{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Uvfqtn2gkdHq" }, "source": [ "## 실습에 필요한 데이터 파일 다운로드" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 259 }, "colab_type": "code", "id": "YWQN_AwokdHr", "outputId": "eb33a1bd-9f0e-421a-e69c-194b754bd080", "scrolled": true }, "outputs": [], "source": [ "directory = 'data/house_price.csv'" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "FexIsKHlkdHv" }, "source": [ "## 기본 import" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": {}, "colab_type": "code", "id": "EhBeOJ9o1Stx" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "lkohJDB1kdHz" }, "source": [ "## 구글 코랩 (Colab) 한글 폰트 깨짐현상" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "lsmK--NdkdHz" }, "source": [ "- 구글 코랩 (Google Colab) 에서 한글 폰트 깨짐 현상이 발생합니다.\n", "- 이는, 코랩에서 **한글 폰트**가 설치가 안되어 깨지는 현상이 발행하는 것입니다.\n", "- 따라서, 한글 폰트를 설치 해주면, 깨짐 현상이 해결됩니다.\n", "- 네이버가 제공하는 *나눔 고딕* 폰트를 설치하도록 하겠습니다." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "id": "PsK55vWPkdH0" }, "outputs": [], "source": [ "df = pd.read_csv(directory)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 679 }, "colab_type": "code", "id": "LNRYRPqnkdH3", "outputId": "289b3f31-85de-4b37-acd2-85420ffa2b8a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 50672 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 46020 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 50900 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 48516 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 50577 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 44032 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 50672 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 46020 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:176: RuntimeWarning: Glyph 50900 missing from current font.\n", " font.load_char(ord(s), flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 48516 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 50577 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 44032 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 674 }, "colab_type": "code", "id": "aGy1qftLkdH5", "outputId": "c3bc2465-574e-4274-c2e1-36da5b44b7c8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading package lists... Done\n", "Building dependency tree \n", "Reading state information... Done\n", "fonts-nanum is already the newest version (20140930-1).\n", "The following packages were automatically installed and are no longer required:\n", " linux-headers-4.4.0-31 linux-headers-4.4.0-31-generic\n", " linux-image-4.4.0-31-generic linux-image-4.4.0-59-generic\n", " linux-image-extra-4.4.0-31-generic linux-image-extra-4.4.0-59-generic\n", "Use 'sudo apt autoremove' to remove them.\n", "0 upgraded, 0 newly installed, 0 to remove and 158 not upgraded.\n", "/usr/share/fonts: caching, new cache contents: 0 fonts, 1 dirs\n", "/usr/share/fonts/truetype: caching, new cache contents: 0 fonts, 2 dirs\n", "/usr/share/fonts/truetype/dejavu: caching, new cache contents: 21 fonts, 0 dirs\n", "/usr/share/fonts/truetype/nanum: caching, new cache contents: 17 fonts, 0 dirs\n", "/usr/local/share/fonts: caching, new cache contents: 0 fonts, 0 dirs\n", "/home/ubuntu/.local/share/fonts: skipping, no such directory\n", "/home/ubuntu/.fonts: skipping, no such directory\n", "Re-scanning /usr/share/fonts: caching, new cache contents: 0 fonts, 1 dirs\n", "Re-scanning /usr/share/fonts/truetype: caching, new cache contents: 0 fonts, 2 dirs\n", "/var/cache/fontconfig: cleaning cache directory\n", "/home/ubuntu/.cache/fontconfig: not cleaning non-existent cache directory\n", "/home/ubuntu/.fontconfig: not cleaning non-existent cache directory\n", "fc-cache: succeeded\n" ] } ], "source": [ "!sudo apt-get install -y fonts-nanum\n", "!sudo fc-cache -fv\n", "!rm ~/.cache/matplotlib -rf" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "bXzU92tYkdH8" }, "source": [ "## 상단 메뉴 - 런타임 - 런타임 다시 시작 클릭" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": {}, "colab_type": "code", "id": "NPEuqZ5lkdIA" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "\n", "plt.rcParams[\"figure.figsize\"] = (10, 7)\n", "plt.rc('font', family='NanumBarunGothic') " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 860 }, "colab_type": "code", "id": "5NYFtxQPkdIC", "outputId": "c71c812e-88bd-4bca-afc4-09f832fff6ee" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(directory)\n", "df.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# matplotlib.pyplot" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "nVQ2W5GwGFdF" }, "source": [ "## matplotlib.pyplot의 기본적인 canvas 그리기와 스타일링 예제" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "K4ADGuInGFdG" }, "source": [ "[pyplot 공식 도큐먼트 살펴보기](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.plot.html#matplotlib.pyplot.plot)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "GkGouwwqGFdE" }, "source": [ "본 튜토리얼은 matplotlib의 가장 기본적인 튜토리얼을 제공합니다.\n", "\n", "다양한 옵션값과 스타일 기본 설정법을 배울 수 있습니다." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": {}, "colab_type": "code", "id": "qHwFikQskdIM" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": {}, "colab_type": "code", "id": "lBq9c3EhkdIO" }, "outputs": [], "source": [ "plt.rc('font', family='NanumBarunGothic') \n", "plt.rcParams[\"figure.figsize\"] = (10, 7)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vwcLlG7T8sge" }, "source": [ "## 1. 밑 그림 그리기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "dn7seT4PORuJ" }, "source": [ "### 1-1. 단일 그래프" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "-ZY4d-KzOV1x", "outputId": "dc02ed1e-0b99-42db-a2ec-3a73aeb4d6dc" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## data 생성\n", "data = np.arange(1, 100)\n", "## plot\n", "plt.plot(data)\n", "## 그래프를 보여주는 코드\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "YHnd-q-1OWZ5" }, "source": [ "### 1-2. 다중 그래프 (multiple graphs)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Jt27HmAvP1z_" }, "source": [ "1개의 canvas 안에 다중 그래프 그리기" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "5MWtBy0BPsJa", "outputId": "93e54e2c-573a-49aa-b41e-a14fa3f3c50a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.arange(1, 51)\n", "plt.plot(data)\n", "\n", "data2 = np.arange(51, 101)\n", "# plt.figure()\n", "plt.plot(data2)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Jnl60DT0QGrJ" }, "source": [ "2개의 figure로 나누어서 다중 그래프 그리기\n", "* figure()는 새로운 그래프 canvas를 생성합니다." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 839 }, "colab_type": "code", "id": "Bi3EryvdPtmC", "outputId": "454770ef-5b11-41ad-81c4-15292da57175" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.arange(100, 201)\n", "plt.plot(data)\n", "\n", "data2 = np.arange(200, 301)\n", "# figure()는 새로운 그래프를 생성합니다.\n", "plt.figure()\n", "plt.plot(data2)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "xSKboQh0P0eq" }, "source": [ "### 1-3. 여러개의 plot을 그리는 방법 (subplot)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "dxxQlM38QUyh" }, "source": [ "subplot(row, column, index)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "f-P6AvAlQTZZ", "outputId": "88631e5a-83f3-48c2-b057-cf0590179e31" }, "outputs": [ { "data": { "image/png": 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8xDk3A/SZ2YvEg9YQ8ZD1quLE2hs45/YRvzxIa2urm8MMIiKLXjga44VXBgkkijivDE9iBu+sKeXPHmrC7/NYX6kiTpHFYi6h6ijwMPAPZpYPvAM4lVh/BHgmsbk97JwbSdqkIiJLwPh0hMOn4jcqPniyl5HJMFkZaWyrr+APdtfT1uxRWZid6jFFZA7mEqr+L+BBMzsORIC/dM6FzOy7wHfM7AiQRuLynojIctc7OsWBrl4CnT08c3aAmUiMkrxM2pqraPd5bGuoJF9FnCKL3qz+FjvnDgGHEh/HgC+9yWsmgY8ncTYRkUXrTO9Y4v56Pbx0aRjnYE1ZLp/YvJb2Fo/WtaVkqIhTZEnRP41ERJIgGnOcuDQU3x/VGeJcf/w9OnevKuYP92zA7/Noqi5UEafIEqZQJSIyR1PhKM+c6Y8XcXaF6B+bISPN2FJXzqcerGVPs8fKktxUjykid4hClYjI2zA0PsPBk/EizqdP9zExE6UgO+NGEefOxiqKczNTPaaIpIBClYjILVwanEjUHvTwwvkhojGHV5TNBzetor2lmgfWl5GdoSJOkeVOoUpE5HWcc3RevU6gs4dAMMTJnlEANngF/N6OOvw+j7tXFauIU0ReQ6FKRIR4EefPzw3SEeyhIxji6sgUaQata8v42nub2dPsUVuRn+oxRWQBU6gSkWVrbDrC4e4+AsEefnayl+tTEXIy09jWUMmX/Btoa6qivEBFnCIyOwpVIrKshK5PJfqjQhw7O8BMNEZZfhbvbqnGnyjizM3S/igRefsUqkRkSXPOcTpRxBkIhvjlpWEA1pbn8Ttb1+L3VXPv2lLStT9KRG6TQpWILDnRmOMXF4cIdMb3R50fmADgntXFPPnuRvw+j4aqAhVxikhSKVSJyJIwORPl6Jl+Ap09HDzZy8D4DJnpxta6Cj67bT17mj2qi3NSPaaILGEKVSKyaA2Oz3CgK35Z78jpPqbCMQpzMtjdVIXf57FjQyWFOSriFJE7Q6FKRBaVCwPj8f1RnSGOXxgk5mBFcQ4fbl2D31fN/evKyMrQjYpF5M5TqBKRBS0Wc/z6ysiNd+x1h+JFnE3VhTy+qx6/r5q7VhVpf5SIpJxClYgsODORGMfODdwo4gxdnyY9zbivtpR/8z4ffp/HmrK8VI8pIvIaClUisiBcnwrzs8SNig919zE2HSE3M50dGyppb/HY1VhFaX5WqscUEXlLClUikjJXhyfZ3xW/rPfcuQHCUUdFQRbve8cK/D6PB+sryMlUEaeILA4KVSJyxzjnONkzemN/1K+vjACwriKfzzy4jvYWj41rVMQpIouTQpWIzKtINMbxC0MEOkN0dPVwaXASgE01JfzJexpp91VTX1WQ4ilFRG6fQpWIJN3ETISnT/XTEQxx8GSIoYkwWRlpPFhXzu/tqGePr4qqQhVxisjSolAlIknRPzYdL+LsDHH0TD/TkRhFORm0NXv4fR7bN1RSkK1vOSKydOk7nIjM2bm+f71R8S8uDuEcrCrJ5aP319Du87hvXRmZ6SriFJHlQaFKRGYtFnOcuDx8Y6P5md4xAFpWFvFEWwN+n4dvhYo4RWR5UqgSkd9oKhzl2NkBAsEQ+7tC9I3GizgfWF/GJzbXsMfnsbpURZwiIrcMVWbWCHwPuOic+8hN6znAceCfnHN/YWaZwDeBZsABX3DOvTw/Y4vIfBqZCHOwO3426nB3H+MzUfKz0tnRWEm7r5pdjVUU5+lGxSIiN5vNmarNwDeAD7xu/a+AjpsePwpEnHPbzGwjsA/YmpQpRWTeXR6aYH9if9TPXxkkGnNUFmbzyMZVtLd4bK0rJztDRZwiIm/llqHKOfeUme28ec3MNgNVwPeBV59rA76d+JwTZlZuZvnOufHXf00z2wvsBaipqbmN8UVkrpxzBK9dj2807wwRvHYdgPqqAh7bvh6/z+Oe1SWkqYhTRGRW3vaeKjPLBv4a+BBwz01PVQD9Nz3uByqBN4Qq59w+4meyaG1tdW93BhGZm3A0xguvDBJIbDS/MjyJGdxbU8qfPdSE3+exvlJFnCIiczGXjep/Cfydc27ode/wGQKKb3pcnFgTkRQan45w+FRfooizl5HJMNkZaWxrqOCJtgZ2N1dRUZCd6jFFRBa9uYSqu4FaM/sEsAooNbMQcBR4BHgmsbk97JwbSd6oIjJbvaNT7A/20hHs4ZkzA8xEY5TmZbKn2aO9xWNbQwV5WXrzr4hIMr3t76rOufe++rGZfQqodc79vZnlAt8xsyNAGok9UyJyZ5zpfbWIs4cTl4ZxDtaU5fLolrX4fR6ta0vJUBGniMi8mVWocs4dAg69yfr3b/p4Evh4kuYSkVuIxhwnLiVuVBwMca4/vn3x7lXF/NGeDfhbPBq9QhVxiojcITr/L7KITIWjPHOmn0BniAMnQ/SPzZCRZmypK+fTD9ayx+exojg31WOKiCxLClUiC9zQ+AwHT/bGizhP9TEZjlKYncGOxkr8Po9dTVUU5aiIU0Qk1RSqRBagS4MTBIIhAp09HL8wRDTmqC7K4UP3rsbv83hgfTlZGdofJSKykChUiSwAzjlevnKdjmAPgWCIkz2jADR6hXxhZx1+n8fdq4q1P0pEZAFTqBJJkZlIjOdfGSQQ7KEjGOLayBRpBq21ZXztvc34fR5ry/NTPaaIiMySQpXIHTQ6FeZQd7yI82fdvYxORcjJTGN7QyV/5N9AW7NHWX5WqscUEZE5UKgSmWc9I1N0dMVrD46d7SccdZTnZ/HQXdX4fdW8q76C3CzdqFhEZLFTqBJJMuccp18t4uzs4ZeX4zcWqC3P49MPrsPv83hnTSnpulGxiMiSolAlkgTRmOPFC0M3NppfGJgA4J41JTz57kbafR71VQXaaC4isoQpVInM0eRMlCOn+wgkblQ8OD5DVnoaW+rK+dy29fh9Hl5RTqrHFBGRO0ShSuRtGBib5sDJXgKdIY6e6WMqHKMwJ4PdTVX4fR47NlRSqCJOEZFlSaFK5BbO94/TEYxvND9+YZCYgxXFOXy4dQ3tLdXcv66MTN2oWERk2VOoEnmdWMzxqysj8f1RnSFO944B0FRdyOO7G2j3ebSsLNL+KBEReQ2FKhFgOhLl2NkBOoIh9neFCF2fJj3NuK+2lI/e78Pv81hTlpfqMUVEZAFTqJJla2QyzKHuXgLBEIe7+xibjpCXlc72hkraWzx2NVZRqiJOERGZJYUqWVauDk+yvytEoDPEc+cGiMQcFQXZvO8dK2hv8dhaV0FOpoo4RUTk7VOokiXNOcfJntF4EWewh5evXAdgfWU+n03UHmxaU0KaijhFROQ2KVTJkhOJxnjh/NCNIHV5aBIz2LSmhK881MSe5ngRp4iISDIpVMmSMDET4elT/QSCPRw82cvwRJisjDTeVV/B47vqaWv2qCzMTvWYIiKyhClUyaLVNzrNgcSNio+e6Wc6EqM4N5O2piraWzy2NVSSn60/4iIicmfoJ44sKuf6xggkijh/cXEI52B1aS4f21yD3+dxf20ZGSriFBGRFFCokgUtFnOcuDxMoDNER7CHs33jALSsLOJLbRvw+zyaVxSqiFNERFJOoUoWnKlwvIgzkCji7BudJiPNeGB9OZ/cUssen8eqktxUjykiIvIatwxVZtYIfA+46Jz7iJlVAv8JqAHyge875/4PM8sEvgk0Aw74gnPu5fkbXZaSkYkwB7vjl/UOd/cxPhMlPyudnU1VtPs8djZWUZyrGxWLiMjCNZszVZuBbwAfSDyuBP6jc+5lM8sFXjGzbwKPAhHn3DYz2wjsA7bOx9CyNFwemrhxo+KfvzJINOaoKszmtzatot3nsaWunOwMFXGKiMjicMtQ5Zx7ysx23vQ4eNPT5cBl55wzszbg24nXnDCzcjPLd86NJ3toWZycc3RevX4jSAWvxYs4G6oKeGx7vIjzntUq4hQRkcVpznuqzCwfeAr4bGKpAui/6SX9xM9qvSFUmdleYC9ATU3NXEeQRSAcjfH8K4M3gtSV4XgRZ+vaUr76cBN+XzXrKvJTPaaIiMhtm1OoMrNC4MfAXzrnTiSWh4Dim15WnFh7A+fcPuKXB2ltbXVzmUEWrrHpCE+f6iPQGS/ivD4VITsjjW0NlTzR1sDu5ioqClTEKSIiS8vbDlVmVgz838C/dc4dvumpo8AjwDOJze1h59xIcsaUha73+hT7u3oJBHt49swAM9EYpXmZtLdU4/d5bGuoIC9LbzYVEZGlay4/5f4caAL+4qZuoI8D3wW+Y2ZHgDQSl/dkaXLOcbZvjH/pjF/WO3FpGICasjw+uWUtfp/HvWtLVcQpIiLLhjmX2qtvra2t7vjx4ymdQWYnGnO8dHHoRqP5K/3x7XLvWF1Mu8/D76tmg1egIk4REVmyzOxF51zrmz2n6zHyG02Foxw93U9HoohzYHyGzPR4EednHowXca4oVhGniIiIQpW8weD4DAdP9hLo7OHI6X4mw1EKszPY2VSF3+exs7GSohwVcYqIiNxMoUoAuDgwQSDYQyAY4vj5QWIOqoty+NC9q/H7PB5YX05WhvZHiYiIvBWFqmXKOcevr4zQEQwR6AzRHRoFoKm6kN/fVY/f53H3qmLtjxIREZklhaplZCYS47lzAzeKOHuuT5FmcF9tGV97bzPtvmpqyvNSPaaIiMiipFC1xF2fCnOou4+OYIhDJ3sZnY6Qk5nG9oZKvuzbQFuzR1l+VqrHFBERWfQUqpagayOT7A+GCARDPHdugHDUUZ6fxUN3V+P3VfOu+gpys3SjYhERkWRSqFoCnHN0h0bp6AzR0RXiV5fjRfa15Xl8+sF1+H0e76wpJV03KhYREZk3ClWLVCQa48ULQ/GN5sEQFwcnANi4poQn391Iu8+jvkpFnCIiIneKQtUiMjkT5enT8f1RB7pCDE2EyUpPY2t9OY/tWM+eZg+vKCfVY4qIiCxLClUL3MDYNAe6egkEQxw908dUOEZRTga7m6rw+6rZ0VhJQbYOo4iISKrpp/ECdL5/PHFZr4cXLwwRc7CyOIeP3FeD3+dx/7oyMnWjYhERkQVFoWoBiMUcv7oyQqCzh45giNO9YwA0ryjiD3Y34Pd5tKws0v4oERGRBUyhKkWmI1GOnR0gEAyxPxiid3Sa9DRj87oyPra5hj3NHmvKVMQpIiKyWChU3UEjk2EOdfcS6Axx+FQfY9MR8rLS2dlYid/nsauxipI8FXGKiIgsRgpV8+zK8KtFnD38/NwgkZijoiCb99+zknafx5a6cnIyVcQpIiKy2ClUJZlzjq5rozc2mndevQ5AXWU+n9u+Hr/PY+PqEtJUxCkiIrKkKFQlQSQa4/nzgzduVHx5aBIzeGdNKV95qAm/z6OusiDVY4qIiMg8Uqiao/HpCE+fShRxnuxlZDJMVkYa2+oreHxXPW3NHpWF2akeU0RERO4Qhaq3oXd0igNdvXQEQxw9089MJEZJXiZtzVW0+zy2NVSSryJOERGRZUkJ4BbO9o0R6AzREezhpUvDOAdrynL5xOa1+H0e99WWkqEiThERkWVPoep1YjHHS5eGCQTjRZzn+sYBuGtVEX+4ZwN+n0dTdaGKOEVEROQ1FKqAqXCUZ8/2E+gMsb+rl/6xaTLSjC115Xxqay17mj1WluSmekwRERFZwJZtqBqemOHgyfj+qMOn+piYiVKQncGOxkrafR47G6sozs1M9ZgiIiKySNwyVJlZI/A94KJz7iOJta8DuwAD/sw5d8jMMoFvAs2AA77gnHt53iafg0uDEzdqD54/P0g05vCKsvngplW0t1TzwPoysjNUxCkiIiJv32zOVG0GvgF8AMDMdgMbnXNbzWwlcNDM7gIeBSLOuW1mthHYB2ydp7lnrbtnlP/v19foCIbouhYv4myoKuDzO9bj91XzjlXFKuIUERGR23bLUOWce8rMdt601Ab8JPHcVTO7ADQm1r+dWD9hZuVmlu+cG3/91zSzvcBegJqamtv+RfwmP3zhIt9/9jyta0v56sNN+H3VrKvIn9f/p4iIiCw/c9lTVQEcu+lxP1CZWO9/k/U3hCrn3D7iZ7JobW11c5hh1j6/o47Hd9VTXqAiThEREZk/cwlVQ0DxTY+LE2tvtZ5SXlFOqmk2tFUAACAASURBVEcQERGRZWAurZVHgUcAzKyC+KW/7tetNwJh59xIkuYUERERWdDmcqbqn4F2M3uWeCh7wjk3ZWbfBb5jZkcS63uTOKeIiIjIgjarUOWcOwQcSnwcA774Jq+ZBD6exNlEREREFg3dtE5EREQkCRSqRERERJLAnJvXRoNbD2DWB1yY5//N6+seZGHQcVl4dEwWJh2XhUfHZOG5U8dkrXOu8s2eSHmouhPM7LhzrjXVc8hr6bgsPDomC5OOy8KjY7LwLIRjost/IiIiIkmgUCUiIiKSBMslVO1L9QDypnRcFh4dk4VJx2Xh0TFZeFJ+TJbFnioRERGR+bZczlSJiIiIzCuFKhEREZEkWPKhysweN7NjZvacmX041fMsR2aWb2bfNLPDZvaCmf11Yv3rZvZs4vjsTPGYy5LFdZjZ9xOPdUxSzMzWmtmBxHE4amY5Oi6pZWa5ZvaPZvZM4nvYXyXWdVzuMDNrTPye//CmtTccBzPLNLN9ZnbEzJ42s7vuxHxzuaHyomFmdcBngAeAbOB5Mws454ZSO9myUwz8wDl31MzSgC4zexnY6JzbamYrgYNmdpdzLpLaUZedLwAvA6Vmthsdk5Qys3TgR8CnnXNdicc70HFJtU8BQ865jyWOybNmNoKOSypsBr4BfADgrb5vAY8CEefcNjPbSHwT+9b5Hm6pn6naDfy/zrkZ59wo8DR34DdVXss5d9U5dzTxMB+YAe4FfvLq88Rb9RtTM+HyZGa1wHuB/5JYakPHJNUeArqBr5vZM8DvoeOyEPQAJYlAlQekA+9Ex+WOc849Rfx4vOqt/n60AT9OrJ8Ays0sf77nW+qh6vWV9f3Am1bLy/xLfEN6CngSKEDHJmXMzIj/a+8PgFhiWX9fUq8JaAZ+B2gHPk38H4I6LinknPt/iP++nwNOA98CxtBxWQje6vtWSr6fLfVQNUT80tOrihNrcoeZWSbwD8CPnHM/Rccm1T4P/Itz7uxNazomqRclfnZ91Dk3DuwHatBxSSkzewwwYD1QC7wfuA8dl4Xgrb5vpeT72VIPVUeBh80s3cxygZ3A86kdafkxsyzgh8R/WLy6ufAo8Eji+Qrip2u7UzPhsnQfsD2x2fO/Et+3M4GOSaodBXYmvmdlAA8C30PHJdUagYvOuahzbor45Scdl4XhrX6W3LzeCISdcyPzPcyS3qjunHvZzP4H8CzggP/knLuW4rGWo88SD7TliX/xAXwZCJnZs8TD/ROJb1ZyBzjnPvPqx4l3y3wK+HfA/65jkjrOuRfMrAM4DkwT/8fIN9BxSbW/Bb5nZh8k/nPzPPB/Ag06Lin3z0D764+DmX0X+I6ZHUms770Tw6hRXURERCQJlvrlPxEREZE7QqFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSQKFKREREJAkUqkRERESSICPVA1RUVLja2tpUjyEiIiJySy+++GK/c67yzZ5Leaiqra3l+PHjqR5DRERE5JbM7MJbPafLfyIiIiJJoFAlIiIikgQKVSIiIiJJcMtQZWYlZvZjMztmZs+Z2R8l1r9uZs8m1ncm1jLNbJ+ZHTGzp83srnmeX0RERGRBmM1G9WzgL5xzQTPLALrM7DKw0Tm31cxWAgcTAepRIOKc22ZmG4F9wNZ5m15EREQECF2foqowGzNL2Qy3DFXOuRAQSjysBCLAZuAnieevJnbCNwJtwLcT6yfMrNzM8p1z4/MxvIiIiCxPzjm6Q6N0dIbo6Arxq8sj/PMXt+FbWZSymWZdqWBm/wHYC/wp0Ar03/R0P/HAVfEW668JVWa2N/G1qKmpmcvcIiIissxEojGOXxiiIxiiIxji4uAEABvXlPAn72mkoiArpfPNOlQ5575iZv8W+CkQBopveroYGEr892brr/9a+4hfGqS1tdW9/bFFRERkOZiYiXDkdD+BzhAHT4YYmgiTlZ7G1vpyPr+jjj3NVVQV5aR6TGAWocrMGoFB51wfMAGMEL/E9zHgv5tZBfFLf93AUeAR4JnE54WdcyPzNbyIiIgsPf1j0xzs6iUQ7OHI6X6mIzEKczJoa6rC76tmR2MlBdkp7y9/g9lMNA38FzOrBPKIB6f/AbSZ2bPE30H4hHNuysy+C3zHzI4k1vfO09wiIiKyhLzSP05HsIdAZ4gXLw7hHKwqyeWj99fg93ncv66MzPSF3QQ1m43q54GPvMlTX3yT104CH7/9sURERGQpi8Ucv7oyQqCzh45giNO9YwD4VhTxxd0NtLd4+FYUpfTdfG/Xwjt3JiIiIkvSdCTKsbMDBIIh9gdD9I5Ok55mbF5Xxsc217Cn2WNNWV6qx5wzhSoRERGZNyOTYQ519xLoDHH4VB9j0xHystLZsaGS9haPXY1VlOSl9l17yaJQJSIiIkl1dXjyRu3Bc+cGiMQcFQXZvP+eFbT7qtlSV05OZnqqx0w6hSoRERG5Lc45uq6NxoNUVw8vX7kOQF1lPp/dtp72Fo+Nq0tIS1s8+6PmQqFKRERE3rZINMbz5wcJdMbPSF0ZnsQM3llTylceasLv86irLEj1mHeUQpWIiIjMyvh0hKdP9REIhjh4speRyTBZGWlsq6/gi2317G7yqCzMTvWYKaNQJSIiIm+pd3SKA129BDp7eObsADORGCV5mbQ1V9Hu89jWUEn+AiziTAX9LoiIiMhrnOkdS2w07+GlS8M4B6tLc/n45hrafdXcV1tKxgIv4kwFhSoREZFlLhZzvHRpmEAwXsR5rm8cgLtWFfGltg20t3g0VRcuqiLOVFCoEhERWYamwlGePRu/UfH+rl76x6bJSDMeWF/O72ypZY/PY1VJbqrHXFQUqkRERJaJ4YkZDp6MF3E+fbqPiZko+Vnp7GyK74/a2VhFcW5mqsdctBSqRERElrBLgxN0BEMEgj28cH6IaMxRVZjNBzetwu/z2FJXTnbG0iviTAWFKhERkSXEOUfn1esEEo3mXdfiRZwbvAI+v2M9fl8171hVvOSLOFNBoUpERGSRC0dj/PzcIB3BHvZ39d4o4mxdW8qfP9yM3+dRW5Gf6jGXPIUqERGRRWh0KszhU310JIo4R6ci5GSm8a76Sp5oa2B3cxUVBcu3iDMVFKpEREQWidD1qRs3Kj52doCZaIyy/Cze01KNP1HEmZul/VGpolAlIiKyQDnnONM7RiAYIhAM8ctLwwCsLc/jk1vW0t5Szb1rS0nX/qgFQaFKRERkAYnGHL+4OESgM17EeX5gAoB7Vhfz5Lsb8fs8GqoKVMS5AClUiYiIpNhUOMqR0/10BHs40NXLwPgMmenGlroKfnfbevzNHtXFOakeU25BoUpERCQFBsdnONAV3x915HQ/k+EohTkZ7Gqswu/z2NlYSWGOijgXE4UqERGRO+TCwHiiiDPE8fODxBysKM7hQ/eupr3FY/O6crIydKPixUqhSkREZJ7EYo5fXxm50Wh+KjQGQFN1IY/vqsfvq+auVUXaH7VEKFSJiIgk0UwkxnPnBggEe9gf7KXn+hRpBvfVlvG/vc+Hv9mjpjwv1WPKPFCoEhERuU3Xp8L87GQvHcEQh7v7GJ2OkJuZzo4Nlfh9HrubqijNz0r1mDLPbhmqzCwf+BvgLiAP6AD+DvgeUJRY+65z7u/NLBP4JtAMOOALzrmX52l2ERGRlLk2MnmjiPO5cwOEo46KgiwevnsF7S0eD9ZXkJOpIs7lZDZnqoqBHzjnjppZGtAFlAOHnXN/a2Z5QNDMfgz8FhBxzm0zs43APmDrfA0vIiJypzjn6A6N0tEZ32j+6ysjAKyvyOcz71pHu89j4xoVcS5ntwxVzrmrwNXEw3xgBjhPPFhB/GzVBDAFtAHfTnzeCTMrN7N859z4zV/TzPYCewFqampu/1chIiIyDyLRGMcvDN04I3VxMF7EuammhD99TxN+n0d9VUGKp5SFYtZ7qswsHXgKeJL4JcCfmNkp4qHqU865cTOrAPpv+rR+oBJ4Tahyzu0jfhaL1tZWd1u/AhERkSSamInw9Kn+xI2KQwxNhMnKSOPBunI+v6OOPc1VVBWpiFPeaFahKrFX6ingR865n5rZvweOOed+28yKgH82s4vAEPHLha8qTqyJiIgsWP1j068p4pyOxCjOzWR3U7yIc/uGSgqy9d4u+c1ms1E9C/gB8E/OuR8mlhuBf0x8PAqMAHXAUeAR4BkzawTCzrmRpE8tIiJym17pH79xf70XLw7hHKwqyeWj99fQ7vO4b10Zmekq4pTZm03s/iywEyg3s8cSa38O/Hsz+yLxd/89D/xPIBP4jpkdAdJI7JsSERFJtVjM8cvLwwQS+6PO9MaLOFtWFvFEWwN+n4dvhYo4Ze5ms1H9W8C33uSp7W+yFgE+frtDiYiIJMN0JMqzZwcIdIY40BWid3Sa9DTjgfVlfGJzDXt8HqtLVcQpyaELxCIisqSMTIT5WXcvgWAPh7v7GJ+Jkp+Vzs7EjYp3NVZRnKcbFUvyKVSJiMiid2V4ko7OHjq6Qvz83CCRmKOyMJtHNq6i3eexpa5cRZwy7xSqRERk0XHOEbx2/UZ/VOfV6wDUVebzue3r8fs8Nq4uIU1FnHIHKVSJiMiiEI7GeOGVwRsbza8MT2IG99aU8mcPxYs411eqiFNSR6FKREQWrPHpCE+f6iMQDHHwZC8jk2GyM9LY1lDBF9vq2d3kUVmYneoxRQCFKhERWWB6R6fYH+ylI9jDM2cHmInEKMnLpK25inZfNds3VJCXpR9fsvDoT6WIiKTcmd4xAsF4EeeJS8M4B2vKcvnE5rW0t3i0ri0lQ0WcssApVImIyB0XjTlOXBqK74/qDHGuP36L2LtXFfOHezbQ3uLR6BWqiFMWFYUqERG5I6bCUZ450x8v4jwZon9show0Y0tdOZ96sJY9zR4rS3JTPabInClUiYjIvBkan+HgyV46giEOn+pjMhylIDuDnY2V+H0eOxurKM5VEacsDQpVIiKSVJcGJxK1Bz28cH6IaMxRXZTD/3LvKtp91TywvpysDO2PkqVHoUpERG6Lc46Xr1ynI9hDIBjiZM8oABu8An5vRx1+n8fdq4pVxClLnkKViIi8bTORGD9/ZeBGo/m1kSnSDFrXlvHnDzfj93nUVuSnekyRO0qhSkREZmV0KszhU30EOkP8rLuX0akIOZlpbGuo5I/8G9jdVEV5gYo4ZflSqBIRkbcUuj5FRzBEIBji2Nl+wlFHWX4W72mppr2lmnfVV5CbpRsVi4BClYiI3MQ5x+nesRtB6peXhgGoLc/jU1tr8fuquXdtKenaHyXyBgpVIiLLXDTmePHCEB2JRvPzAxMA3LOmhCff3Ui7z6O+qkBFnCK3oFAlIrIMTc5EOXK6j45giAMnexkcnyErPY0tdeV8bvt69jR7eEU5qR5TZFFRqBIRWSYGx2c40BW/rHfkdB9T4RiFORnsbqrC7/PYsaGSwhwVcYrMlUKViMgSdr5//EbtwfELg8QcrCzO4cOta/D7qtm8voxM3ahYJCkUqkRElpBYzPHrKyMEEvujToXGAGheUcTjuxto93m0rCzS/iiReaBQJSKyyM1EYhw7N3Bjo3no+jTpacZ9taX8m/f58Ps81pTlpXpMkSVPoUpEZBEamQxzqDt+o+JD3X2MTUfIy0pnx4b4jYp3N1VRkpeV6jFFlpVbhiozywf+BrgLyAM6nHNfNbNNwDeBGDDsnHufmWUm1poBB3zBOffyvE0vIrKMXB2eZH9XiEBniOfODRCJOSoKsnn/PSvw+zy21lWQk6kiTpFUmc2ZqmLgB865o2aWBnSZ2TeA/wZ8wDl31cxe/TqPAhHn3DYz2wjsA7bOy+QiIkucc47u0CiBzvhG819fGQFgfUU+v7ttHe2+ajatKdGNikUWiFuGKufcVeBq4mE+MAN8CHgO2GdmJcB/Bn4CtAHfTnzeCTMrN7N859z4fAwvIrLURKIxXjg/FH/HXlcPlwYnMYNNa0r40/c04U8UcYrIwjPrPVVmlg48BTwJvA9YA/w28TNZx8zsEFAB9N/0af1AJTD+uq+1F9gLUFNTM/fpRUSWgImZCE+f6iMQDHHwZC/DE2GyMtJ4sK6c39tRzx5fFVWFKuIUWehmFaoSe6WeAn7knPupmT0E/MQ5NwP0mdmLQBMwRDxkvao4sfYazrl9xC8N0tra6m7vlyAisvj0j03Hizg7Qxw90890JEZxbia7m6po93ls31BJfrbeSySymMxmo3oW8APgn5xzP0wsHwUeBv4hsZH9HcCpxPojwDNm1giEnXMj8zK5iMgic65vjECiiPMXF4dwDlaV5PLR+2tob/G4r1ZFnCKL2Wz+GfRZYCdQbmaPJda+DIyY2XEgAvylcy5kZt8FvmNmR4A0Epf4RESWo1jMceLycGKjeQ9n++I7IVpWFvFEWwN+n4dvhYo4RZaK2WxU/xbwrTd56sU3ee0k8PEkzCUisihNhaMcOztAIBhif1eIvtFpMtKMzevLePSBtezxeawuVRGnyFKkC/YiIrdpZCLMwe74Zb3D3X2Mz0TJz0pnZ2P8RsW7GqsoztONikWWOoUqEZE5uDw0QUcwvtH8+fODRGOOysJsHtm4ivYWj6115WRnqIhTZDlRqBIRmQXnHJ1Xr8f7o4IhgteuA9BQVcBj29fj93ncs1pFnCLLmUKViMhbCEdjvPDK4I137F0Zjhdx3ltTylcfbsLvq2ZdRX6qxxSRBUKhSkTkJmPTEQ5399ER7OHgyV6uT0XIzkhjW0MFX2yrp63Zo6IgO9VjisgCpFAlIste7/UpOrriZ6OePTPATDRGaV4mfl817S0e2xoqyMvSt0sR+c30XUJElh3nHGdvKuJ86eIwADVleTy6ZS1+n0fr2lIyVMQpIm+DQpWILAvRmOPEpaFEEWeIc/3xIs67VxXzZf8G2luq2eAVqIhTROZMoUpElqypcJSjp/vpCIY4cDJE/9gMmenGA+vL+fSDtezxeawozk31mCKyRChUiciSMjQ+w4GTvXQEe3j6VD+T4SiF2RnsbIoXce5srKQoR0WcIpJ8ClUisuhdGpwgEAwR6OzhhfODxBxUF+XwoXtX4/d5PLC+nKwM7Y8SkfmlUCUii45zjpevXKcj2EMgGOJkzygATdWF/P6uevw+j7tWFquIU0TuKIUqEVkUZiIxfv7KAIHO+I2Kr41MkWbQWlvG197bTLuvmppy3ahYRFJHoUpEFqzRqTCHuvvoCIb42cleRqcj5GSmsb2hki+3N7K7qYqy/KxUjykiAihUicgC0zPyr0Wcx872E446yvOzeOjuavy+at5VX0Fulm5ULCILj0KViKSUc45ToTE6gj10BEP88vIIAOsq8vn0g+to93lsqiklXfujRGSBU6gSkTsuGnMcPz9IRzBER1eICwMTAGxcU8KT727k3S0edZUq4hSRxUWhSkTuiMmZKEdO9xEIhjh4spfB8Rmy0tPYUlfO57atx+/z8IpyUj2miMicKVSJyLwZGJvmQFcvgWCIo2f6mArHKMzJYHdTFe2+arZvqKBQRZwiskQoVIlIUp3vH6cjGCIQ7OHFC0PEHKwszuHDrWtob6nm/nVlZOpGxSKyBClUichticUcv7oyEi/i7AxxuncMgOYVRTy+u4F2n0fLyiLtjxKRJU+hSkTetulIlGNnBwgEQ+wPhugdnSY9zbi/toyP3l+D3+expkxFnCKyvChUicisjEyGOdTdS6AzxOFTfYxNR8jLSmfHhkr8Po9djVWUqohTRJaxW4YqM8sH/ga4C8gDOpxzX008lwMcB/7JOfcXZpYJfBNoBhzwBefcy/M1vIjMr6vDk/Hag2CI584NEIk5Kgqyef89K/D7PLbWVZCTqSJOERGY3ZmqYuAHzrmjZpYGdJnZN5xzPcBfAR03vfZRIOKc22ZmG4F9wNakTy0i88I5R9e10UR/VA8vX7kOQF1lPp9N1B5sWlOiGxWLiLyJW4Yq59xV4GriYT4wAwyb2WagCvg+sDPxfBvw7cTnnTCzcjPLd86NJ3luEUmSSDTG868WcQZDXB6axAw2rSnhKw81safZo76qINVjiogseLPeU2Vm6cBTwJPEL+39NfAh4J6bXlYB9N/0uB+oBF4TqsxsL7AXoKamZi5zi8htmJiJ8PSpPgKdIQ529zI8ESYrI4131Vfw+K562po9KguzUz2miMiiMqtQldgr9RTwI+fcT83sPwB/55wbet3bpIeIXy58VXFi7TWcc/uIXxqktbXVzXF2EXkbekenONDVS0cwxNEz/cxEYhTnZtLWVEV7i8e2hkrys/XeFRGRuZrNRvUs4AfEN6P/MLF8N1BrZp8AVgGlZhYCjgKPAM+YWSMQds6NzM/oInIrZ/vGCHSG6Aj28NKlYZyD1aW5fHxzvPbg/toyMlTEKSKSFLP5Z+lnie+ZKjezxxJrX3bOvQhgZp8Cap1zf29mucB3zOwIkEbiEp+I3BmxmOOlS8M3Gs3P9cWvvN+1qogvtW2gvcWjqbpQRZwiIv9/e3cfW9dd33H8/fWzc5048dN1m8ZpnAfbNy2k1G2alDznehRYN6axiRUGlK4FBnQTBQm2SXti0pjEJrZWWwHBomltYdokhCawm9A2IYU2hQKxHTdN2rR58LUdO45jx/b1vd/9cU6ytCSLm9k+1/bnJUXK/V3H/sbf5NyPz/nd75kG5h7t1bfm5mY/cOBApDWIzGaj6Qz7j/TR1pHiyc4eeofGKMgz7qivJJmIszMRZ+ni0qjLFBGZE8zsBXdvvtxz2kAhMgsNjqTZ0xW8W++prl5GxjPEivLZ2lATDOJsrKG8VDcqFhGZSQpVIrPE8YGR4LJee4rnXu0nk3Xii4p53y1LSSbibFhZSXGBBnGKiERFoUokR7k77SfP0hrOj+o8FQziXF1Txse31JNM1PK2peUaxCkikiMUqkRySDqT5blX/ncQ54kzwSDO5uVL+OK7G0kmallRFYu6TBERuQyFKpGInRub4OmuXto6utlzqIezoxOUFObxzlXVPLhzNTsaa6gs0yBOEZFcp1AlEoGes6O0dQZno/a/fJrxTJYlCwppWVtLMhFn8+pqSou0P0pEZDZRqBKZAe7Okd5z/KA9CFIvvn4GgLqKBfz+huUkE3FuXb5EgzhFRGYxhSqRaZLJOj99beDi/qhX+oJBnG+/oZyHWtaQTNSyJl6mQZwiInOEQpXIFBpNZ9h3uI/Wjm52d/Zwenicwnxjw8oq7n3nCpJNcWrLS6IuU0REpoFClcj/U//wOHsO9dDa3s3ew32cT2dYWFzAtsZgEOeWhmoWlWgQp4jIXKdQJXINXjs9QmtHN60dKQ682k/WoXZRCb996w20rI2zfkUlRQXaHyUiMp8oVIlMgrvzyxODtIYbzbtSQwA01i7kD7etIpmIc/PScu2PEhGZxxSqRK5gfCLLj4+evrjRvPvsKHkGt91YwZ++p4mWRC11lQuiLlNERHKEQpXIJc6Opnmqqze4UfGhHobGJigtzGfzmioeSjSwvbGGilhR1GWKiEgOUqiSee/U4Hme7EjR2pHix0dPk844lbEi7rq5lpZELe9cXUVJoQZxiojI/02hSuYdd+el1Dla27tp60zxi+ODAKyoinHvnStIJuLcUreEfN2oWERE3gKFKpkXJjJZXjg2QGu4P+q1/hEA1i1bzOff1UBLIs7Kag3iFBGRa6dQJXPWyPgEz7zUR1tHij2HUgyMpCnKz2Pjqkoe2FJPsilOzSIN4hQRkamhUCVzSt+5MXaHNyree7iPsYksi0oK2N5YQ8vaWjavqaasWP/sRURk6unVRWa9V/qGaevopq0jxYFjA7jD0sWlfOD2OpKJOLevqKBQNyoWEZFpplAls0426/z8+BnawnfsvdxzDoCm6xbxme2rSSbirL1+kfZHiYjIjFKokllhbCLD/iPBIM4nO1L0DI2Rn2esX1HBPevr2NkUZ1mFBnGKiEh0FKokZw2OpPlhV08wiLOrh+HxDLGifLY0VJNMxNnWUMPiBRrEKSIiuUGhSnLKiTMXBnF285Oj/UxknaqyYu5et5SWRJwNKys1iFNERHLSVUOVmcWALwM3AQuANuDvga8AdUAM+Ja7/5OZFQIPA02AA59094PTVLvMAe5O56mh4P56nd0cPHEWgJXVMe7bVE/L2jjrblhMngZxiohIjpvMmapy4DF332dmeUAn8D3gb939oJmVAq+Y2cPAh4AJd99kZuuAR4GN01W8zE4TmSzPvdp/8UbFxwfOYwbvqFvCF+5qJJmIU19dFnWZIiIib8lVQ5W7nwROhg9jwDjwU3cfDdcqgePu7ma2A/ha+OdeNLNKM4u5+/Cln9PM7gfuB6irq5uav4nktOGxCZ55KbhR8e5DPQyeT1NUkMemVVV8evsqtjfGqV5YHHWZIiIi12zSe6rMLB/YBXzuQqAKLw3uAu4LP6wK6Lvkj/UB1cAbQpW7P0pwFovm5ma/1uIlt/UMjbK7M9hovu/lPsYnsixeUMiOphpaEnE2ra4mpkGcIiIyR0zqFS3cK7ULeMLdvx+uLQS+DfyFu78YfugAweXCC8rDNZknjvSeo7U9RVtHNz97/QzusKyilA+uX04yEee2G5dQoEGcIiIyB01mo3oR8BjwH+7+eLhWDvwn8Ffu/vQlH74PuBv4kZk1AGl3H5z6siVXZLPOz14/Q2s40fxob3BS8ual5fzxzjW0rI3TEF+oQZwiIjLnTeZM1X3AVqDSzB4I19JAI/Dnl7xY3gN8A/i6me0F8gj3TcncMprOsP9IX7jRvIe+c2MU5BkbVlbykY03srMpzvWLS6MuU0REQZvvrQAACWdJREFUZEZNZqP6I8Ajb+Fz3nPt5UiuGhgeZ8+hYH/UM4d7GRnPUFZcwNZwEOfWhhrKSwujLlNERCQy2iUsV/R6/witHcH+qOdfHSCTdeKLivmtdywlmajljvoKigs0iFNERAQUquQS7k77ybNhkErReSoYxLkmXsbHt9TTkqjl5qXlGsQpIiJyGQpV81w6k+UnR/tpCzeanxwcJc+geXkFf/LuJpKJODdWxaIuU0REJOcpVM1DQ6Npng4Hce451MPQ6AQlhXlsWl3NHyXXsKOxhsoyDeIUERF5KxSq5onU2dGLt4V59shpxjNZKmJF/Nra2ouDOEuLtD9KRETkWilUzVHuzuGec7R1pGjtSPHz188AsLxyAR/euJxkopZbly8hX/ujREREpoRC1RySyTovHBu4uD/q1dMjALz9hnIeallDMlHLmniZBnGKiIhMA4WqWW40nWHv4T5a27vZc6iH08PjFOYbG1ZW8bFN9SSb4tSWl0RdpoiIyJynUDUL9Q+Ps7szuKy393Avo+ksC0sK2NZQQ8vaOFvWVLOwRIM4RUREZpJC1Sxx7PRwsD+qPcWBY/1kHa4rL+F3mpeRTMRZv6KSogLdqFhERCQqClU5yt35xfHBi+/Y60oNAdBYu5BPbVtFMlHLTUsXaX+UiIhIjlCoyiHjE1mePXqato5unuzooftsMIjz9hUV/Nl7E7Qk4iyrWBB1mSIiInIZClURGzyf5qmu4EbFT3X1cm5sgtLCfDavqeKhRAM7GmtYEiuKukwRERG5CoWqCJwaPP+GQZwTWaeqrIj3vu06kok4d66qoqRQgzhFRERmE4WqGeDudKWGaGsP3rH3yxODANRXxfjYphW0JOKsW6ZBnCIiIrOZQtU0mchkOXBs4OIZqdf6g0Gct9Qt5vPvaqAlUcuqmrKIqxQREZGpolA1hUbGJ3jmpb7wRsUpBkbSFBXkcefKSj6xdSU7mmqoWahBnCIiInORQtX/U9+5MXZ3Bmej9h7uY2wiS3lpIdsba0gmgkGcsWJ9m0VEROY6vdpfg1f6hmnr6Ka1PcULrw3gDksXl/KB2+toScS5bUUFhfkaxCkiIjKfKFRNQjbrvHj8zMX9US/3nANg7fWLeHDHapKJOInrNIhTRERkPlOouoLRdIZnj5ymtSPFk50peofGyM8z7qiv4IPr69iZiHPDEg3iFBERkYBC1SUGR9L8sKuH1o5unu7qZXg8Q6wony0N1bQkatnWUEP5At2oWERERH7VvA9VJ86cp629m7bOFD852s9E1qleWMxv3LKUZCLOhvpKDeIUERGRq7pqqDKzGPBl4CZgAdDm7l80sy8B2wADvuDuT5lZIfAw0AQ48El3Pzht1V8Dd6fj1FnaOlK0tqfoOHUWgFU1ZfzB5npaEnHefsNi8jSIU0RERN6CyZypKgcec/d9ZpYHdJrZQWCdu280s+uBPWZ2E/AhYMLdN5nZOuBRYOO0VT9J6UyW51/ppzXcaH7izHnM4Na6JXzhrkaSiTj11RrEKSIiItfuqqHK3U8CJ8OHMWAcuBX4zoXnzewY0ADsAL4Wrr9oZpVmFnP34ekofjL+5ekjPPLUEQbPpykuyGPT6io+s2MV2xvjVC8sjqosERERmWMmvafKzPKBXcDngPcBfZc83QdUA1VXWH9DqDKz+4H7Aerq6q6l7kmriBWxsylOMhFn85oqFhTN+21kIiIiMg0mlTDCvVK7gCfc/ftmtpXgsuAF5cBA+Oty62/g7o8SXBqkubnZr6nySXp/8zLe37xsOr+EiIiICFcd+21mRcDjwHfd/fFweR9wd/h8FcGlv643rTcAaXcfnIa6RURERHLKZM5U3QdsBSrN7IFw7bNAysz2EwSzB9191My+AXzdzPaG6/dPQ80iIiIiOWcyG9UfAR65zFMvXOZjzwP3TEFdIiIiIrOK7vorIiIiMgUUqkRERESmgEKViIiIyBQw92mdaHD1Asx6gWPT/GXePD9LcoP6knvUk9ykvuQe9ST3zFRPlrt79eWeiDxUzQQzO+DuzVHXIW+kvuQe9SQ3qS+5Rz3JPbnQE13+ExEREZkCClUiIiIiU2C+hKpHoy5ALkt9yT3qSW5SX3KPepJ7Iu/JvNhTJSIiIjLd5suZKhEREZFppVAlIiIiMgXmfKgys0+Z2bNm9mMz+92o65mPzCxmZg+b2dNm9ryZ/U24/iUz2x/2Z2vEZc5LFmgzs2+Fj9WTiJnZcjPbHfZhn5mVqC/RMrNSM/t3M/tReAz7y3BdfZlhZtYQfs8fv2TtV/pgZoVm9qiZ7TWzZ8zsppmo76o3VJ7NzGwlcC9wB1AMPGdmre4+EG1l80458Ji77zOzPKDTzA4C69x9o5ldD+wxs5vcfSLaUuedTwIHgSVmth31JFJmlg88AXzU3TvDx1tQX6L2EWDA3X8v7Ml+MxtEfYnCeuCrwG8CXOm4BXwImHD3TWa2jmAT+8bpLm6un6naDnzX3cfdfQh4hhn4psobuftJd98XPowB48CtwHcuPE8wVb8hmgrnJzO7EXgP8I/h0g7Uk6jdBXQBXzKzHwGfQH3JBd3A4jBQLQDygXegvsw4d99F0I8LrvT/Ywfw7XD9RaDSzGLTXd9cD1VvHlnfB1x2tLxMv/CAtAv4HFCGehMZMzOCn/Y+DWTDZf1/iV4j0AR8GGgBPkrwg6D6EiF3/y+C7/tR4DDwCHAO9SUXXOm4FcnxbK6HqgGCS08XlIdrMsPMrBD4N+AJd/8+6k3UPg78wN2PXLKmnkQvQ3B2fcjdh4EngTrUl0iZ2QOAAfXAjcCvA7ehvuSCKx23IjmezfVQtQ94t5nlm1kpsBV4LtqS5h8zKwIeJ3ixuLC5cB9wd/h8FcHp2q5oKpyXbgM2h5s9/5lg384I6knU9gFbw2NWAXAn8E3Ul6g1AK+5e8bdRwkuP6kvueFKryWXrjcAaXcfnO5i5vRGdXc/aGbfA/YDDnzF3U9FXNZ8dB9BoK0Mf+ID+CyQMrP9BOH+wfBgJTPA3e+98Pvw3TIfAf4a+Af1JDru/ryZtQEHgDGCH0a+ivoStb8Dvmlm7yN43XwV+FdgtfoSuf8GWt7cBzP7BvB1M9sbrt8/E8VoorqIiIjIFJjrl/9EREREZoRClYiIiMgUUKgSERERmQIKVSIiIiJTQKFKREREZAooVImIiIhMAYUqERERkSmgUCUiIiIyBf4HsN1e9ZdCYcgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.arange(100, 201)\n", "plt.subplot(2, 1, 1)\n", "plt.plot(data)\n", "\n", "data2 = np.arange(200, 301)\n", "plt.subplot(2, 1, 2)\n", "plt.plot(data2)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "NlCR8fh97qI5" }, "source": [ "위의 코드와 동일하나 , (콤마)를 제거한 상태" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "0dXDoj3k7jJa", "outputId": "dc8fd7b4-12c3-40ad-abad-4441719eb8ad" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.arange(100, 201)\n", "# 콤마를 생략하고 row, column, index로 작성가능\n", "# 211 -> row: 2, col: 1, index: 1\n", "plt.subplot(211)\n", "plt.plot(data)\n", "\n", "data2 = np.arange(200, 301)\n", "plt.subplot(212)\n", "plt.plot(data2)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "eD3YZENrQnP6", "outputId": "a6f5da44-a270-4ac6-99ae-65b37f54ab5e" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.arange(100, 201)\n", "plt.subplot(1, 3, 1)\n", "plt.plot(data)\n", "\n", "data2 = np.arange(200, 301)\n", "plt.subplot(1, 3, 2)\n", "plt.plot(data2)\n", "\n", "data3 = np.arange(300, 401)\n", "plt.subplot(1, 3, 3)\n", "plt.plot(data3)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "3znU28R387Ok" }, "source": [ "### 1-4. 