQtbBhpBVlhzri6BJI/5RJI4LnABmg6YAq5ypyvwvM1jPOOYN2o/xzzjoTxcVQ/cQJJ\nCH26oxJ5GuLzrOVBp96R7NSXAcI7UjHOp+MdSY10QyD5VS6BBFsiYp2XM1NbIMynCDwNjx3R\nh63Yno6UwGlv3jPwE7TNgYPLbsndSkMCSehnGE+x4Qien+P3Wd7Elykd2kJhE6WwORQ+zvlR\neHlVQ69xAsmvcmvW7pEo4xzO1Pb4uJxx1XxQrL9vFy5fsSJ8FH/NeKqPdTi3JDcWpxND2JgD\nlyaSAldcoLYkkKSW1zTGpouYbEsVD29VZPgnuTsiYp/S4SNg5lX1MFVFmXxNXS2i4bU/xh0i\nkPwp19aR9n72peskBChpxeI9aH40bCo+vP88f+4hRzsIuYZhvu2B2/nx4hRHSwIJlLr0Q9MR\n9cePvhXz4OYupB5qj5GirL9zAvyr7n1xrvXEsjmbuUsEkj9daJ4N1eBvoL38hTwb9Arm2dAf\nBrGoo3jzO9O/D/lzCCR/utBAugT+BmBuiUDSKxhIuLEv0unKSi5CPlUAQMKdZhDDhkDSKxhI\nmFniSmc5geRTuQTSJ1fFVBka7IXHA6TvWhS/pLd0PTg2rErMVeAsNPfq2MqDMD22CVLm2w1i\nqj8lX5K2d4ov1UY+oKe9UCvmslfFBXS9jLxRRbjgJY+oFtt4tvZLEEhSiY8Yw/2RWncc0rGI\ntdfMdy6PqT5avjnt6Fy2VBuZNC6lfTSL7qqN3q6IQPInD5AgpkmrIFuF3CCtlTstayYaZw6C\nbIgJPEjhgon2TJAmysKe3Ez9V+JHwxwkC0eJ+lU3F4vvLrwwMfXfNOdHmSKQhDLByed9tfJg\n30virpc78yA5Tndupv4rLjbxyZlRdp2vzyGQ/MkNUkZ5z/WdQLlBugn6jLFmWculm2517F3Z\nAkHCJJhsmRVEoCvnmJIsQnGmwxBepXQXTgJJ6BMYpbKaLUlJmKfPuDk9CFZnKxciW+Xncwgk\nf3KDZOYHG6Hv5AapJPS5w/ZZ2cXNFHKDZQsEaSUWTgqMIvQBFn4ReMinsdBjSlaKQBJ6AkfJ\nYwOEkOnaODEwitAQLBzl53MIJH9yg2T+/Y/1bC/lBgnvYt2s3FQswYprN1K2QJDWY/VbnGPW\nxobmMyCkSrKEgabYbudnoQgkITNBoiZw9EasfsOKa9cAM1gxcDQ5pwgkf/J4R8Jkiz/oO7lB\n6g99jDejdWBdw61TB/EjEaQMCElY5CfzbUlcF38B9+7yxwMPuQWChDbSfQkCSWg9jFIzTatM\nSN4XZ1yNXobhfsx45oB4W+FOR29PEUj+5AHS9nJimJ/1ao1yg3RUzhPJkMTjhVVOBNnaJf3A\nMFqXOdmwooRRFi2SimXI/KfXinegj8SfQ5GF6jElaPG6LU4EEvx8ToxS2S26ZqvEQ3e0yN2X\ncbu8wInhlj4ObJyvzyGQ/Mlr+vvI+J5DvwvWyWP6O/XVuwZiTr0VQ3uMhznvY8/1GmLuf7HW\nkQ4+1eNRoCNzVv97psPk4I6RPUa5nuHWPHL3OKczsi0CCWQM97NBNuyL4ZZz3sZwD3pgGkxK\nLLq22vXOhH4aEUj+dKEtyCqiBVm9KPiJPxFInEAKJgLJnwgkTiAFE4HkTxcwSBnT+/efHjxE\nqoc8QEpvVbLE9RC2ZmqFIpXc3kAEkl5+Qdr/RLehMAGb+d4D978FgdAWNqtyLQRiP/Fan3tx\n4FcO6faUKx/CwkF3PZ8krUNjuj28Wq0kkGyFDlKa9GJoHiTRnqfcICVHiQNFiHMHod7vdvYh\nkPTyCdIKERIl+g3DypD+wFeLJYbhcrjFQmGSDB3eUWxSkpOkpRx7nOXabRWxQ/AHud9/klJL\nINkKHSRccQ2yXuspN0iXw4EqWQlL2F5HCwJJL38g4bJd3C5r2W4E57txHcm4hD0EhW9yvhUW\npC5Xun8J1SIPWQNpxSjJLAgkW6GDdA0M7tUhdnODFAUHCuO8C4J0v6MFgSSUvOK7JHepP5BM\nz4Yp1vJ4fc5HYeEEzmuA1c7iTPU1AmdiFpXOd2K1Es+TQLIVOkiNYEQbnLulIjdIERZIuAlJ\n+oQHikAyND2esdJTXcX+QHL72tVQfO0wAt7NnD+DhRsDu2PK0rDjFpHPBFYTSLZCB+keGFHX\nC8055AapDByoiBUKypVDk0Di/FvvofEJUjJ6fy+z7i5drfBNIks2hhYabj3Fqc72U6y7WGpJ\nj+9BINkKHSRItBfvfJ85l9wgLYVTI+aMYIN5VWcfAsmch2G3Ost9TjZAnLRehpUgo92VEI9u\nTWThDYa1WQbDqyIcUTrIQnX71wloKZyJIcRXJ6WaQLL1N6a/t3UqW6ZTkISV3vKY/p5pXC5j\nXxPWsSvCWFgz184jAolzyMjniFHH/U9/v984rtZYObI77ywff4d8ckvtHM1iesqZ8B9uK1W+\nl4zvlPJEjSJXOTehHR5YpfgNkL1g9lVFajyphnIikGzRgqxeFwRIt1lvMapoQdafCCROIAl9\nDiB95CwnkPyJQOIEktSEWMZi3FseCCR/uohBOr549iY032x3vzkp4QXSvBbX66ME8UII0u5n\nHnHvbljcrQtuHU5fPtPMSv7TvEW4dyLVHu6ts7/Gl5it/dqbI3t7uaY/gfVmzWq4KTb18Taj\nMcrDS3UaY4aqxFceNu972+d8iUtXOwd0moGFL7Z92LEVkECylfsgLRHhpDsJF7oEOSV0HxR7\ngCRzZJUJcqjCBtJg4XLQyOHG2F6MUlthbRETDzfsN6zModGMlZZ/4UtFbNoOMvZ3D8Oq9KUo\nlIk+4sUUw7vywVCm25Ez4VHCmiGCAER8JsxoUVheWNPFAvklwhso7W7DqiCTKvaUM30iNNsm\n0TJstPLVCCRbuQ5SAkxl9+dW1NR5stwNEq5hXKU/ViED6UMYkA5KJeYtGmmA0sCadsDkH2uN\n4YZoGSJ1FOTOKb3HzJ/IanMrAdK3po8PK8fNYBoR6VasjTbGzRDWx0W2KohfIybKZ0J1FW7l\nXNoU+N0IJFu5DtIrMODRSfwIC5y5DebZoFMhA6khDEikUlkOCktzPh/HcyPndcG6l/NXwQrI\nj/RMYH4kM31YOQspZns2PGUVhlnr7Gwr55iO6gkroJrRZwVaSn5FAslWroM0Ekf8R3PBFR/e\n3CDZZ1anQgaSZ8ZKjAMYbWU9YvM5LwHWbefM2HcDWjGBw42JY8Xqql2IrnjsQ56MVl8ryhrb\nbUZBFsHTbBFItnIdpNfxzKXwYzj29WU53ZG0MkFqZDEToPLW1ciM62jcMyAksXDyxVSi0ck8\nHel6jvOKFh7PoVUhkJnhaE2wCsM5H4DmTst3y7hhVbf6rEFLyZxJINnKdZAwzfYQw6wEYw/h\nT9wg9YDqcydj9lbBA2kebG/opVSiV/Z4ztOaSqudUThNWnHGQ94RePp6iJtO3ZcctF5tGnKL\nlPWW02pV42ULLmFR6VYWnW6cHwRn/Lrc3CgjnMC+gOo63Lw5hSnO4QSSrdyftVsjLpd9xYzR\nsXgx9Bix1WPWTj7pVwpyqEIGEn8ywuPCcpeBV5iEa+f1giO5iXVsrHGXkRlC14rhvlsMd5qI\nAV17mSjsK0a2opjgXiD//mWcNBk8ME5YX0QKjmRscJlFu4awPhQPkdXE0TMGG1DVkNUDBduX\niKPvFs+L4couCgIpQP/AOlL69/PNxaOv+j5tZrXwWkfa2L3jymBHKmwg8SNTJ2x3Ve+f/Aom\nsczcNO9HLDy8dC0uGaX/MN/Mhbh/wRrYSs4TRvczF6SG1uyITozfXnslRkzjb/Z6B61517bB\n7GNpH45bgYUHF67GHdBHxg38Bgs/vvtFhzckgWSLPBv0ujA8GzQizwZ/IpA4gRRMBJI/XXwg\nBURD8dgZzX//41/u6gxNNhIUgeSUPchpWR7VCV4tbSsAJLvwcJplJnlUE0j+lFsgLWoaVayD\nnNLZUT+MRQ9wVP/UtUTUlfOFlXZnJAu/WiZP2NA6Lrp5sCQ9BJKi46PKsyovymvPg+GMxTqy\ni8n9elHyLWjPncWjGkuPksxXq4WVewQJMUFKfepSVnm8BKh7GGPhcv/4nivCWFRfWf/J5ZEl\ne++HtgSSP+USSN/JGDQiYyXuSb5HqU6qLQuF7yXsr6loWHvEpB4rqo3/TiA51EcO3WPcWoZV\nE4bAblZm3JWSIAfF10bhBGmh15EJEqwZPcwtJweDuQxYPerKzZ0bl0NuEALJn3IJJEwFM4rz\nh8EKU/ZSYhafRnYas1esVDAd9Z9DIAXqexiviAPWWraydJCGI1vbpEesIyVCkC0Gm1wRpM1Q\nFr6Lc1i5EnEzxuB5O8J5besUcQLJr3IJJFxVb8f59Xg+lwRW49prZKbl59IpMGOfTgRSoKbh\n0C20llkVHwgzpEks570QuQy+Cgtfkk0QJFyvZZ8G+tqZfkOf8ONo9ZONCSR/yiWQ0E2sh7U1\nmimRBPHmU9JOztfX8u66Qv85BFKgZuPQfWf9/RcJrN6FhcUtd5/i1s1HJEjkFkjoryCetNGK\nsGMLLufp0WANkY0JJH/KJZAegLH/yNoaXVKpRsflu41HcXjWCFvL+WtQGCRkK4EUqMPynZJV\nS+O8LAzdHUo9Zhrtz/lCsPpwngleecVghRxBSgSP8orH0bFBukMuBqsot5gC1y4CyZ9yCaSk\nq8TQDxRmZ3mJ+1atHyYKG4ioTzPl+X7QsDJly1ZpzmPZIpAUfSKceEoJj4XdchBLq9Xvyz//\nssJ8VNIhttCuE3MIMe9BC3OyYZ5w9ykh3pt2yZckudvvLmGFi6m+BPmShHv4CCR/yq3p7/R3\nBj6CG6I/vKFeF1du4KVPDJ0OixM77qjbEsMMfv7woNmZYGbsz3R/DoGkatfYeyfAUlFyyzKX\nOgM8813VYooPBHPp8PunwnD/8kL/MduxgbWOtGfcvc8ekFZKw9iit0Dh583rdgRfpNQ37h9h\n+m4RSP50YXg2JA6KZUWHH3cWE0h6kWeDPxUukLqZT/eqCCS9CCR/KlQgmWldfnSUE0h6EUj+\ndLGBlDSuQ693PV5zLFkg7Xz49v6OmFPvIUgirk3KhI49pmEgHQJJ1ZoBtz9kxor2ACnh8XZ9\nP3eVWkqf0rvnS7ARYt3A2x+EMCYpz3XsPjVY+kUCyZ9yCaQEudWyQxCSTJC+iRUt1cxv85g1\n4XpEzhjdBqeWQFIkF7NjICiTB0jb5PT4YF3vtBtF9eUicNd7YqUoWgSxO3qZKLwlCEkEkj/l\nEki9gYTp+j4IUjpsjY5Vtiwnw6b0Wic4vw8OJEPrE0iKDkCKlnIwJ+MG6UYYusWa7hi+YSjn\nPxeXVnwi5/dD4WT9pxJI/pRLIGHQqK76PgjSOrz5TFEql4jVjgoiiigGgGoniwmkQH2AQwfO\nVy6QktFv7lFN95ZQXY/zT/BAC6yYDbfrP5VA8qdcAglDobXX90GQTOevl9Xaw1NGviU3pWNI\nttaylEAK1Ns4dLAI5wLJDCP4kKY7+hXXtH2NPrfiDbXS9OEEkl/9LZCyXJvKWsMJeVbfB0FK\nQaeU1Zpm7aH6SfkLgRSoLTA0MRDz2/1oB3sn2ExNdwjEKtKLYj7YqANmdjHhta8TgeRPfwOk\n1TdGR9/gAGGTfH6v71pStWVONkA4XdeSkant8vm9NuxEI5AUQQryF+AXN0hfw81FN3Hwi3xq\njheBUmA7k8hw8aN026+VqP9QAsmfQgdph/xTL75dLd3QoVKtQT8H6WZNf39yfbnGE/UOdls6\nV64xELdME0iKYDPKcPjFY/p76S3l649K1nbf169W9R5yqS5zatNyzWbIKdatXSrXuP9QkA8l\nkPwpdJBws0v3ELtR8BOtfIKEwU4jYA84Lcj604ULEiY1rR9iNwJJq9A39nECya8uXJBwC+w1\nIXYjkLTyCdIcBAmiOBJI/nTBgZTxzdQF0r8Eg1G/5Kjf/M4c96P22qmfHQUrYf7HmFonc8nU\n+UEmJQJFIAnt+uADuXz9C4QnqSHfLzfP/gS3qiR+MdXc8mAM9xGwFjSrOxKszKX2cFsgpX05\ndVHwSGiW7IFbNnWe4wWMQLLlF6Q9IkZNLRG2JkNOmXZQJ4cy+htlxd5S+6S0MwrLfSHMd8Xs\nUG9x7g5cY1jVgwXhskUgGRobzVi0XA54TAx82FTDyhSbyYu+IQq/EitvrcUaXIpYOigrne0u\nFy0jRaLKgyJ2fjUMRWyCtFnsm73C6SLsLXPgfm5u9Km8VKkjkGz5Bam5vBrWkrGB5j42cq6j\nGvxPYtRI3uB/UnI35+ukgx0bYxTeKq0qQSZcbRFInH8MDwCzOD8CsRSKG5ewF2C4vzNAgdtU\nb6PlQGmJRHuYt0Vs928Dww0R2BGkE5C8r0kwX1VL5sB1kn0qKFlkCSRbPkEyg2hA3l63Z0NN\nqO4XWHYC6BHrFYPBqmCH6NAtGyoikKzoPi3s7HsfWgGz+loJEiOP8jRMSTYWs8UykdZoN1oQ\nSxJBWqy8bJ1DOHCH0AFpamAdgWTLJ0hf49i/Ln9zg4T+CorP1iHs86C5cY+FZ/LlWOh8xfIU\ngWRNktbFXC1wYTpHxr5INFOsjJWwiosgvY+FH/v5cjhwpo+kEqqGQLLlEyT0KmEyZ7YHSJjp\nd1BgWTomTpzI+QiwqhuvSBjr5jM/n0ogWU48baxZHhFFC7PNPmDlw4xN4Rno7/gi58WtO9Ih\nHG6ZSskEyaRrvZ8vhwN3BPKQsQ8C6wgkW37fkbrLYbwGpnrcIMHWvGLblUJ4FqlkPFbvlkmu\n2JvcvK5emeo8gpcIJM6XQfyybzhPBT5EeFVwBC+2jfNEeKgW7g5PS6viz5Z7q3Hd4v2k1QiG\nG0HKvFkWtvX15cyBe1D2qa8E0CWQbPkF6ajwT2mNGa08dsi+YDzcVV+olmU8YrweX7FWmN8Y\nT/VFnhZW0l3GRbLFTtcBvEQgGXq/HGNl3xXWahHOrupuYb5oQFVtgbA2NDXekB4UEYMyHjWG\nu6HYi8K7ij/6eGEl320M90043Oas3QExndopmEOXLXPgjvePYOy6bUodgWTL/4LswSW7TdMr\nZsPXQ57c6io8snQbTg2l7dlqJg1JWOIPIwIJlLp2jXn/XjHZfBxL2rAN/RUzdyw1p9Ls4T48\nps9aLAwYbntBdu+SfT6/nD1wCUt/dOyAJpBs5dJ+pDQxOxr9fJA+5NmgFQU/IZBMjWbmk7xO\nBJJWBBKBZKoqgHSXszzRckQhkLT6WyD92+tcb7d8eNK8tlMEgHTUslKCz/sEDNwxZ2wbAslW\nLoGE60iOiaBpVVlsN3wYJ5C0+hsgza0fFtV6s6OweRhjRWSQoR3totllH7p6mSClDC/J4kdJ\ngL5sGB7Vcl2QTzIHLnNiBVa0n+LYQCAFKJdAagwgDVUK35FlV8AVj0DSKnSQlsiRvTRBKYQ0\nOeFG4dHq0pzn7GaCJOPly5QHK+Xketn9+o8yBw6cwFoobkUEkq1cAukzOczxewLLMssza/WI\nQAqi0EG6llmrR5bScZm1GefPgOXaMoYgbcCWP3IOK0rqQroqHLgUdEBSFtIJJFu5FWl1Wjnj\n3vOdUmT6rEBYGwJJq9BBQp8RxSNrNQ53Gc57ghXu9Ep1ZOz7hHO81rXUfxQO3HrsMy6wjkCy\nlWuxvzN3HHCUpKDL1xPyNwJJq9BBwuh/PQPLzOtWZdMP3JHsjVsgmYFtv7EiDwXJ44sD9xP2\nmRxYRyDZ+ieD6IObWAy8yhJIWoUO0jCP5yyOD18TOP8GLFeoJgQpGRKVVjVeXkdBy9n6jzIH\nDp4mi/0UWEcg2fonQTpU1xj6aAwFSSBpFTpIx2V44mFq4XK506GRMGWK8iauPV/mZMMi4d8a\nLzIZnJAzFAODfJQ5cDvEXTDufaWOQLL1j6Z1OfHO0GfMOVoCSau/Mf2d+fHjT7u2Ex1pWb4O\nBE3na8cOm+Xet2etIyVMHPwKzmR/dv+jS10NA2QNXMpbDz/n8O0ikGxdEPmRdCKQ9Molz4bZ\nlRhrGIwk8mzwJwJJr0IAEmzYLBnEizi3QDo7/74eT6fm5Pz5Xt9eU0/bPwmkEEUgaZWPIN0A\nkw0D9H1yC6R5vbcmPzf4bM7MgfsPPPBmjvXzAgRpcYPSVZ8MtZMN0qwuLR+CBdVdD7To+pG0\n0l/r0OoxCNq+rl/z3uCTeqBOTEwd51z3zuviK/QAH4ZmEWGxsCV9z0Mtu8ySVkqtiLBicv8M\n39T/pp5f6r/QnubxFbrA9rHmkWGxL0pr/8M3d57h8PS6eED6uudN927U99j90K09wJ0n+erY\nqEprHNXHx7e57VkYmv4QsgAAIABJREFUkG97N+8Hc6BLSoRFYESTOmEsAjaAz4gLi2gsrcMi\nTsoz0hwTExZ5m7RWhzEWBqdjeZ8b+8rPwXWkFsIeXaVUA0hMv6h8VFxL6SWZflNcVHk47V81\nKFVV2WgeEkh/9Fqdk8MfOH6626acnN2d/2P+vABBmiKH5NoQe1kgDZCzm2K7yxoZO0NkfsuQ\nIX8uFdB8KkPYTDSsvXJyKGyvcpj1EXItUGyRKWJd49ZLD7z7DCtNVrNphrlAHmi87vtsl4tP\nJQWSsCG0h2FtlQuQvdWWFw1Iz4svH+3y1zH1vRww4VuQDmGCvlKqj8ugDfWFD6oMdCIT7UGG\nozCBV5S1EAThG6JFJ8Cjj2HdJq2y3FqwFdFLYH+6mIFDkISPJAT+FJMV4NpVTByoqDRnmB/O\nblS+Wwgg7esCj3H7O540Hus6bTV/XnggZcBZkP/pEGSCtAh6N+FWQADjDfQtsLpyngpRn2J2\ncw7Z9VhF5TDo/W38rfcBixmFzZj5h3E5WOEGUrCGEb3N/VWkakHLTmbuBcYMOG8CS82PerGA\n9COcmEt0TtaN4D+3xHrOilOqMbrJo8YVDDadx6dY0U2qcd7OHm6M83ObtaJkFB5Da6xVbRQm\nwLWuxFGTOHFi5oAVlWGyKU57Fyw0/rzwI+cEfrcQQFp537ahvcen5azrKn7ru9T8afyzva+h\nn7L96KyvVor+yvkrtA5mZvA7QvygHPhyY8xhzk5F69nsbExoGZ+dvREL52RnR+DYK0fBGBtV\nsrPjseVn2f+H1hPZ2XhqWHa2GUXlXc3XwfNVPjsbU46x17N/w6MPU7+49dTg57/55986B3+G\n3inHWWA65Gzxbp+G1eOys4taoxQgzA92VXb2p1j9fXY2WhHZ2WbkrSnZe9EqZlWzX7NxwZVV\ntwuzs79Ea1lgYWe0VmRnoVU2O7ssmv/KNgOmdA78bn/4B2lRj4c27R1z/5mVvcRv9y0yfxr/\nrG9laMdZP8rx1er8+qzF/2mbUD8HPuhJ7M7PmiCNO3sW8oiwkmfPmq5Ws86exb/qcOUoeLmr\ndPYsxrJhs8+aID1+9qwJ0h9nd6A1XfN1ENNyZ89iNk026ewpPPrDji+O+tPf/zPEcTlrDU2I\nnZwFZsr2zd7tTZDGnj1rQqHUXwNljc+exVCRbM3Zs2hFnD1r3nwmnd2OVhGrmv3f2UfQqmwX\nnj27AK0lgYWY4Y0tPfsvtOLPnjWviv86uxSt9oHf7U//IH3bcV9Ozsk7N6y7U96Jlps/zfoL\n59EOX0PYK6F1Mx/tMK/oZZxnVgdzPucvgmU8LCTi1XIL52VwmJXD4F/9HVZAQ/FEVg+sj61U\npWHGIz+C9oPm++CDYyvO78QDGa/UV4KlLqtb5+gCf7RDX+sSKV6tDdWA+nnWM3WUUo1PuPcb\nr49gxRlPZHgxu8R6fGYnrMe0pnZcO+NxEK2HrGqj8Ce4rkUnBD7avYZWqnV04xy0sKpTsFDJ\n/RvCo92mjv8z/h341f6OvxqXvs7bzZ8XHkgc7ik1Q+xlTTbAFelbw4I7v8irnCr/gouL9xlI\ntCf89jFNj5qy7yt50yginFLgLIqJItg1Y8DFD8M9RcR1n2GeWG+Bn0uMWHaH0y1eb2HXTGt1\n2u5iAQlzTr6t6wBLOZ0N6wj8sSrBTDHRXkWx9Qhel8SEKF7hxIQPjOyV3MxDFp5m4dOMm3DG\ncisCnnAHgjhpIkbnPVAoJuvqWKfoKWlFGUilwjkQ4Z8gDPJlyncLAaSsTrtzcv535+Yz3bbm\n5Ozp8h/z5wUIEn/tkqjiXX3FiwuQBdKJ55rV7AiRZ1a2r9HsJRmjJnFk4zq9d8jCea2rNX9X\n/ikvjQ8Li3dGZ1hcIzruWrk/7PClYSyiryxc27Hm1c+JSFF8S0nGImE+9qtbq98w1blp2day\nWtFxTWW8omNVwlh4D1m4rkutJuMc/7WLBqTMaTdWu2WhR1PUqo51rntRjtLOSuFhxd5xVB8a\n2KD+/TLzROaM5tVaQdT1icZfeHF5tg4ZIxsGO5MfMh5Kysl1iXlhzMywfEc4C4OQ7ZKPe2Th\nrBbVboaYkXJuSEbjT+1WPKoceBhNLBIWXkvuGjxQMzysCHhLTi4XVbyHmmkxlHWkaQ/sSZow\n6I+cGQP2HBz0Vo718wIEiRZkg4gWZHn+Bj/5c3bf7hMycnL+eLtXn2m/2z8JpBBFIGlVKEA6\nhwgkvyKQtCKQLlaQkuZMnI9xsv4BkH6eOWmR+x0oOEhHRnR6MslVSiBptWba+7vAOjzLGu5v\nX/4gWILy8wMpc+HE2UfVusIO0tKKxgvmFbDXMfdB+lwsPlz/i7M4KEizxFRf9AJnMYGkUYZI\nLR8rHLb4XDHc14lZziSxSa9kkM2u5wXSoabG0S9R3ZcKOUhHYa2mufwl10HaCwtF3ZzlwUA6\nBl40cWmOcgJJIwwTtITzfaWsxYp7pVV0h77b+YDUVh69rBIBrJCDNAvOAtsufsl1kDCLT4Tj\nKSAoSBPwG011lBNIGmGCxLs4n4TDfYSfAFc89pS+23mAdBBP0ZuBdYUcpJdxTOS+yFwHaSQe\n3ZnqNxhID2Cfxx3lBJJGmLGvjSZjn07nARJl7HMLozGFy0W+XAcJF9CLOFeGg4GEfVyhQQkk\njTCw7UOcTwcr7jjPQMe4ifpu5wESPn2r8YYKOUhp4Ad5n/wl10FKvkwefbSzPBhIGeBlXNlZ\nTiBp9JEcL7FDPLmuNEXsQEh1XvWIvtv5vCNBBLArlOtjIQeJ7zVeHCMHghNl7s/abb2RsZgR\n6c7ioLN2W4VDWc09zmICSacpxu3nMuEYybc1Zyx6uBjuzDFxjDXbEKTX+YB0YkgUY63U4A6F\nHSTOf/7ejHn2TyzIHljn4el8jgXZnTNdGBFIQZS2y0q5d/AHc7hT1+3VNAed34Js8g/ORSoC\nyRZ5Nuh1IYNEng0+RSBxAimYCCR/yl+Q9gTfjXEOkI6t8ij0BOlI8MzahQ+kxIMe9b8c9ihM\nPmFaAcO9wBncyVDmHqulJ0gJzhU/VfbAZbr+KggkWx4gZb4QzyI7eLyyWAoK0qpLGQu7wxUv\n1wOkpY0Yqzs/yKEKG0jrrg9jVWY6ahc3YKz+147C2VVZ2LXfC2u1GO62crjFNsxoR/e0J4ux\nqN7oj+AB0qc1GLva68Jnyhy4jLElWFR3lXMCyZYHSOCb0CjITSkYSIkQRaC9s9wN0jYZrSt2\ntbOlrUIG0qHyHqtpG2Ukhzg1OyVsYhaJ9hIh0EM7buaLCNuttBwhC1vCdc0NEmxiLr3bWW7L\nHDjYNnut4sVFINlyg5SGWaym6zsFA2kA9A5zpkJwg4SBu27nWhUykNAppJFS2Q0K1QxGV0Ph\nMMspxBhuM2PfVYENf4kKXOp2g9QcqoN4Q+DAJaED0keBdQSSLTdIu/GEDPdsLxUMJMzKKKM/\nBMoNEsbtqK4/ViEDqSMMSIxSiWHv6iqFeK1rY4Z1FFEXAjL22VqJhRCw1g1SYKRVbzky9j0d\nWEcg2XKDdBTjxUzQdwoGkhmx0BmX3Q3SrdCwif5YhQwkjERyqVKJgXyuUwrteJxmFK0d/DBa\nVQMbmjG64PHCDRL4RcjQKxrhwJnhiF4LrCOQbHm8I90hR6xIEHf8YCB9C2FtyjvL3SBBPKFg\nvmGFDCSMdvuIUjnV4w+YPwaF842XHBjuctwML+yIxwa3/XiYbXCDBPGE2Cf6L2cOHES7Lbkv\nsI5AsuUB0sEGgqNgoY+DztrJp/ZYl6eKx6ydTHXaUx9QqLCBxMcKz9BWjlkeuc3obnWUTsiQ\n3jJjwiBhxciY7eHuWxffIcLmlYLQQx4gpcv0pEGe4q2B2y3CdRX/WKkjkGx5rSOlzXli8k8e\nbS0FX0da0e2GoW4fIa91pFXjxwXNFlfYQOIbXnxqvqt6xbPPLHcVLhw/aT1Yq6zhTu1UtbFz\n8pynvjfqddO1x2sdadHY53TBOqWsgTsxc9Rr+9U6AskWeTboRZ4NnDwb/IpA0otA4gSSXxFI\nehFInEDyq78BUuKoli1HuVLPn0sEklbBQdpeNTKy8lZXsQlS5oy2V9+9RZqL6xYr19cZQOb7\nnld3MKcICCSfyhOQEuUW2DqhkkQgaRUUpJ2QINFFkgmSnPqMEXM2kIipmtrsc7lFfBT8QiD5\nVJ6AhCl3hobYjUDSKihIkOFQZHBRhSBh3qLa3FpHGhPYKu0SKIQUtgSST+UJSE3g1DQOsRuB\npFVQkMy8bs5yBOkp9Dj4ie9HS/G1M/M4wiotgeRTeQLSVXBqGp27pSICSavzAclMWbqb70Pr\nysBW32MhZGYhkHwqT0AaAqdmcIjdCCStgoKEbqVlneUI0jdQXSPTSsGsBAc8gfkVYRcGgeRT\neQLSUZmrsXrwfZVuEUhaBQVpK0w2uFyuzMmGvqI6erFhvS2RcTg5QuCuR+EXAsmn8mb6+5dH\nr2n2iCtI/rlEIGkVfPp7Q4Xw8PJrXMUmSBlv3dygu7zhQBbY2o6kHt91qn/LB2gTSD5FC7Ja\nXbwgaeRakM0sGziv4CkCyacIJK0KPkg/47zCA/o+BJJPEUhaFXyQUjE6tytYtC0CyadyH6St\nr05w7hnnfO2rr64N+YMskE7MHve2V3wpD1kDlzl//BRngI6CDVLq7KffcUXx3jOg9ZBjYC6Z\nNGWLo7aX5Ch2s7B/fG0CBh46MccebgukpPee/gB3uix7/pWNwb4cgeRPwUEaL65yd5xQC6VT\nSpBwGd4yQdopNoiV+eocrUHmwCXeYPSJe0utLNAgbatl/I/LOa5hr4k1pSixSS9N7MeLHqdW\nHxEhUeKmCXOSCFXS+rhh7RQOXfFfQgsTpFUiZWMVMUORIWKrRD8R5MsRSP4UFKTFHisTfBoU\nOpOCnUsmSBAcpZyve5I5cJCLLlYNSVWQQcqEVe9LlTWGgxGyUOQ1fBLOgeNylPnF2NflhswV\nUD2Em8FRykIgTgTpeHVZWNc40LPQ8gv9lyOQ/CkoSH1hmNV0KxiN48YQPwhBMqNxvOunDw5c\nBi41jlAqCzJIG3CUlGxEZk6xGZwDCSL4iacehOp44xEP+7wtyxGkhVi4lPP6YHXRfzkCyZ+C\ngoQhauKUwsuhsH6IH4QgfYcnMUjIE1s4cEnY516lsiCDhP4KasgTvKyxZwLDcXmqB1SHZ3iH\n4/oACz8JIRyXpwgkW0FBehSGWXWr6wyFHTV9dEKQEuD5RATAObfMgUMP6BeUyoIM0n70sFsc\nWDgF//6XW47DD2sOiA54tTk/HAmmEiDyezzQVs5vAOt+/ZcjkPwpKEj7wFPrc6Xwh1hRFvt9\niB9kviM9LA/Z3BUb3EvmwL0l+1RTvZIKMkgwocNaKbGDMsrJwsu4mb00XhefPQGuPLO4mWjv\nBsj7Zk42QCTKXtyMAFbSGYQwQASSPwWftVttXPoqvOMonF+bsVrOdK/nlAlS6qOxLLybV9IF\nt6yBmxhvPH5sVisLNEjHh0aziF4JauF2kcy8sZymmWGgctVK7RHXXctYWZmA/MRwY7i74nCb\nIB3pF8miB0pfotmVGWsYLJQTgeRP51qQ/dnrYnUkZE+7wAXZtO3JPvvYA5ex07WoUqBBMgjY\n5pH28MhCy5MuIfgW5cM7zbtZwHDbC7KpW63oebsduDpEIPkTeTbodXF5NvgQeTb4FIGkFYHE\nCSTfOj+QftlmRqBJ2xYkx7yhBOtp4OBc8wkj80crVe+Rrc5QNoZSj3jEJt67K+jnFD6QDu0w\nRylxrvUeuWqFaSVvNp/IMg9Yp2j3AvMhMGWhFbB9yyLzHKRusR4Ck0OO/RQ4cCe2HnPUEUi2\nLJC2tWCs2DPiNGY8VYSx1j9qu8ytzlh1GU16azXj7behfPudXo6xRvKE72zNWJExjlm5tU0Y\nKzPFcaAvazFW5WOuV2EDaWVjxspKl5HDIptLFelNNzaKsUgZ5juhZxiLekC+8bxtDPcV3wnr\nWzGzepOgJqNNGGOl5CzQzKKMhfUQVuqwaBbWSYYa/qo2Y5WV/EZ+ZA5c2ogYxu5Q5wkJJFsm\nSEm15UToS9x0G6nv8a4rtRamv9cYZ66MNR/7mTUfexwWy1U/sIMQzEYNTA256GKW6b9cIQMJ\nVxvEpQUGsbTBxyxY6XnXuAndIq17jOovoPon4+4fCxPlRmEXaUXt43wTLEM9yM3AANelG4Uw\n3EGDrXvIHDjIgtZE8bskkGyZIMH2SlY6nZ8oDqbOma4TVHfgfDIu7C3nvDFYQ41bE1hFlZwK\nT0BhHeVA4K3MbtV/uUIG0nAYkMuNixWO7AucVwKrghV5i+2yAtAM4fw+LDzG03ARt7OZgoVF\ncf4zLsh+wXlvsFqH+OVw4BJxk4bitEQg2TJBwpAmbP85M/bZLkJ3YcvxnCN8ba38jUx5NMT8\njeHKaxLmb6SMfSZIHWBAYjifhIPYzQppEm1lShJOIe6MfV9ZXowNOa+GZlqgixAmSKwa/Lu4\nRBn7/MkE6Wm8iB3nx9CJ53lND3RabW4zM8tKIXc35y+CFaG4IWCmUzUUThsovFr/5QoZSODk\nzipx/imO7DDOS4NVwnx8Zmyt5bTax0qXyXbyRLRacH4FWGHGCysWGk+GbcEKkiDRUzhwZtS8\nNwLrCCRbJkjbITu2cBuBZ+1iugm1d2BEp1t+/UUyOB8Nhd9wvhtuTp2UPujXr+aimw2Fai46\nRYUMJHx2e9x4+4SoqRH7TGch1td4ja0ircaZVljIRcbIQsY+kS6zFhQuMOMJSWZulNYlhzn/\nEAonh/jlzIGDF7R4xSWFQLJlzdq9X8wYp2vFnOrPTQ2r5BxtF5kjTrzI8inisTx6oWGliStj\n9HOi8EPx3NHUsVz+sthpdrsjF530ie1PGfusWbsXxCh1EO/zi8QrSfhkUShfPxsKa7lwoasl\nooCnCc/h6PGicIQgqago3FdC3IXkjss7RZ+yYrZ6t5i2KCs3LslXsH5BhttT5sDtayg4Uj3D\nCCRb9jrS/qnPLYBRzpw3YXowZ7h1b0zBPXb7H7ztEVybWPbi67iIcWj6hHkun9Rd705Z4jrQ\nhskTg+5ZL2wg8R+nvIizaknDb3sQ87V+2LXzLLASP3h2Dl6Mlr/6Fg73pv63j4U1o4zxbfvi\neC7rfQdGE0r7ZPwMXHLaOP0td1ivc8kauPTPx7/zs1pHINkizwa9yLOBk2eDXxFIehFInEDy\nKwJJLwKJE0h+5QXSD13r3fSqfMtJGXNNw34QB2tRu7qtYDXu8JCmTYc4npb5T/c0vGaMzhlC\nyAJpafu6rd7z98pb2EBKeeqahvfAcC82hhvejA4/fNWVONyzW9dtCwFPfurX+NrRzt0oG7vX\nbz5Rvi6ljrvu8rvcTl4eIO0b0Ojqx4K54BFI/uQB0uJocyI8TS7ilRRnBGZURdymI3K5r6q6\nJWlnKVF49QnnsWyZIM3ymAjXqZCBlHaNHG4xifCuORHOj1YXVhUx3DDpLTxOdsnVpabqcK8Q\nc34yBECGdG0o5tgJ6QXSXhnnuOFx/ZcjkPzJA6SasOCw0Fpgb8t5EroubON8MFiDlD53QOFL\n+g9CkFLjoeU6fUtbhQykV2Bo2nCeXALMLebWfBGIGCMCFT1m+UC8qBymIRR+bPlAuEKauEHq\nDi2fdpbbIpD8yQ2SuYb9uBXnpITt52VcDq8E6wqlE66/d9B/EIK0Bg802c+XK2QgdYWhKcb5\nMhylt6w4J5ebdym5DItXo/aBRzmG1UM47wNWtPMB2g0SevIFccAjkPzJDdIBPCFPWGe2lA3S\ndE3qSzyznbhWCJLpjhnEn8FWIQOpm3XdWm5ft662rlvvYeE3nJf1uG4lYvVQzu8GK+bcIIGz\nRDDHYQLJnzwe7TBo4LdWACgDj+NASvROy0dZfcvpck48EKQTmB3YGbjaU4UMpDctPPABONp4\nOx1h4fETOGCXSkbPBedtvSkUzuN8hgYPN0jod6zzq+QEkl95gLRCbnERoc4yWgqr3F7DnCMH\nXPgAJdUTVl01n9U+GSqqRZAgW+Zkwxfyz+EpX1+ukIGU0UoMTVmxeQ4S7QkfoGR5XasjJtbA\nH1jM5e2Xl6Pm6cph1kl3SRF9NfN2YZV2xa1xg5Qgn+2aBZkkIpD8yWv6e3v/Zh3el9aJibfe\nMBTc5lb3btZlgbSSxrRqNcaRF44nDLvxlolBzoc9/b2uT7NOQWJNB6qQgcTTJhnDDTv21/Ru\n1nm+tJKfatliNAz3l12b9VolrYRhLW57yTncu+6/pt10+TiX/mqb6wfvd32Qx/T34eHNWz2f\n6iq2RSD5Ey3I6kULspxA8isCSS8CiRNIfkUg6UUgcQLJr84PpITXHpvqfFviyzpfN9jtLEQg\naeUFUvK0x14LFgJ1bKu2uGNsWZfrBrnOga3jbz/26gG0zwuk1BmPTd6r1hFIts4LpK/EOmyl\n9WrlALmEsd7Zh0DSygOkjZXFRPdCXY9EGW/oemHKHbTRP+habhMOXSUwDcL5gLRLOLwU+1Cp\nI5BsnQ9IRyG7Tn1l0hvyG7Byzj4EklYeGfvA3aecLsY6pD1kYzn/Fqyymoa4nhsPU4HnAxLs\nWS+h3JMIJFvnAxJGAWDKtkuMscF2OPoQSFq5QVqHgzjTsz3nGGSruuXkyLZ7NzRDC8nMsucD\n0l480KuBdQSSrfMB6S0c3C8D667DQmcydAJJK58Z+wIUZt32MVOYcMDzkmfGvpBE4bj86XxA\nQo+w8H2BdRj1Jsz5/ksgaeUGCeMzMXeYC1AxqG5qpYsN02wp+iUK6mEp/TxASoaIriJdpi0C\nydZ5TTZAjtmHlLpEiOvlcl8lkLTymGwYKgexrW7/4wtwBVvPeRIE7tK63UMG51bwGns+70hj\n5YGuV7ySCCRb5wXS0QExrNjjDgeT1ZWMU9zR5XVHIGnlAVLqqOIspr8+J8hw405TQs5/r61s\nDHd7rZNj2tiSLLov7mc+H5Ayni3NonsdUuoIJFvnuSCbvs/jopnkNRlLIGnluSCbuS/dXRig\nvdbDnOdwB2iflWTnPBdk9zud+wgkW+TZoBd5NnDybPArAkkvAokTSH7lCVLS97rE81Jpu3a5\nU/KlrtvhflBP/n63aRJIWnmC9Mtq830kbcsmc7gTVptLtKk79gTZ/KURgeRTuQNS+qPRjF3r\nCkFjac6ljF0621H4SknG6nyjlmU8HsPY1egsRCBp5QFS0j3hjLWV6wofGsNdQQ73gfaMhd8l\n80++Woqx2otD/SACyadyB6Qn5URnLV2ws+9k1KeY5UohZJYoqe7JhNR/VWHuiUDSygMk2AIu\nEu2thOFeagbZYiKj5RxpldCnJ/VWXoD0F4GESoWVCTUTToAwFNQdSiGGghocWJZeCgonyt8I\nJK3cIO1BP4KFVgKktpZbnUjh1gisQZ6H0ysvQKoy5iCBJLULz9ejmh52xr4A4VL77YFlh/BA\nMgMMgaSX3kXoVStpWF0lYx+GvWsT4gflBUi1GGs2leeEqgIIUhJ6RL7o2Z7zVlCtRh+sAYX3\nBJalxkAhuGcRSFq5QdqMzHzEeWuwmpsZmGVsTcwpdneIH5Qn70hbh1dkUZ0X/l7oQcIkyaX2\nejXnVprtD5TCZ6BQzVAOqRyLwYsTgaSVxzsSpIatmmTlNXyP8xQIgdssk/PxUBhqhvI8mmz4\na80D8Sx+8ObCDtJR8VJbZq62y8hoxqJHqGUZImd23GS1MElcTUt/DL8QSFp5gLRbPNFVWSnM\nx8Vwy8zYa8QmvcvFdSlDTEbEvRLqB+XdrN0fi/sUZZc9n1ioQeJ8yeTZejcvzre/N2O7q3Dd\nlPfc97Blr84+jCaBpJXXOlLGwpc/xf36O6ZN3QbW8c9eXoCOQ+venhV0rc9TeTr9/dv8u0uE\nFXKQziXybNCLPBtQhyfdGB5LIAUVgaQXgSR0ZOJVLKzlB/8hkIKKQNKLQMo5+nJTxuq/mOSb\nogIA0uauta8aGSSYk7cIJL1MkPb2u6ze/YeCNjVlgXTs0StqdN+qbZf59nVVWn6Gv1yoICVO\nbsbYJY9sD4Wiix+kDXFiFjVYoj1PEUh6IUiHZISlKrowQIpMkFJl6qmiWi9HSEwxGX65UEFi\nLK73kuwQMbroQQLvLRbqPCqBpBeC1A9GdnDwxiATpJegTytNs21QHQcTqhcqSK1mnQyZoosf\nJPQ96B5iNwJJLwQJk0w19dPFBAmTTBXVNHsHPRsgHfOFCtLlz/0dji52kNBFrneI3QgkvRAk\n9OK91k8XEyRM6FpK0+x9BAkCnV2oILFBhRGkDpb/SUgikPRCkB6BkR3jp4sJ0nTo01XTbB9E\nxIqHdVoCyZ/yBqS98pW4gy7qk04Ekl4IEiTaaxIshZclE6RMGaX20gO6dq+J6miMLEcg+VMe\nTX8ffqJd9+mhckQgBZE5/X18Qts7XvLFkT39nTG10y1PBHHOWnZ3y/s2oH3BgtTs+QAVGpBo\nQTaIaEGW/53p70ARSEFFIOlV6EHquDZABFJQEUh6FXqQCtQ70rejHvnQ15tP+vuPP7sSzA1j\nB091PdMve3LoLAj79MukQc/hPok+lSr1AWt12yu6uJLQz72lUR/Xg/6TNSvckuws/HLk8M+D\nfbuLGqQvho/QJgoz9Enrxn0hvkzqtJHPb4LCPiWLNnYlO7y7YkUc7gX1yjaCsKoZs0eOwW19\n86zhTp06eCzGbJre4qoH4GQemzxo/C4ofK759aOcB8/86JHHnYlDeEr/K2/GjDLvt2p6H3yj\npNcHPeuItlLgQZIZIZr7eNNNbCJaPibMSdGGVdsxYzRMVF8jBnJtObHZVfzZp0q3ojhx9NEi\nvUj4DLWP2OLHIleohSIBHQvfrpRlyq24bYNE5r2IQcqQiYu6a69mXUV1lKBir9imHy0TuMiw\nM2FblIbpMilBrBjuPvK1Y7RhHZfJc4ZwszBSxHQ6eJk40EuiUGYFKyKieW2sIE6WjOYlwwGU\nUzlNbSkKB6iQiDiCAAAgAElEQVTfbYdcp79VmLfIDxe5rrZXEpZ6rgs6SLg7efi5O9wHLY0r\n5zpwcminVGOUgEHG30UdWMP42Ypg09AYcEjTE60QOw+q470+R11qfBMKn9F/vYsYpOfgP6dL\ncPQRVIu8hrdKK3Yj5zdDYazS8koobMD5D2CFHeP8YTA/4XwhWKW5uSgY8z3nL0LhZdyMnVJi\nP+d9obC1cvTHoFCNG1ANCt/i/A2wqhmFzaRVdHdgQy+QHv4iAA//QVBOZvnQf7P9tFL1W85v\noXfK/q/8cSf892ucu0M8tOyflfUUWBGpgdUQXY1VyMoyU8jNzsrC1D0RWVm46MhmBPa5HQt3\nBhZiYC6mfPgtUHal/uv9988g3906B/899/8zK+vX3/20UnU659fQO/0FPyDlJGuhaYXMsISs\n5HC8nmRlRXmNUqQ13J2w+smsrMpg9cjKaoeF27PSseWorKwGiFxW1g6snp6VVQasOOXocH1k\nHQPLOPZpkpXVBE2etR+t1wJb/tcDJFt/LukW7RukM370+1++minKzskOvdNfv8sf+Ldc5twd\noqFlzzNnRuBAJQdWm85fZ86swup3z5zBEx925gzeZ9ikwD7NsXBNYCGGymO/BRZiItRa+q/3\n+9kg3z20c/DH3zgHf+b8EXon/Mr14D/XVNOqGQ7ItjPH0Bp15gxeopjS0h7ullg94MwZvDC1\nP3OmBRauOHMCraFnzmBMJ/a/M5vMv/8zZ4qDFakcvQIUtg4sS8M+9az/BUs7YwZpe0HpHgSk\nw08Zz4IVfIN0QT7aDYP/803n7oCPaWM5nwZWeeWhfhQUNuP8EJ7kFfggL10r0aWFbQjsMwhP\nvPIsXhsKw5UPRwdpbY6si/rRrjP85+7StLoXBySNp+Odwnj7KInjqbREd8ginONDg3Baxfyi\nIzgfgsOdxDMrgvkm57eBZTwjHsVL5dec18UzrBwdY6upTup4Z+zMOd4EozhPgfxx7IvAhtod\nsr99KKi/6fM/Lm6QYC9MzIpztDb0pRycakfNvTDsXaX6MDxCiFkduGMJNzB0Qp5umFWkdY3S\nJwXOvOoHuxXepvophbvldbWIgqGqixikzfIPr6RrShOFifb6czPu49VpnC+Bke2otJwBhVO5\neQmrYFhLpVUxwThvcKPpyU2n1kbGG+s+QGEcNxPtidR/K+AcfKQcfbV8NS6nzjENlw1jDnOe\nAByO5GaSwFZK5H4NSFseKGG8D7MPfFN0oYLEN90SHdH4Kz89PmsQHtteTmoe6FWU1XzHUb3t\n9ujwhvOElfZseVZqmNxLO9q4O0U8KayDTcJY+K2O+dottcJYpPNKPDPWuGo6vTG/vykqslmw\n2GwXMUh8+TWRUTeu0TZbXyOMRd0rzak1WLE+ci/tc+I5roWjpRzux4W1WzyI1ZZB9OdfERHT\nRu6l3VLbGG6YHp9RixXpsV9Y315qgCD+/HnGSxVZyQePCnOWceEq5pz9+PrKiOjWGx2FDxv8\nVF4lrBXG81n0UGFlvlKZFR+gblT0AinjVeMNrdKw74+wry5+kIy/++M+u/zrlLUYmOm15Tzg\nQHZU/RSbnf0efTIOehT+J9VjQfZE8Cn6ixkk42YR/D9nj1LW/06Z5rFdHi0PH7bM7Zb1f9Z/\nO2C4k60bRqrdxz5vJ73+P6le+6MTrLw9/7L/F660Cl4gRbF6j28+m5NzrGCA5Fvk2aAXeTbw\nv+HZUPTON/bkEEi+RCDpVdhB2j+6KmO1nthKIBlK+GZr0HRwfwOktF2bj4XcqdCBlDTnjX2u\n6pTVq1xuQxcuSDk5Z7+/vyRj5dj7hR2kEwMjGWu8Lkin0EFaVIOx2KdC7VXYQBov1lRvddTO\nKMNY/HRXpwsXJENn5neKYuya9/zHQSmIIMHsZ9UgG8xCBmkXrCC+HmK3QgbSIpigVnLj4Ew3\nW+TsdEGDZOjfb9/AWNHCDBI4perdxPjfAAnYlD5boaiQgYRuddFKZXsovM3Z6UIHydCRCZcV\nZpDOlbGP/w2Quv1/e2ceGEWR9uHmDLeIeCCXigfiKii6Kuq67qrrFQ4REDaAIArriX6I7qIo\nuqKiriKIgCKoKAqiIodoRCRKEBHlCgECcoaQFIoEwhnor7urJsn0zNt5i8xMMj2/549Mparf\nqZ6ueWamq6ur5FNW1rypPcFEaqSOfFBh8Yp9wVR0kQ4sWV7I1siXIm1RI0Seo4O0RVIDWRpp\nhiWYSGqsadWgQjk43LjaHVRhRdoz7FIr/6uTDeOMtIQWSfR0Wu4EcjKbYxDpOzmT1BDNsAQT\nSU1cF7QQr3hfZk5yB1VUkQouNOpsMbfUSRr0zCk1sxJapM326PFTvUYY6ffavWn3NqR43MMX\nlgQTSdxh9za0zAkufSLJMJJCOzwrqkjPGI8dNs0HjddNc2WVvgktkhDfjp7quULFMVxHWvfp\n+z+UvpWLRBNJLH6438chxSsnvr08NKiiitS65VHrb7Na+6y/VzZNcJFKAyMbaBJ9ZEPtFOtP\nlnGDne7Jv7EPInGBSCS+EqlmT+vPeGOEnU5uCJE8gUg0iS7S+RfYBhnLrb/767fzjUh5b1x0\nQuv/0QPnvrm+0ZkDslyZn1zZsOVjYYZ3KX7p0qxZl3DD/T2BSCRFIq3rd/opNy5wlc5tXrVq\n89khQTEXacplJ7QaGnxnSDiRhhnDd39cpY2dfMB4xTciDfW+tjq/RuCmyhLIDtd/UBdPM08K\nc1Nl6UAkkoBI25yJ92sGj3JMdyZtqOzWK+YiyTt1g1fSCtv9bU9HUXuxab7d1rjwoF9EWqNu\n2f+RCFD3/g8vmZfXWGa+T8TcIYt7EcUUEIkkINIweWSD59pQK5ad6Q6KsUjb1YRTn5csC3tB\ndt+YXg9lWo8pSf12m2wquEjT1KCTcWE3L1qxr3PJvJUq5mEiRk2Ycp7mvkEkkoBIasKUWkGF\natKRJHdQjEUKTEf0ZMkyz7F2O/lfRxVfpM8N4rq4Qk3RFDTDwloVQ62RpWaSYi3qWAKIRBIQ\nqas8ssFzaxbPIhRMjEVaaoT58VLKoFUfibS1ofPq664lAtRUkhODMtvKzHlEjJoV6jFX9vqZ\nX3vOUQCRSNbO/8kZ86GGCHULKlQTZl3hDoqxSHlyNq+koCXXE0ckMcX+8VadXNoys2loy4mF\nzs1Dg6mYbOcr6RKXNUNqGMapH4aPcIBIBNvteTbPdeYbcj7Xmgd/6m12fjXUDrm9ONadDV87\nX41PB5UlkEjix3tvvPs7OmLTU7f1mejOXDPo5t6f0TE5r3Tr+j/XgDA5v2StReEjbCASwYPO\noWtsX4PIm9AjeZh7zY6t3Zo17RJ6MSLm3d+rHrq5r2vutEQSqTQidEFW9S31o2MgUngC91GO\n0IyrqBdkIZIGoSKpU+J/hNtaApHCs1ydxd+vGQeReMSZSGpy7z50DEQKz1Z1qc/jPsqwQCQe\ncSbSc86bocZ8OiYxRMp4/M5/a46eutM5dA3DzU7rBUTiEWci5Q2wPljrjw23sSIhRJppd7HV\npMaEhGdRjVLOLsMDkXjEmUhC/PL21PWhucUkgkjZcnRVA88D4UaucJTkNY9gOCASj7gTqTQS\nQSQ1B53xjkbMBjmZnaE7eyZE4gGRRPyJpNbPNcZoxASGNnrMfhYWiMQDIon4E2mVWtfQ4wp4\nCLknyZi3St80CIjEAyKJ+BNJrWvYWytmvBPTTneGJYjEAyKJOBRpx7PNKzUZ4r3AWAhvn1e1\nYT/3XcqlApF4QCQRhyJZHMPh3FXoozkbIJIGEIkm0Sc/gUgaQCQaiASRivjlo3k5IZmLp6QF\n5kMpm0hLPlzguR5gMf4TafW0uaF3REAkf4qU3d0wjLNTgzPX2hOCX/KT/KcsIm24xXqiCz1u\nXCqB30TKG1jdMBpNcWdDJH+K9C+nP/bUdUGZNzmZF8il5Msikry7veU2TozfRBrhvPbai13Z\nEMmXIm1TUwu9WDLzJ3X9farzXxlEClzIZ42i8ZtIp8vXfo8rGyL5UqSwK/Z9pjLlKrBlEGmu\neqLhpW1v4zeR1K1Hya5siORLkQJ3mr1QMvNH9f7/yPmvDCKtUE9ETRAWhN9Eai5f+wBXNkTy\npUiin9PaJwdPZnOdk3muvGhflnOkZOeJzqSnFi+B30R61nntNRe6siGSP0XaavcHnOaaMGbN\n1XZfg1orrCwirbMXRW3FG9bpN5Hy/lXNMBqGnB5CJH+KZP2Qe2dO6HixtEmpgcs/ZbuO9N2k\nr5gjNP0mkhDL3/80dC1EiORXkUoDIxtoMLIBIrGBSDQQCSKxgUg0ECkhRXr5uEqVz3TO/DcM\naFLjYjl59+QLk5reFzLZdAkCIm0fenrSuSOpFclKkplySp0rQped82TLQ81rtA6ZT7mIRBFp\n8S3HH39j6JCqgEgZbasatQa6CmceZxhV3Nd9ZzSuXOnEd3V3DiJxeFXOYJMlxI52TnKylfm2\nk7rGY2BpQKTezpZPlF7PVmdK46QvdPYt70bn2UdT5Qki0soT7KNw/DJ3vhIp1yk27g4qWy0n\nVAmevFUu/VdphubOQSQOxTMNyxuejSZ5IvfkUi+ZKpHS5IbVqEVjinlGbnmRzr6pmUTqU/eb\nJohIveRhuN2dr0R6WBZXDjpKrVRmUMCfZGZjzZ2DSBzUMIOmQtynkplFYw8eosOUSKPUlh4r\nVyi6KOU4vwIDPK6enRooniAitZZH4Vx3vhLpCnWUZpUsU5+PRpBdalG5qpo7B5E4qDnVWgjx\niExV2ijWqVYYQocpkSaoLb8stR71sVpXZ9+Gq2cP+VGjSBCR1DK/IQskKpGuU0fp+5Jl9VVm\nUIBaBLaG5s5BJA5qOPIgIVJl6mpR1HQh62gXo0RaIz/kmmwvtZ4p8im76uzbD3IU+gVUeYKI\nNIz4WFMivSuL6zj//Dx5jnN7SjeZWTsooKPMvExz5yAShyXVi342/NtOnfKznXminXzSIyzQ\n2fCWHV5nlseWAZyZ4lusK33DEjgT8zf4nir2uUib0uTExzuctS+vCvmwCvTa3WAXV7Zvb9ne\nw0o1c5Ydd759Kn0VFJDjNGsdr97YcEAkFhs7ndVafdjNuafr0/Iob3iq632eP9eKriP9MLDL\noytZFU27t88I1s18JfjmgX8+Qbvna5G29K1iGLestpN543v3GhvahVp0HWnURc2vsz//xEDn\nG6fBKjudckKdC1a7InLvadWyp+ZUYRCJCy7I0pSjSD0dKa7wuAQRckF2h+pi8PgpgQuyTCAS\nSXyJtFL1An1KB4WItFb1MHgsEAORmEAkkvgSaaaS4iU6iPxGGkbHQCQmXJHS7us8eJVMQiSa\nyIu07bnb+34YkhsqUroSyb51KXdMz5TRHudIRciJxxu6T41KAJGYMEUaZXe21Z3rpCESTcRF\nWtfCfqv3dGeHOUf6syNF001C5DgLkbUje+2K2W5frTvNqw8VIjHhibSiltNKpzl310EkmoiL\ndHvx90xJwoj0sz04sbHddfqkjAlZhyzc6O9lH3zp2SsHkZjwRAqM7HGuuEIkmoiLdLw88N1d\n2eGuI+V89OykLXZCXR4PGaaI2yh4RFGkF5VIzm87iEQTcZFqyAPf0ZXtObKhjYyhxtppAZGY\n8ERSo4FqbrL/gUg0ERfp0vD9ap4i9Q7/LQaRmESzs6G70zTPOWmIRBNxkb52hg+e656KzFOk\njIbOeIUV7nyIxCOaImU/0aLmBePkLQ0QiSby3d9fXl3v1F6Z7lzvO2SXdDihQbJ7unCIxAUX\nZIUPRQoP5myASHwgEglEgkh8IBIJREpQkTKnTw/5nV8qCSdSxgcfruGFlE2k7M8npjNjIBKT\n2Ij035qGUfMZ3ahEE2loDcOo9by7NHvBT6HzVpRJpDn2Ehe3bGHFQCQmMRHpQ3lh4wPNsAQT\nSd0CPi248Nm6hnHOHHdIWURaK+d86sWKgUhMYiLStfItco1mWIKJ9Bd5lG4IKhvr5B2/3BVS\nFpFekvVU28SJgUhMYiLSebLpWmqGJZhIZ8mjFDx1y9ky80FXSFlEGqTGey3hxEAkJjER6R+y\n5a7TDEswka6RR+mWoLIoLH0p58o1qrNOkiASk5iIpJaT/UQzLMFEUvPEBt8d1Fhmum8GL4tI\nG5o6T+leTTM8EIlJbHrtRtY3jONe1Y1KMJHES/WssyHXxOWPOW/6pHmukDL12s2371z6J29y\nIIjEJEbXkTZ+nao7O1riiSR+nTnb3QOQY0/dXPs1d0jZriPtWDAtZEQrAURigpENJBVkZMOC\nV97KCMnEyAaIxAcikUCkOBNpR5j5BksVKSdMXmkihYuBSA7hDk1ZRQr3nGE5JpE82joxRZp3\nVVLNv4fMpO0t0s/JdatfEro0ladIWXc2qHLO+JBsiGTxyYXV6nUKWV6jTCKt79egytljeTH6\nImV0O67q+VOo0oQUaXGdsHdaeoq0oZnTyzTXne8lUq5csed1dz5EEmKWc2jOsHtqsoe2aXaD\nmuW+LCLlXuU85yhWjLZI2+SSZR8RxQkpklrVwz0oy1Mk2V1r/Nmd7yXSRBnTwP17AyIJ0VYe\nG3vVgpuclFyirSwiTSIOd1i0RXpBPvtZRHFCiqTGrLgXrPIU6RYZU9ud7yVSYMzKz658iCSE\nXPHJ6CDEZJk6w8kui0iD1eFeyonRFknNvGK4Z5lQJKRIalqnv7iyPUVSExqe7M73EklNaFjJ\nvbAsRCpaNO+fgSVY7JVGRdlEUuuQGaxbn7RFukcNQNoRvjghRVJLsr7oyvYUaXL4IS2eIqXL\nj90r3fkQqegD3jrl+D/1/s+ys8si0iJ5uNuxYrRFmi33shNRnJAi5TjDKNu7byvz7rXrZ8e0\n2ezO9uy1e94emtnY/csOIllsdFYWv0cUvUPlD+0y9dqNsA/3qaxfdsfQa+f8cjyLWrY+IUUS\neZMG3BvakVnKdaTPH+z3Ruj3uvd1pLRH+rwQ4h5Essl5vd+Dchxrf/sdWvc7J12260jfDQ53\nuMNyDNeRvho0YCQ5kC8xRQoPRjbQRHVkw3td/na/WloHIxsgEh+IRFImkTYPbF677fu8GIjE\nBCKR+FWkvOuck60JrBiIxCSaIi351z/6fq3SEIkmNiJtHtrx9jfsjqP3Za/FiUQHtRCzLzrx\nnFdUGiIxiaJI05xu1pHyH4hEExOR1p1mt8bNecUXZEN6SRUjnFJ1cztEYhI9kbLlrE81Vzr/\nQSSamIjUQ9ozSoihSiRi5dicqrJYDjyGSEyiJ9KXqr3ecP6DSDQxEUl+rNljjdJk6mJiQzW9\nntHF+Q8iMYmeSLNUg8jbpCESTUxEUmONbrSST9mJBouIDcepdmvv/AeRmERPpF/Vqo3yfiaI\nRBMTkdQknU/Y6bn/uu3xLGrDDZXklvKuFojEJIqdDc877aFmfYJINDERaZGzMH3I0n9hSHHa\n7Wz5D0RiEs3u74mXntjmZXWvOkSiiU3398LkJmfevY6z5aB6lWsmK+MgEhNckCXxmUgYIsQF\nIgmI5EUcijQ/+aBpFo5P6TZqf/EjRNIEIpEkiEjidlukCf0yVt81svjRLyK9eO1tX+nGLHvv\nvZCZcEolnEgr3n5TXZHP+XTU56GThflZpF8/HDVfJRdMmqFmrl37zljVkZ03e9R0z3mIi0Ta\nNHVUYA7kCT0f9Zx0tVxFOvrEEEuk/Z3TTXNZhz8Cjz4RaUtdu0/nar2gIdUNo/p/NGsKJ9Kw\nJOuJ/s9Opbe0dqN1yDAXH4s09ST7OpC9hsTm663UKR/bmaPt5uhtf6CsvNhKtfjW4wkCIn3W\nyNry77aIG06xUpUf9YgpV5FmPbTMEikjOd/6Wdd+ceDRJyKdLq8y/FcnRl0sn6RZVahIasGG\nsUJsP1dennd/J/lXpBX1nVd8h5Xs6aQarBLiG3nb+JMisE7ZGR7920qkzBOcLW+3ks7tt0al\nL+iY8hQpu8fmFZZIaZ3sf1LmBB6tP5snWfy6l0HBEc5WwRwwD+gHFRZoBqjr3ifqxKiLgX/T\nrKrQdO9csnyiy/fu/ULtx3euLTwPXFETsV70/sNae+twyNyvH3SUtdVz8gUn7dwbWDRpxN69\nd8vUaXv3LlcH5COPnZPvD7U+UtWcvTtVzLV0zBHezgXhdeAK+CIdGTTdtEVK7Wb/12dG4NH6\n801bi8We0RUedexr6cS0ljHnlbnyy+QTtTDND9R+zDym5zlS5j2JPY+oV5xtblWpwabZWaZq\nmOYClTm21CcKDFpdb65TqdYx2H1F8ZEvVaSpgw4XLkvefzTtVvu/lLmBR+tPbqrFtnwGewo5\nWwWz39yvH1S4RzNADSA5VSdGTXZ3k2ZVh033zt0mn+ia/Px56j3wo2sLzwNX1EasF11wSGtv\nHQ6aBfpBR1lb/U++4Dq/5e+sJZMj8/MfkKmW+fmr1QGZ4bFz+5yHN5R8ufm/q8ZMpmOO8HYu\nCK8Dt4cv0gPJDp9kJFtBhR2WBB4D5XF+jqS+FN7RiZkjY2aVvmUQoedIX8tTgulC5MpTghvd\nMf49R1ovF9qzewbkjJrNNgix1On6McZYmV2c1MUe86eqc6RN8jTXXpb2b06qyhI6phzPkbZk\nZWV9kZy560Bn60fcio5/BB59IpJoYR36SnfrxYxraBgNx+nWFKbXbuLJ1km2M2t1hr0wbfuQ\nIS/+FUl8e4FhVLvXvq81Z0A1w2iTZmd+cpph1B5mp37tan9Xu5c/L0mg1+77i6wzpLu2209k\nz4hcw6thyvmCrH2OZI7ruyKz/2vFjz4RSfw4ZLT26nvZCxfyllosSbjrSNnffh3ol1o+a1Vo\njI9FErk/zgmM2d64MEP1V+Z8/2Vglb/Vs6ibXiVF15Fyl8wOfAL9/PLHnnOAVwSRDo3p1n10\niUe/iISRDTQY2SAw1o4LRKKBSAIicYmZSAUFEIkAIkEkLj/dUN04513dKIhEA5F4+EukDc2d\nrtmpmmEQiQYi8fCXSGpNmVaaYRCJBiLx8JdIahBDFfeiMqUAkWggEg9/idRXinS8ZhhEooFI\nPPwl0gwpUl/NMIhEA5F4+Esk8agzdGxT6RsGAZFoIBIPn4kkvnnm0Ymh95KXAkSigUg8/CYS\nRjbQQCSIxAcikUAkiMQHIpFAJIjEByJZrHv4muTXQk4VIRJE4gORhFjprGt0k/uyNESCSHwg\nkhBq3qQxrmyIBJH4QCQh5JwMRldXNkSCSHwgkhBqwqBbXdkQCSLxSRSRcjwG5v5VivSCK7uE\nSNnk2ntuIBIPiCTiUKTsh+satQaQI6HSazsjpba7sotEWviXKsYZzLnRIBIPiCTiUKR+zjdO\nJ7J8cdcWrQdtducGRFrbKDDRHwOIxAMiifgTaZmaIHVe6ZuWJCCSnCrSaMMKgkg8IJKIP5HU\n+hpqDXE2AZFU73gNVhBE4gGRRPyJNFeJ9L5eWEAkuQK5cQorCCLxgEgi/kTKOVOaoHnfVUCk\n6VKke1hBEIkHRBLxJ5L4xh4DdPwMzaiiXjtnsZcrt7GCIBIPiCTiUCSx8dVHX1qrG1R8HWnB\n0EEfMCeIgUg8IJKIR5FwGwVE0gAi0UAkiMQGItFAJIjEBiLRQCSIxAYi0UAkiMQGItFAJIjE\nBiLRQCSIxAYi0UAkiMQGItFAJIjEBiLRQCSIxAYi0UAkiMQGItFAJIjEBiLRQCSIxAYi0UAk\niMQGItFAJIjEBiLRQCSIxAYi0UAkiMQGItFAJIjEBiLRQCSIxAYi0UAkiMQGItFESKTXm9Vu\n9G86JL1NvQY3as76dSwi7Xj5+svuXEaVQqRiIBJNOYp0nzPD3d+piHmV7eJ62ZoV6Yt0i11P\nnUVEKUQqBiLRlJ9IGyrJuSKpGfIay+KOmhVpizRR1tOOKIZIxUAkmvIT6VU193EKEVFZFjfS\nrEhbJLm6hlHZvRCNAiIVA5Foyk+kV5RIPYiIyjqzhBejLVJfJRLxGxIiFQORaMpPpCz1045a\nKkkupGTcolmRtkhvyXouJYohUjEQiaYcOxvuct7AV1IRcx3R6oQsWVYK2iLlXW/XUyuNKIZI\nxUAkmvLs/n6xUVLD++mQea1q1fsre73ZAPq9dtuf/UvrHj9RpRCpGIhEgwuyAhdkuUAkGogk\nIBIXiEQDkQRE4gKRaCCSgEhcIBINRBIQiQtEooFIAiJxgUg0EElAJC4QiQYiCYjEBSLRQCQB\nkbhAJBqIJCASF4hEA5EEROICkWggkoBIXCASDUQSEIkLRKKBSAIicYFINLESSWTt0I+BSDwg\nkkgQkfKG1DKMa8h7figgEg+IJBJEpGHOzbDnbNEMg0g8IJJIDJG215PzIozUjINIPCCSSAyR\nVqgJgx7QjINIPCCSSAyRNleVIg3TjINIPCCSSAyRxK2OR3V+1gyDSDwgkkgQkbIutqfxnqgb\nBpF4QCSRICKJvOkvvZWpHQWReEAkkSgiYWQDRNIAIpFAJIjEByKRQCSIxAcikUAkiMQHIpFA\nJIjEByKRQCSIxAcikUAkiMQHIpFAJIjEByKRQCSIxAcikUAkiMQHIpFAJIjEByKRQCSIxAci\nkUAkiMQHIpFAJIjEByKRQCSIxAcikUAkiMQHIpFAJIjEByKRQCSIxAcikUAkiMQHIpFAJIjE\nByKRQCSIxAcikUAkiMQHIpFAJIjEByKRQCSIxAcikUCkeBBp/fx1KpWz6MfQleFiJVLu/E83\nawf5RaQ183/1Ctm+PEzxhvlrvWKyl67M09ovix1rMnN0YyCS5NfbKxlGB6dJ3jrJMJp84N4g\nRiK9mmQYlW7WjfKHSCuvN4wqfciFxHIHWsfm0kXBmZt7VTaMG1eRtbxc3zDOmqm3Z1OaGsZJ\n4/ViIJKio7PUwTXWh9csJ1VjvmuD2Ig0r5JTe2/NMF+IlPNn57X3ogL+4xSfsSkos4eTeTm1\ntuw7TnG9pTo7llbDCZqhEyMgkmSxWsXqCyH+LlO3uraIjUiXycqraYb5QqRp8rVXJr5etteR\n5a+UzNCJitYAAAyySURBVFwhP3iM6UQlF8ji/jo71lXG/FUnRsRMpIOHORxlbRXEEfOIflBI\nPTOVSJMOHz5Lpi52b2Iey87p7ltztR+8w1WM174VtcEhzjMVHlMbFOoHme6M19Vr/zb89htV\n8aCSmd+ozDFEJcfJ4pt1duxyGXOaTsxh7wN3KHIi7d7J4PfDnK2C2WPu1Q86/LsrI9Ag03fu\nVF8K17u2+M08pF/P3gLNAPUJWlkzzPPAFbXBLs5T7T6gWbfFPl7zBnPEnTFJtcGS8NtvrSaL\nnymZ+YOKeY+o5AxZnKKzYzepT1KdGIs/DtJluyInUgX/aZfbxjl4Z2ULMVo1jWuL2Py0e1NW\nfrlmmC9+2m1q6rz2K6mA253i45YHZcqvj2ZUR+eT8njO0dmxKTJGd9FnnCM5/NjSOnanL7CT\n91ip6o+5N4hRr10P+0d/E90OcF+IJOY2sV77BcvDbOvw61VWcYMpwZm//MnKbJpKxeR2t4pr\nvKC3Z0OqW0ED9GIgUoCcqc9/kC2TP7w2+qeQ8lhdR1pw3z+1e159IpLYMvn56bkeIXPHTFnv\nztvx8fOTt3rEpL0+gVSTYumktxaVvpULiMQDIxtoMLJBQCQuEIkGIgmIxAUi0UAkAZG4QCQa\niCQgEheIRAORBETiApFoIJKASFwgEg1EEhCJC0SigUgCInGBSDQQSUAkLhCJBiIJiMQFItFA\nJAGRuEAkGogkIBIXiEQDkQRE4gKRaCCSgEhcIBINRBIQiQtEooFIAiJxgUg0EElAJC4QiQYi\nCYjEBSLRQCQBkbhAJBqIJCASF4hEA5EEROICkWggkoBIXCASDUQSEIkLRKKBSAIicYFINBBJ\nQCQuEIkGIgmIxAUi0UAkAZG4QCQaiCQgEheIRAORBETiApFoIJKASFwgEg1EEhCJC0SigUgC\nInGBSDQQSUAkLhCJBiIJiMQFItFAJAGRuEAkGogkIBIXiEQDkQRE4gKRaCCSgEhcIBINRBIQ\niQtEooFIAiJxgUg0EElAJC4QiQYiCYjEBSLRQCQBkbhAJBqIJCASF4hEA5EEROICkWggkoBI\nXCASDUQSEIkLRKKBSAIicYFINBBJQCQuEIkGIgmIxAUi0UAkAZG4QCQaiCQgEheIRAORBETi\nApFoIJKASFwgEk3MRVpzR9MG187jBUEkHhBJJJxIW1saFjW+ZQVBJB4QSSScSE8aDlewgiAS\nD4gkEk6kDlKkWqwgiMQDIomEE6mbFKkBKwgi8YBIIuFEmiBF6s4KOgaRNn47b712EETiAZFo\nYt5r19X2qEUWK0hfpNePN4zaw3WjIBIPiEQT++tI7/bqPHwrL0hbpDny++49zTCIxAMi0fjr\ngmwnKVI7zTCIxAMi0fhLpEukSE01wyASD4hE4y+RVOf65ZphEIkHRKLxl0gzpUgTNcMgEg+I\nROMvkcT/6hpGjaG6URCJB0Si8ZlIImvu7EztIIjEAyLR+E0kjGzgApFIIJKASGwgEglEEhCJ\nDUQigUgCIrGBSCQQSUAkNhCJBCIJiMQGIpFAJAGR2EAkEogkIBIbiEQCkQREYgORSCCSgEhs\nIBIJRBIQiQ1EIoFIAiKxgUgkEElAJDYQiQQiCYjEBiKRQCQBkdhAJBKIJCASG4hEApEERGID\nkUggkoBIbCASCUQSEIkNRCKBSAIisYFIJBBJQCQ2EIkEIgmIxAYikUAkAZHYQCQSiCQgEhuI\nRAKRBERiA5FIIJKASGwgEglEEhCJDUQigUgCIrGBSCQQSUAkNhCJBCIJiMQGIpFAJAGR2EAk\nEogkIBIbiEQCkQREYgORSCCSgEhsIBIJRBLlK9Kul3t2fzrHNAvHp3Qbtb/4ESJpApFIEkKk\nwYPWbRp21wFzQr+M1XeNNIseKZFywtQHkQRE8qBii+TR1hoibU3ebJp72v+yv3O6aS7r8Efg\nMbxI2Y81Mpo+E+ISRBIQyYMKLFJGt+Oqnj+FKtUQad+qo6a5t316RnK+9bOu/eLAY3iReho2\nA931QSQBkTyouCJta+W8oz8iinU7GyZ33ZPWyU6kzAk8Wn8O77b4fWcJvndqNaqs2hnM74d3\narPH3KsfdOj30rdx8Zt5SL+eggL9mEPmb9oxngeuqHl2cZ5q9wHt2nfuM3frBx3RD7FE0g/a\nv0c/pvCoZsAI+Y4+iyjepSfS9x1SzdRudqrPjMCj9eebthaLS274vqzW+IKlJ4gQR8p7B/xL\nf/WO3he+uPjIc0RK7fixaabdaidT5gYerT+rHrXIPFCCj1W18w8Ec/DoAW0Om4f1g44c1I8x\nj+jHHD6WfTP1YzwPXFEDsZ7q0DG8zELzkH7QMbT1QbNQP6jwGNrgqG4bDJRv6KQColxHpGkd\n7N9xGcl7rHOjDksCj4HSoB/RGxo41TbJdv2UxDmSwDmSBxX3HGm2FKkTUaxzjvRZx4XOp15n\n60fcio5/BB7DiiSm1LJqPW62uz6IJCCSBxVXJDHYOUVaS5RqiLSt40tLLYQ5ru+KzP6vmUWP\nYUUSyx/v/dSakPogkoBIHlRgkcRXgwaMdP/CKkJDpKnJDl+ah8Z06z76oFn0GF6k8EAkAZE8\nqMgiYawdE4hEA5EEROICkWggkoBIXCASDUQSEIkLRKKBSAIicYFINBBJQCQuEIkGIgmIxAUi\n0UAkAZG4QCQaiCQgEheIRAORBETiApFoIJKASFwgEg1EEhCJC0SigUgCInGBSDQQSUAkLhCJ\nBiIJiMQFItFAJAGRuEAkGogkIBIXiEQDkQRE4gKRaCCSgEhcIBINRBIQiQtEooFIAiJxgUg0\nEElAJC4QiQYiCYjEBSLRQCQBkbhAJBqIJCASF4hEA5EEROICkWggkoBIXCASDUQSEIkLRKKB\nSCJmIu39g8Hug5ytgtmUvlE/6OBu7ZBd6cv16yko0I9Zkf6bdozngStqg3zOU+3Zr137H1np\n2/WDDumH5KZn6gftY731gvnpB/2YfI8Dlx85kaLGZ20/iUk9BW3viUk95v1td8emosgxJnhl\n06iR1fa/ManHvO3qaD0zRIJINBCJDUSCSDQQiQ1Egkg0EIlNxRUpO3VbTOopTF0ak3rMn1MP\nxaaiyLE+9beY1LMndXVM6jHT50frmSuuSADEERAJgAgAkQCIABVVpGenWX8Kx6d0G7U/epXs\nerln96dzol/P3ld7pLxTGP16IktMmsA3bVAxRToyNtluxQn9MlbfNTJ61QwetG7TsLsORL2e\n4QPXr+rzTvRfTySJURP4pg0qpEjbHumdYrXi/s7pprmswx+lBxwbW5M3m+ae9r9Eu57f2q82\nzc97Rf31RJIYNYF/2qBCipQ6Zve9VitmJOdbX8Xto3YpY9+qo9ZXfvv0aNdzdKv1k+KzlKi/\nnkgSoybwTxtUSJEs7FZM62SnUuZEtaLJXffEoJ7Clb0+iM3riRwxawJftEFFFim1m53qMyOa\n9XzfITUW9TyS3HdTTF5PBIlVE/ijDSqySGm32qmUuVGsJrXjxzGppyB/bJcdMagnksSoCXzS\nBhVZpIzkPdYXcocl0atlWgf7Oz769Vgc7fpZTOqJHLFpAr+0QUUW6UBn65xwRcfodRl91nGh\n/RDtejK67zLN/Z2+iPrriSwxaQLftEFFFskc13dFZv/XolbHto4vLbUQ0a7n4IAnN214snd+\ntOuJMLFoAv+0QYUW6dCYbt1HH4xaHVOTHb6Mdj1m7vDuKSPyov56IkwsmsA/bVBRRQIgroBI\nAEQAiARABIBIAEQAiARABIBIAEQAiARABIBIAEQAiARABIBIcUeGUS1XJfe/0e6EpFbD9prm\nvUaA88p15xIWiBR3PFbbeEmmNl9onH9n/z8ZbfPND/v3759sXGL9fbp89y5RgUjxxtFmt7Zs\n5aQOt63ytp0x1Ehx/p9vPFOO+5XgQKR441vj1UHGD3ZqnPG4zGpbdbv9AJHKEYgUb9xprFhk\n3GWnrq6kFu3L3OA8QKRyBCLFGQfqtzCPNq5XYCVrnxtcBJHKEYgUZ0wzBpvm/cY7pplvXBtc\nBJHKEYgUZ7Q3FtvnSVebZoHx1+AiiFSOQKT44rfqJ27cuHFDfSPLNOudE1wGkcoRiBRfjAlc\nd/2Pad5USV2Yffvir+0HiFSOQKT4op3x5qcWbxmNC80Jqvv7yGXGSvsRIpUjECmu2GD8WSau\nMmabh8+rPtlKHrzfuM3Jg0jlCESKK4YZ42ViitHZNNc2M1oPuON0o41c6RUilSMQKa44u3a+\nTBw6pbowTTGsdf2k84erdbMgUjkCkQCIABAJgAgAkQCIABAJgAgAkQCIABAJgAgAkQCIABAJ\ngAgAkQCIABAJgAgAkQCIABAJgAjw/wqPUkJmfEtmAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV)) + facet_grid(.