여러개의 plot을 그리는 방법 (subplots) - s가 더 붙습니다." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "kt-w0J9I9QjX" }, "source": [ "plt.subplots(행의 갯수, 열의 갯수)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 513 }, "colab_type": "code", "id": "0iuKFS7M87D9", "outputId": "c748d3f0-aee5-4bd1-c412-a2200149f3a3" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.arange(1, 51)\n", "# data 생성\n", "\n", "# 밑 그림\n", "fig, axes = plt.subplots(2, 3)\n", "\n", "axes[0, 0].plot(data)\n", "axes[0, 1].plot(data * data)\n", "axes[0, 2].plot(data ** 3)\n", "axes[1, 0].plot(data % 10)\n", "axes[1, 1].plot(-data)\n", "axes[1, 2].plot(data // 20)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "4ErdXltY9H1L" }, "source": [ "## 2. 주요 스타일 옵션" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817 }, "colab_type": "code", "id": "vsUDzOZq8UcI", "outputId": "66e33bad-df12-42fb-de41-1cd91f40ec15" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "\n", "# 출처: matplotlib.org\n", "Image('https://matplotlib.org/_images/anatomy.png')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "9DPQ4_6_QsRa" }, "source": [ "### 2-1. 타이틀" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "_9C0dDEwQzEi", "outputId": "508e5419-3cb9-476d-82fc-9120795e8f92" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1, 2, 3], [3, 6, 9])\n", "plt.plot([1, 2, 3], [2, 4, 9])\n", "# 타이틀 & font 설정\n", "plt.title('이것은 타이틀 입니다')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "7PM7paUEQzKK", "outputId": "26e1e9ed-cebb-4779-c6d4-81a875192958" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1, 2, 3], [3, 6, 9])\n", "plt.plot([1, 2, 3], [2, 4, 9])\n", "# 타이틀 & font 설정\n", "plt.title('타이틀 fontsize를 키웁니다', fontsize=20)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "LmmTiv4R_ZMX" }, "source": [ "### 2-2. X, Y축 Label 설정" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "i7IsRzXY--e1", "outputId": "d79ce20a-e34f-4a34-db81-18f9c48550e8" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1, 2, 3], [3, 6, 9])\n", "plt.plot([1, 2, 3], [2, 4, 9])\n", "\n", "# 타이틀 & font 설정\n", "plt.title('Label 설정 예제입니다', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "pbbvK7Ne_eEJ" }, "source": [ "### 2-3. X, Y 축 Tick 설정 (rotation)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "rxwqQQ5n_i-n" }, "source": [ "Tick은 X, Y축에 위치한 눈금을 말합니다." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "BMYBSjQs_IWh", "outputId": "9c560369-aa03-4fd1-a2bf-84ae0b755ba5" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: divide by zero encountered in log\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2)\n", "plt.plot(np.arange(10), np.arange(10)**2)\n", "plt.plot(np.arange(10), np.log(np.arange(10)))\n", "\n", "# 타이틀 & font 설정\n", "plt.title('X, Y 틱을 조정합니다', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Sy51YwyuBu16" }, "source": [ "### 2-4. 범례(Legend) 설정 " ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "Ftykp-kHBxXO", "outputId": "9732acc5-95c1-4f6e-bf1c-de7551c3b71e" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: divide by zero encountered in log\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2)\n", "plt.plot(np.arange(10), np.arange(10)**2)\n", "plt.plot(np.arange(10), np.log(np.arange(10)))\n", "\n", "# 타이틀 & font 설정\n", "plt.title('범례 설정 예제입니다', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "# legend 설정\n", "plt.legend(['10 * 2', '10 ** 2', 'log'], fontsize=15)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "5u-BHkjICceu" }, "source": [ "### 2-5. X와 Y의 한계점(Limit) 설정" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "VYGq6pIGCqXd" }, "source": [ "xlim(), ylim()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "Zztl0e4CB8iE", "outputId": "be0aafaf-be1b-4236-9254-4ae699af2f5d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: divide by zero encountered in log\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2)\n", "plt.plot(np.arange(10), np.arange(10)**2)\n", "plt.plot(np.arange(10), np.log(np.arange(10)))\n", "\n", "# 타이틀 & font 설정\n", "plt.title('이것은 타이틀 입니다', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "# legend 설정\n", "plt.legend(['10 * 2', '10 ** 2', 'log'], fontsize=15)\n", "\n", "# x, y limit 설정\n", "plt.xlim(0, 5)\n", "plt.ylim(0.5, 10)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "UILLxcQIC28J" }, "source": [ "### 2-6. 스타일 세부 설정 - 마커, 라인, 컬러" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Bw7Dw0XTtLIh" }, "source": [ "스타일 세부 설정은 마커, 선의 종류 설정, 그리고 컬러가 있으며, 문자열로 세부설정을 하게 됩니다." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vWy92qQ_k0qA" }, "source": [ "[세부 도큐먼트 확인하기](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.plot.html#matplotlib.pyplot.plot)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ilHL4klytiGq" }, "source": [ "**marker의 종류**\n", "* '.'\tpoint marker\n", "* ','\tpixel marker\n", "* 'o'\tcircle marker\n", "* 'v'\ttriangle_down marker\n", "* '^'\ttriangle_up marker\n", "* '<'\ttriangle_left marker\n", "* '>'\ttriangle_right marker\n", "* '1'\ttri_down marker\n", "* '2'\ttri_up marker\n", "* '3'\ttri_left marker\n", "* '4'\ttri_right marker\n", "* 's '\tsquare marker\n", "* 'p'\tpentagon marker\n", "* '*'\tstar marker\n", "* 'h'\thexagon1 marker\n", "* 'H'\thexagon2 marker\n", "* '+'\tplus marker\n", "* 'x'\tx marker\n", "* 'D'\tdiamond marker\n", "* 'd'\tthin_diamond marker\n", "* '|'\tvline marker\n", "* '_'\thline marker" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 953 }, "colab_type": "code", "id": "Y1V1dwWXY0go", "outputId": "68815398-f6ae-46cc-a5bd-a06fa2313751" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2, marker='o', markersize=5)\n", "plt.plot(np.arange(10), np.arange(10)*2 - 10, marker='v', markersize=10)\n", "plt.plot(np.arange(10), np.arange(10)*2 - 20, marker='+', markersize=15)\n", "plt.plot(np.arange(10), np.arange(10)*2 - 30, marker='*', markersize=20)\n", "\n", "# 타이틀 & font 설정\n", "plt.title('마커 설정 예제', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "gzPFz-qJtqBY" }, "source": [ "**line의 종류**\n", "* '-' solid line style\n", "* '--' dashed line style\n", "* '-.' dash-dot line style\n", "* ':' dotted line style" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "Dc0Bxx6IZY8T", "outputId": "1b758911-d953-49ac-d66a-f67cfaf4a8b6" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2, marker='o', linestyle='')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 10, marker='o', linestyle='-')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 20, marker='v', linestyle='--')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 30, marker='+', linestyle='-.')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 40, marker='*', linestyle=':')\n", "\n", "# 타이틀 & font 설정\n", "plt.title('다양한 선의 종류 예제', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_hAG33EhtvHh" }, "source": [ "**color의 종류**\n", "* 'b'\tblue\n", "* 'g'\tgreen\n", "* 'r'\tred\n", "* 'c'\tcyan\n", "* 'm'\tmagenta\n", "* 'y'\tyellow\n", "* 'k'\tblack\n", "* 'w'\twhite" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 953 }, "colab_type": "code", "id": "hh_dSz-Tt3_z", "outputId": "2e5b3d68-65ee-449b-ade0-c886641a9390" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2, marker='o', linestyle='-', color='b')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 10, marker='v', linestyle='--', color='c')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 20, marker='+', linestyle='-.', color='y')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 30, marker='*', linestyle=':', color='r')\n", "\n", "# 타이틀 & font 설정\n", "plt.title('색상 설정 예제', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "ZkdXH4iIjRUV", "outputId": "98400e5b-ad89-4912-c327-0527037b066d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2, color='b', alpha=0.1)\n", "plt.plot(np.arange(10), np.arange(10)*2 - 10, color='b', alpha=0.3)\n", "plt.plot(np.arange(10), np.arange(10)*2 - 20, color='b', alpha=0.6)\n", "plt.plot(np.arange(10), np.arange(10)*2 - 30, color='b', alpha=1.0)\n", "\n", "# 타이틀 & font 설정\n", "plt.title('투명도 (alpha) 설정 예제', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_nlhBBwMiwxg" }, "source": [ "### 2-7. 그리드 설정" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "WDDNkLDFY7Vs", "outputId": "20054946-4657-4b1c-c77d-fd1b4533bc1f" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2, marker='o', linestyle='-', color='b')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 10, marker='v', linestyle='--', color='c')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 20, marker='+', linestyle='-.', color='y')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 30, marker='*', linestyle=':', color='r')\n", "\n", "# 타이틀 & font 설정\n", "plt.title('그리드 설정 예제', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "# grid 옵션 추가\n", "plt.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "colab": {}, "colab_type": "code", "id": "AIpOoykXmcQJ" }, "outputs": [], "source": [ "## 2-8 annotate 설정" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "Ony11S0OmfSR", "outputId": "86625565-ee2f-4f05-b2dc-e9606d384c1a" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(10), np.arange(10)*2, marker='o', linestyle='-', color='b')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 10, marker='v', linestyle='--', color='c')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 20, marker='+', linestyle='-.', color='y')\n", "plt.plot(np.arange(10), np.arange(10)*2 - 30, marker='*', linestyle=':', color='r')\n", "\n", "# 타이틀 & font 설정\n", "plt.title('그리드 설정 예제', fontsize=20)\n", "\n", "# X축 & Y축 Label 설정\n", "plt.xlabel('X축', fontsize=20)\n", "plt.ylabel('Y축', fontsize=20)\n", "\n", "# X tick, Y tick 설정\n", "plt.xticks(rotation=90)\n", "plt.yticks(rotation=30)\n", "\n", "# annotate 설정\n", "plt.annotate('코로나 사태 발생 지점', xy=(3, -20), xytext=(3, -25), arrowprops=dict(facecolor='black', shrink=0.05))\n", "\n", "# grid 옵션 추가\n", "plt.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "J_eqF9UlM3pF" }, "source": [ "## matplotlib 을 활용한 다양한 그래프 그리기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "WEkw0HyQM3pP" }, "source": [ "[pyplot 공식 도큐먼트 살펴보기](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.plot.html#matplotlib.pyplot.plot)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ibi3I3l1kdJA" }, "source": [ "## 1. Scatterplot" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "WSdGIX0sM3p2" }, "source": [ "0 ~ 1 사이의 임의의 랜덤한 값을 생성합니다. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 190 }, "colab_type": "code", "id": "RlQgU4lRM3p4", "outputId": "3dc3b75c-a495-4a49-eb4c-f53ae9afd7fc" }, "outputs": [ { "data": { "text/plain": [ "array([0.29626504, 0.78371348, 0.11357925, 0.21256524, 0.8109623 ,\n", " 0.33517112, 0.68046713, 0.28353737, 0.12155099, 0.94619289,\n", " 0.69900728, 0.55185715, 0.82033173, 0.11200389, 0.91439391,\n", " 0.11403073, 0.60428939, 0.52969614, 0.09555855, 0.35015891,\n", " 0.25106891, 0.43855905, 0.91421888, 0.99440876, 0.63035013,\n", " 0.04861833, 0.94204009, 0.03636596, 0.33057959, 0.90177104,\n", " 0.48091921, 0.00494735, 0.54410306, 0.27708987, 0.26808791,\n", " 0.49820038, 0.3969647 , 0.72744635, 0.70675491, 0.18997341,\n", " 0.84598122, 0.91546396, 0.99657786, 0.29806435, 0.82270311,\n", " 0.36317454, 0.30802989, 0.44184502, 0.4875401 , 0.37602673])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.rand(50)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "J5ooEPtVM3qE" }, "source": [ "0 부터 50개의 값을 순차적으로 생성합니다." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 69 }, "colab_type": "code", "id": "V6C1meToM3qF", "outputId": "dd1f039e-fbf4-47e0-a785-699e35621741" }, "outputs": [ { "data": { "text/plain": [ "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", " 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n", " 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49])" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(50)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "NI-Sh_nEM3qP" }, "source": [ "### 1-1. x, y, colors, area 설정하기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ceUFDzIQM3qQ" }, "source": [ "* colors 는 임의 값을 color 값으로 변환합니다.\n", "* area는 점의 넓이를 나타냅니다. 값이 커지면 당연히 넓이도 커집니다." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": {}, "colab_type": "code", "id": "o_lE1BxYkdJE" }, "outputs": [], "source": [ "x = np.random.rand(50)\n", "y = np.random.rand(50)\n", "colors = np.arange(50)\n", "area = x * y * 1000" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "3wlh1CE1M3qZ", "outputId": "8ed247a0-0172-40d7-d29e-da48124fcb0e" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(x, y, s=area, c=colors)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "5kGFLFo4M3qi" }, "source": [ "### 1-2. cmap과 alpha" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "dIGBinWxM3qj" }, "source": [ "* cmap에 컬러를 지정하면, 컬러 값을 모두 같게 가져갈 수도 있습니다.\n", "* alpha값은 투명도를 나타내며 0 ~ 1 사이의 값을 지정해 줄 수 있으며, 0에 가까울 수록 투명한 값을 가집니다." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 190 }, "colab_type": "code", "id": "x6jFNtIgM3qk", "outputId": "501b5239-1f1f-458f-d284-d61833bd0b54" }, "outputs": [ { "data": { "text/plain": [ "array([0.78516521, 0.54489727, 0.83812005, 0.16160557, 0.19091308,\n", " 0.22809742, 0.97868944, 0.36879998, 0.03570702, 0.41551716,\n", " 0.70459881, 0.6113276 , 0.19187684, 0.22188036, 0.41030993,\n", " 0.52020618, 0.3816434 , 0.57140818, 0.63444532, 0.80470719,\n", " 0.04899969, 0.62245326, 0.31310982, 0.38447058, 0.8117971 ,\n", " 0.65465056, 0.56533836, 0.73710174, 0.21237264, 0.48956598,\n", " 0.17043096, 0.07870155, 0.63045311, 0.45282431, 0.09999136,\n", " 0.85872203, 0.97021617, 0.49723785, 0.98449735, 0.14325659,\n", " 0.69517703, 0.85776342, 0.26192053, 0.08704771, 0.97536983,\n", " 0.47573521, 0.9043739 , 0.12915836, 0.51061284, 0.62506511])" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.rand(50)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 390 }, "colab_type": "code", "id": "RzlNcdUTM3qp", "outputId": "944f8066-ae27-4915-c701-b79b3d93c295" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "\n", "plt.subplot(131)\n", "plt.scatter(x, y, s=area, cmap='blue', alpha=0.1)\n", "plt.title('alpha=0.1')\n", "\n", "plt.subplot(132)\n", "plt.title('alpha=0.5')\n", "plt.scatter(x, y, s=area, cmap='blue', alpha=0.5)\n", "\n", "plt.subplot(133)\n", "plt.title('alpha=1.0')\n", "plt.scatter(x, y, s=area, cmap='blue', alpha=1.0)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "9vL6N1j8M3qw" }, "source": [ "## 2. Barplot, Barhplot" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qXeJbXerkdJM" }, "source": [ "1개의 canvas 안에 다중 그래프 그리기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "EXrgIKm_M3qy" }, "source": [ "### 2-1. 기본 Barplot 그리기" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 227 }, "colab_type": "code", "id": "0sflKGZxM3qz", "outputId": "a91f7822-f3d1-4107-f632-c4de6e159003" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = ['Math', 'Programming', 'Data Science', 'Art', 'English', 'Physics']\n", "y = [66, 80, 60, 50, 80, 10]\n", "\n", "plt.figure(figsize=(6, 3))\n", "# plt.bar(x, y)\n", "plt.bar(x, y, align='center', alpha=0.7, color='red')\n", "plt.xticks(x)\n", "plt.ylabel('Number of Students')\n", "plt.title('Subjects')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "wWyk7QR5M3rF" }, "source": [ "### 2-2. 기본 Barhplot 그리기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "o17bWktRM3rQ" }, "source": [ "barh 함수에서는 **xticks로 설정**했던 부분을 **yticks로 변경**합니다." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "colab_type": "code", "id": "1wrIqtmFM3rT", "outputId": "456802e7-24f5-4c34-8ac0-dbb7d761059a" }, "outputs": [ { "data": { "image/png": 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9/XZKZ2WSS/ptb+q3nzQwrpeMfa7981mbZO36O9ZvybRJkiRNCZuzIjjWOuCRQAF/A3wfeApwUlWdmORo4IiqOgwgyWeA44A9gdVJ9qiqmwCqakOSg4EjgTVJTgFOAA4GXgg8s6p+kWQe8FsDYzgZWFZV303yPOBvgbcBC4AXVdXVfXQuBR5Kt0p5YP9484A3AFdX1eFJdgQuS3JmVf2y+KrqROBEgLkL5tZWmDdJkqSh2hohuB/wXeDXgbcA3wOuBXYau2OSHYCjgbv6+9w9dr+quh1YmeSdwCeAW4A9gJGq+kW/z81JRo85D9gH+Gi/bTZwfX+4K6vq6v7ydcA84AnAZ6tqw8CxFgF7JFna77sdXaheu7mTIkmSNNVtUQgm+U26U8PLgdfTxdqnkhwysNvg6tlSoKrqqCSPAH7lzR5JHgnsUVXfqKr1Sa4B5gL/Afx5kndX1T1j3kDyE7r4fGFV3ZJkFrA3XczdO3bI/bGel+SzVVX9sa6gi8ZT+nHsW1VGoCRJmtE2JwT3T3IhXeDdBLysqq5Jcibw/iSvAdYM7H818PgkI8BbgScnuYTulPKPxhz7HuCtSebSRdwPgbdX1Z39qt3qJHcClwOfha4qk7wW+GySAmYBK4FrNjL+DwP7A5ckuQs4t9//g0leRReLXwX+dDPmRpIkadpIlS93m6i5C+bW4pWLhz0MSdI0MrJ8ZNhDUKOSXFZVi8a7zV8oLUmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY0yBCVJkhplCEqSJDXKEJQkSWqUIShJktQoQ1CSJKlRhqAkSVKjDEFJkqRGGYKSJEmNMgQlSZIaZQhKkiQ1yhCUJElqlCEoSZLUKENQkiSpUbOHPYDpaOFuCxlZPjLsYUiSJG0RVwQlSZIaZQhKkiQ1yhCUJElqlCEoSZLUKENQkiSpUYagJElSowxBSZKkRhmCkiRJjTIEJUmSGmUISpIkNcoQlCRJapSfNbwZ1t2yjmWnLhv2MCRJ0jQ2snxk2ENwRVCSJKlVhqAkSVKjDEFJkqRGGYKSJEmNMgQlSZIaZQhKkiQ1yhCUJElqlCEoSZLUKENQkiSpUYagJElSowxBSZKkRhmCkiRJjTIEJUmSGmUISpIkNcoQlCRJapQhKEmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY160BBMMj/J7UkuTLIqyclJ5k7G4LaGJE9K8tfDHockSdJUs6krgldV1e9V1RLgG8Abtt2Qtq6q+npVHTfscUiSJE01syeyc5LtgX2B7yb5fL/5u8DbgPcBuwCzgH+oqrOSPBd4M/Bj4GrggKo6IMkq4FvAQuCdwNOAQ4CH0EXnq5IsAf4K+BmwAPg4MA94BlDAUuB3NnGfI6rqsP5x1wJPBnYHjq6qC/oVwxf047wRuKGq3jiRuZEkSZpuNjUE9+8jKsD5wG3Aw4FnVNU9SU4HPlJVI0l2Br6S5AvAe4EDq+pHSf4EOGDgmFdU1QqAJNcCxwF7AquT7NHv8zjgCcDddIH28qr6yySnAM8C7tjEfQb9rKqelWQx8IYkNwHL+rHdB5wy3gQkWQGsANhx3o6bOG2SJElT16aG4FX9aWEAkrwCuKiq7uk3PQH4AkBV/SzJt4HHArdV1Y/6fc4HXjVwzPP6Y+0AHA3cRbe6eDewU7/PRVV1W7/fT4HP9dt/COxGF3mbss+gM/r/Xke3erg/sKaq7u2PcUE/9l9RVScCJwLMXTC3xp8mSZKk6WNL3jW8YeDyfwDPBOhXBB9DF3UPT7J7v8+BG7n/UqCq6ijgNLqVxlH3Dd6hqgavZwL7DLp3zO3/CSxKMmsj45QkSZqRJvQawQdwDPD+JEcBc4A3VdWPkxwNnJPkZuD7dK/bG+sS4C+TXAKsA340zj7bTFVdmuRi4MtJbqE77f3jyRyDJEnSMKRqcs5yJnkqsLKqnj0pD7iZkvwZsH1VvX1j+8xdMLcWr1w8iaOSJEkzzcjykUl5nCSXVdWi8W7bpr9QOsngad5Dgcu25eNtrtFx9u+KfiFTdJySJElb09Y6NbwxK/pfIbMdcAPw6m38eJvrQ/1rGXcGzquqc4c9IEmSpG1tm4ZgVb2N7ncMTmlV9eJhj0GSJGmy+VnDkiRJjTIEJUmSGmUISpIkNcoQlCRJapQhKEmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY0yBCVJkhplCEqSJDXKEJQkSWqUIShJktQoQ1CSJKlRhqAkSVKjDEFJkqRGzR72AKajhbstZGT5yLCHIUmStEVcEZQkSWqUIShJktQoQ1CSJKlRhqAkSVKjDEFJkqRGGYKSJEmNMgQlSZIaZQhKkiQ1yhCUJElqlCEoSZLUKENQkiSpUX7W8GZYd8s6lp26bNjDkCRpqxlZPjLsIWgIXBGUJElqlCEoSZLUKENQkiSpUYagJElSowxBSZKkRhmCkiRJjTIEJUmSGmUISpIkNcoQlCRJapQhKEmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY0yBCVJkhplCEqSJDXKEJQkSWqUIShJktQoQ1CSJKlRhqAkSVKjpnUIJpmfZEOSI8Zsf0eSDQ9wvyVJFg0c45JtPVZJkqSpZlqHYO9y4H+OXkkyG/h94AcPcJ8lwKJtOyxJkqSpbSaE4E+B65I8sb/+HOAcYEOS/ZKcneTCJF9N8vQkhwKvAI5JclJ/n9lJPpDkC0kuSLLT5D8NSZKkyTUTQhDgw8Cr+suHAx/tL98BHAY8DzgFeHlVnQ58DDi+qg7v9/tN4F1VtRj4T2Dp2AdIsiLJ2iRr19+xfps9EUmSpMkyU0LwAuB3k+wD7FxV3+63PxH4AHAMsDewsZW+K6vqmv7ydcC8sTtU1YlVtaiqFs156JytO3pJkqQhmD3sAWwNVVVJzgQ+Qbc6OOrtwNKquj7JmwfvMuYQ9465nm0wTEmSpCllpqwIApxEd4r3jIFtJwMXJjkfeMTA9tXAEX08zogYliRJmqhpHUFV9T26dwBTVdczcEq3qub3F/9hnPudCzxpYNMBA7cdu9UHKkmSNAXNpBVBSZIkTYAhKEmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY0yBCVJkhplCEqSJDXKEJQkSWqUIShJktQoQ1CSJKlRhqAkSVKjDEFJkqRGGYKSJEmNMgQlSZIaZQhKkiQ1yhCUJElqlCEoSZLUKENQkiSpUbOHPYDpaOFuCxlZPjLsYUiSJG0RVwQlSZIaZQhKkiQ1yhCUJElqlCEoSZLUKENQkiSpUYagJElSowxBSZKkRhmCkiRJjTIEJUmSGmUISpIkNcoQlCRJapQhKEmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY1KVQ17DNNOkjuAa4Y9jiliHnDzsAcxBTgP93MuOs7D/ZyLjvPQcR7uN1lz8aiq2n28G2ZPwoPPRNdU1aJhD2IqSLLWuXAeBjkXHefhfs5Fx3noOA/3mwpz4alhSZKkRhmCkiRJjTIEN8+Jwx7AFOJcdJyH+zkXHefhfs5Fx3noOA/3G/pc+GYRSZKkRrkiKEmS1ChDUJIkqVGG4AQl+V9J1iS5JMmhwx7PZEryuCSrk5w2sG1lv21NkiVDHN6kSfJrSd6X5KIklyZ5a7+9qblIMjfJpwe+Ho7ptzc1D4PSOTfJx/rrTc1Fku2S/CTJqv7P+f32puZhVJJHJTm/f+5fTLJDa3OR5KiBvw+rklyf5OAG52HHJJ9K8qX++8ab++1Dnwd/j+AEJHk08ErgAOAhwFeS/HtV3TrckU2apwPvBl4AkOQQ4ElVdWCSvYALkvxWVd07zEFOgl2BU6vqi0m2A76Z5Aram4uHAMdW1VVJZtPNww9obx4GvQ64AnhYo18fuwKrqupFoxsanQeSzAJOBw6vqm/21w+msbmoqhOAEwCSzAFWAzvT2DwArwBurao/6v8urE5yG1NgHlwRnJhDgLOqan1V3QFcDBw45DFNmqo6GbhhYNOzgH/ub7se+D7wuCEMbVJV1fVV9cX+6q8B64Gn0thcVNWNVXVVf3V34F66HxaamodRSeYDzwXe029q8evjYcDTknwhyQVJXkib8wCwlO4TqFYm+RLwWtqdi1EvAz5D932ztXm4AZjbR+BOwCzgKUyBeTAEJ2bsR8HcTPcNsFVNz0f/BX0y8Bd0P+E2ORdJ3g5cCRxPo/OQJHSr5UcCG/rNLX59fK+qfqOqFtN9038L3Tf91uYBYD/g8cDLgT8ADqfduRj99/II4H00+LVRVf+P7nl+F/g28H7gZ0yBeTAEJ+ZWulMfo3btt7Wq2flIsj3wCeD0qjqbhueiqt4I7EP3jf8xtDkPRwDnVNV3BrY193eiqjYMXP4BcDawN43NQ+8+ujNId1TVncB5wG/Q5lwAHEb3NXI7DX5tJHkNEGABMB9YBjyNKTAPhuDEfBF4TpJZSXYElgBfGe6QhuqLwPMBksyjW9K+ZqgjmgT961xOo/tHfvSNM83NRf/modGfXu8CbqN7LVBT89B7GvDM/o1UH6R7LdhdNDYXSRYm+bX+8i50L6d5L43NQ++LwJL++8Vs4CDgJBqci37F/CjgXf2m5v69pHuO11bVfVV1N92p4inx98E3i0xAVV2R5HN0L3Yt4Piq+tGQhzVMnwf+IMlquh8qjur/gs90r6b7IeDh/U95AH8G3NjYXPwCeE8fgzvR/eP+OeBZjc0DVfXK0cv9O/9eARwHvKuxudgd+Gj3fZ9ZdKeG/wVY2Ng8UFWXJjkXWEv3tXIa3csHWvs7AfCHwJqq+nF/vcXvHe8ETkryh3Tt9T3g48Bjhj0PfrKIJElSozw1LEmS1ChDUJIkqVGGoCRJUqMMQUmSpEYZgpIkSY0yBCVpikgyJ8kn+g+mf+iwxyNp5jMEJc04SeYnuTvJUQPbPtb/jr8tOe6S/pdGbyvPBrarqoP6zzMffdxjkqxOsirJ55Ls0W8/uv9lxZskyX5JVm3OwJL8+ebcT9LUZghKmqlGgD+ZZitruwHXDm5IsivwOmBxVS0B/gi4s7/5aCbvgwEMQWkG8pNFJM1UdwIfoguYvxvd2K8KHlFVh/XXRz8WDuCv6D4IfgHdb/2fBzyD7pOElvb77JLkDOCRwA+Al9P9UP0+YF/gIXSfOvTP/erbt4CFwDur6t/6x9wf+Edg+4HHnQO8EdgpyV5V9bL+tjv6Py9L8sn+s1pJchKwJ/DvSd7Xj++0qjo7yQ7A1VU1P8li4B3A7cB1A/PwVLpPOwC4B3hlP55/BdYAj6X7vNznAp8Bduufz98BBwIv7uf47Kp664P8v5A0RRmCkmayDwFr+1DaFI8DngDcDdwIvLyq/jLJKcCz6ILsicATqurWJB8BDqP7EPmrq+rw/nPIL0tyZn/MK6pqxZjH+SiwoqouT7IXcAHweODtwH5V9cbRHatqQ5KDgSOBNf1YTugf6/eAP6iqu5MsHfMYo5/x+uF+n+8nOZwuSgFOBpZV1XeTPA/4W+BtdBH8oqq6un9+S6tqaZIb+hVJkhzXj/+yJPtu4txKmoI8NSxpxqqq9XSrXn8zuHnMbrMGLl9UVbdV1S+An9J9djLAD+lO2wKsrqpb+8uXAr8BLAJe1K+Y/Rvdv6179vucN87QHlVVl/djvJ7us2jnPcDzuL2qVgK/S7ca98fj7TbOc9od+HlVfb+/fgn88gPu96H7XOBVdCuRD+v3ubKqru4vX7eRcb0AWJrkBO6fF0nTkCuCkma6TwJH0Z0aBbiZLt5I8jDgILrTutCdCv2lqhq8nv6/+yfZvqruAZ4JnAHsRBdQp/TH3beqru0W5NgwzpiuTfLEgRXBh/Tj+i+SPBLYo6q+UVXrk1wDzB0d4sCuv3xewPP6/94K7JHkEVV1Yz9egJ/Qfej9C6vqliSzgL3pAvbesUMYM57tgLlVdVySnYGrgV8fb+ySpj5DUNKM1p9aPZbuzSNvrqork3w7yWrgO3QhMxE/B05LsifwDeBfgHOBDyZ5FV04fRX40wc4xiuBf+zf8bsd8Mqqqj4cx7oHeGuSuXSR9kO6U8j0j/uvST4PnAh8KsmLgNX9c78nyTHAOUl+Qne6m/6xXgt8NknRrcFmqaQAAABbSURBVCCuBK55gDF/vX+c04Hn9IE6B/jAA9xH0hSXqrFnSSRJktQCXyMoSZLUKENQkiSpUYagJElSowxBSZKkRhmCkiRJjTIEJUmSGmUISpIkNcoQlCRJatT/B9OQQLlUPFCKAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = ['Math', 'Programming', 'Data Science', 'Art', 'English', 'Physics']\n", "y = [66, 80, 60, 50, 80, 10]\n", "\n", "plt.barh(x, y, align='center', alpha=0.7, color='green')\n", "plt.yticks(x)\n", "plt.xlabel('Number of Students')\n", "plt.title('Subjects')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "0YzmFJLhM3rh" }, "source": [ "### Batplot에서 비교 그래프 그리기" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 444 }, "colab_type": "code", "id": "pnsJ-Lp9M3rj", "outputId": "d1f142f8-45b6-4d29-80dd-0cae63b440d8" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_label = ['Math', 'Programming', 'Data Science', 'Art', 'English', 'Physics']\n", "x = np.arange(len(x_label))\n", "y_1 = [66, 80, 60, 50, 80, 10]\n", "y_2 = [55, 90, 40, 60, 70, 20]\n", "\n", "# 넓이 지정\n", "width = 0.35\n", "\n", "# subplots 생성\n", "fig, axes = plt.subplots()\n", "\n", "# 넓이 설정\n", "axes.bar(x - width/2, y_1, width, align='center', alpha=0.5)\n", "axes.bar(x + width/2, y_2, width, align='center', alpha=0.8)\n", "\n", "# xtick 설정\n", "plt.xticks(x)\n", "axes.set_xticklabels(x_label)\n", "plt.ylabel('Number of Students')\n", "plt.title('Subjects')\n", "\n", "plt.legend(['john', 'peter'])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458 }, "colab_type": "code", "id": "AQV0Xy6QM3rv", "outputId": "15be51e0-5e9e-4fbd-b0c5-1adaf10ab845" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_label = ['Math', 'Programming', 'Data Science', 'Art', 'English', 'Physics']\n", "x = np.arange(len(x_label))\n", "y_1 = [66, 80, 60, 50, 80, 10]\n", "y_2 = [55, 90, 40, 60, 70, 20]\n", "\n", "# 넓이 지정\n", "width = 0.35\n", "\n", "# subplots 생성\n", "fig, axes = plt.subplots()\n", "\n", "# 넓이 설정\n", "axes.barh(x - width/2, y_1, width, align='center', alpha=0.5, color='green')\n", "axes.barh(x + width/2, y_2, width, align='center', alpha=0.8, color='red')\n", "\n", "# xtick 설정\n", "plt.yticks(x)\n", "axes.set_yticklabels(x_label)\n", "plt.xlabel('Number of Students')\n", "plt.title('Subjects')\n", "\n", "plt.legend(['john', 'peter'])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "UwMUYyVvM3r3" }, "source": [ "## 3. Line Plot" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vDHBdQBVM3r4" }, "source": [ "### 3-1. 기본 lineplot 그리기" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 485 }, "colab_type": "code", "id": "-5V6OuO8M3r5", "outputId": "02f46783-e0f5-49ef-d387-5535413f4958" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0, 10, 0.1)\n", "y = 1 + np.sin(x)\n", "\n", "plt.plot(x, y)\n", "\n", "plt.xlabel('x value', fontsize=15)\n", "plt.ylabel('y value', fontsize=15)\n", "plt.title('sin graph', fontsize=18)\n", "\n", "plt.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ajQeBunJM3r_" }, "source": [ "### 3-2. 2개 이상의 그래프 그리기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "PJvop8gPM3sA" }, "source": [ "* color: 컬러 옵션\n", "* alpha: 투명도 옵션" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "id": "MgIbMY6iM3sA", "outputId": "f6703d63-c6a8-4a04-a848-821d641fa3b6" }, "outputs": [ { "data": { "image/png": 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5e3t9u65aDDZPPtoTAJ5VSr026uk2cNjUINmzzdv2j6GUehgcLkVBQYEaz2IOBKWlpVg08hzd3cDOncAzzyB70ybg2DHgi18EVq50lMIaGgKOHwc+/BCIjeVk0pwcIDsbiInx/rr+fqClhRfvtbW8cHe52GkZ5ePdWlpaOu6KSdCDXBfrcs61OXwY+MtfgLIyzlm45hrgs5/laII3lOIP7+HDwMsvY+bmzUB1NfCVrwCLFgX9f7ASSrEz8vBhIDGR9V92NjBzJutFb/T3A243UF8PNDYC+/cfxJIlS7F4cfiljhw+fNjn4elWwszwd4PY2FhccMEFk95fR9FBDIA/AnhOKfWMZ1skgHilVCeAbeB8tT8QURo4HHrEs/1qANuJaBGAfqVUgDu2BICEBODSS4GLLwbefht45hngRz9iRfWd77CfO8w5fRrYswdoa2PX/ty5QGrq5OzV6Gh+TUYGsHAhK7rjx4GaGiA/3xFvnyDoZ2iIUz2efZYtjf/zf4CrruIY3UQQDVsml14KvPkm8OSTwHe/C6xbB9x0E5CeHvz/QTOnTwP79vECNCODI8QJCZN7bXT08Fs4MAA0NvaispKNuPPP57QRwXno8LDdCqAEQCoR3ebZ9gaAVWCDbBOAK4joXfAkhjuUUr1E9DsAjxDRVs/2jSGX3BeiooDLLwfWrwfeegt47DE22O68E1i2TLd0QaOhgZWUUuxUnDnT/LGmTAGWL+fF/MGDwK5dnOO2YsX4XjpBEPygqwv4j/8A9u4FLrsMuO228d1B4xERwXpw7Vr21D3/PHvr7ryTFUSYcuoUN4EFWIfNmmX+WFFRwNy5PVi2jHXre+9xqvR55/kedRDsjY6ig/8B8D/jPD8E4JwZEUqpMwBuCKJowSEqCrjiCi5C+MlPgH/9V+Af/xHYsEG3ZAFlaAj44AN2/0+bxkZVoArGpk/nhXlVFZ9j+3Zg9Wpg6tTAHF8QBGZqTQ17w1pbgW9+k3VXIFI5YmOBG27g4/3bvwE//jFw++3sgQsjBgY4uuB2sxds+fLA6anp0zlwc+QIp5o0NQEXXshFCoIzkDq8UJGZyavW5cuBX/8a+O1vhyurbE5/PxtRlZXAvHnARRcFvrqfiEOrq1dzZdX27VxtJQhCgNi8GfN+8xt2j//858CVVwY+73bGDODeeznK8F//xSHXAPeq0sXAAKcvNzZy+kYwFpWRkexZKy4e1ruiB52DGGyhJD4euPtu4DOfAV5+mVeZnmoqu2Ioqc5OoLCQiwuC2Y4jNZWV1eAgsG1b4OfOCYIjeeUV4Fe/Qs/cuWxILVgQvHPFxQE//CGnizz1FPA//2P7xauhB9vaONI7d25wa8ymT2c9ODQEvPuuGG1OQQy2UBMZCdx6K/CNb3BCwn332VZZDQ1xXll7O4dAMzJCc97kZGDNGn4r332XozeCIJhk2zb2+K9ahaqbbgKSkoJ/zqgo4Nvf5qrT115jr9vAQPDPGwRGGmsrVoSuMCopadho276dGxQI5jhy5AiKi4tx/fXX6xZlXMRg08WGDcDXvgbs3g08/LDtwgJKsehNTVy1FOrqzfh4Dr3GxnISrhhtgmCC/fuB++/nEsbvfS+0PSOIuGL0ttvY4nnoIdvpwcFBrqEwjDV/iqzMkJjIRhvAi1cbtzPTys6dO3H77eekzuPmm29GVVVV6AXygtSY6GTDBi6r/Mtf2D31uc/plmhSKMXOwYYGztXwpwLKH6ZOZaNt2zb29K1bZ76YTRAcx4kTwE9/ytMI7r5bX+n1pz7FFs+f/sTNGj/9aT1y+IhhrLW2AhdcEHpjzcAw2t57j422detsXJD1299yRUUgmTcP+OpXx93lxhtvnFQD28rKSvzTP/0TOjs7ERkZifvvvx/Nzc249957QUSYMmUKfvnLX2LhwoW49tprUV9fj6ioKNx555345Cc/6fe/Igabbm66iUuKfv977hBbrHc86mR4/33ui5aXx7kaOomJ4dy5bduA8nI24GSklSBMQH0955ElJHCfyMk2CAsW//f/AidP8hd2djZbQBbn0CGezLViBdu8OklI4IrRrVt58Sp60D8eeOABvPDCC6ioqEBFRQViY2Px/PPP45ZbbsGdd96JDRs2YGhoCB0dHbj22muxbds2ZGZm4sCBA7j11luxadMm7N2796OxVaOHxJtFDDbdEHEuR3MzhyZSUy3dDby6mqtB588Pbl6yLyQmsn4vL+d+beefr1siQbAwnZ3cXmhoiAufUlN1S8R68LvfBf75nzmv9/779VtB41BTw73WFiywjpgJCcN68P33uZOU7ZjAExYq7rjjDtxxxx24+eabcc899yAnJwcAUFFRgQ2ellwRERHo7+9HfHw8Mj05QcuWLUNlZSWSkpLw6quv4kc/+hGICN/61rcCIpfY4FYgJgb4wQ+49OcnP2GPmwXp6WGDKC2NU16shDEZ4dQp7tcmCMIYKAU8+CAvEH/4Q/ZmWYXYWA7NRkayHrRoFn1XF3DggDXX1hkZvJiuquLpYEJgmTt3Lt5++20AwNDQECIjI9HT04P6+noAwIEDB5CTk4Pm5mbMnDkT9913Hy699NIx8+PMIAabVUhOBu65h0uO7r+fV78WYmiIiwwiI3kVZ8WxqAsXclT50CEpQhCEMdm8mRP8b7rJetYGwCOr7rqLF60WrKAfHBzWgytWWFMP5uXx2n//filC8JfHHnvsI+8aAPz+97/Hz372M6xbtw6XXXYZqqqq8NBDD+ELX/gCLrnkEnz3u9/FI4888lGo9OKLL8bdd9+Nm266KSDySEjUSmRlccXUL34BvPgi8PnP65boIw4f5p5nhYXWTewnYmPSyOOQ9YggjKCujnPEzj+fe0FalSVLuIL+V78CXniBW39YhIMH2Qhavdq6ejAignvBvfMO68G1a2WE1WQoKSlBSUnJuPssXrwYb7zxxse2dXV1jVmwMHq/QCDfaFajpISzR598kuN7FqCxkQt3cnJC12vNLNHRQFEROyqPHw/wuAVBsCsDA8B//id/QL71LWu6hkZyxRVcgPX005w4awGqq/mxcCEPbLAysbHsAezpYU+bEB6IwWY1iLipbnw8e9o0N5M8e5ZnQCcl8UgUO5CQwGGB9vYYyeMQBAB45hng2DGeD5qWpluayfG1r7Hl8cAD2lNEurqG83cXLtQqyqRJS+Ood10dF0kI9kcMNiuSnAx8/evcJ+lPf9ImhlJsrA0M8GotlD01/WXuXCAxcQCHDgF9fbqlEQSNfPAB65FLL+V+D3Zh2jRg40aedv7yy9rEUIqLDKyct+aN3FwgJYWrRvv7dUsj+IsYbFaluJhn7T37LHD8uBYRqqt5kkF+PrfOsBNEwPz53RgYYGUlCI7k9GkuYkpPZ+PHblx8Mec4PPkku4o0UF3NRUyLFwNTpmgRwTREwLJlbKx98IFuabyjbDbhIhCY+Z/FYLMyGzfy8ugXvwi5m6i/nwsNpk8H5swJ6akDRlzcIHJzORzQ2KhbGkHQwFNP8arrO9/hoet2g4ijDdHRXIQQ4i/2vr5hPahroou/JCVxs/9Tp6xZPR8bG4uWlhZHGW1KKbS0tCDWx8oVqR2xMgkJwO23c7+kZ58FvvSlkJ26ooKNNls2XxzBggW8MD9wgOs5pFpKcAynTgF//Stw5ZXWa5zoC6mpwK23ci7bpk3AVVeF7NSHDw/rQTuFQkdj5LIdOMCjq6w0BSE7Oxs1NTVoamrSLYopent7fTa8ADZUs33sgyhfX1ZnxQoOjb7wAive9PSgn7Kzk6fE5OTw6szORERwF4Pt29kIzc/XLZEghACluIXH1KkhXegFjUsv5X49jz3GvYVCoAdbW9nmnT/f/nowMpKNzrIyTo22ypQaAIiOjsZc3TMO/aC0tBQXhGiUmoXsbMErN97Iy7tHHw3J6Q4e5AiEFftqmmH6dDY+Kyt5xrQghD07dwL79gE33GB/awNg/ffNb7IhGgI9ODTEenDqVPtUhU6EywVkZgJHj3K7D8F+iMFmB9LSuHnktm1BzxytqRlOsI2ODuqpQsrixdwh4NAh3ZIIQpDp6wMeeQSYPRv45Cd1SxM4ZswAPvc51oNHjgT1VJWVHGnIzw+vNIr8fI46HDyoWxLBDGKw2YXPfY5zOR55JGiJt0YlUUqKfRNsvREVZfRmAzxj3wQhPHnxRR7ttHGjvXrxTIZ/+Adu9/G73wVND545w/agy2X9RuG+EhvLerCpSfSgHRGDzS7ExvL8v2PHgDHGYASCo0e5UW5+vr0TbL2Rnc3tSQ4f1t6HUxCCQ3Mz91wrLubkzXAjNpbDvIcPAzt2BOUUFRVsC4ZrvmtODutB4/8U7IMYbHaipISzRR9/HOjtDeihu7o4DDBnDi9gwxEiDo329Fhm6pcgBJZHH+XVyJe/rFuS4HH55RwCeOyxgE+C6eritJB58+zZBWUyELGXrbvbMlO/hEkiBpudIOLy9pYWrhoNIEeOcPQkLy+gh7UcLhcXIRw9qn3qlyAElsOHeeL35z/PN3q4EhkJ3HIL96l4/fWAHrqigtMncnMDeljLkZHBC/MjRyTaYCfEYLMb550HrFkDPPcchz8CQEcH5zPMmwfExATkkJbmvPM49Pvhh7olEYQAoRTwxBO8GrnmGt3SBJ+CAu5T8fTTASt5bG8HGhq4jUc4FVx5Y/FiDtRUVemWRJgsYrDZkZtvZgX91FMBOdzRo6yg5s0LyOEsT0oKl7efOMGGmyDYnoMHuQT62ms5zyvcIeKwb2cn8Je/BOSQFRW8YHWKHkxL48LbY8ck2mAXxGCzIy4Xl+u//TYvCf3AaatKg7w8YHCQjVVBsDVKAX/8I3vXrrhCtzShIzeXZ42+9JLf0YaWFq6cXLAgvNp4TEReHneBOXFCtyTCZBCDza58/vOcy/HnP/t1mCNH2FCzcaNpUyQkcJuqkyeliaRgc0Z615yQ0zCSG2/kJKxnn/XrMBUV7Ji069xks0ybxtGGDz8M+bhqwQRisNkVYzX95pumJ5u3tfFLc3Odtao0WLiQm0gGuQenIAQPpTiPKzXVWd41g/R0rhr9+9/ZTWaCxkZuFr5wYfi1rZsMRrTh2DHdkggTIQabnbnmGs7lMJnDceQIL8hzcgIrll2IjeX/va5OvGyCTTl4EHj/fWd61wz+4R/Yy2aicl4pLq6Niwu/ZuGTJSGBe1RWVXHTYMG6iMFmZ9LSgMsuAzZv9nl16dScjdHMm8c2r+RwCLZjpHft8st1S6MPl4tz2V57jYsQfKC+nl+yaBF7252KMTf6+HG9cgjj4+BbNEy45hpeXfroZTtyBJgyxXk5G6OJjeWVdXV1wHsRC0JwEe/aMNdey0lYL73k08uOHWMPU1ZWkOSyCVOnspft1CmpnLcyYrDZHZcLuOQSbiDZ1japlzQ3s4dtwQJn5myMZv58dlZIXzbBNoh37ePMmgVceCHw179OOr+hqYm9a7m54TmKz1fmz+e1v/Rlsy5isIUD113Hk9snmcNx/Lh410YSHw/MnMkVo/39uqURhElgeNeuu068awbXXsvG2qZNk9r9+HH2sDvdu2aQkMATECorpS+bVRGDLRzIzOQcjk2beGzBOHR18cpy7lxn52yMJjeXlZSsLgVb8Oyz4l0bTW4usHIlh0UniOt1dHCkYd480YMjyc3lRavMGLUmcquGC9ddN6kcjhMnOAzq1MpQbyQlcYeADz/kEndBsCyVlcCBA8CnP+2sbteT4brr2BrbvHnc3U6c4GKr2bNDJJdNSEnhjlEnTsiMUSsScoONiBYR0btE9MwYz91LRKUjHq1ENIeI1hNR5Yjt94dabsszaxZw0UXsZfOSPX/2LFBby7uKnj+XBQvY5j11SrckgjAOL73EOQ1XXqlbEutx3nlAfj7w/PNe43qnT3MrnzlzRA+ORW4ut/eor9ctiTAaHR62VQAeHOsJpdT3lVIlSqkSANcAqABwCsA0AL8wnlNKfSdk0tqJz3yGczjefHPMpysredXklFl5vjJ9uqwuBYvT1gZs2cKh0IQE3dJYk2uv5XjnW2+N+bRRXCR6cGzS04HERGnxYUVCbrAppZ4AMJkBmN8C8CullAKQAuCrRLSdiF4govODKlxbZ4kAACAASURBVKRdWbSI3USvvMJVZCMYHOT8rIwMTrIXxsZYXdbV6ZZEEMZg0yb+MF99tW5JrMsFF7A19uKL5+hBw4Oenc0FB8K5EHHFaGen6SE6QpAgNeqGDslJiUoA/KNS6novzycDeBPAKqXUIBFFKKWGPM+tAfAkgFyl1DnZRkS0EcBGAHC5XCufeeacyGtA6e7uRoKFVrrJ+/Zh1p/+hKqbbkK30Q0RQENDLD78MB75+R1ISnJGCZDZa7NvXzIAwvLl7YEXSrDcZ8YuUH8/8u67D6fnzMHJL30pKOcIl2szbfduZP/lL6j88pfRk5v70faamqk4dSoOy5e3Iy7OPsmqob4uQ0PAnj0pmDp1EEuW+NaM2GkE+tqsX79+t1KqYKznrNrj/psAfmMYZIax5vl9GxG1AnABOMcPopR6GMDDAFBQUKBKSkqCKmhpaSmCfQ6fWLMG2LsXabW1wG23AeBF5ttvc/n62rWa5QshZq/N/PnAvn3A0qVciCcEFst9ZuzC669zh9Nvfxtz8/ODcoqwuTbFxcCePUhraABuvRUAOyb//ncOQqxapVk+H9FxXebMAT74AFi+nIfEC2MTymujvUqUiCKJKGnE3/EArgXw+IhtS4m4tSER5QOIASApkWMRFQV88pPA3r0f1Wa73ZzaNn++ZtlswsyZnIxcWalbEkHwoBQXG8ybByxZolsa6xMTA2zYAJSVsQIEUFPDIVHRg5PDKMqQhuLWQbvBBuB6AE+N+Ps2AI8rpfpGbFsF4D0i2gLglwC+oHTEcu3Chg38SXvlFQCcRD91KrdrEyYmMpKVVUODjKsSLMKePbwA++xnpS3/ZPnEJ/i9+utfAbDhkZzMI5iFiYmK4o4C9fUyrsoqaDHYlFKlRv6aUuoPSqmrRzz3C6XUL0ft/4hSarVS6mKl1OVKqUOhltlWJCcDJSXAm2+ivboLra3DQ86FyTFnDjs1pJGuYAleeolLmJ2U0+AvaWkcGn3jDTTXnkV3NzcMFyZPTg7ns0mrI2tgBQ+bEAyuvhro60PrM5ulQaQJ4uK4ovbUKWnxIWjm5ElOcbjqKnZ7CJPn058GurvR+nwpoqM53UGYPPHxwIwZfAtKTEs/YrCFKzk5GFyyDNGbX8WsmYOi502Qk8OhAGkgKWjl5Zc5J+sTn9Atif1YvBgDs+ch5vVXMHuWQmSkboHsR04OtzrypAIKGhGDLYypL7wa0R3NmOd+T7cotiQtjXuTSvGBoI2eHqC0lFMcEhN1S2M/iNBQ8CnENp5ETrdk0pjB5eKedZIeoh8x2MIUpYCjyYUglwtxf39Ztzi2hIhXl21tQLu0ZBN0UFrKpY3iXTOFUkCF62JETUtE3Fuv6hbHlhh6sKmJ1w+CPsRgC1Oam4GeMxGI+sxVwOHDnIQg+Ex2NleNyupSCDlKAa+9xn0oRjR/FSaP2w2cGYxB1KeuBN57T1r3m2T2bCAiQvSgbsRgC1NOnuS0l5RrLuVE5ddf1y2SLYmO5tL22lp2dAhCyDh6lL8hN2zQLYltqaricF7y9Z/kDX/7m1Z57MqUKdwWqrqaGxALehCDLQzp7eUeYrNmARHTkoALL+RRB2JxmEJK2wUtvPYaWxsXX6xbElvS08NhvDlzAEqfAaxeDbzxBjDgjNF8gSYnB+jv58WroAcx2MKQ6mqOpsyZ49lw5ZVAdzeHBASfSUzkAoSqKiltF0JETw/wzjtcbDB1qm5pbMnJk5x/9VFLoyuuADo6ePqB4DPTp7MulLCoPsRgCzOUYkWVlsY9dAAAy5ZxUzEJi5pmzhwubW9u1i2J4AiMYoMrr9QtiS0ZHGSPeEYGOykBACtW8HDgzZu1ymZncnLY5m1r0y2JMxGDLcxobGTDIidnxEYi4PLLgYMHgbo6XaLZmowMzmeTsKgQdIxig9xcKTYwSV0dh+8+pgcjIoDLLuMxX7LyMkV2NqdEi5dND2KwhRknT3KCqMs16onLLmOFJatLU0REsLJqaOAvAkEIGlJs4DcnT3IPxXPmhl5+ORvEf/+7FrnsTlQUkJXFzcRFD4YeMdjCiDNn2MNmlGB/jOnTgcJCVlSSdGuK2bO5+KCmRrckQljzt79xHG/dOt2S2JKuLg7ZfZTDOxKXCzj/fC4+kIRUU8yaxSFnmQATesRgCyNOnRpVbDCaK6+UpFs/SEoCkpMlLCoEkZ4eYOtWKTbwg+pqzgLJyvKywxVX8Mp2//6QyhUupKRw8YHowdAjBluYoBR/gNLTx9HzK1dyjECKD0wzezbQ2cl2ryAEHKP9joRDTaEUe8BdLk4NGZPVqzleKukhppk1i72Y3d26JXEWYrCFCc3N3H9t1qxxdjKSbvfulY7fJsnK4rdRVpdCwFGKF1MLFvB0A8FnGhuBs2cn0IMxMcD69dzmqKsrZLKFE9nZ7MWsrtYtibMQgy1MqKnhKsaMjAl2vPxy/vnGG0GXKRyJjuaO37W10vFbCDCVlVxscNlluiWxLdXVbI+lp0+w4xVXcC7v22+HRK5wY8oUfo9raiQVMJSIwRYGDAxwAujMmWMUG4wmPZ37Eb3xBmfQCz4zezZXSDU06JZECCveeovL8Nau1S2JLenr49mh2dmT0IM5OezJ3LxZLA6TzJ7NUZ2mJt2SOAcx2MKA+nr29owbBhjJ5ZcDLS2SdGuS1FQgLk7CokIAGRjgZrlFRZzRLfhMbS2vQSetB6+4gvt/HDsWVLnClfR09maKHgwdYrCFAdXVPNUgJWWSLygs5BdIOMAURPyl0NwMnD6tWxohLNi7lytZLr1UtyS2pbqaq7iTkib5gnXrOLYn6SGmMHpTut0ypjpUiMFmc06fZmfZpFeVAC+L1q4F3n2XfdqCzxjvtyTdCgHhzTfZ0lixQrcktsSo3PZJD8bFAWvWAFu2iMVhklmz2KspA+FDgxhsNsdo4pqd7eML16/ncqp33w24TE5g6lRgxgw22CQFRvCL7m5g507g4os5h03wmepq9vh47b3mjfXrueO49KY0hfSmDC1isNkYpVhRpaWZ6LG5eDE3K5KwqGlmzWJd39KiWxLB1mzdyjlsEg41hTF9xOXi4IFPLF3KU2BED5rG6E3Z2albkvBHDDYb09rKIVGfwgAGRLy63L9fLA6TZGSwQ0TCAYJfvPUWf+vNm6dbElvS2MgRTVN6MCKCp0rs3i0Wh0mkN2XoEIPNxtTUsMGQmWnyAOvXs5uutDSQYjmGyEg22urrpUOKYJLaWqCigr1rRLqlsSXV1cN9wUyxfj2X2W/bFlC5nILR/9Oo0hWChxhsNmVwEKirY2MtMtLkQWbOBPLyOBwgiVimyM7mnmxut25JBFvy9ttsqJWU6JbElozsvWba3s3J4YeERU2Tnc3XorlZtyThjRhsNqW+ntNeTIUBRrJ+PfciqqwMiFxOIy2NV/dG8YcgTBqlOBy6fDnnUQk+U1/Pb6PPRVejKSlhT2d9fSDEchwzZrCnTfRgcBGDzabU1HBVut96fu1ajqu+9VZA5HIaRJzD0djInjZBmDSHDnGbeCk2ME1NDfcZnnTvNW9cfDF/mLdsCYhcTiMiggM2DQ0ysi+YiMFmQ86eZdezX2EAg8REbqS7ZYt80kySnc25G7I4F3zirbe4vHv1at2S2JIzZ7jwyudWHmORlsYVo2+9JekhJsnK4q8QGdkXPMRgsyF1daxTAqKoAA6LtrcD+/YF6IDOIjkZSEiQcIDgA2fPcpL7RRdxTF3wGaM6O6B6sL4eOHo0QAd0FtOn8/pDquaDhxhsNqS2lkMACQkBOmBBAR9MwqKmycri7ihnzuiWRLAFu3bxlBEpNjBNbS2P44uLC9ABL7yQG7lJ1bwpRqaHyOCI4CAGm804fRpoawvgqhLgbNF164AdO2Q4pkmMpGdZXQqT4p13gGnTOAwn+ExXF7dNC6gejI8Hior42gwMBPDAziEri6M/kh4SHMRgsxmGQTBzZoAPXFLCy6KdOwN8YGcQF8erfQmLChNy+jRQXs4FPxGigs1QW8senYDrwUsuYUtw794AH9gZJCVxWrToweAg2sJm1NUFOAxgkJfHtdlbtwb4wM4hO3t45S8IXtm5k0uK167VLYltqa0dbqkTUC64gC0OCYuaJiuLi0EkPSTwiMFmI4ISBjAgAtas4ZVlV1cQThD+zJzJb6OsLoVxeecdbsufl6dbElvS1sZOyqDowaio4fQQsThMYVwXSQ8JPGKw2YighQEM1q7l3I0dO4J0gvAmJoa/h2trpTOA4IWuLl4UrV0ro6hMUlvLkWTTI/kmYt06Tg8pLw/SCcIbIz1EDLbAE3KDjYgWEdG7RPTMGM/NJaJ6Iir1PP7g2R5NRA8T0VYieoeI8kMttxUIWhjAIDeXteA77wTpBOFPVhYX/7W26pZEsCTbt3OzqnXrdEtiS5TitBCXi51hQWHxYiA1VfSgH2RnczRI0kMCiw4P2yoAD3p5bhqAp5VSJZ7HDZ7tXwIwoJRaC+B2AA+HQE5L0d7OYYCgedcAXvGvXQvs3w90dATxROGLy8WzXevqdEsiWJKtW9mqnztXtyS2pLmZW9j5PYpqPIz0kN27gZ6eIJ4ofMnM5LdRvGyBJeQGm1LqCQDeeiGnAPg0EW0noteIqMSz/VIAf/K8fh+AVCKKD7qwFiLoYQCDtWt5Gbt9e5BPFJ5ERXFY1JhxKAgf0doKHDzI3jUJh5qitpa7EKWnB/lERnpIWVmQTxSeTJnCNWxisAWWYDmVzVKqlFoIAER0HoC/ElERgDQAzSP2awYwA8A5yx8i2ghgIwC4XC6UBrnap7u7O+jnUArYvTsFCQkD2L49yAUBSmFBRAQG/vAHVAa8FDW0hOLajEVzcwyOHk3EmTMdSE6Wfk6j0XVddJO6fTsym5txLCoKZy36/1v52gwNAeXl05GaehbvvBNkz5dSWDQwgN4nnsBJCxjXVr4u3mhqmoJjxxJw5kwHEhPDVw+G8tpYymBTSg2N+P0DItoDYAGANgDJI3ZN9mwb6xgPwxMyLSgoUCVB7iReWlqKYJ+juRno7gZWrgxySNTA7Qaefhpzli7lXA6bEoprMxaDg8DrrwOzZklf1LHQdV208+qrQEEB0q67TrckXrHytWlo4Ajl6tXsvQk6lZXAK69grjEJRiNWvi7e6O8HNm/m6P955+mWJniE8tporxIlokgiSvL8vpiIoj2/zwRwHoBDALYBuNqzfRGAfqWUY5Ksams5L8rlCtEJjbDotm0hOmF4YVwrY+arIMDtBo4ckWIDP6ir40rstLQQnVCq5v0iOpoNa8nnDRzaDTYA1wN4yvN7LoAtRLQFwDMAblNKdQL4HYBsItoK4PfwhDydwNAQ50NlZLAhEBKMpGhpomuamTO5M0BLi25JBEtgfJbEYDPF0BDbvBkZIUz/y83lE4oeNM3MmdzOrm3MeJjgK1pCokqpUgClnt//AOAPnt9fAfDKGPufAXDD6O1OoKWFXcshCYWOZN064PHHeZJv0DN8w4/09OFq0ZB5BATr8s47wKJF8lkySWMjO7tCqgeNatHnn+f+FElJITx5eOBycbFcfT33ZhP8wwoeNmEc6uqGKw9Dypo1/FNWl6aIjOTFuVSLCqit5Xwo8a6Zpq6OQ2whT6ldu5bde++9F+IThwcSFg0sYrBZGKU40dZYpYSUjAxg4UJpHukHRli0uXnifYUwxmiRc9FFeuWwKUY4NDNTgx6cO5c/yLJwNY2ERQOHGGwWpqWFv/CD3nvNG2vXAh9+KM10TDJjBntHZXXpcLZv57mhNq641omWcKiB0Uz8wAHuXi74zMiwqOAfYrBZmLo6Dq1pS3sxwqLSRNcURrVofT17CQQHUl/Pix7xrpmmvl5TONRgzRoOd7z7riYB7I2ERQOHGGwWZWQ4NGTVoaNJS+NEaVFUppk5k4tGpFrUoRifneJivXLYlKEh1oNawqEGc+ZwU0UJi5pGwqKBQQw2i9LayjPztIVDDYqLgRMnOIlE8Jn0dAmLOprt24EFC6Q61CRNTRwO1aoHjWrR999nxSz4jIRFA4MYbBZFezjUwPAMiJfNFBERw9WiEhZ1GI2NwLFj4l3zA6M6VHtrHCMsKk10TSFh0cAgBpsFUYq/4A3vjFYyMoB588Rg8wMjLCrVog7D+MxI/popjHBoRobGcKjBrFncUFzae5hGwqL+o/tjIIxBW5tFwqEGxcVARYUkYpnEqBaVcIDDePddXuxY5oNsL4xwqJbq0NEQsR48cADo6tItjS2RsKj/iMFmQerq+MYO2ezQiTBCOrK6NIVxLRsapImuY2hpAQ4fFu+aH1gmHGpw4YXs9tu5U7cktkTCov4jBpvFsFQ41GDWLH5Iew/TZGZyTz3JWXYIUh3qFyNnh2oPhxrk5rLFIekhpsnM5LCotLQzh1U+CoKHtjagt9eCUZSLLuIqqY4O3ZLYkhkzJBzgKN59F5g9G8jO1i2JLWlu1jRDeTyMsOjevcDp07qlsSUZGfw2NjTolsSeiMFmMerrLRYONSguZvefhEVNYcyDFYPNAbS18eJGwqGmqa/nz4xlwqEGxcWcWLdrl25JbIkR4hY9aA4x2CxGfT17Y6KjdUsyipwcdvtJOMA0mZnsPZVwQJizYwcvbsRgM4XWGcoTkZcHTJsmetAPMjKA7m5+CL5htY+Do2lv5/i+5cKhwMerpOSTZgqXi99GWV2GOdu3cwuI2bN1S2JLWls53zMjQ7ckYxARwcUHu3axkILPGNdV9KDviMFmIRoa+AvdcuFQg+JiYHBQqqRMIuEAB9DZCRw8yN41It3S2JKGBraLtDcN90ZxMfdd2rNHtyS2JDYWSEkRPWgGMdgsRH09DziOidEtiRcWLGCLQ8IBpsnMBHp6pJVT2LJzJ5c4SnWoaYy0EMtUyY8mPx9ISBA96AeZmVy/duaMbknshRhsFsGI6VsyDGAwskpKPmmmMLynsroMU3bsYGtj3jzdktgS40vc0nowKgpYtQooK+MCBMFnJCxqDjHYLIJR5mxpRQWwwdbfD5SX65bElsTGAtOni6IKS3p7eTGzerWEQ01SX89vnS30YE8P5/QKPhMfDyQlSXsPXxGDzSI0NHDx0dSpuiWZgMWLWVAZgmyazExOdZJWTmHGnj28mLnwQt2S2JaGBl7QWDYtxGD5cl59SVjUNBkZXGBy9qxuSeyDGGwWoLeXWzdZflUJcDbwqlVcJdXfr1saWyLhgDBlxw4gMRE47zzdktgSI7fTklXyo4mJAQoL+ZoPDemWxpZkZnILF7dbtyT2QQw2C2CbcKjBqlWcaCLhAFPExQHJyRIOCCsGBjinqagIiIzULY0tMRYwttGDxcWcdPfBB7olsSVJSawLZeE6ecRgswANDRzTT0zULckkOf98DgdIWNQ0mZkcDujt1S2JEBAOHWIXkYRDTWObtBCDlSu5AEH0oGkyM3kMmdRuTA4x2DTT3883rC3CAAYxMaysdu5kn7bgM4YXQbxsYcJ77wFTpgAXXKBbEltiq7QQg6lTefFqTLYQfCYjgyPKEhadHGKwacbt5s+6rRQVwJVwbW3A0aO6JbEliYnsVRWDLQxQihcvK1bYIFvemhifA1stXAHWg243cPKkbklsSUoKr3NED04OMdg009DA0cVp03RL4iMFBZyrI+EA02RkAC0tUrthe44f5wsp4VDTNDRwL9qEBN2S+EhREf8UPWgKo4WL2y21G5NBDDaNDA4CjY18w9qubVNCArB0KYeCBFMY4YCmJt2SCH7x3ntcPV1QoFsSW2LLtBCD6dOBRYtkXJ8fZGbyd6HowYkRg00jTU18o9ouHGqwejVQWwvU1OiWxJakpHAETcIBNmfHDl682KZqyFrYNi3EYPVq9rI2N+uWxJakpnLthujBiRGDTSMNDTwQPDVVtyQmWbWKf0o4wBRGOKCxUcIBtqW2Fqiu5i9twRS2TQsxMK69eNlMEREBpKcPG+6Cd8Rg04TRMDA9nW9YW5KWxgPhxWAzjcvFIaGWFt2SCKYwUgLEYDPF0BAvWIwZu7YkOxvIyhI96AcZGTzxoL1dtyTWxq6mgu1pbQX6+myatzGS1auBI0f4HxJ8ZsYMrt2QcIBN2bGDFy1pabolsSXNzTZPCzFYvRo4eJB78Qk+k57OEQfRg+MjBpsmGhrYszZjhm5J/MTwLJSV6ZXDpkRG8j0gfYhsSGsrL1bEu2aahgbOX7K9vbt6NVueu3bplsSWGKlBYrCNjxhsmnC7WUlFRemWxE9mzWI3oYQDTJORwZO+Ojp0SyL4hLFIEYPNFEZayIwZNk4LMVi0iJPwRA+aJiMD6O4WJ+V42P1jYku6uvimtH0YAGA/9urVwP79wOnTuqWxJS6XhANsyc6dvFiZNUu3JLako4MnHISNHly1ij1s0ljRFDL9ZWLEYNOAcUPaOtF2JBdeyMPgdu/WLYktiYnhFh+iqGxEby8vUlatsmETRWvQ0MBvXdjowdWr+b44cEC3JLZk6lQeCC960DtisGnA7WbveWysbkkCxKJFQHKyhAP8ICMD6OwUJ6Vt2LOHPSlGaxvBZxoauO9sdLRuSQLEsmWs1EUPmiYjgyce9vXplsSahNxgI6JFRPQuET0zxnMziOhJItpCRLuI6Jue7euJqJKISj2P+0Mtd6A4e5ZvyLBZVQKcgFJYyB62gQHd0tgSCQfYjLIynvaxeLFuSWzJ6dOcGhIW4VCDmBhg5Uq+N6ShmCkyMoZzG4Vz0eFhWwXgQS/PzQBwn1LqYgBrAfyAiAjANAC/UEqVeB7fCZGsAce4EcNKUQHsaejpAT74QLcktiQ+nhvli6KyAUND/KVcWMhlvoLPGAuTsNSDra3A0aO6JbElyckcGpWF69iEvEZRKfUEEZV4eW7kt30qgBqllCKiFABfJaLrATQCuEcptX+sYxDRRgAbAcDlcqG0tDSQ4p9Dd3e3T+c4fDgRp09HITGxLXhCaSCirw+LOzrQ+uSTqL/qKt3iAPD92ujm1Kk41NZORU9PK6KiwneFbrfrMpq4qirMq6pC9YUXosPG/8dYhOraHDqUhIGBCCQmhlen1MjeXixubUXT44/DfcUVATuu3T8zvnDqVDwaG6egs7PVFuuhUF4bSzaVIKJ4AE8AuNWz6TGl1O89z60B8CIR5SqlBke/Vin1MICHAaCgoECVlJQEVdbS0lJM9hyDg+yEmjMHyM8Pqlh62LEDM06dwqKLL7ZEIrYv18YKtLcDW7cCeXncPD1csdt1OYdHHwVcLqR95StAXJxuaQJKKK5Nfz+3b8jN5Xs97Ni6FWldXVgcwPfR9p8ZH1iyhNMAlyyxhwc2lNfGckUHRJQI4DkAP1JK7QMApdRHkxaVUtsAtAKwXRZYUxNHU8Iqf20kRUUc06uu1i2JLUlO5pxlCQdYnJ07edh7mBlrocL2w94noqgIqKrimVuCzxjD4CU95Fy0G2xEFElESZ7fkwG8CM5j2zJin6WeXDYQUT6AGAD1OuT1B7fb5sPeJ6KwkH/KEGRTEPGIFsOwFyxIbS0/pDrUNMaw9+Rk3ZIEiaIi/il60BTGMPiGBqndGI12gw3A9QCe8vz+LwDyANwzoiI0C1yo8B4RbQHwSwBfUMpel1IpvgFtPex9IlJTea6ijKkyTUYGF9rKMHiLYtzbxpey4BMjh71bIGsiOMycyTkNogdNk5HBrT3awivV22+05LAppUoBlHp+/wOAP3h+/x6A743xkkc8D9vS3s43YNiGQw2KioCnn+Z/eNo03dLYjrQ0Ljw0RvYIFmPnTmDePLk4JgmbYe8TsWoV8NJLnLQcH69bGtthDIN3u7lXn8CEq6/HchhdvdPTdUsSZFatYndiebluSWxJZCQbbZLHZkE6O7ltjXjXTNPQMHyPhzVFRewq37tXtyS2xEgdkjy2jyMGW4hoaOAbMGy6ensjJ4e1seRvmMYYBt/ZqVsS4WPs2sWLEclfM03YDHufiLw8bqwoYVHTuFzcXFmmvwwT7h8bS9DTw2XsYR8GAIaHIO/bJ/NFTGJ4YWV1aTF27uT4zPz5uiWxJWE17H0ijOkv5eUcAxZ8xkgfkmjDMGKwhQDjizfs89cMVq3iGVz7x+xtLExAbCyn/4nBZiH6+nh+qAx7N41xP4d9WohBURGv1A8f1i2JLYmP5+lvogeHEYMtBDQ0sHfcMW2b8vN5voiEA0zjcnGF1NmzuiURAAAHD7J7SMKhpnG7gZQUYMoU3ZKEiBUruKGY6EHTZGRwxXx/v25JrIEYbEGmv59HyznGuwZwop4MQfYLI2wkq0uLUFbGrs+lS3VLYkt6e7lw3FF6cOpUvl/EYDONy8VfIU1NuiWxBmKwBZnGRr7hHKWoAA4HtLYCx4/rlsSWJCWxvheDzQIoxV+6y5cDMTG6pbElRtN/x+nBVauGmy0LPpOSwh850YOMGGxBxu3mGy4lRbckIaaggHN9pFrUNC6XTD2wBFVV3EBM2nmYpqGBFyBJSbolCTHG9BfxspnCaIVljDNzOmKwBRGlHNDV2xuJiTy9V/qxmcbl4gKz5mbdkjgc4x42vnwFnzDuYUdUh44mPZ1bHYnBZhqXi1OLZOqBGGxBpbWVbzTHhQEMCguBDz8Ui8MkaWmcsyxl7ZopKwMWLpTJHSYxphs4Vg+uWgW8/z43FRN8xhjnKHpQDLag4nbzjebYKTZGCEm8bKYw7h3J39BIeztw9KiEQ/3A7eaFR2qqbkk0UVTE4ZZdu3RLYkuMe0f0oBhsQcXt5hstSsvEVguQlQVkZko4wA9cLq6w6+jQLYlDMaYbSDjUNI6ZbuCNBQs4iVn0oGlcLm5p19OjWxK9OPUjFHSM6QaODQMAnLhXWMgNdHt7dUtjS4wmoxIO0ERZGcem587VLYktMaYbOF4PFhRw4+WBAd3S2BLj/nG6l00MtiDhuOkG3igq4kS+Awd0S2JLpkzhxbnTFZUW1yiG3AAAIABJREFU+vt5eHdhoQOrhgKD46YbeKOoiIdifvCBbklsSVwc17E5XQ+KwRYk3G6HTTfwxpIl/CZIOMA0Ltewp0IIIcZ0A8lfM01Dg8OmG3hj+XJuKC560DQul0w9MGWwEVEiEWUTybJzLPr7+cZyvHcN4AS+FSu48EAa6ZjCuI+M5qNCiCgrY0tj2TLdktgSI/dS9CB4SsayZVKA5QfG1AMn60GfDDYi+iYRHQfQDqAKQKZn+y+J6PLAi2dPmpocOt3AG4WF3OPkxAndktgSmXqgAaX4y1WmG5jGuF8d2X9tLAoLgbo6mXpgEpl64IPBRkT/D8BPADwB4NMARjaV2QXgXwIrmn1paHDodANvrFzJOUCyujSNTD0IMSdP8lJewqGmcbuHc48EyNQDPyFiPWiMe3QivnjYvgbgJqXUj5VSmwCMLHfZDmBxQCWzKYbLNj1d8pQ/IjkZyMsTReUHMvUgxBiLi4ICvXLYFONelSjDCIypB7JwNY3Tpx74YrC5AHi7084CcNqUuDExphtIGGAUhYU8CL61VbcktiQtDYiMdHY4IKSUlXH/rOnTdUtiS1paHD7dwBuFhTz1wOkNxUwyYwY7QpyqB30x2A4DuMHLc5cBqPBfHPvj+OkG3jBCS9Lt2xQy9SCEdHQAR45Is1w/cLt5geHY6QbeKCzkvIbdu3VLYkucPvXAF4Pt3wD8OxE9TETrABCA+UR0C4BfArgvGALaDcdPN/DG7NkcEpCwqGlcLuDMGaCzU7ckYY4x3UDy10zj+OkG3li0iKuIJCxqGpeLx7KePq1bktAz6Y+TUup5AJ8HcDGAUgDTAWwBcA+AbyqlngmCfLbCmG7g+CaRY2FMPdi3D+jr0y2NLTHuK6euLkNGeTmHQufN0y2JLens5IWFhEPHICKC8yJ37+aYseAzTp564NP6Ryn1slJqEYBFANYAWAIgR4w1xugPI4rKC0VFwNmzMvXAJLGxwLRpzlRUIWNggEcIFRVJ1ZBJZMrLBBQWsovoyBHdktiS+HggIcGZetCXth6zjQe4yKAGQA+AWSO2Oxq3m2+k+HjdkliU/Hy2OiQcYBqXiyukxEkZJN5/n91Dkr9mGrebFxaOn27gjRUrOMFP0kNMY0w9cNpoVl88bFUAKkf8HOvhWAYGZLrBhMTEABdcwIrKqY10/ESmHgSZ8nK+T88/X7cktqSvjxcUogfHIS6OF69isJnG5eLaDae1OfLFYJsLYN6In/MAXAjgpwBqAWwIuHQ2ormZbyBRVBNQWMhv1smTuiWxJUlJ7KR0Yjgg6CjFX6LLlol7yCSSFjJJCguB6mrusi74TEoKj2Z1mh70pejg5BiPMqXUvwL4MYA7giem9XG7+QaS6QYTYDQildWlKYi4+KCxUaYeBJy6OqC+XsKhfuB284IiOVm3JBbHqECW9BBTjGxz5KRgTaCKrl8FUBKgY9kOpfjGSU+XMvYJSUnhhqSiqEzjcnEIXnoQBxhjESEGmymGhoanvAgTkJkJZGfLwtUPXC6uYevo0C1J6AiUefFZAHUBOpbt6OjgG0fCAJOksJArpJz0SQsgRn8rp4UDgk55OY8Okq7Xpmht5YWE6MFJUlgIHDrERS6CzxjjH52kB32pEt08xuNtIjoB4NfgxrqOxO3mG0f0/CQpLGS3pHT7NkVkJI+qcpKiCjo9PVwhKt4108iUFx8pKmILd98+3ZLYkpgYDtg4SQ/64mGrHeNRAeAxAEuVUk8EXDqb4HbzjRMTo1sSmzB/PjcmlbCoaVyu4UbNQgDYs4djemKwmcbtHp55K0yCvDzuASV60DQuFwdqent1SxIaJj1ASSl1SzAFsSt9fRE4exZYvFi3JDaCiIsPtm3jFabM8fIZlws4eHC495/gJ+XlQGIijw4SfKanhx8yHMIHoqK4J1t5OUccpFGzz7hcwOHDnDs52wGdYL162Ihopq+PUApuFdraogFI3obPFBXxMLgPPtAtiS2ZOpVbfEg/tgAwNMTzQwsKpGrIJDLdwCSFhUB7O3D8uG5JbEliIutCp3RHGc+1UQNgsgWz5NnXcc7wtrYYpKbyjSP4wPnncx+U8nLueyX4jMvFer6/n99KwSRHjvCoIBn2bhq3e/jLU/CBlSvZs1ZeztXzgs+4XNzSbnAw/MPx4xls64NxQiJaBOBRAKeUUteP8fxPPecmAN9XSpUSUTS4sGEx2DD8ulLqUDDk84XBQaC9PVpWlWaIjWVDrbwc+MpXdEtjS9LTgWPHgKYmYKYj/dsBoqyMNf0FF+iWxJb09/OUl9xc3ZLYkKQkzmUrLwe++EXd0tgSlwuoquJ7MNxbyng12JRSW4J0zlUAHgS3AvkYRHQJgOVKqWJPiPUtIsoH8CUAA0qptUS0HMDDAIqDJN+kaWkBhoZIDDazFBQAv/kNUFsLZGXplsZ2GIUubrcYbH6xaxewZIkMATZJUxOnYIX7l2XQKCoCHn+c+6JMn65bGtthFLoYvVDDGZ8SNogoi4g+RURfIqIbRz8mcwxPNam3iPOlAP7s2a8OwEkAizzb/+TZvg9AKhFp165cxq6QlqZbEptiVOTt2qVXDpsycuqBk7p9B5TGRl6eS3Woadzu4RYLggmM6S+iB00xcupBuDPp8jwiugHA7zGcq9bk+TkDQD+ANgD+tvZIA/DeiL+bPcdP8/w+envPGHJuBLARAFwuF0pLS/0UyTtnz0YgK6sX77wjLefNsiAyEgN//jMqgzDLpru7O6jX3wo0N8fg6NFEnD3bgaSkAd3iTAorXZfpO3ZgZksLjvb3o88iMunE12ujFFBenoKUlH5s2SI9ZkyhFBYNDKD32Wdx0ktvKCt9ZqyI2z0FJ04koK+vHXFxgyE9dyivjS/9FH4I4NsAHgLwDoD7lFKvElER2JD7egDkaQMw8ps72bPN2/ZzUEo9DA6ZoqCgQJWUlARALO+UlpYi2OcIa06eBF54AXMKCwMeknLCtenvB15/nfOH8vJ0SzM5LHVdSkuB/HykXXutbkksga/XprWVewGuXClheb+oqADefBNzi4vHbOhpqc+MBentBd54A1i4MPS5lKG8Nr6ERLMAPKOUUgCOAMgFAKVUGXjw+8/NCEBEkUSU5PlzG4CrPdvTwOHQI6O2LwLQr5SSuUbhQGEhV2/s3atbElsSHc1pL04IBwSc3l7gwAGpDvWDxkaZ8hIQiop4vuEh7bV0tiQ2FkhODn896IvBVgNgruf3Q+DiAYz4e6lJGa4H8JTn900A3ET0Lnig/B1KqV4AvwOQTURbwd68jSbPJViNRYu4H4B0+zaNywV0dspIQp/Zv59dlGKwmcbt5gWDtJXxk6VLgSlTRA/6gcsFtLUBfX26JQkevhhsrwP4quf3TQA+R0S3EFEugH8BFwhMCqVUqdHSQyn1B6XU1Z7fh5RStyulipVSq5VSmzzbzyilblBKrVVKXaSUkrs6XIiM5HjKrl3cwFTwGaNKOdxXlwGnvByIiwPOO0+3JLbkzBleKEiVfACIieHelGVlUkFkEpeL37pwbibui8F2H4CDAKCUOgrge+B8tiMAvgLg+wGXTnAGhYWs+Y8e1S2JLUlI4PQ/Mdh8gLPleTSQjEYzhUw3CDCFhWxtVFfrlsSWJCezkzKc9aAvBluDUurXxh9KqQcBzASHRrOVUi8FWjjBIaxYwbXZEg4wjcsFNDdzOqAwCU6c4Ix5aedhGrebFwoyyzZAGPdiWZleOWwKEevBpqbwDdb4ZLAR0X8T0YXGBqVUq1Jql1JqzIpNQZgUCQkclhJFZRqXi5VUc/PE+wrgxQERh+MFnxkc5HtNvGsBJDUVmDdP9KAfuFycltoWphaJLwbbneDK0C1EVElEPyWiJUGSS3AaRUXcwLSpSbcktmT6dI7shXM4IKCUl3PBSxD6/zmB5mZeIIjBFmCKirjFR1eXbklsSVoaB2vCVQ9O2mBTSv1OKbUBgAvATwGsBLCXiPYR0XeJKDtYQgoOwAgHSFjUFE7q9u03ra08hFXCoaZxu3mBIJOUAkxhIedX7t6tWxJbEhXFjspw1YM+jaYCAKVUm1LqEY/xlgEeGfUTAFUBlk1wEllZQGamGGx+4HJxa7EO6VA4PsaXobTzMI3bzQuECJ+/QYRxWbAAmDZN9KAfuFzczLnnnDlI9sfUx42I0jwjoP4E4EcA9gH4ViAFExwGEX+B7t/PVofgM8bg43BdXQaMsjKOncyZo1sSW9LRwR9RCYcGASL2su3eDQzYY9Sc1QjnNkeTNtiIKJWINhLRGwDqwGOqtgBYpJS6UCn138ESUnAIhYWcMbp/v25JbMmUKTyAOxwVVcDo6wP27ePFAZFuaWyJcX8ZCwQhwBQWsnvo8GHdktiSuDjuxR6OetCnKlEAdwM4AGC1UmqxUuonSqkPgyOa4DiWLAGmTpVwgB+4XEB7O0+5Ecbg0CF2D0n+mmncbl4YTJmiW5IwZflyTsYSPWgalwtoaQk/J6UvBtuVAGYrpb6jlNoTLIEEBxMVxT3Zysul27dJwjkcEBDKy7mr/LJluiWxJWfP8oJAwqFBZOpUHlUl7T1ME65TD3ypEn3LM/hdEIJHYSFX8X0ojlszJCWxvheDbQyU4i/B5cvZaBN8RqYbhIiiIqC2Fqir0y2JLUlJ4fm24aYHpcZHsBYFBZxbJOEA04R7t2/TVFfzklvCoaZxu3lBkJSkW5IwR9oc+QUR51g2NoZXsEYMNsFaJCcDCxdKOMAPXC7uRN/SolsSi2HcU2KwmWJoiBcC4l0LAS4XMHu26EE/yMjgGqNwmnrgS5Xob4hodTCFEQQAHA44diy8PmkhJC0NiIwMv3CA35SX8+if1FTdktgSY1atGGwhoqgIeP/98GwoFgJmzGBPWzjpQV88bPMBbCWiCiL6PhFlBUsoweEYDU137dIrh00xph40NOiWxEJ0dXGbBGmWaxq3mxcCaWm6JXEIhYVsIe/dq1sSWxIdHX5TD3wpOrgMQCaA/wJwOYAPieh1IvoCEUmBtxA45szhbwUJB5jG5QLOnJGRhB+xaxcns4jBZhqZbhBi8vK4oZjoQdO4XKwDT5/WLUlg8Omjp5RqVkr9r1LqEgCzALwE4BsAGjwh0xXBEFJwGMbUg337OAlB8BmZejCKsjIuHcvN1S2JLens5AWAhENDSEQEF2Ht2iUVRCYJtzZH/qyVlgBYDWA5gEoAMQDeJqKXiEic5oJ/FBZyg9ODB3VLYktiY7l+I1wUlV8MDPCon8JCmW5gEpluoInCQqCrC3HV1bolsSXx8fwIFz3ok8FGRPOI6EdEVAngFQADAC5RSq1QSt0CIBtAM4DfBl5UwVEsW8at1CUcYJqMDG5p53gn5fvvs3tIwqGmcbt5JnlsrG5JHMaKFUBkJBIrKnRLYlsyMsJn6oEvVaLvADgG4FpwHlu2UurLSqmPvlGVUl0A7gLnuAmCeWJiuMFpWVl4NdIJIUY4INy6fftMWdnw/ST4zNmzXLAt4VANxMcDS5YgSQw207hcHFFubtYtif/44mGrBXvTzlNKPaCUaveyXyeAn/gvmuB4Vq3iT1lVlW5JbElSEntEwiUcYApjuoHhsRV8xjD4xWDTRGEhprjdsvIyiTH1IByq5n2pEv2CUmrLJPY7o5S6zz+xBAGccAtIWNQkI7t9OzZnuaaGNbWEQ03jdg/nRAoaMO7dnTv1ymFTIiLCZ+qBFGgL1iUlRaYe+InLxbkbra26JdGE8SUn0w1MIdMNLMDMmTg7Y4boQT9wuTi03+4tLmgTxGATrM2qVcDRozL1wCRG36xwCAeYoqyMpxtIt1dTGMnaYrDppSsvDzh0KHwaioWY9PTwmHogBptgbWTqgV9ERrLRZndFZYrOTqCiQsKhfuB2s8Ev9q5eOhcvZst5zx7dotiS6GgO2NhdD4rBJlibOXPY4pD8DdNkZPDC3HFTD3bvlukGfmJMN4iM1C2Jszk9e7ZMPfCTjIzhBtB2RQw2wdoYUw/27pWGYiYxmp06LixaVgZMny7TDUxijPT5/9u78/gqyzNv4L8rGwkJJIFINgj7pgJaI0lYSkDBtdbaqtOxi7VW2461nWmnn3HembftzPg67bR2prZTZVprW3Fwqy1uVFECsqMUWaUssoWELWEJISSE6/3jOqccY4DkyTnnfp5zft/PJ5/AWS/ycJ5cz33d93WzHOoDkbsetLe7jiaQiorse5BH2Ziwkf9NnGjJ2rvvuo4kkDIzrelpkE9U3cbdDXosnOAzYfOJigrLotmTzZPwrgdBvnBlwkb+N26cZR0sB3hWVGTrNk6dch1JnGzYYLUPrg71jLsb+MzllwNpaZwe0gNB3/WACRv5X3q6bdGyenXwG+k4kmibIF8QdzfokfDuBuEyEvlA797ApZfywrUHioqsVU1QexAzYaNgmDjRLo127HAdSSD17QtkZSVJwhbe3WDCBO5u4FH4/wnLoT5TUQHU1toXdVt+vl3HBfU8yISNgqG83OYi8erSs8JCa4Ka8HOWd++2MzJXh3pWX28Jft++riOhDwj/n+Z50JPw7i/79wezWMOEjYIhNxcYPZonqh4oKrJkLRE2QT6v8BwfJmyetLdbYs9yqA8NGAAMGcLzYA8UFQFtbcHc/YUJGwXHxInAtm1WGqVu69/f5iwHtRzQZStX2pZm/fq5jiSQDh60eT4sh/rUxInApk1J2FgxOsK7vwTxPMiEjYKjosK+8+rSk5SUs7seBLEc0CUNDbaVWfj/CnXb/v2W2Pfv7zoS6tTEiZZRv/OO60gCKfx/O4jtPZwkbCJyn4gsF5EVInJ7h/seEpGaiK8GERksItNF5P2I23/kInZyaNAgoLiYy9p7oKgIaGkBjh51HUmMhJN5JmyeqFrCNmCAJfjkQ6NGWb8VXrh6VlQEnDgBNDW5jqR70uL9hiIyHMBdACoB9AKwSkReU9VGAFDVByIeWwBgHoDdAD4C4GFVfSTeMZNPiNgv4pdesh5bWVmuIwqcyE2Q8/JcRxMDK1daLa