~gender)" ] }, { "cell_type": "code", "execution_count": 65, "id": "74a6e06c", "metadata": {}, "outputs": [ { "data": { "image/png": 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kxa/YMm7HGjJVlJuemx18geSEKQoekOsCEZog7MRhvpauvjDsfNdvvT2kuVuIi2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gY598bmqqrToM7gKQFrA3aN1v+SepnuJX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", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + geom_point(mapping = aes(x=ACT, y=SATV)) + facet_grid(education~.)" ] }, { "cell_type": "markdown", "id": "b4a78774", "metadata": {}, "source": [ "# Geometric Objects\n", "\n", "A geom is the geometrical object that a plot uses to represent data. We have already used `geom_point` to represent scatterplots, but there are many other geometries and each will give a different kind of plot. For example, `geom_bar` gives a bar chart, `geom_line` yields line charts, `geom_boxplot` yields a boxplot, and so on. The list of available geometries can be found in https://ggplot2.tidyverse.org/reference/#geoms" ] }, { "cell_type": "markdown", "id": "089d68de", "metadata": {}, "source": [ "One thing that we did not mention before is that you can use different geometries in the same plot. Following with our example, let's make our scatterplot and show also a line that fits these data. We can do this using the function `geom_smooth`" ] }, { "cell_type": "code", "execution_count": 136, "id": "d0a0ad91", "metadata": {}, "outputs": [ { "data": { "image/png": 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8eY/s6xW7du3bZt20QikeLh0KFDt2zZQt0Io0bV1hy7t2/fDh48WNlBwcLCYteu\nXfgrK7Ukl8tnzZr1xx9/KB7yeLypU6cuWLAA/xk2b94cFhamfO++//777du30+7QRqt///53\n7txRPuRwONHR0fhrCObNm7d//37lQ4IgDh06hL9ZzJUrV0aPHq3cKJjNZoeHh3///feY6R8+\nfAgJCXn8+LHioZmZ2fbt2/GXtebn53t7eytPHUKoZcuW//zzD2Y6Qqhz584JCQnKhz4+Pleu\nXMFP1xTMsQMAAPB5V69eVa0MEEJHjhzZu3dvLQ5Jl6ZPn67aFys/P/+HH3549+6dbo6+b98+\nZVWHEBKJRJs2baI22lInKipq9erVqu/diRMnduzYgZl+6NAh1aoOISSRSLp3746ZHh8fr1rV\nIYTkcjl1Yz91RCLRuHHjVNs/SKXS6dOnFxcXYz7Djz/+qKzqEEKFhYVTpkzJycnBTO/SpYvq\nqUMIPX78OCwsDDN96tSpqlUdQujRo0eLFy/GTK92UNgBAABACCHatuVHjhzR/Uh07927d9ev\nXycF8/Pz8XvFaunYsWPUIH4j+ePHj2M+Jy3aPeeKiopKSkpw0pctW0YNSiSSs2fP4qSfPn2a\nemdAIpHs27cPJ72wsJD6NhUVFf3999846QihvLw8ahD/TxraA508eRIzvdpBYQcAAAAhhGin\nfHwh80DUvcwPHz7oZgC0B8I/Ou348Tc9KS0tpY1jNntVdyDSdSx11HWkxbzkVlhYKJPJqHHM\nj65UKqWNl5eX46QjhEhX+zRNr3ZQ2AEAAEAIIdo9XRs3bqz7keieo6Mjbfssnb182gPhH13L\n987Ozo427u7ujpPu5eVFG8dcgqCudVibNm1w0u3s7AwMDKhxzJfPZrNpZ5Hir96gbUqr6eKP\nagSFHQAAAIQQmjZtGnUl49y5c2tlMDpmaGg4ffp0UrBVq1b4E/C1RO1MSjskdSZPnmxiYkIK\nzp8/HzN9z5491OKmTZs2bDYbJ33Dhg3Ur7S2tsZswNCpUydXV1dS0MbGBnPxBJ/PnzlzJino\n5eXVu3dvnHSEUGBgIDW4a9cuzPSff/6ZGly5ciVmerWDwg4AAABCCLm6uh45ckR5kcbBwWH/\n/v3t2rWr3VHpzOzZs3/88UdFGzGCIHr16nXw4EH8dqVaatu27cGDBx0dHRUP3d3djxw5gt8X\ny8nJ6dixY56enoqHdnZ2e/fu7dy5M2Z6kyZNwsLCVLt4eXh44C/dEAqFJ0+eFFZptHMAACAA\nSURBVAqFyoitre3du3cx0xFCFy5c8PDwUD50c3PDPzpCaMaMGfPnz1detwsKCvr9999pL8HS\nOnr0qOrVQRaLtXTpUl9fX8z0kJCQOXPmKM8ej8dbunRpLe54Atud6AHY7oQx2O5EG7DdCWP6\nu92JQl5enkgkcnJyqpWj125LMbFY/ObNGxsbG023YasuGRkZPB7PxsaGWbqiIxbjwcfHx798\n+bJPnz6qVRq+tLS0O3fu9O3bl3r5EEdJScm9e/fatGnDrM2uRCJ58+aNlZWVsbExg3SRSHT1\n6tWGDRt6e3szSEcIPXz4kMPh6GD3R+gVq/egsGMMCjttQGHHmL4XdrULesVqA3rFagN6xQIA\nAAAAgDoECjsAAAAAgHoCesUCAACoJ169enXo0KH09PSGDRuOGDGiSZMmGqXn5eVFREQoesUO\nGjQIf/p8tRCJRL///vv9+/d5PF7Hjh2Dg4PxG4JVi+vXr1+8eLGgoMDb23vs2LG0u3hU4dix\nYzt37szPz3dyclq1apWmzWr//PPPZcuWFRUVGRsbz549e/z48Rqlv3v3LiIiIjEx0crKauDA\ngeq2UFHn7du306dPT0hIMDAw6Nmz55IlSzRKr1Ngjp0egDl2jMEcO23AHDvGYI6dNhjPsbt0\n6dL48eOVu8XyeLzdu3fj73nx9OnT7777TrXXwvLlyydNmqTpMJgpLy/v1auXak+zgICAo0eP\nYm44osR4jt2SJUtUN/iwsrK6cuUK/gKa0NBQUp+JjRs3jhw5EjN90qRJpFYNgYGB+J0zXr58\n2bt3b9UWZIsWLaLugaJOQkKCv7+/6k7Fbm5u9+7dw0zXPZhjBwAAoJ4rKSmZMWOGag8AkUg0\na9Ys/H6jU6ZMIXXQWrVqVXJycnWOUr3169erVnUIoaioKMyeWtq7e/cuadu2d+/ezZ49GzM9\nJiaG2j1s/vz5qu1fq5CVlUVtwHX9+vW4uDjMAUyZMoX0Rq9aterFixeY6SEhIaT+EykpKatW\nrcJMr2ugsAMAAKD3YmNjCwoKSMHCwsL79+/jpGdkZFD7X1VWVkZFRVXP+D7nn3/+oQavXr2q\nm6Nfu3aNGrx58ybmBfvff/+dGpRIJLQvimr79u208a1bt+Kk5+XlxcfHU+PU5r/qZGdnU4MX\nLlzATK9roLADAACg92j7dSKEMEsTdV+ms6kItAeq3aPLZDLMyU4VFRW0cdIVUHXUdapV97Qk\n6t56dXESmUxGO1dHfyd6QWEHAABA7zVv3ly1cYICh8Np2bIlTnrDhg0tLCyo8datW1fD4DD4\n+PjUtaM3bdoUc6Pj7t27U4MEQXz99dc46UOHDqWNBwcH46Tb29tbW1tT47QviorFYtG+TMxP\nTh0EhR0AAAC9Z2trS223OnPmTAcHB5x0Lpe7Zs0aUnDAgAEdOnSonvF9zpIlS0jtFpycnPCn\n/2upf//+1Fe6bt06zPSQkBBq97OQkBDMBhLt2rVr3LgxKWhraztgwACcdDabTR1q7969AwIC\ncNIRQuvXrydFhEIh5o3gOoi9dOnS2h4Dc5WVlTKZrLZHUeOEQmF5eXltj0Iv8fl8NpsNZ48Z\nHo8nk8lIc4oBDjabLRAIxGKx/t7NqUUEQfD5fMzbcKrat2/v7Oyck5MjEonc3d0XLlw4YcIE\nam97dTw8PHx8fLKyssrKylxcXCZNmvTzzz9ruiiVMRMTk969e79//76oqMjc3LxPnz47d+60\ntLTU9HkEAgGLxdJ0OTaLxerbty9C6P379ywWy8/Pb8eOHRq1CR46dGhiYmJmZqZUKjUyMpo8\neTK1UK7CmDFjYmJiMjMz5XI5i8Vq3bp1VFQU/sn/6quvfH19s7KySktLGzZsOHHixGXLllGv\n4KrTrFkzNze3mJiYiooKDofj7e19/vx5BidfZ1gsVhU932C7Ez0A250wBtudaAO2O2EMtjvR\nBrQU0wa0FNMGtBQDAAAAAAB1CBR2AAAAAAD1BBR2AAAAAAD1BBR2AAAAQO178+bNpEmTWrdu\n7efnN3fu3Hfv3uny6FlZWa1atbK2traysnJwcMBfEqtQUVExbtw4Z2dnGxubxo0bh4WFaTqA\nxYsXu7q62tjYuLi4zJo1S9OVkfPmzbO3t7eysrKxsenQoYOmczR37Njh6OgoFArNzc29vLw0\n7TiSmZk5derUNm3atG3b9scff8zLy9MovXrB4gk9AIsnGIPFE9qAxROMweIJbXyZiyeys7P9\n/f1Vm2c4OztHRUWZmJho9DzMFk+IRKKGDRuSOoBNnjx52bJlmM/QsWPHpKQk1ciIESM2bdqE\nmT58+PArV66oRvz8/PB7P4wbN+78+fOqEaFQ+ObNG8z08PDw5cuXq0ZYLFZycjLmyc/Ly/P3\n91c95w4ODlFRUVWsb9ASLJ4AAAAA6rQVK1aQWqK9efNGZ1upDR8+nNrXdefOnZjpJ06cIFV1\nCKHDhw9jNupNSUkhVXUIoZiYmOjoaJx0kUhEquoQQuXl5bNmzcJJRwhR28LKZLKBAwdipq9e\nvZpUSWdlZW3cuBEzvdpBYQcAAADUsocPH1KDDx480M3Rnz59Sg3K5fK0tDScdGpZpkjH7BX7\n119/0cYxr9hdvnyZNn779m2cdKlUSrtbJ/7d2EePHlGDsbGxmOnVDgo7AAAAoJbxeDxqkM/n\n6+bo6rYCNjQ0xElXN84qNtHF+TLMl29sbEwbpz2lVOpeO/72yFwul/HRawIUdgAAAEAtCwwM\npAZpe7DWhF69elGDXC7XysoKJ33YsGHUIIfDCQoKwkn//vvvqQ1CCIKgfVqqgIAA2v4imOkI\nIYFAQA127NgRM7123zsqKOwAAACAWjZ//nwPDw/VSKdOncaNG6ebo2/YsIE6GX/79u2Y6R06\ndPj2229JwdWrV2M29bKwsKB2xR09ejS1/6w6S5YsIUWcnZ2nTJmCmX748GFSxNDQ8NChQ5jp\ns2fP9vb2Vo34+flNmjQJM73aQa9YPQC9YhmDXrHagF6xjEGvWG0w7hWr17hc7tChQy0sLAwN\nDZs1a/bDDz8sX74cv9upErNesSKR6K+//iJt0jF48ODGjRtjPkO/fv1sbW3T0tIIgnB3d4+I\niOjduzf+ADp37uzj45OYmCiTyVxcXNauXTt16lT8dD8/P19f39u3b4tEIiMjoyFDhpw8eRI/\n3cXFpX///tevX6+oqBAIBP7+/pjz8xQ4HM6QIUOsrKwMDQ09PDxCQ0NXrVpFe3+2ukCvWL0H\n250wBtudaAO2O2EMtjvRxpe53Ul1YbbdyeHDh6lrSJ2dnWmXdNRj0CsWAAAAAHrv+fPn1OCb\nN28+fvyo+8EALUFhBwAAAHzRjIyMqEEul6uzZbmgGkFhBwAAAPxHKpVmZmZqM8MvOzu7Fi90\n5efn5+bmaprVs2dPavCbb77RdM+OhISEZcuWMZ47JBaLMzIyRCIRs3SJRBIbG6vNzKWrV68m\nJCQwTq8joLADAAAAkFQq3bhxo5ubW6tWrVxcXMaNG6dpx8/Dhw97eHi0aNGiUaNG/fv3pzZj\nqFGPHj3q3r27jY2NnZ2dj4/P33//jZ/r4+MzefJk1YilpeWGDRvwn+HgwYNWVladO3fevn27\nu7u7ra1tdnY2fnp5efnixYtdXFx8fHxcXFzmzJmjUXEskUiCg4Pt7e179uzp7u7u7e395MkT\n/HSEUN++fa2srL777rt27drZ2tru3btXo/Q6BRZP6AFYPMEYLJ7QBiyeYAwWT2ijthZPhIWF\nkTrf+/r6nj9/HnNp6pkzZyZMmKAacXJyioyMNDMzq85RqpGZmRkQEEA6aefOnevQoQNOeklJ\nSbdu3V6/fq0a3LZt25AhQzDTXV1dSUEWi4VfGc+YMePIkSOqkd69e+/fvx8zPSQk5Pr166oR\noVD48uVLzA2WR44ceenSJVLw6tWrrVq1whwAQkhx9qjnoSbA4gkAAACgKmVlZVu2bCEFHzx4\nQNssi9bq1atJkYyMDPy90LS0Y8cOaim8Zs0azPRjx46RqjqE0KpVqzD/JO7WrRs1KJPJzpw5\ng5Oenp5OquoQQhcuXKBtdEZVUlJCquoQQuXl5dQOsOrQNiULDQ3FTEf/q+rqCCjsAAAAfOky\nMjJoL05jNgwVi8Xp6emM07X36tUrbY5Om56Xl1dcXIyTnpOTQxs/cOAA46Mj7PE/fvyYNk67\n1JdKKpXS1q/v3r3DSUd1rKpDUNgBAAAA6m5sWVhY4KRzuVzahaUNGjTQaljYaMePf3TadD6f\nj3krU91muZ6enjjp6u5WY558R0dH2jjmy1fXExaz0W1dq+oQFHYAAACAtbV1QEAAKWhmZtaj\nRw/MZxg8eDApwufzBwwYUA2DwxAcHIwZpNWvXz9qv9SBAwdizi9cvnw5bRzzXnDLli2bNm1K\nCjo7O7dv3x4n3cXFhdrTliCIadOm4aQjhGhb4o4ePbrqrNevX9fBqg5BYQcAAAAghLZt26ba\nrdXU1PTXX3+1trbGTP/55587deqkfMjn81esWNG8efNqHqUagYGBc+fOVY189913+F253N3d\n169fr1rbtW3bFn+OWkhICLWvK/7R2Wz2b7/95uTkpIzY2tru2bOHWmuqc/r0adUvJghi6tSp\n+Esfbt68SeoA1qxZs59++qmKlLpZ0inAqlg9AKtiGYNVsdqAVbGMwapYbdRiSzGJRHL16tWk\npCQbG5ugoCAGN1Jv3Ljx5MkTMzOzgIAAZ2fnmhhkFRITEx8+fFhZWenl5eXr66tpemZmZmRk\nZH5+fvPmzQMCAgiC0Cj91KlT8+bNKy8vNzc3/+eff+zt7TVKr6iouHz5cmpqqrOzc48ePWhv\nbVdBJBKFhYXFxcXZ2tpOmTKFegnws2bPnh0dHW1sbBwaGjpo0KAqvrKKqq4urIqFwk4PQGHH\nGBR22oDCjjEo7LQBvWK1waxXLFDA6RVb9bW6ulDYYd0+BwAAAAD4ktXl26+qYI4dAAAAAEBV\n9KWqQ3DFDgAAQL0hk8kePXqUnp7u7OzcunVrFkvXFy9SUlKePXtmamraunVrY2NjTdOzs7Mf\nPXrE4/Fat27NYIZffn5+dHS0SCRq3Lixg4ODpumpqanh4eG5ubnffvvt8OHDNU0XiUSxsbG5\nublNmjTx9vbWNF0ulz969CgtLc3Z2dnHx0fdLiRV+Ouvv6Kjo52cnIYNG2ZiYqJp+uvXr5OT\nk4VCYYsWLUjpOFVdcXHxmzdvkpKSfHx8aJfZ6gzMsdMDMMeOMZhjpw2YY8cYzLHTBuM5dhkZ\nGePGjYuLi1M8bNmyZUREhM5WMEgkktmzZys7KFhaWm7evBl/txSE0Pr167du3SoSiRBChoaG\nv/zyy5gxY/DTjxw5snjxYkWLVR6PN2nSpMWLF+OnT5069fjx48qHhoaGjx8/xu+H9uzZs9DQ\nUOVWw127dv3tt98wN6JDCGVlZY0fPz42Nlbx0Nvbe+/evY0aNcJMf/v2rb+/v3JLYQ6Hs27d\nupEjR2Kmy2SyefPmHTx4UPHQwsJi48aNvXv3VjzEqequX79+9epViURy+/ZtoVC4ZMkSjRpX\naAoWT+g9KOwYg8JOG1DYMQaFnTaYFXYymezbb79VVgYKrVq1unTpEoNrPwxs2LBh/fr1qhFD\nQ8OoqCjM2fSnTp364YcfSMGzZ8927NgRJz02NrZnz56k4JYtW4YNG4aTfvHixVGjRpGCtra2\n8fHxOOmlpaVdu3Yl9d749ttvMTtPyOXyvn373rt3TzXo7e195coV0i4k6rRr1y4lJUU1wmKx\noqOjMUvDLVu2kPZ2EQqF169fx9zG7+nTpwcPHkSIhZDs9u3biuCff/5J3RmxukCvWAAAAPXc\n48ePSVUdQiguLu7Ro0e6GUBERAQpUlpaSm2Bip+OENq3bx9muvJqk6o9e/Zgpi9dupQazM3N\nVVw+/KzIyEhqR7W///47OzsbJ/358+ekqg4hFB8ff//+fZz0nJwcUlWHEJLJZGFhYTjpiO48\nl5eXX7p0CTP97t27cq5NRcNwqdmnC7T47121g8IOAACA3svNzaWNq2tjWr3EYvGHDx+ocXWj\nwvxK/MHn5eVpk15UVEQbV9fFFfNAmC9fy/dOXUvZzMxMnHS5XE49e507d1Z3TqhyKzwqXPfJ\nDLxFtj8KzP7bP083HzxaUNgBAADQe+rm0ulmjh2Xy7W1tdXm6Kp9F5QaNmyImU7bLxU/Xd1C\nDXd3d5x02sGzWCzaOGY6wh6/uo601GYYtAiCIC006dy5M8LrVCuWso7ccXlrPFfONkYIyQmB\nS9f/LtTpfntqJSjsAAAA6L1mzZpRpzR16dKlRYsWuhkAtTOpubk55hQ3RNeAi8/nT5w4ETM9\nNDSU2oALv1nqpk2bqMFGjRphTk8MDAykVlfBwcGYi0Pd3d2//vprUrB9+/atW7fGSbe0tKS2\nbuNwOFX3BFOlPFGdO3dWVHVCofCznWpzC4XrznncTvj0GlmiN2/uTEYI8fn8SZMmYR692rFp\n76zri8rKSplMVtujqHFCobC8vLy2R6GX+Hw+m82Gs8cMj8eTyWRSqbS2B6J/2Gy2QCAQi8Vf\nwuquakcQBJ/Pr6io0DTL398/KSkpNTVVEQkMDPz111817UzFmI+Pj1gsfvTokeJbxtXVdffu\n3eouJlG5ublZWlrGxMQoprVZWVlt3ry5a9eumOlWVlYeHh7R0dElJSXof4tqhw4dipnu6Ogo\nFotjYmKUEWtr65iYGMzCjs1m+/v7P378WDmpbtCgQevXr+fxeJgDCAgISElJUd75DQgI2LFj\nB/5+MQMHDrx48aJylaFQKNyzZw9+r9iWLVvK5XI+n6+oKBo0aDBs2LCq94uJeWW582qTwtJP\nL5Bfep2bPj8l4d8GDRps2LChe/fumEdngMViCYVCdf8Lq2L1AKyKZQxWxWoDVsUyBqtitaFl\nS7GMjIy0tLSGDRvWyr2wwsLCly9fmpiYuLu7Y66pVFVSUvLy5UsOh+Ph4UG9AvdZlZWVWVlZ\nYrHY3t6ewS56JSUlf/zxR1paWnBwMH5VpCSXy1NTU7Ozsxs3bmxnZ6dpOvrfe+fs7Ix/E1nV\nixcvbt++7erq2q1bN01P/uvXr8vKyvLz89lstrW1dRUVbYWY/ccdl9iUTzdqBVzp0E7pzR2z\nc3NzTUxMPDw8qqi6qgVsd6L3oLBjDAo7bUBhxxgUdtqAXrHagF6xDCh3quPz+RKJpIrbFKl5\nRvtuuH34+OlCnat16biAlAbG//2chF6xAAAAAAC1A79RmEyOrjyxu/DQQSYnFBGCQN29c75r\nk8Vm1a0LB1DYAQAAAOCLg1/VfazgHrjh+iLTVBkxFkpGdUlt5oS7JYouwapYAACoP+Ry+YUL\nF5YtW7Z69ep///2XwTPs2LHj22+//eabb1atWqX71WlpaWlbtmyZNWvWgQMHSktLNU1PTEwc\nOXJkQEDAiBEjEhMTNU1///79xIkTAwICBg8efOvWLU3T375927hxYxsbGzs7u4EDB2qaLpVK\nx44d6+Xl1aJFi7lz52qajhAKCAgQCARsNtvLywtzb2FVixYtatKkibOzc/v27ZXtufAFBgZa\nW1tbWVlZW1uHh4drmh4VFeXl5eXk5OTp6XnhwgUG6XZ2dlZWVjY2NsHBwZ/9elJVV1lZuWvX\nrgULFixfvvzKlSuq//Usw3TFKS/Vqs7DoWjJgGekqu7w4cPLli1r3rz5zJkzNR189YI5dnoA\n5tgxBnPstAFz7BirrTl2IpEoJCRE2dQIITRixAjanSzUIbVmMjc3f/z4sYGBQXWOUr1Tp07N\nmDFD+ZGzs7M7e/YsfsPQiIiIBQsWKL/ZCYJYsWIF/o4ht27dCg4OVp1fNXr06A0bNmCmX7hw\ngdTalcPh4O9SW1JS8tVXX6n+RjMyMsK/pIQQsra2Jv2gi46Obty4MWa6h4cHaWaeRk2xbGxs\nSH8GODg4PH78GDN98uTJJ06cUI0EBgYeO3YMMz00NPTs2bOqES6XW0XfC9KJffv27fr161XP\nnpmZ2ZIlS2Ry4lKc/cU4e9n//odFyHu1yunZKotFfEoXi8WLFy+WSCQIIcV3n4GBQWpqas31\nsoOWYgAA8EXYvHmzalWHEPr9999Pnz6NmT5nzhxSa6aCggL8ndi0lJWVNXv2bNU/JHJycvA3\nAysuLl60aJHq72a5XP7zzz/j/1U8atQo0qz5AwcOYHa1QgiRqjqEkEQiwd/zolu3bqTrFCUl\nJd999x1muoeHB/XP106dOmGmz5kzh7reYsiQIZjpQ4cOpV7czcrKUuy98lnv3r0jVXUIoevX\nrz979gxzAKSqDiEkFotpP7qvX7+mlsvbtm0jnb3CwsLDJyLD/mp64dGnqq6BsWh274Rvff5f\nVYcQ2rx5s6KqUyorK/v2228xB1/t9HuOHYvFYrCeXB99IS+z2rFYLIQQh8OBK3YMsFgsNpsN\nnz0GFH+p6/4H1Pnz52mDOHemEEK0zTEfPHigm1cRGRlJvff66NGj7OxsnI1Ljh07Rl3MKJPJ\njhw5gnNrLC4ujrYKiYiI6NChw2fT1d33jI+Pxzx7aWlp1GBsbCxmOu0yWKlUipl+6tQp2vSC\nggKcTYavXbtGG+/WrRtOr94lS5bQxhcvXoxzT3bt2rXqRkV6+SkpKYpfCiTUvU4lpkH/Fk6X\nE592LWnjlj+88xshT0q9Ivb27Vvqcz558qTmvnFoX4WSfv/Ixt/8UK8RBFHTm+LUV4pPP4Pt\noABCiMPhKGq72h6I/lF88LhcLkEQn/3iakQ7Ka20tBTzBwhtdSKRSHTz80fdTX+xWIwzgOLi\nYnVxnHR1jUE/fvyoTbpcLtfm7EmlUi1PPmY66YKTUm5urjbbARYWFuIMoKCggDZeVFSEk56Q\nkEAbJ538pKQk2pqBfK2RxRdZTZRYDFIGuGzZ9x3yvm7xHiE2Qrg/D2UyWW394tbvwq6iouIL\nmWP38ePH2h6FXlLMsSspKYErdgzAHDvGFHPsKisrdTzHrmnTpllZWdQg5g8QR0dH6u5xOvv5\nQ9vZ08DAwMbGBmcAHTt2VBfHSW/evDlB0Ew6b926NU66oaEhbZzP52OePR6PR/1eMzU1xUxn\nsVi0K10w021sbNLT06lxDw8PnGegHTxCaNq0aTjpAwYMiIyMpMa7d++Ok75w4cJz585R4wYG\nBsr0qmcrKt96maBJpcNSOe9T71oHi7Lx3VJtzcqr6ITC4XCopYiRkVHNfeOw2Ww+n6/uf2GO\nHQAA1BNLliwhXZ+2srKaPn06Znp4eDj1Fg/+6gEt+fv7BwYGkoKLFi3CvOLevn17Ly8vUtDD\nwwOzK5eJiUnv3r1JQQsLi1mzZuGkI4RcXFyoQercL3Vo23vu2rULM339+vXUoL+/P2Y67R1P\nHx8fzPTMzExqkCAIzGa1gwcPpi7Q4XK5ixYtwklv1KgR7U1PxdIN2kl1JH5+fggRYvNBlS67\nVKs6f8+3P3330tbsM00pBwwYQA0yWBdcXaCwAwCAeqJZs2YnT55s06YNh8Ph8Xjdu3c/d+4c\nZiN2hJCXl9ehQ4caNGigeGhkZLRx40adzQEnCOK3334LDQ01MzNDCDk7O4eFhYWGhuI/w4UL\nF7p27aqoTVksVufOnS9evIifvnfv3uDgYEWJQBCEp6fntWvXqp7MpOrBgwf29vaqkXnz5mG2\nsUcIjR8/ftq0acqZD1wud82aNfiLUkeNGkWaSenl5UVdkaCOra3tnj17VMujVq1akXb9qNrP\nP/+s+pAgiKdPn+Knx8XFKT94CCETExP8ZSsIoZycHNJt1tWrV5uZmWEuK+7ZZ4jQa4fYdrqc\n4CoiPLZofLeUwR3SOezP7/jTtm3boKAg5UeFy+UuW7asV69e+OOvXrDdiR6A7U4Yg+1OtAG3\nYhmr9ZZiIpFIm6UbFRUVUqlU3e3FmqYYOYNt2JTy8/MtLCw+/3U1k56QkNCoUSPGU8ALCws5\nHI6RkRGzdJlMVlJSYmJiwixdIpFkZWUxa9WqcOTIkaFDhzJOT0lJob0pjykqKkpZDWNWdUk5\nxvujGhWWqe0ShsnV1bW4uJjFYjF+7/BBr1i9B4UdY1DYaQMKO8ZqvbDTa9ArVhvQKxZhl3Ry\nOXExzv7vODv5/7qEsQjk3+ztgLZvNO0SppsWsUrQKxYAAAAAXwTMqq6glLcvqtGrXGNlxFgo\nnvB1prtdgVSqQVWn45IOBxR2AAAAAKgPMKu6J+lmh265llV+KoE8HIrG+L+2NGOp2fiFXh2s\n6hAUdgAAAKqLVCr9/fffL168WFJS4u3tPW3aNEdHR10O4N9//42IiMjIyHBycho7dqy6PVBq\nSFZW1rZt2+Lj442MjHr27DlixAiNpjnGx8cPHTr03bt3BEE4OTmdOXPGwcEBP724uDg0NDQu\nLk4qlbq5ue3atQu/G1u1WLFixfHjx0tKSiwtLRcvXtyvXz9dHn3//v1Xr14ViURsNtvNzW38\n+PG0C18kUtbp+443Xtgop+dw2fJ+vhkBzfIIAiGkdg8RkrpZ0inAHDs9AHPsGIM5dtqAOXaM\nfbFz7MaMGaO6cYaRkdHVq1ebNGmi0ZMwnmN3+PBh0u4kYWFho0aN0vR5mElJSfn6669Vty7r\n0aPHoUOHMDepfvr0KWm3FxaL9ezZM8xFzWVlZZ6enqo7VLNYrJs3bzZt2hRv+Nrq06fPvXv3\nVCNz586dN2+ebo6+ZcuWW7duqUYMDQ2XL19O+rLcQkFElFvmh09bq1ibVozvluLU4L/vUz6f\nL5FIqC1MSGq9qoNesQAAAGrchQsXSNuhlZSUzJ49WzdHLygo+Omnn0jBhQsXfvjwQTcDmDdv\nHmlD2suXL9NunEuLuheaTCbD3zJj4sSJpL4jMpls+PDhmOlaunLlCqmqQwht3LhRN3/YpKSk\nkFokI4RKS0tJn8aYV5ZrzzVTrer8mnxY0O+5sqrD4erqWutV3WdBYQcAZfrP8AAAIABJREFU\nAKAa3LlzhxqMiYnRzX2V6Oho6tVlkUhE/ZVfE2Qy2b///kuN4x+dtiUa7ca/tB4+fKhNupZO\nnz5NDcpkMnU9ZKvR69evX758SXtPJj4+XvGPCjF7X1SjAzdcK8X/1Tx8rnS0f+rorqkC7ue3\nqVOq+yWdAsyxAwAAUIN0MxEiKSlJo3j1gsketGi7nFUjxVKJqk9+2jvDiEi39x8/TZ5raFk6\nNiDF2lSDSSb6UtIpwBU7AAAA1aBDhw7UYNu2bRlv1asRdas0nJycaOPVi81mt2vXjhrHX71B\nu6UwqZVFFVq1akUN6mzlCu06CRaLFRQUVENHVG0U5unpSTuR0du7eeQzm40XPJRVHUGggGZ5\nc/q8rMdVHYLCDgAAQLXo06dPjx49VCMGBgY6azVLW1chNeVmTVi/fj2pV8fXX3/dv39/zPTj\nx4+TIgRB/P3335jpv/32G6ndKovFOnToEGa6lnr27Onr60sKzpw5k9oBtlqQ9jRhsVjUAlpo\n7JDKnnXinrNE+l/NZyyUTA5KCm7/hsPGvbyqFzPqqNi0jYf1RWVlZU1f6a0LhEJheflnmhAD\nWnw+n81mw9ljhsfjyWSyzy4QA1RsNlsgEIjF4i9h2b4SQRB9+/a1tLSUSCSmpqZBQUG//fYb\ng/ZQBEHw+fyKigqNskxMTCoqKkgNRidPnqyzTTcaNGgwcODA8vJyuVzu7u4+ceLEZcuWKXu/\nfpa9vf3XX3995cqV8vJyFovl