+szHUkgdTUZL8SOH/Nx0Ssv+DSpdZQLC3uv8YDr7AQWL/eRtmCtBGKi2uoGQDmqWqrqh4HsBjApHM89hsAHlFVBZAP4EsislREXhCRCXGKl/ykooKbIPdARoYtbQ9iOeCCWlpsN4zKSu5u4FFjY8ZfVtKRj1VW2r5hGza4jiSQsrJsHVvQ5rG5SM0LAESuUzsE4KKODxKRXADXAvhO6KYnVPXx0H1TAPxeREaoanuH590D4B4AKCwsRE1NTdT/AZGamppi/h4Uob0dY5ubcXzOHOxtazvvQ3lsOldbm4ldu7LR0tKIXr3OxP39Y3Vc+m7YgLL6eryfkoITPO6e1Nb2wvHja7B06THXoVCEjp8ZaWvDxceOofE3v8G+I0fcBRZgu3dnoba2N5qbG5Ce7n1Sbzx/z7hI2BoBRE5nzQ3d1tF9AB4LJ2Sq+pffLKq6REQaABQC2Bf5JFWdDWA2AJSXl2t1dXVUg++opqYGsX4P6mD9ehSuXIkRU6actxzAY9O5EyeAN9+0qTBDh8b//WN2XNauBQYPRsHnPw+kpkb/9RNcczOwbNl6XHfdOAwb5joaitTpZ2bVKly0bRtGTZvGEWUPjh4FFi8Gxoyx6dFexfP3jIuS6BIA14tIqohkAagG8LaI/KVFo4hkA7gVwK8jbhsnYv8rReRSABkA6uIZOPlERYXNFt20yXUkgZSdDeTkJFhZtL3dJmFfeSWTNY+42XvAVFZaU8Xt211HEki5ubZPbpDKonFP2FR1A4CXACwDsBDAw7Ck7cmIh90L4Neq2hpxWwWA5SKyCMCPAXw6NLeNks3ll9tkLK4W9Sy8CfIFqsrBsXmz9aVis1zP9u8HevduR3a260ioS6680kbWeB70rLDQ9hU9E/+ZIZ44Wbitqg+paoWqVqrq46o6R1Vvirj/YVX9cYfn/CL0+GmqOjOU+FEyysy0fSJXrEjghmKxVVRkP7qgboL8IatWWXn8iitcRxJIbW2WwPfr13rhB5M/9O0LXHKJnQfJk+Liszt7BAE77VAwVVZatrFrl+tIAikvz/ZFr0uESQWq9ktr/Hi2evHowAH7MebnM2ELlMpKYOfOYNX1fCS8+0tQpocwYaNgCpcDeHXpiYiNsoW3IQq0vXst82SzXM/q6mzgOifntOtQqDvC/+d5HvQkJcXKokHZ/YUJGwVTfr4tc+T8Dc+KiqylXeA3g+dm7z3S3m4jbIWFXGwYOEVFwODBTNh6oKgIOHUKaOysV4XPMGGj4KqstM3gA59xuFFQEKxywDmtXGntygsKXEcSSIcOWdJWXOw6EvKkshLYuJGbwXsU3oYtCOdBJmwUXNwMvkdSUuxkVV8fjHJAp44cAbZsYTm0B+rrudl7oFVU2AeY50FP0tLsWo8JG1EsDRwIlJSwLNoD4XJAYJulh1cKV1a6jiSQVO0XVWEhN3sPrBEjLNvmedCz8Gbwfh+k5EeUgiu8Gfy6ddamnbotvBl8EK4uO7Vixdl5PNRtjY1Aays3ew+08HlwzRo7mNRt4WbRfj8PMmGjYKustJnz77zjOpJASk8PTjngQ06csM3eq6o4W96jurqzpXEKsMpKGypfu9Z1JIGUmWnr2Pze5ogJGwXbmDG2x8jy5a4jCayiItvpq6nJdSTd9PbblqxXVbmOJLDq688uPqEAGzcO6N2bq0V7oKjI9hc9edJ1JOfGhI2CLSXFfmGvXs1ygEdBKQd8yPLldlk8ZozrSALp2DGbScDVoQkgLQ0oL7eFB4FvrOhGeFqAn8+DTNgo+KqqgJYWK49Rt2Vl2SCln09UH9LaamXwigqWQz3iZu8JprLShojee891JIGUk2Nffj4PMmGj4Bs/HsjOBpYtcx1JYBUX2wT0lhbXkXTR2rUWLMuhntXXA/362RZllADKy22kjedBz4qKbE/dtjbXkXSOCRsFX1qabVW1cqV1AKVuC5cDArMl4fLllqSPH+86kkBqbrbBGK4OTSBZWcDll9tnI7CNFd0qKrIfnV/Pg0zYKDFUVVkTnY0bXUcSSH36WP7j91VSACwpX7ny7IgCdVu47MOELcFMmmT7jG3f7jqSQMrLsxWjfi2LMmGjxPCRjwAZGVwt2gPFxbZNkV/LAX8R3oaH5VDP6uvPJumUQCoqbCEWz4OeiNiczgMH/FmsYcJGiSEz05I2lgM8Ky4+2/ne11assAZyV1zhOpJAam0FGho4upaQ+vSxFh+cx+ZZcbElawcPuo7kw5iwUeKoqrIZo1u3uo4kkPLybBqMr8uiqpaUf+QjlqRTt+3fbz9GtvNIUJMmAXv3Anv2uI4kkPr3t+tBP54HmbBR4rjySiA1leWAHigutivL06ddR3IO27ZZ3ZblUM/27bMeq7m5riOhmAjvq8tRNk9SUmz0ef9+/7W0Y8JGiSNcDli6lGVRj4qL7SR14IDrSM5hxQo7o06c6DqSQGprs3yXo2sJrF8/aybNhM2z4uKznxU/YcJGiaWqysayd+92HUkg5edbXy4/lgMA2OjppZdack7dFh41YMKW4CZNAnbs8G9/Cp+76CJbgO638yATNkoslZW21IdlUU9EzpYDfLdKKjwvJ1zyoW6rq7Opf3l5riOhmApPGeB50JOUFFstWl/vr2INEzZKLOFyAE9Unvl2ldTSpfad89c8OX3aSt3FxdzNK+EVFQHDhrEs2gPFxbai+vBh15GcxYSNEk9VFbBjBzIaGlxHEki+XSW1ZIkl4wUFriMJpAMHrBxaUuI6EoqLqipg82br4ULdNmCArWHz03mQCRslntAITF/ueuCJL1dJ1dYCO3cCU6a4jiSw9u2z+Yn5+a4jobiYNMm+r1jhNo6ASk21pK2uzj9lUSZslHhC5YDc9etdRxJY4VVSvikHhMuhkye7jSOg2ttZDk06gwYBpaWcHtIDxcXAqVNAY6PrSAwTNkpMU6cia+9eH/en8LfwKql9+1xHErJ0KTB6NMuhHoW32uHq0CQiYqNs69bZVm7UbYWFVnHwS1mUCRslpvBITHhkhrolJcXKAb5YJVVXZy0KWA71rK7Ottrt3991JBRXkybZvAaWRT1JSztbFvUDJmyUmIqL0VJSYhPVyZPwKinnc5bDSXd4Tg51y5kzNh+xqIjl0KQzfLgdeJ4HPSsuBk6eBI4ccR0JEzZKYEfHjQP+/GeWRT0Kr5JyXhZdsgQYNcoCom4LbzXGcmgSErGR6bVrgWPHXEcTSIWF9mN0fh4EEzZKYEfHjbM/sCzqSWQ5wFlZtL4e2L6d5dAeqKuzNi2c/pekpk61YVYuPvAk/NnxQ1mUCRslrNZ+/YARI4C33nIdSmCVltoqKWerRcOlHK4O9eTMGct5w5OnKQkNHWrN91gW9aykBGhudj9IyY8wJbbJk4GtW1kW9ShcFq2tdRTAsmXAyJEsh3p0+LC1Z2Gz3CQWLou++y5w9KjraAKpqAgYO9b6GLrEhI0SW7iUxrKoJ6mpdrKqr3fQRHf/fku2ObrmWW2tlbYvush1JOTU1Kk2r4FlUU8yMqxYw4SNKJaKilgW7aGSEkd76oWTbM5f8+TMGZt3U1zMcmjSGzzY5jfwPBho/BhT4psyhWXRHhgwwEZp4l4WXbLEku3Cwji/cWI4cMBWh5aWuo6EnBOxUbb16/3Ttp+6zUnCJiL3ichyEVkhIrd3uG+oiNSJSE3oa07o9nQRmS0ib4nIYhG51EXsFEDhERpOuvUkvLdoXMuiBw6wHNpD+/axWS5FYFk08OKesInIcAB3AZgGYCaA74pI5HbEeQCeUtXq0Ncdods/C+C0qk4FcD+A2fGMmwKssNAmrjNh86ykxCavHzwYpzfk6tAeaW+3BJvlUPqLsjLbX5Rl0cBy8VGeAWCeqraq6nEAiwFEtjDPB/AxEVkqIvNFpDp0+1UAngEAVV0LoL+IZMcxbgqy8Gobpsl0AAAgAElEQVTR/ftdRxJIF11k/Yji1jxy0SJrlstur57s329JG8uh9AFTpwIbN/pg+xLyIs3BexYAOBTx90MAItcw1ajqKAAQkYsBvCwiE8/zvBORLy4i9wC4BwAKCwtRU1MT7fg/oKmpKebvQd5EHpt0EYw+fBj1jz6KQ9OmuQ0soPbuzca77/ZCY2NDj0ZtLvSZ6XXgAEauXo26G27AYX62PHnvvT5oakpDTk5jt7aj4vnMn6J1XHqlpmLkoUOoe/RRHOZWb1ERz8+Mi4StEUDkrIrc0G0AAFU9E/HnTSKyBsDI0GNyz/W8iOfMRqhcWl5ertXV1dGM/UNqamoQ6/cgbz50bJYuRUFDA8Dj5ckll9ge0hdfbHPavLrgZ2bOHKCgAAVf+QrQr5/3N0pSbW3AiRPAkCF2zLqD5zN/iupxeestFBw9yvNglMTzM+OiJLoEwPUikioiWQCqAbwtIn0BQETGikh66M8lAC4GsCH0vJtCt48G0Kaq7AJIXVddDezYAezZ4zqSQCoosEnsMS2Lqlo5dPx4JmsehReHsFkudWrKFGDTJofbl5BXcU/YVHUDgJcALAOwEMDDsKTtydBDRgBYJCKLAMwFcK+qHgPwSwADReQtAI8jVPYk6rKpU215O0s+nojYlLL6epsfFRPbtlnzMJatPautBXr3BvLzL/xYSkJTp9p3Lj4IHBclUajqQwAe6nDznNB9LwJ4sZPnnARwR8fbibosLw+47DJL2D7zGXRrcg8BsFGbXbtsUntMRnAWLbKmb5xf40lrK3DoEDB8uOtIyLdKSmzVfE0NcPPNrqOhbuCCb0ou1dXW4+u991xHEkj9+9v2LDFponvmDLB4MVBeDmRzAbgXdXVWVebqUDqv6mpg+3ZODwkYJmyUXCorbSIWy6KeiFgycOCATW6Pqg0brAs7y6Ge1dYCOTlA376uIyFf++hHrUEfz4OBwoSNkkvv3sDEidaY9fRp19EE0sCBNhgW9cUHNTVAZqYdH+q2lhabR87RNbqgvDzg8svtM6fqOhrqIiZslHyqq4Fjx4C1a11HEki5uUCfPsDevVF80bY2YNkyoKrKRkCp28IJNFeHUpdMm2ZD5Zs3u46EuogJGyWfK66wuhHLAZ6Vllqz9ObmKL3gmjXWPIzlUM/27rVkOifHdSQUCFVVNiF14ULXkVAXMWGj5JOWZr2IVqywOhJ128CB9j1qo2w1NTbxasKEKL1gcjl2DDh61LaKJOqSzExL2jg9JDCYsFFymjYNOHUKWLnSdSSBlJVlK0ajkrCdPAmsWmVJdJqTTkOBt3fv2QUhRF1WXQ00NQHvvOM6EuoCJmyUnC65xFr3syzq2cCBVsU8cqSHL7RihTUQ41Y5nqja6tDCQk7/o2667DKro7MsGghM2Cg5idgo25o1Vkuibisuts4APR5le/NNYMAAYMyYqMSVbA4dssp+uExN1GWpqdbiY9Uqu/oiX2PCRsmrutr6Uyxd6jqSQEpPt03ga2vtx+jJwYPAu+8CV1/NnSc82rPHjkVhoetIKJCqq8+u0iZfY8JGyWvwYPt6803XkQRWaalVMw8e9PgCCxdaTW/GjKjGlSxOn7a9XUtKbLSTqNtGjrT/QJwe4nv8iFPyEgGuugrYsoVbtHg0YIDNm/JUFlUFFiwAxo3j8JBHdXVAeztXh1IPiADTpwPr11t9nXyLCRslt+nTbR7H66+7jiSQUlLs4ry+3kNngM2bLeO46qqYxJYM9uyxbVfz811HQoE2bZpdQHGUzdeYsFFyy8uzzcYXLmQvIo/CW1XV1XXziQsWWC+oyZNjEleiO3nStqLi6Br1WHExcPHF9pnkVlW+xYSNaOZM603BXkSe5OfbKE+3qsotLdawc8oUS9qo28JlaPZeo6iYNctWEHGrKt9iwkZ0xRXWi2jBAteRBNagQTba0+XOAMuX2xARy6Ge7dljzYt793YdCSWEyZPt4um111xHQufAhI0oLc1WKa5ezZ5sHg0aZHOXd+/u4hMWLLCeIJdcEtO4ElVjoyXH7L1GUZOZaT3ZliyJ4ibBFE1M2IgAK4u2t7Pjt0eZmbbQc8+eC/dkS29sBNats9E19l7zZM+esws+iKJm1izbsu+tt1xHQp1gwkYE2BDR6NG2WpSTbj0pK7Nz/YED539c/p/+ZH9g7zVP2tttqlFJCbdepSgbNcrOhVw170tM2IjCrr7aanrbtrmOJJAGDLCRtvOWRVWRt2YNMH68PYG6rbbWFjQPHuw6Eko4IjbKtmVLN+Y3ULwwYSMKmzrVusDy6tITEbs4P3DAFoF2auNGZDQ0WHJMnuzeDeTkAP36uY6EEtL06TZ0y/Og7zBhIwrLzraVUosX235L1G2DBllF+ZwtPhYswJmMDKCqKq5xJYpjx2zBAUfXKGZyc4GJE23LPvam9BUmbESRrr7alt8tX+46kkDKzgYKCmwU6ENTAY8fB956C0cuu4y91zzatcsWG7BZLsXUrFl2dbBqletIKAITNqJI48bZ3Cr2IvKsrMy6Ahw+3OGON98EWlvRUFnpJK6ga2+3ZrklJUB6uutoKKFdfrk1+eN50FeYsBFFEgGuucbaTtTWuo4mkIqLLaH4wJxlVeDVV4GxY9FSVOQstiDbt4+LDShOUlKs7c6aNdwQ3keYsBF1NGuWTbp95RXXkQRSSoo1dK2ri5gKGE6Ar7vOaWxBtmsXFxtQHM2caRda3AHGN5iwEXWUlwdMmgS88cZ5ljvS+ZSVWQPd8H6XeOUVoE8fbvTuERcbUNwVFQGXXQb88Y9WjyfnmLARdebGG23xQU2N60gCqW9fy3t37QLQ0ACsWGELOjIyXIcWSLt3nx25JIqbG2+0kujKla4jITBhI+rcmDHAkCHAyy9z5wOPhgwBmpqAY8+/ZsNtLId6El5sUFzMfJfi7MorbRHWSy+5joTAhI2ocyLADTcAO3cC773nOppAKi0FMlLb0fqH+bbqrLjYdUiBtG8f0NbGcig5kJICXH89sH59aLicXGLCRnQu1dVA7942ykbdlpICjD62GqcPHEbLjOtdhxNYu3ZZf7v+/V1HQklp1iwb2uUom3NM2IjOJTPTlrYvXQocOeI6mkAauP5VtPUtwPZ+V7oOJZAaG+1r6FDXkVDS6tMHmDYNWLjQ5vWSM0zYiM7nhhus+RUbSHZfXR3S1q3B6auuwZ59qdzlxoMdO6ynHXc2IKduvBE4dYotPhxjwkZ0PqWltrT91Ve5tL275s8HUlKQd9sstLWxD3F3nTxpvezKyqwtIJEzw4YBY8dyEZZjTNiILuT6621p++rVriMJjpMnrX9TVRXyh/dDbq6NFlHXvf++fWc5lHzhxhvtCmLNGteRJC0mbEQXMnGi7WjOxQdd99prNt/lE58AYBfoTU3AwYOO4wqI06et91pxMZCV5ToaIlgz8X79gBdfdB1J0nKSsInIfSKyXERWiMjtHe67SER+KyKLRORtEbkvdPt0EXlfRGpCXz9yETslodRUG2Vbu/bssAedW3s78Ic/AJdcAoweDcA2LO/Viz++rtqzx1p5DBvmOhKikLQ04NprgXfesZE2iru4J2wiMhzAXQCmAZgJ4Lsikh/xkIsAfF9VpwGYCuCfREQA5AF4WFWrQ1/fjHfslMSuu85WjT7/vOtI/G/pUhtKC42uAdbiY/BgYP9+oKWFA/vno2qJbX6+fRH5xjXX2AUsqw1OuJjKOgPAPFVtBdAqIosBTALwMgCo6qaIx/YHsFdVNZTUfUlE/grAAQDfVdV3O764iNwD4B4AKCwsRE2MtxZqamqK+XuQN9E+NkVDh6LghRewZfhwtPE3aedUMeJnP4OkpGBrc/MHtvZqbU3Bhg356Nv3DD8z59HQkIH33uuDUaOOo6amNa7vzfOZP/npuAwsKUHfJ5/ElpIStPfu7Toc5+J5bFwkbAUADkX8/RBsVO0DRCQbwG8A3B266QlVfTx03xQAvxeREar6gaV7qjobwGwAKC8v1+rq6qj/AyLV1NQg1u9B3kT92IwbB9x9NwoOHPjA6BFFWLfOlv9/7WsonT79Q3cXFACvv74OkyePR3q6g/gCYNky24v1qqtsw4144vnMn3x1XIYOBe67DwOOHbOpIkkunsfGRW2iEUBuxN9zQ7f9hYj0AfAcgO+p6loAUNUz4ftVdQmABgCFMY+WKKx/f9v94LXXgKNHXUfjT7/7ne36fo4T2IgRQHu7YOfOuEYVGMeOAYcP2+/EeCdrRF0yeDBQUQHMmwe0tLiOJqm4SNiWALheRFJFJAtANYC3RaQvAIhILoDfw+axLQo/SUTGheayQUQuBZABgDMfKb5uuQVobeU2LZ3ZtcsmJH/sY+fcpbxvXyA/vxU7doCNdDuxfbtNESorcx0J0Xnceitw/Li17qG4iXvCpqobALwEYBmAhQAehiVtT4Ye8n8AjIEtRgivCC0FUAFguYgsAvBjAJ9WZQc/irNBg+zq8uWXeXXZ0Qsv2FLQ664778MGDjyJ1lZrW0FnNTdbc+GyMrBcTP42ejQwfryNqLe1uY4maThZrqWqD6lqhapWqurjqjpHVW8K3fdtVS2NWA1araq1qvqL0OOnqerMUOJHFH+f+pRdXXK7qrMOHwYWLbKNovv0Oe9D+/Q5jYICYNs24MyZ8z40qWzbZmXQESNcR0LUBbfeCjQ02B6jFBdcX0/UXWPGWI+x3/+edb2wF1+0/msf/3iXHj5ypK1N4CibOXnSfhZlZdY9hsj3Jkywq4vnnuOVV5wwYSPy4pOftF5jb73lOhL3jh8HXnkFmDIFKOzaOqCCAusxxlE2s3UrR9coYERslK2uznovUswxYSPyorzcVks9/zw3Q37uOZvP9+lPd+tpI0fayFKybwp/8qTtbFBWxm2oKGCqqoCBA4Fnn+V5MA6YsBF5Eb663LULWLLEdTTuNDTYitnqaluQ0Q2FhbZqdOvW5D7Xb91q3zm6RoEjYnN633/fVohTTDFhI/Jq6lRgyBDgt79N3rlszz5rc9e6OboWNmqU7RGfrFsThkfXBg3i6BoF1LRpwEUXAU8/ndxXXnHAhI3Iq5QU4HOfs2xjwQLX0cTfgQPA/PnAzJlAcbGnlygqAnJykneUbds2+z5ypNs4iDxLSwNuuw147z1g1SrX0SQ0JmxEPVFeDowdC/zv/9qyx2Qyd66VRG6/3fNLiNgo27FjyTeXLbwylKNrFHgzZwKlpcATT9iIO8UEEzainhAB7rzT5nK9+KLraOKnthZ44w3bS7CgoEcvVVIC5ObaBXoynes5ukYJIzUV+MIXgL17gddfdx1NwmLCRtRTF18MXHmlrZZsanIdTXw89ZS14//Up3r8UiLW1u7kSZu7nAxOnODoGiWYiROt2vDUU9wFJkaYsBFFw+c+Z3sLPf+860hib+dOYPFi4KabbKP3KOjf3+azbd2aHJXlTZtsCuSoUa4jIYoSEeCuu4DGRmsqTlHHhI0oGoYMAT76UWDePCuPJrInnwSys4Fbbonqy44dayXRP/85qi/rOwcPAvX1VgrlrgaUUMaMASZNsgvXI0dcR5NwmLARRcsdd1jGMXeu60hiZ+1aYOVKS9ZycqL60jk51ot4167ErSyrAhs3Ar17A8OGuY6GKAY+9zmgtdUWYlFUMWEjipbiYuCaa4A//tGaayWatjbg0Uft33nzzTF5i9Gjbf7y5s0xeXnndu60nbwuucRKokQJp7QUuPZaOw8m29LvGOMpgyia/vqvbfjkZz9LvMZiL7xgJ+B77wUyMmLyFhkZViqsrwcOH47JWzjT2gps2WI9RouKXEdDFEOf/rQtSvrNb1xHklCYsBFFU26uTbzduDGxlrfv32+dzCdPBq64IqZvNXSorZzcuDGxct4tW2xDjEsucR0JUYzl5dkK8mXLuGVVFDFhI4q2q68GLr0UePzxxJh4qwo89pjV8O6+O+Zvl5pqCxCOHrUSYiI4dszm5g0ZAvTp4zoaoji45RbrW/PTn1rPHuoxJmxE0SYCfPWr1p/iF79wHU3PrVoFrF5t5d4eNsntqtJSYMAAm8vW3ByXt4ypjRttB5/Ro11HQhQn6enA/ffb3IZf/9p1NAmBCRtRLAwaZCWBRYuANWtcR+NdS4uNrpWVAR/7WFzfesIEy33Xrg12aXT3buDQIet4kJ7uOhqiOBozxs4bL79sVy1B1doK/O53NqfBISZsRLFy6602VPTf/x3cbrDPPGONw776VRsiiqPMTJvvdfiwlROD6MQJYMMGaww8eLDraIgc+Oxnbbj8kUcs8QmiJ54AfvUr58vXmbARxUpGBvA3f2MT9oPYm23bNlsZetVVzmbKl5XZqspNm4JXGlUF/vQnm/p3+eU2WkiUdDIzga99zVaYB/E8uHq17RP98Y8D48Y5DYUJG1EsjRtnixBeeAHYvt11NF134gTw/e/baq+77nIaSlBLo9u22S4948Zxv1BKcpddZufB558HduxwHU3XNTQA//mftnT98593HQ0TNqKYu+suID8feOihYLTwV7WVXQcOAN/+NtC3r9NwsrKCVxo9csTaeJSW2hdR0vviF63t0X/9l/O5YF2iaslaSwvw93/viwmoTNiIYq1PH+Af/sEyjh/9yP/DRPPnA0uW2NyTsWNdRwPgg6XREydcR3N+7e1WCu3Vy3kFhcg/cnJsLuyOHbaQye/+8Af7IH/pS7aIzAeYsBHFw+jR9sF/+21rQOtXO3YA//M/1hz3k590Hc0HTJhgPdpWrbJdsvxq0yYbSL38cl9clBP5R2WlrZ6fPx949VXX0Zzbjh3WiqSy0rYb9AkmbETxct11QHU18NRTduXmNydP2ry1Pn2Av/1b382Sz8oCystt8cE77/hzoHLfPmv2O2xY3FrWEQXLZz9rH+THHvNnq4+WFuAHP7CpIPff76vzIBM2ongRsVWjZWXAf/yHzRHzC1Xb/7SuzuZr5Oa6jqhT/ftbmfHgQf+d6w8dsjy8Xz/fVJKJ/CclBfjWt2xD3Ycesg+zX7S3Az/8oV15ffObvtuWhAkbUTxlZgIPPGAnhn//d//U9ubOtSa/n/mMbavlY2VlwPDhwPvv+2frqmPHbPV/djYwcaL9TiKic8jOBv7pn+z89+CD/uhTqQr85CfAypXAvfcC48e7juhDeFohirfSUuAb3wC2brUSpOuk7ZlnrEx79dXW7DcAxo4FCgutKa3rC/TmZjvHp6UBFRWct0bUJQMH2kjbjh3WVNflHAdV20bwzTeBO+4AbrjBXSznwYSNyIWqKuDLX7bf9A8+6K4D+AsvAL/9LTB9ujW39NF8jfMRAT7yEVt49s47wPHjbuJobbVD2N5u85PZb42oG6680kb1Fy2yHWHOnHETx9NPA/PmWXPc2293E0MXMGEjcuWGG4D77rO9Rv/lX2yyazy9+CLw+OPA1KnA178euDpeWpqVH1NTgaVLrWtKPLW324rV5mb7veOz6S5EwXDrrcBtt9nK0e9/P/4Xry+/DMyZYzu6fPGLvr5oDdYZmijRXHONlUfXrQO++11bqRkPr7wCzJ5tI31/93eW9QRQ797AlCk2NXDFCtv9Jh6am61VXWOjjfT17x+f9yVKOCK2cvTuu4Fly4DvfS8++9Cp2nnw0UdtLkMAKgxM2IhcmzHDVmZu3gz88z/HdjeE06etBPrzn9uw0Le/HfdN3aMtKwuYPNk2k1izxqYGxtLBg8DixZZbV1QAxcWxfT+ipPDxj9vF48aNwD/+I3D0aOzeq6XFmpj//OfWc/Lb3w7ERSsTNiI/mDrVdkPYvt2u9Favjv577N1rieEzz9jw/wMPBD5ZC0tPtzlkpaXAe+8B774bmznM27bZnLXMTDtkAwZE/z2Iktb06bZ6dM8eO1fFYt/RnTutqrF4sY3sfec7QEZG9N8nBpiwEflFVZW1+sjOtjltP/hBdK4yVYGXXrJ5avv3W6L2jW8k3HLGlBQrT44cCezebefjaLW6a2uzxQ2bN9uI2pQpdpiIKMrKy20hVnOznad+/vPorCpSBV5/3fqrNTfbe9x2m+/LoJES4/KaKFGMHm0bDj/3nK1cWrvWJsLOmOHtxLJ7N/DLX1qt8IorrHN3v37Rj9tHxoyxvr+bNtloWEEBcPHF3noBt7Sc7ffW3m6vM3x41EMmokhjxtjcsqeeskUB4dGwa6/t/uIoVetoPW+eXXVNmGDtRPLyYhN7DDlJ2ETkPgB3ABAAP1bVpzvc/yCA6aH7H1DVGhFJB/AzAGMBKICvquqG+EZOFAdpacBf/ZVNzHrkEUvgfvc7G4GrqABGjDh/8nbkiC2TX7jQSqwZGcBXvmJbYwXoarInioutT9uuXcCf/2zn+9JSYOhQS9wudM5varIf3d69dr4vLrYfu083gCBKPDk5wD332MKs2bNtpG3+fDuPjR8PlJSc/3x24gSwYIElfHV1lqDdeSfwiU8EbkV8WNwTNhEZDuAuAJUAegFYJSKvqWpj6P4ZAC5T1UkiUgLgTRG5FMBnAZxW1akichmA2QAmxTt+orgZNMiWuS9YYA0dn3nGRt3697fEbehQq9VFfu3YYVeRZ85YhvGlLwHTpiVlppGSYj+igQMt+dq+3VaRpqTYNoF5efaVnm4Vksiv48ftcWVlti8oy59EjgweDPzbvwHLlwNPPGH92gCrFFx6qe1V17u3XagePWpfjY02kfXUKeuy/ZnPAJMmBX7OrovoZwCYp6qtAFpFZDEs8Xo5dP9VAJ4FAFXdJyK7AIwO3f4/odvXikh/EclW1RNx/xcQxYsIMHOmfYX3P1q5EnjjjQ9v5yJi9b9bbrES6qBBbmL2mfR0q7AMG2a92o4csa+9ez+4tVVamp33s7Pt4n3wYKBXL2dhE1GYiCVcVVVAfb21QVq3Dli/3obPw1JS7OI0Nxf46Eet12UCzWEQjfN2ECLyAIDjqvrT0N8fBLBVVZ8I/f0xAC+q6kuhv8+BJWoPAPhmuAwqIksB3KGqOzu8/j0A7gGAwsLCK+bOnRvTf09TUxNycnJi+h7kTSIfG2lrQ2pzMzQ9HZqWBk1NhaakBKLk6Zfjogq0tKSivR3IzDyDtDSHW+P4hF+ODX0Qj8s5qCKjoQHS3o7TOTloz8qK+zkw2sdm+vTp76hqeWf3uRhhawQQ2WYyN3Rb5P25ndx/rts/QFVnw8qlKC8v1+rq6qgEfS41NTWI9XuQNzw2/sTj4l88Nv7E4+Jf8Tw2LmbeLQFwvYikikgWgGoAb4tI34j7bwIAESmAlUO3dLh9NIA2VY1hZz0iIiIif4j7CJuqbhCRlwAsg632fBiWtN0OS8heATBLRJbBEsqvq2qLiPwSwC9E5K3Q7ffEO3YiIiIiF5wsmVDVhwA81OHmOaH7zgC4v5PnnIS1AiEiIiJKKsFsRkJERESURJiwEREREfkcEzYiIiIin2PCRkRERORzTNiIiIiIfI4JGxEREZHPMWEjIiIi8jkmbEREREQ+x4SNiIiIyOeYsBERERH5HBM2IiIiIp9jwkZERETkc6KqrmOIGRE5CGBXjN+mAMChGL8HecNj4088Lv7FY+NPPC7+Fe1jM1hVL+rsjoRO2OJBRN5W1XLXcdCH8dj4E4+Lf/HY+BOPi3/F89iwJEpERETkc0zYiIiIiHyOCVvPzXYdAJ0Tj40/8bj4F4+NP/G4+Ffcjg3nsBERERH5HEfYiIiIiHyOCRsRERGRzzFh6wERuU9ElovIChG53XU8BIhItoj8TEQWichqEfl/rmOis8S8LiJPuI6FzhKRwSLyhogsE5ElIpLpOiYCRCRLRJ4SkaWh89m/uI4pmYnI6NBnZG7EbQ+GblsuItWxfP+0WL54IhOR4QDuAlAJoBeAVSLymqo2uo0s6eUC+F9VXSIiKQA2i8hPVLXedWAEAPgqgA0A8l0HQkZEUgE8DeALqrpZRFJVtd11XAQAuBNAo6r+deg4LRORF1T1T47jSlYVAH4C4GYAEJEZAC5T1UkiUgLgTRG5VFVPx+LNOcLm3QwA81S1VVWPA1gMYJLjmJKequ5T1SWhv2YDaAVwxGFIFCIiQwDcAOARt5FQB9cB2ALgQRFZCuArjuOhs+oB5IWStd4AUgFwUMARVf0N7JiEXQXg2dB9+2A7K42O1fszYfOu43YUhwB0up0ExV/oBPcbAH+vqi2u40l2IiKwK9OvATjjOBz6oDEAxgL4PIBZAL4gIuPdhkQAoKovwH637ACwFcB/q+pOp0FRpLjmAUzYvGuEld/CcsErH18QkXQATwJ4WlXnu46HAABfBvBHVd3uOhD6kHZYteC4qp4AsADABMcxEQARuReAABgGYAiAj4nILKdBUaS45gFM2LxbAuB6EUkVkSwA1QBWuQ2JRCQDwFzYL6C5F3o8xc2VAD4amqz7KIBpIvJ/HcdEZgmA6tC5LA3AZADrHcdEZjSA3araHqoU1COGJTfqtiUAbgIAESmAHZstsXozLjrwSFU3iMhLAJYBUAAPq2qd47AIuBuWPPcPXZ0CwDdV9R13IZGq3hX+c2gl1Z2qyhVvPqCqq0XkdQBvAzgFYK6qrnUcFpn/APArEfkE7Pf1TgC/choRRXoFwCwRWQYbAPt6LKfgcKcDIiIiIp9jSZSIiIjI55iwEREREfkcEzYiIiIin2PCRkRERORzTNiIiIiIfI4JGxEREZHPMWEjIuohEblTRGKy4TMREcCEjYiIiMj3mLARERER+RwTNiIiIiKfY8JGRAlHRL4oIsdEZGDEbWNEpEVEbujksYdDG59H3v6vIrIu4rlPiMgOEWkWkfUics153r9GRH7R4bZqEdEOt90rIptF5JSIbBWRL/Tk301EiYsJGxElHFX9JYBlAB4BABERALMBPK2qL3d4+HMAsgFc3eH2WwHMCf358wDqAXwSwGDYps9PiUhvrzGKyP0A/hPADwEMBfAggEdF5H96edsAAAJ/SURBVCavr0lEiYubvxNRQhKRQQA2APgcgEIA3wNwsao2dvLY3wFoVNUvhv4+HsBaAENUdbeIiEacLEWkBEAtgAmquk5E7gTwC1VNC91fA2Cbqt4d8ZxqAAtVVUSkD4BdAH6sqv8a8ZhfARisqjOi+KMgogSQduGHEBEFj6ruEZFvAfgpgBwAd3aWrIXMATBbRL6sqm0AbgOwRFV3h15LReQyANcCuBjA2NDz8j2GVxV67m873L4awM0eX5OIEhhLokSUyH4FIBPAIVX9w3ke9xKAVABXhf4eWQ6FiPwQwHIAowC8DeA74bs8xnVR6PvbInIo/AXg+wByPb4mESUwjrARUSL7FoDDAHJF5IuhuW0foqqnQmXR20SkDjan7FkAEJFxAL4JYKaqLgjddqG5ay0A0jvcVhjx5/BIX2XosURE58WEjYgSkoiMho2EXQdLlh4TkfmqWnuOp8yBJWkHAcxX1YbQ7WNC39+KeOyNF3j7fbCkL1Lk6tQVAE7A5qu9cYHXIiJiSZSIEo+IpAB4HMAzqlqjqk/DSpqPnudpCwGcBPB1RJRDAWwEoAD+TkQKReSTAB66QAjPA5giIreISKmI/ANs/hsAIJQMPgjglyJyc+h1R4nIV0Tk/3bzn0tESYAJGxElovthI2PfirjtqwCuEpE7OnuCqp4BMBdAG4B5EbdvAvAVAPcC2AngPgCdvkbEc14G8M8AfgxgC4BxAL7R4WH/DuDh0Pc9ABbDFhy82oV/HxElGbb1ICIiIvI5jrARERER+RwTNiIiIiKfY8JGRERE5HNM2IiIiIh8jgkbERERkc8xYSMiIiLyOSZsRERERD7HhI2IiIjI5/4/+dnqHXdXMqYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0, 10, 0.1)\n", "y_1 = 1 + np.sin(x)\n", "y_2 = 1 + np.cos(x)\n", "\n", "plt.plot(x, y_1, label='1+sin', color='blue', alpha=0.3)\n", "plt.plot(x, y_2, label='1+cos', color='red', alpha=0.7)\n", "\n", "plt.xlabel('x value', fontsize=15)\n", "plt.ylabel('y value', fontsize=15)\n", "plt.title('sin and cos graph', fontsize=18)\n", "\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "OOrIxfbqM3sG" }, "source": [ "### 3-3. 마커 스타일링" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "LDDgzOcFM3sH" }, "source": [ "* marker: 마커 옵션" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "id": "VsnhO6RjM3sI", "outputId": "f3664e7e-2ae2-439a-c8ff-c1427e4aaee1" }, "outputs": [ { "data": { "image/png": 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P+QyZAD73+L8SgMO9vbKb7ccobEqp+QDmA0B2dnZQDlrWhx8i6+OPEdXSAuVwoHXjRsQuX46otjZot0u0fcAAtGRmouT730fF7NnI+vBDVMyeHXBZrEhFRRw++ywTSUltiI9vx5YtCVi9uh/y8pqQnNyGxMQOREd3oLa2L6KigCNHDqO9PQplZdHYuTMZDQ0xUKoOSUntyMpqwdGjCk8/3Y4ZM6p8kqOhoSEo5184OeS8WJfuzs34//s/7IqNxdCnnkK/4mIordERG4uOF15AVGsrdHQ0jqanQ6WmInrpUkS//DJa09PR4nAgefdubH/kEdSOHx+RBqyxFsbHt6OtTWHVqnhs3JiG4cMb4HC0IiGhHQDQ0JACrYH6+jo0N0dh165o7N+fiKamaPTpU434+Fbs378FjY3Rfq2FViY1NRX19fVmi+E37e3tfsvf3Nzs01poisLmzkd7FsBLWut3uzxcA4ZNDVLd23rafgxa64VguBSTJ0/WvWnMfuPxnpXTpyP9s886H2tooHto/Hj0KStDWlMTxiYnA5s2Yewf/xh4WSzIkiXApEksty4ro+s/Lw9IScnAJZcAsbF8nnE/c2b/b1/b2sqE0hEjMlBVxWhLTg4N+5oa38KkK1as6NViEsxBzot1Oe7cbN8OVFcj87nnWI53993ApZcCN98MLF367dP6AMCcOdz2wguIX7QIfevrgcREnP7HPwJ9+wI//jFw++0RFSZ97TUGXg4fpudszBggKgpITk7Hd7/b+TxDlz3nHK6FbW3Aiy8CCQlAamom9u7dh8GD8zB6NJ2a4fTz2b59u8/D062EP8PfDRISEnD66ad7/Xwzig7iACwG8IrW+kX3tmgASVrrOgCrwHy1F5RSmWA4dKd7+yUAViulRgE4qrXupWOLSSQnMyHrsceA5cv5q/v974Ft24DSUmofYY7TSb21qYmu/exsRoo//pihgOhoPp6ZyYWqrq4zgTQuDhg+nArewIHAwYPA5s18z5QURp4lTCoIQeb554EHHmD8LiaGP8CsLP5oBw/u/bXXXMMbAFx8MbBgARtlffIJcyA++CBsFTbP8GdKCj9yRgZbUeTmUufNygI++ujYda/rWtjUxP5h48fzcNfWtqK8HDh0iK9fskRyfCMRMzxsPwJQACBDKXWTe9sHAKaCCtkyAOcrpT4DJzEs0Fo3K6WeAvCkUmqle/v8kEveDRXnnIPjinbnzuUi53IxM7KykolakydTG7npprBasDwXqdhY4JtvgPh4YOxYLlYGs2YBiYmdyaJGyN8zgfQ//xNYt65z4crM5KE75RQ+58gR/m28ThYqQQgcWR9+SPf4rl38cc2bx5y1t98+9olz5x7/4u62KcWIw4wZwKuv0uW0dSvz3SZNCspnMAvPYoKoKODLL4G9e2mjjxjR+byEBN/WwsZGwOFogcMBrFnD/Rw5wjRByWuLLMwoOvgHgH/08ngHgONmRGitjwC4Joii+UXF7NkY23WjoYwVFnb+fd55/NWWlBzb+c/m4QFjkUpJoWK1cycXmLQ0Km8dHZ2l1z0tKl235eQcu3CNG8c+O5WVwIEDjNKMGEEFURCEwJHz9tuMBFRXAz/7GXD++cCHHx7/xO7WrO62GUrca68x2tDaSmvue98Dhg4Ffv5zW69/nhQXM/JbVsb1zuEAZs+m7nvKKce2ofB1LaypicO4ccC0aXx9YyODNqNHc60V4zUykMa5oSIhAfjrX3l79FHG+n74Q9tXURUXcyE6dIiLyLBhncqbpwXpS+l11yqgJUv43tnZDCl8/TWt19NOC85nEoSI5P33kbh/P3D66cBf/tLpFurOc+Yt3RmvF11E79rGjcyP0Nr26yDQqagdOcIUkKwsfrS2tpNfC9PTS1FQMAoLF1JJa2ykIrhtG41ZMV4jA1HYQsXcuexbcdddwNNPd06sbW83W7KTwnORGjGCOWsdHfz/sssCs4+uzRIHDAA2beKh27aNXj3J5xAEPykqAv73f4H9+9GemEgP2223cc3yVLQCRXQ0ixcefpi5cpWVwDvv2Fpha2vjOlhVBUyY0BlEqa+nQhWotdDhoJcuJYUFDDt20HidODEw7y9YG1HYQoWxGEVH09yqqAAef5yZpRdfzFwPY4G0CR0d7CVkLFLp6dze0MCFJVB01yxxwQKmwTz6KHDqqUD//lKMIAh+MXgwf0CXXIKmt99G4jvvBHd/Ro7vrbcyyfWVV5j42tbG7TbAM2+3Xz8u6zk59KjFxBybChLILvxdjdeBA9nDzeWik7K+PoIM1wCmE+3cuRM33HADBg8ejBdffDEg7xkMoswWICIpLATWrmV768OHmc/x5pu2UNacToYoH38c+NvfmKeWnt65SNXV8SMZo1YCRW4urdT583k/ciR13NTUznBsSkpnPocgCF6waROrQceMYSPcUPRKM9a5xYuprJWXs2fPxIlsDVJUFHwZTgIjb7epiUVRW7YA773His7rrusMfyYmBt54NIxXYx8ZGcCVVzI8unEj10CjEKHL1KTwY/HigL3V2rVrccstx6XOY968edi3b1/A9nOy2MOcCVcuuIBm2bJltHAD5TcPEsZClZpKBam8nH9feCEfC8WoEE/q6oAzzmBY4JtvWJyQnEw5BEE4AX//O/D553TT3HUXEBfXfdV7sPAMt55+OheN+fOptFmY4mIahklJzKfVmmvPwYNsBBDsta+7HN+JE1nPtnMnZbFtIcITTwB79nj33O3bgd/85sTPGzaMJbe9cN1113nVwHbv3r34+c9/jrq6OkRHR+OBBx5AZWUl7rvvPiilEB8fj7///e8YOXIkrrzySpSWliImJgZ33HEHLrroIu8+Vy+IwmY2v/wltZ1//YtZ9dOnW7Zy1Fioamp4GzmSCpLTaY6u6XDQmhw5krlsX3/Na08gw7GCEJaUltKzdv757BOZnAygh6r3UJCbC0ydygt2bi4VOIvicnGp3r+fRuMppzDKYJahaMiTksJ18JtvwrgQ4auv+CEN/v1v3o8dS001QDz00ENYsmQJduzYgR07diAhIQGvvfYabrjhBtxxxx244IIL0NHRgdraWlx55ZVYtWoVcnJysHnzZvzoRz/CsmXLsGHDhm/HVnUdEu8vorCZzTXXsNS9spILaEaGZSumXC72Fyovp0NwwACGQc1aqIx8DmOSwpYtzKm7+WZz5BEEW1BXB/zud3QN/eEPxzZLNIu5c4Ef/IAG7P33cy385BNLroMOB5U1l4trYEYGD6lZhqJnIcKwYTRcd+xgNantOIEn7BiMyRpBYMGCBViwYAHmzZuHe+65B3l5eQCAHTt24IILLgAAREVF4ejRo0hKSkKOuyH+qaeeir179yIlJQVvvfUWfv/730MphV/84hcBkUty2KxAXBzw298ye/XeezkB2IL07UuXuzFxAAh8gYEveOZztLayrdPIkQxNLFkCLF2agyVLIiCXQxC85YUXgClTeKEbORL4yU+skTdWWMjWR3fdxQz+e+/ldAQLYlRnRkV1js0LRt6ut+Tnc/91dUxRSU6mQmm7cKgNGDp0KJYvXw4A6OjoQHR0NBobG1FaWgoA2Lx5M/Ly8lBZWYkBAwbg/vvvx7nnntttfpw/iIfNKrz9NrBvH929ffpYrnK0o4MFBkaiLQcVB74Kylc88zm0Bt56C3jmGUZU0tNbpRO4IHiSmcn+OzfeCDz1VNA8FH6TlQXceScN2N272bsnOtpsqb6lvZ2tjKZP53pYURHavN3u6FpFP2LEsWkihlEddpWjJ9Mf0EsWLVp0zP//+te/cMstt+Duu+9GTEwM/vrXv+Kxxx7D3LlzERUVhZiYGDz55JOora3Fj3/8Y7S2tqKlpQV33XVXQOQRhc0qGAm4y5cDV1/Npro/+IHZUn3L9u1sUH7jjbTeQl1g4A1KsWFvZz6JQkoKH7NlAq4gBJKSEuaInXYar/BPPWW2RMdTVMSUEJeL+Q1Tp9KNZaLh6tnCo6GB68vFF1srV7ZrIcI337C1XkoKCyHC0nAN8PehoKAABQUFvT5nzJgx+OCDD47ZVl9f323BQtfnBQJR2KxGQQFXhOee4y/tRIOWg4ixUO3ezUk1s2axKvOMM0wT6YTU1PB6tH07UFGRgNNPl8pRQUBbW2cfnl/8otN7bzU8K0fHjOH699BDnTkYIabrfNBDh6hHWjRr5Vu2bGGbkZISGtjDh3O7GK72RnLYrIZSwO23s2b8wQe50JqAsVDV1jL0GRXFvA2r54M5HAxb5OYCDQ0xqKoyN89OEEynqIhzPL/+mvNBM92NOyyQatErQ4Ywr+2hh5iTYQJGZXxsLHNj+/dnyNHqvR5dLjomBw6ksV1ZScM1LCtHIwhR2KzIj34E/PSndG29/LIpIhQXM4HV5WJu2KmnsibC6guVkYDbpw+QkNCObds4icGshGBBMJ2FC7mOnHsu8J3vmC2N91x3Hfuy7dzJxuIm4HLRdt67l0brKaew+Mrqio9ROZqTQ0XtwIHOgfSCfRGFzapMn84Y5EsvMSEhxFVcLhfzwerqaOj26WMPC81IwE1KosIWG8sEXAkDCBFJUxMbkWZlUfmxE4WFTJKdMoUpIiUlIRfBaOHR0MCobGysPTz2huFaX8+ocn09IyRWNVy11maLEHL8+cyisFmZ+fOZz/bggyzHDyHp6Rx3kpzMtR6wx0IFdI6xuvzyElx3HXD0KKu5BCFiKCpiu45p09jzZvdu4D/+w/z2Hb6iFKMNsbHAI4/Q3R/Cz3DaaVwHlWKEwewWHt7i2fLIUNpGjuT/ViMhIQFVVVURpbRprVFVVYWEhASfXidFB1YmORm45Rbg7rtDbl2mpXFxGjEieIOMQ8GIETx0H33ENb+6OkxL3AXBk8JC4KyzgJ//nEqOu3eULcnIYJrIQw9xjF8IG4vX13OtsEoLD1/wrBxtb+dXYPNm4OyzGd61Crm5uXA6nXBZPXzTA83NzT4rXgAV1Vwfv0iisFkZo8R9zx5qGuefz94aQS5xr6tjFdQVV3DBsmILD2+JiqLsL73EaQhjxlD5DLsSd0HwRGu28OjTJzy+5OeeC6xcCSxaFLISzepq5n5NmcLJR3YmOhqYMAFYt47O1hEjzJaok9jYWAwdOtRsMfxmxYoVOD1Eo9REYbMyRol7ZSV/beeeC/z610Hf7ZYttChnzuS93fn6a+bhNTYypUd6swlhz9q1wMaNTKuorzdbmpNn8WJgzRq6iNLSOgfEB9h4NVoZlZdz2T3lFIYSw4HsbBYhfPYZ8MUX/FpItMFeWMgxKvRIZiZ/aatWHTv4Ngg4nbQsx4wJD2UNYKHEqFH8PPv3c5sdCigEwS9aW4Enn2Ti0kUXWb99hzcUFgLvvcdectXVvF+6NODK2htv0KgD2NNx3z5ONggX0tLoZdu5kwqc0VDX6u2aBCIKm1245Rbmcjz5JMMdAcTp5OzNf/yDUZSjR03rUxkUHA7gyBFakY2NXO/tUkAhCD7z+ut0Ec2fb6mxTgHh8stpeT31VMDXQaPnWnw8UFrKwe6DB1u/lZEvbNnCJrrt7cxJTknhZw6nzxjOiMJmF+bNA66/nvG9bsZg+IunVdneTkVmzx529A4XjBL3uDguxjt20Hq2eqWXIPjM44+z59r06SxxDDcSEoBrruEokzVrAvrWLhc9704ndcEhQ8LPE+9yAUOHMrXR+Jzh9hnDGVHY7ERBAbNFn3mGTdICgGcnb5eLi1ROTnhZXMf2ZmOJ/qRJkrchhCHGVIAf/tBsSYLHn//MEMCiRQGdBONwcA2squJEg/j48PPEOxyMMuTm8hJSWRl+nzGcEYXNTijF8vaqKsYwA9CPyNOqjIriDzkcLS6jN9vttwPf+x4Tbk2a+iUIwWH7dq4NP/gBE5TCleho4IYb2K/nvfcC9rb5+QxgtLTw8Nml55ovGNGG6Gh62XbulGiDnRCFzW6MHcv+Sq+8Qk/bSeJwMN2lpoaLlF06eZ8MY8dyUd6zx2xJBCEAGE1y58xh3H/xYv5ttya5vjB5Mivni4roMgrAZ01OBkaPZpShqopNZsOt9Y9nQ934eCpup58eXp8xnJG2HnZk3jyW7QegtCc/v7OBeFZWp1Vptwa5vpCezqdZHBkAACAASURBVLDv7t1cnOPjzZZIEE6CwkJg/Hjgv/+b1tfbb5stUfBRimHfW28FXn0V+Pe/T7pidMcOFhqcey4QE8ZXRs+GumvWALW1jDaE82cOF+QU2Q2jme6BAzQDT7KZrmFVHjnCt7Nrg1xfGT0a2LoVeOwxWpvSj0iwLVpzTejXj/lrkcLw4Vys3niDrUxOgqoqpoGMGxdZisvo0exHvHs3Wx8J1iaCvpphgtFMt7qaq8ucORw/4yc7d9LbNHt2ZC1Uhw9zRmBrKxU1ox9RuIVAhAhgyxZaHzfdRBd5pFBUBLz/PpvpOhwn1Ux3xw4WJA0ZEgQ5LUxaGtf/tWt5GGtqxHi1MhF0iQ4z+vXjL+ujjzjU2ZjQ7gM1NZyPN2ZMZClrAKtgR4xgY8zSUnY0N7bLQiXYBmMYekYGve1xcWZLFDoM4/Uf/wD+8Ae2O8rI8PrlxlSD3btp/15ySfi1rfOGvn05/WDoUHrcZHSfdZGiAztz883M5Xj1Vb9evnMn1/e8vMCKZQdcLuq8WVlcrJubw7M6VghztmwBvvoKuPLKyFLWPLn8ct4vWeL1S4z+k42NLEDSmuOaIrHj/7Zt7JLS2Mim6dJM17qIwmZnbrqJscz332cShhcYUw0efBB4800qKZHmXQPonGxoYL8lgF62cK+OFcIMT+/aeeeZLY15ZGdzHXz3Xa9Dwkb/ybY2GmsjR7IYKRKVFJercxh8aSnvxXi1JqKw2Z0rrmCisRdeNs+pBq2tnGzw5ZeRaVUa/Yiam+lpO3CAC5T0IxJsw/33i3fN4L77uKi98YZXTzf6T5aWMnctIyNylRSHg561zEx+/qNHxXi1KqKw2Z3sbOCcc9hAsqam16caViVA9/eIEVRWItGq9OxHFB3NQttTT5WcDcEmaM25wpHuXTMYNAg480y2NGlsPOHTHQ723W1qYtK9UpGrpBjGa2Iibf/du8OvYXC4IApbOHDVVTSLTjD9wLAqS0rYINfhiFyrEuicfvDznzMNpqWFh1EQLM+WLRzXcdVV4l0zuPJKKmvLlp3wqfn5VExaWxkKDcepBt5iGK8ZGYy61NdzGowYr9ZDFLZwICeH/YiWLQOefbbHpxmz8urq6JiLiopcq7Irw4czn2XfPrMlEYReMKYaXH45FbVHHw3/qQbeMnw4hwS/8Qatr17o25ddkfLyuCaG41QDXzCM11/9ikqr1mZLJHRHBKabhylXXQV88gk7nfdAfj7X97Y25itEwlQDb0lJYcXonj3AsGGRWd4v2IDCQob+brmFCViRMNXAF666Cvj1r1mIVV/fYz+23btZcDR7NqMNAklPZ5qMMQUmSlw6liLkp0MpNUop9ZlS6sVuHrtPKbXC41atlBqilJqllNrrsf2BUMttaYqKgJ/+lJOLKyroz+7G6nY42Gdn4MDwnZV3MowYwRDJgQNmSyIIvfDGG0y6FNf48YwdyzFdr73Wo9exqYlpIUOGiLLWHcOHc/KNUTEqWAczPGxTATwM4NKuD2itf2P8rZTKBPAmgAMAzgDwoNb6kVAJaSuMBpI7dtBd9tOfUmnrwt69tJ6uuAJISjJBTovTrx+9j888Q+s7O1s6fgsWo6aGnvQLLmBcTzieK68E7r4bqKzs9uE9e3g/bFgIZbIRWVn8an3zDY17wTqE3MOmtX4WQJkXT/0FgEe01hpAOoD/VEqtVkotUUqdFlQh7cqoUdTEli49LgmhvZ35Wf37i7LWE04ndd76elrexriqSGx7IliUZcv4Y77kkpMedh6WFBVRWdu6FSgrY6TBI9pgeNBzc9nOQzgepTj5pa6OARvBOihtQnahUqoAwI+11lf38HgqgI8ATNVatyulorTWHe7HzgLwHIDhWuv2bl47H8B8AMjOzp704ovHRV4DSkNDA5KTk4O6D1/Ie+opJO/ejX3XX48Gj2m+ZWUJ2LMnCePH1yIlpc1ECUOHr+dm5coMNDdHo7w8HoDCsGGNaGyMRkJCO2bM8K4xsXBirPabsQvq6FGMvv9+NA0Zgv3XXhuUfYTLuUlbvx5j//QnbPrLX9A4fDgqKuKwc2df7N2bhJaWKJx/fjmGDDlitpheE+rz0tEBfPyxAxUVCejbtw1paa0YNaoeWVmtIZPBLgT63MyaNWu91npyd49ZtejgZwAeNxQyQ1lz/71KKVUNIBtASdcXaq0XAlgIAJMnT9YFBQVBFXTFihUI9j584qyzgBtvROahQ5yEADrbli+ne3vGDJPlCyG+nptduxgGrapi+HjIELY9KS8HrHSK7Y7lfjN24b33gD59gFtvxdDx44Oyi7A5N9OnAw8+iPyyMjgv+BG++oq/57Y2ozo+D8OH2yfdIdTnxekEVq5kaPSMM7jN5eJhtcsxCxWhPDem14AopaKVUike/ycBuBLAMx7bJiillPvv8QDiAEhKZHfExAAXXQRs2IDSdQexZAnwt78BH37ItV7oGWNcVb9+rBItL5e2J4JF0Jrx+WHD2I9C6J24OIaN163D5g/KkZbGHosdHUyql1mZvVNczGHwfftSUZP5otbAdIUNwNUAnvf4/yYAz2itPX2vUwF8rpT6BMDfAczVZsRy7cIFF+BIWyx2PbAUTU20Kjs6gLVrJR+rN4yO342NbHtSUiLjqgSL8OWXwMGDwKWXMslIODH33gsohaQVbyM5mSltiYlUPiK5Ybg3uFxAaiqN1epqKrtyzMzHFIVNa73CyF/TWr+gtb7E47EHtdZ/7/L8J7XW07TWM7XW52mtt4ZaZluRmopdAwswdO9HiGupR1MTk0jFQuodz3FVWtNInzhRQgCCBfjjH+n6jaSchpMlMxOYPh3D9nyA8gMtaG5mygMgnvMTYUQbsrK4FrpccsysgBU8bEIQ+GrYJYjTreiz8n1ER8sYKm/xHFd12WWsKuvoOPHrBCFo7N8PfPYZW/XEWDXt2KLMmYPMhAZEr1yBlhYarZE8hspbjGhDayuvG3v3yjGzAqKwhSl9xuShvP+pGLDhLUzf8zyio8VC8pW8PE64kQaSgqm8+SYz5S+80GxJ7MeYMYgdOQzTq5Yid6BGZaU0DPcGz2hDVBRvZ54px8xsxFwLU/LzgXeXXYIzt/0Rp699DO9/9//JGCofyczstC6lgaQQcoqKgOefBzZs4GRuo+/a3LnSg81blELZ5IuRXvwwfjRtKxKnTjBbItuQm8ub1ixaa5WOHqYjCluYMnAg0PecfBzdmI24fduRmEhlTSwk71GKXratWxkOSEszWyIhoigsZOb3P//JSpilS82WyHZoDezInomJaU8j8eO3gN1bRNn1EWMd3LGDX0NpvG4eEhINU+ofL8LMv38fY1s3ITWqHpc9Ohu5Pzl+vqjQO7m5bPGxb5/ZkggRh9bAu++yYkiukn5RXg4caY9DzMXfBT7/HFi0yGyRbMngwQyLyjpoLuJhC1N2TS5E1dBCnDe1Dhg9ErjqKmD+fLPFsh2xsbz9+9/A6tXAgAEyX1QIEbt28Qp5883srSD4zL59HEGVevVFwIevyqwlP4mPB3Jy2Flm9GgasULoEQ9bGNLczJ5DgwYBUWkpbAewfLkkIfiB0wls3sxjGhUl80WFEPLuu9Q2Zs6UMJ4fNDayKn785iKoG39IBbiyErj44mPmiwrekZfHfmyHDpktSeQiHrYw5OBBRlOGDHFvuPZatgX4/HOpOvCR4mKgf3+29qis7Cw+KC4WL5sQRBobgU8/Bc45R0aU+Mn+/cy/Sr+5EPivQuCLL9ga5c47OWNJ8Il+/YAjR4Bnn2V/NodDog2hRjxsYYbWXKgyMz3SXu64g1rHe++ZKpsdcblYKepw0EFZVyf97IQQsGIFv3Df/a7ZktgOpxN49VXWamzfTkMLAIdixsUB779vqnx2xelk4UFNDa8tEm0IPaKwhRkVFbSC8vI8NioFnHcesGUL5y0JXmN0/E5PZ96GdPwWgo5RbDB8OG+C1zidnUpESgpnYX6rVERFMRT65ZceWpzgLcXFvK7IfFHzEIUtTHA6gSVLgP/9X3r+jx7t8oTZs7lgiXXpE0bHb2Mo/KFDzP+Wjt9C0DCKDS64wGxJbEdxMZWI5mZGkgcO7KJU3H13Z2MxwSeM+aL9+tHL1tYm0YZQIwpbGGBYlTU1nFyTnMyWTce4qvv1o5bx4Yf8pQle0d180UmTJG9DCCLvvMNig7PPNlsS2+Fy4dupLllZ3HaMUpGdDZx2GvDBB/xBC15jRBscDub01tRItCHUiMIWBhhWZUsL/x86tAdX9Xe/C9TWAuvWhVxGO2PMF12wgE6P47yXghAoGhtZvVhQIMUGfuBwdBYbZGRw23FKxfnnM3dk0yZTZLQrRrSho4NtPvbtk/mioUYUtjDA5WISqOGyjo/vwVU9aRKrEaT4wG8GD2bhQW2t2ZIIYcny5dQ4JBzqF5Mns0o+Joaetm4HvU+bxgVS0kN8wjPaoBQDNbNnS7QhlIjCFgY4HBxQfvQo9TGgB1d1VBR/YRs2AI89FnI5w4GBA3kYDxwwWxIh7NCaxlRSEqcbCD5jpCwMGsQpB90Oeo+LA2bNYpuj+nrTZLUjRrTh9tvZGaWjw2yJIgtR2MKA/HwqEC0t9LB1a1UanHce7594IqQyhguxsez4fegQ0N5utjRC2FBURGPq5Zdpac2ZI81d/eDgQU4juf56Dna57LIePEDnn08X0fLlIZcxHIiPZ46g0ympgKFEGueGAf37c1xIdTXDoA5HL4Pes7LYj2jDBppHUaKz+8rgwVTYyso6G+kKwklRWMjGVm+/zRJHGfTuM62t9Krl5XmxrOXlASNGMCxaXw9cc00IJAwvBg9mnrTL1VngIQQXUdjCgNJSFoFecgn7hfVIURGweDE1u9ZWJjanpgJz58roGx/IyGCo5cABUdiEANHWxma5U6ZwKongM4cO0QYdNMjLF5x/PvDoo8C2baKw+UFWFqPLBw6IwhYqRGELAw4eZNpLr8oaQKWssJDK2tChwKWXArfdFhIZwwmlGBpdupQ973JzZUSLcJJs2MBKlnPP9ZgpJ/jCwYO0P1NSvHzB2WcDTz7JckfBZ6KiuObt28dLSlyc2RKFPxIPszlNTUBVlQ9WJcBfVr9+tOSbm4MmW7jidLJZekuLDIQXAsRHH1HTOOMM8Xb7gVG57fU6WFQE/Md/cHZVVRVnjErOoM8MGkSvpgyEDw3iYbM5hpLgs3fn2muBlSuptJ1zTsDlCmeKi5knePQoo8vGRUIGwgt+0dAArF0LXHgh+1EIPnPwII0nr1MUjGjDpk0Mjf7mN8BZZwVVxnAkJYWG6wsvyED4UCAeNhujNReqzEw/emz+8pfs+i1VUj7TdSB8fb2MaBFOgpUrmcN27rlmS2I7nE7gtdeAhQuZilZR4eMbTJjAiIOsg37hdPK419RwxqhEG4KLKGw2prqaPxCfwqEGSrEX0aZNDAkIXmOMaElLY3POqioZ0SKcBB9/zJK7YcPMlsRWGCP5SkupLCQl+aEsREUBF10ErF/PuKrgE8XFTLlMSuI6KAPhg4sobDbG6WQEJSfHzzeYNYtuuhUrAilW2GOMaGls5ALldNLClBEtgs8cOgTs2EHvmlJmS2MrPEfyxcUxDOeXsvCb37Cp4qpVQZEznHG5eMzT06mwdXRItCGYiMJmQ5xO4NVXWeC0fTstTL8YMIAN3JYvl+6HPtB1IHxMDHDmmZK3IfjB8uVU1AoKzJbEdrhcbOB6+DBb7Sjlp7KQl8ebhEV9xog2ZGYyql9XJ9GGYCIKm80wwgCHDrGEPTHxJHMGZs3i7MK9ewMqZ7hjjGi57TZea2VEi+AzWjMcOnEiq7YFn3A4Ojvt9zqSzxsKCujp9Nv6jUyMaAPA6PL+/TIQPpiIwmYzPMMACQl0kp1UzsCMGXQRffxxQOWMFJRiZVpFBatGBcFrtm4FNm6UYgM/yc9n0VVHB9fCXkfynYiZM/lj/uSTgMsZzhjRhuRkKs7NzcDFF0u0IViIwmYzjDBAff1JhgEM+vblCvfJJzIc009yc3nREONc8ImPP+Z8s2nTzJbElmRkAOPH02DqcdC7t2RmsmL0448lPcRHjGjDggXA1KnSmSaYiMJmMxwOWpVac8ECApAzMGsWTdP/+Z+AyBhppKZSaZZSdsFrWlqY5N6vHy0wwWcOHaKeNW/eCQa9e8usWbS6du0KlIgRRb9+bC8lTXSDhyhsNsMIA2jNdf6kwgAGkydT43jhhYDJGWkMHMgqqSNHzJZEsDxFRWxW/emntLrmzJEu+35w6BCrExMTA/SGZ57JclOpmvcLz/SQ1lazpQlPRGGzGf360XM/YEAAwgAGsbGcq1dTw8Zugs8Yx1+sS+GEFBYy0ef885mSsHQpbzKSymvq62msej3ZwBuSkoApU6hIt7UF8I0jh4ED6UyQ9JDgIAqbzQh4GKCoiNb9yy8zEevcc8Xa94PERFr7EhYVTkhTE6uEZsyQ3mt+cugQD92AAQF+43POoSZ4330BfuPIICWFNoisg8FB0gNtRklJgMMAxkw9rdmy+sILgd/9LkBvHllERwPLlnF4xODBMlNP6IG1a1lSPGMGUxEEnzEM14Cn/51+OjWOxYuBu+4K8JtHBgMHskPKkSN+jEwUekU8bDYiKGEAA6UYb92wgTsSfMLppNOktZX9iGSmntAjn37KSdmjR0sY1A+MzI2grIMxMZ3pIZKQ6hfGeZH0kMAjCpuNCFoYwOC665i7sWZNkHYQvhQXM388J6dzELLM1BOOo76eRpGEQ/3m0CEaRX6P5OsJIz3kxRclPeQkMNJDRGELPCFX2JRSo5RSnymlXuzmsaFKqVKl1Ar37QX39lil1EKl1Eql1KdKqfGhltsKBC0MYHDrrVwFP/00SDsIX1wuRrcyMhjtqq+XmXpCN6xezX6HZ59ttiS2RGumhWRnB6HfV2Ehiz+WL2e16EUXSTGIn0RHA++9Bzz0ELBkiUQaAoUZHrapAB7u4bE0AEVa6wL37Rr39msBtGmtZwC4BcDCEMhpKQ4fZhggaN41gBb/jBlMwqqtDeKOwg9jpl5aGq3/6mqZqSd0w8qVjBkNHWq2JLbD6QSeeYapBlu2BFEJMNJD1q8HGhuDtJPwxekE1q1jekh0tKSHBJKQK2xa62cBlPXwcDqAOUqp1Uqpd5VSBe7t5wJ42f36jQAylFJJQRfWQgQtDNCVGTNoxq5eHeQdhRfGTL3Gxs4qKZmpJxxDdTU1jbPPlnCoj3jOUM7MpHctqErAtdcyPWTduiDtIHwpLuY56t+f6SEpKZIeEiisViW6Qms9EgCUUmMBvK2UmgIgE0Clx/MqATgAHGf+KKXmA5gPANnZ2VgR5CaIDQ0NQd+H1sD69elITm7D6tVBLgjQGiOiotD2wgvYG7BSVHMIxbnxxOGIw86dfeF09kFDQwxGjqzAN9804ZtvQiaCLQj1ebEKGatXI6eyEl/HxKDFop/fqudm5coMNDVFo6SkD1JSjuLgwRY0Nkbj6afbMWNGVeB3OGkSRn30EZqffRb7LaBcW/W8dMeqVTlIT29FfX0sSkoS0NrahPj4dtTUxCE9PfwatIXy3FhKYdNad3j8vU0p9SWAEQBqAKR6PDXVva2791gId8h08uTJuqCgIGjyAsCKFSsQzH04ncBHHwF79wJnnAEMHx6CVhHl5UBREYZMmNA5/8qGBPvc9ER7O/M3Bg3Kw4QJId+95THrvJjOW28Bkycj86qrzJakR6x6bnbtYlpZTAwwahTHwXV0cKkKmrh79wJLl2KoMQnGRKx6XrrDqOJNTGR9TXY2PWzjxgEFBaPMFi/ghPLcmF4lqpSKVkqluP8eo5SKdf89AMBYAFsBrAJwiXv7KABHtdZhn2TlGQbIyOBAgpDkAhhh0VWrgryj8CQ6motUSYnMkRbclJcDO3dKsYGfOBxc92JiGGIDQpAjOmOGVM37gZEe0tTE9JCDByU9JFCYrrABuBrA8+6/hwP4RCn1CYAXAdykta4D8BSAXKXUSgD/gjvkGe4UF3Nxam1lDmx6eohyAYyk6JUrg7yj8GXAAJ63qiBEawQbsnIlLS9R2Pxi0iSOO4qNpREUkBnKJ2L4cCZiyTroE7m5HJeYmEgvaFQUMHOmNBEPBKaERLXWKwCscP/9AoAX3H8vBbC0m+cfAXBN1+3hjssFJCQwxNavH7clJ9NYDzpnn82SrIoKNvkUfCIri562khIm4AoRzqefsvJafkt+ERcHTJ7MWo3ycnrWgq4EKAWcdRbw2mvUEA3XnnBCcnN5O3oUeP99Km3CySOH0cIYYYDoaOZsACFsFXHWWbxfuVIaR/pBdDSN89JSCYtGPIcOMR/KxvmgZlNSwgr5664L0Axlb5kxg26izz8Pwc7Cj9hYXq9KSsyWJDwQhc3CTJ7Mtd5oEBmSMIBB//7AyJH0DCxeHIIdhh9GWLSy8sTPFcKUoiLgkkvYHiI9nZ3zpXu+TxjFBTk5Jnhqhg7lD1nCon4zYACnfNV0WyYo+IKlqkSFY+nTh0qb1iEMA3gyYwbw1FNAc3OIdhheOBxUtktKpIFuxFJYyGHvcXGciL30uIwP4QRUVDD3P6hNw3vCaCb+8su0ltPSTBDC3mRnU9EuLaXNIviPeNgsjDGC5frrQxwGAOgBeOwxegaqq8Uz4AdGtWhpKb0EQgRSWgrs2QN85ztmS2JbjGID0yLKZ51Fq/nPfzZJAHsjYdHAIQqbRdEaKCvjBT862gQBCgvZTOzaa+nLXrpU5ur5wYABTLyVatEI5bPPeD99OjB3rrmy2JCODq6DpoRDDYYMAQYNYvGB4BcSFg0MorBZlOpqoKUlBKOoTsT06Zy3FJLS1PAjK4uL1PPPAwsXyiDkiGP1amDECH4RxNjxGZeL4VBT10GjWrShgQuz4DOeYVHBf0RhsyglJfSsmd4FYPp09mUzPAWCT5SUANu3c6FyOGQQckRRUQF8/TV/Q4JflJQwpGZaa5yiIqaC/OtfDHtceKGkhviBhEUDgxQdWBCteYHPyuqsEDWN/v2ZdPvZZ0yiE3yiuJjRlNJSGuhGznJxsTSSDHsMI0fy1/zCEuHQwkLetAby8oDzzwfuvdckYeyNUsDHHwNbtvBQ5ufLGugr4mGzIDU1FgmHGkyfzgo3ScTyGZeL5zE6ujN/IzmZ24Uw57PPgGHDLPRDthdGONSU6tCuKMXu5Zs3A/X1ZktjO5xOTvhqbaUTQiIN/iEKmwUpKaFFmZ1ttiRujJCONI/0GSMMmpZGhU3rEDY/FsyjqoqxcPGu+YzTyVzPRx6hJ9oyXYWuvZZuv7VrzZbEdhQXU9/NyWF3lJSUEI1ZDDNEYbMYlgqHGgwaxNvq1WZLYjuMQcgxMawWLSmRQcgRgWd1qOA1Tic9Lw0N9ErHx7M43RKemFtvpaUl+bw+43IxspCeTi9bQ4NEGvxBFDYL4XQCzz0HvP46sGmTRRYpg+98B/jqK85DFLzGGITcvz8VteZm/i+5G2HOZ58BgwfLifaR4uLOPM+ODh5Cy3hilKICvmED3eaC1zgcVNLS03kYDx+WSIM/iMJmEQzLsrSUruPYWIvF+KdPp/tPwqI+k5sLXHEFGyCPGyfX8LCnpobGjYRDfcbwxNTU0MOWkmIxT8z06Uys++ILsyWxFUakoakJSEoCDh6USIM/iMJmEQzLsrWV9/36WciyBFjWk5Mj4YCTICeHHrbDh82WRAgqa9bQ0hKFzWccDub019Rw/YuKspgnZvRoCibroE8YkYbERKC9ndtmzxbj1VdEYbMIhgXZ2to5b81SlqURDti8mSuo4DPZ2TyM0jwyzFm9mkUHgwebLYntyM9nnmddHb1rdXUW88RERQFnnkkPW2ur2dLYitxcdoa67TYeQtNatdgYOWQWwWgqqFRnDoelLEuAClt7u1RJ+YnRAFQUtjCmro6Npvr1449Z8IncXGDSJCAhga2NEhMtmPM5fTqF+/JLsyWxJQkJdErIOug7orBZhPx8RlGiopi7YTnLEuCIncxMhgOk07df5ORw0pe0cgpDiorYWHXNGl6R5syRrvh+oDWVtJ/8hB4ZSylrADB+PMMfEhb1m5wc1q8dOWK2JPbCKo0jIp60NGDiRBpu5eX0rM2cabHFygiLvvMOiw9kNqLPGL31SkuBvn3NlUUIMIWFwO7dwN69zGVYutRsiWyHcREfOdJsSXohJgaYOpWKeVubhfov2Yf+/YFt27gODhtmtjT2QTxsFqGsjM6r668H5s+3qGUJUGE7elQy5/0kIYHRMgkHhCHNzWz5MG2a2ZLYltJS2oX9+5styQmYPp2u8s2bzZbEliQlMUexrMxsSeyFKGwWoayMXrY+fcyWpBeKioBf/5oXpcOHJeTjJzk5DHlLK6cw48svacyceSYwd67Z0tiSsjIaNHFxZktyAiZOpPX18MNmS2Jb+vcHqqsZVRK8QxQ2C9DczDJ2y1uVhYXAW28Bd9xBhe211xj2kdCoTxjnWbxsYcaaNYxzjx0rvwk/MHI7bTF6NS6OCcYffsgOv4LP5OQwX7G83GxJ7IMobBbAcAtbXmEzmDqV1aISDvCLxERalS+/DCxcyLmJlmmQLPhHWxuwbh0wZQqrhgSfMQwY26yDRnrItm1mS2JLUlK4Forh6j2isFmAsjLG9G2ThH7aaWyku2aN2ZLYEqeTnR8qK1lM2NRksakWgu9s3UoX0Zlnmi2JbbFFWgjAFJA5c4A//5kJd9dcI6khfpKTw3Wwrc1sSeyBKGwmc/Qov7C2CAMYxMWxKmLtWvq0BZ8oLgYGDaJ1WVtLS9NSUy0E3/n8c04qP/10syWxJbZJCwEY7l66FFi2DEhNZWj0zTclDO4HHR3sM/3AAxJp8AZR2EymvJw6jy0WKk+mTeMKu2uX2ZLYDpeLbVvi43kIAYtNtRB8Q2saL2ecYYNseWtipIXYynAFaGmVLfmGHQAAIABJREFUlwP795stie1wOoFPPmF2TUyMRBq8QRQ2kykrY7GRMd3ANkyezFwdCYv6jMPBKRbp6Uyybmuz4FQLwXu++YajqCQc6jNOJz0r//xnZ/G5rbjxRt7LOugzxvzsgQNZNZ+cLJGGEyEKm4m0twMVFfSu2W6KTXIyMGECQ0GCT+Tn88IUE8OQgNNpwakWgvd8/jlHlEyebLYktsLppEelro5j2/r0saGHZf58YNQoGdfnBy4XLyP9+nEdNJQ2iTT0jChsJuF0As8+C7z9NrB+vc0WKYNp04BDh2wqvHnk5nL0jsNBD1trqwXnJQres2YNjRfbVA1ZA8PDYnTFyM21qYdl2jR6WSsrzZbEVhiRhr59GaypqZFIw4kQhc0EDMuypITTDaKjbWhZAmzvAUg4wA9yc4Ef/AD44Q+BceOAAQPMlkjwi0OHgIMHZbqBHxgelpoaetiSk23qYTHOvXjZfMKINBhK26FDEmk4EaKwmUBxMYuL2tqYx5SWZlPLMjOTA+FFYfOb7GxWCldVmS2J4Bd/+QvvRWHzGYeDYbDa2s4cXlt6WHJzmYgl66BPGJGGxEReC6OjLTg/22KIwmYCLhcLywyFDbCpZQnwQrVzJ2eMCD7jcHChkpl6NuWtt2i0ZGaaLYntyM+nV6WhgQZsXZ2NPSzTprG5YmOj2ZLYitxcdoi67Tb2IZae070jCpsJOBwMhyrFhQqwqWUJdHoW1q0zVw6bEh3N8y7jWWxIdTV/uOJd84vcXHZCSUwEjhzhvW1zOadNYxXZF1+YLYktiY0FMjLEcD0RorCZgGFZRkdTabO1ZTloEJsnrVkjnb79pH9/XrBqa82WRPAKo9P9hRfy/4ULpdO9H2jN9e/73wd+/GN6WmyprAGsFE1Lk7DoSdC/P+0fcVL2jChsJpCayobo/fvTs2Jry1IpWpebNgHPP2+2NLYkO5uHUaxLm2B0ur/oIjZR/OAD/i+d7n2itpYTDmzXNLw7lGIR1hdfMClV8BnjeyDrYM+IwmYCZWVMebn+erbxsbVlCbBhaFubuIj8JC6OuYyyUNmI5mYaKWlpNmyiaA3KynjosrPNliRATJvG78XmzWZLYkv69OGYPlkHe0YUNhMoL+c6n5BgtiQBoKgI+OUv2aa8poahIQkP+Uz//gyNNzWZLYngFV9+SU+KeNX8pqyMTVNjY82WJECceioXdUkP8Zv+/XkZaW01WxJrEnKFTSk1Sin1mVLqxW4ecyilnlNKfaKU+kIp9TP39llKqb1KqRXu2wOhljtQtLTwCxk2VmVhISvlfvlLetiWLJHwkB9IOMBmrFvH0u7bbzdbElvS1MSm0WERDjWIiwMmTeJ3Y/Fis6WxJf37M7dRirC6J8aEfU4F8DCAS7t5zAHgfq31VqVUHwB7lVKPAkgD8KDW+pEQyhkUjC9iWC1UAPM32tqAbdtoaQo+kZTEwoOXXmK1lMPBIhRbh8rDlY4OXpTz86UPgZ8YhklYroOrVzN7XvCZ1FSGRsvKWM8mHIvSWod+p0oVAPix1vrqXp6TC+B1rfVkpdQPAfwCQD2ACgD3aK039fC6+QDmA0B2dvakF188zpEXUBoaGpCcnOz187dv74umphhMmlQTRKlCT1RrKybecgtK58xB6fe+Z7Y4AHw/N2ZSURGHt94agObmKIwbV4fW1ig0NsZg+vRKZGWFV3zATuelOxL37cOwhQtxcO5c1E6YYLY4ASVU52br1hS0tUVh4kS7TXvvmawPP0T2Bx+g79dfoyUjAy3uPk0V55yDitmzT+q97f6b8YU9e5JQURGP/PxqW9hDgT43s2bNWq+17nYwsSUVNqVUEoClAG7TWm9USkVprTvcj50F4DkAw7XW7b3tZ/LkyfqLIPfFWbFiBQoKCrx6bns78O67wJAhwPjxQRXLHP7wB+DAAeCJJyyRiO3LuTGbJUuAigqOJxs2jEUpdXWsIL7sMrOlCyx2Oi/d8vTTwJtvAi+8wBMURoTi3Bw9Crz3HjB8ODB6dFB3ZQ533smQ6N69AXtL2/9mfMDlYhpgfr49PLCBPjdKqR4VNssVHSil+gJ4BcDvtdYbAcBQ1tx/rwJQDcB2WWAuF6MpYZO/1pUpUxjzPXjQbElsh8vF70VsLHMcARtPvwh31q7lsPcwU9ZCRXk585TscDH2iylTmKRXUWG2JLYkI4Nr4OLFbHG4ZIkN52wHCdMVNqVUtFIqxf13KoDXwTy2TzyeM0EpumyUUuMBxAEoNUPek6G8vLOjc1hidP6VIcg+43CwYWRaGj1rHR02nn4Rzhw6xNvUqWZLYjucTl58//EPtiurrzdboiAxZQpni8o66BclJcBXXwGlpUBWFnXfN94QpQ2wgMIG4GoARsfV/wYwGsA9HhWhA8FChc+VUp8A+DuAudqMWO5JoDUTKbOygCgrHPVgkJHBuYoypspn8vM57SImhrUbJSU2nn4Rzhjf7SlTzJXDZjidvOg2NPA7Hh/PqHJYXoQHDKBCL+ugXxQXs9gqPp7KWkoKDdniYrMlMx9TVAet9Qojf01r/YLW+hL337/SWg/UWhd43A5prZ/UWk/TWs/UWp+ntd5qhtwnw+HD7C0TtuFQgylTOAz+cPgkE4eC3FxOu8jOZneUlhYbT78IZ9auZZKhuD59oriYF12AxuugQWF+EZ46Fdi6VeYs+YHLRZ1Xqc7LiKSHkHD19VgGIwzw0ENMpAz7hoBTp3JFDtuVOHjk5gKXXw5cey2LUkRZsxh1dWxbI941n3G5eNGtqWGEISUlzC/CU6bQVb5hg9mS2A6HgwMj+vbtVNgkPYSIwhZEjDBAUxPbNcXGAsuWhWkYwCAvjyWOkr/hN8Yw+Lo6syURjuGLL2iMSP6azzgcvOgePsxeW1FRYX4RHj2aGoeERX3GSA+Jjua10+WS9BADUdiCiBEGiIujZy03N8zDAEDnEOSNGyPAnRgcsrJ4L92+Lcbjj3OW0imnmC2J7cjPZw5vbS29a3V1YX4RjorihysuZj8nwWuM9JCcHHpkJT2kE1HYgogRBjDcumlpYR4GMJg6lb+yTd32NhZOQEICvyuisFmI1lZg5Up+ty3QY9Bu5OZSf4mP59KQmBgBF+EpU+hG3L7dbElsR24uMHcucMUVwMSJYf498QEzRlNFDEYYoKaG4zbi42lZhm0YwGD8eH5gY3yP4DPZ2azdaGnh90YwmS1b6CmRcKjfKAVcdBFw1llmSxIizjiDJbHr1oVpp/Tg078/sHs3my3HxpotjfmIhy2I5OcD1dXsnxgRYQCD2NjOIcgvvGC2NLbEaCoqXjaTKSoC5swB5s1jUs3vfsf/i4rMlsxWNDdz7Qv7KnlP+vRhg2XJY/Ob7GymjYZ9VMpLRGELIrm5wLRpnTlsEREGMJgyhdrqU0+ZLYktSUnhei8Km8kUFrJh2OTJPClvvw0sXcrtgtcYTf8jSmED6JE1mi0LPpOezuunrINEFLYgEx0NzJwJ3HorZ0JGhLIG8AKnVOecJcFnsrM7x5kJJrJvH1BZ2dlITPCZsjIaICkpZksSYoxwinjZ/EIpFmEZ48wiHVHYgojWtCyzsyMsT7moiB6IbdsYB5kzR8JIfpCdzbSpykqzJYlwjLLuG280Vw6bYnyHw3Z2aG9kZbHV0bp1sv75SXY2c9jE9heFLahUV/OLFnFhgMJCho3+8hc20nn6aQkj+UFmJnOWy8rMliTCWbcOGDkS+M//NFsSW1JZSaUt4tZBg6lTORzzuefMlsSWGOMcZR0UhS2olJfzixb2VaE9YXSED+vGc8EjKorh0FdfBRYu5MSMsG66bEUOHwZ27ZLpBidBeTkNj4wMsyUxiSlTGG6RcX1+YXx3JI9NFLagUl7OL1pMpDZPGTgQGDdO8jf8xOlk/+GGBvbva2ri5AxR2kKIMd0g7Eu7g0d5OY3WqEi82hQVAf/1XxxRJekhfpOdzXUw0kezRuJPKCQ0NvILFrFhAICJe3PnsoFuc7PZ0tiO4mLqvImJnR3iw35ShtVYt46x6aFDzZbEltTW8qcfseugkR7yq1/xYCxZIukhfmB8fyLdyyYKW5AwvlgRu1AZTJnCRL7Nm82WxHa4XCxr95yWERGTMqzC0aP0jOTnR1jVUOAw1kFj3FrEMmUKE/m2bTNbEluSmMj5yi+9FNnpIaKwBYnycs7+TUw0WxKTGTeOB0HCoj5jTMpIS2M4tLU1zAdmW40tW+gekvw1n3E6eVFduJCHMeKNjIkTgcGDZR30E6eT36OqKqYZRWp6iF8Km1Kqr1IqVykxO7vj6FF+sSLeuwYwge+MMxjHk0Y6PpGfT89aVBQPndMZIZMyrMK6dZwLduqpZktiK5xOXkwPH+Zc3Pj4yLy4HkNCAvC970k+g58UF7OHaZ8+QH195KaH+KSwKaV+ppT6BsBhAPsA5Li3/10pdV7gxbMnLhcvsKKwuTFmdO3ebbYktiI3l5MxMjPpWWtpiaBJGWajNa8GEyey1brgNcXFvJh2dDCSPGhQZF5cjyM/HygpkakHfuBy8XoaExPZ6SFeK2xKqV8DuBfAswDmAKj3ePgLAP8dWNHshxEGePRRLk6RXtHyLZMmceWO+BXbd3JzOSHjxhs5P3rAALMlihD272fXawmH+ozL1Zl3GR9Pr0gkXlyPQ6Ye+I3DwetpWhq/V1pHZnqILx62nwC4Xmv9B631MgBtHo+tBjAmoJLZDCMM0NhIKyAujiMIIzoMYJCaCoweLQvVSSBTD0KMYVxMnmyuHDbE4WBBZF1d5zSvSLy4Hocx9UAMV58x0kOio4G2NqC0NDLTQ3xR2LIB9PRNawEQaVPijsEIAyjFUICEAbqQnw988w1Do4LPZGZysYr0svaQ8cwzwIgRQL9+ZktiO4zIX0MDc43q6iLz4tot+fmceiDhF58w0kP69+d3qbU1MtNDfFHYtgO4pofHZgPYcfLi2BfPMIBSdCpJGMADI7T0xRfmymFTjIkZorCFgNpafk9Fw/CL3FxmQfTpw2q+xMTIvLh2S34+Lfr1682WxHbk5gJXXAFccw0wYUJkfp986cH/RwAvK6VGAngegAJwilLquwD+CuBnQZDPNhgtGA4fZjuP6GhalhEfBjAYPJghgXXrgPPPN1saW5KdzXl6dXX0XAhBwphuIPlrfqMUlTTRebswahR/vMXFwNlnmy2NLcnOppPSMAYiCa89bFrr1wD8AMBMACsA9APwCYB7APxMa/1iEOSzDfn5zFGurpYwQLcoxYOxcSPw7LNmS2NLjOaj4mULEkVFHBv0s58xCfUXv5AxQn5QV8cmp1Il3w1RUcyLXL+eSamCz0Ty1AOf2npord/UWo8CMArAWQDGAciLdGUNoHt26lRWRbW2ShigW6ZMYW+KJ54wWxJbkpDAvMhIXKhCQmEhy7wnTOCBXrpUxgj5gUx5OQH5+WwmtnOn2ZLYkqQkphtF4jrodUhUKTXY498WAEb94yCjf67W+kDgRLMfUVHAeecBs2aZLYlFGT+eWofRSEfwmexsrvOtrdIeLCh89RXdQ0Z5o+Az5eU8fPHxZktiUc44gzkz69YBY8eaLY0tyc4G9u5lxWiML4ldNscXD9s+AHs97ru7RSxtbTLdoFeKioDLL+d8kcOHGWqScJPPGN+vigpz5QhbioupCf/oR2ZLYktaW4GaGlkHeyUxkcbrunWy/vlJdjZrNyKtzZEvCttQAMM87ocBOBPAnwAcAnBBwKWzEZWV/ALJQtUDhYUMLz3yCFf1Rx6RcJMfpKTQSRmJ4YCgozUvoqeeClx/vdnS2BLDkJB18ATk5wMHDwKLFpktiS1JTwdiYyNvHfTamai13t/N5v0A1imlDgBYAOCDQAlmN8rL+QVKTzdbEotjNCJdt45NJAWfUIp6xeuv0xmUnc21X3IlA0BJCTtyXnqp2ZLYlvJyGhSpqWZLYnGmTAGefFLSQ/zEs82R1lwXIwG/hr93w1sACgL0XrZDa35xsrL4RRJ6IT2dTZqko7BfOJ0sMGtqYvJtU5MM1g4YxiQOKe32i44OetiMamahB4qKgPnzJT3kJMnOZg1bba3ZkoSOQKkXlwIoCdB72Y7aWn5xJAzgJddey8z5SPqlBYjiYmDgQCprRj82magRIIqL6fWV5ol+UV3NXF5ZB0+AkR7yu9/xR/zyy5Ie4gdZWfSsRVJY1Jcq0fe72RwLYDCAPAA3BEgm21Fezi+OrPNekp9Pa3L9euCcc8yWxla4XLwgpqQwuXvw4MgtcQ8ojY2sEL38crMlsS3l5Z2hKsELpkxheGbjRuDMM82WxnbExQFHjwL//jeVN4cj/NNDfPGwHermtgPAIgATtNYR2w21vJyRPmmz4CWnnMIZjeIW8hljokZaGr26R47IYO2A8OWXjOlJONRvyss7Z94KXjB6NDBsmKyDfuJ0Aps20XBNT4+M9BBfig4i1oPWG62tUWhpAcaMMVsSG6EUiw9WrYq8RjonSX4+F6U+fWicO53sdzVzptmS2ZziYs6UGzXKbElsh9MJrFzJn/OppzJkH85ejoAREwNcdhm/e5GUOf//27vz+KjLa3/gn5ONJEAgJEMICeDCoiyCkEBAKRFcqhYtWmsJda1iF9taa3tvvb29tV5r7f1d9dbWFmqta9yLiraoKEGQJUFBQRFEEBjISgIhbNme3x9nviZigMwkM8/3O/N5v155JZlMMieZzPd7vs9znvN0k7Iy/T/bvl37EDsXrc7t0eiYI2wiMjDYt0gG7hZ1dYkAWLcRtIkT9ZLoo49sR+Ipubm6g0Z6OnD4sI6ycUeNLmpt1f1D8/K4aihIfr9eQJSXt7VaiPZRjm6Vn68LD7ZssR2J51RXa5KWlKSjbICWh1RX240rnI43tOEHYDr5cyRw35gbDK+rS0JGhl6cUxDGjtWje1mZXpZTp+Xm6tvpp+txnhcLXbRpk16ic7P3oJWV6fT87t3aD9bn0zr6aB7l6FYTJujIWlkZMGyY7Wg8pX15SE2Nbs164EB0l4ccL2ELywZLIjICwN8B7DDGfKuDr98VeGwB8AtjTImIJAL4E4DToYnh940xG8IRX2f5/cDq1cBrr/XH4cNajsADVBCSkzVRKysDvvMd29F4Uv/+wCef6BXlwJgc3+4mpaVaeHXmmbYj8ZzqaiAjQ/Pd7Gy9jYtggpCWpiePsjKuEg2SUx4SH6/J2u7dOrMczeUhx0zYjDFLw/SYkwD8AdoK5AtEZDqAccaYKYEp1rdEZDSAqwA0G2Omisg4APMBTAlTfCfkTAOIAD17tiApST/n1FSQ8vKAefOAXbu08IWC4ix0qaxkwtYla9YAo0ZprxQKis+nx0Nj2prlchFMkCZOBB59VPui9OtnOxrPcMpDSkuBjRt1wcs3vhHd5+CgCjZEJEdEviYiV4nI1Ue/deZnBFaTVhzjyzMAPBe4327oTgojArc/G7h9HYAMEbF2dHWmAVpagPh4g5wc9sIKibMib80au3F4lIiOslVV6QmTQlBVBbzzDleHhig/X0c2jhzRKdH6ei3J4p8zCM7uLzwOBi03F7jsMuDqq3V71mhO1oDg+rDNAfAw2mrVqgPvfQCaANQB6Gprj0wAK9t9XhP4+ZmBj4++/UAHcc4FMBcAsrKyUFJS0sWQvmz58mykpzeipUWQkdGEDz9cj9ZWrWdLTy/v9seLZsPi49H83HPYFoa9bBoaGsLy/LtJTU0SNm/ujSNH9iEtrdl2OJ3ipuel36pVOO2zz7CmqQmNLonJpmCfG13c6MP+/T2wbFkL+vZtxIgR+7FlSyPr6DvLGIxobsbhZ57B9mP0hnLTa8aNKit74NNPe6GxcS9SU1si+tiRfG6C6afwXwB+AuDPAN4GcI8x5hURmQhN5L7fDfHUAWh/5u4TuO1Yt3+JMWY+dMoUeXl5prCwsBvCOirIOl3gmJYGrF+/HmPGjEF9vc6qFBayLUBQtm8HFizAkPz8bp+SKikpQTiefzdpagJeew0YOlRLYbzAVc9LSQnQuzemXHGF7UhcIdjnprZWp0AnTOC0fJd8/DHw5ps4ecqUDht6uuo140KHDwNvvAEMH67HwkiK5HMTzJRoDoCnjTEGwCYAQwHAGFMK3fj996EEICLxIpIW+HQ5gEsCt2dCp0M3HXX7CABNxhhr+xo5K7Hr67UjAKcBuiA/X+eWfx/Sv0/MS0zUshcWeQepuBi4+GKtoezbl/s5hqiqiru8dIuJE3VeeYPVtXSelZysNZTRfhwMJmHzAzg58PEG6OIBtPt8TIgxfAvAE4GP/wmgUkRWQDeU/7Ex5jCAvwHIFZFl0NG8uSE+Vrdwih1TU3UaNDWVCw5CNmKE9kR5/nnbkXhWVpZeNBw6ZDsSDykq0r0c8/I0YVu4kPs5hqCyUi8YEhNtR+JxY8ZoB2wWQocsK0tnvxobbUcSPsEkbK8BuDHw8T8BzBKR60RkKID/gC4Q6BRjTInT0sMY86Qx5pLAx63GmB8ZY6YYYwqMMf8M3H7IGDPHGDPVGHOWMcb6f3VurjapnjmzHLNmMVkLWXy8zqfs3avDlRQ0pw9btF9ddruyMr3qYhPFkBw6pBcK7APYDZKStDdlaSlXEIUoK0v/dFVVtiMJn2AStnsArAcAY8xmAD+H1rNtAvAdAL/o9ugouhUX6zTUCy/oFlUzZnBaKgS9emn5HxO2IBijCdv48RxVC5Hz/8aErZvk52u28cADtiPxpD59dJAymo+DwSRsFcaYPzmfGGP+AGAgdGo01xjzUncHR1GuqEinoV5/XQthrr+e01Ihyspq6/ZNnfDpp1oxn5/P/7cQVVbqhUKvXrYjiRJOEfRjXW22EJtE9DhYXR29kzVBJWwi8kcRmezcYIypNcasMcZ0uGKTqFN69dK30lLbkXhWS4u2E7vvPmDBAu7leEJlZXqEnzDBdiSe1NKiFwgcXetGGRnAKadoeQiFJCtLV87XRWlGEkzC9u/QlaFLRWSbiNwlIqPCFBfFmpkzgc8+i+6de8PE7wfefltnlRMStOUMN+A+gbIyXfAShv5/saCmRkcxmLB1E6c8ZNky7ZNy4YUsDwlBZiYQFxe906KdTtiMMX8zxnwVQBaAuwBMALBWRNaJyG0iwrJ7Ct1Pf6rvuUoqaGVluk3VgAFaBJ6Wxp03jqu2VjdhZR+ekFVW6sUBd1LqJk55yNNPa33lv/0by0NCkJCgA5Uxn7A5jDF1xpiHAsnbAOiWUXcC+KybY6NYkpOju0czywhadbXOKPftq9MBBw7o5xysPIZ339X3EyfajcPDKiu191pc0GcQOq5hw7RHCo+DIWtt1Sa6DzwQfeUhIb3cRCQzsAXUswDuALAOwC3dGRjFGBE9gb7/vratpk7z+XQWpW9f/XzvXm7AfVylpTp3MmSI7Ug8x+8HnnwSePFFYO3a6DoZuoIIMH26XlQ0e2OrOTfx+/XlfeSIdkqJtvKQTidsIpIhInNF5A0Au6HbVC0FMMIYM9kY88dwBUkxIj9fh4jef992JJ7i7Lxx6JC2Fdu1iztvHFNjI7BunV4ciNiOxlP8fj35lZfrFHxiYnSdDF3je9/TYfKNG21H4jllZXqhmpERneUhQa0SBfCfAD4AUGCMOd0Yc6cxZmt4QqOYM2oUkJISPa+uCGm/80Zzs67g++pX2cy5Qxs26Agus9mglZXpya+5WXsNZ2RE18nQNcaN02Is/mGD1r48ZP9+PRZGU3lIMJu/XwBgSWAvUaLul5CgjUzLyrTwliMgnZabq28zZgBLl3KroGMqK9O5kjPOsB2J51RX6yKDAwfaLgZ69YreAm9rUlJ0q6rSUu1NSZ3WvjykvFxnGhITo6c8JJhVom8xWaOwy8/XVXxbOXAbirQ0Pd7zJNoBY/QkOG6cJm0UFJ9Pp9uBtnpJ1kqGycSJ+sfevdt2JJ7ilIe0tuqCGL8/uspDuMaH3CUvT0fWOB0Qsmjv9h2ynTu1Uj5ajt4Rlp+v+UNTE5CcrDVC0XQydBXnj8rjYFCc8pCePXXqvrERuOSS6CkPYcJG7tKnDzB8OHc96IKsLK3d2LPHdiQuU1qqoxbMMEIycCAwcqT2+6us1JrJSy+NnpOhq2RlAYMH8zgYgtxcYNYs4Ac/0Jd6z562I+o+na5hE5F5AP5ujFkVxniIdDrg8cd1f5H0dNvReE5mJhAf39YriwLKyjTLyMiwHYkn1dRoDduFFwL9+9uOJgZMnKiNxA4csB2JJ/l8OllTWRk9DZ6DGWE7FcAyEflYRH4hIjnhCopinNPQ9Pe/txuHR8XF6cGqosJ2JC5RXKxZxqOP6gXAzJnc9icElZV6IZCZaTuSGJGfr0Pla9fajsSTEhOjb9eDYBYdnAsgG8D9AM4DsFVEXhOR2SLSI1wBUgwaMkTPCgsW2I7Es7KytC/b/v22I3GBoiLg5z/XE2DfvrrlD7f9CRp3N4iw007T/imcFg1ZVpYeAw8etB1J9wjqpWeMqTHG/MUYMx3AIAAvAfgBgAoRmSci48MRJMUYZ9eD+nqtGqWgOVNW0XR12SWlpTq6Fk0FLRFUX68XANzsPYLi4nQR1po1XEEUIuf/NVqOg125VhoFoADAOADbACQBWCIiL4kIB80pNMXFbdNVLS3Auedy+ioEycm6fiNaDlRd0tysW/3k5wOzZ9uOxpOc/yPWrkVYfj6wfz8GPfus7Ug8qWdPfYuW42BQCZuInCIid4jINgALATQDmG6MGW+MuQ5ALoAaAH/t/lApJhQV6XTVm2/qFebs2Zy+CtGAAdrSLuYHKT/8UIeHJk7k/1GIKit1Njk52XYkMWb8eCA+Hv0XL7YdiWcNGKAr5qNha9Zg9hJ9G8AnAK6A1rHlGmOuN8Z8PsFujNkP4HZojRtR6JKSdIiotFQbnlLQmpuBlSuB++7TcsCY3fOxtFT/n8aNsx2JJx05ogu2OR1qQc+ewKiQvYuVAAAgAElEQVRRSGhosB2JZ2Vl6YxyTY3tSLoumBG2XdDRtJHGmP8zxuw9xv3qAdzZ9dAo5s2apa+yzz6zHYnn+P3AkiU6q5yQoEW3MblRt7O7wRlnAD24NioUVVX6nglbhDnlIa+/jvjGRuD881keEoL0dF0xGg2r5oNZJTrbGLO0E/c7ZIy5p2thEUFX9gFcJRUCZ6PunBxdJeVsiBxzjdP9fj1SO61iKGiVlW01kRRBTnnISy/p5z/8IctDQhAXp7WXVVXen6zhAm1yr/R07noQourqtiStpUX3fOzVS2+PKatX63vubhCS1lb9n+HomkUDB6IlKYnHwS5oaQFKSoD77/d2eQgTNnK3SZOAzZu1iIY6zefTJC0tTbuk1NXF6EbdpaXAKaew22sI/H7gsceAV17RRbZePclFg7r8fGDDhuhpKBZBfj+wapUuvkpK8nZ5CBM2cjdnKmvNGrtxeEx+vm7MfeCA9t7ctSsGN+qurwc+/pjToSHw+/WkVlGh2/rEx3v3JBcN/JdfrquI3nvPdiieU1am/8M+nx4S0tK8Wx7ChI3cbcgQfaU5U1vUKbm5ujF3aqoe50WAGTNibKPud9/VohUmbEFzaiCbm/V9erp3T3LR4ODgwdz1IEROeUh6uo6uHTni3fKQTm/+TmSFs+vBG2+0jWlTp+Tm6tvhw/rni4+3HVGElZbqpfXQobYj8Zzqah2JOHIEyM7W23r1ip4GpJ7TfteDlpYYfDGHzikPSU8Hdu7UmYaUFG+Wh3CEjdxv4kRN1t5/33YknpScrKMjMXWybb+7gYjtaDzH59NpdED/d4AYrYF0k0mTdMn3xx/bjsRTnPKQxkZt7+H3e7c8hAkbud+YMZp1cDogZAMG6MKDI0dsRxIhGzYAW7Z486jsAvn5bQlbQoLW/nj1JBc1zjxTnwyWhwSlfXlIayvQ1ARcfLE3y0OYsJH7JSbqFi1lZd5vpGNJtG2CfEKlpUB5OXc3CJHPp9dJ2dn6P5Oaqic9L57kokZqKjB6NC9cQ5Cbq33Yf/QjoKDAu5U1TNjIGyZO1A3htm61HYknpaVp3UZMJGzO7gZpadzdIESVldoJ5dvfBubO1ZMdkzUXmDRJhz6d4U8KSnq6JmtePQ4yYSNvyMvTWqT77rMdiWdlZWkxeUuL7UjCqLgYOO887Qjft69u5cPtfIJWUaEJflqa7UjoC5wVzxxlC4mI7npQWenNyRquEiVv6NMHGDECeOEF25F41oABui1rTU0Ud64vKtI6n8cf12KVhQttR+Q5LS2a2A8ZYjsS+pL+/YGTTtKEbdYs29F40oABuvCgthbIyLAdTXA4wkbeMXGidoLds8d2JJ6UkaG5jFenAzpt9Wrd0iwx0XYknlRdrcXZUZvUe93EicBHH+mKUQqaz6ddUrx4HGTCRu5XXKzTWvPm6ecXXcRprhDExenByqvTAZ1SW6tbmU2aBMyebTsaT6qs1MTea6MPMWPiRM2o77nHdiSe5PxvV1TYjiR4VhI2EblZRFaKyCoRufKor90tIiXt3mpFZIiInCMi29rd/r82YicLiop0auuNN7S9x4UX6udFRbYj85wBA7SR7r59tiMJE6e2Z9Ik/n+EwBhN2Pr31wSfXGj4cK3P/Mc/bEfiWQMG6GRNQ4PtSIIT8Ro2ETkVwPUACgD0AFAqIq8bY+oAwBjzi3b3zQTwMoAdAMYDuNcY80CkYyaXENED1fvvA4cOaVU0BaWxUTdCXrtW2zbk50fZ6r/Vq3Uub/Bg25F4UkODnhIGDLAcCB2biL5w33xTG0QnsBQ9WFlZwPr1OsrmpY1QbFxDTQfwsjGm0RizH8DbAKYc4763AHjAGGMApAO4UUTeEZEFIjI2QvGSmxQVcRPkEPn9wL/+pbvaxMfrvnpRtaH34cOazBcUcHeDENXVJX2+ko5cyCkPee45XR0yYwbLQ0KQkqLr2LxWxyYmwsUsIvILAPuNMX8MfH4XgE+MMY8cdb8+AN4EMMkY0yIiccaY1sDXzgbwOIChxpiWo75vLoC5AJCVlTXh6aefDuvv09DQgF69eoX1Maidlhac/tvfYv+IEfB/85vHvSufmy9atiwDhw/H4/DhOFRVJWPo0AY0NsYhObkFU6dGbiFHuJ6XtA0bMLi4GNtuuAEHTjml239+LFi5sgfS0npg1Kh626FQO0e/ZqSpCQXf+ha2X3MNdl9yicXIvGvHjhTs2pWKvLxaJCaGngd19/HsnHPOedcYk9fR12yMpdYBaF/O2idw29FuBjDPScicZC3w8XIRqQWQBWB3+28yxswHMB8A8vLyTGFhYbcGf7SSkhKE+zHoKOvXI2v1agw9++zjTgfwufmizZt1KqCxEfjgAyAnp20RQiT/TGF7XtatA4YMQeY113Bz7BAcPAisWLEeF144Bsx33aXD14zPh+F1dRg+bRpHlEPw0Ue6Leu772rHqFDLQyJ5nrExJbocwEUiEi8iKQAKAawRkc9bNIpITwBXAHi03W1jRPS/UkRGA0gCUB7JwMklJk3SatGPPrIdiaf4fPpnS07Wt7q6KNrQu6VFFxzk5zNZC4HfDzz6KFBamo7Vq6NomjyaXXaZNlX89FPbkXiO3w8sWaKHjYQE75SHRDxhM8ZsAPAKgBUAlgC4F5q0PdHubjcBeNQY09jutkkAVorIUgD3AZhtIj2fS+5w5pm6vwg3QQ5Kfr5u4F1f31a/UVsbJRt6b9yofamcTvDUaX6/nqwqK4GMjEa0tnrj5BXz/v3fdWSNx8GglZXp+rWcHD1s9Oqln5eV2Y7s+Kws3DbG3G2MmWSMKTDGPGyMedIYc0m7r99rjLnvqO95KHD/acaY8wKJH8Wi5GRg7Fhd7sicvdNyc3UD79RU3QQgKUnr86NilWhpqV4qT5hgOxLPKSvTE1ZrK5CW1oy0NG+cvGJeWhowapQeByko1dX6P9+vn/7f19fr59XVtiM7Pq4HJm8qKNAzyvbtulULdUpurr4Zo23toqL0xRg9aZ1xBlu9hKC6WnNdY4BevZoB6MnLayvoYlJBAfDQQ/pkcWuKTnPKQ3r31gqKurq2xuJuxtaI5E35+Zpt8OoyJCLaa8vZhsjT/H6gvFxrGyloPp/+CRMTgeRkXXQfNbWN0c75n+dxMChOeUhDgw5U7tqln7u9PIQJG3lTerp2/Gb9RsgGDNCWdjU1tiPpotWr9YjL+rWQjB+vDUSdUbb6em+cvAj6Ih4yhAlbkI4uD4mPB6ZNc395CBM28q6CAmDLlijIOOzIzNSTtBf31PuC1as1w8jMtB2JJyUna3I2cKA2zk1N1ZOZ209eFFBQAHz4ITeDD1JuLjBrFvDTnwJnneWNrdg8ECLRMTjTAaWl7PQdgrg47WhfUeHhtRt79wKbNumIK4WkokIHaq6+Gpg5sxyzZjFZ85RJk/QF7OyjS0FJSNBrPS9cuDJhI+/KzdVhgdWrgaeesh2NJw0YABw5onmP5xQXAxdcoM9/3766RQ+36QmKMXqiysryxggDdWDoUCAjg+UhXeBsBu/2QUquEiXvEtGry4ULtQMiBa1/f/0zVlR4cJCqqEi3b9i1S3+BhQttR+Q5dXW68wU3e/cw5zj45pv6ZCYl2Y7Ic5wFthUVunLUrXhNRd5VXAw89hiwYgWwbx9HWEKQmOid6YAvOXBAN3ufPNl2JJ5VXt42NU4eVlCgQ+X33GM7Ek9KTtYL1nKX753EhI28q6gIeOst4LzzdKhg4UJ9KyqyHZmnDBigy9sbGmxHEqQ1a3SZ6+TJwOzZtqPxpIqKtsUn5GFjxuiSx2eesR2JZw0YoNf9hw7ZjuTYmLCRt8XF6Ql7716dDqCgZWXpQtvHHgPmzwcWLPDItkQrV+pl8WmnMUkPQX297qGYnW07EuqyhAQgL0+Pg55vrGiHUxbg5tkGJmzkfZMn66vt/fdtR+JJe/YAH3zQVnzuiY2QGxuBd9/V2p2o2K4h8pwTExvke1xxsZaCvPiiNhWbPp2lISHo1UvfmLARhdMZZ2gT3RUrbEfiSWVlbdtVNTfDG3tJrlsHHD7M+rUuqKjQvRR79LAdCXVJUZGWgixerBcv3/42S0NCNGCAXsA2NdmOpGNM2Mj7EhK08+fq1VwtGoLqaiAnRz922nu4fiPklSuBnj01WaegHTyo9TpcHRpFUlKAPn30teHZxop2tbTodf+997qzNIQJG0WHyZO1ic6HH9qOxHN8Pj1Q9egB1Nbqba7eS7KlRZPzvDxWy4fA7wcefRRYtEh7rbrtpERdcPnlQFUV8OmntiPxHL8fWLpUDy/x8e4sDWHCRtFh/HjtP7Rype1IPMfZCDkpSQvRa2tdvpeksw0Pp0OD5vfrSaiiQhcbtLa676REXfCLX+hCLB4Hg1ZWpqUgOTl6eOnZ032lIUzYKDokJ2vSxumAoDkbIQ8cqMlaY6PL95JctUobyE2YYDsSzykr0xORMdoc3xP1itR5vXtriw/W8watulpLQfr10wuZ+nr3lYYwYaPoMXmyVox+8ontSDwnN1drlWfNAsaOdXGyZowm5ePHa5JOQamu1oUlxrTtbOG2kxJ10ZQpOmS6c6ftSDzF59NSkN69dUq0ttZ9pSFM2Ch65OfrK43TASHLzm47qbvSli3aNI7ToSHx+XQnrx49dKQNcN9JibqooEDfc5QtKE5pSEODrt3YvVv7sbupNIQJG0UPZzrgnXc4LRoip66pqsp2JMewapUeSSdOtB2JJ40bp/VriYlt0z6urlek4PXrp82kmbAFxSkNSU3VhQcJCcDZZ7trtoEJG0WXyZN1Q7gdO2xH4knp6Tr64to99Vau1CzDzTs0u1hioua6AwcClZV6cnJ1vSKFZsoUYOtWfZKp03JztSzk1luBqVPd15ObCRtFl4ICfZVxWjQkItqbq7LShS3tnLocp/iKglZe3lavOHeunpyYrEUhp2SAx8GQxMXpDiAVFe6arGHCRtHFmQ5YuRL9Fy+2HY0nZWdrsuaqQvTiYh0KKi3VhG3mTG6/E6TmZp3qzs5238gBdbMBA4BTTuG0aBdkZ+uK+T17bEfShgkbRZ/Jk4GtWzFg0SLbkXhSRoZOnblqWrSoSKd5rr5aG8YtXMjtd4JUVaV1awMH2o6EImLyZGDjxrZu2BSU/v11DZubjoNM2Cj6BKYDEvbvtxyIN8XFtU2LtrbajiZg1y7gs8+0CphCsnu31idyRjlGTJmi73/3O7txeFR8vCZt5eXumRZlwkbRpbgYuPFGYMMGJO7fz6mzEGVn6wbIrpkOeOcdfX/WWcDs2XZj8aCWFk6HxpxBg7Rt/4sv2o7Es7KzgSNHtL2HG3AjPoouRUX69vzziJ87F/jb3/QyiYLi8+lB6okntF+Xz6etH6wVqL/zDjBiBJCZyWnQEFRVadKWnW07EooYER1le/FF3WuJK6uDlpWlMw7l5VoebRtH2Cg6nXWWvndGZigou3frlp3l5ZrvWt0IubxcWxRwOjRk5eVa+peRYTsSiojiYp1ZeOQRnc877zzONIQgIaFtWtQNmLBRdMrOxv6hQ4Hly21H4kllZTqa1qMHcOCA5T0nnaTbqcmhoLS2aj3igAGcDo0ZRUW6KOfNN/VFfMEFXKQTouxs4NAhbTBtGxM2iloVF18MbN7s4rb97lVdreUvcXFti8ys7Tm5fDkwfDintkPkbDXG6dAYJKJzeevWacNpClpTk26wcv/9wIIFlmYZApiwUdTaN2aMfsBp0aD5fHpV2aeP1rIZY2nPyYoK4NNPOR0aAr9fTzAPPKAjo4cP246IrLj2Wh1mZRPdoPn9wD//qW2O4uIsl4aACRtFscZ+/YChQ4Fly2yH4jnORshJSdo8cvduS3tOOlPaTk0idYrfryeWhgZtT+C0rrM5OkCW/PjH2nyP5SFBKyvTUpDBg3WkLSHBYmkImLBRtDvrLOCTTzgtGiRnI+TsbGDfPh1ts7Ln5IoVwLBhnA4NknOiEdHBlSFD7J5oyCIRHaF+/319MVOnVVdrKUjfvnrsS0y0WBoCJmwU7ZypNE6LBi03F7j8cuC664CRIy10yK+s1GSbo2tBc040e/boCFtamt0TDVk2darWNXBaNCg+n45SJybq8S8x0VJpSAATNopuAwZwWrSLBg60tKee06Gd9WtB8/m0xryuTnc2iIuze6Ihy4YM0VVEPA4GxSkNqa/Xker6ekulIQFM2Cj6nX02p0W7oH9/rd3YtSvCD/zSS5psZ2VF+IG9Lz9f69X279eEzfaJhiwT0VG29evd07bfA5zSkNRUHfBPTbVUGhJgJWETkZtFZKWIrBKRK4/62skiUi4iJYG3JwO3J4rIfBFZJiJvi8hoG7GTBzkjNCy6DYmzt2hFRQT3Fq2q0gZwnA4NSW4uMG6c7lJx8KD9Ew25AKdFQ5KbC8yaBcydq+9tvoYivjWViJwK4HoABQB6ACgVkdeNMU7a3xdAsTHmp0d961UAmo0xU0VkHID5ANhJk04sK0sL15cv194GbB4ZtIEDdcSmujrMA17FxcBTT7W1Fp83D3j0Ud0/lM9bp7W06Ln5G98AzjjDdjTkCoMH6/6iy5YBF11kOxoKgY0RtukAXjbGNBpj9gN4G19MvNIBzBSRd0RkkYgUBm6fAeBZADDGrAOQISI9Ixg3eZmzWvSRR2xH4kk+nxbc7t4d5gdyOrSfdZZWyb/xBju0h6CyUpO2nBzbkZCrTJ2qe8453bDJU2xs/p4JoKbd5zUA2pfClhhjhgOAiIwE8KqITDzO9x1o/8NFZC6AuQCQlZWFkpKS7o7/CxoaGsL+GBSa9s9NoghG7NmDpD178B6fr5D4/T3x/vs9UFdXi7guXOqd6DXTo6oKw8rKkJSYyOcqRB9/3BsNDQno1asuqO2oeDxzp+56XnrEx2NYTQ3K//IXxB88iKpzz+16cDEukq8ZGwlbHYD2WxD3CdwGADDGtLb7+CMReQ/AsMB9+hzr+9p9z3zodCny8vJMYWFhd8b+JSUlJQj3Y1BoPn9unGm2ykqgtRWF//u/egdOswVl1CjdomXkSK1pC9UJXzNPPglkZgLXXsvXVgiamrT876ST9DkLBo9n7tStz8uyZcjctw/46COM/O//7p6fGcMi+ZqxMSW6HMBFIhIvIikACgGsEZE0ABCR00UkMfDxQAAjAWwIfN8lgdtHAGgyxrALIJ2YM812//1agf3gg5xmC0FmpvbdfPJJYP78MO2rZwywdKkWXs2d280/PDY4i0Mi3jePvOHss4GPPtJePeQpEU/YjDEbALwCYAWAJQDuhSZtTwTuMhTAUhFZCuBpADcZY+oB/A1ArogsA/AwAtOeRJ02daoub+eUT0h27