6OgYFRWFv90Jj8cbNWrU06dPFR3JmjZteurUKQ8PD6avRmPD\nhg0rKSlJS0uTyWS2trZr1qz54YcfauJAtDvVeXh4CIVCxdHZbLZ1474f7dZm5X8qK93ti6f1\nSHS2/Mw6CQ6HI5PJFPd263JJx2KxhEKhuv+F7U70AGx3whhsd6IN2O6EsS92u5NqwXi7E4lE\nsm/fvr179yr3sRs/fjzjhrl6qn63FPvs/sMyOXEpzv5inL3sfz/yWYS8V6ucXq2yCeLzvwUU\n2504OztrP9QaBS3FAAAA1H8cDmfChAkTJkyo7YGA6ofTUuLDR96+G26peUbKiIWRaIx/SmPb\nEvwDubm56fsFIyjsAAAAAFB34VR1ca/ND992KRN9qmpauhSM6JxmwMftEebq6mpkZFQP7lFA\nYQcAAKBeEYvFXC6XcXpZWZk2s/6Li4tpl7jqhlwul2jU7pRCy5efn59vYWHBOJ363n22qqsU\ns/6Mdv436VOLDi5b9n27N5093uEft1pm1EmlUoIgaFuZ6RKsigUAAFAfiMXibdu2tWjRwt7e\nvkWLFlu3bhWJRBo9w4wZM+zt7Rs2bGhjYxMYGJiTk6NR+qRJk2xsbNzc3KysrFxcXKKiojRK\n19Lr169HjBhhbm5uaGjYu3fvBw8eaJSekJDg5+dnbW3dsGFDJyenVatWaZT+4sULFxcXKysr\nd3d3KyurNm3aaFRfSiSSHTt2tGrVyt7evnnz5ps2bRKJRKp7mqiTlW+w9pynalVnZ17+U78X\n+FVdtSx9ffr0af/+/Z2dnRs2bDh48OCEhAQtn1AbsHhCD8DiCcZg8YQ2YPEEY7B4QhuMF08s\nWbJk165dqpHx48evWbMGM33ChAlnzpxRjVhaWj5//hzzAszMmTP/+OMP1QhBEE+fPrW1tcUc\ngDby8/O7du2am5urjPD5/MuXL3t5eeGkl5aWenh4kDYQmDVr1sKFCzEHYGtrS1pBb2Vl9eLF\nC8z0FStWbNu2TTUyb968QYMGVZ0V88ryyJ2GIsmnN8ivyYchHdL42P0kSCWd4laspnXF69ev\nu3XrVlLyaSafhYVFVFQU/jaEmoJesQAAAOq5jIwMUlWHENq7dy/O9CyEUHFx8dmzZ0nB9+/f\nb9myBXMAR44cIUXkcnlISAhmupa2bt2qWtUhhCorKxctWoSZPn/+fOq2UOHh4ZjpY8eOpe6L\n9O7du2fPnuGk5+TkbN++XTXSuXPn6OjovLw8dSlllZzd1xofuOGqrOoM+NLQwFeju6ZiVnXV\nuEfd6tWrVas6hFB+fn5YWFi1PDkDUNgBAADQe8+fP9coTnLv3j3a6/oxMTE46SUlJbTpb968\nwUnX3pUrV6hB2gaytGgrMIlEgnkzOjY2ljZ+4MABnPSXL1+qbknbuXNnxT+ys7Npv/71W8PV\nZz0fp326ZOViVbqg33Mf1wKcw6Hq3qOO9sIkZlFbE2DxBAAAAL1H6vrw2ThJgwYNaOPGxsY4\n6ep2i9VNOzWEEOmKkQL+LDd1qyUwV4GoO8mY9yKV6cqSToHP55O+Ui5HUc9tTt93ksr+6ydB\nEMjfM2+gXwabhTXfpia2HaZ9+ZifnJoAV+wAAADoPV9fXzs7O1LQxsbGz88PJ71169a0v55D\nQ0Nx0tlsNm36wIEDcdK1Z2NjQw3iL24dOXIkNWhnZ4dZFs+dO5c2Pn36dJz0Vq1aOTo6kqo6\nIyOjRo0aqUY+lnPDL3914p6zsqozFoinfJMU3P6NoqqTyWQFBQVVzJCroWYSvXv3xgzqBhR2\nAAAA9J5AINi5c6fqZRIjI6MdO3bgFzf79+8nrZMYPnw4Zl2IEDp//jypFb2NjY2ma0sZo53M\n16tXL/z0gIAA1QiXyz1x4gRm+oABA5o1a0YKTp8+HbPtB4/H27hxo+pVTz6fP3ToUIFAoIy8\nzDJdcbrZyyxTZaSpQ/Higc+bORYhhORy+fXr1xcvXrxy5coFCxbs37+ftPimRru+Tp48uVu3\nbqqRvn37jh49uoYO91mwKlYPwKpYxmBVrDZgVSxjsCpWG4xXxSKE3r59++eff75588bJySk4\nOJj2OlYV8vLyFi5cmJycbGlpOXXqVNJv66qdOXOG1PRC0e/VzMxMozEwI5FI+vXrpzoj0N7e\nPioqSqMt5U6dOnXgwIHi4uLmzZuvWbPGyMjo8zkqdu7cuXnz5rKyMnNz8wMHDrRu3RozUbHA\npaSkJDY29sOHD+bm5q1btzY1/a+GE0uJCw8drsXbkbqE9WyVxfpfIR0ZGfn333+rPqejo+O0\nadMUlSV+ScdsVSxCSC6XX7p06d69e2w2u2PHjt27d9f0GTRS9apYKOz0ABR2jEFhpw0o7BiD\nwk4b2hR2tcjX1zctLY0UXLJkCebtSO2JRKL9+/ffvXu3srKyRYsWU6ZMUdZGddZn1yy/LRLs\njXTL+PDpsmsDo8qx3VIbWX+aUyiRSJYsWULds3D48OEDBgzQaDyMCzsdg16xAAAAQA0Si8Xp\n6enUeHJyss7GwOPxJk6cOH/+fA6H8/79e50dl7HPVnUxryyP3W1YIf50f9zHtWBYp9cG/P+3\ntUpRURHtTtSvXr2qlnHqHSjsAAAAAK1wuVxjY+Pi4mJSXN1iW1B1VVcpZh+92zDm1aezx2XL\n+vlmdvOi2dlOKBQSxP+7/Xj79m2kyRTDegYKOwAAqFdKS0sTExO5XK67u7vOttuoOzIzMzMy\nMpycnBwdHRmkv3//Pjk52dbW1sXFhbQYomrBwcF79+5VjfD5fE1Xxb5///7atWs8Hi8oKEjT\nKW4IIZFI9OTJE4lEYmtri7mgVVV5efmxY8fS09MHDhzo7e2tabpcLk9PT8/JyXFzc7O2tlb3\nZVWUdIWFhfn5+WWo4YlY77fFn1ZO2JmXj++WYm9O3kJZwcDAwNPTU7lhoaKqMzY21rSwKy4u\nfv78OZ/Pd3FxwVz2UTfp8dABAACQRERErFq16uPHjwghOzu79evX9+jRo7YHpSMfPnyYOXPm\n5cuXFQ+DgoK2bNliZWVVdZZSZWXlTz/9dPjwYcXDNm3ahIeHN27cGDN9yZIlV69eVe5ITBDE\n+PHjNSqPJk+efPLkScWVJxaLNXny5F9++QU//erVq3PnzlVs6mtkZLRo0aLx48fjp69du3bT\npk2Ko//666+2trYPHz7E/8MgLS1t2rRp9+7dUzwMCQlZt24ddUmyuqqutLT05MmTT5/GSxoE\ni6wGIIKriCu2qevfNoPLrmqedHBw8O7du48fP654aGJiEh4erlFHr7CwsK1bt1ZUVCCEXF1d\nt2zZ0qFDB/z0OgUWT+gBWDzBGCye0AYsnmCsthZPXL58ecSIEaoRgUBw5coVT09PXQ5DS8wW\nTyj6d0VGRqoG/f39//zzT8wLbwsWLCBdcvvqq6+uXbumbvNhkr179y5YsEA1YmFhcePGDeru\nerQ2bty4du1aUnDXrl2Y1/wSEhKCgoJIbcH279+PuZvagwcPqNe3GjduHB0djZMuEomCgoJI\nTT6GDRtGashWxbW6ffv2PUvMrrRbIDNqpwwa8iUju7xu3hDrk+Ds7Hzt2rWXL19aW1sHBQVZ\nWlriZCkcPHhwzpw5qhEzM7OoqChmF311AHrFAgDAF4HURh0hVFFRsXv37loZjI69ePGCVNUh\nhG7cuPHkyROc9OLiYmr/q6SkpEuXLmEOgHry8/Pzldf/Pmvnzp3U4Jo1azDT9+zZo02z15kz\nZ1KDr169onaApRUZGUlt3Xb06NF3794pH1ZR1eXl5T19zatwjVCt6lhlj0f5Xsap6hR71LHZ\n7G+++WbmzJlDhw7VqKpDdO9dYWHhwYMHNXqSugMKOwAAqCcyMjKoQdrVmvWPupeJ2a01Ozub\ntgEXZrpYLKZtq4rfK7a0tJQa/PDhA2a6lm+9ulW0iYmJjI8uk8kU8devX1dR1cnkxKXHTpXO\nm+UcZTUm47z/Q/DmR3FZ1mcPrf22w3K5PDMzkxrXWZ/fageFHQAA1BO0+/Fi3grUd+r2Ira1\ntcVJt7a2JrWd0Cidy+XSbgWMmY4QUu2yoITZqhWpefn4R1e34x1m2aRuqYStrW3Vq1/zS3ib\nLjSNyWiBiP9OPiF5x0+fwXu3G8klVb/86momQRAE7fj19xsHCjsAAKgnxo4dSw2OGjVK9yPR\nvZYtW/r4+JCCLVq0oAZpWVhYfPfdd6SgnZ0d/tIT6sk3MDCg7fRFa9CgQdTgxIkTMdNpm73S\nfh5oLV68mBq0trbGnF/YvXt3Z2dnUrBHjx5Vz9CNSzNfdbpZSt6nxb/sj3cEqWPYZU8QQnZ2\ndlXUbdXbH4x6ooRC4ZAhQ6rxELrEXrp0aW2PgbnKykqZTFbbo6hxQqGQOnkC4ODz+Ww2G84e\nMzweTyaTYU6yAarYbLZAIBCLxTpe3eXt7V1eXv748WPFu2ZgYLB69epabEbODEEQfD5fsT4R\nH4vF6tKly7179/Ly/tvqzMvLKyIiAn8nuS5dujx9+lTZPcLJyWnPnj1ubm6Y6e3atcvMzFRO\nNbOwsNi2bRt+q9mgoKCbN29mZX26+dinT5+VK1dipjs4ONja2t69e1fxkVNsVkw7c46Wu7t7\namrqy5cvlREDA4OYmBjMwo7H47Vr1+727dvKJS+jR4+eMmWKukW1Yinr2L8Nz9x3Ekv/u7rE\nYcusKg5J0zcS8kqEkJ2d3ciRI1U7/yq5urpWsW6AmbZt22ZnZ8fHxysempubb968uWPHjtV7\nlGrEYrGqeGtgVawegFWxjMGqWG3AqljGarel2Js3b+Li4jgcjp+fn6azyOsCbVqKyWSy+/fv\np6enOzs7t23bls1ma/oMT548SUhIsLW19fPzo709WrWkpKSnT5+ampq2bduWQUev+/fvnz9/\nnsvlfv/99wzWMr9///758+cSiaRJkybUS2iflZycvHXr1uzs7F69emm0VYqCSCS6d+9eTk6O\nra1tFUfPLRTujWyUlf9pJxQb04rx3VIcLErT0tIUvWJdXV1p74xX74U6klevXiUmJgoEgtat\nW+umwy9j0CtW70FhxxgUdtqAwo4x6BWrDT3tFVtHmJmZ1W5Lsaon1d1+aXXinrPyQh1CqIP7\n++B26XzuZ26+1WhJpwS9YgEAAAAA/lNFVVdWyT58xzXu9adyRMiTDu2Y1sbt85ctdFPV1RtQ\n2AEAAABAK1VfqEt7ZxgR6fb+I18ZaWhZOjYgxdr08zcEoKrTFBR2AAAA6or8/PzIyMiioiJH\nR8fAwEC9btnJwOPHj+/fv8/lcjt06ODu7q5penJyclxcnEgk8vDwaN26tabpcXFx+/btKygo\n8PPzmzJlCu0sN1qKqi4lJeXUqVOlpaWWlpbjxo1T9BOTy1HUc5vT952ksv/6fyi6hA1om8H5\n/13CCgoKDhw4UFBQYPp/7J13QFPXF8fvS0jC3nsjIuBgCU4QcVZF6x514qpV66itu2rrtu5R\nR1Hc/qx7ryoq1oGDOkBBAQFZIsiGJCT5/RH7SN97CTcJhHU+f5HDO+/dvATyzb33nK+R0ahR\no6ysrDQs6e7fv//mzRttbe2goCAHBwdl01+8eBEdHc1isdq3b+/p6VkTI8QE9tjVA2CPncrA\nHjt1gD12KgN77FQjMjLy22+//fz5s/Rh8+bNjx8/jt+MrV4jkUhmzpx57NgxMjJ79uyFCxfi\nn2HDhg0bN24UCATSh4MGDfr999/xxdkPP/xw6NAh8qGhoeGDBw/kNaiTRarq9u3bRzGfGDJk\nSAufoAO3XWI/VBaRGOhUjO2U1MKhgHKSy5cv37x5UzbSpEmT9evXYw5eTQQCwZgxY8gB8Hi8\nX3/9Fb9ZjEQi+emnn2SdKqZPn66Uz6+ygKUYAAAAUNf59OnTlClTSFWHEIqLi/v+++9rcUia\nZO/evbKqDiG0adOmy5cvY6ZHRkauWbOGVHUIoVOnTu3YsQMz/fr167KqDiFUWFhIb+xHgbSU\nSExMpFuKHb+cvOJUC1lV52FbuGjAK7qq4/P5sqouKioqKirqwIEDGjNNWbVqlewA+Hz+kiVL\nYmJiMNMPHz5M8R/bvn372bNnq3OIygDCDgAAAKh9rl+/Tl+auH37NqNVV8Pj+PHj9OD//vc/\nzaQzSsB3794p6CYou6nu9OnT//kdwRaah5U7rC8s40gDLEIS6pfxfa94I12GRbZz586RP0dF\nRZE///TTT5jjVxP6jeLz+SdOnFA5HSFEkemapHFtXwAAAAAUkJWVtWrVqnv37gmFwoCAgEWL\nFuF36FUTeRtO8vLy6q+5Ez6MtrD4XrGMdw8/XV5zmZycHMbdZpRSCdktB2KOtdBuqUinBRkx\nMxCM75zYxKpY3tWlg5eVdFKysrIwxq4uEomE8enj74BiPLIWN1DBjB0AAACAEEIFBQW9e/c+\nduxYWlpaVlbWhQsXevTooTEr9KZNm9KDXC7XyclJMwOoXRifvpubG2Y6o/5WM53FYtnZ2dHj\n9AJY0qlWZNiZ32SfrKrzdfm8cECsAlWHEPL09KSrOoQQvm+HOhAE0aRJE3oc/+6p+dpVOyDs\nAAAAAIQQ2rp1a1pammyksLDwl19+0czVu3Xr5u/vTwlOnz5dX1+f8fgGBn3ZUU9Pb8aMGZjp\nU6dOpRtdzJs3DzN95cqV9ALkIUOGUGovyE11FMLCwgi2tsBqBt/uVwnr39dLzB/SLnVy13e6\n3AoFl3ZxcRk3bhyHw6HE2Wz2b7/9hjl+NVmwYAElYm1tHRYWhpk+Z84cHo8nG9HV1Z05c2b1\nDE55QNgBAAAACCHEuFscfwu5mmhpaUVERISGhhIEgRDS0dGZM2eOxnZZ1ToBAQEHDx4k1z09\nPT2PHTvGOJPEiIODw7Fjx1q2bCl9aGdnt3fv3sDAQMx0GxubI0eOkD5aBEGEhoZu375d9hgF\nnerySo153scrTAeTEbYgZU6fF11aZiu+LtnQ5Pbt27IGbhwO5/z585iDV5++fftu3ryZtBUO\nCAg4fvy4qakpZrqPj09ERISzs7P0YbNmzQ4fPqxCt5rqAtqd1AOg3YnKQLsTdYB2JypTT9ud\nDB8+nNJyAiHUtGnTBw8eaHIY5eXlJSUlRkZGja2JnZSMjAwOh2NhYaFaulAoFAgEenp6qqWn\npaWlpaW1adOGcvPlqTqJBN2OszoT7SAUEWSwg1v6iMAsLbYilzDGHnU5OTlHjhwZPHiwvb29\nSsNXC4lEkpubq62trfIkcWZmJovFIhemaw6wFAMAAACqpkePHnRh16NHDw0PQ1dX19rautF6\nxdra2qqTbmFhoY5XrIODA6VaQsFEXQlf6+AdlxepxmREl1cxOui9j/NneSlS5HUetrCwmDVr\nljLjrU4IgnB2dlbHK7aOVPmAsAMAAAAQQmjcuHHXr1+X1XYtW7bE36cFNDwUqLq3mQb7Ipvk\nl3LJiItlyYSQRDMDRXP84A+mAUDYAQAAAAghxGKxjh49eurUqbt37woEgnbt2o0cOZLL5Vad\nCTRE5C+/EpdibC/H2EgkpEuYpJdPZh+/DBahaNMLqDrNAMIOAACgDpGSkjJ79uy3b9/q6+sP\nGDBg7ty5mry6WCy+f//+gwcPKioqhELhkCFDlBV2V69evXbtWn5+vpeX14QJEwwNDZVKj46O\nPnnyZF5enouLy/jx45Vd23r79u3+/fvT0tIcHBzGjh3brFkzpdKzsrL27t2bkJBgaWk5ZMiQ\nNm3aKJX+9OnTESNGFBYWslgsHx8ffN8IMr13795isRghpKWlFRsbi79/HyFUXFzs4+NTWFgo\nkUh4PN5ff/3l4eGh1ACmTJly48YNgUBgZWW1efNmxl4nn0u4EZFN3mYZkBEDHWFY52RPu4Ll\ny5eTC+je3t5jxowhj8GRdJGRkStWrMjOzrawsPjpp5969+6t1OA/fvwYHh4eHx9vYWExcODA\nDh06KJWelJQ0YsQI6QbHwMDAgwcPKpVeWFg4cODAt2/fEgTRokWLkydP6ujoKHWGagSKJ+oB\nUDyhMlA8oQ5QPKEyKhdPREdH9+3bV/rRLqVFixa3b9+u5vHJQSAQtGrVSva/jba2dkxMjLm5\nOeYZ5s6dGxERQT60srK6fv06/qaxnTt3LlmyhHyop6d35swZX19fzPTLly9PmjSJtNXicrm7\nd+8ODQ3FTH/+/Hn//v2Liys7ri1btmzatGmY6SdOnJg6dapshMvlpqenY6ZfuHCBbk76/Plz\nzLtXXFxMF0/Hjh3r1q0b5gA8PDykDY2DgoKkkTFjxnh7e/9nPCnGh+66lPArp4Q87QrCOicb\n6Ah//PFHyr9ZQ0NDqV8qjqpbt24dpbnJpEmTVq1ahTn4uLi40NDQoqIiMrJw4cLZs2djpt+7\nd2/AgAGyEX19fQXL0BRycnJatmwp+2fLZrMTEhKU/VaDj+LiCRB29QAQdioDwk4dQNipjMrC\njvxwlWXJkiWasUydMGECvceEl5cXvaKCkcjIyKFDh1KC3bt3P3r0KE56YmJicHAw5f3WtGnT\n+/fvSxugKKa4uNjPz0/WahYhZGRk9PTpU3qDN0YCAwPj4+NlIzwe79atW5jTflZWVrIf7eQ5\nz5w5g5POWAbLYrGys6voGCLF2dm5pKSEEiQI4uPHjzjppCInVR1CiM1mr1u3TvpzhYh16pHD\n7ThL8rcctqR/QFpIi2yCQOHh4a9fv6afNjw8HGfSMS8vz8PDg/JfmiCIhw8fYjZ8CQkJefXq\nFSV4586d5s2b46Q7OjqWlZVRgn369Nm/fz9Ouo+PD13Bu7m53b9/HyddBRQLO+hjBwAAUCco\nLS1l9IDSmJv433//TQ8yfmAz8tdff9GDkZGRFRWK+tOS3L59m/4t4t27d5gTJ0+ePKGoOoRQ\nQUHB48ePcdJTU1Mpqg4hxOfzMadLKyoq6KoOIYR5dXkwnpMRuqpDCOF/oZWuGsuqOoSQSCSS\nzoFl5WuvPe8pq+osjcp/6hfXpWW2VHK/efOGfs6oqKhBgwbhXP3kyZP0oUokkiNHjuCkZ2Vl\n0VUdQgjzCwlCiK7qEJPFmTwY7YyTkpIw06sd2GMHAABQJyDXEClobF1CJBLRg/jigHH8IpEI\nU53Ie/ry4piHYU45q5kuu4ArC74yq118fX0ZpSGfz3+Z2eTPB458YeU0UDu3T8M6pGhz5D41\nUhIxnpOOvInt8vJynHR5fyCY7xzGt72COB3Gv5FaXCaCGTsAAIA6gbGxsWzzfRJlt/CrDKO7\nJX631datW9ODLVu2xCy/8PPzowdNTEwwF+O8vLzoDY21tLR8fHxw0p2cnBgXDekuZ4yQng0U\nGOsPagJ1mjknJyczj5Otf+5l20N3nUlVx+OIxnVOGhucTFF1sk9fdqKLXMlVTJ8+fZSKU7C1\ntWV8lzK+Iemw2Ww2m02PMzrAMsLY0FjBUmlNA8IOAACgrvDrr79SIoaGhvhbyNXkjz/+oOgD\ngiD27NmDmT5kyBCKazuPx1u7di1metu2belb9NasWYOpC62tren+Yz/88AOmtOJwOPShDh48\nuH379jjpCKGRI0dSIgRB3LhxAzP966+/pgeXL1+OmX7ixAl6EMftVLrSPWHCBIotrFjHA3ke\nepJYKXYdzUsWDohr25Rht8DixYulP8iqOi0trc6dO+MM3s3NjV7k0aZNG8zKVtm9gCR9+/bF\nvDpiMtVlsVgnT57ETN+7dy89eOzYMcz0aoe9bNmy2rq2+vD5/Poy0a0OOjo6jDsAgCrh8Xhs\nNhvunmpwuVyxWIy/HgGQsNlsbW1toVCo7Cqqr6+vnZ3d48eP+Xw+h8Np3br1hQsXaq62joKh\noWHv3r3v379fUFBAEISdnV1ERAR+2wgWi9WvXz+EUF5enpaWVvv27Xfs2IE5ayKlR48eBgYG\n0o2G3t7ev/32G+acjZR27do5OztnZWUJBAIPD49FixZNnjwZp/BCioeHh7+/f0ZGRllZmYuL\ny9SpUxcvXsw4l8PIV1999fHjx5cvX0rX4PT09C5dukT6h1ZJv379Hj16lJKSQkZGjx69aNEi\nzHRHR0dzc3PZXWVDhw7dvHmzgpTk5GSyOwmLxQoICHjx4gWfz0eIEJkNFdovE4i/+JIRBApp\nkT2xS6KBjtztkr169VqyZAm5/qijo4NfEYwQGjhwYF5eXkJCgkgk0tHRGTRo0P79+ylaUwFu\nbm5t27bNyMgoLS11dnaePHnyL7/8gv/atW/fnsfjPXz4UCQSEQTjWmIqAAAgAElEQVRhaWl5\n9epVfFszFxcXDw+PmzdvCoVCgiAMDAwOHjyobL8VpWCxWAraqUBVbD0AqmJVBqpi1QGqYlWm\nnnrF1hFYLJahoWGjtRRTE2NjYxxLMXklKUVlWgfvNnmVVllHrK9dMTY4uaWDopejwXQe1tfX\nV8dSTGOAVywAAAAAAF+Qp+riMwwjbjcpKOWQkWY2hWGdk4z15AqdBiPpGhIg7AAAAACgUSBP\n0oklxJUY28sxtuJ/1zZYhKS3b2Zv3wxCvksYqLq6CQg7AAAAAGj4yFN1uUXciNuuidmVpZ2m\n+oKwzolNrZl7uCCQdHUbqIoFAAAAqoeSkpKVK1cGBga2atXqm2+++eeff5RKLywsDAoKsrCw\n4HA4NjY2M2bMqKFxyqNbt24W/+Li4oJp20CyadMmOzs7CwsLS0vLVq1aKduiNiUl5dtvv/Xz\n8wsICJgzZ46yV8/NzZ03b56Hh4eTk9PEiRMTExNlfytP1cW8N1l1poWsqmMX3RX8M/jdP3Jr\nQhlVXW5urqurK3n3goODlRq8WCxeuHChs7OzlZWVs7PzzJkzMftak0RFRQ0cOLB58+YhISFb\nt27FbGLXIIHiiXoAFE+oDBRPqAMUT6hM4yyeEIlE/fv3f/jwIRnh8Xhnz57FbAWHEHJxcaF0\n+u3Spcvx48erc5Tyad26dWpqqmwE35ILIbR27dr169fLRths9rt37xibnNFJT08PCQmRNc9w\ndHSMjIzErIkuKSnp2rWrrJgzMDC4deuWs7OzPEknFLHORNtHxsp0gJMIONm7OJ+/SLpOnTpR\nmrAomKijO6pZWVkxGkIw8s0331Baw7Rt2/bixYuY6VeuXBkzZoxspF+/foxdSBTTMIonYMYO\nAAAAqAZOnDghq+oQQnw+f+7cuZjpy5Yto/s33Lp1SzPlsbm5uRRVhxCSSCSM7eUY2bhxIyUi\nEononfnksXz5coolWmpqquJ+JbL8/vvvlCm6oqKipUuXylN1mfk6a881l1V1LEGKdvK3pKpD\nNE8tBaouLCyM3nosOzs7ISEBZ/Bv376lN/x79OgRpteqWCymtzA8f/48ph1cwwOEHQAAAFAN\nPH36lB589eoV5qKYPGdP/D6x6kCXZVKeP3+Ok15cXMzYVJXuPyuPZ8+e0YNPnjzBTGe8+fK4\nE2e56kzz9LzKRmg6xVe0kyey+P+RhhKJRNpT0MXFRfGmunv37jHGMZ0nLl26pFScQnp6enZ2\nNj2u1D1pSICwAwAAAKoBRosINpuN2WaWw+EwxjXTn1meJxhmk1t53WLxe+Qy3j0ej4eZTj8y\nKCiI7jNWJmDvveX6v/tOFaIvL4o2RzQ+JNGoYAcSM2y64HK5OHUS8p4m5msn7+4xOuzRkffO\nwfQsaXiAsAMAAACqAborFEIoJCQE08Z0/Pjx9CBBEIMGDVJ3ZBjMmjWLMY55dTabzSjCunTp\ngjkAxrvXvXt3zPSuXbuSPwcFBQUFBSGEmjdvLnvMuyz9FadbPkmqdAlrYlm8eFBsgGtey5Yt\n6edks9leXl44V58wYQJjfMWKFTjpQ4YMoRuEEARBd2ljxNramnH8+De/gQHCDgAAAKgGQkJC\nxo4dKxuxtLT87bffMNNHjRrVrFkzSnDOnDn4k17qwOFwQkNDKUE9PT3MxUSE0IEDBygRQ0PD\nXbt2YabPnTuXosM6deokTzDRGTVqlFQaSiUdQsjS0rJ3797SnyUS4nKM7aZLHnnFXyaxWAT6\nyidzTt83Zvp8hNCgQYP09PRkTxgVFYWpqxBCP/30E31yLjg4WFdXFyfd1NR09uzZlGBYWFiT\nJk0wB7B9+3YDAwPZyIIFC1q0aIGZ3sCAqth6AFTFqgxUxaoDVMWqTOOsipVy5cqVq1ev5ufn\ne3l5TZw40cjIqOocGZYuXXr06NGysjITE5PNmzfLTkRpgD/++GPp0qUVFRUEQbRv3/7s2bNK\npcfHx48aNSozM5PL5QYFBdGlnmIEAsGBAwcePnzI4XA6deo0bNgwpUStWCw+depUUlKSUCi0\nt7fv0KGDdI2yqIwTcdvldXrlC2GgLRzbObmFfQHlDIcPH379+nVFRUViYmJERATmdB3JiBEj\nIiMjxWKxlpbW/Pnzle1Wc+vWrRUrVmRlZVlYWMydO1cpm2CEUHZ2dnh4+Js3bywtLQcOHNix\nY0el0qU0jKpYEHb1ABB2KgPCTh1A2KlMYxZ26gNesSpAVr/q6uqyWCyyvvh1utH+2y6FZZW7\n0DzsCscFJxnpMn901mLn4ZSUlIMHD6akpDg4OHzzzTdubm6aH0PDEHbgPAEAAAAA9RjGniZC\nEXHxqd1fL20oLmG9fNNZ1P1sX6hFVXfr1q2xY8eWl5dLH+7Zs2fXrl19+/atrfHUa0DYAQAA\nAEB9hVHVfSzQDr/lmpZbucXNwpA/oUuik3kJ40lq1yKsvLx8+vTppKpDCAkEglmzZgUGBiqY\nlwLkAcUTAAAAQHVSWFj44cOHerr/oby8/MGDB/Vi90tycjJd1RUXF19/yll9toWsqgtwzV04\nIBZH1WVmZkZHRzP25MOhvLw8NTVVWTewZ8+e5eTkUIKFhYWUftdVIhKJ0tLSYP8DCDsAAACg\nenj79m3//v1dXV19fX09PDz2799f2yNSAoFA0L9/fwcHh379+rm7u3t5eb148aK2ByUXuqRL\nSUnZsGnnzE0Fh6Kalgu/fLhz2OIh7VLHhyRpc0SM5yFVXWRkpJubm5eXV58+faytrfELcqV8\n+vRp8uTJTk5OrVu3dnFxWbVqFf5ONXkbeWXn8BQjFos3bdrk6urq5+fn7Ow8ZsyYjIwMzNyG\nBxRP1AOgeEJloHhCHaB4QmUaZ/FEQUFBSEhIWlqabHDHjh34tlpSaqt4on///n///bdsRE9P\nLy4uDrNnhyahq7rPnz+v3Xa+yHy+mGtPBi30P0/r9cHKiFkeyU7UZWdn+/r6Uj5Phw8fvm3b\nNpzxiESigQMHUhzAvv/++yVLluCk5+TkeHt70z/NHz9+7OzsjHOGLVu2UHrmeXl5XblyRdke\nxQ2jeAJm7AAAAIBq4MiRIxRVhxBavXp1rQxGWT59+kRRdQihkpIS/D58moFx+VUiQQeuCAps\nNsmqOnbBNcu8eTiqDiG0YMECupr5888/Mddk7969S/d13blzJ8X9Vh7S/iaU4PTp0zFVHZ/P\npzvCvXjx4uLFizjpDQ8ongAAAACqgXfv3tGDHz58KCsrk+cZVXeQ5ysaGxur4ZEogLFOorhc\n6+Bdl/jSAPRvrSshLuZm/sYujPz4357DUhjrJBITE+lBsVicnp7u4OBQ5cAYX/qKiork5GTM\n6oeZM2daW1v/8ccfSUlJjo6OYWFho0ePxklECGVmZjJOjTOOqjEAwg4AAACoBkxNTelBPT09\nTMfP2kWefLGwsNDwSOTBqOoSMg0jIl3ySysXHFml//DSlxMVOQghfX19yvHyql/l9ZHGfPry\n1Ju5uTlOOkKIIIjhw4cPHz4c83hZjIyMCIJhXxnjG7IxAEuxAAAAQDUwcOBAul/qsGHD6Dag\nCpBIJMnJyVFRUZ8+farW0VVB8+bN6TqAIIhp06ZpchiMMC6/iiXEpWd2my83k1F1Yk5OhHbK\nLKmqQwj5+/uTx7u4uCjoacL4NJs2bYopyrt27UrXcO3bt3d0dMRJVxMTE5OePXtSgoaGhqSj\nWmMDhB0AAABQDTRv3nzKlCmyMs7BwQFz+7yUxMTEPn36+Pv7d+nSxdPTc9asWfh1kepz4sQJ\nWWFKEATdv1XzME7UfS7hbrrkcfGZrUTy5W4b6wmCrI7o5B9C6MuuOF9f386dO0t/rrJNXc+e\nPUeNGiUbMTAwwHdUMzEx2b17t6wybtas2Y4dOzDT1WfTpk2tWrUiHxoaGm7fvt3W1lZjA6hT\nQFVsPQCqYlUGqmLVAapiVaZxVsVmZ2cHBwfn5ubKBpcvXz5lyhSc9PLy8u7du79580Y2OH78\n+LVr11bnKKsaw8aNG58/f25razt9+nRXV1eNXZoOo6RDCD1PMTl417mUX7mTytspf3SnZD1e\nxcePH1NSUioqKmxtbZ2cnKS/xW8+HBMTs3fv3tzc3LZt286YMYPFUm7q5/Pnzzdu3MjIyHBz\nc+vRo4fUqVZjiESimzdvvn792tLSsnv37virwLI0jKpYEHb1ABB2KgPCTh1A2KlM4xR2mzdv\nXrlyJSVoYWERFxeHk37+/Hl67zQ2m/3mzRtjY+PqGWL9gVHVVYhYp6PtI2OtyAiHLekfkBbS\nIpucJ5X1iq1dP4n6SMMQdlA8AQAAAFQDqamp9GBOTg5mVSxjukgkSk9Pb2zCjlHVZeVr773l\n+iGvsqmelVH5xC6J9mbMXx5A1TVaQNgBAAAA1YCVlRU9aGxsjLkBnzGdIAjGeENF3vLro3fm\nx/524gsr10bbuuUO7/Bem8PQZ87T01PDpSdAnQKEHQAAAFBJTk7O06dPhUKhr6+vvb191Qn/\nMmzYsJ07d5aU/MeQNCwsDLMqtmfPnnZ2dunp6bLBfv36KbVZSiwWP3nyJDU11dHR0d/fX9ld\nYgihU6dORUdHOzk5jRo1ytDQUNn0jRs3nj9/3sLCYv78+a1bt1YqNzk5OSUl5cWLF1paWr6+\nvtbW1gihUj77yD3nZ8mVdQnaHNE3ge8DXBn255SUlGRkZLx+/drV1RWn/xyFzMzM48ePZ2dn\nh4SE9OjRQ9n0Rk5GRsazZ89YLJa/v7+lpWUtjgT22NUDYI+dysAeO3WAPXYqU3/32EVERCxb\ntkw6bC6XO23atIULF+Knh4aGPnr0iHyopaUVGxuL307s6NGjc+bMIS3kTU1Nb9y4gd8yIzU1\ndcKECf/884/0oZeX1759+8gagipJS0vr1q0b+c9WS0tr/fr1I0eOxEzPz89v3ry57EdS69at\nr169ipmenJy8Y8eOpKQkMuLt7R341dR9t5rkFlfW6jpZlEwISbQwZPirfPTo0YIFC6S767hc\n7rfffqtUSfL69et/++030mrCwcEhKipKj6nFcQNG5T12Gzdu3LBhg0AgQAhpa2svXrz422+/\nrYEBfgGKJ+o9IOxUBoSdOoCwU5l6KuwePHjQr18/SnD79u3Dhg3DST99+jT9w8zOzo5UWoop\nLCzs1KkTZcauf//+f/zxB066WCzu3bs3xUDCx8fn6tWrbDYb5wx+fn4USzQ2m/348WPMqS9X\nV9fCwkJKcMmSJd9//73iROny66lTp/7rykUITQaJbKaLJV8mHQkCdW6ePbBNmhab4b/Zp0+f\n6G3bNm7ciOnfEB0dHRoaSvk/6efnd+3aNZz0BoNqwu7ChQvjx4+nBP/888+QkJDqG9p/AK9Y\nAAAAoGoiIiLowX379mGmL1++nB5MT08XiUQ46deuXaOoOoTQuXPnMLeL/fPPP3RbMMYgI0lJ\nSXSjW5FIRDchlQdd1SGEqkwnN9XJjlOiZcZ33Ci0nkGqOgNt4bSeCUPbpzKqOhcXl4MHD9Lj\ne/fuxRz8unXr6N9+Y2JipFNQgGIY/0bw/3CqHdhjBwAAACCEUHZ2Nj2YmZmJmV5UVMQYz8rK\nsrOzqzI9KyuLHpRIJNnZ2Tjb7BjTFcQpxMfHM8Y/fPiAky5vUUVxg2XZUglylkis58+3XSzR\nqly/drctHBecZKzHMI1Elr4yvnaYzx0hlJOTQw9Kb74Ke/UaG4z3Gf8Pp9qBGTsAAAAAIYQY\nd7Ph71GTt5cOR9XJuzqbzVYnXUGcgpeXF2O8adOmOOnynru8PWp0lzAej4cIttA8rNxhfaWq\nk4hC/TJm9IpXrOqQHK9b/NeOsUqGIAjMm9/IUfPmVzsg7AAAAACEEJo8eTLd7LXKLWIkv/32\nGz3o6emJmd6zZ093d3dKcMyYMZhN7Fq0aEHf0hQcHOzt7Y2TbmdnR3cP43K5P/30E046Qkha\nxEph9erV9CBjTxO/9l+XO+8SWoQh4svnMkuY1c/9fB+/dBZTVTGlTd3EiRPpbWXwX7slS5bQ\nK4i7dOmiQllxI4TutMvj8b777rtaGQwCYQcAAABIadWq1a5du8i+cYaGhuvWrcNvexEcHDxt\n2jTZ5ia2traRkZGY6dra2vv375f1rR8xYsSvv/6KmU4QxO+//y5rBt+9e/edO3diNltBCJ07\nd07WQ0xPT+/AgQP4Jb0xMTEGBgaykQEDBgwZMoRyGKOqe5Zs8nfet2LtSl2rVXS3q11Er04M\nE2kuLi705sOenp7h4eE2NjbSh/r6+qtWrQoNDcUcvLu7+8aNG7lcLhnx8/M7fPgwZnojJzg4\nePPmzeQ3EHNz823btsm+kzUMVMXWA6AqVmWgKlYdoCpWZeppVawUgUDw+vXriooKDw8PFbpd\nFBcXHz16ND09ffDgwbK+7JhIJJKUlJTCwkJra2vVmoGlpaWlpaU5ODiotjns9evXFy9e9PHx\n6dq1qwrzVdHR0eHh4fb29jNmzKDMNTJKunIh6/h9p4dvKzcRarEq2tn9PSiYxdjYWbGfhEAg\nkFarWFtb6+vrKzt4gUBw8+bNjIyMrl27Ojs7K5veAFDHUqy0tPTNmzcsFsvDwwOzKbfKQLuT\neg8IO5UBYacOIOxUpl4Lu1qHxWIZGhrm5+dr+LpisXjr1q3btm0rLCzU0tLq16/fihUrLCws\nquXkjKouLVd37y3X7IJKEWBnWjqhS5KNcRn9YEyLMGNjYy0tLXCeUA3wigUAAACABsKWLVtW\nrVol/bmiouL06dMfPnw4d+6clpZaH5SMkk4iQffiLU48cBSK/uMS9k3H91wtBpcwMH4F8AFh\nBwAAADR2ysrK6D3noqOjr1+/Tm/8iw+jqisu1zp01+VFauVCrQ5X9E3ge/8mzCszoOoApQBh\nBwAAANQVkpOTz58/n5eX5+TkNHToUBU2iqlGamoqY8+5hIQEfGEnFApPnz794sULQ0PDnj17\nGhkZ0Y95m2mwL7JJfmllmYKLZcmEkEQzA75EInn16tX79+/ZbHbTpk2bNWumYUn38uXLq1ev\nfv78uVWrVoMGDZKtpcAhJSXlzJkz2dnZrq6uw4YNo5SSNHiuXr366NEjFosVGBhYc54TOICw\nAwAAAOoEJ06cmD17Nrmtc9OmTWfPnpWtVK055DVVwa+Kzc/P79ev3+vXrxFCQUFBjx496tmz\np2xNsURCXI6xvRRjI5F8KdSVuoQNapvGZklEIlF4eHhCQoL0Vzdv3rS1td22bRt+Va+abNu2\nTbYGedu2bRcuXDAzM8NMP3fu3PTp00lxvGnTplOnTnl4eFT/QOseIpFo9OjRN27ckD7cunVr\n//799+zZo7HXjgK0OwEAAABqnw8fPvz444+yxTpZWVkaawZmZWXF+DGM/9m8ePFiUtVJI9eu\nXUtKSpL+/LmEu+mS+8VntqSqM9ARfv9VwtD2qWyWBCEUGRlJqrqoqKioqKjjx48fP35cjeek\nBDExMZTOMm/fvsXv4ZednT1r1izZKc+PHz9OmTKlkVSt7dy5k1R1Us6ePcto8qYZQNgBAAAA\ntc/NmzfpRcQxMTF0C9ea4MaNG4wqZP/+/TjpEonk/PnzQUFBpKqT8uLFC4TQ8xTjladbvM2q\nXJr0tCtcPDDW066AjDx//lz6Q1RUFBk8d+6cEs9BDS5fvkwPXr16FdMrNjIysri4mBKMjY1N\nTEyshsHVeS5cuEAPnj9/XvMjkQJLsQAAAEDtQ1cGiuPVizxP2JKSEpx0kUgUEBBAl4alZRV/\nPnC8HWdF/obNkvTyyezlS/WTkE5Vyqo6JN9+t9phvMlCoZDP5+PstKvd167WYXyaGnvt6MCM\nHQAAAFD70B29EEK6urqaKSCQZ9LQunVrnPS0tDTSsYNEwnN8JfoxMrZS1Vkalc/7Oo7RJUwg\nEFBUHUJIhQ7PqsF48x0dHTELIBjTeTweptNufYfx6bds2VLzI5ECwg4AAACofTp37tytWzdK\ncPHixTXdxF+KhYWFl5cXJcjhcLZu3ao4MTk5WdrTpF+/frJxkfFXfJfwz+WV/Y3buuUu6B/r\nYMbQs9rFxWXhwoU6OjqyQTMzs1mzZin1LFRm2LBhdBG5YsUKzPQOHTrQa4fnz5+vsaLm2mX+\n/PkUjxYTE5M5c+bU1njYy5Ytq61rqw+fzxeLGXo5NjB0dHTKyhgakQNVwuPx2Gw23D3V4HK5\nYrFYJBLV9kDqH2w2W1tbWygU1v0W9nUHgiB69uxZXl6enJxcVlbm7Oy8ZMmScePGaay0cNSo\nUXfu3MnMzJQ+NDMzu3r1qmLnCdk2debm5g4ODllZWaV8Qmi3SGA2RkJ82ezE44hGB70P9cvQ\nYlPXal1cXKQWAubm5kFBQe/evcvJydHS0urcufPu3budnJyUfRba2tosFktZyxM2m92rV6/c\n3Ny0tDShUOju7r5+/XqlGvh17969oqIiMTGxrKzM0dFx0aJFkyZNqq2yUJXhcrkikUhZXWFq\natq5c+fExMTs7Gw2m92pU6fdu3c3adKkhgaJEGKxWJSvAbKApVg9ACzFVAYsxdQBLMVUBizF\n1IHFYnG5XMaucpohJycHx0mMsflwyie9vbea5BRWzjI6mpdO6JJoacjwdBhXmYVCIYvFYrPZ\nygy5EvUtxfh8Po/HUyFRKBRKi108PT0ZVyfrPmpailVUVCCE1LQqwQEsxQAAAID6hLa2di0K\nuypVnTyXsBsvrc8/sReJK9vUdWmZ3d8/jT5Rh+T7SXA4HCXHW82opupiY2MnT55MdmwJCQnZ\nvXu3AvHRINGApMOhTgwCAAAAAOoFjKquqIyz/45L3IdKqwkDnYoxnZJbOuTTD254FmGlpaVh\nYWGydyYyMvKHH36IiIioxVE1Wmpc2EkkklOnTl2+fLm4uNjd3f27776ztbVFCIlEon379t29\ne1coFAYGBk6cOFG6Q1ZeHAAAAABqEUZJhxCKzzCMuN2koLRypq2ZTWFYSLKxLkMTuIan6hBC\nN2/epN+cixcvZmZm2tjY1MqQGjM1XhV78uTJU6dOTZkyZcOGDVwud8WKFdLdTgcOHIiOjl6w\nYMHSpUtfvHixZ88e6fHy4gAAaIz4+PiuXbtaWlo6OjoOHz68sLBQk1cXCoV//PHHkCFDvvrq\nq3nz5qWnp2vy6urz8uXLSZMmBQQEDBkyhLFzqWLCw8Pt7OwsLCwsLS39/PyU7QSWl5e3dOnS\n3r17DxgwYNOmTcouaObl5Q0cOLBp06YuLi49e/Z8//69Uunl5eWTJk1yd3d3dnbu2LFjdHS0\nUukIoSZNmpiZmXE4HAsLi759+yqb3qdPH0tLS+ndU2rvv5RRo0ZZ/AvFDotR1YklxKVndluv\nuFeqOomIkxPx4Va/FUtmZGVlUY5XrOquXbtma2srvbqDgwPZshiT48ePW1pacjgcgiAsLCzC\nwsKUShcIBFOmTJG+dh06dLh//z5+LllxghlnZO/evd7e3o6Ojq1ataqyGJnODz/8QL703t7e\nyu6TW7JkiYWFhY6OjrGxsa2tbWpqqlLpcXFxrVq1sra2tra29vX1VfYPp3qp2eIJoVA4evTo\nyZMnd+nSBSH06dOnhQsXLl261MzMbNSoUXPmzGnfvj1C6Pnz50uXLj1w4ACPx2OMM1opIyie\nAKoCiidU4NWrV127dpWtC9PT04uLi9PV1dXA1SUSyTfffPPXX3+REQMDg7/++qtGS8yqkZs3\nbw4fPlw2MnPmzMWLF2OmL1++nPKRxmaz6fpAHp8+fQoJCZE93sfH59KlS5hu7sXFxc2bN5et\nImez2X///TemW6tYLPby8srOziYjBEEcPnxY1i9VMZaWlpQ/VRsbG6l5Aw4eHh65ubmyERMT\nE3LXV5W0b9/+3bt3shEWiyV9OoyqLreIG3HbNTG7sqMHIfzIy/iVVVo54FWrVkm3rFU5UXfx\n4kW6FHv06BHmO//u3buDBg2iBLt373706FGcdISQt7d3RkaGbGT//v19+vTByb18+fLYsWMp\nQYIgYmNjccpQEEKzZ88+fPiwbCQ0NBR/Jffrr7+mKFGl/nC+++67kydPUoKJiYmGhoY46XFx\ncZ07d5Z96xIEERMTY2dnhzkAZVFcPFGzM3YJCQl8Pr9Dhw7Sh+bm5nv27LGzs0tKShIIBGT7\nvpYtW0okkvj4eHnxGh0kAACyjBkzhlLtX1JSMmXKFM1c/dSpU7KqDiFUVFSE71lZu1RUVMyc\nOZMS3LJlS1xcHOYZtm3bRomIRKKePXtipv/666+UD7N//vln165dmOlhYWGU3kAikWjkyJGY\n6b/88ousqkMISSQS/HdOnz596F/AMjMzc3JycNIvXrxIUXUIoc+fP584cQInvbi4mKLqEEJi\nsXjevHmMqu5JkunKMy1lVR276I52cpisqkMILVq0COEtv06YMIEeDA4Oxhk8Qmjw4MH0IMXA\nVAGrVq2iqDqE0LRp0zDTd+zYQQ9KJBJM94X09PQjR45QghcvXsTU9EKhkD6/KBKJhg4dipOO\nEKKrOqRMh+GBAwdS3roSiQRTE9cENbvHLjMz08TE5OXLlwcPHvz06ZOHh8e3335rbW2dm5ur\npaVFtrRms9mGhoa5ubl8Pp8xTp7w4cOHq1evJh/+8ssvGmvMXYuwWKzGVltUXbBYLISQsbFx\nbQ+kPsG49Pns2TPNvAmfPHlCDz548MDIyEj6atZl4uLiKMpGSkxMTMeOHatMT09PZ5xafv36\nNebNf/DgAT346NEjzHTGz9HU1FTM9Lt379KDRUVFHA4Hp1FtTEwMY/zHH3/Esd3ctGkTY3zr\n1q2TJ0+uMn3hwoX0YFBQUHJyMmWuWlDBOnzH+k5s5T3hsMX9/N5dOfgz/QwSicTPz6/KqyOE\nGHunlZeXY958eYsSmOl37tyhB0tKSsRisZmZWZXpz549Y4xPmTLl8ePHVabv27ePcfwXL17E\nkbYbNmxgjD98+BDn6cvr6FRWVoZ59xiX1LKysmruf6biNUVoEmAAACAASURBVKiaFXalpaXF\nxcX79u0bM2aMgYHB0aNHFy9evGPHDrr9HIfDYbSlk8ZrdJAAAABAzaGmIq8VQR8UFMQY/5Cr\n/fsV+/S8yoYgdmb8qV+l8cQZV2gH0y3CAEAD1KywY7PZ5eXl06dPb9GiBUJowYIF48aNe/Lk\nCY/Ho8g1oVDI4/HkxcmH7dq1O3fuHPmwoKDg8+fPNfoU6gKmpqaN4WnWBNI9dvn5+bDHDh87\nO7u0tDRK0M/PTzNvQn9//71791KCHTp0KCgo0MDV1cTCwsLKyoo+aefr64tz93R1dQmCYd+z\np6cn5s1v164dfdd227ZtMdO9vLxu375NCTo5OWGmd+rU6dWrV5SgoaEhn8/HaXPt6+vLWGyx\nbt06nAHMnj2bsVxg9uzZOOkLFy78448/pD/LqjoXFxeyy/Sjd+ZH7zkJKiqFZlu33BEd3vM4\nYoT+4yiF/lV1BEFg3j0Wi0WftNPW1sZMZ3znIIQw04ODg+mzbnp6eiwWC+cMrVu3fvToET2+\na9cunPSePXvOnz+fPv7Q0FCc9NGjR8+bN48eb9++vTr/tXR0dDDTTUxM6JN21tbWNfc/szb3\n2JmamiKEnJ2dpQ8NDAxMTU1zcnLMzMyEQiFZ7SUSiYqKiszMzOTFa3SQAADIcvDgQcociZ6e\nHv4+LTUZNGhQ165dZSMGBgZr167VzNXVREtLa8uWLZTgjBkz8Lvwf//995QIm82+du0aZvrS\npUutra1lI97e3vi73Pbu3UtpL8Vmsylb2hVf3crKSjZCEMTvv/+OmX7p0iW6A5WNjQ3m7vvQ\n0FD6h4WxsfHAgQNx0vX19Zs2bRoUFCSr6giCkN69MgF77y3X/bddSFWnzRGND0kcF5zE43xR\nY7JXJ+fqkpKScK6OEKJ/n0FyVkgZYdwl1r17d8z0hQsXSjuRyULf8SmPixcv0oOGhoaYlR92\ndnb0rZx9+vShu/cywuFwyK38JGw2+/jx4zjpSM4ORfq3FHmcOXOG8tYlCOLSpUuY6dVOzQo7\nT09PgiDIHaklJSV5eXnW1taurq5cLpfcUBwXF0cQhJubm7x4jQ4SAABZWrZseffuXS8vLz09\nPWNj4y5durx48UIzJbEIIYIgDh06tGrVquDgYF9f37CwsKioKMyqzLpA165db926NXToUD8/\nv169eu3bt+/nnxm2Xsnj559/Xr16tXRHCkEQDg4O9B39CjA3N79z587UqVP9/f07duy4cOHC\nCxcuYJbEIoQMDQ2fP38eFBRkaGior6/v5+d3//59/JvPYrGePHnSv39/ExMTXV3dZs2aXbx4\nEb/yAyH08eNHco81Qqhdu3b4JbEIoTdv3rRp00b6EUsQREBAwNu3b/HTjx49Kl1ckqKnp7dm\nzRqEUPJHvZVnWjxJMiV/5WRRsnBAbIDrfyZpFi5c6OTkFBUVRc7VRUVF4WwulBIaGnr48GHS\ndkJbW1upYvBOnTpt375dVl6Ehobil8QihB4/fjxo0CBTU1NdXV03N7dz584p1W4mJydH9r+E\np6dnYmIifvqmTZtWr15ta2urra1tbW29aNGi/fv346efO3du9OjR5Etva2tLX3ZQwM6dO7/7\n7jvyIYfDefr0KWZJLEKoefPmt2/ftra2ZrPZbDbb3t4+Ojq65kpiq6TGvWJ37Njx/Pnz77//\n3sjIaP/+/RkZGdu2beNwOHv27Hn06NGsWbM4HM7mzZtbtGgh/aoqL84ItDsBFAPtTtQBvGJV\nBrxi1YHFYhkaGubnM3g21BzyXMIiY61ORzvIuoR1bp49sI1yLmGaRH2v2MaMml6xGqOWvWKn\nTJly6NChdevWlZeXt2rV6tdff5V+IwkLCxOJRCtXrmSxWB07dpw0aZL0eHlxAAAAAKh25PlJ\nFJVxIm67vE6XcQnTFo7tnNzCnmG7Z12QdAAgpcZn7GoUmLEDFAMzduoAM3YqAzN26qDJGTt5\nqu51uuH+200KyypdwjzsCscFJxnpMnzi1ClVBzN26gAzdgAAAA0WgUCAvzsNqF7U/DqB89rJ\nk3QiMXH5mfXV5/bif78MsghJb9/MXr7pLGppB0JMqg7eOepQXFyMvzGxrlFRUUEQBJvNrt1h\n1PWGnwAAAJpEIBBs2LChRYsWdnZ2Xl5e27Ztq/tf3xsMRUVFixcvdnNzMzAwCAgIOHz4sFJz\n7QKBYPPmza1atbKzs2vVqtXmzZsFAgHjkXJ21EluRr2es8fw8j+Vqs7MQDCn75s+fgyqzsXF\nhaLqrl+/Hhwc7Ojo2KRJkylTpuBbWgHl5eUjRoywtrZ2cXGxsrIaMGCAsi7Jtcs///zz9ddf\nOzk5OTk5DR069PXr17U4GFiKrQfAUqzKwFKsOjTOpdiffvqJUo43derUX375RamTwFKsCtBt\nghFCq1evnjhxIuYZFi1atGfPHtnIxIkTZc2KkPyJOoTQoct5Dz50krB0yIix5Oni0UhPm8ET\ngj5RFxkZSfGw8vDwuH79uo6ODtIg9XQptmfPnpRGes2aNfv77781PAzVlmKTkpK6dOlSUlJC\nRkxMTCIjIxumVywAAEA94t27d/QmC7t27VKqdQKgGrdv36aoOoTQ8uXLy8vLcdJTU1Mpqg4h\nFB4eLttJTp6q4wvZ+yKd72f0rFR1Yj4na6vgzey09ww+v4yb6pYsWUKJvHnz5tChQziDb+TE\nxMTQ2yMnJCTgd3CsXVavXi2r6hBCnz9/Xr9+fW2NB4QdAADAF8gmmrKIxeLaXVhpJDDe/NLS\nUgVzbFWmy8blnSf1k+6qM80fJ1a2QSb4ydrvJ3M+n0Q062T68quUioqK+Ph4ehy/yW1jJjIy\nkjFO90GpmzC+92JjYzU/EilQPAEAAPAFebu26+9u7nqEmjdf3mF6enryJJ1Egm69sjr7xKFC\nRG6gk2jlneZ+3IkkXzbnyVpxKKh+ZbPZ2traZWVllLhsv2VAHlKTKjrGxsYaHolq6OlRDeVQ\nrb70MGMHAADwhbZt21paWlKCdnZ2/v7+tTKeRkXXrl3pBie+vr4ODg446f7+/nRTLGtra3pQ\nSlGZ1u/X3U4+ciRVHVtSzPuwiJu9hVR1XC6XtINT3NOEIIh+/frR40qZNzRahgwZoqVFnWZi\nsVjjxo2rjeEoDeOrzPh+0Awg7AAAAL6gp6f3+++/y879GBkZ7d69G7pXaAB7e/v169fzeDwy\nYm1tjW81q62tvXPnTlkbqO7du2/cuJHxtUvINFx1psWrtMoJIRfL4pk9npgQlQ5mWlpagwYN\nMjExkbf8SmHFihWenp6ykblz57Zr1w5z/I0ZPT291atXy/qhEQSxYMECivVwnWXq1KndunWT\njfTv33/MmDG1NR6oiq0HQFWsykBVrDo0zqpYhFB2dvaJEyc+fPjg6Og4bNgwurV8lUBVrMok\nJSVduHAhNzfXyclp2LBhyi6C5+TknDhxIjU11d3dvXXr1vTlMLGEuBJjeynGRiIhXcIkfXwz\ne/tmEISEz+c/efIkOzvbyMjI29vb3NxcqebDQqHw9OnTL168MDAw+Oqrr3x8fJQafLVQT6ti\nEUJv37799ddfU1NT7ezs5s+f7+XlpfkxqNygWCKRXLt27eHDhywWKzAwsEuXLjUxPBLFVbEg\n7OoBIOxUBoSdOjRaYac+IOzUQU3nCQXFFp9LuPsiXd9lVYpFYz3B+JAkN+sixuPrlKUEJvVX\n2NUFwHkCAAAAAOoQClRdTLLJ4SjnUkHlp563U/7oTsl6vAr6wfVR0gGAFBB2AAAAQENAnqoT\nilgnHjhEvaksi9Fiiwe1SQtu/pHAcwkDgHoECDsAAIC6xefPnxMSEoyMjNzc3FTwnSwuLo6P\nj+dyue7u7iqUffD5/Pj4+IqKCnd3d8Y+DjWKRCJJSkoqKiqytra2sLCoOgEh9F9J9/79+w8f\nPtjb2zs7OyOEsvK1995y/ZBXWW9rZVQ+sUuivRnzKnlmZmZ4eHirVq2GDBmiws1PSUmJjIy0\ntLTs0qWLbKsUTEpKSuLj47W0tNzd3WXrSOoFYrH43r17CQkJ7dq1a9myZW0PR9OUlpbGx8ez\nWCx3d3cVXvpqBIQdAABAXUEsFq9cuXLXrl1Sk9NmzZpt2bJFqWYre/fuXblyZVFREULI2tp6\n3bp1vXr1wk+/dOnSvHnzsrOzEUKGhoY///yzJltOJCYmTp8+/cmTJ9KH33zzzdq1a6v8jCRV\nXXZ29s6dO6XPHSFkYGAQ0GvV9dctBBWV/R86NPs0tH0Kj8PgElZUVDRgwIDCwkLpw5kzZ27Y\nsGHUqFGYgxeLxf369Xv06JH0IYfDWblyZVhYGGY6QujAgQO//vqrdACWlpZr164NDQ3FT69d\n7t27N2bMGPLmOzs7X7lyxdzcvHZHpTGOHj26dOlS6cZQc3Pz1atX9+/fv7YGA8UT9QAonlAZ\nKJ5QByieUBmViyd27NixbNky2YiFhcWdO3cw566uXLlCabKgra197do1shmbYl6+fNm7d2+K\nhdeRI0d69OiBk64m5eXl3bp1o/g3hIWFrVu3Tl6K7ESdRCJZunRppbMTW49vNUdkVNmEgscR\nfdMxpU3TXMZTubi4uLu7U/7TEgQRExOD6fgZFhZ28eJFSvqNGze8vb1x0v/6668RI0bIRng8\n3qVLlzDTSWqleKK4uNjT05PyznF1dX348KEmh6E+qhVP3LlzZ/DgwbIRHo939uzZmut/CV6x\nAAAA9YNt27ZRIjk5OUePHlU5vby8fNeuXZjpe/bsoRuzbt26FTNdTa5fv0535Tp48ODnz58Z\nj6fsqHv+/Dmp6sTaHmXO4bKqzsm8ZGH/WAWqLj4+nv79WSKRzJ49G3P8V65coacvXboUM337\n9u2UCJ/Px3/tapetW7fS3zmJiYlv3ryplfFomB07dlAifD4fvwVjtQNLsQAAAHWCkpKS3FwG\n5ZGamop5hrS0NHXSGY/ET1cTxguJRKKMjAzK5ARjkcQXU1eCJTQdIbSYgAjy003S3Su7X+sP\nWmzmaXtpqURUVBTjb9+/f48z+NLSUpFIRI9nZGTgpCM5Tz8lJQUzvXZJSEhgjMfExHh4eGh4\nMJpHzb+7agdm7AAAAOoEurq6ssYJJDY2NphnYOzUr7F0NWG8OkEQlLi80ldLS0uJlgnffq3Q\n8ltS1RGi/G7OFwe2SWNUdbKWEq1bt2Y8LebT19XVJZgqbPHrP6ytrVW+eq3j6OjIGG8Mqg7V\n9h8OHRB2AAAAdQKCIOh77fX19YcOHYp5hgkTJtCD+NUPjEeOHz8eM11NevbsSd/N1q9fP3ID\nfnJysoI2dTpWXflNDoj025IRVskTww+Tv+7MvH+f0tPE19eX7lSLEFq9ejXm+Nu3b08Pzp07\nFzOd8T4rVXtRi0yfPp1u9mplZeXr61sr49EwjH93GvvDoQPCDgAAoK4wd+5c2V3YFhYWe/bs\nkTcdQmfEiBEzZswgW5zo6elt2LChbdu2irNIOnTosG7dOlLfcLnc2bNnDxs2DHv4amFoaLhv\n3z5pjxIpISEh69evl/6sQNJViIhTjxx+v+EuZv/r/SoRcT7u1s+cP3HsALrgQHI61V25coXD\n4ZAPCYKYNWsWZt0JQuj48eOypyUIYsaMGcHBwZjpgwcPnjNnDvna6erqrlmzJjAwEDO9drG0\ntNy+fbvs3TM2Nj537lwtDkmT9O3bd/78+eRrp62tvXz58pCQkNoaD1TF1gOgKlZloCpWHaAq\nVmXUtBRLSEh4+fKlqampv78/3e20StLS0mJiYrhcrr+/vwr9Jj59+vT48WOhUOjn52dvb69s\nupoIBILHjx/n5+c7ODhI3UIVSDqEUG4xb9+tJkkfK13C9DhFntqHPR0E7dq1Y7GokxdVNh/e\nsmXLnTt3XFxc5s+fj7+QSnLr1q0bN25YWFgMGzYMs5xWlvT09GfPnmlpafn7+6twdVSrlmIl\nJSUHDx5MTExs06YN/jRznUIdS7HMzMynT58SBBEQEGBpaVl1ghqAV2y9B4SdyoCwUwcQdioD\nXrHqIOsVq1jVPUs2OXLPpZRf2UbYx/nz6E7vdbkMLmGocVhKgFesOoBXLAAAAADUFApUnVDE\nOhNtHxlbuWldiy0eEPChS8tseSmNQdUBAAJhBwAAANQ14uPjFUx2fsjVDb/lml1Q6Uhha1I2\nsUuijUkZ4/Eg6YBGBQg7AAAAoJLw8PD//e9/AoGgd+/e8+fP1/DV8/Lybt26VVZWZmJi4unp\nSdkkJ5GgO6+tTj9yEIoqe4sEeXwc0j6NwxYjhIRCYWxsbG5urpmZWYsWLTgcjlKqrry8fOPG\njS9fvrSxsZk2bZqrq2t1PS9MYmJioqOjORxOhw4dGkmvEKDaAWEHAAAAfMHHx+dLp1+EXr9+\nvXv37vj4eLLcr6a5cuXKkSNHyLk6GxubyZMnk739SvhaB++6vEgxJo/X5VaMCnrv6/LFmiIj\nI2Pfvn2kU4WxsTG+bwRC6NWrV7169SIdFA4fPjx37twff/xRzSeFiUQimTFjxv/+9z8yMmvW\nrEWLFmnm6kBDAtqdAAAAAAghNGHCBFLVSSkuLu7evbtmrv7y5cujR4/KrsBmZmYeO3ZM+vPb\nTIMVp1vIqjpXq+JFA2NJVScSiQ4dOkSquqioqAsXLkycOFEgEGAOYPDgwbK+WBKJZN26dXFx\nceo8KXz27t0rq+oQQps3b7506ZJmrg40JEDYAQAAAAghdP36dXpQA3af0s7DcXFxpNkrSUJC\nQn5+4aVndpsuu+eXfJk4JAgU0iJ7dp83pvqVoi01NfXjx4/Sn0l/sKSkpOjoaJwxxMXF0f3c\nJBIJ3cK1hjh+/DhmEAAUA0uxAAAAAEIIMXZ5EIvFNXpRsvSVruoQQhIti123fFLyzMiIgY5w\nXHByc/sCypFkOsX1lZzDUwyj3SdCSGN9Qxh7WjF6BwOAYkDYAQAAAAghpK+vX1BAFUyydgLV\nC6WbCb2nq8ggUGC7ICWvskVzK8f8MZ2S9bUZ2tRJ0ymqDiHUtGlTnMHI84pt2bIlTrr6uLq6\n0m3j3dzcNHN1oCEBS7EAAAAAQgitWbOGHpw8eXJNXIveo87T05P0E5MQHIHVDL79Sgnri6pj\nsyShfhlTur9lVHUIobZt29K92Pv37+/p6YkzHnNz844dO1KCenp6Giue+OmnnygRfX39GTNm\naObqQEMChB0AAACAEEKDBw+eOnUqQVR2Eunbt++yZcuq9yrSHXX0OIvFGjt2rJeXl4TnxHfe\nXWE6GKEvI7E0Kp/bL66PXzqLoOch9G+nuvXr148fP146xcjhcMaNG7dp0yb8ga1bt062/pcg\niOnTp5POuTVNQEDAoUOHSF9gT0/PY8eONWnSRDNXBxoSYClWDwBLMZUBSzF1AEsxlanvlmJS\nt9aaqIdVbBGGELofb378gaOgotIlrG3TT8M7pmhz5G71o3SqEwgEHz58sLe3V7ZLy1dfffX0\n6VPZiI6Ozt9//+3g4KDUedQkMzOTw+GoYPIrBSzF1AEsxQAAAIAGSEBAQLWfs0pJxxeyj/7t\nFP2usk6CxxGN6JDS1k1uAQFj82Eul6vCRFdGRgZF1SGEysrKrl+/PmHCBGXPpg42NjaavBzQ\n8ABhBwAAANQsVaq6lE96+yJdPxbwyIijeemELomWhuXyUqrXKKy4uFipOADUWUDYAQAAADVF\nlZJOIkGRsVZnHjtU/OsSRhCom1duX79kDlvuDopqt391cnLS19eny7hWrVpV74UAoKYBYQcA\nANBw4PP5ERERT5484XK5nTp1Gjp0KMVuVTFisfj48eN3794VCoVt2rQZN26csjvVVq5ceeHC\nhZKSEjc3t8WLFyvYCYQQKirTOni3yas0IzLCY5eZFGx9eTnqwwOTgQMH2tvb07OqXdUhhHg8\n3uLFiyneuF26dAkJCcE/SWFhYXh4+IsXL4yMjHr27Nm7d2+lxiAQCA4cOPDo0SMOhxMUFDRs\n2DA2m111WvWxdu3aM2fOlJSUuLq6btmyxcnJSan0J0+e/Pnnn5mZmW5ubuPHj2d87RoqAoHg\n0KFDDx8+ZLPZgYGBw4cP19KqNX0FxRP1ACieUBkonlAHKJ5QmdoqniguLv7qq6/i4+PJSJcu\nXY4dO4ap7UQi0fDhw2/fvk1GPD09r1y5oqenhzmAwMBA6dWDgoIQQgRBfP/99/L0QXyG4f47\nTfJLKvvkGRIJwrcLCGGO9CFBEMOGDZPd8FcTko5EIpEcPXp0y5Yt79+/NzExGTJkyNy5c0mn\n2irJzMzs0aNHVlYWGRk9evTGjRsx00tLS3v16iXrYNapU6c///xTWW2ncvFESEjIq1evyIcs\nFuv8+fNt27bFTA8PD1+wYAH5UEdH5+TJk23atFF2GLWLasUT5eXloaGhz58/JyPt27c/depU\nzfWAVFw8Ae1OAAAAGgirVq2SVXUIoVu3bu3fvx8zPSIiQlbVIYRev37N2NyOkc2bN8uqOoSQ\nRCLZt28f/UixhLj0zG7rFXdS1bEISTvHFxVxk0lVJ00/efIk+a2sRlUdQoggiJEjR0ZHR3/4\n8CE+Pn7FihX4qg4hNG/ePFlVhxA6dOjQjRs3MNPpvrR3794NDw/HH4A67Ny5U1bVIYTEYvHo\n0aMx01NTUyltccrKyr777ruati2pI2zcuFFW1SGEHjx4sHPnztoaDwg7AACABsJff/2FGcRP\nx5cm586dQzKqTkpxcTFl/iOvmLvxosfFZ7bif6fRTfQEs/u8IbL+QIiqAyoqKt6+fYtqXtXJ\nouzqM0JIIpHcvHmTHlfz5uOnq8nZs2fpwc+fPxcWFuKk3717lz61n5qaSvma0VCp3deODuyx\nAwAAaCAIBALMYE2ke3h4MC4PyU7bxLw3OXzXuVRQ+dHj7fR5TKf3uryKuxXMlhJisViTqk41\nRCJRBdP48XcyMB6psY0Q8l7l8vJynGlLeeNsDHulkNp/ONUOzNgBAAA0EPz8/OhBeS6omEdi\npicnJ5OGYLJwOBwej4cQqhCx/nzguOevpqSq02KLh7RLndL9nS6vAiHk4eFBT793715wcDDm\n+GsRLS0tb29vetzf3x/zDIz3GT9dTRg3w/F4PLqBLyOMgzcwMHB3d1d3ZPUBNf/uqh0QdgAA\nAA2EZcuWUeZXXFxcvv/+e8z0GTNmUAodjI2NlyxZojiLtAgbOHCgtrY25bcDBgxACKXn6aw6\n0zwyttLL1ca4bP7XcV1aZpORDh06mJmZyeZGRUVNmDBBY6ZearJmzRqphCUJCAgYPnw4ZvrP\nP/9Mme90cHCYNWtWtY1PIStXrjQyMqIEf/nlF8x0Hx8f+oa8VatWUW5IQ2XRokWUt66tra3G\nXIbpsKvdB1CT8Pn8xrA3U0dHp6ysrLZHUS/h8XhsNhvunmpwuVyxWCwSiWp7IPUPNputra0t\nFAo1vBRlZGTUt2/fT58+FRcXm5qaDhgw4Pfffzc2NsZM5/F4AwYMKC4uLigo0NfX79at2549\nexT3vJBtU8disdq0afP+/fvi4mKJRKKvrz9o0KA2bdo8eme+64ZbQWnlxrW2brlTur810afe\nnLZt22ZlZeXn50skkhcvXvzwww8///wz9rOvZWxsbLp27ZqVlVVSUmJrazty5MiNGzfSla48\nDA0N+/btm5ubW1xcbGJi8vXXX+/atcvU1FTZYWhra7NYLGXLsVks1jfffPPkyZNPnz5JJBJT\nU9PVq1ePHTsW/wxdu3Y1MzPLyckRiUTe3t5r1679+uuvlRx77cPlckUikbK6Ql9f/+uvv87L\nyysqKjI2Ng4NDd29e7eFhUUNDRIhxGKxdHR05P0W2p3UA6DdicpAuxN1gHYnKlPfvWJxqLLz\nMEKoVKB1+K5zzPvKiSgdrmhk4PvWTRT9Q3N1dTU0NMzPz6+GUTY+wCtWHcArFgAAAGiM4Ki6\nxGz9fZGuecWVE3UulsUTQpLMDBR9Vaj7dRIAUMcBYQcAAADggiPppC5hp6MdROJKl7DOzbMH\ntknTku8ShkDVAUB1AMIOAAAAwAJH1RWVcfbfcYn7ULkT30BbODY4uYVDgYIskHQAUF1AVSwA\nAEAd4vDhwx4eHlZWVnZ2dr179/748aNS6UePHnV0dLSwsLC0tGzatOn9+/eVSo+Li+vQoYON\njY21tbWPj8/du3elcbL0VTEv3uv8fKyprKrzsCtcNDAWU9WVlJSMHDnSzs6Ox+O5urquX79e\nqcFXVFR06NDB4l/at2/P2FtOAdOnT7e2tpbevQ4dOii7z2/9+vV2dnbS9JYtW0pbK+OTnJw8\nadIkX19ff3//2bNnZ2dnV50jQ3x8fGBgoK6urpaWlpeX161bt5RKVxOhULh79+6QkBBPT8/Q\n0NCrV69q8uq1Tmpq6pQpU/z8/Fq3bj1jxozMzMxaHAwUT9QDoHhCZaB4Qh2geEJlVC6eiIiI\nmDt3rmzE0NDw9evXmF4IZ8+enTRpkmyEIIi///7bzc0NJz09Pd3f319WDBEEcfHiRZz6PqGI\nOBttfyvWCqEvy69IIuR92jtzuJmLi7OCRNm5On9//5SUFNnfjh8/fu3atTiDRwi5ublRpJih\noWFiYiJm+vDhwynuEXp6eu/fv8dMX7NmzYYNG2QjbDb73bt3+vr6OOkfPnwICQmRHb+Dg0Nk\nZCS9CwkjHz9+9PHxkf1AJAji5MmTnTp1whu+usyePfvw4cOyka1bt44YMUIzV68uVCueyMrK\nCg4Olv2YtrW1jYyMVKGoGRPwigUAAKgf0JvGFRYWzp8/HzOd3rJOIpEMGTIEM33SpEmUKa7A\nwMBdu3ZVmfixQHv9hea3Yq1JVUcI0rXfT2N/OnrmzGkFibKqLiIigqLqpMGSkhKcwZ8+fZo+\nwVZYWHjkyBGc9MLCQronWElJiayxvWI2bdpEiYhEIvybv2LFCsr409LSNm/ejJk+efJkihyR\nSCRTp07FTFeTmJgYiqpDCC1atKi8vFwzA6hdVq1a7nXZxQAAIABJREFURZl8ycjIUHa+uRoB\nYQcAAFAnyM/PZ/wgfPLkCeYZGNPxF3MpS4dS19cq3UIfvTNffbZF6qfKNsLswtvayZNY5W8Q\nQhkZGYzroS4uLpR9dYxLhxKJ5M6dOziD379/P2P84MGDOOnnz59njGNevbi4mLH5WUJCAk46\nQujp06eYQUbevHlDD+bk5GCmq8mzZ8/owaKiokbiFcv49BmDmgGKJwAAAOoE8tZbORwO5hkI\ngmF3DUEQjAfTYbPZ0h+kkq7KdL6Qfey+06O3lT33CUk5J2uzVv5l2XQWizqDwFgqIe/pYy5l\nymsFjGlcIe8qmDdfXrdY8pZWCaNJA75zg5YWw6c5/c7XEPJeu0biPMH49DG3T9QEMGMHAABQ\nJ9DV1aUYE0kZOHAg5hkY9/Q0b94cM71jx47ov6oOIWRjY8N4cOon3VVnmsuqOlPdfF7yt7Kq\nDiHk7u5OkRfyCmBHjRpFD3K53MDAQJzBy7M+W7x4MU563759GSXsuHHjcNLZbDajiOnatStO\nOkKoW7du9GD37t0x0xkddTH3VqpPcHAw/ek7OTk1a9ZMMwOoXdR87aodEHYAAAB1hYMHD1Jk\nUPPmzadNm4aZfvnyZYo64XA4ly5dwkyfP39+z549ZSNaWlqUagyEkESCbr2yWn+h+cfCykmy\ntm65S4cmBrb+jwo0MDAYPHgw+ZC+/CpLSEgI5eoEQWzYsAFz2qlly5Z0L3YfHx9ML3Y2mz1v\n3jxK0M3NLSwsDCcdIXTgwAFKxMjIaOfOnZjpc+fOpUjwTp06TZgwATN9y5Yt5ubmshEul3v8\n+HHMdDVxdHSk2JPq6Ojs3LlTY1OGtcucOXO8vb1lI+3bt58yZUptjQeqYusBUBWrMlAVqw5Q\nFasy6liKpaSkzJ49OyEhwcDAoH///nS1oZicnJzBgwcnJyezWCwfH58///wTc0lI2s1ELBaf\nPHny3bt3IpHI0dFx+PDhlJmY4nKtg3ddXqZW+s/qcEWjgt77uXz5HxUbGxsbG1taWmpvb9+x\nY0dyjRKzU93Bgwf/+OOP/Px8e3v7NWvWUD4vq2T9+vVbtmwRCARcLnfq1Kn4pQ9SIiMjZ86c\nmZeXp6OjM3LkSGW91OPj40ePHp2ZmcnhcDp16iRv2588BALBwYMHHz58KE0fNmyYUsKooqJi\n/vz5UVFRAoHAy8tr27ZthoaGSg1ATZ4+fXr8+PHMzMxmzZqNHz/ezs5Ok1evFlS2FBMKhYcO\nHXrw4AGbzQ4MDBwxYgT+KrwKKK6KBWFXDwBhpzIg7NQBhJ3K1C+vWJwGdVISMg0iIpvklyrn\nEoaU7D/MYrHAK1ZlwCtWHcArFgAAAKjfYKo6sYS4EmN7KcZGIiFdwiTdW2X1809ns6r41gSu\nEgCgSUDYAQAANEbwJ+o+l3D3RTZ5l2VARoz1BONDktysixQngqQDAM3TKDY2AgAA1CPEYnFq\nampBgSIbLsU8efJEcQsxxaouOzub7BX8PMVkxekWsqrOyyl/8cBYBaouNzc3KSnJwcFByVF/\n4ePHj7dv366t3rbl5eX37t1T1smNRCwWp6Wl1d915IKCgtTUVMaefDiUlpYmJyfX/aXMhg3M\n2AEAANQhwv/P3nkGNHl1cfwmIQtkCDJkL2WIuBAcoICIiluUaq2jjoqrat3VWkfVttZR997a\niorWQa0DUMCCqBQVFGUjgmyZ2Xk/pG9IkxCePNlwfp/MkfPck/3PvWccP/7TTz8JlIG/v//P\nP/8sV9OKjRs3Hj58mMvlIoRoNNqWLVvEGnbIlnRJSUk3btwQtBQmkmjmvbbkNbgK/5dM4o/r\nWxTU7WNLve0yMjIuXrzIYDASEhIIBMLYsWOPHTuGPfgXL15MnTq1tLRUcLNfv36XL19uqUGd\n0mEwGBEREX///bfgppWV1YULF7y9vbFf4fTp09u3bxekRPfr12/Hjh3u7u4qiVUFZGdnr1y5\nMjExESFkYmKyatUqyYJoGZSXl69du/bGjRt8Pp9Kpc6fP3/VqlXYWzACSgSKJ3QAKJ7ADRRP\nKAIUT+AGd/HExYsXlyxZImqxt7ePi4vDWN549OjRdevWiVoIBML169cHDBgguClb1b179+7I\nkSOCNwuPYs+y2cijNas6S2PGnOAcW7MW71F1dfW2bdt4PF5CQoLQOG3atF27dmEJnsFguLu7\niw0Q8/Pzu3XrFhZ3xRk7duzjx49FLQYGBpmZmRhbHF+5cmX+/PmiFhsbm7i4OBlJ7qoAX/FE\nXV1dcHCw2GDc3bt3S20uKAmXyx0/frxQEwtYtGjR999/L1cYGqdtFE/AUSwAAIC28OOPP4pZ\nCgsLL168iNH9559/FrPw+fxVq1YhhPLy8lpNqrt27ZpA1XFMRjOcjouquv5dK9aOy5Ch6hBC\n0dHRDx8+FFV1CCHswe/cuVNyLGxKSkpJSQnGKyhCRUWFmKpDCDU0NOzYsQPjFSSfu+LiYowD\nzTTO77//LqbqEELbt2/H+JP44cOHYqoOIXT48OHq6mqlhAfIBQg7AAAAraCxsVGqiMnOzsZ4\nhbo6KXlvpaWlGOskPn36xCcasGw3sTqvRMT/H4ByG2YF5U4flEclt5J3JXXYK5fLxXjgkJGR\nIdWempqKxV1BWprK2lJUYrDZbGFWoijYnzvNkpOTI2ksKytrdVKwDHcOh4O9QAdQIiDsAAAA\ntAIajSZ15KjUQWFSkexFHBAQMGjQIIzuxA5eDKfjHMOgZgsjy/D9/L4ula36Ojk5mZiYSNoJ\nBIJUuyRigxOEODo6YnFXEAcHB6l2c3NzLO5kMlnqcbnUGXFaiNTXGI1GMzAwwOLe0rFgS88p\noFJA2AEAAGgFRCLxs88+EzPSaDTss2IDAwNFbwqmvvr5+bXqyOOjv9I7V1n8wqcIpwXwyVWX\naPkLurm2kt4nHBQmdfSZh4cHxvEJixcvlpzWampqKlf5Am7c3d0lRRiBQFi8eDHGK0g+d1Qq\nVXSimjYzbtw4ySKVSZMm6elhqrAcMmSIpAIeMGCAvb29cuID5AGEHQAAgLawadOmgQMHCm/S\n6XS5KitPnTol2HkKCAgQqDoXF5fQ0FDZXnUM8sG7Xa+n2vL4/34jELg11KI15I8HOpkZT58+\nXYavaKe6kSNHTp48WfR/TUxMrl27hjH4Ll26fPvtt6LajkajXb58GaO74ly5ckVU3BAIhNWr\nV2N/8Dds2CAqrGk02vbt2728vJQbpIro2rXrL7/8IlomMmDAgC1btmB079ix45EjR0SVsbu7\n+4EDB5QcJYANqIrVAaAqFjdQFasIUBWLGwVHij169Ojly5cmJibBwcGdO3eW1z0qKurVq1dk\nMrlPnz4eHh6y//jNB6PT8c6fGpvbUtgal3RmHCJyK728vHx8fGT4Su0/nJaWduLEierqan9/\nf7EqUSzk5+cfPHiwtLTUw8Nj+fLlGAfdKgsWi7V79+5//vnHxsZmwYIFzs7O8l4hKSkpPT3d\nyMgoKChII8NSFRkpVlJSEhcXV11d3b1794CAAMkNVNnU1NTcv3//w4cPXbp0GTp0KMbdPq2i\nbVTFgrDTAUDY4QaEnSKAsMONpmbFypWrzuESbjyzvf/SSvjmIBL4Y3yKh3qXEDF8oatuqgTM\nilUEmBWrCG1D2OmeoAYAAAAkkUvVVdZRTsa75H7sILSYdmDNCspxsaxv1RcGhQGANgPCDgAA\nQLeRt6lEao7pxURHBpsktPR2qvoiIJ9O4bbqC6oOALQcEHYAAAA6jKSqq6qqKioqIpFIjo6O\nHTp0EP0vJpsY9bfD47fNTSgoerxJ/Qr93cuxrKUGVVdbW3v+/Pn379/36tVr0qRJ8rqzWKzN\nmzdnZGR069Zt3bp1UtvHqJS7d+8+ePDAwsIiIiICx7TcoqKitLQ0EonUt29fCwsLVUQIqIji\n4uLnz58TCIS+fftaWlpqMBLIsdMBIMcON5BjpwiQY4cb9eTYSd2ou3XrVkJCgmDYK4VCGTNm\nTP/+/QX/VVJNPx7r8qG6WetYmTTNCc61McUUpBpU3YULF1asWCEIHiHUsWPHe/futdRhTpLo\n6Oj58+cLB9gTicQDBw6oreEIg8EICAgQzm8gEAiLFi3asGED9its27btwIEDLBYLIUSn0zds\n2DBnzhx5w4AcO0XAnWP3yy+/7N69W/Dc0Wi0b7/9FkflEHageELnAWGHGxB2igDCDjdqEHZS\nVd2TJ08uXbokZly4cKGzs3NKdqeLiQ4sTnOLK78ulZ8PzKfotTJPAqnr+LW4uLhPnz5c7n+O\ng62trdPT07G4s1gsOzs7oaoTQCQSc3JyxLYtVcSYMWMkx2pFRUUFBQVJ/XsxLl++vGDBAjFj\ndHS0oG0NdkDYKQI+YXfjxo3Zs2eLGS9duhQcHKy80P4DzIoFAABoO8iY+pqUlCRpTHicdjzW\n5XS8k1DV0Snc2UE5Mwfnao+qQwjt2bNHTNUhhD58+JCVlYXFfdeuXWKqDiHE4/F++eUX5cTX\nGsnJyZJG7KNmT506hdEIaBsnT57EaFQPkGMHAACgM8iuk5Cc7MnT7/mMsZqd2/zj3tmyflZg\njpkhC8ty6iyVKC4ulmrPyspyc3Nr1f3NmzdS7e/evVMoLGw0NjZKPRbAvnNWWlqK0QhoGx8/\nfpQ0avC5gx07AAAAHUDGRp2Q/078JLI7fclw2MNG/6o6IgEN7/lh+ag3WqjqEEKurq5S7T16\n9MDi3rdvX6n23r17448JM/r6+iQSSdKOvUex1Olb6pmTCyiI1CoZ7LmhSgeEHQAAgLaDsaGJ\nMKeHT7ZgOvzKNv9S+CFvYsD+ekTWWJ9iIqH1fFPh+Fd18s0331CpVDGjh4cHxi/IyMhIMpks\nZiSTyUuXLlVOfK0xcuRIMQuBQNi0aRNGd8mhtFQqNTIyUgmRASpm0aJFYhYqlSqZMak2QNgB\nAABoL1g26oR069ZtwoQJJLNghtNJrn7zRpe7Te3acRlu1uIHtVLRVKc6ExOTc+fOiRY6uLq6\n3rhxA6M7iUT6448/RKUhhUKJjo6WupGmCo4dOyYsQBas/vPPP3t7e2N0HzJkyM6dO42NjQU3\nLS0tDx8+jN0d0CCDBg3au3evsJrB3Nz8wIEDffr00VQ8UBWrA0BVLG6gKlYRoCoWN8qqipW3\n8zCbS7j2xC4+01J0SlhYr5IRvYqxTAlDWtB/mMfj/f333/n5+T4+PlhS6yS5c+dOQkLCwIED\nw8LClB5eqxQXFz948MDc3DwoKIhGo8nr3tjYmJWVRSKR3N3d8c3JhapYRVBkpFhTU1NWVhaB\nQHB3d5fce1Yu0O5E5wFhhxsQdooAwg43igs7eSUdQqi0hnYizuV9pb7QYtaBOTs418mi9Slh\nSAsknRCYFasIIOwUAWbFAgAAAMoHh6p7nNUpKtmByRZpU+daOWVgAZXc+pQwpE2qDgAABQFh\nBwAAoC3gkHRMNuliksOTbDOhhUzijev7PthLSgsGqYCqA4C2BAg7AAAArQCHqisoNzgR51Je\n25zQY2va4IyOpd978iqW5O3tHRgYKPsKkqouLi4uMTGRzWb7+vqOHDmSQMCWnfd/0tLS7ty5\nU1tb6+3tHR4eLm+iWFxc3MGDBysqKpydnbdt26bmmZv19fW///57dna2hYXF2LFjXVxc1Lk6\nn8+/fft2amoqiUQKCAjAOLICAMSAHDsdAHLscAM5dooAOXa4kTfHDoek4/PR/ZdWN57Zcrj/\nCi8CAQ12/5D+51xmU53wzzp16rR27VqpV5C6Ubdo0SLRoWQBAQG///47dnG2c+fOH3/8UXiz\na9euN2/e/G93PVmsWLHizJkzwptEIvG3335T3VwmMXJycsaNGyfsK0uhUHbu3Dl58mT1rM5m\nsydPnvzo0SOhZdKkSQcOHJBXWEOOnSK0jRw7aHcCAACgSXCouromvYN3u0Y/sROqug40zvyh\n78rT1oqqOoRQRUXF1atXJa8gVdX9/vvvYqNmExIS9uzZgzGq1NRUUVWHEHr79m1LslKSp0+f\niqo6hBCPx/vyyy8xuivOwoULRacFsFisVatWFRUVqWf1vXv3iqo6hNDly5d/++039awOtCVk\nCTvJuXsAAACAspCrR52QrA9G2657vSoyFlq6dq5bNyGju32NVBXy6tUrMUtLSXW3bt2SNGLv\nJCfV/datWxi/So4fPy5pbGxsTElJwRiAInz48OHZs2dixqamprt376phddTC44z9wQcAIbKE\nnaOj47ffftvSAD4AAAAANzgkHY9PuP3cZu+fbjUN/45YIBL4o3p/WBqWZaLPQi38GudwOKI3\nZZRKNDQ0SBrr6zF1S2npL1ksFouFaYJZXV2dVLt6ThVbupvY776CKPjgA4AQWcKOQqFs377d\nw8PD19d3//79cGYPAACgOPg26qrqKbtuud96bs37f75oRwPWspFZI3sXE/4/JUxfX1/SUZji\n1uqgME9PT0mjl5cXxgi7desmaezSpQvGPr1+fn6SRgKBMHDgQIwBKIKDg4Po0Ash3bt3V8Pq\nqIVHT22rA20JWcIuOzs7JSVl6dKlxcXFixcvtra2HjduXHR0NMafXwAAAIAYOCQdQuhZrukP\n0V45H5uVRy/H6vXhGa5W/9nlmjhxopgjgUCYOnUqwtbTZOnSpebm5qIWOp2+fv16jEFOnTpV\nUhpu2bIFo/uiRYs6deokZhw9erSJiQnGKygClUr97rvvxIxDhgxRW2nqunXrxHR5p06dli1b\npp7VgbYEaePGjTL+28bGZvjw4cuWLQsMDNTT07tz586ZM2cOHjxYUFBgZmZma2urrjilw2Qy\n20MiIJ1Ob2pq0nQUOgmVSiWRSPDo4YNCofB4PC4XU4dbQBQSiUSj0dhstmh5XV5eHo5pCiwO\n8ffHDtdTbTncf3+Hk0m8zwYUTvArIpPEP/0sLS2NjY1zc3MFx6+GhoYzZsxwcHDA2KnOwMBg\n2LBhhYWFJSUlRCLR19f30KFD2MeV6unphYWFVVZWFhUVcblcT0/P3bt3Dx06FKM7gUAIDw9/\n/PhxWVkZQohMJkdERBw8eFDeslDc9OzZ09bW9u3btzU1NaampjNmzPjpp59UPRtKiJmZ2eDB\ng3Nzcz9+/EihUIKCgo4ePWpvby/vdWg0GpFIVHCWXbuFQqFwuVzt1xVEIpFOp7f0v/K1O2Gz\n2Xfu3Pntt99u3LjR0NDQtWvXadOmTZs2zcHBQRmhyg20OwFkA+1OFAHaneBGst0Jvo26khr6\niViX4qrmT3ArE8bs4Bxb01a+tlkslp6eHpFIRLj6D/N4PB6Pp6eHv9Epi8XCN+oUISQIW4Nf\nrooErzgcDodIJAoeBBxAuxNFaBvtTnD2sWtsbIyJibl+/frNmzfr6uo09Q4EYQfIBoSdIoCw\nw42osMMn6RBCKdmdLiY6sDgiU8K6VE4ZkE8lY/281dGREjArVhFA2ClC2xB2OH+QffjwIScn\nJz8/v76+Xm071QAAALoFPlXXxCJdTHR8mtvc15dG5n7un9/XRY4feDqq6gAAUBD5hF1ubm5U\nVFRUVFRaWhqBQBg0aNDRo0cl03UBAADaOa9fv8ZXZ5ZfbnAi1qWirvkHs4N5w+ygHHMjObZO\nQdUBQLsFk7DLy8u7fPlyVFSUoH+jh4fH1q1bv/jiCxx5nQAAtHkaGhr27duXlJTE5XL9/Py+\n/vprGacGbY8XL17cuHGjvLzcyMioT58+PXr0wOjI56O4DMvoJ3ZcnsiUMI/ScL/3eiQ5cgk0\nqOo4HM7p06fv3Lnz6dOn7t27L1u2zM7OTlPBAED7RJawKygoEOi51NRUhJCFhcXXX389bdo0\nHx8fdYUHAICO0dTUNGLEiNevXwtupqamXr9+PTY2tp1ou5iYGNEJChkZGUFBQaNGjWrVsa6J\nfPqhU+b75nkSBE41tWQ7Q69Rb8AMjKtrdqOOz+d/+eWXd+7cEdz8559/rl69evfuXTc3Nw1G\nBQDtDVnCztHRESFEp9MnT548bdq00NBQRYqkAABoD+zbt0+o6gS8f/9+27ZtO3bs0FRIaiMn\nJycqKkrMGBcX17t3b2traxmOr4uNTsc71zaRhRZSwzPKhx8InMoXL9CLFy+w9BzR+PHrzZs3\nhapOQGNj4/Lly6WOGgMAQEXIEmpBQUHTpk2bOHGioaGh2gICAECnSUpKwmhsSwiKJMrKympr\nayX/NycnpyVhx+UR7vxjHZPWPE8C8bnkirPkyjOIzxO6tyrsNK7qEEKPHz+WNKampmq2ewgA\ntDdkCbvY2Fi1xQEAQBtGbT1mNYKw9LWlu9mSvbKeeiLWOa+seZ4EkfOR8n4TsemVXAFog6qT\nQdt+9gFA25DVAtHLywv7NBgAAACEkL+/P0ZjG0Bs6qu5ubmRkZHkn7m4uEgaU96ZbbnaTVTV\n+ThXduVskFR1Xbp0aSmAVse/qhOpz3K/fv3IZLKkHQAAFSFL2GVkZBQXF6stFAAA2gCLFy/2\n8PAQtdjZ2a1du1ZT8agOyR51RCLxs88+EzMOGTKkc+fOohYGm3gx0fH0Q2cmmySwkEm8Sf0K\nZwfnfjZxlNippbe3t5eXl9QAtEfSCRg1atTIkSNFLQYGBu0htxIAtAoohgAAQJnQaLQ7d+4c\nOnQoMTGRzWb3799/0aJFxsbGrXvqDjLaDru7uy9fvvzRo0dlZWXGxsa9evUSS48rrNA/EedS\n9okmtNiaNs4OzrEyYSCErKysVq1aFRsbW1xcTKPRvL29fX19pS6kbapOwIkTJ86dOxcTE1Nb\nW+vt7f31119rfKQ4ALQ3ZI0UIxAI8+bNO3z4sDoDkgsYKQbIBkaKKQKMFJME4yQJEolEp9NZ\nLJZoj2I+H8VmWP6RasfmirSp8ywL9y3SI8k3lVE7VZ2ygJFiigAjxRShXYwUe/78+Q8//NDq\nGuvXr5c7LgAAAJ0C99RXhFA9Q+/sI6eXhSZCC53Cneqf38dZvt9sbVvSAQCgOK0Iu9TUVEF3\nYtmAsAMAoA2jiKRDCL0tMTwV51zT2Jw852RRPzso18xQvt1QUHUAALRKK8Ju9OjR33zzjXpC\nAQCgLcFisTgcjr6+vqYDwUltba2gxBWfqmtsbNTT0+PxCX+mWd9O68zn/3v8SiSgwZ4fw/2K\nSERZ6QEVFRWdOnUStahT1dXX17NYLFNTU3zuHA6ntLRUkey6wsJCqfXFGHn//r0iqzOZTCqV\n2vrftby6lZUV7n7+bDabSCSSSCR87p8+fWpsbKTT6fjcFUf4xtHF1WtraxUp4maz2QQCQeOj\nHFpZ3traOjAwUC2RAADQRoiJiVm6dGl1dTVCyNDQcOvWrVOmTNF0UFipr6//4osv/v77bx6P\nN2jQIDc3txkzZmDvr8vn8y9cuJCens7j8RDFiuewhaHX3JrYxIA1KzC3S+c6GVfYvn27MEGK\nQCCEh4f3799fbapu+/btu3fvFuSkClY/dOgQdvfo6OgFCxZwuVzBzb59+8bExGB3f/bs2bhx\n4xgMhuCmg4NDcnIy9q/J8vLygQMHCl54CCETE5OEhAQrKyuM7nw+//z587/++mtBQYGJicnE\niRPXrl0rl0oYPXp0cnKy4N8kEmnfvn2TJk3C7p6amvr999//888/BAJh4MCBmzdvdnd3x+6+\nYcOGw4cPC/OJBw4ceP36dezuCvLx48epU6e+ePGCz+fr6emNGjXq0KFD6pQ4S5YsuXz5skBa\nubm5nT9/3sHBAbv7L7/88uuvvwpee9bW1idOnJBrempaWtqGDRueP3+OEOrfv//mzZs9PT3l\nvQvKAoondAAonsANFE8oAr7iibS0tGHDhok94BcuXAgNDVVqdKpi4MCBb9++RQgFBAQILLa2\ntsuWLcPofvLkyYyMDIQQx3AQu/NqPql5bI+3Q830QXkGVI4M959++qmsrEzUkpCQkJKS4uzs\nLNe9wMetW7e+/PJLMePixYs3bNiAxb2goEDyuxC7vOBwONbW1mKvHCsrq5cvX2JxRwjZ2dkJ\nRaEAKpX6/v17jO7Hjx8X68sTFBR06dIljA2Ww8PDHz16JGZMTk6W2sVQkjdv3oSGhjY1NQkt\nZmZm8fHxGIVpdHT0vHnzxIxjx44VnVysUry8vD5+/ChqCQkJ+e2339Sz+sKFC8Wm+RkbG795\n8wajsjxw4MDGjRtFLWQy+Z9//rGwsMDinpOTM2TIkIaGBqHFxMQkLi5OdSXhsosnZPWxwwhU\n3wAAIGTx4sWSMnr58uUaCUZe7t+///bt24CAAKGqQwi9f/8+Pz8fi3t9fX1GRgYiUFiWX7Ns\nfxCqOhKBO6lfYWTIO9mqDiEkqeoQQsOGDZPrXuBm/vz5ksYDBw5gdB87dqykEfs0uc8//1zy\nlVNaWpqTk4PF/fjx42KqDiHEZDL37duHxZ3JZEpWCsbFxT148ACLO0JIUtWhFh4TqWzbtk1U\n1SGEKisr9+zZg9F90aJFksY//vgDo7uCHD16VEzVIYTu378vaVQFjY2Nly9fFjN++vRp27Zt\nGK/w448/ilnYbPaSJUswum/fvl1U1SGEampqdu7cidFd6cgSswsXLhT9dBODy+X+9ddfJ0+e\nvHnzpqYaItBoNBqN1vrf6TgEAgHG9eJD8HOtQ4cOrf4lIImenp6enp68Uz4/fPggaaysrNSJ\n1/Dff/8t9UMvOzsby6FYZmYmj+rIstnIozZvsBGYhd0MLob5jESolQ8rsYbwAlWHEKqrq1PP\noyf1k5zH42Fcvby8XKq9oqICy1GyYKdTkqioKCzf0Ddv3pRqv3379rffftuqe3Fxsdh3s4Ds\n7Ozx48e36t5Sc5aqqiqMj96bN28kja9fv8bo3tLhlXpeOU+fPpVqT0lJmTp1qqpXT0tLk3om\nk56ejuXu83g8yZ8ECKF3795hfPSysrIkjW/evNHUh54sYbd//36p9uzs7FOnTp05c0bwMYQ9\ng0HpsFgsYTJHG4ZMJov9kgMwQiKRiEQig8EaejcJAAAgAElEQVSAo1gc0Ol0Lpcr2okNC1KF\noJ6enva/hnNycjp37pyWlib5X4KmdK1focad6fQZn9As4Eif/qKU7urYxwuLu+gvEKGqQwgR\niUT1PHoEgvTkHIyr6+npSb2bJiYmWK7Q0q90W1tbLO4mJiZS7R07dsTi3lLKPJ1Ox+LeUq0D\n9le+gYGBVCNGdwWfOwVp6cczxqdeQVrqf96hQwdFHj2MTz1S+LnDAZFIlFHfI0diY2Nj45Ur\nV06ePPnw4UOBJSAgYMGCBeHh4YrGiBcej8fhtHK00TZoJ3dT6fB4PIQQh8MBYYcDHo/H5XLl\nfe2FhoZKJtb0799fy1/DgtJXX1/fP//8U+zVQiQSfXx8BK+llmCwSRcSHJ7mmiFhOhavkVK6\nS+/TXQKB4O/vL9tdAJVKJRAIkid6Q4YMUc+j5+rqKsgvFMXY2Bjj6iNHjpQ8ERPs+2K5wjff\nfLN06VJJ+7Rp07C4b926VWqhxg8//IDF3cLCom/fvmLtvfT19YODgzHefal3c/jw4Rjdx4wZ\n8+qV+JjgMWPGYHS3s7MrLCwUM1IoFPW8cmbNmnX+/HmxNw6NRvP391dDAM7OzsbGxp8+fRKz\nz549G+Pqrq6u7969EzN+/vnnGN1Hjx797NkzMSP25w4HsoumMeXYpaSkfPXVV507d54xY8bD\nhw8FP4yOHz/+6NGjyZMnw4BnAACE7Nmzx97eXtRiZmZ25swZTcXTKnl5ecKGJoaGhqNGjRJN\nlicQCOPHj5fd/KKg3GDbtW5Pc82EFiIji5Y7W+/TXYSQv78/9hzqGTNmiFn09fXPnTuH0V1B\nkpKSxD7PCQTCkydPMLofPHhQMqH7ypUrGN2nTp0qed69bt06jO62trajR48WM4aFhWGsXUAI\nHThwQHSqL5VK3bFjh52dHUZ3yYQ2ExOTo0ePYnRftGhRUFCQqGXy5MmTJ0/G6P7s2TPJL/u/\n//4bo7uCeHl5RUZGilqIROLRo0eJRCXk8WPhwoULYnd/ypQpgwYNwuh+9epVsQYxfn5+UlNO\npRIZGSlWHDZ+/Php06ZhdFc6sqpiy8rKzp07d/LkyczMTISQjY3NhAkTwsPD7ezsXFxcrl27\nNm7cODWGKgWoigVkA1WxiqDISLF9+/bFxMTweLzAwECxSkOtQmqPupKSkj///LOqqsrMzGzU\nqFHm5uYtufP5KC7D8lqqHUdkStgA1yJe4e7KilJDQ8OgoCDswkKQiFZWVhYcHFxRUUEmk0eO\nHKn+vgTTpk1LTEzk8XgeHh63bt2St2PF6tWrr169ymQy7ezsbt26JW8zvEOHDv36668NDQ2d\nOnW6cOGCvD0j/vrrr+XLl3/69MnIyGjHjh1hYWFyuTc2NkZFRWVlZVlZWY0ZM0beLjM1NTUj\nR44sKioik8kTJkzYsWOHXO58Pv/OnTtPnjzR09MbNGiQjBz3lhg7duzTp0/5fL6tra2kTFc1\nKSkpu3fvLikp6dKly5YtW0RVshqoqqpav359RkaGpaVlZGRkcHCwXO4MBmPDhg1paWkGBgaf\nffYZjg5Nd+/eTU5OJhKJAwcOFNPoSkd2VawsYUehUNhstru7+6hRo8LDw/38/AQ/ZPPz852c\nnEDYqQ0QdrgBYacIbXtWrILDJBBCdQzymYdOGUXN+T2GdM70QXledjVSZ8XKBqZKCIFZsYoA\ns2IVoe3PimWz2QYGBp6enra2tgYGBhh7+QAAAGg5iqu6Nx+MTsc7f2ps3hHp2rn2y8BcEwO5\nvxJA0gEAoERkCbuMjIxz585dvHgxOjoaIeTi4hIeHh4eHo6xZR8AAIC2obikE0wJi0mz5v1/\nF5hI4If1KhnRq5go/49fUHUAACgXWUexAvh8/qNHj86dO3flyhVB1Ym5uXl5efmxY8fmzJmj\nliBbBI5iAdnAUawitL2jWMVVXWUd5WS8S+7H5uYOph1Ys4JyXCzrRf8M41FsS6ouNzc3Li7O\nyspqyJAhOFp11tXVvXnzhkKhuLu745h5ymAw3rx5w+Fw3N3dNdIDEo5iccNkMouLi7lcrpWV\nlU50jtQ22sZRbOsVKwQCYfDgwcePH//48ePly5fHjBkjeL/NnTvXz8/v2LFjdXWy5h4CAABo\nHNHSV9yk5XXcdq2bqKrr6Vi9bkKGmKrDiFRVx+Fwhg0b5ufnt2bNmpkzZ7q4uJw9e1auyx4/\nftzb2zssLCwkJKRPnz63b9+Wy/3WrVt9+vQZOnToiBEjvL29T548KZc7oEHu3Lnj4+Pj5+c3\nYMCA7t27HzlyRNMRAZqh9R07Saqqqi5dunT+/PnHjx8jhAwMDOrr8XyuKQ7s2AGygR07RWgz\nO3aKSzommxiV7PA4q5PQQibxJvUvDHCXPmtB9o6djOPXKVOm3L9/X9RCJBLj4uIwFofGxMSI\nNUyh0Wh37tzp1q0bFveXL1+OGDFC7Bk/f/682maaCYAdOxy8fv06NDRUbILCyZMnJVvAADJo\nLzt2kpiams6fPz8pKSknJ2fTpk02NjYKhAcAAKAqlLJR975K/8c/uomqOuuOTWvHZbak6mQj\nO6lOcjIpj8fbtGkTxotLjgtiMBjYd26OHDkiqeMxzloFNMuxY8ck52LBc9c+ka9BkQAmk/ny\n5UsKhdKtW7cNGzZs2LBB6WEBAAAoiOKSDiGUkt3pYqIDi9P8G9ivS+XnA/Mpeq1PkpBEtqor\nKyuTurX8/v17jNcvKiqSNEoOJFCRO6BBpL5ICgoK1B8JoHFa2bGrr6/fvHlzv379qqurBZZ7\n9+45ODj07du3R48eXbt2FR1oCAAAoA0oZaOukal3+F6X0/FOQlWnT+V+NSR75uBcVag6hFCn\nTp2kdpWytLTEuITUyd3W1tbqcQc0iNQXCTx37RNZwq6xsXHQoEHff/99RkaGIIuuqKhowoQJ\nNTU1K1as2LJlS2Nj47Bhw7Kzs9UVLQAAQCsoZaMur6zDtuue6QXNc+UdzRvWjsvo5VSN42pO\nTk5Y2poIhtKKGQkEwurVqzEuNHv2bEnjzJkzMbpL/ctZs2ZhdAc0iOQwOtTC6wFo88gSdrt2\n7UpLS1uzZk11dbVgXt7OnTvr6+t37dq1Y8eO9evX37t3j8Vibd++XV3RAgAAtIhSNup4fBT7\nynLnLffKun8bhRAIKKjbxxWjX3cyxFNHIlenuitXrjg4OAhvEonEVatW+fn5YXSfPHny0qVL\nKRSK4GaHDh127drl6+uL0b1///47duwwMDAQ3KRQKMuXL4+IiMAcPqAxfHx89uzZI2xxQqFQ\nvv766y+++EKzUQEaQVZVbM+ePZlMZmZmpvB0wMHBoaKioqKiQjguNyAgoKCgQFNJGFAVC8gG\nqmIVQbeqYpWyUVfTQDkZ7/yupLkBmLE++8vAXDfrWrmuI6yKxVdbFhsbe//+fSsrq88++wz7\nOayQ4uLitLQ0CoXi4+Mj76hWhFBlZeXTp0/ZbHbv3r01cpYHVbG4qaqqevPmDYvFcnV1tbW1\n1XQ4ukfbqIqVVTyRnZ09fvx4oarLzs4uLCwcPny4UNUhhJycnJ48eaKsWAEAAORFKZIOIfSi\nwOTsI6cGZvOnortN7ZeBuUZ0nJ/yXbp0aWxsxOEYHBws7whzUWxsbBRpVmBmZqbm/iaAsjA1\nNQ0LC4NZse0cWcKOx+OJZvLGxcUhhMQ+bmpqaoyMjFQUHAAAgGyUouo4XOLVJ3YPMy2EG7t6\nJP44n6Jgr4/4RmS7uLgYGxvjU3UAAACKIEvYubq6pqenC2/evHkTIST6S47BYCQkJGDsnAkA\nAKBElLVRV1pDOxHr8r5KX2ixMGbODsqx79SA74Iw/hUAAA0iS9hNnDjx+++/3759+8KFC+/d\nuxcTE9OzZ09vb2/hH6xevbqmpmbSpEmqjxMAgHZEQUFBfHx8bW1tjx49Bg0aJPkHylJ1Kdmd\nfk9yYLCby8h6O1VP9c/Tp3LxXdDJyYnNZt+5c6eoqKhTp06DBw+WN8uNz+fHx8e/fPnSxMQk\nODgYR6ZUampqamoqlUodOHCgu7u7vO63b9+Ojo5mMpkjRoyYOnWqvO4KUlVVdffu3U+fPtnZ\n2YWGhurp4Wm2CgDqJy0tLSUlhUQiDRgwAOOsFxUhq3iisbExMDAwNTVVcNPAwCA2NlZQYHXq\n1KkDBw48e/asV69eycnJwiIsNQPFE4BsoHhCETRVPHHixInvv/9euO7gwYPPnz9Po9EEN5Ul\n6Zhs0sUkhyfZZkILmcQb1/d9sNdH3Nd0cnIqLi6OiIh4+/atwNKxY8cjR44EBQVhvEJDQ8Pk\nyZOTk5MFN2k02k8//fT5559jdOfxePPnz4+OjhbcpFAoixcvXrNmDfa7EBYWJvzMRwg5ODgk\nJyerTV09ePAgMjJSWDbh7u4eFRXVuXNn9azeNjAxMYEcO9zgK57g8/nffPPN+fPnhZbIyMgt\nW7YoO7pm8I8U09fXf/jw4cGDB6dPn75s2bKnT58Ky+ZjY2NfvXo1Z86c+Ph4Tak6AADaHv/8\n88+aNWtE1eTDhw83b96MlNTNREBBhcG2691EVV3njk1rxmXiVnXCTnWLFi0SqjqEUHV1dWRk\nZGVlJcbrfPfdd0JVhxBiMBirVq16/fo1RvdDhw4JVR1CiMVi7dy58+7duxjdt27dKqrqEEIF\nBQVq62NXUVExf/580WLYN2/eLF68WD2rAwBuzp49K6rqEEKHDx8WfSeqmVYmT9Dp9Pnz5585\nc2bXrl2iW/p79uypra09duwYVE4AAKBErl69KmmMiopSlqTj89G9F1Y7bniUffpPm7q14zKs\nOzbhu6Ywqa64uDgxMVHsf6uqqu7du4flOjwe78qVK2JGJpOJ/Rvi0qVLksbff/8do7vUvxSU\nzamBu3fvCkccCXn48GFJSYl6AgAAfCj4vlM6ODfYzczMWv8jAAAAOZH8ag8ICCAQCDwej0hs\n5Ydoq9QxyGfinTLeGwstHWicaYPyvO3xt0wTLZWQDF4AxlQKBoPR1CRFXLZ0WUmk9n7D7i61\njFdt6S4tPUrV1dVwGgtoMwq+75SOoh+UAAAASsTV1VX0ZkBAAELIzMxMcVWX9cFo27Vuoqqu\na+e6dRMylKXqEEL29vZSU1O6dOmC5Wr6+vpSGwJ37doVYzxij5687lJnxartWEZq8BQKxd7e\nXj0BAAA+FHzfKR0QdgAAaBEzZswQNNcNCAgQqDqEUFhYmCLX5PEJ11Nt9/7pVtNAFliIBP4Y\nn+KlYVkm+ix815Q6/tXIyGjhwoVixn79+mHvNrx27Voxi6Oj45QpUzC6S06VNTIyWrRoEUb3\nHTt2ECQa961fvx6ju4KEhIT07dtXzLhkyZIOHTqoJwCEUH19/fHjx1evXr1z504Ygw5gZMWK\nFVQqVdSir6+/ZMkSTcVD2rhxo6bWVhwmk8nj8TQdhcqh0+lSD2iAVqFSqSQSCR49fFAoFB6P\nx+XibPyBDzqdHhgYyOfzBQcZhoaG48eP79OnD+4LVtVTDt7tmppjJqyL7mjAWhCa7edaia/5\nMJLZqc7MzCwqKkp4fEkkEhctWoQ9fi8vL3Nz82fPngletIGBgYcPH5a6kSYVW1tbLy+vZ8+e\n1dbWIoS8vb2PHDni4eGB0d3Ozs7c3DwhIYHD4SCE9PT0lixZgl0XKgiRSBw6dGhxcXF2djaf\nzzcwMFi2bNk333yj+GYtRnJyckJCQv7444+0tLTExMRz587Z2Nh4eXmpZ3VlQaPRiEQiNMfG\nB4VC4XK58uoKS0vLnj17pqWlCT61PDw8Dh8+3LNnT9XEiBBCRCJRdAaYGLLanWg/0O4EkA20\nO1EEjbQ7ERZJMBgMBoNhYmKiyNXS8juef+TYyGpOJu7hUD19UL4+lYP7mrL7DwcHB798+VLU\nYmBgkJSUJNeMLz6fX1xcbGxsLJzpLi+lpaUUCgXHoFgBubm5jY2NmtI0LBarsbHR0NCQRCKp\nc91hw4Y9f/5c1EKn0xMTE3XrLBjanSiCgrNiy8rKSCSSGooQ8Lc7AQAAUCeipa80Gk0RVcfi\nEC8mOh697ypUdXok3pSBBZFDs1Wn6vLz88VUHUKooaEhNjZWrlUIBIKtrS1uVYcQsrKywq3q\nEELOzs4a3Kmi0WiOjo5qVnXFxcViqg4h1NTUhLGiGQAQQhYWFtpQWgpNvQEA0DzK6mYioLSG\nfjzWuVhkSpiVCWN2cI6tKf7zKSyDwhoapE8hq6+vx70uoB7guQPaDCDsAADQMMpVdQlvLC7/\nbcfmNh9HDHQrj+hfSNHDn4+Lcfyrs7Oz1IxYncvTaoc4Ojp26NBBUsZ1795dI/EAAG7gKBYA\nAHGampr279//+eefz5kz59KlS6orUVLiMAmEUCNL7+gD14uJDkJVR6dwZwfnfBGQrwZVhxCi\n0+mSNaQjRozw9/fHvTqgHigUyoYNG8SMISEh2MfBAYCWADt2AAD8h0+fPoWGhubm5gpuRkVF\n3bhx49y5c0ovTlTuRl1+ucGJWJeKuuamAw7mDbODcsyNFCr+wK7qBPTq1YtCobBYzV1UfHx8\nJHuIAFrIl19+SaPRfv3117y8vI4dO0ZERKxcuRKeO0DngKpYHQCqYnEDVbE4WL58+dmzZ8WM\nu3btmjZtmrKWUK6k4/NRXIZl9BM7Lu/f72ACAQV6fpzgW6RHwv+8yyvpEEI8Hq9fv35i945K\npT569MjZ2Rl3JO0NIpFoZGQktZu/emCxWLo7Ax2qYhVBwapYtQFVsQAAyMGDBw8wGvGhXFVX\n10Te/1fXy8n2QlVnSGMvDH0b0b9QzaoOIZSbmyt575hMZnx8PO5IAPWju6oOABAcxQIAIIbo\nMaIQpXSzU66kQwi9KjI5+8iprqn5c8zT9tPMwXmGdIV+cONTdajlsaravwEAAECbAXbsAAD4\nD1LHJEjOepIX5ao6DpdwJcX+4N0uQlVHIvLH+xYtGvZWU6oOIeTi4iK1956Pj48CEQEAAMgB\nCDsAAP7D5s2bxaZzdu3adf78+bgvqNzSV4RQWS1tx02PBy8thZmTnQyZK0a/DvUuVSTTXer4\nV7mgUCjbt28XM06dOlWRkWgAAAByAUexAAD8Bycnp/v372/fvv358+dUKjUoKGjFihUy5hLK\nRunHr8/zTC8kOjYym8cS9HKq/sI/T5+q0ExbBSWdkIkTJ5qamu7fv//du3edO3eeNGnSl19+\nqZQrAwAAYAGqYnUAqIrFDVTFKoKCs2KVLukYbGJ0in3CG3OhhUzijev7Ptjro4JXVpaqE0Im\nk42NjRsbG2EWOw40XhWr00BVrCK0japY2LEDAED5KF3VFVbon4hzKftEE1o6d2yaE5xj3VF8\nzIO8KF3VAQAAaBAQdgAAKBOlSzpBm7rrqXZsbnMCnV+Xys8HKjRPAoGkAwCgLQLCDgAA5aB0\nSYcQqmfonX3k9LKwudSUTuFO9c/v46xocgKoOgAA2iQg7AAAUAKqUHVvSwxPxTnXNDZ3i3Wy\naJgdlGNmKCvtj8PhPHz4MC0tra6uztLScsiQIW5ubmJ/04ZVXXZ29rZt2549e0YmkwcPHrxm\nzRpzc/PW3ZREfX39rl27YmJi6urqunfvvmrVqt69e6ttdUARGhoa9uzZc/v27ZqaGi8vr5Ur\nVyre5AjQCFA8oQNA8QRuoHhCETAWT6hC0vH5hJg069tpnfn8f49fiQQ02PNjuF8RidjKU3n2\n7Nn09HRRy/Tp03v06CG8qQZVp6niiYKCgqCgoLq6OqHF0dExNjbW0NBQDatzOJyxY8c+efJE\naKFSqdeuXZNXH0DxhCLgK57gcrnh4eFJSUmixj/++GPAgAFKjU7baRvFE9DHDgAA/KhC1VU3\nUHbddrv13Fqo6gzp7EXD30b0L2xV1b17905M1SGErl69yuPxkDI61Wk5GzduFFV1CKH8/Px9\n+/apZ/XLly+LqjqEEJPJXLVqlXpWBxTh2rVrYqoOIQTPnY4CR7EAAOBBFZIOIZRe0PHsI8dG\nZvNHk7dDzfRBeQZUDhb3wsJCSWNDQ0NlZaWvr6/SotRW0tLSJI3Pnz9Xz+pSF8rIyGCxWDB9\nVcuR+txlZWXV19eLtSsHtB8QdgAAyI0qVB2HS4x+Yhuf2TxPgkzij+tbFNTtI/Z5EmQyWard\n2tpaGTFqO1L1E5VK1eDqenp6RCIcDWk7Ul8kRCIRFLkuAu83AADkQOnzwQSU1tB//MMjLqNZ\n1VkaM1aOyQz2kkPVIYQk6yQQQpWVlba2tsoIU9sZOnQoRqPaVg8KCtLTgx0EbSckJETSOHjw\nYBB2uggIOwAAsKKi49ekLPPt1z2Lq/SFlv5dK9aMy7Azk7vywNLScuTIkcKbCQkJ//zzz4ED\nB5QTqNbz7bffenh4iFpCQkKmT5+untUDAwNnzZolarG0tNyxY4d6VgcUYeDAgfPmzRO1mJub\n79y5U1PxAIoAVbE6AFTF4gaqYhVBtCpWRZKuiUW6mOj4NNdUaKGSuZ8PLPB1rVTksvn5+c+e\nPXv16pWbm9vs2bMtLCwUjlQ+NDhSjMVinT17NiUlhUqlDh48ODw8XM0noXfv3r1z5051dXWP\nHj1mzZplZGQk7xWgKlYRFBkpFhsbe/v27aqqqu7du8+ePdvY2Fjp4Wk5baMqFoSdDgDCDjcg\n7BRBKOxUpOoKyg1OxLmU1zYn99h3apgdnGthxFD84pqtfoVZsYoAwk4RYFasIrQNYQepDwAA\ntEh2djaHg6kcVS4EU8Kupdpx/j8ljEBAgZ4fJ/gW6ZGUIMHbdk8TAAAAGYCwAwBAOu/evVPF\nZesY5DMPnTKKmk95DOmc6YPyvOyUsEMDkg4AgHYOFE8AACCOikpfEUKZ7423XO0mqurcrWvX\njX/VxlRdY2PjvXv3Pn78iM+dy+UWFBQochZZVFRUXl6O2728vPz9+/e43TVLeXn5xYsXFbn7\nisBisaKjo1+8eKGR1RFCiYmJ0dHRmlpdp+HxePn5+W0g8QmEHQAA/0FFko7HJ9x+bnPgr651\nTf+2miMS+KN6f1g8IstYXwkZLVqi6hobG8PCwqytrUNDQ52dnb29vV+9eiXXFY4dO+bm5ubj\n49OlS5exY8fKu2968+bNHj169O7d29PTc9CgQWKjIFolOTnZ39/f09OzV69evXr1un37tlzu\nmiU3N9fV1dXT03PJkiWenp6urq4q2nVuiaFDh9rY2MybN2/IkCFWVlbHjx9X5+qbN2+2sLAI\nCgoKDw83NzefMmWKOlfXdc6fP+/h4eHh4eHs7BwWFpaZmanpiPADxRM6ABRP4AaKJ+RCTNJR\nqVQul6uUHLvKOsrJeJfcj80t7E07sGYF5bhY1it+caQ1qg4hNGLEiKdPn4paOnTo8Pr1axqN\nhsX94sWLS5YsEbXY29vHxcVhrC19/Pjx2LFjRS2GhoZxcXEODg5Y3PPy8oKDg+vr//Ok3Lp1\ny8/PD4u7ssBdPOHg4CBWrUKn06UOI1EF4eHhjx49EjM+ePDA29tbDavfuHFj9uzZYsaZM2dC\nuxksSD56VlZW8fHxZmZmmgpJNjArFgCA1lHRRh1C6GmO6Q/RXqKqrrdT9brxr5Si6rRq/Gtx\ncbGYqkMI1dfX//rrrxiv8OOPP4pZCgsLL168iNH9559/FrPU1dXt378fo/u+ffvEVJ3Ua2on\np06dkqxBbmpqOnjwoHoCSEhIkDR+9dVX6ll95cqVksZz586pZ3VdR/J9V1paeurUKY0Eozgg\n7ACgvaO6jDo2lxj1t/2JOBcGmySw6JF4k/oVzh2SrU/lKn597ZF0AlJTU6XaX758icW9sbGx\npKRE0p6dnY0xgJycHA26axapugohJDnbXhXU1tZKPRbAnWcpL3V1dZJGLlcJ77I2D5/Pz83N\nlbTryitfEqiKBYB2jeo26kpq6CdiXYqr6EKLlUnTnOBcG1PltHbTNlWHELKzs5NqNzc3x+JO\no9HodHpTU5OYHft5kKmpaWlpqSLukkatPY0Sw97eXqq9pSdFubR0Vm5gYKCG1RFCZDJZMjGJ\nINc8vvYKgUAwMTGprBRviq4rr3xJYMcOANopqtuoQwilZHf68bqnqKrz61K5dlxmG1Z1CKE+\nffqYmJiIGYlE4qJFi7C4E4nEzz77TMxIo9EmTJiAMQCp+fKTJ09WxF1XcvC/+eYbSR1DIBDW\nrFkj13VKS0uTkpLevXvH4/HkcpSqA8TmdKkOsdxKAa6urupZXdeRfJFTqdRJkyZpJBjFAWEH\nAO0R1Um6JhbpeKzL6XgnFuffjxcamTs7KGfm4FyKnnzflC2hnapOQFRUFJXaPEuDQCCsX7/e\nxcUFo/umTZv8/f2FN/X19Xfs2OHm5obR/auvvhKVhhQKZfXq1VLnu0slNDR0xYoVopYpU6bM\nmTMHo7tmMTIy2rhxo5jx+++/l5TaLcFgMBYvXty9e/dx48YNGDBg+PDhb9++xR5AfHw8mUwW\ntfTt23fx4sXYr6AIe/fuFXtfGBgYxMfHq2d1XWft2rWibxMqlbply5aePXtqMCRFgKpYHQCq\nYnEDVbGSYJd0OKpi88oMTsS5VNY1KxtH84bZwTmdDJnyRdkC2izphDAYjL1792ZmZtrY2Hz1\n1VcYK1JFSUxMfPHihYmJSVBQUOfOneXyjY+PX7lyZX5+PpFI9Pb23r17t5eXl1xXePfuXVJS\nEpvN9vX17dGjh1y+SkGRkWKlpaUrVqzIzc11cnLauXOnlZUVdt/Vq1efPHlS1OLq6vrgwQN9\nfX3sF1m7dm1iYqKRkdHixYuHDx+O3VEpXLx48fz580wmMzQ0dPXq1WpeXddJTk7OzMyk0+n+\n/v7qOcHHDcyK1XlA2OEGhJ0o8u7SySXseHwUn2EZ/cSOy/vPlLBwvyISUTkPvk6oOgGamhWb\nlpY2evRoJrNZRpuamsbHx8urDjWLRmbF1tbWurm5Sb7aDx8+HB4ers5IFARmxSpC25gVC0ex\nANAuUN3ZK0Korom8/07Xy8n2QlVnSAISWvIAACAASURBVGMvHPY2on9hO1R1GmTbtm2iqg4h\nVFVVtXfvXk3Fo0N8+PBB6m+YoqIi9QcDAIoAVbEA0MZRqaRDCL0uNj4V7yScJ4EQcrep/TIw\n14iutF+9oOowkpWVhdEIiGFhYUEkEiULJnRrsxMAEAg7AGjbqFTVsbmEa0/s4jMthQfdRAI/\nrFfJiF7FRCW1WcAn6ZqamlJSUj5+/Ojh4YGj7z+Hw3ny5ElRUZGDg4Ovry+RqDMnG8bGxpKd\n8IyNjaX+cUuUlZWlpqZyOJzevXtreaaREjE1NZ0wYcKVK1dEjTY2NiNGjNBUSACADxB2ANA2\nUfVG3cdPtBOxLkWVzXnlFsbMWUE5Dp0alLUEPlX35MmTefPmCWfYBwUFHT9+HONILoRQTk7O\nrFmzhJMie/TocerUKV3RNxMmTNi2bZuYUa4UsePHj2/evFnQS49CocyfP3/9+vXKDFGL+emn\nn2pqau7fvy+46eTkdPjwYeyvHADQEqB4QgeA4gnctNviCaWoOhnFE8nvOl167MBgN29l+bpW\nfj6wgEpWWqd7fKquuro6ICBArN3/xIkTDx06hMWdw+EMHTr01atXokYfH5/bt2/LtW+nqeIJ\nDoczc+bMv/76S2iZN2/eDz/8gNE9KSlp3LhxYsZ9+/Zh74SnFDRSPCEkMzPzzZs3lpaWffv2\npVAoGolBEaB4QhHaRvEE7NgBQJtC1Rt1TDbptySHlOzmXqxkEm9c3/fBXsocnYQ7qe7PP/+U\nHOIUHR29bds2GZ+DQlJTU8VUHULo6dOnL1680ImmVnp6eufPn4+Pj09NTaVQKIMGDerVqxd2\n9zNnzkgaT548qWZhp1k8PT09PT01HQUA4AeEHQC0HVSt6goqDE7GuZR9am5TZ2fWODs4x9KY\noawlFKyTkDqak8fjlZeXYxF2LU32lJzTpc0EBgYGBgbicJR693XrvgMAAMIOANoCqpZ0fD6K\ny7C8lmrH4Ta3qfN3K5/Uv5BMUs48CaSM6lepyXAUCsXa2hqLe0vzRnE0GdZF7O3tHz9+LGZ0\ndHTURCwAAOBEZ6q9AABoCVWruromvYN3u1xOthequg40TuTQd5/752uVqkMIhYWFSc7HnDVr\nVocOHbC49+zZc9CgQWLG0NBQDw8PxWPTfiIjI2k0mpjx66+/1kgwAADgA4QdAOgweXl5qlZ1\nbz4Ybb3m9aqoeeBm18516yZkeNsrM7ddWZ3q9PX1z5496+PjI7hJIpFmzpz53XffYXQnEomH\nDh0KDQ0VWkaNGrVv3z6lxKb9dOvW7ciRI8IxXMbGxjt37sQ+ahYAAG0AqmJ1AKiKxU3bropV\ntaQjU2g3npjfembF+/+DRyDwR/YqCev1gUBQ2uOpiubDfD6/oKCgtLS0a9eupqamOK5QXFws\n6GOHrz+tpqpilQKLxXr79i2bzXZ3d6fT6eoPQLNVsboOVMUqAlTFAgCgGVQt6RBClfXUU/Eu\nOaXNbeo6GrBmBeW6WtUpcRUVjZQgEAiOjo6KJIfZ2NjY2NgoLyJdgkKheHl5aToKAABwAsIO\nAHQMNai653mm5xMcm1gkoaWHQ/X0Qfn6VCk97XADg8IAAACUDgg7ANAZ1CDpOFxi9BPbuAxL\noUWPxBvf931Qt48EJU0JEwCqDgAAQBWAsAMA3UANqq6khn4i1rm4qvn41cqEMTsox9ZM7kSx\n169fZ2dn83g8Jyen7t27E0RUIUg6QAbZ2dl//PFHdXW1g4PD5MmTDQ0N5XL/+PHjpUuXioqK\n7OzsIiIihIUgANB+gOIJHQCKJ3DTNoon1CDpEEIp2Z0uJjqwOM2V8v3dqqf6F5IILLmuw+fz\nz507l56eLrR07dp1zpw5JBIJqUvV1dXVPXz4sLy83M3NrX///gTlbjZiQKeLJzTI77//vnz5\nchbr35echYXF9evXu3TpgtE9MTFx2rRp9fX1gpsdOnQ4c+aMZP+atg0UTyhC2yieAGGnA4Cw\nw00bEHZqUHWNLL3zjxzT8ps/Jmhk7lT//IGeDS3NipVBcnLy5cuXxYwjRowICQlRj6p79OhR\nZGRkeXm54Kafn9/Zs2fx1cbiBoQdDoqKivz9/cUesR49ety/fx+LO4PB6Nu3r9icDAsLi9TU\nVH19/Za82h4g7BShbQg76GMHAFqKGnrUIYRyP3bYdq2bqKpzNG9YNyHDxwXnb4kXL15IGtPT\n09Wj6iorK7/66iuhqkMIpaSkLF++XA1LAwoSGxsrqYPT09MLCwuxuKempkpOPysrK0tJSVFO\nfACgI0COHQBoHeo5e+Xx0d1065vPrHn85ilhId1LxvoUk4j4NziZTKaYJSEhQW15dTExMZWV\nlWLG27dvV1VVqXnTDpAX4RGqGA0NDVjcW/ozjO4A0GYAYQcA2oV6VF1NA/n0Q+esD0ZCixGd\nPTMwz8Pmk4JXtrGxyc/PF95MSEhACKmtL5rUEyg+n19RUQHCTsvp1q2bpNHAwADjrwKp7jLs\nANBWgaNYANAW1HP2ihB6U2y0/Xo3UVXnbl377fgMxVUdQigkJMTAwEDwb4GqMzAwWLduneJX\nxoLUpsQUCsXW1lY9AQC4GTx4sOgwNwHr16+XHF8rFTs7u8jISDHj3LlzoQobaG+QNm7cqOkY\n8MNkMnk8pc0g11rodHpTU5Omo9BJqFQqiUTSiUdPXcevhJg0mwuJTgz2v82HiQT+yN4lUwPy\n6BTxt5Kenh6fz5f3LUalUj09Pauqqu7cuUMkEvv373/kyBEPDw/l3IHWcHZ2/vPPP8X27RYv\nXjxkyBD1BCCARCLRaDQ2m639WdjaA4FAGDZsGJvNzsvLa2pqcnFx2bhx4/Tp07EXNQcEBBgY\nGGRnZ9fV1VlbWy9ZsmTlypWCcuz2A41GIxKJULWDDwqFwuVytV9XEIlEGeP+oCpWB4CqWNzo\nRFWseiQdQqjsE/VEnEthhYHQ0smQOTs4x9FcehISlUrFURWL/t/ThMfj8Xg8PT1153sUFBQs\nW7ZMsFlIoVDmzp27bt06MpmszhigKlYRiEQijUZT5KFjsVgUCkWJIekQUBWrCG2jKhZy7ABA\nk6hN1T3PM72Q6NjIbN696OVU/UVAvj5FmVPCkEinOiKRSCRqINnDwcEhOjq6rKysrKzM2dm5\nXbW6aDNQKBRFhF27VXUAgEDYAYCmUJukY7CJvyc5pGR3ElqoZF5E/8IBXctleOFDe/KZLCws\nLCwsNB0FAACAugFhBwAaQG2qrqhS/3isS9mn5vRzG9PGOcG5VibKzzvUHlUHAADQbgFhBwBq\nRW2Sjs9HcRmW11Pt2Nzm3HO/LpWfD8yn6Ck/NVh7VB2Px1uxYsXt27cbGxvNzc03btw4ZswY\nTQelMzQ2Nu7bty8hIYHNZvv6+i5btky32sQ8fPjwxIkTBQUFDg4Os2bNCgwMVOfqhYWFu3bt\nevnypbGx8bBhw2bNmqXm5E4AN+/fvxc8d4aGhiEhIXPmzNHdA30ontABoHgCN9pWPKE2VVfP\n0Dv3yOlFoYnQQqdwp/rn93GW44WEsXhCeySdgMGDB2dmZopaNm7cuHDhQuxXKCgouHDhQnFx\nsb29/dSpU3G0StHR4gkmkxkaGir66FlZWcXHx5uZmakzDCKRaGRkVFNTI6/j6dOnV65cKWrZ\nvn37nDlzlBeaLN6+fRsaGiraDzkkJOTixYtqHlUMxRM4yM3NHTJkiGiL7MDAwEuXLmkkSxgL\nMCtW5wFhhxvtEXZqk3QIobclhqfinGsam39uOlk0zA7KMTMUnwkhGyzCTttU3YULF5YuXSpm\nJJFI79+/x1if+9dff82ePVs4P4NOp589e1bejR8dFXa7du3avn27mHHKlCl79+5VZxj4hF1V\nVVWPHj0YDIaokUqlpqWlmZubKzVA6YwbNy4pKUnMePjw4fDwcDWsLgSEHQ4iIiLi4uLEjPv2\n7Zs8ebJG4mkVmBULABpGbaqOxyfcfGazJ8ZNqOoIBP7I3h9Wjn4tr6rDgrapOoTQrVu3JI1c\nLjc5ORmLe21t7ddffy06Fa2pqWnhwoU60QpRcf7++29J4+PHj9UfCQ6eP38upuoQQkwm8+nT\np2pYncvlSh1KKyn1AG2Dz+dLfZHr7nMHOXYAoELUuVFXVU85Fe+SXdpBaDHRZ80Kyu3SuU4V\ny2mhqkMItXTshfFI5cmTJ5K742VlZc+ePfP391c0ON1EzSeJuGkpTvXEr+ALD9Agmn3lqAJ4\nzQGAqlCnqksv6Lj1WjdRVeftULM+PEMVqs7JyUk7VR1CaNy4cZJGPT29fv36YXFvaWeunezY\nSRWvAQEB6o8EB71795bsWUij0fr27auG1YlE4oABAyTtuvLotXN0+pUvCQg7AFA+apv6ihDi\ncIm/P3Y4fM+1kfnvBjyZxI/oXxgZ8s6AquTmw0hbN+qEREREeHt7ixk3bdqEceOke/fukkYS\niSTV3vaYP39+jx49RC22trbr16/XVDxy0bFjx23btokZt27dqrbKj59//tnQ0FDUEhYWBhXZ\nOsFPP/1kbGwsagkJCZk4caKm4lEQmBWrA8CsWNxoZFasOjfqSmto++50fSlS/WppzFg0/G0P\nhxrFjxEkZ8VquaoTMGPGjNra2vfv3yOE7Ozs9u/fHxERgdHXxMSkoaEhNTVV1PjNN98MHz5c\nrhh0dFYsiUSKiIgwMDBACFlbW0+cOPHAgQMycrRVBIFAoFKpkglzreLt7T1o0KCmpiZ9fX1f\nX9+ff/551KhRqohQKqamppMmTeJwOCQSyd3dfeHChd999536j2JhViwOTExMIiIiOBwOhUJx\nc3OLjIzctGmTNk8ZhlmxOg9UxeJGzVWx6pR0CKGU7E6/JTkw2c3fHH5dKicPyKeRlfNrR6wq\nVidUneJwOJxTp06dPHmysLDQ0dFx7ty506dPl/frWUerYrUE3O1OAARVsYoBs2IBAPgXNUs6\nBpt0MdEhNaf5jIlK5k4ZWODnWqmK5dqJpBOgp6c3d+7cuXPnajoQAA8cDicpKamoqMjOzm7A\ngAHQHxhoh4CwAwBFUbOqK6gwOBnnUvaJKrTYd2qYHZxrYST30RUW2pWqA3Sa3NzcmTNnvn79\nWnDTzc3t9OnTrq6umo0KANQMCDsAwI+aJZ1gSti1VDvO/6eEEQgo0PPjBN8iPZJKzppdXV1F\nm7oBABb4fD6TyaTRaK3/aQvgOMLmcrlz5swRqjqEUFZW1pw5c+7fv4+xN7WW0NDQIMjR1HQg\ngK4CVbEAgBM1q7q6Jr0Dd7teTrYXqjpDOmdB6LuI/oUqUnVdunRRxWWBNkxJSclXX33l6Ojo\n4ODg7+9/+/Ztudxra2vXrl3r7OxsbGzcu3fv06dPY8+OTUtLe/nypZgxIyNDPQ2KlcLZs2cd\nHR0dHR3t7Ozc3NxiYmI0HRGgk+jS7xgA0BLULOkQQm8+GJ2Od/7U2Jww1LVz7ZeBuSYGKkny\nheNXAAcMBiMiIuLNmzeCm1lZWTNnzrxw4UJoaCgWdz6fP3fu3NjYWMHNoqKilStXMpnMefPm\nYXEvLy+Xai8rK8PirnFiYmKWL18uvFlVVTVz5sx79+6JNaABgFaBHTsAkA81qzoen3D7uc2+\nP92Eqo5I4I/q/WFp2FtQdYBWcf78eaGqE/Ldd99hdI+PjxeqOiFbt27F2K7I0dFRql1XXs8r\nV64Us/D5/MWLF2skGECnAWEHAFhRZ9thAZV1lJ233G89t+b9/zzKtANr2cg3I3sXEwgqOX7V\nlW9BQAsRzW8Tkpubi7EjXWZmpqSxqakJ45vOw8NDst1gSEiIl5cXFneNI7WnlaAdIwDIBQg7\nAMCE+o9fn+aabr3mlfuxeUpYb6fqdeNfuVrVq2hFUHWAIojNXRBApVIpFApudxl2Sfbu3Ss6\nU27MmDEHDhzQlYmfUis8qFSqpBEAZAM5dgDQCuqXdEw2Mepv+8dvzYUWMok3qV9hgIf0LCLF\nAUkHKM6oUaMOHDggZhwzZgzG9s4hISEGBgYNDQ2ixj59+tjZ2WEMoGPHjseOHfvxxx/z8vKc\nnJzUNkxMKfTr1y8+Pl7MOGLECE3EAug2sGMHALJQv6orqaHvuOkpquqsTJpWj30Nqg7Qcnx8\nfNatWydq8fDwkJzf2hLW1ta7du0S3aOytrY+ePCgvGGYmZn5+PjolqpDCJ07d04sZmdn5127\ndmkqHkB3gZFiOgCMFMONIiPF1C/pEELxmRZXU+w43OZfXAHu5ZP6F5JJqpqJLEPVGRgYcDgc\n6GOHg/Y8Uuzly5f37t2rrq729vYeP368vD3kCgoKbty4UVVV5ejoOGnSJH19fRXFqYXweLyf\nfvrp4cOHJBJpzJgxGMuBxYCRYorQNkaKgbDTAUDY4Qa3sFO/qmtikS4mOj7NNRVaaGTuVP98\nHxcVPvWy9+pA2OGmPQs7xYFZsYoAwk4R2oawgxw7APgPGtmoyyszOBHnUlnXfAjlaN4wOzin\nk6EKRRWcwAIAALQ91Cfs4uPjd+3adeXKFUGFFJfLPXny5KNHj9hstr+//5w5cwQTVFqyA4Aa\nUL+q4/MJMWmdb6dZ8/n/1u4RCWhYj5JRfYqJqmlogkDSAQAAtF1IGzduVMMyFRUVW7ZsYbPZ\nERERJBIJIXT69OmUlJSVK1cGBgb+8ccfRUVFfn5+MuxSYTKZPJ6qco+0BzqdjrFFJyAGlUol\nkUhYHr28vDz1H/3UNZGP3Hd5/NYcof9PCaOx54bkBLiXq65FA3ZVR6FQeDwel8tVVShaTF5e\n3qtXrwgEgrGxMQ73S5cubdmyJTs7u0+fPhhrQkWprKz8559/amtrTU1NcbjX1tamp6eXlZV1\n7NhRt8akIoR4PF52dvbbt2/5fD72RieiFBQUCGaLmZiY4HBPT0+/du1adXW1g4MDjgdf49Bo\nNCKRqJEcAD6fn52dnZmZSSaT8T13hYWFL1684PF4Ms4ZVQqFQuFyudqvK4hEIp1Ob/F/1RAB\nn8/fu3evi4uL0MJgMGJiYmbNmuXp6enh4bFw4cLY2NhPnz61ZFdDkEB7RiPHry8KTTZf9Xpd\n3Kwbutl9+i78VTdbFb7gYa+uVUpLSydNmuTr6zthwoQ+ffpMnTq1srISu/vbt287d+68YMGC\nmzdvbtmypXPnznv27MHuzuPxvv/+++7du48dOzYwMNDf3z81NVWu+I8ePert7T1y5MjQ0NA+\nffrcunVLLnfN8u7du+HDh/fv33/o0KHe3t6LFi2S6zdteXn55MmTfXx8JkyY4OPj89lnn8k1\nT6ympsbX1zckJGTDhg1Tp051cXG5e/eu/HeinZKbmxsWFjZgwIAJEyb06NEjMjJSrHONbCor\nK7/44os+ffpMmDDB19d34sSJJSUlqou2baMOYRcTE1NfXz9p0iShJTc3l8ViCRuCe3l58fn8\nrKysluxqCBJon6h/mARCiM0lRP1tf/hel3rGv7speiT+xH5FC0PfGtI5qlsXVF2r8Hi8efPm\nibYTu3v37oIFC7BfITAwkMP5z5O4devWgoICjO779+8/ePCgMHc7Jydn2rRp2NXJrVu31q1b\nJ/xCLSsrmz9//qtXrzC6a5ampqYZM2akpaUJLZcuXVq/fj1Gdz6fv2DBggcPHggtsbGxkZGR\n2AunRo8eLfpp0NjYOHPmTKhCwAKTyZw5c+bTp0+FlqtXr65Zswb7FRYtWvTXX38Jbz58+PCr\nr77S/p0z7UTlu/QfPny4ePHi9u3bRTfeKisr9fT0hFu1JBLJyMiosrKSyWRKtQsdy8rKXrx4\nIbzp4eFhZGSk6rugcQgEAvQfx4fgJIVKpUr9cM/Ozlb/QVVpDfXYfafCiuZd9E6GrDkh+S6W\nDap7P7q6uuLwEmRNtCtSU1MfP34sZoyNjX337h2WyVQPHjyQWk83d+7chw8fturO5/Ml27ZV\nVlZGRUWJjoeXwaFDh8QsDAbj+PHjknYt5Pbt2+/evRMzXrhwYcuWLVgO5tLT0yUb/CYkJGRm\nZvbu3btV96KiIslBt2w2e/fu3b/88kur7tqDYNKGmr8y7t+/LzlQTpCQYGlp2ar769ev79+/\nL2ZMTk5OT0/v16+f0qLEAIlEIpPJ2n8EL3ueimq/1Xg83u7du8PDw+3t7QVJDwKYTKbYkBky\nmcxm/6+9Ow+oqt73///Z82YGQUUUEBBFxDHRcgrNPGkdr2W3W5mV4++UerNs8te5Zefek+fU\nOc2Ts2lmZZlmeRpMnE0zsWOCmQKKiKAg87Sn7x+7NsQUAnuttdd+Pv5yvWG73mw2mxeftT6f\nj6W5uuvwxIkT9f8IePPNN7t37+629hWkbfcrwMnf379BxfkeJP28nH0ZQe/sDK+21L1rJPcq\nnX3jRV+TTQh3NdO3b183/c/qc+lS06tAX7p0qTU/g/WHi+rLzc1tzcPLy8ubvOybl5fXyneA\nJrcWbeXZZdfkwKTNZrty5UpUVNTvPry5obWCgoLWfPmNM6VTVlaWRzx7DUjcc35+fuOiw+Eo\nKipqzV+V7fzedSyDwSDxGdug5bFM9wa7jz/+WAgxefJk192Idrvd4XCYTKYGf9daLBaTydRc\n3XUYFxe3YMEC12Hnzp2v6iq+h/L19WU1rLYxm806na6ystI1Ytfc27e7VddqN+yNPHiqbuDB\noLNPvTZv/IBLQgj3LRUXHx/f5p8R5+SJBhcW1a257QpCQ0Nb8zSOHDny9ddfb1zv2rVrK78L\ngYGBpaWlDYpdunRp5cPDw8MvXLjQuOgR75NNPvlarTY4OLg1/Xfq1KnJeiu/d83dqNCjRw+P\nePZcfHx8tFqtxD2HhYU1WQ8JCWnP9y4sLEziL8RkMlmtVuXPGNNoNC2s3e3eYLdv376srKzb\nbrvNVbnjjjtmzJjRp08fi8VSXl7uHEqx2WxlZWWhoaG+vr5N1l0Pj4qKuu+++1yHJSUl3jBd\nlFmxbWYwGJyzYp3BTpZJEkKIc5f9Vu2MLSitG5PrFlI1e9yZiJAqty6EGRMT055Xjlar9bYF\nipOSkgYNGnTs2LH6xWHDhvXu3bs1z+T48eN1Ol3j3wqvvvpqK78Rs2bNeumll+pXAgMDb7vt\ntlY+fMaMGUePHm1QvPfeez3iDWTs2LGRkZE5OTn1i1OmTPHz82tN/wkJCcnJyQ3mmgwZMqRf\nv36teXhERER0dHSDuyF1Ot1DDz3kEc+ei8lk0mq1Evc8evTonj17Zmdn1y/ecsstISEhrekk\nLi7uuuuuO3jwYP3igAEDBg4cKPEXotPpPGWB4haCnXsvJD/66KMv/sp5A/Lzzz8/duzYuLg4\no9GYnp7u/LT09HSNRhMfH99c3a1NwhvIMklCCOFwiJ0/dn1hW19XqtNoxOiES4unpEeEuPEN\nKyYmhqkSbaDX61esWDFw4EBXJTk5efny5S3f0VLf5s2bG3zyzJkzW3N/ntNjjz125513ug67\ndu26fPnyyMjIVj78zjvvfPjhh103tAQEBLz88svJycmtfLi8AgICVq9eHRsb66rccMMNL7zw\nQisfrtVqly1bVv92usGDB69YsaL1t4pu3bq1/siTwWB4+eWXveRun3by9fVds2ZN/V/WKSkp\nrd/oVqPRvPXWW/VfqAMGDFi5cqXHLdajENJtKXb8+PGnnnrKtUDx8uXLDx06tHDhQucPT79+\n/ZzXWJurN4ktxdAy55ZiR44ckWXrvPJq/Tu7Y37MqVtMy99snT4ma0CUexfM66hI57Vbitnt\n9qNHj549ezY2NnbQoEGtT3UuS5Ys2bt3b69evf7v//6vc+fOV/vwzMzMH3/8MSgoKDk5uQ2b\npebl5X3//fdms3nIkCHNXeRSrNra2qNHj5aUlERGRiYmJl7twx0OR1paWlZWVs+ePQcPHtyG\nu+A///zzAwcOxMTE3HXXXX5+flf7cNnJuKWYxWI5evTohQsX4uPjW//HjIvD4fjhhx/OnDkT\nHR09ZMgQWWYwqGNLMdmCncViWbly5e7du7Va7ciRI+fMmdNyvUkEO7QsLy9Pr9dXVFRIH+xO\n5QWu2RVbXFF3H258t7KZYzODfWvdet4OHKjz2mDXfuwV2x7sFdse7BXbHgQ7+RHs0IKsrCyz\n2Sx9sLM7NP9Ki/g8rZtrlzCNxnHz4LxJgy9o3LZLmFPHXn4l2LUZwa49CHbtQbBrD3UEOy5g\nQ4XkmiQhhCgqN67ZFXf6Yt0CKyF+tTPGZsaHl7n1vNxRBwAQBDuoj4yp7mhWyIZ9MZU1dTdr\nD4y+cu+YbF+Te1cMIdUBEEJkZGQcPXq0pqamX79+LWyzDnUj2EE9ZIx0Vpt28+EeqSfq1ljX\n6+y3Jp8f2y//6u+8vzqkOgBCiL///e/1N8mYPHny8uXLvXD/GBDsoBIyproLV3xW7ozLu1K3\nS1h4cPWscWd6dHL7/VWkOgBCiB07djTY+uzTTz/t37//woUL5WoJciHYwePJGOmEEHtPdtl0\nMNJiq5uZP6L35TuuO2syuHf7aiIdAJdNmzY1Ln744YcEOy9EsINnkzHVVdXq3tvf88iZunXC\nTAbb3SPPDuvVxHafHYtUB6C+K1euNC6ynIJ3ItjBU8k7UJd9yW/VzrjLZXUbGUeHVcwce6ZL\nkNsXByHVAWigV69eqampDYq9e/eWpRnIS4aVnYH2kzHVOXcJ+8e2vq5Up9GIsf3yH/1jBqkO\ngCzmzZsXHBzcoLh48WJZmoG8CHbwMHLt+upUXGF45V99Nn0bZbP/Mtk1wMcy/w+n7rjunF7n\n9jWQSXUAmtS9e/cPP/xw8ODBzsOoqKh33nnnuuuuk7cryIJLsfAk8l5+/TEnaN2e2LKqup+a\nvt1L70/JDPRx+zLlRDoALRs8ePBXX33lcDjsdjurnHgzgh08g7yRzmrTbPmux84T4a6dyXRa\nx+ShueP752ndvEydINUBaLWQkBC2FPNyBDsonbyRTghRWG5atTM2q6Bul7DQgNqZKWdiu5ZL\ncHZSHQCg9Qh2UDTZU93RrE4bB/XOwQAAIABJREFU9vWsv0vY4Jgr94zO9jW6d5cwJ1IdAOCq\nEOygULJHOotN+8lvdwkz6OxTks+PS8qX4OxEuvbYu3fv5s2b8/PzExISZs+eHRERIXdHACAR\ngh2USPZUl3fFZ8VvdwnrFlw1a9yZ7p2qJDg7qa49XnzxxaVLlzr//fXXX69evXrr1q0DBw6U\ntysAkAbBDsoie6RzOETqia5bvou02OqmRQyPL7x7ZLZR795dwpxIde2RkZHhSnVOFRUV8+bN\n27dvn1wtAYCUCHZQENlTXXm1fv2emH+fq1vn08dou3tU9tBYiXbmIdW1065duxoXf/rpp5yc\nnMjISMnbAQCpEeygCLJHOiHEqbyANamxxZVGVyWmS8WssWdCA9y+n4Qg0nWQ2traJusWi9vX\nGgQAJSDYQX6ypzqHQ7M9LeLztG4Oxy+XXzUakZKYP3V4jk7r9v0kBKmu4yQnJzcudunSJTo6\nWvpmAEB6BDvISfZIJ4S4UmFcnRp7+mKAqxLgY5mRktW3e4k0DSgw1RUUFLz00ktHjx718fEZ\nM2bMgw8+aDab5W6qVUaMGHH77bd/9NFH9YsvvPCCBy3En5WV9dJLL/34448hISETJ068//77\n9XreqAG0Fu8XkI0SUt0PZ4PX7YmprKm/S1jJjJSsAPfvEuakwFSXl5c3duzYwsJC5+H+/fu/\n/PLLbdu2GY3Glh+oEK+++uqAAQM+/vjjixcv9u3b96GHHho1apTcTbVWenr6TTfdVFX1y+Tr\nPXv27N27d+3atRqN+3c4AaAKGodDiitNblJSUuINt8506tSpqEiim/elIVmkM5vNer2+oqKi\n8evcatNuPtxjV3pX10cMOsct10i0S5hQZKRzmjt37ieffNKg+Oyzzz744IOy9OOJDAZDUFBQ\nZWVlZWXlVT1w0qRJ3333XYPimjVrbrnllo7rTum0Wm1gYGBxcbHcjXik4OBgthRrM39//5qa\nGuXnCp1OFxIS0txHtVK2AghlDNRdLPb529a+qSfqUl2XoOrHJqdPGODtqU4IceDAgcbF/fv3\nS9+Jt6mtrT1y5EjjOk8+gNbjUiyko4RIJ4Q4cKrzhwejaix1f9VcG3/5v0acNRukWKZOKDvV\nCSGavOqn1fJHoGy4Dgug9XizhkSUkOqqLbrVqbHr9/R0pTqTwXZ/SuZ912eR6lyavCNt9OjR\n0nfibYxG47BhwxrXefIBtB4jdnA7JUQ6IcTZy36rU+MKSkyuSlRYxaxxmV0Cq6VpQPmRzunZ\nZ5/ds2dPQUGBq5KcnDxz5kwZW/Ie//znP//whz9UVFS4Kv/xH/8xceJEGVsC4FkIdnAjhUQ6\nh0Ps/LHrJ99FWm2/WabutmE5ep1Ek4c8JdUJIbp06bJ3795XX3312LFjRqMxJSVl9uzZrLgh\njT59+uzbt++11147fvx4UFDQzTfffPfdd8vdFABPwqxYD+Chs2KVkOrMZnNlrfmN7V3Tzwe6\nigE+1nvHZCZFSrRMnfCoVFefn5+f1WqtqZFi4w2VafOsWAhmxbYPs2LbQx2zYvkrHB1PCZHO\n6cdz/it2RJZW1r3OEyJK70/JDPKV7ufWQ1MdAMATEezQwRSS6uwOzb/SIranRdh/HZLWahyT\nBudNGnxBo5FulJpUBwCQEsEOHUYhkU4IcbnMtDo1LqvAz1UJDaidmXImtmu5ZD0Q6QAA0iPY\noWMoJ9WlZYW8u7dnZW3da3tQzyvTR2f7mqyS9UCqAwDIgmCH9lJOpLPYtJ8c7pF6oqurYtA7\n/mtkwajeOVJOEiLVAQDkQrBDuygn1eUV+6zaGZdb5OOqhAdXPXjT+Zhwa71FwdyOVAcAkBHB\nDm2knEgnhDh0Ouy9fdG11rqdVIbHF941IjsowCjZi5xIBwCQHcEObaGcVFdVq3tvX88jmZ1c\nFbPBdveo7OQ4SVf+I9UBAJSAYIero5xIJ4TIKvBblRpXWFa3S1h054pZY890DpR0TV1SHQBA\nIQh2uArKSXUOh0g90XXz4Uib/Te7hE0dnqPTSrqZCqkOAKAcBDu0inIinRCirMqwZldMRm6Q\nqxJgttyXktWvh3S7hAkiHQBAeQh2+H2KSnUZuUFrdsWUVRlclYTupfdfL+kuYYJUBwBQJIId\nWqKoSGexabZ8F5l6oqtrTTq9zvEfQ8/fkHRRo5G0E1IdAECZCHZolqJSXUGJeeXOuJxCX1el\nc2DNrHFnosMkXKROCEGqAwAoGMEOTVBUpBNCHDod9v7+6GpL3TJ1Q2KuTBuV5WuySdkGkQ4A\noHAEO/yG0iJdjUW3cX/0odOhrorJYP+v685e1/uyxJ2Q6gAAykewQx2lpbpzl/1W7YwtKDW7\nKt1CqmaPOxMRUiVxJ6Q6AIBHINhBCOVFOucydZ98F2m11U2LGB5fOG1UtkFnl7gZUh0AwFMQ\n7KC4VFdWpV+3J/bHnLpl6vxM1nvHZA2ILpa4EyIdAMCzEOy8mtIinRDiVF7gml2xxRV1y9TF\ndyubmZIZ7FcrcSekOgCAxyHYeS+lpTq7Q/PZ992//KGb/ddl6jQax82DL0wanKfRSLpLmCDV\nwZPt27dv+/btRqPxjjvuSExMlLudq1NcXLxu3boLFy4MHDjwrrvukrsdeJGffvrp559/NpvN\n11xzTUhIiNzttJ3G4ZD6V2YHKikpsVgk3W9AFp06dSoqKurA/1BpkU4IUVhmXL0rLjPf31UJ\n8audOTazV3hZe/5bs9ms1+srKiqu6nVOqnPy8/OzWq01NTVyN+J5DAZDUFBQZWVlZWWlxKe+\n8cYbjx075jqcMmXKihUrJO6hzdatW/fEE09YrVbnYXBw8Ndff92zZ09Zm/IwwcHBer3+8mWp\n1w3waDabbeHChe+//77zMDg4+IUXXpgyZYq8XbVAp9O1ED21zX0AaqXAVHcsO+S5Lf3qp7qB\n0cVP3XainamubUh18Fzz58+vn+qEEFu2bFm5cqVc/VyVnJycxx9/3JXqhBDFxcWTJ0+WsSV4\niZdfftmV6oQQxcXFCxYsOHnypIwttQfBzotkZWUpLdVZbdoPD0Yt29GrsuaXuwL0Ovt/Xnvu\n/xv/s5/J2vJjO1xMTAypDh7t008/bVx88803pe+kDV555RWbreGS43l5eZ77+xWeYu3atQ0q\n1dXVGzdulKOXDsA9dt5CaZFOCHGx2GflztjcorpdwroGVc8ed6ZHqNRXrwQDdVCFJq+bl5aW\nSt9JG1y4cKHJ+qlTpxISEiRuBt7D4XAUFBQ0rl+8eFH6ZjoEI3bqp8CBOiHEodNhf9uaWD/V\nDY8vfHLKCVId0Ga+vr6Ni2FhYdJ30gbx8fFN1gcPHixxJ/AqGo0mMjKycd1zb+4k2KmcAiNd\ntUW3amfs2l0xNb/u/Woy2GakZN5/fabZIPXiw4JUBxX505/+1Lj49NNPS99JGyxatMhkMjUo\nJiYmNvlLF+hACxcubFAJCQm57777ZGmm/Qh2qqXMgbqzl/ye+6Tfkcy6vV+jwyr+/yknhvUq\nlL4ZbqqDyjzxxBNTp07VaH7Zr0Wn0z322GOTJk2St6tWCgwMfO+99wICAlyV3r17b9u2TcaW\n4CXuueeep556ysfHx3nYq1ev9evXR0REyNtVm7HciQdow3InCox0zl3CNh+OtNl/+a2j0YiU\nxPzbhuXode56Ebaw3AmR7nex3EmbybjciRCiqKhox44dPj4+N9xwQ5MXZ5XMbrcfPnw4Ozt7\n2LBhsbGxcrfjeVjupM3Ky8tzcnJMJlNUVJRer+gZCC0vd0Kw8wBXFewUGOmEEGXVhnd2xZw4\nX7dLWICP9d4xmUmRJW49b3PBjlTXGgS7NpM32Hk6rVYbGBhYXCz1FoLqQLBrD39//5qaGuXn\nipaDnaIzKa6KMiOdEOJkbuDa3bEllXW7hPWJKL3/+sxgP3l+eEh1AAC1ItiphDJTndWm2Xqk\nxzc/hrvGy3Rax+ShueP752k1MvRDpAMAqBvBzuMpM9IJIQrLTat3xmYW1O0n0cm/dubYM3Fd\ny2Xph1QHAFA9gp1nU2yqO3w69L390TUWnatyTWzRtFHZPsaGK8tLg1QHAPAGBDtPpdhIV23R\nfnAg+tuf69ZENert/3ntuVEJl+RqKSYmxqMnCQEA0EoEO4+k2FSXd8Vnxc64vCs+rkp4cNXs\ncZndO8kzN7BPnz5Go7GwUIZF8gAAkB7BzsMoNtI5l6nb8l2kxVY3LWJ4fOHdI7ONehn2kxBc\nfgUAeB+CnSdRbKorr9av2xNz/Fywq+JjtN09Mnto3NWtq9yBSHUAAC9EsPMMio10QohTeQFr\nUmOLK42uSlzX8pljz3Tyr5WrJVIdAMA7Eew8wMmTJ+VuoWkOh+bztIjtad0cDtcuYY6bBubd\ncs0FrUa2yQqkOgCA1yLYKZpzoM7Pz0/uRppwpcK4JjX254t1O3YH+Fjuvz4rsYd7dwlrAZEO\nAODlCHbKpeTLrz+cDVm3p2dlTd3rZ0BU8fQxWf5mq1wtkeoAACDYKZGSI53Vpt18uMeu9K6u\nheEMOsct18i2S5gTqQ4AAEGwUyAlp7qLxeZVqXHnC31dlS5B1bPHnYkMlWeZOidSHQAATgQ7\nBVFypBNCHDodtnF/dI1F66oMjy+8c0S22SDPMnWCSAdFSktLe/PNNzMzM7t06XLHHXdMmTJF\no5FvNBuAlyHYKYWSU121Rbdxf/Th06Guislgu2vk2eG95NzRgVQHBfrqq6+mTZvmOtyxY8cP\nP/ywZMkS+ToC4F0IdvJTcqQTQpy97Lc6Na6gxOSqRIVVzBqX2SWwWsauSHVQIKvV+vDDDzco\nvvHGG7fffntSUpIsLQHwNgQ7OSk80jl3Cfvku0irzbVMnUhJzL9tWI5eJ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9Yi1QEAAIUj2HkwUh0AAKiPYOepSHUAAKAB7rHzPEQ6AADQ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\n4v8BIucKkcyga0IAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat) + \n", "geom_point(mapping = aes(x=ACT, y=SATV)) + \n", "geom_smooth(mapping = aes(x=ACT, y=SATV), method='lm')" ] }, { "cell_type": "markdown", "id": "7e184969", "metadata": {}, "source": [ "**Important**: This, introduces some duplication in our code. Imagine that we wanted to change the x-axis to depict a different variable. We would need to change that in both `geom_point` and `geom_smooth`. This can be quite annoying! In order to circumvent this, we can just pass the mappings to a ggplot (the first function) and **ggplot2** will treat these as global mappings that apply to every single geometry in the graph." ] }, { "cell_type": "code", "execution_count": 140, "id": "3891dffd", "metadata": {}, "outputs": [ { "data": { "image/png": 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8eY/s6xW7du3bZt20QikeLh0KFDt2zZQt0Io0bV1hy7t2/fDh48WNlBwcLCYteu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\nvvHGG7fffntSUpIsLQHwNgQ7OSk80jl3Cfvku0irzbVMnUhJzL9tWI5eJ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D09PT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\n4v8BIucKkcyga0IAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat, aes(x=ACT, y=SATV)) + \n", "geom_point() + \n", "geom_smooth(method='lm')" ] }, { "cell_type": "markdown", "id": "99395be9", "metadata": {}, "source": [ "You can always use mappings in each geometry, for which ggplot2 will treat them as local mappings for that specific layer. It will use these mappings to extend or overwrite the global mappings for that layer only. This makes possible display different aesthetics in different layers:" ] }, { "cell_type": "code", "execution_count": 143, "id": "7a075c33", "metadata": {}, "outputs": [ { "data": { "image/png": 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4+XLFkydepU7gqjy8bGZuLEiRMnTiwuLk5JScnJycnLy3N2dnZzc2vTpk3Vs1we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\nqSxqP2LEiHnz5lU7gZeUlDRlypS0tDSj3Z2dnVevXv3vf/+bea0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yiONzAaUh0V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/alR1NT39qsLFxaVdu3amXJFdLcLgmWBG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\nlkk6hBCPx8vIyEAI3bhxY+XKlUlJSVKpVPVixzCMx+O1bNly0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Y23PAAANY5r166xWJNJoVDExMQY0qOJLtR7LRi4UUfy3MWeSxTWrVUj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\ndgAAAAAWAsEOAAAAwEL8H/6pcj6Gtv5yAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat, aes(x=ACT, y=SATV)) + \n", "geom_point(size=7) + \n", "geom_smooth(method='lm')" ] }, { "cell_type": "code", "execution_count": 147, "id": "3b49226a", "metadata": {}, "outputs": [ { "data": { "image/png": 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7OD/vtP65lRfSOn8NW84lSa1mRaKPCrU4eSHtbCmg86XEY1KmblSE5jdpkAZRDY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QC0I3RQOgpMJb2t354a6NG23Z2y22Vlrb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\nc1uiQ8bsJPFifu605LxmEIkST9jxPI+nvDU2A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Dts9hiHRkfLs7Pd/XvPO4M4SPJEuXyrWym4WP7i+sZ2VtIv77vVn13SM/Bh+oTRHCLV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\n4XmqqoKqqmDHTfQtXIJpzWm96SczrjwmlJ7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fpL7RYT83uQXZG+3Zay3UDsM7Gte4X77BY6dpSjbfg0yiRLBbt26dz+e75JJLxm5pbm6O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\ndgAAADpBsAMAANCJ/wMCs/ZNcI4FxQAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat, aes(x=ACT, y=SATV)) + \n", "geom_point(size=7, aes(color=gender)) + \n", "geom_smooth(method='lm')" ] }, { "cell_type": "code", "execution_count": 148, "id": "ab1ce1a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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fWp9D4n6L//hJoV1bey8/+VW5hK14rMDAV+c/xA0svaaON+m0OrTvnMbMGuzSkT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\nJK0eAXHV1HkUh9XtpZ0tAIBfdv4kSM0g4+Vjh8ZwSB8EADgx7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nSbDqrYbPbCaJBKx/DdoI8TSV0Hpd+3e/sm7uMxhil22KuTLYumOJ/l\nfiXPaawHoLAbFKCwg0CGHbRc6br9PkaasNjyjyl23nh7onthCPJeTmYScbub/z97Zx4fVXn9\n/3O32fckk30nGxDCEvYdEVBBW6WKOy61LbbWaq1WxQW1trVW/VVta20VrRtov4qoiIpI2MNO\nSEgI2fdlMvt6l98fEybbLHdmbsIYn/frxetF7jzPc+/MJHM/c55zPidO+05mKsXPWwu3Du8c\nGiXJ/NxTxRj2SlrSVeF/1OEArybpMzOywp24qKBwu06Z7HaGdZtPdzt36FRMalq4p+uWSFbO\nWhyudS0H2FN5k39ePNv/wwGufKGpz0YSz+cWVSkGiltPprasu/1fVUn9AVScw+7ddcnjn68m\n2YEXncbwOrl8em+XOsxw5kSr+b7zNWT4efcsia+0myKIoc2zGh9z8dbWF5a/2mZar1QNP8qD\nHLu986v/8R/vRcl4Up2OCOqH/lpQ/FFRiYHitYPfJnSv2A6PkF/tEIEgnnjiiYt9DZHjcrnG\nRyM5kiQxDBsfhSACIpPJOI5zOn+IX/I4SuSeMZvo6cINvaFHA3Ak6Vqy3HXJqshOh2PYJUp5\ngVh83OEw8/ibShNRz6Uk/ipeh/N2TCWa6sn6cwJavhop0ea0nOBjZsmk/8lIuUSpuDIhPsHh\n+NblZvldsJ5l9uVml+g0dF4hJ5OTLc3AI12dVaqcV671TJmWqFZfLZV0tLVV9RdphuhgsM5m\n/E9hfmZCfMqE/CNKDdfZpuHh1dchltw/cfpTeZMbZYo3MnKW9nYN7ugahB6R+LoZ80O+esO4\n0CgM8+D4EbXOg+OZDvvXE0/9Zu0Wi6TfKlnuFj3/v5/8+OS0wRMbpfI30nNfTs85pI1f2due\nbbfV+qJNgV8YEcfe2lL3q7rzN7fXre5qy3DYynSJTv+WK0NWIYBbQbu+mD716tRUcW/HARbn\n+aYTHPsLj/ufM2fMTkmeYzaetlp7QnqLYBDvdm8C9yPTp6/QKBeoFO8b+CdZcre0Nu04vIv3\n+CGIODbZ6dyrS1DRtJRHcfRppfq9WQvuXL4iL7/gKCFqNZszQxV6f5SccUTQPd8csWiVKrzv\nqyRJoi7q4fK976yHQIxbcNzxo2txk0n8+cdkezMwAfSWWOwumOS69HKIup/VVWrlZSrFGwbj\nFqM5UDbMZIn4Wo369jgNn2qJIVAiYY38dVJJKkW1dg5n3wAAIABJREFU+vs6RGHYfLnsNp36\nclW/gKA57pxIRGN8C889IlEFQ6cA4IZe0fFybzfbkOAWs+jIQTopGaSyj2h2u1JTYDFpPe4z\nKrWF8GM7p6Y9Ey2mHpH4Y4V2qpu+AwAApkwp8Uyc9O3hA4mVp4qMBsxfvl2tSvNeSuaLGXm2\nC0KnUySZM3/FAkP3yxVHCuwWv7M4gC6R5K+5BS9lhVfnuNDYN+ytYzFsZ0LS5vnf1BYNRJvS\n+7R/23J9Tk9/vxMGsPNy5V5dwkvpOdyF35Zt+jQAuLvhXL1Mtjs+0e7PFTne7VrV1T7Rar6v\nvsp7pE6meDm7wBjQum/IxTGAGVXaTppOJMlfF03+NcCtB8t3ypQ0HvDXjwBuocW0de5A/HLR\nhAnfMszWysp3HM7DUqUfachBgdN2DQ4/LSpSyPojW67m5jiPqzeU2Z7vsqWMx4PjVKThCRy4\nhYZuE0l9nZCUZbdO8Lf7zGDYYU3cnvScO5etuIPq/4iYNXMWzJy1dcf2pNbm6aY+ub8ciT5K\n1M0vsMcf6dh2zvjBguxOYgJkd+KXH6DdSRDI2hryXBVuNhJOF4dhjFzOaePcU2ewQfuGRUyL\n27Pfbm/1MF00DQAJJJFKkvPksnRRhL64ZH2t9MN3BbxCz+SpzsuuPOVwHnc4u1nWhBMUx8Vz\nbIZItFAuVQ8K7RgZ5o7mtj1WHn9fQwNIb9L26/Z8hQUNg40MObFqzcb5y5/nBi5AxLGTLEYF\nzWAALAY4BxyAhSTPKNSDSx9u1WmeTdYP3truNvY119awJjNus2Acx8jluEqTlJ2TkqBfWttQ\n4fQvN0mOvbWlfklvZ7LTleBxWAmqVSKrUihfySrsCr9idKG/Zg8M6aye8ZfepEO+I+md+bfu\n/GmyVUpjmJESGShRtUJlI8hASXVfHv5W4mF3JCa6cdJCkA6SVNIeOUOTLLuh6VyCa+Cp7dHp\n102fx3P30EcKRb6VkVoyyIK7xWK5vfJss0hsxwiaIEiWldFMstv51wlZUxOC5Yn2WCx7m5va\nnK52mmYASyCIFBE1MzExRz/E1fm14yceoaQA4XWYXWjo/uDYPp0nqu5wnFRm/eVvPzl1uq21\nSep0Kt0uBgOzWOqRy+ZNLi5JCtbvoc/Ue2DXbsJuFTOMhKUdBOkiKE6pWrhs+X+d7o3tnQJ+\nH9uYGH9PQnjbx8juJAKQsIsJkLDzCxJ2flEoFG63230x2mpFA97bI//PqwIu6J6/2DVvsff/\nBEFotVqXy2WxDM/kc7Pc1Q3Nh+xhd72c19fz+eHdkogcgLtEknnzLm2Rht069had5vmURF4j\nm1q/MI96fYBfVeeS9lTOftqqPu87ktSwasLpn2Hs8PBbkFKJs99t51MmckylXT53md/AXjA4\nAAw0BPFlbkbOCC3r1Qo2m83hEKwX6hsnT/yOiDAjbabR8NWhXZH9pnlhdfG2OzZEPN2HTqcz\nGAZqkj4zW9Y3tUW/rI9/paf8SB2eSkPCLgJQ8QQCgRgL2Lh4Vh1GYWNI6OwJfIb9tq0jAlWX\n6bBtObY34nut3u388NheGRt2qvhbBuPrBiOfkcsUgvlQBMKvqjPrqo4v/o1P1WEcnl15a97J\nu8NSdRNsVj6qrkMsWTtjYdiqDvpjTEaGuamx1Rwoh0E49p6v3YhFvmtZrtH9org0mgugcwui\nmR6IhXK5KPD+dbgQGLZIEfZXHUQEIGGHQCDGCDrXn7NGRHByBRN0g8nLN1bbe8ZIHINfPHMs\nnl9eXSCmmvseOF8VwcQn2rua3aE3IlYpFaP38b3Q1OdX1XWn7Tk9/1GPuF96ErRs4qFHI+gV\ndmVnC5/L+F3RtDaJNBojwnMu9x+7hOnRFwg37fmV0eaKLsP1vZSs7frUSGdjnllzozl7IFQE\nPl8umBSbI5PqArQbRggLEnYIBGKM8EyZIdhSU2dAqERsloNnOiK5qS/o67qsW4AdqHvrqyPo\nSe/iuD92hS6FTqLIbDEFEKUBsx/8SjoArrHw3bMznmPx/hwAqS156p6/6Dpnjhwa0qxuWW9H\nyMs4qtZtSc4AiDbFa3OfqZ6HUI6Y109VtAjRwezhwhI6otoCVhfHykYrErZSKVhg+BLhlkIE\nBwk7BAIxRrAJes/kkujX4eQK98zQIYqvrNbTAcoLgvNQbSSRtpFIGWZDA992AoPZYjSFDNo5\nOa7NwwAIW2ocsFSicvYzTQXv+Y6oeyeV7PmLzDK831SZWsvHgvj3BdNCjvmLQC1K3Sz39x6e\nXtZhQzPM/8OEMZeokSs/TQzbxRAAHKt/LMgF+OWkXTC3qcqI/hgREYCEHQKBGDtcC5Zx0mhd\nT51LLuV4OEpsN0Viiaym3Yt6uyKY6Jcf8dtzHMkOS4gUtG8tNoegLp6Btl9d0p5TCx4cXACb\n1LCqeP/TlHt4Hzn+XSWqlCF60DkIYmdC6K12nnxuto5SkeDhpkbe5iah+SQx7N1YJnsCm5gs\n1AUMX5zjvgz1e8ifnRarm/0eF2t+j0DCDoFAjB2cUun40bVcFKk27tI59MTikMNYDr6K6J60\nsrtDxAkmmHLtlkJrJEl+O0aU9w7jS4uQJbEBtl+9pRL3WtV13h8xDs89fVe4pRIjoTHsuDLY\n+N26RJtw+VidNH1cuMjTYHZ28/IP58mXCclh7caySpX96nUCXsAwyh1OAw9fbp6YGfYAcn4Y\nE5CwQyAQYwqTlulcdSVHRLKB5Smc5Fq8nM/IHobujeieVGQ1RTArCBO9C44MVQQNXpx1hrCz\nqXYJ5ncTSNV1Znx1av7DHnH/C0J6FJMPPJlSt2bkyAg6wH6UmhHk0cpBLcsEoXp07IHOChqB\n6qNE7WK+8WxOInGsvyt6W/IgnBV681TAX1pEEFDnCQQCMdbQE4sdao304y1YOA3v3QuWuuYs\nCFkz4aW/K2U4VrFeUpyCeZsBgBPHG6RyAH+XEfTCemjaw3FB+vB20MK03fSr6jiMbSh6uyXv\nQ98RqS154sHHZFY/SWARqDoAOCsPthvbLhGgHGEwo9SltD3MFr2hF5RI03kU3LAJibab7gBy\ndO/ggr9onbRg8T9EEJCwQyAQFwEmNd22/mfifd9RFSdCtmFlUtJcS1cwKWGklvdvIYVfWBAn\nXGjn4YKSl7Py3RHFVFgAI8MmkAF1Q2/Uwi5QoG5kVwlt99TC8gdJj58un5GpOgDoCFpJ2iMS\nuJlVj0A6eBi9EQWeg9Ad6olzBOmZu8A1d5Gw5/WLgPuwXrrHRUOB2AcJOwQCcXHg5Arniivc\npXOoihPkuWrc0DN8gFTK5OR5CifROWEb4GkizdDqC7/p1kiMJDV7wcpGaeT+DhiAOqgi1BKE\nI3wDZB+BVJ1T3nFm9lN2ZZPvSARdJfgQH7RRm07onVPt6Dio6Vi6E4TUoGqFkjNQGO1HALEK\nJZNf5Fy8fLQDdT40hMD7vNqxuvIfOOhVRiAQFxNWF+dadIlr0SWY2YRbzLjFzNE0J1dwSiWr\ni484hSgp0ltIe9SeZBVK9aJ5l9qj26SLI4ngpv+JJNkW6U5ZIFVniquomvWsR9Rf7YGxZO7p\nu5IbLhs5skwVlaoDgCJbsJqSJLeQG+IAkEyNys0ukaGFsca5QNzSS606Hd7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+0TpY8jrvQU38krmXbEv0/wL6JdnljPSSAixIxtA2Gicf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6zWgY6LmMdNvvlPrLMjwtWkUvr2DdwgPx2ZTEZcVGkbovNEjIOE3fgGCTu/hBR2M0yG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\neh8zTkAZWmV7O5o8TXVgr9h8dqw3+MZPxhotBrwqfdWqtFWBpDqzO3X2v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BCAGT/ZM/vycEaIFDyv3rpJQh9m7/kX+yZPjcSMgqMIOwko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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggplot(data = sat.dat, aes(x=ACT, y=SATV)) + \n", "geom_point(size=7, aes(color=gender)) + \n", "geom_smooth(method='lm', color='green')" ] }, { "cell_type": "markdown", "id": "f2d69927", "metadata": {}, "source": [ "# BUILDING YOUR PLOT IN A SERIAL WAY\n", "\n", "Finally, one of the nicest things of ggplot -and tidyverse in general- is that you can save your results in variables and build graph on top of that variable. This can be useful if you want to reuse parts of the same plot. In that way you don't need to be repeating the same code again and again." ] }, { "cell_type": "code", "execution_count": 150, "id": "7096ae8c", "metadata": {}, "outputs": [ { "data": { "image/png": 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5ike7rmF/7ng5d+Ypw+pu0G6YkP/uz0ANL8nnvb9oFdp7b6cvrom1OPt+3szi9P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\nv9UDTemmjgiMAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "my.plot<-ggplot(data = sat.dat, mapping = aes(x=ACT, y=SATV))\n", "my.plot" ] }, { "cell_type": "code", "execution_count": 153, "id": "36aa1e54", "metadata": {}, "outputs": [ { "data": { "image/png": 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L3AZIXw4py7v8Gm4qFA0x+j81KguZWZXQLNDGZ6wUVZjq5YYLKWBJgMTnJa0p1U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\nSYwQJD3lDZBeZbNGqUiQKkg0Tpzc6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L3AZIXw4py7v8Gm4qFA0x+j81KguZWZXQLNDGZ6wUVZjq5YYLKWBJgMTnJa0p1U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\nAYnIQkAishCQiCwEJCILAYnIQv8BEH594aLAZLkAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "my.plot + geom_point()\n", "\n", "my.plot.points<-my.plot + geom_point()\n", "my.plot.points" ] }, { "cell_type": "markdown", "id": "662fb38d", "metadata": {}, "source": [ "This is very useful when one, for example, wants to add different geometries to the sample plot. For example, what if we want to add a line to the previously saved plot:" ] }, { "cell_type": "code", "execution_count": 154, "id": "4df8f009", "metadata": {}, "outputs": [ { "data": { "image/png": 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8eY/s6xW7du3bZt20QikeLh0KFDt2zZQt0Io0bV1hy7t2/fDh48WNlBwcLCYteu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\nvvHGG7fffntSUpIsLQHwNgQ7OSk80jl3Cfvku0irzbVMnUhJzL9tWI5eJ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8eY/s6xW7du3bZt20QikeLh0KFDt2zZQt0Io0bV1hy7t2/fDh48WNlBwcLCYteu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\n4v8BIucKkcyga0IAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "my.plot.points + geom_smooth(method='lm')\n", "my.plot.points.line<- my.plot.points + geom_smooth(method='lm')\n", "my.plot.points.line" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 5 }