dLjfEWFJm9h2VdvyxZdcDBtWjf+0Niya5euCk1Ptx0JuU5xMfDQQ0BpqdaxzZypb8XFtiOjTrAxJQpjzN0A7j7q5icDX1sIYGEH33MIwJzwR0dRq29fYPJkTdi+/W0EVdxDKCvThWa7dmlfr4yMttu7ban70qXa9G0KF4CHorERqKkBTj3VdiTkSkVF+nbrrcCLL3KvMo9h41yKLT/8ofb4+vhj25F4TnW11q4lJrYtMuvW7Y5aW4G33wby8rSBGAWtvFxnlbk6lI6rsFALHXfutB0JBYEJG8WWggIgKYnToiHw+fQYn5GhXfObm7t5u6MNG7QLO6dDg+b3a03hn/4ErF2rI6BEx/SVr+iwOI+DnsKEjWJLaiowcaI20W1uth2Npzj76iUm6mDY9u3dvN1RSQmQnKzPD3Wa36+1hHv36rVIamoYagspuvTtq7VrJSU6JEuewISNYk9hoQ5BrFtnOxJPcfbV8/mAQ4f0rdu2O2pqAlas0BrDpKRu+IGxo6xMz7/NzVqWOXiwfs7yJDquadO0PGTjRtuRUCdZWXRAZNWECVp8VVKi9VLUabm5+jZ6tJYB9uvXTT/4vfd0vpXToUFztgvbsUNH11JSgB49tO0g0TFNnqz/KEuWaHNFcj2OsFHsSUjQXkSrVuneohQ0Z1St26bd7r8fSEsDxo7tph8YO3w+HSg5eLCtnrBbawspOiUna9LG8hDPYMJGsWnaNODIEWD1atuReFJKii4+6JaE7dAhHe08+2xNpiko+flaT3jokE6F1td3c20hRa/CQs3u333XdiTUCUzYKDaNGqXdX0tK2DQyRLm5Oou5d28Xf9CqVbqKgVsihSQnR2e0+vfXdiupqd1YW0jRbdw4oE8fnRYl1+PlLMUmER1lW7AAWLmS21SFIDsbWL9eR9n69g3hBzh7vG7apLU0P/+53s49XoNSUwP07g1cdZU+J0SdFh+vLT4WLdKrL/Y/dDWOsFHsKizUkZ26OtuReFJiojbS3bVL/4xBKyoCHn4YOO00He1cuJB7vIZg5059LrKybEdCnlRY2LZKm1yNCRvFpuJi3fVgwwYdouCeeiHJydHtkELe7WDJEu0DlZnZrXHFiuZm3dt14EAgjkdzCsWwYfoPxPIQ1+OUKMUmZ0+9BQuA734XePBBYNAg21F5Tv/+wL59wOOP6yJPn0+L3TtVP2UMsHgxMGaM9gmhoJWXAy0t/NelLhABzjlHk7U1azjC7WK8JqPYds45esB64w3bkXjS7t3ad7OiQgfJDh4Mosv+xo2accyYwZNEiHbu1LKj9HTbkZCnTZumF1B79tiOhI6DCRvFtr59galTdWqOvYiCVlamnfVTUnS1aFpaEF32Fy/WXlBnnRX2OKPRoUN6fuXoGnVJcTEwd65eQFVXszzExZiwEd12m2Yb7EUUtOpqXXjQo4eWAgK6icQJa9oOH9aGnWefrUkbBc0ZxczJsRsHeVxRkS72mTdPX5f33MPFPy7FhI1owgTtRbR4se1IPMfna+uqv3+/Hu871WV/5UodIpoxIyJxRhO/X0sv//xnXTNTW2s7IooKZ52lbT5ef912JHQMTNiIEhKA6dN1Hm/fPtvReEp+vg5OOvu1b9vWyS77ixfr0NyoUWGPMZr4/VojWFWlDXJTU4OoGSQ6nuRk4LzzdOT74EHb0VAHmLARAXqgamlhx+8g5eZqV/2+fbUE8MABLX853irRxLo64IMPdHRNJHLBRoGyMv1bHzmibTyGDAmiZpDoRG6/Xf+5li2zHQl1gAkbEaCV2yNG6GpRY2xH4ym5ucCsWcAttwB5eW2jbceSvnatfjB9eviDizLV1brAo7YW6NdPZ7A6VTNI1BnDh+uxkKvmXYkJG5Hj3HOBHTuALVtsR+JJ/fvrrMqOHce5kzHIXrgQOOMM/QYKis+nrTxaWtr+fJ2qGSTqDBHg/PN1u7jjvpDJBiZsRI6pU3V4iFeXIRHRi/OqKl180KEPP0TP7ds1Oaag5ecD27drwtazJ1Bf38maQaLOOuccrevlcdB1mLAROXr21JVSb78NPPaY7Wg8adAgnVHeufMYd1i8GEYEmDw5onFFi7Q03Rhi0CCgslIXHVx6aSd3liDqjD59gIkTgbfeYm9Kl2HCRtTeuedq5fxf/mI7Ek/q2VN3PNix46hSwOJi4MILgXvuQVOfPsAVV7A5Zwi2b9ep0Btu0F6ns2YxWaMwOP98Hb4tLbUdCbXDvUSJ2hszRs+IH39sOxLPGjwYeO897cL/+Z7uRUWazT30EJp279bGnBSUlhZt3zFwIJCYaDsaimpnnglkZGhPts8+YxNdl+AIG5GjuBi45BJg3Tq9ujzvPI4ChSA7WxOKL9QsGwP861/A6aejpUcPa7F52e7dOkM1ZIjtSCjqxcVp25333gMefdR2NBTAETYiR1GRvu3dC5x2GvDNbwI33mg7Ks+Ji9Oa5Rde0A0NBg4EpvT8AFm7dgFXXomqpCRknvjH0FG2b9cWHv362Y6EYsJ55wHPPtu25xxZxxE2oqP17atnxTffPM5yRzoWvx94/3390yUkaNP0rX/8Jw7G9wbOOgtVXCEatPp6oK6Oo2sUIcXFerG6aZMu+/7a1zjb4AJM2Ig6ct11uvigpMR2JJ5TVqa7Tvl8enGeIbXI3bUKH+eee+KuutShHTt05JILDCginA3hH38caGzUHRC4Ibx1TNiIOnLbbcBJJwGvvsqdD4JUXa1Td/376yhbrxWvIzGuFR8OudB2aJ7j9+vU8vz5ug6mqsp2RBRT8vOBHj2AV16xHQmBCRtRx0SAiy/WFVJcMRoUn0+772dkAIlxLUhfvQjVuWei19Bs26F5irPRu9+v/dd69uRG7xRhcXHAZZcB69drESVZxYSN6FgKC7Uz6auv2o7EU/Lzdd1GQwMw8kAZULsHHw65iN34g+Rs9H74sG75lZPDjd7Jgjvv1FIGjrJZx4SN6FiSk3Vp+zvvaAZCnZKbq933U1OBMxf/Hod7ZcJ3UT7rr4LkbOje0KA1gQA3eicLevcGpk0DlizRul6yhgkb0fFcfLE2v3r9dduReEpuLjCroBynlr+Dft+6AE2t8dzlJkg+H7B1KxAf39aAmBu9kxVf+xpw5AiweLHtSGIaEzai48nJAcaN06avTzxhOxpvWbQIEEHfb56PpiZg1y7bAXnLmDH6N0tJ0ZJKbvRO1pxyCnD66VyEZRkTNqITuegi7U/B/UU7p7hY/2a//CWQno70W67BlLtnouGv7OEUjMZGoKBAe69xo3ey7mtfA8rLdfcDsoI7HRCdyMSJOie1aZPtSLyh3b6haGgAFi7EIT+wdS3Qn/VXndLcrL3XxowBJkywHQ0RgClTtKH4woV6LGRPtoizMsImIjeLyEoRWSUiVx71NZ+IPC4iS0VkjYjcHLj9HBHZJiIlgbf/tRE7xZjiYuDrXwc++ADYt08XIbDj9/G1tGj/iVGjtEoeuj1VfT3w978DCxdmY8ECtqc4np07gaYmnYkicoWEBOCrXwXefVdfyBRxER9hE5FTAVwPoABADwClIvK6MaYucBcfgHuMMRtEJAXANhH5E4C+AB119cYAABwJSURBVO41xjwQ6Zgphjn7izY0AMOHAxdeqE116djeeUeXMt50E3DGGQB04/LNm/XP2KtXEw4e1JyOU3xfZgywbRuQnq5vRK5xwQXAM8+wg7MlYiJcQCgiNwLIMcb8OvD5PAAvG2O+1OxKRHIBvGiMyROR6wHcAmA/gCoAvzbGvN/B98wFMBcAsrKyJjz99NNh+10AoKGhAb0CowjkLt393OTdcAMOZ2Vh0223oYln0o4Zg6F/+hOkqQmf3HKLVssDWLYsAw0NCSgvT0Fq6n4MHgwcOBCP5OQWTJ26x3LQ7lJbm4SPP+6N4cP3IzOzMaKPzeOZO7nheem/eDH6v/UWUnbvRsL+/WgYOhQmPh5V06fH9P7A3f3cnHPOOe8aY/I6+pqNGrZMADXtPq+Bjqp9gYj0BPAYgBsCNz1ijHk48LWzAbwoIkONMS3tv88YMx/AfADIy8szhYWF3f4LtFdSUoJwPwaFptufm5/9DL0WLUJmVRUwa1b3/dxo8sEHuvz/hz9EzjnnfH7z5s062LZtG7B27TacfvrJiIvTYnq+fJTfr01xV63SBQaTJgGDBkU2Bh7P3MkVz4vz+Nu3AxMnosdPfgJ861vIBDDSZlyWRfK5sVHDVgegT7vP+wRu+5yI9AbwPIA7jDHrAMAY0+p83RizHEAtgKywR0vkuOkmPWi9/rrWs9GX/eMf2o7/qAOYs11VdjbQ2iqoqmJPsfacbahqarSpfFoa8PLLrPMjFxoyROfqX35Zt+GgiLGRsC0HcJGIxAdq1AoBrBGRNAAQkT4AXoTWsS11vklExojo/IqIjAaQBKA80sFTjLvsMu23wG1avmz7di1InjlTs452nO2qmpuBnj2b8emnQG0te4o5nG2oDhzQRrknn8xtqMjFbrgB2L8feO0125HElIgnbMaYDQBeAbACwBIA90KTNqcr6X8AOA3Ar9utCM0BMAnAShFZCuA+ALNNpAvwiAYN0rmqV1/l1eXRfvlLoEcPXZhxlPbbVcXHGyQkAOPHc8GBo7oaSEzUJNbn0wV53IaKXOu227TG4R//0OXMFBFW2noYY+42xkwyxhQYYx42xjxpjLkk8LWfG2NyjDGF7d52GWMeCtx/mjHmvEDiRxR53/iGXl1yu6o2e/YAb7wBnH++7j3YgdxcLf274opdmDlTR5NaWzu8a8zx+YAtW/Tj7Gx9zyljcrUrrtArjCVLbEcSM7jTAVGwTjtNe4y9+CLw+OO2o3GHhQv1/aWXduruw4bp2oQdO8IYk4eMGaN/i5QUHV3jNlTkemPHAkOHAs8/zyuvCGHCRhSKyy/X+aoHH7QdiV3FxToFevvt2gX9hhs61Vg4M1Prlrds4bEeAA4eBCZP1to1bkNFniCio2zl5dp7kcKOW1MRhSIvT1dLbdignU4D/cZiTlGRDpUlJmrW4Yy0dcKwYUBpqW5wHun2FW5y6JDubDB+vI60EXnG5Ml6VfHcczpEPGeO7YiiGkfYiIJVXAxccolugnzwIHD22bG7XVVtra6YLSzU+bwgZGXpuo2HHwbmzUPMblf1ySf6fuhQu3EQBU1Ea3q3bQP+8hfb0UQ9JmxEwSoq0pGk5ct17mrUKM02YnEz5Oee071DZ8/WtyD4/TolWl/fNkD30kuxlbQ5o2uDBgWd7xK5w7Rpujpm926dbaCwYcJGFKq4OJ0OKC8HFi+2HU3kVVUBixYB552nSxuDTFjLyjRR6ddP67Z694693mPOytBhw+zGQRSS4mJd+v3hh7qseerU2J1tiAAmbERd8d3vAqefDjz1lNZyxZKnn9YpkSuvDOnbq6s1ScvJ0dG1PXtip/eY369/vnnzdNuuPdxOlbzImW1YsQJITtYizBdfjM3ZhghgwkbUFXPmANdeq7VcQRTce96uXcCbbwIXXaRLPkPgbFfVr5/OLPv9uuNXtPcec7ah2rZNV8r26RN7U8EUZeLjdbjc79d+jBQWTNiIumrkSG2Y9fzzmoHEgp/9TAvPvvGNkH+Es13V/v06s7x3L7B1a/T3Hisr08GIQ4c0OfX5Ym8qmKLQ976nsw3FxdwFJkyYsBF1h6uv1nm9F16wHUn4ffaZjq5dcolmGiFqv13VoUO6avSUU6J/hK26Gqir0xLInBy9LVamgimKzZkDXH+9/nO/+KLtaKIS+7ARdYeTTgK+8hXg5Ze1lm3uXNsRhc8TT2g7/ssu6/KPys1taw7b0ACUlGhNVzT3I0tK0nUqw4frxwC3oaIocdppwJQpeuH61a926YKOvowjbETdZc4cbXHxwAO2IwmP4mJdwv/AA8CAAdrGoxtXhPXqpb2It2+P3pllY3REsalJ37e2chsqijJXXw00NupCLK4W7VYcYSPqLtnZwAUXAHfc0dZcK5pccQXw9tvAiBG66CAMiyxGjADWrtUdv/r21VGn/Pzo2aLps8+039q112piWlmpv+O0adHzO1KMy8nR0bXXXgMOHOCK0W7EETai7lBcrKNNL72kK6bOOSf6+hEtWKCJ2k03aQFWGFRV6cKDykpNbKKpmW5jI7BpkyZo48dr+6q5c/U9kzWKKrNn66KkaHjhughH2Ii6Q1FR25VkQYGelX/4Q+D88+3G1V0qK4FnngHOOguYMCHoXQ06q6xMFx5s367H+lGj2m73alLj92v8a9fqjPlVV9mOiCiMiot1OnT3bm139JWvaO+a2bM52tZFHGEj6m4+HzB6tG6SuXev7Wi6zhjt8BoXB9xwg94WpgNvdbUe2wcN0tG1qipvr6B0eq7V1OifsXdvXWDLgQeKWk4z3VWrdJj81FOBZ5/1frLmgtkSJmxE3W32bOD739fVog89ZDuarist1SGioqKQm+R2ltNMNyNDE7edO3UXAK+uoCwr01q8vXt1pnzECPZcoxiRmAicfLK+gB991HY0XffUU7YjYMJG1O2KinSI6BvfAJYuBd57z3ZEoTt8GPj5z4HBg7UmL8ycZrr19bpi9NAh4KOPgLy8sD90WFRX6+9QX69TugkJ3h4xJArKjTfqcePVV3W/Ua9qbNRePM3NVsNgwkYULldcoSumHnxQR9tcMKQetGefBT7+WEcME8Jf8tq+mW5dHTB0qNaxtbSE/aHDondvXWjQuzfQv7/exp5rFDOKirRos39/bQfU2Gg7ouA4i8ny8nS4f8YMq4vJuOiAKFySkoAf/AC4/Xbd6fv5571Vx7Fli64Mzcxsq/6PgPbNdAEthfnoIz3mp6ZGLIwuMwbo0UNr8TIz9fP9+3UEcdo029ERRUhysi7A+s//1ONgQoJ3joNFRcCwYcBvfgOI6IyJRUzYiMJpzBjg3HM18TlwwHY0nff3vwP/9V+aZYwe3TYdamGl19ixugPC669ro9maGm/0Z9uyRct4rr1WFxmw5xrFrHHj9Dj4wgs6xOyVhK22Frj/fq3Fa221HQ0TNqKwKi4GFi0CNmzQK7QLL9QrTDcvcTdGl2eeeSbwu99pDVsYmuR2VkoK0K+f5pAjRmjbj4YGXX156aXuTH727tWp0Jwc7bnGXQwo5n3nO8C77wIffKC1YBEosegSYzRZO3wY+NnPgGXLbEfEhI0orJz+bJs26dBKQQHwq19p8uZWixYBy5cD11wDnH667WgAaEunAQM0EWpsBNLS9Ha39Wfz+4HVq4F33tG6tWuvtR0RkQs4vdnq6rRG4Mwzdf9lt164Fhdr/cXatVrWMmiQK+LkogOiSBgxQpc9rlmjDWjdautW4K9/1ea4l1+ut4WpSW4wqquBkSO1FdzmzXqB7rbVlk7Ptc2b9VifnQ3885/suUb0eW+25cv1hXHSSbqQyQVJUIf+9jdtRVJQoNsNugQTNqJI+dGPgMJCvXpbu9Z2NF926JAuw+/dG/jJT9pGAV1wUPX5dMP0oUN1we2WLVrA76bVlmVlWuZy8KCek3Jy2HON6Etyc3XV5bx57mz1cfiwHmDS0vSY7aLZECZsRJEyZ44Orw8eDPzP/2idmFtafRgD/OlPegD92c+0a62LOP3ZAP3zVVRotxE31YZt3dq2M4MzTeu2UUAi64qKgNtu0xqHu+/WF4gbjoPFxcDXvqYLJI4cAT77TGN1Q2wBrGEjiqTkZOAXvwBuvVUL+jdtcsUIFp5+Wpes5+ToqlCXcfqzlZXpYtshQ3QgcOdOva262u7K0fp6TShbW4Hhw3XqFmDPNaIvcY53v/wl8NOfAnfdBXzyif3j4OzZupRbRN9bbuHRESZsRJGWkwPccgvw298Cn36qc32Jifbi+dGPtK7O59Pl6xZbeBxP+/5sxgCvvKJlJmPHAgMHRnblqLOhe3W1zpy0tur6jKoqnRLt1UvjYc81omPIzdWRtjvvBLZt0xe1relHY3Qbwbfe0pmQJ5+0E8cJMGEjijRnxVRlpa6aGj1ai7PmzIl8grRggR4s/+3fNIm89FKrLTw6S0RnLTIy9M+YkRG5laPO4oK+fbXdyHvvAfv2aW/QXr308dlzjegEnOPg7t263+gZZ+jQubOyPpJxxMUBL7+sx78rr3RFz7WOMGEjirT2B6SCAm3hf8YZwGWX6W3FxeE/YBUX65ziww8DU6cCP/5x2zyeR9TW6ujaxx/rTgjDhmnCVFkZ3sd1NnTv2VNntBMStD/yxo3ArFlM0Ig6xTkOGqPNCnNzgSlTdA/mSLr/fiArS7ed+s539GrQRTML7XnrCE0UbXw+Hdn64APg17/WlZpPPRX+x/2//wPmzwcmT9Z6uvh4vd0FLTw6y1k5OnKk7gK2aROwY0f4a8aqq3UGe+NGnfY89VRdFcrFBUQhENFk7YYbgBUrgDvu0LoCILwF/8Zo353t24FJk3SI3EUrQjvChI3IptmzgenTdWXmxo26315zc/ger7kZePxxXQGVn6+7GLTvOO7SK8uOOCtHjxzRNnciusi1tVVneufP1/dd7YPm93/x5x04oO30jhzRBQb9+nFxAVGXzJ6t05G33qov4ttv1zqDcF28PvKI7o983XU6XL5yJfD1r7tqRWhHmLAR2eQkSDt3ah3HE0/oNlZTp2rxf3ccQJyf8cADmmHcdpvuRr56tc7hufwgdSzOytHUVP3TjR2rMypvvKG5b//+eqH+0kuhJ21OvdrBgzprsnWr7q6zZ482P09La1sh6qYWI0Se4hwHzzlHV4/u3KkXsc5IW3cpLtaL1VWrtG7YOSa++qrW7rr8gpU1bERu0H4Lq69+Va/6pk4FLr5Yv96VuranntLMoqREa+Zuvln7H3lgccGJtF85CugI2KmnahK1caN+rW9f4F//0hw12PYfTr1aaqoma3v36mhe//46ssbFBUTdbPNmLVBdvVpnBMaM0RfXVVe19UUL5VhoDPCHP+gG9D17ajuRMWN0xsEjOMJG5CYjRuhQ/Zw5Okz/ve8Bb77Z8dRARyNjR9+2Y4cmgfPm6cHpj3/UYagoVV2tF8xDhwItLXrs37ABeO21tlGy4426HT39+eGHupD3/ff1/aBBuj5ERAcn587lQgOiblVUBCxZoquJ+vcHTjlFr5r69tV6h2CPhcboUu477tAV8aefronbmDH6dQ/V7VpJ2ETkZhFZKSKrROTKDr5+l4isCNynMHBboojMF5FlIvK2iLivuydRdygqAr71LT2o5ObqKqb163W69JNP9AAEdHzgeuopHQa69VY90OXn6x5OVVU6l7dokd7PQwepYPh8Wk/Wr58ej4cM0ZG2xkZN5pweac6oW/vkrKysbfozLU2/b/ly/dP36aOLG7KzWa9GFBG9eukL+A9/0GPZn/+sC7SqqoBdu9qOg0DHx8InntAX9IwZwIUXap+1QYOAdet0tM5J6Fw+DdpexKdEReRUANcDKADQA0CpiLxujKkLfH06gHHGmCkiMhDAW4Hk7CoAzcaYqSIyDsB8ANE7VECxyzmALFumWUN1tS4MuO02PUiNGKEJV1WVTms2NbW9bd4MXHONXoleeqnWhDz4YFuidvRjRJn8fD1GA3q8T0nRzSVGj9ZZlj172nq4rV+v+zr36aMX3k8+qeeHjAxdrCuidXFVVXqhn5LSVq/GZrhEETB7tr4oR47UnQc++ED3+hw/XpeGT50KXH21vrBfflkXKuzbp8Pha9dqkpaXpyvwp0zR4XAPl4LYqGGbDuBlY0wjgEYReRuaeL0a+PoMAM8BgDFmt4hsBzAicPtfA7evE5EMEelpjDkQ8d+AKBLa92ubOVMzit/9DvjHP4Df/EaTshtu0AMYoBlFUpIuU8/M1OzlkkuAv/7V3u8QYe23sHLqy849V/80KSk62HjggB77k5KAmhp9A/RrFRW6EUW/fpqkxcdrzpyayno1oohzjn9z5uibMcD55+vF66OPAm+/rSUjAHDjjXosjI/Xq7CMDH2xb9yo+4MmeL9k38ZvkAmgpt3nNQB8R319ZQdfP9b3fSFhE5G5AOYCQFZWFkpKSror7g41NDSE/TEoNNH03Izeswcb3ntPD1bnnw9pasKY22/Hh3fcAZOQABMfDxMXh9H/8R/Y8Nvftn1jSQn6jx2LKhf9HSLxvKSn6xsANDUlYcWKTPTs2YyUlBYcOhSPmpp+GD++DvHxrWhtBRITDTIyeqG2NgmHD+/B4cM6InfgQDySk1uQnr7n85+3ZYu+RaNoes1EEz4vbUYfOIANPXpoAemNNyKpthan/fa3+PDOO9GSkvJ5L7XRt9+ODb/6Vds3hulYGMnnxkbCVgcgo93nfQK3tf96nw6+fqzbv8AYMx86XYq8vDxTWFjYLUEfS0lJCcL9GBSaqHpubr75y7/LH/6AqRdd9MXbMjK+fL/CQowMZ2xBsvG8TJnyxU3iTz4ZSEkZ8Pl2VoBelG/YAAwZMvALe4FGYm9St4iq10wU4fPSTkfHwkcesXYsjORzYyNhWw5gnoj8DkASgEIAd4tImjGmPvD1qwA8KSKZ0OnQTYHbLwHwjoiMANBkjNlnIX6iyOuo5qyjhQNRupigq45u/+H0VwPaNmqPj9dZFb+f059ErhXDx8KIJ2zGmA0i8gqAFQAMgHuhSduV0ITsnwDOF5EV0FWsPzbGHBaRvwF4SESWBW6fG+nYiVylowNXlC4m6G4d1bo5yRkb4BJ5TIwcC61U4Rlj7gZw91E3Pxn4WiuAH3XwPYcAzAl/dEQUC44edSMicjM2ziUiIiJyOSZsRERERC7HhI2IiIjI5ZiwEREREbkcEzYiIiIil2PCRkRERORyTNiIiIiIXI4JGxEREZHLMWEjIiIicjkmbEREREQux4SNiIiIyOWYsBERERG5nBhjbMcQNiJSDWB7mB8mE0BNmB+DQsPnxp34vLgXnxt34vPiXt393Awxxvg6+kJUJ2yRICJrjDF5tuOgL+Nz4058XtyLz4078Xlxr0g+N5wSJSIiInI5JmxERERELseErevm2w6AjonPjTvxeXEvPjfuxOfFvSL23LCGjYiIiMjlOMJGRERE5HJM2IiIiIhcjglbF4jIzSKyUkRWiciVtuMhQER6isifRGSpiJSJyG9tx0RtRL0hIo/YjoXaiMgQEXlTRFaIyHIRSbYdEwEikiIixSLyTuB49hvbMcUyERkReI083e62uwK3rRSRwnA+fkI4f3g0E5FTAVwPoABADwClIvK6MabObmQxrw+Ap4wxy0UkDsBGEfmDMabCdmAEAPg+gA0A0m0HQkpE4gE8A+A6Y8xGEYk3xrTYjosAANcCqDPGFAWepxUissAYs9ZyXLFqEoA/APg6AIjIdADjjDFTRGQggLdEZLQxpjkcD84RttBNB/CyMabRGLMfwNsApliOKeYZY3YbY5YHPu0JoBHAXoshUYCInATgYgAP2I2EjnIhgE0A7hKRdwB8z3I81KYCQN9AspYKIB4ABwUsMcY8Bn1OHDMAPBf42m7ozkojwvX4TNhCd/R2FDUAOtxOgiIvcIB7DMDPjDGHbccT60REoFemPwTQajkc+qLTAJwO4BoA5wO4TkTOsBsSAYAxZgH03LIVwCcAHjTGfGY1KGovonkAE7bQ1UGn3xx9wCsfVxCRRABPAHjGGLPIdjwEAPgugNeMMZ/aDoS+pAU6W7DfGHMAwGIAYy3HRABE5CYAAuAUACcBmCki51sNitqLaB7AhC10ywFcJCLxIpICoBBAqd2QSESSADwNPQE9faL7U8TkA/hKoFj3LwCmicivLMdEajmAwsCxLAHAWQDWW46J1AgAO4wxLYGZggqEccqNgrYcwCUAICKZ0OdmU7gejIsOQmSM2SAirwBYAcAAuNcYU245LAJugCbPGYGrUwD4qTHmXXshkTHmeufjwEqqa40xXPHmAsaYMhF5A8AaAEcAPG2MWWc5LFL/A+DvIjILer7+DMDfrUZE7f0TwPkisgI6APbjcJbgcKcDIiIiIpfjlCgRERGRyzFhIyIiInI5JmxERERELseEjYiIiMjlmLARERERuRwTNiIiIiKXY8JGRNRFInKtiIRlw2ciIoAJGxEREZHrMWEjIiIicjkmbEREREQux4SNiKKOiHxHROpFJLfdbaeJyGERubiD++4JbHze/vY7ReSDdt/7iIhsFZGDIrJeRC44zuOXiMhDR91WKCLmqNtuEpGNInJERD4Rkeu68nsTUfRiwkZEUccY8zcAKwA8AAAiIgDmA3jGGPPqUXd/HkBPAOcedfsVAJ4MfHwNgAoAlwMYAt30uVhEUkONUUR+BOB+AP8PwMkA7gLwFxG5JNSfSUTRi5u/E1FUEpFBADYAuBpAFoA7AIw0xtR1cN9/AKgzxnwn8PkZANYBOMkYs0NExLQ7WIrIQAC7AIw1xnwgItcCeMgYkxD4egmALcaYG9p9TyGAJcYYEZHeALYDuM8Yc2e7+/wdwBBjzPRu/FMQURRIOPFdiIi8xxizU0RuA/BHAL0AXNtRshbwJID5IvJdY0wTgG8CWG6M2RH4WUZExgH4KoCRAE4PfF96iOFNDnzv40fdXgbg6yH+TCKKYpwSJaJo9ncAyQBqjDEvHed+rwCIBzAj8Hn76VCIyP8DsBLAcABrAPyX86UQ4/IF3q8RkRrnDcA9APqE+DOJKIpxhI2IotltAPYA6CMi3wnUtn2JMeZIYFr0myJSDq0pew4ARGQMgJ8COM8Yszhw24lq1w4DSDzqtqx2HzsjfQWB+xIRHRcTNiKKSiIyAjoSdiE0WZonIouMMbuO8S1PQpO0agCLjDG1gdtPC7xf1u6+XzvBw++GJn3ttV+dugrAAWi92psn+FlERJwSJaLoIyJxAB4G8KwxpsQY8wx0SvMvx/m2JQAOAfgx2k2HAvgQgAFwq4hkicjlAO4+QQgvADhbRC4TkRwR+Xdo/RsAIJAM3gXgbyLy9cDPHS4i3xORXwX56xJRDGDCRkTR6EfQkbHb2t32fQAzRGROR99gjGkF8DSAJgAvt7v9IwDfA3ATgM8A3Aygw5/R7nteBfCfAO4DsAnAGAC3HHW33wG4N/B+J4C3oQsO/tWJ34+IYgzbehARERG5HEfYiIiIiFyOCRsRERGRyzFhIyIiInI5JmxERERELseEjYiIiMjlmLARERERuRwTNiIiIiKXY8JGRERE5HL/Hx0q0kTxsit7AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0, 10, 0.1)\n", "y_1 = 1 + np.sin(x)\n", "y_2 = 1 + np.cos(x)\n", "\n", "plt.plot(x, y_1, label='1+sin', color='blue', alpha=0.3, marker='o')\n", "plt.plot(x, y_2, label='1+cos', color='red', alpha=0.7, marker='+')\n", "\n", "plt.xlabel('x value', fontsize=15)\n", "plt.ylabel('y value', fontsize=15)\n", "plt.title('sin and cos graph', fontsize=18)\n", "\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "UCl7tR0cM3sP" }, "source": [ "### 3-4 라인 스타일 변경하기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "G7bbAEH9M3sR" }, "source": [ "* linestyle: 라인 스타일 변경 옵션" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "id": "g5O26t6WM3sT", "outputId": "08dbef3a-ef0e-4c62-9a90-42a370bac97f" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0, 10, 0.1)\n", "y_1 = 1 + np.sin(x)\n", "y_2 = 1 + np.cos(x)\n", "\n", "plt.plot(x, y_1, label='1+sin', color='blue', linestyle=':')\n", "plt.plot(x, y_2, label='1+cos', color='red', linestyle='-.')\n", "\n", "plt.xlabel('x value', fontsize=15)\n", "plt.ylabel('y value', fontsize=15)\n", "plt.title('sin and cos graph', fontsize=18)\n", "\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "7lIe4WCiM3sc" }, "source": [ "## 4. Areaplot (Filled Area)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "kOfwaaIEM3sd" }, "source": [ "matplotlib에서 area plot을 그리고자 할 때는 **fill_between 함수**를 사용합니다." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "colab_type": "code", "id": "z_0_96jXM3se", "outputId": "105f901d-d490-4b9d-e0b0-610cce91e46d" }, "outputs": [ { "data": { "text/plain": [ "array([5, 6, 9, 9, 5, 8, 7, 8, 5, 7, 7, 8, 9, 5, 5, 9, 8, 8, 7, 5])" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = np.random.randint(low=5, high=10, size=20)\n", "y" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "8C7bw62nM3sk" }, "source": [ "### 4-1. 기본 areaplot 그리기" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "DW10CZ7YM3sm", "outputId": "0bc45dd9-a754-4828-ccba-62a280a23e33" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(1,21)\n", "y = np.random.randint(low=5, high=10, size=20)\n", "\n", "# fill_between으로 색칠하기\n", "plt.fill_between(x, y, color=\"green\", alpha=0.6)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "jHEq2CkLM3ss" }, "source": [ "### 4-2. 경계선을 굵게 그리고 area는 옅게 그리는 효과 적용" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 445 }, "colab_type": "code", "id": "6pigPoNPM3sv", "outputId": "8a62fb64-e59c-46fa-ca8e-895f4b412892" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.fill_between(x, y, color=\"green\", alpha=0.3)\n", "plt.plot(x, y, color=\"green\", alpha=0.8)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "RT5PA7hWM3tD" }, "source": [ "### 4-3. 여러 그래프를 겹쳐서 표현" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 445 }, "colab_type": "code", "id": "3zVi-K1oM3tG", "outputId": "67059122-4fbf-4552-ef10-b1958db914ea" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(1, 10, 0.05)\n", "y_1 = np.cos(x)+1\n", "y_2 = np.sin(x)+1\n", "y_3 = y_1 * y_2 / np.pi\n", "\n", "plt.fill_between(x, y_1, color=\"green\", alpha=0.1)\n", "plt.fill_between(x, y_2, color=\"blue\", alpha=0.2)\n", "plt.fill_between(x, y_3, color=\"red\", alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "cc1hh2FSM3tQ" }, "source": [ "## 5. Histogram" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "SdWbb2KlM3tS" }, "source": [ "### 5-1. 기본 Histogram 그리기" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "NnI4KB_DM3tY", "outputId": "bee591b9-8045-4cf6-aa82-c51541ec1152" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100000\n", "bins = 30\n", "\n", "x = np.random.randn(N)\n", "\n", "plt.hist(x, bins=bins)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "36DzhtjZM3th" }, "source": [ "* sharey: y축을 다중 그래프가 share\n", "* tight_layout: graph의 패딩을 자동으로 조절해주어 fit한 graph를 생성" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "lUC-juG9M3ti" }, "source": [ "### 5-2. 다중 Histogram 그리기" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 369 }, "colab_type": "code", "id": "sFqVL4upM3tj", "outputId": "41ee4743-5174-47a5-937f-2351633e1a8e", "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100000\n", "bins = 30\n", "\n", "x = np.random.randn(N)\n", "\n", "fig, axs = plt.subplots(1, 3, \n", " sharey=True, \n", " tight_layout=True\n", " )\n", "\n", "fig.set_size_inches(12, 5)\n", "\n", "axs[0].hist(x, bins=bins)\n", "axs[1].hist(x, bins=bins*2)\n", "axs[2].hist(x, bins=bins*4)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "HO4OVOIoM3tr" }, "source": [ "### 5-3. Y축에 Density 표기" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 225 }, "colab_type": "code", "id": "lvlE9jehM3tu", "outputId": "b49c87e5-e2ef-489c-8744-ed73e108b5c8" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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6PnGFcQCq6jBwuI/vG4gks1U1Parv61JL5wptna/n2pmB9D2w9w2T5zqePNfR6GcZmBPArUm2JLkG2A3MJtm+ZPw2gCQ7WLwMMux/4UrSMNn3JI21VWcAq+pskmPASaCAe1hshvtYbIBfAF6X5CSLgfKdVfXdoVUsSUNm35M07vpaBqaqZoCZZR8f6Y09DbxjwHUNwsguuWwALZ0rtHW+nmtHNmnfgw325zhknut48lxHIFXV1XdLkiSpA74KTpIkqTEGQEmSpMaMdQBMcneSf+26jmFK8s4kjyX5myRHk2zruqZhSXIwyakkp5Ps67qeYUmyLcnHe/9f/y7Jh7uuadiy6ItJ7uu6lnFg7xsv9r7x1WXvG9sAmOQVwI3At7quZcieBHZX1c8BTwG/0HE9Q7Hk1Vy3AK8F7krywm6rGpoJ4NNVdQtwE/CGJD/ScU3D9nbgbNdFjAN733ix99n7hmUsA2CS5wJ/wMZ9Sm9gquqh+v6TPD8K/FuX9QzRM6/mqqrzwMVXc42dqnqyqk70NrcBF4D/7LCkoUoyBewF/rDbSjY/e99YsveNqa5731gGQOC9wB9V1VNdFzIqSe4E/r6qZruuZUhWezXX2EmyBbgf+K1xXWMuSYCPAb8GPN1xOePA3jd+7H1jaCP0vrELgEleBlxfVQ92XcuoJHkX8OKq+p2uaxmivl+9NQ56MzmfAj5TVX/RdT1D9FbgL6vqa10XstnZ+8aWvW88dd77xi4AAq8CJpI8mORB4OW9/46lJL8N/FRVjfsln5VezXWm25KGI8kPAg+yeNlnbH92e14JvLr3d/Re4JYkv9txTZuVvW882fvGU+e9b+wXgk5yrqqmuq5jGJK8BPgH4G9ZfF0VwANV9cfdVTU8Sd4DvJ7Fcz1cVX/ScUlDkeTtwAeBf1zy8W9U1eMdlTQSSXYDt1fV7R2XMhbsfePD3mfvG8r3jnsAlCRJ0rON4yVgSZIkXYEBUJIkqTEGQEmSpMYYACVJkhpjAJQkSWqMAVCSJKkxBkBJkqTGGAAlSZIa8/9MDDx5Puxh2AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100000\n", "bins = 30\n", "\n", "x = np.random.randn(N)\n", "\n", "fig, axs = plt.subplots(1, 2, \n", " tight_layout=True\n", " )\n", "fig.set_size_inches(9, 3)\n", "\n", "# density=True 값을 통하여 Y축에 density를 표기할 수 있습니다.\n", "axs[0].hist(x, bins=bins, density=True, cumulative=True)\n", "axs[1].hist(x, bins=bins, density=True)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "KqTAUmIQM3t7" }, "source": [ "## 6. Pie Chart " ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "cGYhUZLfM3t8" }, "source": [ "**pie chart 옵션**\n", "\n", "* explode: 파이에서 툭 튀어져 나온 비율\n", "* autopct: 퍼센트 자동으로 표기\n", "* shadow: 그림자 표시\n", "* startangle: 파이를 그리기 시작할 각도" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "OkStdKhTM3t_" }, "source": [ "texts, autotexts 인자를 리턴 받습니다.\n", "\n", "**texts**는 label에 대한 텍스트 효과를\n", "\n", "**autotexts**는 파이 위에 그려지는 텍스트 효과를 다룰 때 활용합니다." ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 429 }, "colab_type": "code", "id": "6r3rfFBZM3uB", "outputId": "4d2574ee-ebad-4d18-d5bd-f178e886503a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['Samsung', 'Huawei', 'Apple', 'Xiaomi', 'Oppo', 'Etc']\n", "sizes = [20.4, 15.8, 10.5, 9, 7.6, 36.7]\n", "explode = (0.3, 0, 0, 0, 0, 0)\n", "\n", "# texts, autotexts 인자를 활용하여 텍스트 스타일링을 적용합니다\n", "patches, texts, autotexts = plt.pie(sizes, \n", " explode=explode, \n", " labels=labels, \n", " autopct='%1.1f%%',\n", " shadow=True, \n", " startangle=90)\n", "\n", "plt.title('Smartphone pie', fontsize=15)\n", "\n", "# label 텍스트에 대한 스타일 적용\n", "for t in texts:\n", " t.set_fontsize(12)\n", " t.set_color('gray')\n", " \n", "# pie 위의 텍스트에 대한 스타일 적용\n", "for t in autotexts:\n", " t.set_color(\"white\")\n", " t.set_fontsize(18)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "VFOUly_GM3uJ" }, "source": [ "## 7. Box Plot" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "uw1LvnQlM3uK" }, "source": [ "샘플 데이터를 생성합니다." ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": {}, "colab_type": "code", "id": "CQp3alFbM3uM" }, "outputs": [], "source": [ "# 샘플 데이터 생성\n", "spread = np.random.rand(50) * 100\n", "center = np.ones(25) * 50\n", "flier_high = np.random.rand(10) * 100 + 100\n", "flier_low = np.random.rand(10) * -100\n", "data = np.concatenate((spread, center, flier_high, flier_low))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "7_Gay-6lM3uV" }, "source": [ "### 7-1 기본 박스플롯 생성" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 513 }, "colab_type": "code", "id": "MJAo6uALM3ub", "outputId": "2841cf2b-2a86-41f9-ede1-acc2b27f9f87" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot(data)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "lu0uSflSM3uj" }, "source": [ "### 7-2. 다중 박스플롯 생성" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": {}, "colab_type": "code", "id": "5HmAgm8hM3uk" }, "outputs": [], "source": [ "# 샘플 데이터 생성\n", "spread = np.random.rand(50) * 100\n", "center = np.ones(25) * 50\n", "flier_high = np.random.rand(10) * 100 + 100\n", "flier_low = np.random.rand(10) * -100\n", "data = np.concatenate((spread, center, flier_high, flier_low))\n", "\n", "spread = np.random.rand(50) * 100\n", "center = np.ones(25) * 40\n", "\n", "flier_high = np.random.rand(10) * 100 + 100\n", "flier_low = np.random.rand(10) * -100\n", "\n", "d2 = np.concatenate((spread, center, flier_high, flier_low))\n", "\n", "data.shape = (-1, 1)\n", "d2.shape = (-1, 1)\n", "\n", "data = [data, d2, d2[::2,0]]" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "HeD0DFt7M3ut" }, "source": [ "**boxplot()**으로 매우 쉽게 생성할 수 있습니다.\n", "\n", "다중 그래프 생성을 위해서는 data 자체가 **2차원으로 구성**되어 있어야 합니다.\n", "\n", "row와 column으로 구성된 DataFrame에서 Column은 X축에 Row는 Y축에 구성된다고 이해하시면 됩니다." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "colab_type": "code", "id": "F_71qt7mM3uu", "outputId": "a56f86ee-cdac-4381-b279-d33f28b0c656" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot(data)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "2UI376YLM3u5" }, "source": [ "### 7-3. Box Plot 축 바꾸기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "3mmo_FWAM3u9" }, "source": [ "**vert=False** 옵션을 통해 표시하고자 하는 축을 바꿀 수 있습니다." ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 446 }, "colab_type": "code", "id": "Z2bswib0M3u-", "outputId": "72139062-72ca-4945-9b1c-bbb6c19ae5bc" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Horizontal Box Plot', fontsize=15)\n", "plt.boxplot(data, vert=False)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "T5YPPT-mM3vH" }, "source": [ "### 7-4. Outlier 마커 심볼과 컬러 변경" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "colab": {}, "colab_type": "code", "id": "15dMo-xhM3vI" }, "outputs": [], "source": [ "outlier_marker = dict(markerfacecolor='r', marker='D')" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 446 }, "colab_type": "code", "id": "f6EH2omJM3vS", "outputId": "36506ec5-0d94-45a7-f24e-8bddc8936a63" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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KkiSpIMOVJElSQYYrSY3Vbrc5bs0a78wuaVEZriQ10syd2sd37mTt2JgBS9KiMVxJapzOJXDOALZOTxuwJC0aw5WkRpltbcFRDFiSFo/hSlKjuLagpF4zXElqFNcWlNRrhitJjeLagpJ6zXAlqXFcW1BSLxmuJDWSawtK6hXXFpTUWK4tKKkX7LmSJEkqyHAlqbFc/kZSLxiuJDWSy99I6hXDlaTGcfkbSb1kuJLUKC5/I6nXDFeSGsXlbyT1muFKUqO4/I2kXjNcDSivolJTufyNpF4zXA0gr6JS07n8jaReMlwNGK+i0qBw+RtJvRKZ2es6ADAyMpJTU1O9rkajzXYVFThkIknSXEXETZk5Mts+e64GiFdRSZK08AxXA8SrqCRJWniGqwHiVVQaNF4Vq0FgO+8/cwpXEXFsRFwfEZfV20+KiG9ExGT9+EhdflhEbImI7RFxTUQ8ZSEqr7nzKioNina7zctPOonxnTt5+UkneeJRI9nO+9Nce66eCbynY/sI4K8yc7R+vKoufzWwLzOfDbwR2DL/qqoUr6JS082ccK7Yu5czgCv27vXEo8axnfevOYWrzPwwcHtH0UrgxRFxXUR8OiJG6/LnAZfX7/k8cGREHF6gviqk1Wpxy44dBis1TucJZ7QuG8UTj5rFdt7f5jvnajIzfyIznwWsByYiYhhYBezueN1uYLj7zRFxWkRMRcTUrl275lkVzcWmTZs4YtkyNm3a1OuqSEX9xitfyZn1CacNHFf/HAXO3LuX33jlK3tYO6mMznbeaRTbeT+YV7jKzPs6nt8C/BPw48AeYEXHS1fUZd3v35KZI5k5Mjz8oOylBbJp0ybOPv103nrvvZx9+ukGLDXKvcA7gXcDa4Hx+ue76/J7e1c1qZiZdj7ZVT6J7bwfzCtcRcRPRcRh9fMnUP0j8WbgWuAldfmxwD2Zeec866oCZoLVNuAMYBsYsNQoH7r0Uu4+7DDOArZStfOtwFnA3YcdxocuvbSn9ZNK+NCll3Lf8uWcAg+4+vsU4L7ly23nPTbfYcEnA1dHxNXAZcDrM/O7wAeAoyJiO/BB4LR5HkcFdAar0bpsFAOWmucRhxwyazt/xCHefUbN0Gq1uPJTn2JfHbAuoApW+5Yv58pPfcr5tD3m8jcD5Ihly3jrvfdyxiz7LgDOO/RQvrNv32JXSyrquDVrGN+5c7/tfGL1am7ZsWORayUtjHa7zUtPOolH7t3L9wxWi8rlbwTA2Rs38g5mH6N/R71fWuo2T0zwruXLZ23n71q+3JUI1CgzPViPWr3aYNVHlvW6Alo869ev56tf/SonX3wxn6QaKpkETgZe+4Y3sH79+l5WTypmH9UQyRXc385Pqculppm5tY76hz1XA6TdbrP1kkv4Q+BUqiGSU4E/BLZecon3RVEjrBsf52179/IxHtjOPwa8be9eFyiXtOAMVwNk3fg4G6aneTPVHV4n6p9vBjZMT3vSUSPMLFAePLCdBy5QLmlxGK4GyMxJZxJoAbfUPyfxpKPm6Fw/M6jaeeA6mpIWj+FqgHSedCbrskk86ah5XKBcUi8ZrgaMJx0NChcol9Qr3udqQLXbbdaNj7N5YsKTjiRJc3Sg+1x5K4YB5aW7kiQtDIcFJUmSCjJcSZIkFWS4kiRJKshw1QARsegPSVJ/aLfbHLdmjats9BHDVQNk5sN6zPe9kqTearfbrB0bY3znTtaOjRmw+oThSpKkJWgmWG2dnuYMYOv0tAGrTxiuJElaYjqD1WhdNooBq18YriQtCc4tlO63bnycDR3BasYosGF6mnXj44tfKf2Q4UrSkuDcQul+mycm2NixTuyMSWDj0BCbJyYWv1L6IcOVJElLTOc6sZN12SSuF9svDFeSJC1BnQHrAgxW/cRwJUnSEjUTsCZWrzZY9REXbpYkaQlrtVrcsmNHr6uhDvZcSZIkFWS4kiRJKshwJUmSVJDhSpIkqSDDlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJklSQ4UqSJKkgw5UkSVJBhitJkqSCDFeSJEkFGa4kSZIKMlxJkiQVZLiSJEkqyHAlSZJUkOFKkiSpIMOVJElSQYYrSZKkggxXkiRJBRmuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqaA5hauIODYiro+IyzrKzqvLboiI0brssIjYEhHbI+KaiHhK4XpLkiT1pbn2XD0TeM/MRkQ8Fzg+M08ETgHeFxHLgFcD+zLz2cAbgS2F6itJktTX5hSuMvPDwO0dRc8Dttb7bgN2AsfW5ZfX5Z8HjoyIw0tUWJIkqZ/Nd87VKmB3x/ZuYPgA5Q8QEadFxFRETO3atWueVZEkSeq9+YarPcCKju0Vddn+yh8gM7dk5khmjgwPPyh7SZIkLTnzDVfXAi8BiIhVVEOCX+oqPxa4JzPvnOexJEmS+t6yeb7/b4EXRMT1VEHtTZl5V0R8AHh/RGyvy0+b53EkSZKWhDmHq8ycBCbr5/dRXQ3Y/ZofAK+aZ90kSZKWHG8iKkmSVNB8hwUlSVIhEbHox8zMRT9m0xmuJEnqEw836ESEIamPOCwoSZJUkOFKkiSpIMOVJElSQYYrSZKkggxXkiRJBRmuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqSDDlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJklSQ4UqSJKkgw5UkSVJBhitJkqSCDFeSJEkFGa4kSZIKMlxJkiQVZLiSJEkqyHAlSZJU0LJeV0DSYHn0ox/Nnj17FvWYEbFox1q5ciXf/va3F+14kvqP4aqPeNLRINizZw+Z2etqLJjF/G9KUn8yXPURTzqSJC19zrmSJEkqyHAlSZJUkOFKkiSpIMOVJElSQYYrSZKkgrxaUJKkwry1zmAzXEmSVJi31hlsDgtKkiQVZLiSJEkqyHAlSZJUkOFKkiSpIMOVJElSQYYrSZKkggxXkiRJBRmuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqSDDlSRJUkHL5vsBEXEIsAv4Ql10b2Y+LyLOA1pAAG/JzMn5HkuSJKnfzTtcASuAycw8ZaYgIp4LHJ+ZJ0bEE4DPRMRTMnNfgeNJkiT1rRLhaiVwQkRsB+4B3gs8A9gKkJm3RcRO4FjgXwocT5IkqW+VCFc7MvMYgIg4Cvg74JvADR2v2Q0Md78xIk4DTgM45phjClRlacu3PwrOWdHraiyYfPujel0FSZIW3LzDVWbe1/H81oj4NPBiquHCGSuAPbO8dwuwBWBkZCTnW5elLt7xXTKb+2uICPKcXtdCkqSFNe+rBSPiyRFxeP38UcBzqYYGX1KXraIaEvzSfI8lSZLU70oMCw4DH4wIgEOBc4ErgSdHxPVUAe5NmXlXgWNJkiT1tRLDgjcAvzjLrjfO97MlSZKWGm8iKkmSVJDhSpIkqSDDlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoqcZ8rSTpoLvOkQWA7H2zRL8utjIyM5NTUVK+r0VMR0fzlbxr8/XRwmt4Omv79dHCa3g6a/v0ORkTclJkjs+1zWFCSJKkgw5UkSVJBhitJkqSCDFeSJEkFGa4kSZIKMlxJkiQVZLiSJEkqyHAlSZJUkHdolyRpAUREr6uwYFauXNnrKvQ1w5UkSYUt9t3LvWN6f3FYUJIkqSDDlSRJUkGGK0mSpIKccyVp0TnRV1KTGa76jCcdNZ0TfSU1neGqj3jSkSRp6XPOlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJklSQ4UqSJKkgw5UkSVJBhitJkqSCDFeSJEkFGa4kSZIKMlxJkiQVZLiSJEkqyHAlSZJUkOFKkiSpIMOVJElSQYYrSZKkggxXkiRJBRmuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqSDDlSRJUkGGK0mSpIIWNFxFxG9HxA0R8dmIeMVCHkuSJKkfLFuoD46IHwN+Hfg5YDlwY0RclZl7FuqYkiRJvbaQPVfPBT6emXdn5veAa4ATF/B4kiRJPbeQ4WoVsLtjezcw3PmCiDgtIqYiYmrXrl0LWBVJkqTFsZDhag+womN7RV32Q5m5JTNHMnNkePgBuUuSpIETEQ/rMd/3qqyFDFfXAr8cEYdGxI8Ao8CNC3g8SZKWtMxc9IfKW7AJ7Zl5c0RsA64HEtiUmd9YqONJkiT1gwULVwCZeT5w/kIeQ5IkqZ94E1FJkqSCDFeSJEkFGa4kSZIKMlxJkiQVZLiSJEkqyHAlSZJUkOFKkiSpIMOVJElSQYYrSZKkggxXkiRJBRmuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqSDDlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJ0hLWbrc5bs0a2u12r6uimuFKkqQlqt1us3ZsjPGdO1k7NmbA6hOGK0mSlqCZYLV1epozgK3T0wasPmG4kiRpiekMVqN12SgGrH5huJIkaYlZNz7Oho5gNWMU2DA9zbrx8cWvlH7IcCVJ0hKzeWKCjUNDTHaVTwIbh4bYPDGx+JXSDxmuJElaYlqtFpdv28apHQFrEjh1aIjLt22j1Wr1rnIyXEmStBR1BqwLMFj1E8OVJElL1EzAmli92mDVR5b1ugKSJOnha7Va3LJjR6+roQ72XEmSJBVkuJIkSSrIcCVJklSQc64kLQkRsejvzcyHfUxJg8twJWlJMOhIWiocFpQkSSrIcCVJklSQ4UqSJKkg51w1gBN9JUnqH4arBjDoSJLUPxwWlCRJKshwJUmSVJDhSpIkqSDDlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJklTQvJe/iYjJrqLfycwvRMQpwBlAAh/NzD+e77EkSZL6XYm1Be/LzOd2FkTEo4DzgROA7wPXRcSnM/NfCxxPkiSpb5UYFnxsRExGxHUR8daIOAR4JnB9Zt6ZmfuAK4HnFTiWJElSXyvRc/XUzLwvIg4HPgC8Afg2sLvjNbuBJ3a/MSJOA04DOOaYYwpURZIkqbfm3XOVmffVP78PfAR4OrAHWNHxshV1Wfd7t2TmSGaODA8Pz7cqkiRJPTevcBURR0bEUfXzQ4BTgWuAKeBZETFUl78Y2D7fykqSJPW7+Q4LHgpcHBFH1M//HvhIZmZE/BFwNbAP2JaZ/zTPY0mSJPW9eYWrzPwmVa/UbPsuAS6Zz+dLkiQtNd5EVJIkqSDDlSRJUkGGK0mSpIIMV5IkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJklSQ4UqSJKkgw5UkSVJBhitJjbVp0yaOWLaMTZs29boq0oKxnfef+S7cLEl9adOmTZx9+um8HTj79NMBWL9+fW8rJRVmO+9PhitJjTNzwtkGjAInAGOeeNQwtvP+ZbiS1CjdJxzqn9vwxKPmsJ33t8jMXtcBgJGRkZyamup1NSQtcUcsW8Zb772XM2bZdwFw3qGH8p19+xa7WlJRtvPei4ibMnNktn1OaB9Q7Xab49asod1u97oqUlFnb9zIO4DJrvJJ4B31fmmps533N8PVAGq326wdG2N8507Wjo0ZsNQo69ev5w8uuogx7j/xTAJjwB9cdJFDJWoE23l/M1wNmJlgtXV6mjOArdPTBiw1TueJ5wI84aiZbOf9y3A1QDqD1WhdNooBS800c+I579BDPeGosWzn/ckJ7QPkuDVrGN+5c78TICdWr+aWHTsWuVaSJC09TmgXAJsnJtg4NDTrBMiNQ0NsnphY/EpJktQwhqsB0mq1uHzbNk7tCFiTwKlDQ1y+bRutVqt3lZMkqSEMVwOmM2BdgMFKkqTSDFcDaCZgTaxebbCSJKkwl78ZUK1Wy8nrkiQtAHuuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqSDDlSRJUkGGqwHVbrc5bs0aF2uWJKkww9UAarfbrB0bY3znTtaOjRmwJEkqyHA1YGaC1dbpac4Atk5PG7AkSSrIcDVAOoPVaF02igFLkqSSDFcDZN34OBs6gtWMUWDD9DTrxscXv1KSJJVagmAAAASaSURBVDWM4WqAbJ6YYOPQEJNd5ZPAxqEhNk9MLH6lJElqGMPVAGm1Wly+bRundgSsSeDUoSEu37aNVqvVu8pJktQQhqsB0xmwLsBgJUlSaYarATQTsCZWrzZYSZJU2LJeV0C90Wq1uGXHjl5XQ5KkxrHnSpIkqSDDlSRJUkGGK0mN5RqaGgS28/5juJLUSK6hqUFgO+9PhitJjeMamhoEtvP+ZbgaUHYjq6lcQ1ODwHbe3wxXA8huZDWZa2hqENjO+5vhasDYjaymcw1NDQLbeX8zXA0Qu5E1CFxDU4PAdt7fDjpcRcTKiPiLiLi9q/yUiPhsRNwQEb/bUf7bddlnI+IVJSuth8duZA2KVqvFW849lzHgAmAMeMu553rCUaO4Vmz/mkvP1TOAizsLIuJRwPnAC4FnA6+MiJ+MiB8Dfh14DvB84JyIWFmmynq47EbWoGi325x/1lmcC0wA5wLnn3WWvbNqHNeK7U+RmXN7Q8Ttmfm4+vnzgVdl5uvq7bcA3wXuBp6YmefU5X8OfDwzP7m/zx0ZGcmpqamH8x00B91Dg5P4rx01y2zD32Bbl1RWRNyUmSOz7ZvvnKtVwO6O7d3A8AHKuyt2WkRMRcTUrl275lkVHQy7kdV0Dn9L6rX5hqs9wIqO7RV12f7KHyAzt2TmSGaODA8/KHtpgdiNrCZz+FtSr803XE0Bz4qIoYg4BHgxsB24FvjliDg0In6E6h+NN87zWCqo1Wpxy44dBis1jldRSeq1eYWrzNwN/BFwNXAdcFVm/lNm3gxsA64H2sCmzPzGfCsrSQfD4W9JvTTnCe0LxQntkkprt9usGx9n88SEwUpSUQea0L5ssSsjSYtlZvhbkhaTd2iXJEkqyHAlSZJUkOFKkiSpIMOVJElSQYYrSZKkggxXkiRJBRmuJEmSCjJcSZIkFWS4kiRJKshwJUmSVJDhSpIkqaC+Wbg5InYBO3tdjwGzCtjd60pIC8x2rkFgO198qzNzeLYdfROutPgiYmp/K3pLTWE71yCwnfcXhwUlSZIKMlxJkiQVZLgabFt6XQFpEdjONQhs533EOVeSJEkF2XMlSZJUkOFKkiSpIMPVAIqIYyPi+oi4rNd1kRZKRBweEZsj4uqI+FxEvLPXdZJKi4gjIuLyiLghIj4bEet7XSc552ogRcRrgLuBl2bmf+11faSFEBFPAH40M6+NiEOALwLPyczbe1w1qZiIeCxwZGbeEhHLqNr5z2emNxTtoWW9roAWX2Z+OCJGe10PaSFl5m3AbfXm4VT/oPhO72oklZeZdwB31JvDwD7g+72rkcBhQUkNFxGHAh8GzsjMu3pdH2khRMS7gH8BNmXmD3pdn0FnuJLUWBFxGPCXwEcz89O9ro+0UDLzTOBo4DUR8bO9rs+gM1xJaqSI+E/AZcDHM9OLN9RI9QVKM4sHTwN3Ait7WCXhnCtJzfWbwChwZES8vi47PTNv6l2VpOL2An9aB6wh4Frgqt5WSV4tKEmSVJDDgpIkSQUZriRJkgoyXEmSJBVkuJIkSSrIcCVJklSQ4UqSJKkgw5UkSVJBhitJkqSC/j/FDgU48VmNkgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Changed Outlier Symbols', fontsize=15)\n", "plt.boxplot(data, flierprops=outlier_marker)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "-d2MLCgCM3vd" }, "source": [ "## 8. 3D 그래프 그리기" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "I7HFiCPRM3ve" }, "source": [ "3d 로 그래프를 그리기 위해서는 `mplot3d`를 추가로 import 합니다" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "colab": {}, "colab_type": "code", "id": "Mqj9mo8KM3vg" }, "outputs": [], "source": [ "from mpl_toolkits import mplot3d" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "S1u37v0pM3vo" }, "source": [ "### 8-1. 밑그림 그리기 (캔버스)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "colab_type": "code", "id": "bseb0tfaM3vp", "outputId": "ad799b09-6eee-4c9e-f9d5-430a5ea18bba" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = plt.axes(projection='3d')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "CvcQA4srM3v2" }, "source": [ "### 8-2. 3d plot 그리기" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "colab_type": "code", "id": "dNR9sxEhM3v4", "outputId": "54a30957-d3eb-4628-dc37-9ce70ef97371", "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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kSeOOvxRnJerSaMoVHmp/kBriDyKRwlgsliWSiRBqb2/PEhpal6U3O2y0RnPBBA+DKoWEjvquhpa4KJTSIl6G3d1dDA0N4dlnny16t0rzmGpd0HU6HaLRKFwuF0wmE86fPw+r1VrzceV2DO7r64PT6cTy8rJyxx8KhbIGaebe8deaQmj0BfssiatazzWfPyhXJLvdbsTjccUfZLPZkEwmkUqlYDQaG/pcaxXhoeV7q2a0hk6ngyAIsNlszChdJUzwMKhA8teCIOQVOgSDwUAtwpMrVCRJwv7+PlwuFwYHB0sKnULbqZZay+RJCTLHcTh//vyJ4ZY0Icda6I5fPUhT3SivWpP0WUErI3g9xF2hsRqyLCORSIDneYiiiJ2dHSSTSej1+hPRQpPJVJf3R6tGloqN1kgmk9jY2MD58+eznlM2WqN8mOBh1ES5QodAM5pCxJNa6AwMDOCZZ56paH4RrWOqtqQ8Go3CbrdDkiT09/ejq6urpNih0Xuo2LEWGqSpNsIyk/RJzkLHY51Oh/b2drS3t8PlcuGpp56CTqeDKIpKtDAQCGB3dxfpdLou0UKtIjyiKGpiliafV47jsvZfzCjNRmuchAkeRlVUKnQIND9wOp0OPp8PW1tb6O/vr1joEGgKnkrKZWOxGOx2O9LpNObn59HT0wOXy9U0fqJcChlh1Sbp4+NjpT+M2iRttVobHv3QQny0UoSnXNRRiY6OjhNiXT1W4+DgQIkMtbW1nfAHlSvatIrwCIKgmVlaEIQTYqua0Rp6vR6vvfYafvM3f7Pux9xsMMHDqIhqhQ7tY/B6vfB4POjs7MTVq1drmkhNM6VVznYSiQQcDgdisRjm5+ez0gWNHC1Baz/lmKQDgQBisRju3LlzoltwPU3SWtDqEZ5KKTRWI5VKKe8Pv9+vjNUg/iDyHsk3VkOrCI+Wz3M+wVOIYhVj0WgU//RP/8QED4NRiGYSOk6nE729vZicnITZbK5J7ABPBE9upUS12ykmIpLJJLa3txEOhzE/P4/+/v4Tz99pFDyFtp/r/0gkErhw4YIihMLhMPb29hSTtFoE0ZomflaM0qfNoK3T6WA2m2E2m0+M1SD+oGg0Cq/Xq/iD1CkxQRA0K4fXqv9PrSKPvD+i0WjWzclZggkeRlGI0Dk8PERHR4dSjdFooXNwcICdnR309vbiypUraGtrg9vtpmKArneEJ51OY3t7G4FAALOzs1heXi74/BEvRL3RanEkC5fVas0am6A2SavTHqShXjUm6VafFdYM+6WN+v2hRp029fv9iMVieO+9906Uzdd7rEazpbSqIRKJnOjWfVZggoeRl9yIjsvlwtLSUs3RFPX2S12g1d2Fe3p6lKZ7BJqRGZoeHkImk4HT6YTP58P09DSWlpZKnnOjZmkBzTVcsxyTNOkWrNPpshY4m81G7X1ZK2fBtKwFuWnTYDCIZ599Ful0WhFCe3t7iMfjWUKZvD9ojdXQ8nmmlcZjgofB+H8Kpa44jqNmpi1Vvk2Ezs7ODrq6uk4IHYLBYMgy5VUL7bJ0QRDgcrlwcHCAqakpXLt2reyLZKuktGhQyiRNvB8ulyvLJE0WOY7jWEqrxTGZTDCZTCf8QclkMqvbOBmrQcrmyXukUv8YrShLNQiCgPb29pq3Ew6HmeBhnG1KeXRo9s8h28oVAbIs4+joCNvb2+jq6sLTTz+dV+gQKp2lVWw7tASPx+NBIBDA+Pg4rl+/XvHdIBM8pclnkgaQNVfM7XaD53kkk0m8//77WWmxVuwkrcXU8mZ9/6iFcq4/iJTNq/1jBoPhRMSwUFsFLUda0IzwqCOpZwkmeM44WjQMJNsiFxVZluHz+ZR5UZcuXSprjEK9UlGVQkZYHB0dYWRkBNeuXav6wlTusZzWu/l6LpImkwm9vb3o7e0FAKVR28zMjLLI7e/vI5lMKrOjaJuktSxLb3SqRcv0TjXv/3LGauTOnlMLIavVqunQUpoeHmZaZpwpKq26qofgUQ/GtNlsZQsd9Xa0FDzqhofDw8PKV62VFK0a4dEiAlHIJC0IghINKmSStlqtaG9vr/i4z0pKq1V8Q8XGaqj9QbFYDMlkEmazGfF4vKb3SDXQqhCLRCKYmJigcESnDyZ4zhhE6GQyGeUiWU7VFU3Bo9Pp4Pf78eDBA9hsNly4cKGq3LRWKS11eby64eHGxkbNIqKVBU8zwXFcQZM0WeRyTdLqsvlCJumzlNLScrxDvVG3VSARQwDY3NxEZ2cnDAZD1nsEQF4jPc3XhFaFWDgcxvnz5ykc0emDCZ4zgizLEEURgiAoF+VKLlY0BI8sy/D7/QgEAhAEoWqhQ2h0w0C1x6inp0cpj6d5POUeC4M+hbwf6pEJapO00WjMSou1t7c3RcfjRqGl4NHKRyPLMtrb29HZ2XnCSE/eI8FgMGsIb64QqjZKw8rSa4cJnhanVqFDqEXwyLKMQCAAu90Oi8WCvr4+jI2N1VxxQDOlVSzaoU69dXZ2FjRT0xArjSpLPwsRHlrio9DIhFyTdDweV1LETqdTWeTydQqmzVkqhde623E+sVVsrAaJGB4eHsLhcChjNXL9QaXOiZWl1w4TPC0KKY8WBAEAqhY6BIPBkDWcrlz8fj8cDgfMZjPOnz8Pq9WKzc3NpjAbl7Mdv98Pu92O9vb2khEpGmKlkSktRm3kmqSBJ4uJy+WCxWJBJBKpu0laS7QSHqepUqpQf6lUKqUIITJ2BXgyVkMthHIbbdL43LIqLUbLoI7obGxsoK+vLyv0Wi2VRngCgQAcDgdMJhNWVlayKiNo+YHq6eEJhULY2tqCyWTC6urqicqOfNCI8LR65EXLKiZRFJHJZCAIgvJdFEVIklT0S33Mar9brvdNr9cjnU4jHA6jr68PNpsNXV1dygKZSqWQTCbh9XoRi8UUk7TaG0SrQV4j0KIyDDj9zf/UYzXUc/TIWI1YLIZoNIqDgwMkEgnFeJ9OpxEIBGputMkiPIxTT77UFc1mgQaDQYkWFSMYDMJut8NoNGJ5eTmvUNC6uqrYdiKRCLa2tqDT6XDu3LkTIep6H08l2zhtUZpqj5dUzMTjcaRSKUU4FPs5k8kgnU4jlUrh+9//vvK5aBTvvvtuwf/T6XRKwzyO45QGieT54ThOaZDX1dWFnp4edHR0oL29HWazuWkEUb5eWq28X7LvekWX1BWFg4ODWfuMxWIIBoNZHjKO47IihuVGDXmeZ2XpjNNJMY8Ox3FliZRyKCVSgsEgHA4HDAZDSaFAKzJDUzhlMhncvXsXoihiYWGhqjsgGtGZVo/wqEmn04hGo8rE7EQigXg8nver2PtFr9crFTVtbW1KablOp0MikcDg4CCMRiOMRiM4jsv6rtfr834ZDAbodDrlO/DT6JQsy3l/liQJ4XAYPp8Po6OjEEVR+WyS7yS6lE6nFUGWyWSQSqVOPFYIk8kEi8WieEZsNpvikVMbqOstCrSsSNPStNzocybpUKPRiIWFBeXxTCajfHYKRQ1J2bz6vaBlLyGtOZtn3QKUY0auR++cXEKhEOx2OwwGA5aWlsqKiBgMBiozsGiIg3g8DrvdjkQigdXV1awW9ZVCQ8iVc06yLGNvbw/BYDDrDq9Qd1gtyGQyiEQiiEajiqhxOp1wOByKdyHfWBCDwQCLxYL29na0t7ejr69P+ZlUUOWKm0IjJGKxGJxOJ1ZXVxtxygCgVO3NzMzUtB1RFJFIJLK+otEowuGwsshFIhH4fD6k02nIsgyHw6H8vU6nQ0dHB7q6utDd3a18Jz+rqwurRUsPj5ZRLi1EXr4ePEajET09PUXHahwfHyMej8PlcuHf/u3fsLy8DABwOp2Ynp6u6lw2Njbwuc99DpOTk3jttdeUx5PJJK5evYpPfvKT+OIXv1jdidYZJnhOGZVUXXEch2QySWW/uYInHA7DbrdDp9NhcXGxohCpwWCgdlzVkkgklMV3fn4e0Wi0JrEDPBE8tUbUigkeUhbvcDjQ29uLoaEhxONxHB4eUpkuXgmyLCORSCAUCiEcDiMcDis/h0IhxYSpxmQyobu7Gz09PZiYmFCiEx0dHYpBs55jHxoBzcqwfF2B8+0vFovhzp076OzsRDAYBM/zikcpHo/D5/Od+LyZzWb09PSgv78ffX196OvrQ39/f0VN9M5iWbpWlFuSXqi1wsWLFzEzM4N79+7hv/7rv/D7v//72N3dRXt7O1ZXV/Hbv/3buHz5clnHcuvWLXz+85/HG2+8kfX4n/3Zn+Fnf/ZnKzuxBsMEzymhmvLycn035UDSY2qhMz8/X1Xqh5b3phpSqRQcDgfC4TDm5uYwMDBQVuPFcqinh8fv92NrawsdHR24fPky2trakE6n897dkVLpw8NDxfSoFkGV9AIRBAGhUAiBQEDpoRQIBBAKhU5E6YjnZHp6Wulc29nZqQiatbU1rK6uNmyyuRbph0bvU90UUb1gqccl8DyviFCSZiNdhLe2tvDgwQPl74iRtr+/H4ODgxgaGkJfX19egXFWIzxaUKt3yGQy4cqVKzh37hy+/vWv45vf/CaAJ36ehw8fVlTY8uqrr+LmzZtZj926dQtHR0f47Gc/e+L/mgkmeJqcWvro0BQ8ZBaR3W6vWuioj4tWqq1c0uk0dnZ24Pf7MTs7i+XlZeoLUz2qtMLhMDY3N2EymfDUU0/BarUCyF/tVGi6uHrxU/cCSSaT2N7ehs1mg9lsRiwWUwQNETjhcDhrX52dnejt7cX4+HhWuqSzs7NkSu00R27KRSuRlUuhcQmpVEoRQWTiPPEYpdNpJXX2+PFj3L9/H8CTzysRP8PDwxgaGkJvb++Zi/Bo6a2jNVYiHA5nReNtNhuee+65mraZSqXwx3/8x3j99deV90yzwgRPk0KjYSDHcTULi2g0CrvdDlEUlbuEWqFlNi6HTCYDp9MJn8+H6elpLC4u1m1BotmHh+d5bG1tQZIkLC0t1VRVkbv4JRIJHB4e4ic/+Qn8fj+Oj4/B87xy7MT/0dvbi4WFBSXt0dPT01Q+oWZEi0Wx3PJwdTl07hRxIojV/ipisI7FYgiHw3j48CHu3bsH4IlXqa+vD4ODg+A4DoODgw0TP2ex/w/NsRK0S9K/8IUv4A/+4A9qtgQ0AiZ4mgxanZGB2iIpaqEzNzeHnp4evP3221VtKxdaVVrFEAQBLpcLBwcHmJycxLVr1+p+kaQR4Ukmk4hGo1hfX8fCwkLNFxEyHPPw8BBHR0fw+XzgeV75f5vNhsHBQaysrGBgYADd3d0wGo1Km3ye5xGNRpVhm8R304juwbWiVRXRaUuj6fX6op2k1amxWCymRIl8Ph/29/dx7949GI1GjI2NYXp6GjMzM+ju7q7b8yCKoibCW2vB06yT0h88eACn04mvfe1rSjHF0NAQfud3fofqfmjABE+TQISOx+NBX1+fUjJbC9WUpfM8D7vdjkwmg/n5+bqodtqDSNV3fKIowu12Y29vD+Pj47h27VrDLlK1eHhSqRS2t7cRCoVgNBrxzDPPVLxgZDIZHB0dwev14uDgAF6vF9FoFMCT56m3txcTExMYGBjA4OAgPB4Pnn/++bzbKuQNikaj8Hq9Lds9uFa0mlpej33m6yRNzOo8z8Pj8SAejyMcDiMajcLn88HpdOLmzZvo7OzE9PQ0ZmdnMTk5SfV9cRYjPLT2XY8Iz3//938rP3/lK1+B0+lsSrEDMMGjObkRHa/Xi+7ubirGzkqEBc/zcDgcSKfTmJuby7rI0Yam4FGLDI/HA7fbjZGRETz33HMVX2RrXayqKZNXp9xmZmawuLiId999t6zjCIfD2N/fh9frhdfrhc/nU/bf2dmJ0dFRjIyMYHh4WEk9qDk8PCz7vAp5g8idv7oPiMViyRJCpyEaRAutPDyNEgA6nU5pE8DzPCYnJ9Hf36/4xA4ODuByueD1evHw4UOsra2B4ziMjY1hcXERi4uLNZfEayU8tI7w0FgTaI2VuHHjBm7cuHHi8c9+9rM1b7ueMMGjEYVSV7SbBZbaViwWg91uRyqVwtzcXFar83pBs0pLp9Nhb28PHo8HQ0NDVQkd9THVckGr5LxEUcTu7i729/ezUm7qRnZqZFlGMBjE7u4u3G433G43IpEIgCd34sPDwyWZpJMAACAASURBVHjmmWcUgUPMzfWE47i8c4JIBCA3GkTGKnR3d8Nms9V98TgLVVpA/SI85exX3eSU+MSWlpYAPFmkt7e38fjxY+zu7sLlcuHNN99EX18fpqamMDU1pYhik8nU9OXwWgueWoctA/VJaZ0mmOBpMKU8OjQFT7GLQiwWg8PhQCKRwPz8PHp7e0tecHLTR9VCI8IjyzIODg4QiURgs9nwzDPP1HQHREvwlIrwSJKkRKJGR0dPpNzUr0EoFMLOzg5cLhfcbrfS26a9vR0TExO4cuUKxsfH0dfX1zRluuoIgLo9viAIuHfvnhLF5HkekiS1XDSo1SM8leyX4zglqkPe95ubm9jY2MCdO3ewvr6OsbEx9Pf3w2AwwGg0KqlR8j3f5/EsRnhoTkqfnJykcESnEyZ4GkS5ZmSagicf8XgcDocD8XhcieiUe4EmQqXWi2stER7SfG97e1tpYjc1NVVzuJdG1KmYaZks9E6nEwMDA3j22WdPGC+TySRcLhe2trawtraGUCgEAOjo6MD09DQmJiYwMTGhpBvT6fSpEQdklMPIyIiS0igUDSIzgqxWq9LDp9qL/VmI8Gg54qHca4Fer8fk5CQmJydx48YNOBwOPHz4EHa7XWl1ceHCBXR0dCAWi2Fvbw+xWCyvKNZyhlcrmJbP6uBQgAmeulNp1VW9etSohc7s7Cz6+/srvkiSY6u1QqKai7Msyzg+PobD4UBHRweefvppmM1mrK2tNc0g0nwRHnLcdrsd3d3duHLlStaCf3h4CLvdju3tbXi9XsiyDIPBgJmZGVy9ehUzMzN5o2+tMG+rUDSIlELzPJ+18LW3tysiyGazlezKrFWJeKPRMqVVzX45jsPS0hKWlpYQjUZx7949rK2tYWtrC0NDQ7h27RrOnTuneOLUovjg4ACBQACJREJ5HzRqtEqrRHhoeHhOK0zw1Ilqy8tpR3gkScL7778PnucxNzdXldAhaNEwEIAyGNFsNuPChQtZuexmmryeu41gMIitrS1YLBZcunQJFosFmUwGW1tbsNvtcDgcSon46Ogonn/+eUxPT8PlcuGFF16o6VhOM0ajMa83iJTKh8Nh7O3tIZVKZU2MLpYGaRRnKaVFI73d0dGBD37wg7h27RrW19dx584dfPOb38Tw8DA+8IEPYHJy8oQovnfvHpaWlpSy+aOjI/A8D0EQ0NbWlpUWozlElUV4Tj9M8FCm1j46HMdRGayZSCSwvb2NRCKBhYUFrK6u1nwhbrTgCYVC2NragtFoxMrKSt65QrR6+tBMaUUiEWxtbUGv12NlZQV6vR6bm5vY3NyEy+VSKi5mZmYwPz+Pubm5LBHndrtrPZ2mpNYKODJCYWhoSHmcTIzOFw3iOA6pVArJZLKhM7pYSqtyjEYjLl68iPPnz2N9fR0//vGP8Y1vfAPT09N4+eWXs8QviTJbLJYTnaSJCOJ5Hn6/H/F4HACU9041Junc/WoBi/DQgQkeStBqGMhxHBKJRNXHQcYFkFlRsVgMPT091AYaNkLwRCIR2O12AMC5c+eKTmCnVfFFYzvJZBKRSASbm5sYGxvDwcEB/vM//xO7u7uQZRldXV24dOkS5ufnMTExceYGIAL0Uz75JkZLkqR0k45Go9jY2GhYNEiLaIuWIx5o79dgMOCpp57C8vIy7t+/j3feeQf//M//jGvXruHq1atKRDff66bT6dDW1qZ0gVYfJ4kOBoNBuN1upNPpit8PWkZ4aD3XTPAwakKWZWUWTa2dkYHqU1pqoaOeFbW3t0ethwNtwZN7Z0qaHgqCgPn5+bI+mM2Q0komk3A4HPD7/fD7/Tg4OMCbb74JWZbR09ODa9euYWlpCUNDQ01nMtYqOlBP9Ho9rFYrent7IQgCFhcXAeSPBsmynGWK7ejoqOrun8BMy3TgOA5XrlzB4uIibt68iR/96EdwOBz46Ec/WvH5qofnqikUHVS/H6xWKywWC3Q6naaCB6ATOYxGo0VvIFsdJniqhAidcDiM4+NjTE9PU/nwVyp4kskkdnZ2EAqFMDMzc2IoJk2RQrtDMrlwxeNx2O12JJNJpUS+XGhFeKoZC5FOp2G327G1taVcNCVJQl9fH55//nksLS0p09iblVYUPITccysWDcrnDSIVYh0dHWhvby9rsTurfXjqRUdHBz72sY9hc3MT//u//4uvfe1rmJ+fp7LtfO8HtUmajGVJJBIwGAzIZDLK82yz2U7lXDlSFHFWYYKnQnIjOrIsIxqNUrvglCsqyCiCYDCImZkZpaqh2u3RPLZytxWLxeByucDzPObn5ysqkSdo4eHJZDJ477338OjRIwQCAWQyGdhsNly9ehWCIOBDH/pQzcfTCFpV6FQCiQbleoPUXpDcHkjqNEhuNKiZh4fSppGptMXFRQwNDeGb3/wm1tfXMTExgZWVFer7UVcOqhFFEQ8ePIDBYIDP58POzo5iklZ7g2iapAm03lOtUNlZK0zwlEmh1JXRaKRaVVUqwpNKpbCzs4NAIFBU6JS7vUqgJXhSqRQSiQTW1tZqNlTT9PCUuiBEo1G89dZb2NjYQDKZhNFoxNLSEs6fP4/JyUno9XpqA1bLoVbBUs0ojFo5LRfdfHOkCnlBSMM8m82mGKQbiZZRukbut6urC6+88gq+9rWv4X/+53+UxoaNwGAwQK/XY2RkBGazGUBxk3QpYVwJtIQl+eyd5RsdJnhKQIQOEQ317IxcbHvpdBo7Ozvw+/2Ynp7G0tJSWW9c2lGZWirI1OdgMpnw1FNP5a28auQxEQoJJ1mW4XQ68c4778DtdkOWZYyPj+PSpUtYXFyk4o3SkkYKkNPubSnkBVEveuFwGIFAAG63m+qiVwytTMta0NbWhtXVVTidTnzrW99CZ2cnhoeHG7LvXA9PuSZpj8dTk2meVkl6PB6nMp7iNMMETwHyCZ18FyvagidXoKhFwtTUFBYWFiouc6cpeJLJZMV/RwZkHh0dYXp6GgsLC3j//fepLLb1qtJKJpO4f/8+7ty5g2g0CqPRiMuXL+Py5csNmTfWiLv2s3ynRxN1NEgURdhsNvT19ZWMBpFFr1ax0so+rFwkSQLHcfj4xz+Or371q/jWt76FX//1X2+In6Zc03Ipk3QsFsP+/n7eYbtqk3Sl+y1FOBw+03O0ACZ48iIIghI1KCR0CLQvNGR76XRamaJNREI1F8ZyBohWsq1KxJMgCNjd3YXX68Xk5CSuX7+unAOtyBPtKq1gMIg7d+5gbW0NmUwGvb29+MhHPoLz589TucsqB7WhuxhaTHdnFEed7i4VDcr1BqlN0pVEDs+a4NHr9bBYLPjIRz6C119/Hffu3cMzzzxT933X6pUqZpImncWJSZp4y2w2G/R6PbWS9LPcdBBggqcgpYROvchkMkgmk7h9+zampqayREI1GAwGpFIpKsdWrkgRRRFutxt7e3sYGxs7MSAToGs2pjGI9Pj4GI8ePYLH44FOp8PIyAhefPFFTE9P13yMlULEV73TFK0ueJqxRLyYNygajSIYDGJ3dxeZTAZGozFrfEIhQ+xZSmmpox2Tk5OYnp7GnTt3cOXKlVP5HKhN0gMDA8rjoigqIsjv9yMSieDdd9+tySTNBA8TPHnR6/UVXyhrvbhmMhm4XC4cHh5Cr9fXLHQIHMcpd5G1UkrwqCeBj4yM4LnnnisYFWmG/jmyLGN7exs/+tGPsL+/D47jMDMzg5deeqlhvoB8lCNEotEoXC4XzGazsiiedj9RK1DNdaBYNCgajebtGqxOi53FCA/hqaeegtPphMfjaakp4AaDAZ2dnejs7FTSoNPT01kRwkAgUHb1IPAkpcUED6NmyKJbTZ5VEAQ4nU4cHh5iYmIC169fx61bt6gdWyPK0mVZxv7+PpxOJwYHB/NOAq/XcVUjnGRZxtbWFt5++20cHBzAbDZjbm4Oi4uLuHjxYs3HVCvFBE8ikYDdbkcikcD4+DgymQwCgQBcLhcymYwyS0h9B1hoMWRVWvSheX4mkwl9fX0nDLHqO3+Xy4VYLAaj0YhYLFbX8mg1Wr2OuZPSJyYmAABHR0ctJXjUENNyOSbpUCh0wiRtt9vR3t4On8/HBI/WB9AKEONyJYJHEAS4XC4cHBwoQod8kMn2aNyx17MsXZZlHBwcYGdnB319fXjmmWfKPmZagqeSCI8sy9jc3MSPfvQjHB0dob29HYuLi3j++ecBQBnkqTX5zomY1wOBAObn59Hf349MJpN1d0/KZElUwOfzIR6PZ0UQiE+EXEBbvUqr0dQ72qLX69HR0ZHVLXdnZwcmkwlms7lkNIhWFFDL7s7q66zZbAbHcXX/7Gop1EuZlkuZpH/84x/ju9/9LtbX1xGLxXD37l1cuHBB+Sq3kePGxgY+97nPYXJyEq+99hp8Ph/+8A//ELu7u4jFYvjsZz+L3/u936vpXOsNEzx5qPSDTAZ+ltN/Q23kHR8fz+tvoSl46hHhkWUZPp8PDocD3d3duHLlSsW9R2hWV5Vzfru7u7h58yb29/dhs9mwtLSEZ599FqOjo9DpdPD5fFSOB6BrJhZFES6XC16vF9PT01hcXCwasSF3gP39/crjoigqYXCv16tUh6TTabjdbvT09NQ8UqFZ0eJ8tNhnudGgTCYDk8l0IgpYaTRIK99QboRHkiQIglD3Ki2tJ6VXU05OTNKvvvoqXn31VfzN3/wNJiYm8OKLL2JtbQ1ra2v49re/jb//+78va3u3bt3C5z//ebzxxhsAAJ/Phz/6oz/C+fPnkUgkMDMzg9/93d9t6msIEzwUKKf5IBE6+/v7BYUOgaZIoV2WnkgkcOvWLdhsNly6dAkWi6XqbdWzfw7B5/Ph5s2bcDgcsFgsWFhYwNWrVzExMZF14aQ5ooKG4CF+KJfLhdHR0aLvl1IYDAZ0dXWdmCx97949mM3mrJEK6rJpMlLhNJpBtUKr0RL5XqN80SB1s7xoNKpEg4h5Vl0pVkxEaDmwVP05ODo6AoCKxtFUg5aCh2ZZ+oULFzA7O4vZ2Vn80i/9UkV//+qrr+LmzZvKv9Wdrv1+P8bHx5ta7ABM8FChWNpIFEVF6IyNjeH69esl37y001A0thUIBGC325HJZHD16tWaG1hV29Mn33byCZVYLIYf/OAHWFtbA8dxmJ6expUrVzA7O5v3+afdz6faxUCWZaRSKdy9e7dsP1Q16HQ6GI1G9PX1Zb2WalOky+VSFsPc1MhpmCPUiimtWvdZyAciiqJSKXZ8fAyn06mMTlC/7haLpWFVhPnI3e/m5iZ0Ol3d/TtaR3hotMSoV5VWLBbDq6++in/8x3+kvm3aMMGTh2pSWrmiQl2aXekdejONgwiFQrDb7eA4DisrK1hbW6PSrbNeKS1JknD//n3cvHkT6XQao6OjePrpp3Hu3LmiF41GjqgoRDAYxObmJtLpNFZWVrLSUvUi91jzlU2rS2TVc4TMZrMSCbLZbDCbzWX1DmokzSw+mmmfBoMhbzQolUopAtjn8yGRSCiiKZlMIhgMNlQAq4VHPB7H2toaFhcXYbVaG7bfRkNr3/UQPNFoFJ/61KfwhS98AZcuXaK67XrABE8BKjF0qgWKWuiUKs0uZ3u1Uu0CHI1GsbW1BVmWsbi4SL1DZz1My16vF9/+9rdxcHCA7u5ufOADH8ClS5fK8kLVq2NzOfA8r9yprq6uKibUelPuIqkukSXIsoxkMqmkRrxeL5LJZFb7/Nwp480e7qZBM6W0akWn08FsNsNsNp/whPl8Png8nhODNMutEKwWcq6yLON73/seRFHEtWvXqO4jH60S4enu7qZwRE8Ih8P45V/+Zfzpn/4pXnrpJWrbrSdM8FDAaDQimUzC5XLB4/FULXQItMdVVALP80rqamFhgeoHRA1NwSMIAr7zne/gJz/5CUwmEy5duoQXX3yxokgUTQ9PudtJJpPY2tpCIpHAwsKC0oG1UdVTtexHp9PBYrHAYrFkNUwjlSE8z8Pj8SjVM+3t7YjFYgiHwzAajS3bM+i0RngqwWAwKH1fyPDOfNEgUiFIMx0qiiI4jsPt27exubmJF154oSGjXrSO8DSj4PmLv/gLPH78GF/84heVx/7lX/4FY2Nj1PZBGyZ4ClDuYkDGERweHmJqaqomoUOgZeithHg8DrvdjmQyifn5+aImQBoXWFoCY3d3F++99x6SySQmJyfx4Q9/uKoLYCNTWplMBtvb2/D7/Zifn8fAwEDW80nrWMqBtrDK1z6f9Al5/PgxQqEQDg8PT/QM6ujoODFDqFa0Eh+NRgs/Te4+i0WD8qVDyWtPTNLlRoMkSYLdbsft27extLTUkJESgPYRHhr75nk+K2VZDTdu3MCNGzcAAF/60pfwpS99qebjaiRM8FSJuqtwZ2cnhoaGMDc3R2XbHMchkUhQ2VYpkskkHA4HotEo5ubm0N/fX/TCU0uTRTW1RngEQcB3v/td3Lt3D21tbfj4xz+O5eXlqrfXiAiP2sA+NTVVsMS8XLFdaySoUWKA9AmxWCyYmpqC1Wot2DPIYDBkRQNsNptmC021tHqEByhfZBVLh8ZiMUSjURweHmbNjyKeMKvVmhUNkmUZ77//PjY2NjA7O4sPf/jDDTtvLQUPQOc9Jcvyqfss0YYJngqRJAl7e3vY3d1VqmgSiQRcLhe1fdBOaZFFWH2BSqVS2N7eRigUwuzsLFZWVsr6UBGhoqXg2d/fxxtvvIFIJIKVlRX09PTUJHaA+kZ4ZFnG3t5e2SXmpyGlRWPf+XoGCYKgLIRerxc8z0OSpKzW+c3cM+gspLRq3ac6HVqoX9Th4SF4nocoijCbzTCZTLh37x729/cxNzeHX/iFX2jo4q214KmVVu9wXi5M8BQg98MsSRL29/fhcrlOlAtnMhmqAoW24FE3MiQde/1+P2ZmZnDu3LmKLlxadEgmpNNp3Lx5E/fu3YPRaMQnP/lJzM/P4+2339bkePKhjvCQBo12ux19fX1ll5i3suAptT+O4/L2DCKt88PhMDweD9LpdMnhmqdNCFRLM6S0aFCoX9T6+jq+973vIZVKYXp6GgMDA7h79+6JSCANn0shRFE8Fa0YCkHel814k9BImOApgSRJ8Hq9cDqdGBgYyDs+gbZAodU7R729VCqF3d1dxWu0sLBQ1QWL5gyscrcjCAK2t7fxzjvvwOv1YmJiAr/4i79Ycz5aDe0qrWAwiK2tLbS3t+Py5cswm80NP5Zmo5aIgNVqhdVqxdDQkPJ4vuGa6p5BjfbBAUxk0SQYDOIHP/gBHA4HBgYG8MlPflJpcGexWBRv0OHhIRwOhxINyu0bROO50SrCQ+s6EI/HqbQTOe0wwVMEkoYoNSeqHhEZWt2RBUFAIpHA3bt3MT09XfMU9kZGeCRJwu7uLnZ2drCzs4OjoyM899xzeOmll06cA43uxjQQBAGbm5swGo1YWVk5Md+m3GNp1QgPTfKNU1CbZI+Pj5FIJHB8fAyLxZK1EJbTM6gaWlV8NHKfPM/j9u3buH//PgwGA1544QVcuXIFBoMBR0dH0Ov1BSOBpFUCEUKJRAIGg0ERwepZcpWgleChVaEVDoeptxY5jTDBU4CDgwPwPI+rV6+WLKGtpdlcPmgIKEmS4Ha74fF4YDAYsLy8TKX9Oi3BU2xRUKcPrVYrHj16hHg8jo997GNYXV3Ne0w0jNS1kEwmYbfbEQgEMD09jenp6aq3xQRP9ahNsnq9Hul0GhMTE0gmk4hGo0V7Blmt1poXcRbhqZ5wOIzbt2/j4cOHkCQJ58+fx/PPP5/VVLDY57xQqwTiC+N5Xrmui6IIi8WSZZIuJoK1FDy0xkqc9UnpABM8BRkZGcn60DSSWkSF2lQ9PDyM5557Dg6Hg9rCRnPOVy6yLOPw8BDb29vo6+vD+Pg43njjDeh0OnzmM5/ByMhI3r8j3Za1uCDllpibTKaau77SFtBnHfVCODg4qDyu7hnkdrsRi8UA1DZh/KyMs5AkiUrkQZZleDwerK2tYXNzE3q9HisrK3jmmWfy9ozJHR5aDoWiQYlE4kTjzNwqQRIN0ur6QrPpIIvwMMFTEC3NXdXsW5Zl7O/vw+l0njBV0/QE1UvwHB8fw263o6OjA5cvX8b+/j5ef/11WK1WvPLKK1l9XXLRwvNSqMQ8Go3WfCyVNC+sdT+tLKxKCYFiPYPIYE0yYVzdN6aYN6RVoi313mcikcCjR4+wtraGQCCAtrY2XL58GZcvXy7qzaMVySXDUtvb27NEsCAIigj2er2IxWIQRRHpdBomkwnd3d11TYnmQjOlxSI8TPBQI1/pdyPIjYrk8xrRFCm0BU8oFMLW1hZMJhMuXLiA9vZ27Ozs4Bvf+Ab6+vrwqU99qqQPptAA0XqgFpb5SsxpiJVWTmk1u8AiPYPU7zl1F2F13xh1NICkxABtbpZOg8hKp9Ow2+3Y2NiAy+WCJEkYGRnBhz/8YSwuLpZVBVXvayzHceju7s6KLsmyjPfeew82m61oNKgePaNoNR2s1+DQ0wYTPAWo9AJiNBqVO8FGQEqeHQ4Hurq6ilYCNdMwUkI0GkU8HofD4cC5c+eUuzqn06mInU9/+tOwWCwlt5U7QLQeqJ/v3t7egiXmNNJRlTQePE2ctuMlFOoirI4G7O/vKz+vr68rgzhJSqye597M3Z0TiQR2dnbgcDiwvb0NURSVKO7y8nLFtgEtImhkf0NDQ1nnnBsNIj2jaBrkaaW0WITnCUzwUIKIClqCp1DESJZl+P1+OBwOWK1WXLp0qaQoIGXpNKh1W+oRFmazGZcuXVLuYLxeL77xjW+gp6cHv/qrv1qW2AHqn9IKhULY3NyExWIp+XzTiPA0KkV31lNatZIvGvDuu+9iZmYGPM8jGAzC7XYr6ZDcMRqNjgbTpJDgkWUZx8fH2NnZwfb2Nvb39wE88UWdP38e586dw+joaE0tCrRAluUT51soGpTPG0QM8sQkbbVay4rc0PIORaPRmgopWgUmeChRz2aBBNLbxWw24/z582WbYzmOUwyZtVJthCeVSsHhcCAcDmN+fh79/f24ffu2kpMPh8N4/fXX0d7ejldeeaWinhE0U1rqRZLneWVi/PLycll9f2iIFebhOd0Q07Ma9WDN3J5B6uaJ1dzNayEC1FPLibAjX2QsztDQEK5du4bZ2VkMDQ2d2ghfJRTyBqkN8nt7e4jFYic6iNtsNrS1tWU9T7lrQLWwlNYTmOApQKUfznoKnnA4jK2tLRgMhqp6u2jp4clkMtjZ2cHx8TFmZ2exvLysPLdkW5Ik4T/+4z8gCAI+/elPV3x+tJsGZjIZ2O12xGIxLC4uFjVM59JoD48WIX5GYQp1syVjNPL1DCK+INI8T50S6ejoOLEIakkmk8HR0REcDgfW19dxdHSk3EzZbDZMT09jYmIC09PTVfWgalXyGeRzO4jv7e0hlUpltUuIx+NUsga0J6WfVpjgKUIlC4/RaKTeHTkcDuPx48eQZRmLi4tVlxXSbGRYruARRREulwterxeTk5O4du3aiZAwqR5788034ff78corr2R5JMqFpodnc3MTwWAQc3NzWF1drXih0ev1NXf4Led9FwwGsbm5CVEUs6qHKjFOtrppWasS8XIpNFizUEpE/RrT6BlUikwmA7/fD5/Ph6OjIxwcHMDn8ymCvqOjA+Pj45iYmMDExAS6u7tbzqtUTwp1EFdHg8LhMEKhEFwuV8loUDFYhOcJTPBQwmAwUGtlz/M8QqEQYrEYlpeXa1bmjSxLV0+RLzUoU6/X48GDB3j06BFeeumlqnPMtUZ4SIl5NBpVwvDVLiY0TMvFthGLxbC5uQlZlnHu3DlwHKeUURPjpCzLaG9vVxbIjo6OvAbrRgues1C9VCulUiLRaPREz6B0Oo1gMAibzVbVvCdJkhAOhxEMBnF8fAyfzwefz4dgMKi8P0wmE4aHh3H16lWMjIwgFApheXm5oeMKtIpmNlpoqaNBPM9jfHwcVqtVEcKFokFECOe73rIIzxOY4ClCpRGeWgUPqVqKx+Po6urC6OgolTdpI1JasizD6/ViZ2cHg4ODeO6550r6ERKJBN566y3MzMzg2rVrNR1TNYJHXWI+MjKC3t5eDA8P13TnXC8PD/FARaNRLCwsoLe3F4IgQBCEE03VcnvJOJ1OCIKgzBkiQghovbtmranXglyoZ1AsFkMoFFKMwurXWT1PCnhyIxWJRBAOhxEIBBAIBBAMBhEKhbI+052dnRgYGMDCwgIGBwcxMDCArq6urHNbW1treCO+apoO0tqvVl3cyb71en3JaFCuN8hqteK9997DlStXEA6HmeABEzzU4DhOMetVSjKZVBazubk59Pf3KxcvWsdWrwiPuly7u7u76MwxNbIs48GDBzAYDPjoRz9a00JRaUqLVJLY7Xb09PQox3zv3r2mMByrhbYoinA6nTg4ODjhgSpEoV4yZM4QiQZFIhFwHIdoNKoIodyJ46cZrcY8NAq9Xo+Ojg5wHIeJiQll4QuFQnA6nQiFQohEIojH40ilUlnHptfr0d3djZ6eHszOzqK3txc9PT3o7e0ta9CtJEma9P45zeMdqt13sRvHQkKYzJD74Q9/iH/4h3+A3W7HJz7xCVy6dAkXLlzAxYsXsbKyUvZQ442NDXzuc5/D5OQkXnvtNQDAn/zJn+D73/8+ZFnGX/3VX+HGjRs1nWsjYIKHEtWIilQqhZ2dHQSDQczOzmJlZUW5iDRj75zcbQUCAWxtbZVdHq/mwYMHOD4+xgsvvFCzubESwVOsxJxGdIZWHx6SGnS5XBgbG8s79LWSBSffnCG32w3gSVqE53m4XK4T1UPVDltsFk5bSgv4aaPDZDKZ94ukNsh8KJ7n8dZbb53YjsViQWdnJyYnJxXzM3kdiWBR+0I6OjrKrgjSosnqWYzwVNN4UB0N+vKXvwwAeOGFF/Dv//7vePDgAe7fv4+/+7u/w4c+9CF88sH5qwAAIABJREFU+tOfLmubt27dwuc//3m88cYbAIDvfe97uHfvHt5++23s7+/j5Zdfxvvvv9/014nmPjqNqeRiWYlAUVcuTU9PY2lp6cS+OI6j1juH5mwmg8GAdDqNO3fugOM4rK6uVixYMpkMfvCDH6Cvrw9zc3NUjqlUOpGUmEuSVLDEvBlKymVZRiQSwf7+PsbGxgo2OKSBTqeDXq9Hb29v1mBZdfXQwcGBMi4j1xdEo1xWS5LJJDY3N5WUgcFggMFgyKq0Ij8X+rckSZAkCaIoKj2yHj9+rDxO/k8QBGQymZJfROgU+7ySeW02mw0jIyOIxWKYm5tTHiOLXanXh0QCotFo0Z5B7e3tJ65PWo2zOGsRHhrPM3kv9ff34+WXX8bLL79c8TZeffVV3Lx5U/n3m2++iV/5lV8BAIyOjmJqagobGxt5hzs3E0zwUKIcD48gCHA6nTg8PMTU1FRRcyzN3jm0iMVi2NraQiKRwFNPPVW16/+9994Dz/N49tlnqZWTF4rwkHQhz/OK96XYdrSM8EQiEWxsbAB4cnFaWlqq6ViqpVD1EPEFBYNB7O7uVjRjCmi8SbrUvniex3e/+13q+3306FHB/+M4Dkaj8cSX2WyG0WhEW1sbLBaL0tk535d68RVFEffu3cOVK1cqPk51JECNeozG8fExEokEdDpdli9Iq5TWWYvwALVHKcnngObrdXx8jOvXryv/7u/vh8/no7b9esEETxFoRXhIFdDe3h4mJyfzpidyqedU8kpJJpNKX5r5+XnFVF0NmUwGP/7xjzE7O4vh4WGq/XNy90OiaHNzc1npwkq2UynVRHgSiQS2traQSqWwuLgIWZaxt7dX03GUQyUCRF1CSyg0Y4pUjhAR1IgS6mLHXYienh781m/9ltILShRF5WfgyfmR54f8rP432T6JEOn1eqyvr+PChQtKxIg8ToQObZFQD+FRTs+gRCKB27dvKz2DyGtdz55BWgkPrQVPrcRisbKb1JZLT08PwuGw8u9wOFxRvzKtYIKHEvkEjyRJcLvd8Hg8GB0dxfXr18v+4NBuZFgN6XQa29vbSl+agYGBmi9m6+vrSCaTSrk6jVJ+dZWWJElZ4rKSEnNaEZ5yt5HJZLC9vY1AIKB0n9bpdAiHww0bHlrL+RaaMVWohJp4MGRZrrqrME3I8Eea7O7uZgmFepNv5EE9yI36RSIRXL16NW+ptNFoPJESo3GMZy3CQ+saEA6Hq+7hVogXXngBX/3qV/GZz3wGx8fH2NjY0CwiXQlM8FBCncqQJAl7e3vY3d3F8PBwWSXaudAWPJVMc1en3mZmZvJ6jKrl7t276O/vx8TEBA4PD5FMJmvepl6vhyAI2N/fx87ODkZGRor2/ym2nUaktNSibGpqCouLi1nPb6NmadWLfJUjoihifX0der3+RFdh9aBNmsN3m73xIK39aWXMLtQzKJ1OK2bq3d3drJ5B6uaJlXrTzlqEh5bAq0fTwZ//+Z/Hd77zHTz//POQJAlf/vKXy6740hImeIpQ6YVE3ddlYGCgJsNpI2Zz5SKKohKRmpiYKJp6q+ZC6/f7cXBwgJ/5mZ9RDLO1LuyyLCMcDuPw8BAcx5VdFp+Peqe0ZFlWFvtiQrhRXpdGemoMBgNMJhP6+/uViy/pKpzPNKs2RxfzBZXiNFZpVYJWUY9imEymE0Z40jMoGo3C5/Pl7RnU0dFRdLL4WYvwlCpJLxdagufGjRtK6bler8ff/u3f1rzNRsMEDwXIQhaLxZRQb60VLLQ9PMW2J0kS9vf34XK5MDw8jGvXrhX9oJFtVfphtNvtAIDFxcWSx1QO4XBYqbLp7u7GuXPnqt4WUN8IDxkFYbPZcPXq1aKRjFYUPGR/uf8mEQLSTE2WZaTTaUSjUfA8j6OjIyQSCSX9pI4QNNtCDzReYJ2WWWqkZ5C6OlLdG4rnecUbZDAYTozRINcKrYRHvSoli1FNSXo+wuEwGyvx/zDBU4RSFxJ1072uri5YrVYsLi5SuRDTFjz55mkRoba9vY2+vr6yI1K1CJ7BwUHlw1ftOZJqMVEUlfEKjx8/rng7udTDw6MeBVFuCX+5QuQ0LHS5lDovnU6nmGbVviBBEBRf0N7eHnieB1B7moQ2jU5paVEtRYt8vaGAk691LBZTnldSwdbItghaCS1BEJoqwtMKMMFTJX6/H3a7Pavp3u3bt0umjcqF9kVMPU+L9Aux2+3o7OzE5cuXK8q/ViNUJEmC1+vFpUuXsrZTicBIpVKw2+0nSsxTqRQVcUhjCClJaZFREJFIBIuLi0XL4fMdRyM8PFoMD60WjuPQ3d2d1R6/UJqEVA4lEgl0dnY2LAqiVWdnLfrh1JNCrzWJEKvbIqjTnzabLW/PoFo57d4hFuH5KUzwVEgwGITdbofJZML58+ezyv3K8cloBREpoVAIW1tbaGtrw4ULF6oa/leN4PH7/RAEAcPDw8pj5QoMQRCws7MDn893oiM1OR5a5e21Vo2RfjV37twpexRELq2a0qJNoTQJqRwKBoPgeR77+/swGo1ZvqB6LIxamaTPgsgipf2dnZ1K5I+kP0k0yOfzIR6PZ41WodEpvBUiPLOzsxSO6PTDBE8R1BeScDgMu90OvV6Pc+fO5e3UazQaNS8lL4Qoitjc3ERbW1vB4y+XagTP8fExAGSFrsuZvF5OiTmNyAzZTrXCifTOcTqdAFBWr6VCMMFTPWpfUDweVyqIiC+INNOLx+OKL0i9MNa6sJ2FZnxamofV+1WnP3N7BhFf0MHBAXiehyiKecdolPN6nfYID0tp/RQmeEqgHkkwPz9f9I1Dq68MoZJS8kLE43HY7XaEQiGMjIxgYWGh5uOqRvCQ0lS10CokMNST18sp66e1cFfTl0Y9iLS3txfPPvss7ty5o/nE9WZFK4FlMpnQ19eXtTAKgqCkxNRekdwRGuX6grSKtpwFkUX2W44AMBgM6OrqyrpWqyN/lfYMaoUIDxM8T2CCpwiyLGN3dxfT09NldZGkHeGpJUVGPCThcFgRarQujNUKHmJSLLQdtXioZPI6rfOqVGiQURBtbW0VD08tRqtGeJrNXMtx3ImFUZIkZYSG3++H0+nMKp8mKbR8HYW1Eh9nRfDUMjy0nJ5BZHgugKwxGplMRjPBU43lIBcmeH4KEzxF0Ol0WF1dLXtR0KJ3Ti7qkQpqD8n+/j61YaTVCB5BEE601lcLDFJi3tbWhosXL1L5oFdKuYIndxQE7YtJqwqeRlONAFH7P9TbIeXT0WhU+SyR6ACJBpWbIqGJVqblZo7wVEK+nkGiKCqi1+fzged5/OQnPzkxRqNYzyAa0ExpqQ3gZxkmeEpQyaJQL8FTDqIowuVywev15h1MynGccvdSK9UInnw+G51Opww/FEURS0tL1FugV0KpLsmFRkHQptIZV4z6Uqh8Wm2Y9fv94HkeyWQSjx8/zloY6xkdOGsprUaN0VCb4cPhMK5evZoler1eL5LJpDI3LrdnEA1oNh5kgucJTPBQhOM4alEUsr1SgkeSJHg8HrjdboyNjRUcqaAuS6+VagQP+RtygSYpt2QyiZWVlYbOHypEoQhPqVEQtGnUAtbqEZ56kxsdSKVSePToEUZGRsDzPLxeL3ieV3xBudEgGpy1lJZWQzwLiV4yN47n+YI+sGpfb1qNB2OxGPWZcacVJnhKUMnFxGg0UjUtFxMpamPv0NBQSWMvzUaGBoMB6XS6or8hd0uhUAjHx8dKiXkwGGwKsQOcFDzljoI4rbS64NEi+qHT6Qr6gnieh9/vh8vlQiaTQVtbW5Y5upoUyVlLaTVbd+18c+OKvd5qg3SpkSm0TMuyLJ/qae80aZ2rdxNQj5RWvu7IpLtzT09P2cZemsdWjXgiguedd97B+fPnlZTb9vY2lWMCal/g1IKnklEQWhGLxXB8fKwsms22GOSjlQVWoWiL2hdE+lDJsoxUKqWM0Dg4OFBSJLn9goq9rmcpwtOMgicfhV5v9cgU0jNI3RqBfBFxQiOidVpGjzQKJngoUm8PTyAQwNbWVlZ353KhHeEpd1skEkX60wwODmJycvLE79T6oSRipZYLhF6vRzqdxt27dysaBdFo0uk07HY7IpEI+vr68o5aIItmI8r5y+UsXHjLPUedTgez2Qyz2XwiRUIWRVI1pNPpTozQIK/rWYrwANrMKqNBsZEpsVhMSYHGYjGlZ1AsFkM4HK6oZ1Ch4z8Ln71yYIKnBJW8UeoheFKpFMLhMLa2tsBxXNWLsBaC5/j4GFtbW+ju7sYHP/hBPHr0CF6vN+t3aAgVcky1bIeMrYhEIrh8+XJFoyAahSRJcLlc2N/fx+zsLM6dO4dMJqO8R9WjFkgqjlw8iQhS95U5CymtRu+v1oXFaDTmrRoq9LpKkgSz2axMmW8EZylqUG/fUL7WCKRb+/3790/0DModo1FKeMZisaxpAGcdJngoQtvDIwgCPB4P/H4/FhYWaip/bmRKq1CJ+fj4ONxud9YFs1ahQiBVYJUOjxRFEU6nEwcHB5iamkI8HqcidmguCmov0cjIiGJMz13Q841akCQJiUQib18Zk8mEVCqFVCqlSUl1rZCZZblfgiBAEAR4vV6YTCalPxb5ymQyEEURkiRBluWi34Enz6tOp4NOp8v7Mxl7ADxpWeD3+8FxHIxGIziOU77MZrNyl9/W1gaz2QyO40o+7waDAZ2dnVkVjGRRdDqdSCQSePjwYZZPhCyMpXwi1aClebjRaHGuJKJnNBoxNzenPJ5bFaiO/qm9Qeqobjgc1rTytdlggqcElVwsSpU1l0sikYDD4UAoFILNZsPTTz9d8zZpHRtQWPCQKeaCIOQtMZ+dncXGxgYODw+V3Ha1QiWXSpsGklEQLpcLY2NjuH79OmRZhsfjqek4yLHQEjyhUAgbGxtVe4n0ej2sViusVmuWnyCZTOLw8BCRSASPHj1SIgTqSFC9+4yokSQJyWQS8Xg871cikUAymcwSNpUY59UCxGg0Qq/XK19q8WIwGJR/k9dRLYLIz5IkQRCErJ/T6TTS6TS8Xm/ZNxd6vT5LBJHmeFarNe930vBQvdCZzWYMDQ1l+URINCiRSChl1uoRGrWkpFiERxsK9QwiKTH1AN319XU8evQIo6OjaGtrq/k1SyQS+I3f+A24XC6k02n83M/9HP78z/+cxmk1FCZ4moh0Oo3t7W0Eg0HMzc1hfHycygJMm1zBo54MvrCwULDqanFxEd/+9rexvr6uLL60Um3lCp58oyCI2FLf1dcCjZEgkiQp/Yloe4lIiW1fXx8SiQSWl5dPLJa5JlryVc3QTUEQlBlWgUAAsiwr+4lGo4qgySfISYdci8UCs9mMrq6uE5ESEi1pa2tTIjocx8HtdqO/vx8DAwMNWaCj0SjcbjdWVlYgyzJEUcyKKqnFWq54SyaTSp+Xo6MjxOPxvM+HOtrT0dEBURTR09ODTCaDzs5O2Gw29Pf3Z/lE1KXTbrdbGfOi9gXlRgaKoYWHR6vUq1aCp9zzLRT9GxoaAsdx+OEPf4i1tTU8/fTT6O7uxsWLF3Hx4kX82q/9WkUp0K985Svo6enBv/7rv0IURTz//PP4xCc+QeVmvJEwwdMECIIAp9OJw8NDzMzMYGlpCTqdDrFYrCmHkRKRkjvFvNRkcIvFgtnZWTx8+BAvvvgiOI6jNjeqnInppUZBaDWiQo0gCHA4HIjH4zh37lzWwkUbtYenkKmSmGjzDd0kIshisSgGy1AohGAwiHA4jEgkgmg0ikQicWLfFosFHR0d6OzsxMjIiBLZyP2qJcpkMpnKShnRhOxLp9MpqaxqILOfSIQrFosppc6RSASRSESp9Mndf1dXF3p7e5Vy6Z6eHvT29mJ8fDyv38vn82F7exuiKCqvS7EBm5IkNbw9gxbVaMDpnKOl0+kwNTWFqakp9Pf3Y2xsDH/913+NQCCAtbU13L9/v+JzGh4exltvvaV0oSZC+7TBBE8JKv2QkUWk3Cm8brcbHo8Hk5OTJyZs0zZB00Kn0yGRSODWrVuYmJgoOMU8H1euXMHXv/51rK+v48KFC1QjPIW2U+9REPmOpdI7UnUDycnJSVit1rqKnXIhJtqenh6lr4jf78fOzg4CgYASoVGfLxne2NnZiaGhIUUYRaNRDA0NYXx8vOYUZjNCM9Wjnv1UjM3NTXAcB4PBgEgkgnA4jGAwiGAwCJfLlfWZaGtrQ09PDwYGBjAwMIDBwUH09/djdHRUOX7i9wqHw/B4PEqqU+0LqmWmVbXUY6xEObTSpPTe3l7cuHEDN27cqHg7n/jEJ3Dz5k3Mzs4ilUrhL//yLzE9PV3z8TUaJngoQ0RKsQu6JEnY39+Hy+VSTKj51DxtwVNrqkWWZRwcHGB7exuyLFfViG96ehoDAwN499138dRTT9U1pfV/7H1pbGPnefXhrpWURO37Ru0aWaORZsYZe7zES+rYaZA4XpKmdX8GRYAAbYOgQH+kRfsjLVC0QRfgS5oWSRu4COLEndqxk/F4HY8kz6IZjURx0U5RpEiK+877/Ri8r++lLslL8pLUyDyA4GU07728JO977vOc55xiRUEIOZdUIC02g8GApqYmek2Txd2FAN+UFsMwHGLD/mFrZhQKBerq6tDe3o66ujqo1WqoVCr6fvp8PiQSCU7bRKFQQK1WF43s3I9TWtlCIpGgrq6OV2jPMAw8Hg9cLhecTif959raGm7fvk1/r66uDs3NzWhqakJLSwva2trQ0tJC/zwcDlOxrN1ux+HhIeRyOVwuF31vxYxU4MNnzd35uCWl/9u//RsYhoHZbEY0GsVLL72Ezs5OPPnkk3mvXUyUCU8GZHsDk8vliEajvDd1Mm1jNpvR2NjI0Y/wQax2DwHZjHK5cRDdi0ajwezsLBYXF3P6QkokEpw/fx6//vWvcefOHahUKtFbWsWOgkgGIZaZ4PV6odfroVQqMT09zWmxZVMpzBWJRAJutxu3b9+GzWaDzWY7QmyI1md0dBRarRZarRYNDQ2CtDzJyeN2u51jlMhOHi8Uivm+l4LwpPPhYbs+s5/GCam12Wyw2+2w2WzY39/H2toa/R2tVou2tja0tbWhvb0dDQ0NVJtH7gMKhQJer5cTqUCE1GySKwbu90pLqY7r8XjQ39+f9zp6vR7d3d2QyWSQyWRobW2FXq8vE56TiHwDRNlCWY1Gg5mZGUE3ebFvnkKqT8kgI+ZKpRKnTp0SJcV8dHQUCwsLePfdd/HEE0+IVuGJxWK0AiUkbqNQyNTSCofDMBgMCAQCGB4e5n0CE9sjJxqN0s2N/BwcHFBiplQq0dTUxCE2Wq02r/c7OXlcKpVCo9GgqqoKPp+P0zZhj1MXe0JMLJSK8OTSdifXmT32HA6HYbVasbe3B4vFAoPBgDt37gAAqqqq0NXVha6uLsTjcWi1WtTV1XFCKYkuKHliqKKigkNyyaRZNihXeHKDWBWeP/uzP8Mrr7yCX/7yl4jFYujt7cUrr7yS97rFRpnwiIxkwnN4eAiDwXDEk6YUyKZ9FAgEYDAYEI1GRU8xl0gkePzxx/HTn/4UKysrmJ2dzXvNUCgEi8WChoYGwYSyUEhV4WF7/gwODqK5uTnljT8fwsMwDFwuF9249vb24HA46HqVlZVobm7G1NQU4vE4zpw5A41GU7TNmmhTmpub6fkWYkLss9DSEpMIqFQqKnYFPv0c7e7uYmdnB1tbW9Dr9QDuTXj19vaiv78fPT09UCqVHB+otrY2ukYoFKLvrcViOWKiJ+S9LWWlpRR6MzErPGIkpbe1teHNN9/Me51So0x4RAYhPF6vFwaDAQAwMjLCMYPLFmLdSPmyuZIhdMQ8Xz1QZ2cnpqamsLS0hK6uLnR0dOS0jt/vx9raGgKBANrb2zlPrKVCcoWHHfRKPH8yXbdsCE80GuWQG7KpAPc2sdbWVgwMDKClpQUtLS2oqamBRCJBKBTC2tqaKDdEIUhH7vgmxNhGa6kmxDJ5yhS7pVVsFJJkSSQS6vsyOTlJCdD8/DyCwSCMRiOWl5chk8nQ2dmJvr4+DA4Och6O2CnjhOAC4ORKHRwcIBgMQiKRcNph7FypcoUnN4hV4TkpKBMeAchm80kkEjCbzZDJZNDpdHlvJmJFLwDp09fJaLzNZkNfX1/GEXNyXvnchB577DEYjUZcvXoVk5OTWflCsInZ0NAQHZUUA/m+LnaFh4hEifZJ6GtMp9+KRCLY3d3F1tYWtTMgv6vVaqHT6dDe3o62tjY0NDSkJRrHGXxGa7FYjJIgtqcMmwSxN8piolQVnmIdkxCgzs5O9Pf3Q6VSwWKxwGw2Y319HVeuXMGVK1fQ3t6OoaEhDA0NpfSPUiqVtG1KQMTuXq8Xe3t78Pl8YBiGRigkEomU+shCoZSER4zXKVaF56SgTHhEQigUgtlsht1uR2NjI8bGxkS5EZE2lFiEJ5kUsMehsxkxJ5WsfJ5CVCoVLly4gN/85jd444038Nxzz2W8Zuy2ENv7JxQKiRLrIQaRk0ql1PafYRhMTk5mnWfDJtkkYmRjYwNbW1uwWq10o2ttbcXMzAw6Ozupq2o2uN+ytORy+RHtCDtrimyUiUSCftYZhhFVQJsOx0m0XCiQz55MJqO6nosXL8LlcsFgMGB1dZWSn66uLoyPj0On02W8/sTOgF2RIML33d1dBAIB3L59m+qC2NWgQmm+StlKyyYcOhXKhIeLMuERgHRfJDL67HA40N/fj/r6eppxIgYIsRAjGJCtLyIj5uvr62hubs5a4CvWOHlHRwcmJiZw584dtLa24uzZs7y/xxcFwb7RCzEeFIJ8J+Oi0ShcLhfsdjvGx8dzyuUiOUk3btyg2oloNAqpVIq2tjacPXuW0wbM9bN2UsJD+dxmE4kE7t69C7lczhHQEmM9slGKqfW6X0TLYhyTjwTU19djbm4Oc3NzcDgc0Ov1WF1dxZtvvol33nkHo6OjmJyc5KTDZwIRvqvVaiqcJrogdjWIrfli64LyJYP3e0vL5/OJ6tJ+v6NMeHJELBbD5uYmDZ3U6XSQSqU4ODgQPTFd7NBPh8MBg8EAtVqds8BXLMIjk8kwMDCAaDSKK1euQKvVYnBwkP55uigINtIZD2aDXAkPexSeOEpnQ3ai0Sg2NjZgNBqxvr4Oj8cD4N4mMjk5ib6+PnR3d3PeKyL2zRUnhfDwQSqVQqFQQKvV0ooB21jP5XJhe3ubToixSVCu1YL7XbSczTEzvU6tVosHH3wQ58+fx87ODm7fvo3bt2/j5s2b6OjowOzsLPr6+gRfL/brZOuC2OSJuIL7fD5sbm5ywjVzbXfe72PpAEqifTquKBOeLJFIJLC9vY3t7W10dnbS5GoCsc0CxVwvGo3CYrFArVbnPWIuJuFJJBJ45pln4Ha78dprr+HFF19EZ2dnxigINsTyLMrWJZlhGNhsNphMJjQ3N+PcuXPY2NgQ9Hd9Ph9MJhMMBgNNMSeTMl1dXZiZmaEuuCcFxSRYyQSE7V5MjPUYhkE4HKZTRKRakO0UEd/xioHjTrIkEgltewWDQdy9exfXr1/Ha6+9Bq1Wi5mZGYyOjmbc3IVMSxFXcL5wzeR2Z1VV1ZEIjVTHvV8rPCf1YSYflAmPAJAnYTJp09LSktYdWQwtCXu9fAkPGTH3+Xyor6/HxMRE3uclJuGJx+NQKpV4/vnn8dOf/hT/8z//g9nZWahUKsFREGISHqHruN1u6PV6VFVV4fTp06ioqMi4hsvlwurqKgwGAywWCwBArVZjamoKOp0OXV1dkMlkWFpaEjTZl89mV+wKz3EUSUskElRUVKCiooJTLWCPybMnxNKljpcJT3pUVlZiZmYGDzzwANbW1rCwsIC33noL8/Pz+NznPpfWIDTXwY1U7U52pY+0jPm8oEpZ4RGL8BzH712pUCY8AnB4eIjbt2+jvr4+46SNQqE4NhWeSCQCk8mEw8ND6HQ6SCQSHBwciHJehYiEUCqVmJ2dxZUrV7C4uIgXX3xR8EhlMTU8ZJw7HA5jZGTkiEdRsg/P4eEhVldXsbKygv39fQD3wvgeeugh6HQ63jTvYpCRk9zSyhd8U0TEboKdOs5umUQikZK0l0rRsshnE5XJZBgdHcXIyAjMZjM++OADXLp0CYuLi7h48SI6OzuP/B0x87ukUimqq6s5gwSk0kd0Qfv7+wgGg3T8nh2hUYzrHYvF8iZaZf3OUZQJjwBUVlZmbKkQiN3SSjdKngpsfVF/fz9GRkYgkUhweHgouh5IjHXISDyJgvijP/oj/PznP8d///d/48UXX6QmZulQDA0POx1+cHCQl6iQNXw+H65du4bV1VXs7e0BANrb2/HYY4+ldFdmQygZKcUT/v0Csa+NXC6n6eME7JbJ4eEhQqEQ7HY7bZmIHbGQjPv5/ZdIJBgYGEBfXx9WVlbw0Ucf4dVXX8Xk5CQeeughWjEFCh8eyq70sb2g5ufn0dTUxLFBICSXPSUmtqO7GETW7XaLahh7ElAmPAJQUVEh+Msmdv6VXC6nJnKZwB4x7+zs5J1kEsurRoy1iCDZ5XKhrq6OMyn28ssvU9Lz5S9/GX19fWnXKmRLiz0hlm50PxKJYG1tDYuLi7BarQDuVXIeffRRDA8PZzUeKvbniA/lCk/+YLdMSGWvvb2dZojZ7XaYzWY6Zsx2jhZj8hK4/1sWUqkU4+PjGBoawkcffYTr16/DbDbjiSeeoDlQpaxkpSK5Pp8P+/v7MJlMiMfjqKqq4pCgfCcA831fy6aDR1EmPCKjEPlXxFwtFdihpOzEbb61xKzw5KNVcrlcWFtbo6Vl9mQWcC/B+etf/zpeffVVvPrqq3j66acxNTWV9nwKQXgcDgfW1tZSTogxDIPt7W3cuXMHq6uriEQiqKmpwfj4OC5cuMC5UWYDIWSEpGFXVlbmtHmWgvCcZIJFqi3sDDF2xEIq3YgYE2InAQqFAhcvXsTIyAhLDhIrAAAgAElEQVTeeustvPbaa5iZmcGFCxdKpqXhA58uiFhJ+Hw+zgSgUqnk6L4qKyuL9v6WCc9RlAmPAJTyBpSJpGQzYi52hScUCmX990gUBMMwGB8fR3V1Na5evcr7u7W1tfjGN76BX/3qV3jjjTfgdDpx8eJF3ic9sVtaPp8Per0eMpmMNwONmKDduHEDh4eHUCqVGB4exuTkJGQyGSKRSM5kB8hMRtxuN1ZXV6FQKBCNRhGJRHgrCMdp8zzpgt5MyeXZToiRjTLdhNhJJJAtLS146aWX8O677+KTTz6hLeRS6KOEgrS5qqurOe8vO0LDZrMhGAwKEr+LAbfbXSY8SSgTngJBzPwrPsLj8XiwtrYGuVwu2Mm3EJ4+QpEcBSHUo0alUuGrX/0q3n77bVy7dg37+/t47rnnjhAQsVpADMNgc3MT8XgcQ0NDHNLCMAwsFguuX7+O1dVVxONxdHZ24sKFCxgaGqJVFuKEnA9SBZCyBdNjY2NQqVT0BklCGkkKeTgcpknV5IedVH2cyNBJQLbfeSETYna7XdCE2EmDXC7H448/jtbWVrz99ttwOp3o7e0tavhyvrqhVBlxqeJRiPg925DcVChXeI6iTHgEINsPHyEWYggVk4lFIBCA0WhEOBwWPLJNkK3HTDbnlQqpoiCygVQqxVNPPYXW1la89dZb+MlPfoLf//3f53jU5Et4EokENjc3YbFY0NLSwjnPaDSK5eVlXL9+HTabDUqlElNTU5ienuZ1jRXjOievQa7j/v4+RzBNjAf5QhqTKwgWiwWhUIjTRkkkEve18PU4QazvVroJsWTxbDgcxs7OTtEyxIpdUSJV4Ndeew2vv/46vva1r4nqjp0OhWqj8cWjJBIJKn632WwIBAKYn59HZWUlZ1Q+m6ptmfAcRZnwFABiEh6yVvKIuVarLekmlYnwZIqCyAVTU1NoaWnBL3/5S/z0pz/Fww8/jLm5OUil0pyvBdE/mUwmtLW1oaenh1ZBAoEArl+/juvXryMQCKCpqQlPPfUUraykQqrqTDYgLS0SAWI2m9HR0SE464yswVdBYJOgcDiMhYUFThul2FqDQqEU+qRCXbNUE2Lz8/MAwAnbZE8Q1dbWijpBVArxcG9vL8bGxnD37l1cunQJX/7yl4vy2SymbkgqldL3q66uDvF4HOPj4wgGg/D5fHC73djd3UU4HBZsiul2u49oIz/rKBMegchG4Clm60gikcDn82FhYQF9fX10xLzUSEd47HZ7xiiIXNHa2opXXnkFb775Jq5cuQKTyYQvfvGLOT3JHB4eQq/Xo6amBmfOnIFKpcLW1hbcbjeWl5extLSEWCyGgYEBzM3Nobu7W9C1F6PCI5FI4Pf7MT8/j5qamqyS1jOBXWY/ODjA7Owsp41CtAYkm4j8iFVqLyaKreEp5vFkMhlkMhnHt4ZdKWBPiLEniPKZECtVNbC+vh6PPPIILl++jIWFBczNzRX8mKWOlWDrvkjVFkhtikmE8k6nE/39/eUKDw/KhKcAEIPwkBHzra0tABClQiIm+AhPNlEQycjmRlpRUYEvfelLGBgYwNtvv40f//jHeOyxxwSTjEAggLW1NfoURcy57HY7PvjgA2xtbUEmk2F8fBxzc3Oc/rsQ5NteC4VC2N/fRyKRwNTUlCDH5XzB10aJRCLw+XzweDxH3IbJT3V1dVYb4EkU2bJRbDKQfDx2pYCATBAlT4ixE8eT9V2pUGg/nHSYmprC1tYWrl69ymv4KTaOa6xEqpanz+eDz+fDj370I1y9ehV+vx937tyBwWDAAw88gAceeCCnMGMA2NzcxB//8R8jGAxCKpXit7/9Lccn6X5BmfAIRDYVHjI5kwuSR8zPnTuH+fl50cgOabfkux6b8ASDQRgMhpx0RcCnBCGbm4tEIsHk5CS6urpw6dIlvPHGG9BoNBgbG0s5HRWLxWAymeB0OqHT6SiROTg4wAcffIDV1VXI5XKMjo7i8ccfz9mlNNeWFlunU1tbi/r6+qKQnVRQKpVHsonYAY0bGxtHBLUk1Zrv81WKKa1iH+84VsDYE0QEyYnjFouF0y5J1doUEhxaKEgkEjzyyCNYX1/Hxx9/jCeffLKgxzuuhIcPbF3QP/zDPwAAXnnlFbzwwgsIBAJ4/fXX8Vd/9Vd46KGH8P3vfz+rtePxOF544QX8+7//O0ZHR4+VRUC2KBOeAiDXCo/T6YTBYEBtbW3OKeaZQIiKGIQnFotBr9fD6XRicHAQjY2NOd0MyTnl8iWqq6vDyy+/jFu3buHtt9/Gj370I3zuc5/D7OwsvWmwq2U9PT00s8fhcODDDz/E3bt3oVAocP78efT09CAej+dlyZ5LACnR6bS3t+PcuXPY3t7O+fiFBF9AI1tQy06pTq4ElQInuaWVD6FLlTjOjldIHqMmeqBSkjq1Wo3R0VGsrq7i4sWLBRUwl7qllS98Ph/m5ubQ09ODP/zDP8x5nTfeeAPDw8P4i7/4C+zv7+Oll17Cn/zJn+R9fqVAmfAUANkSHq/Xi7W1NchkMkxMTPBuDmKOuQtJHk4Hkhjv9XrR1dWVNvRPCPJtAUkkEjzwwANwuVxwuVx49913sbS0hMceewwajQZGo5FWy4iR4/vvv49bt25BLpfj3LlzmJubQ1VVFWw2G9xud87nQs4nmwDS1dXVIzodMYTPxQKfoJZv9DYSiaCqqgqxWIySoPv1SZEPpSA8Yh+P6LvY7ZJoNMohQW63G4uLi5x2WDHfy7GxMdy5cwfb29sFFeXeTxUePng8nqzc3VOB5AD+7ne/g1QqxcMPP4yHH34Yp06dynvtYqNMeAQimxuLXC5HMBjM+HtCW0G5tHxSIZdsLgJ2u625uRnV1dW8QX+5nJMYpoGVlZW4ePEiNjY28Pbbb+MXv/gFGhsb8fTTT6OzsxPRaBQfffQRPv74Y8RiMZw+fRqf+9znON4eYhANoQGkBoMBoVAIY2NjR1pXQo0Uj2s8BN/o7fr6Op08293dhc/nAwDOxinmaPVJd5Eu1sSUQqGghLaurg4WiwU6nY6SoN3dXfj9fjohxp4gEmPjTr6uLS0tkEql1KKhUChlhUeMQQ+/3y9KeKhMJsNzzz1H71Gf//zncevWrTLhKeMe5HJ5Wg1PJBKB2WyGy+US1AoiFSOxCE8u5IJEQdTU1NB2m81my/t8AHFzsAKBAAKBAKamphCNRrG4uIif/exnUKlUiMViiMVi0Ol0ePTRR3kFfGKcSzoSkspPJ5s17lfIZDIolUq0trbS/8cO30werWaToFw3zvu94nKcjgd8SrJkMhk0Gg3nIa1QE2LJxE6hUKCiokLQQ2U+iMViRTU6ZB9XLCsBMQjxhQsX8L3vfQ/f+973wDAMPvzwQ7z00ksinF3xUSY8ApHNjUWhUPBWUdgmfH19fRgeHha0LiE8YvSrs223JUdBiPHEkAwxKjzxeByhUAg3b96ETqfD+Pg4JBIJent78bOf/YzGYHR0dOCZZ55JOWEgBuFJFUCarNNJdzM6iYSHD3y5ROyNc39/H0ajEYlEgkOCxPaXEQufFcLDh0JNiPEdk1QKC4lSBZbG4/G8P9vksyHG52N2dhZPPPEEte548cUX8cADD+S9bilw/O4YJwDJpCKRSGB3dxdbW1s5mfCVIuVcaBSEGDfdfF4fwzDY29vD+vo6pFIppqenUV1djVgshqtXr+Ljjz+GSqXC1NQUPB4PVldX8S//8i+Ym5ujX2A2CuGSnEqnk2mN+0XDIzb4Ns5EIsGbQF5VVcUhQexWwEmf0irFhpztMdNNiLEdwMPhMJRKJYcEkQmx5NZSJBJBMBgsuMdMKTU8+R5X7M/+d7/7XXz3u98Vdc1SoEx4CgBCeBiGgc1mg8lkQlNTU84mfGIaGWZaK5soCFKFEIPw5LK5O51OrK2tQaPRYHZ2FisrK2AYBltbW3jzzTfhdDoxNjaGxx9/nN5wbTYb3n//fbz//vtYXFzE3NwcpqenacVHzApPJp1OOnxWKjxCkSqBnFSCDg4OsLGxgVgsRkNUI5GIaN8bIfgstbTyAV8MCvCpAzg7aFMul6OiooJOj1VVVVFvMhLSWSiI2VrK9rj5Eh6fz1eQavz9jjLhEYhcRMvEJff06dN5mTQVI/QzlygIcl75OgBnm3TObrOxg1MZhsF7772HpaUl1NXV4YUXXkBfXx/n7zY3N+MrX/kK9vb28P777+Pdd9/F1atXMT09jTNnzohCeEg14vr162l1OulQJjyZIZFIeEkQqQRFo1Ho9XokEgneJHmxUa7w5Ae+oM1oNAqbzQa/308tD4iNhFQqhcfjKdiE2P3c0nK73QU3ZrwfUSY8IoOMmIdCIdpeyRdiV3hI4CRBrlEQuVZm+NYRQnii0SiMRiMODw8xPDzMabNZrVZ88MEH8Pl8OH36NB599NG0r6OtrQ1f+9rXYLVace3aNczPz2NhYQEjIyMpjQszgZ3LBSCr3Ktk3E9j6dmg0CSO3ULZ39/HyMgIlEolgsEgr44kOUk+H5QrPOJDoVBQQ8vh4WFaoZ2enoZEIuFM+4kldCcQg3jkAjEqPG63uxwrwYMy4RGITDcWMmIeCoUwNDSEu3fvima2ls8oebq18omCAO5VZsQ4r0wVnkQiga2tLezu7qK3t5eTJ8YwDBYXF/HOO+9AqVTiC1/4AqampgQfu7W1FV/60pdw8eJFzM/P49atW4jH47BarZiZmUFfX5+gTcXtdkOv16O6uhpnzpzBJ598ktfGIGay/XFBKR16SSYRaYOwdSRutxs7OzsIh8O8JEjoeX9WCE+xj0m0NPF4HL/5zW9QWVmJ8+fPc6rmyUJ3k8l0RONVU1OTVWUvFouVLM4n3+N6PJ5yhYcHZcKTJ7IdMc8Fcrkc4XBYlLVkMhnC4TCWlpZyjoJgn5cYYmqZTMY7xs/WQDU3N+PcuXOcJ59QKIT/+7//w9raGgYHBzEyMpJzX7+urg5PPvkkzp49izfeeAN7e3t49dVXUV9fj+npaZw6dYq3LcnW6YyOjooWBVFuaRUWfDoShmE4SfIWiwWhUAgqlYpDgioqKni/4yfVh4cNhmGKLuQlJOvdd9+F3W7Hc889d+S7mGlCzOFwUI0Xm9TW1NSkJLWlzA3LF+UKDz/KhCdHxONxbG5uYm9vD729vbwj5mK6I/v9/rzXiUajsFgsODg4wOTkZN7kTKzpMZlMRsfGCUjFpKqqilcDZbfb8Ytf/AJutxuPPvoo5ubmYDab824D1dTUoLe3F1/96leh1+tx48YNXL58Ge+99x7GxsZw+vRptLa2csTdg4ODaG5uFpXoCiU8xzG76bgg2++fRCJBRUUFKioqjsQtEBJktVoRCoV4M6c+KxWeYpOseDwOk8mEO3fuYGZmRrDZILu9Sbyfkit7u7u7R0htTU0NfT+PU2BzNignpfOjTHgEgtxYkkfMk6sOBIQMiNEDzlfDw24JtbS0QKvVcm7ouUJMwkOISigUwtraGsLhcMpEZJPJhF/96ldQKpX4+te/Tt2esxU/84GIluVyOcbHxzE+Po79/X1cv34dd+/exdLSEnWdnZycLFiK/Wd5LP24gU9MG4lE4PV64fF46ERROByGTCajoa9VVVUFJSSlaC8Vm/AwDIOlpSXcuXMHQ0NDePjhh/NaL9OEGGmJBYNBKlMgo/KpQnHFhFhVwjLh4UeZ8AgEaa8YjUY0NjZmFPcSklJKwpMcBXH27FlEo1Gsrq7mfU6AeIRHKpUiGo3CYDDAbrennWxaWFjA5cuX6bQVmxCJ5ZKcjJaWFnzhC1/AzMwMPvjgA3pNNzY2cPfuXUxOTmJgYEDU8ncxW1rHNeX7OEOpVEKr1XIyp27duoW6ujqEQiHY7XY6Vp2cJC/WtS5FBaKYhCcWi+Hy5cu4c+cOent78Xu/93sF+5zykdr5+XlotVr4fD5sbm7C7/fT1hkhQWJPiInl/ePxeAoau3G/okx4BEIikSAQCAgeMVcoFHQSJF/kQnj4oiCAezesQo+4ZwOGYeBwOLC3twedTpdysolhGFy5cgXXrl2DTqfDs88+e0SAWKiqSDgcppN3n//856FWq2G323Hnzh3cuXMHBoMBVVVVGB0dxejoKDo6OvI+plDCc3h4iGg0Co1GkxO5FstLSSiKqXMpNpGTSCSor6/nfOej0SitHKyvryMQCHDSx/OpHJzkltbh4SEuXbqE/f19DA8P4/Tp00UndxKJBA0NDZxpUBKK6/P5CjIhJmZwaLnCcxRlwpMF+vv7BW+oxTQLZCNTFIRYQmMgf8LjcDgoKdNqteju7ub9vUQigbfeegs3b97E9PQ0nnzySd4bvUwmOzJynw/S6XSamprw6KOP4uLFi1hfX8fS0hJu3ryJTz75BGq1GrW1tejt7UVbW1tOm1ImwhMIBKjHjFKpxMbGBuLx+LGOXzjpVSQ+AqJQKHg3TUKCkisH7PTxTBv8SWxpMQyDmzdv4v3334dUKsVzzz0HmUxWEqE0H/hCcROJBCVBqSbEkl3AU+G4JaWfNByfu+EJQzHMAtkQGgUhpr8LmfjKFj6fD3q9HjKZDFNTU2AYBgaDgfd3E4kELl26hOXlZZw/fx4PP/xwypu8GBoe4NPcK5PJhPb29rQ6HalUioGBAQwMDCAcDsNoNGJlZQUmkwn/+Z//CY1Gg5GREYyMjKC1tVXwBpWqWhWPx2E2m2G32zE8PAyNRkPHZ1PFLxASpFarjzx9lqfBxIPQiotcLqc6MAJSOfB6vdje3obf76fGimwSxN74T1pLy2q14p133sHe3h56enrw5JNPora2FiaTqSSER+gxpVIpbx5cIBCAz+ejE2LRaJTXAJP9mRGzpVWu8BxFmfAUCGISnnStmmyiIABxn7KzrfBEIhEYjUZ4vV4MDQ3RG34oFErp/vzmm29ieXkZFy9exPnz59OuL0ZLy+PxIBAI4ODggDdrKx1UKhUVOr/33nuor6/HysoKFhYWcO3aNdTU1GBwcBA6nQ49PT1pn+SSiQg7fLSzs5O2/iKRCN2E+OIXyI3X4/EcCeJUq9WIx+OiGJ0dR5RiaipX8FUO4vE4JUHs9gkhQZFI5EQQHrfbjatXr+Lu3buoqqrCU089hbGxMc6gSCkmw/KptLC/i+wJsWAwCJ/Px/F+Yk+IifVdLFd4+FEmPFkg23gJPm8ZsY6bSxSE2BBKeBKJBDY3N2GxWHhJGZ9jM8Mw+N3vfoelpSU8+OCDGclOqnWEgq3TqaiowMTERE7rECgUCkxMTGBychLBYBAmkwkGgwHLy8u4efMmFAoF+vr6oNPpMDAwgKqqKs7fZxMeEnpaXV1Nw0cZhkE8HgfDMEgkEvSzJpFI6OcgmQQRsE3aIpEIlpaWAOBIJegkkqBCQmyCJZPJoNFoOE/q8XicvnculwvhcBh2u/1IK7NQ752Y5MPtduPatWu4e/cuJBIJzpw5g7Nnzx55yChFiGc8Hhf9fso2wGR7P5GJP5IJFw6H4fF4OJqgbHVeZcLDjzLhKRAUCgWCwWBB1s41CkJsZCI87KiFtra2lCP8fK2ohYUFLC4u4syZM3jooYcEnU8uLS3ip2S1WjEwMIDm5mZcvXo1782LtA5lMhkqKysxMTGBiYkJxGIxbG1twWAwwGg0Ym1tDcC9qIu+vj709vaio6ODpkQvLy/D7/dzRvTZZEcmk1FX5kQiQf+MvDZyLskkiNxM9/f3MTExAZlMRjdSq9UKr9cLhmHKJChLFLqiJJPJjrRP2traOC7DRqMRDMMc0ZCIoQ0Rg/BYrVbcuHEDer0eEokEp06dwuzsbErTzlJVeIrxWZdIJJwJMZVKhUQigZaWFg4JCgQCnO8teYhJdV38fr9oTv8nCWXCkwWyrfCIndTsdruxtraWcxQEAdmM872JpCM8h4eH0Ov1qKmpydgaSm5FGQwGXL58GcPDw3j88cfz1r3wgU3G2tvbOdNhYkwupYqGkMvl6O/vR39/P5588km6QW1sbODq1av46KOPoFAo0NTUBJlMhjNnztBQU0JqyGuUSCT0BwDnBk3ID/n9dCSIaEGSnWpJJcjj8WBvbw8+n4+SICLMzoYEFVsvVGxtUinCQwnh5XvvSCuTreeqqqqi5FWokDb5mLncN2KxGNbW1nDz5k1YrVYoFApMTU3hzJkzGd3JS1HhKVVSOmmlpRK7kxbnzs4ONaMl72VlZSWtCgL5x1OcRJQJT4EgJuEhJlh6vZ4KVfMBISqFIDyBQABra2uIx+O8U2J8YG8SDocDr7/+OlpbW/HFL34xqw1EaEuLtIiqqqp4yRghTvlcHyHicIlEgtbWVrS2tuLChQsIhUK4c+cOlpeX4Xa74ff7sb29jdraWnR1daGjowNdXV2or6/PeG7kz9ORII/HQ/VTRA+SqhLEXoPcdNkkiC2uPU6VoJPsfJxOtJyqlUlE7QcHB1hfX896miib7wXDMNjb28PKygr0ej1CoRDq6+vx6KOPYmxsTLA+7qSlwqcDib7gQyqdF6nura6u4k//9E8RDocRjUbxd3/3dzh9+jSmp6dTDrEIAcMwePLJJ9HR0YGf/OQnOa9zHFAmPAWCGIQnGo3CbDbD6XSisrIyZZ5TtiBEJd9WGJvwxGIxmEwmOJ1O6HQ6joGXUMRiMbz22muQyWT4yle+kvX5ZWpphcNhGAwGBIPBlC7OZJ18xc/ZrhEIBLC6ugqZTIbnn38eKpUK7733HjQaDTY2NqjJIXBPa9PV1YXOzk50dXVBq9UK2mjJDTyRSGBjYwMejwcTExOoqKigRIhdCSItM7I2IUF8EymEBFksliPiWrVa/Zkor5eiwpPN8fhE7anypvimicjvZzqm0+nE2toa7t69i8PDQ8hkMgwODmJ8fBw9PT1ZX6NSaXhKQdqzFS2zW5wdHR24evUqQqEQHnvsMbS1teHSpUv467/+a7hcLvzHf/xHVsHKBP/8z/+MiYkJuFyurP/ucUOZ8GSBYrW02FEQPT09GBoaoineYkCs6hNJXt/a2sLW1hY911xv+pcvX4bdbsfzzz+fUwhnulFuknsmJPdKLMIjpKUSi8VgNpvhcDgwNDREnXtJBa6rqwtjY2OQyWRwuVzY3t7Gzs4Otre3qWN2RUUF2tra0N7ejra2NrS1tfESY4ZhYLFYMr5XpALErgiRc8pEgojpInny9Hg8dMIoGo3Sp3pSCSq0p0sxUYrj5Xv9UuVNBYNBKoze2tqiJqqhUAhOp5MmyZPf39vbg8lkgtFopBtjZ2cn5ubmoNPpspp2TEYpqi2lbmnlg3A4DI1Gg2984xv4xje+AeDT6m622NjYwKVLl/DDH/4Q3//+9/M6r+OAMuEpEIjTcjbgi4IgH/5i+/pkAsMwcDqd8Hg8aGhowLlz5/L6oh4eHmJpaQlnzpzBwMBATmskE5Vk0bTQSTaxIirSrUE2ifX1dXR1deHs2bNHdDoDAwOwWq10lLy2thZarRZ9fX2orq6mvXyLxQKLxYIPP/yQrq/VaikJam1thUKhgMlkglqtxpkzZ9JWz9itLYJsSRCfuHZ7exvhcJhOGPp8viNeM2KToGIb852EFhp7mqilpYUeKxQK4caNG3C73TCbzbDZbJQUhUIhSKVSdHZ2Ynp6GgMDAzk9tPDhpPkNpYMYRMvtdh+pXufq5P3tb38b//RP/3Ri9EBlwpMFstWTZEMqUkVBsNcTk/Dks5bX64Ver4dSqURlZSV0Ol1e5xOLxWAwGFBXV4eLFy/mvA77mmfS6aSDGOaM6So8brcbq6urqK2t5YyZswmFRCKh1Rrg07YRqZh4vV4A9yol4+PjOH/+PBQKBWw2GywWC33ivnPnDn1NhAT5/X60tLSgqanpSDxHutfDvumR6yOEBLF1QRUVFTTslfxushCTTYJIO+yk3HDFRDGdlsPhMKxWK7a3t2E0GnFwcADgnvdUa2srGhsbUV1dTT8DJFC1trYWFRUV953LdiwWO2IVUQyI0UoTy3TwX//1X/HUU09hYGAAGxsbea93HFAmPAWC0C94pigIAjEjIXJdi2hgAoEAFU9/9NFHeZ/P/Pw8gsEgnnnmmbx0RVKpFLFYDHfu3EEgEEir08m0Tr7tCb4qEVtDNDY2Rp+A2WSHTRCS10uumBCy4PF4sL29TSsmdXV16Orqgt/vx87ODmpqahAKhWj47e3btwF8mhXU3NwMrVaLxsZGNDY2QqPRCBZFCyFBbF1Q8oRgKq8Z9usiJCjb6IWT7iBdqMoHwzBwu920cri7uwuHwwHg3mems7MTFy5cQHd3N5qbmznnkOwrY7VaEQqFoFAoOPYGlZWVx5oElVLDk2+FRyzCs7CwAL/fj/fff59O3X7/+9/HX/7lX+a9dqlQJjwlgtAoCAKxs7myITxsN+eBgQG0tLSIdrMKBoP4+OOP0dTUlDJLSwiIEDcQCGBwcDCvcxS7pcXWZLGvX6oxc6FIRRZ2d3dhNpuhUChQXV0NiUSClpYW6HQ61NbWIpFIwG63Y39/HzabDbu7u1hZWaFryOVyNDQ0UALU2NiIhoYGqNXqtJtAKhKUSCSwvb0Nq9WK4eFhxONxzudPKpVyiF6q10U20WxI0HHeVPOFGC0tQm5sNhtsNhv9TBAPMZVKhba2NgwPD6O9vR0WiwXnzp1LuV6yrwxBOBw+QoLkcjklQGq1+liRoFK1tMQ4rtvtFoXw/PjHP6b/fuXKFfzkJz+5r8kOUCY8WSGXL2PyTSnbKAgCsTU8QtZi60wK5eZ87do1RCIRDA4O5kQyknU6bPFlrhBTtHxwcIC1tTU0NzdT40ViDpgr0UmFUChEq4Wzs7PUp4mEVXo8HmxsbMDv90Mmk6GxsRH9/f1Qq9WQy+VwOBxwOByw2+1wOBzY2tqik2HkNWk0GpoDRX4aGhpQW1vL+xqId1RjYyPm5uY41gGk9ZVcCSLHSiZBySO5bF+Sra2tI1GDJL4AACAASURBVCGc5BoflxF5sZHt5hgIBOh7zH6vSR6eVCqFVqtFf38/Wltb0d7eDq1WyznG/v5+TufKR4LYlSC73Y5gMAi5XH4kSb4UKJVoGcifpBciR+uRRx7BI488IuqapUCZ8GSJbMzTiKZELpfnHQUhl8tFc26WyWQZBdVktFSj0VCdSSrk+qQZCoXwySefYGxsDBqNJus2m8fjgV6vR2VlJdXpWK3WrM8jGWIQnlgsBr1ej4qKCkxPT1PywXZJFovokOiO/f196HQ6OulFwBdWGY1GKQkymUwIBAL0iXtsbIw+cYfDYTgcDrhcLrhcLjidTjotxv4MyWQy1NbW0spMdXU1/H4/lEolxsfH0djYeKQCxNcOSyZBsViMI4ZmkyA+XxJ2EnkkEsEnn3xCz429iZ4ETRDf9y4cDuPw8BButxuHh4c4PDyk7xv7/qFUKtHQ0IDh4WE0NzejubkZjY2NaTd5sVuESqUSWq2W83kln0u2w3AwGMTa2lpR379StbTEQDk4NDXKhKeAIFUZl8uVdxSEGJNV7PNKRZ7YmqLJycmM/imEHORyc7h9+zai0Sjm5uZgs9kEkwy2lihXnU465EN4iB/RwcEBenp60N/fDwB5t69SwW63w2QyobW1FXNzc4I3Aj4nV/LETYJGA4EAlEol1Go1mpqaMDAwQAWoDMPA5/NRInR4eAiPx0MrOqFQiK67uLhIPWCqq6upIJn93+RHpVJxQiOB7CpBbHJntVoxNzfHIUGbm5u0wpXcDjsu7ZRUYGeg+Xw+mM1mGkDp8XhweHjIue4AUFlZifr6egwMDNDWpFarRU1NTdavtxg+Q8mfy3g8jhs3bqCpqYnz/rEreUI1XdmgFJVBsQil2+3G0NCQKGudNJQJTwHBMAxu3ryJqqqqvKIggMKPpUejURiNRhweHmJ4eFiwMydZK9ubA7k2bW1taG1thcPhyEjoiE5nb29PdC0RG7kQnuQx846ODtTU1BSM6BBiqlAoMD09nZfPCQHfE3ckEoHH46HxEsFgECqVigqom5ub0dXVBYlEQicNGxsb0dHRgUAgALfbDbfbDY/HA5/PB5/PB6fTia2tLdpKYUMqlaKyshKVlZV0NJr8e2VlJW2NyOXyI/9MrgQR8FW42CSIaL/YJEitVqOqqqpgGzzDMIhGowiHwwiFQgiHwwiHw7SiEQgE6A/7v5M3RXYLSKfToa6uDhqNhla+hE7hCUEpU8v53j/SzmRrusSyOBArtTwbiHV9yxWe1CgTniwhpKUVDAZhMBjg9XoxNDREzdjyQaEID1tQ29vbi5GRkZwMFrO9se7v78PhcODpp58+ck7JYBiGThilCyFl/36+OVjZEB6+MXOTyUTFuWK2r2KxGNbX1+FyuTA0NFTwRGSlUkmFywShUIhWgnZ3dxEMBhGLxSCVStHb24umpiaoVCpUVFSkJc6RSAR+v58SIZ/PR2NUyAZPKk185IgNqVQKlUoFpVIJuVwOqVSKcDiM7e1tmk0kl8vpn8vlcs7YvEKhQCKRgMPhgMViQTgcRiQSgUwmQ1VVFYdosYNa2RNpxGcoGo0iFovRf5J/j0ajiEQilNyku48oFApK+NRqNVpaWmiQK9nUt7e3MTIyUjSdSzHH4NnH5CMBqWIWCAkiPk8Acoo9KURaupBjikGyyoQnNcqER0SwoyAGBwehVCpFe8ISe0orGo1SsS9bUJsthOZXJcNoNAIA9fBJRXj4dDrpIFbwp5DXFA6HafsmecxcoVDAbDbTiQm1Ws1p12QLIs5eX19HZ2cnZmdnS9aCqaioQEVFBbRaLXZ2drCzs4P+/n4oFAp4vV4sLy8jHA6jsrKSVoLUavWR7wL5frCf3FMhHo8jGAweqYgk/4RCIbjdboRCIVRVVSEUCh0hHrFYrGAj67u7uxyCpVAo6L9XVFRQ4pTqh1SyhLS9LRZLUasQxFupmMiGBKSa7iNtQIvFAr/fTwNw2WPyfMe4X92dy4QnNcqEJ0uksuJPjoKQSCTwer2ikhSx1iLTGjKZDKdPn84rnytXbZHRaERHRwfVCCWTjFx1OmIEf2YiPEQkbLFYOFEV7Cf+trY2aLVaTiUkFAqhoqKCEgCNRiOIEHu9XqytraGqqgozMzOitilyBWlfabVanD17lm4Yyc68Ho8HLpcLm5ubiEQitGJB0taFvhaZTHYkDDMZRM80NTVF22xssKsyhACxqzXkvIFPbQWIdohUgkheWyAQgM/ng9/vRzgchlwuRyAQwNDQUNFGrIud3UV8lIqJfL/LyVlTZE0Se2K1WuH1esEwDCdJvhQeTmJWeApd+b1fUSY8eSBdFAQgflUm37XI2HIwGERlZSUmJibyPi9i9pcNSHXp/Pnz9P8R4sQmE7nodNiTcbkiXQip3W6HwWBAS0tLxjFzUglpamoCcO/zEg6H6QTN1tbWERKgVqvp0300GoXJZILP56MbaalBiGg0GsXk5GTKdopEIqFaHDYJCgaD8Hg8cDgcWF9fRzQaRXV1NYcEZSvqDwaD0Ov1kMlkafVM7BF3cgw2CWK7RZPzJXqgZEPI5A0lGo1iYWEBoVCIM2JNXlNtba3oJKjYLaZSRDwUYlqKLXgmYAvCbTYbAoEA5ufnaSWItMPyDVxOBzErPGXCw48y4ckRmaIggHskJZP2QCjycf8lug+73Y7BwUE0NDRgcXFRlPPKxbXZZrOBYRiOXw4RvW5sbAjS6aSCWB46yWP7fr8fq6urkMvlnKpYNmPmbBLERwIODg4oCZBKpQiFQujo6MDU1FRBb7RCkEgksLOzQ80Tm5qast5s2RlN7KDKQCAAj8dDKzTxePwICeLbCEhl1Wq18o7jCwGbBLHX5SNB5H3mI0GkbdXb20vXYfvMEDM/4jgsBgkqNgEphWi5WMdMJkEejwczMzM0Sd5ut8NsNiMej6OqqorzHor13RSL3AUCgYzTtZ9VlAlPlggEArh7927GKAjgHhnw+/1FPDsu2N4/XV1dOHfuHCegUgzk0tKy2WwAPm1/kEkLmUyWde5VMsQiPGQNMmbudDoxMjJC9SZiTV8lkwBi4V5TU4P29nb4/X7cuHEDiUSCOtJqNBrB4ksxcHh4iLW1NWqrIOZx2WndJDeMYRjactjf34fBYOC8frVaTd+XpqamrMbxhSATCWK/7+Szzx6lJ38/1dQbe/Q/OXYhm+ypYre0SjWlVQqSRcgsaaOyP5uEBDkcDmxsbCAWi6GyspJDgnJpO4tR4SEPxSfBZ6oQKBOeLBGLxdDT0yNobFvMlla2cDgcnE2K/RQi5k0yF8Lj9XohkUigVCpp7lV7ezsYhsl7vDpXETUbpKW1u7uLjY0NdHd3U11WocbMSasoEolgYmLiyBNauvBQQgLEThqPRCIwGAwIh8MYHx8v2lMjGS8mpA/4tOXgdDqxvLyMSCQClUqFYDCI3d3dtOJTMZCOBIVCIZhMJtTU1HBiM8hng10JSjf6n5w9xW6H8ZGgzwLhKYUfTrpKC5ugs6uUwWCQJsdvbW0hGo2ioqKCQ4Iy3dvEammJdU86iSgTnixRV1eX0aWYQKFQCP5doch0k/P5fFTPMDU1VfCR1VwJj0qlwvXr16lO5+DgAC6XK+/zSae/EYpAIIDd3V1q5qdQKKh4tRAuydvb29jb20N/f3/KVlG68FC3242trS34fD7O75Gk8WzPU4z2ldiQSCQ00FKn06GpqYmaHxaTBCafk9VqxebmJvr7+9Hc3MwxSExVCeIjQcmj/3zZU0qlkrOBfhYIT6kqPNmQLHaVNlm07/V64Xa7sbOzQ0l6Mgki72E8Hs+7PVYK64D7CWXCU0CIXeFJJ8iNRCIwGo3U+0fIqK9Y5xSJRAT9LvHT2dvbg1Kp5Oh0xGhF5bsOGTP3+XxoaGjA6OgoPe9Maea5wOFwwGg0oqmpCbOzs1k/yfKN4bJzs8xmMzXUY0+GpdONFLJ9lSuINQGJOSGff4lEIjhBnmwwJPYi3/eQaLqqq6uPnBMgXBNE/k4yCUoXwElMIAOBAG7evMlph+VjfZAJn5UKjximg2zRfnNzM4BPhxYIkbVYLAiFQpQEEWfzfIisz+dLK7P4rKNMeAqIYhAe9lRTNmGkgDglcaEVHq/Xi9XVVVRUVKC+vh4ul4tzUxErOiOXdZLHzDs7O2GxWArWviLZQABw6tSpvBy4k5EqN4u4JZMJFBIZQX6kUimMRmPR21fpQHQ6Xq8XIyMjnKmaVEiXtO7xeLC5uclbCROaz0TCfx0OB4aHhwX5nWQrjAaEkaCFhQWMjo7SdhjZQPlaKWJVI0tBeIod4lmoHK1Uk5tE1+V0OrG7u4vt7W1BLU0+uN3uYzHNeVxRJjxZIhcXYrFA1lOpVEdSwrOdaiLTVfneTDIRDLafDtkgTCbTkSqMWIQn2woPcXBmj5m73W7E43H63olFdMhmeXBwgMHBwZyminKBQqE4ohsh+UskPDQYDKK6uhqNjY00SFSMuIpcwDZZZOunckWqpHVCgtbX12m+VjIJYh+XBOq2tbXhzJkzeXs9kXMjEEKC2MGrRPPW1NR0xPqAXUUIh8OcVgoxwcwWpWppHScNj9iQSCSUyNpsNnR3d6Ompoa3pSlkwo8YnZbBjzLhKSDELi0TwsOe5Ml1qkkmk4kikktFVNL56VRUVBwJOSx2S4tonRQKxZExc4VCAb/fj4WFhSOTUbnc8BmGoWOtbW1tmJ2dLfkUhUqlgkKhgMPhQFNTE/r6+hCLxWgIZSaPoELB7/fTlPlCmiwKSZD3+/1QKBSorq6mrbFTp04VTBcnhASR71okEqEGimwSlM7/iW2CGQ6HaSWI3Q5Lh5M8ls5GqZLS2cfla2ny2RyQLDW3200f1soVntQoE54sUUpBGMMwVJCcaSQ+EwjhyRfJhIfodEwmE6dqwkZNTQ0CgQCHcBWrwhOLxTghqXxj5gqFArOzs2AYhm4SuYqCyQauUqlEC/nMF6mmr0j8AVtzkGwUGIvFjpAgMVoO7FZRMTLC+JCc1E3ysTY3N1FXV4dEIoFbt24daQcKbTfkAj4SZLfbYTQaqZs0+d6kqgSlI0Ek4Z6kriePV7M/ryepvXTcjglkntLim/AjJP3mzZv4r//6L5jNZsRiMXz729/GzMwMZmZmMDIykvX75vf78ed//ud0ivaJJ57A3/zN3+T82o4LyoQnBwgJEGUjX60M0TIcHBygq6sLg4ODOa9FkIthIB/YRIWt00kXWUGeQDweD91cCq3hIZ5EGxsb6O3txfDwcMYxc4lEQvUgXV1dAECrIEQUTKoApApENsB4PA6z2YzDw8OSbeDJYBiGk31FIjFSIZVRIPHIIcQ2Ho9zPHJqa2uz2jAODg5oMGy+rSKx4PP5aCDs+fPnORtGpgT5fHPT3G43lpeXOZ8pMvK+traGWCyG6elpzvcr2SeIPU0IpCdBbILLniza3t7mjFeHQiFBOiox8Vmq8OQiliYk/fnnn8fzzz+Pn//859je3sZjjz2G69ev42//9m/h9/vx2muvZbWu2+3GSy+9hAsXLiCRSGB0dBTf/va3OWax9yPKhKfAIBWHXL5AZDx4a2sLPT096OnpySv3ig0xCUY0GsXy8jL8fr8gIScZ3bRarZTwiNnSSrYCODw8xOrqKurq6nD27Nm8xszlcjmnCgBwN0CLxQKfz4doNIr6+nr09vaKKkrOFW63G3q9HvX19XlNX6XzyCFj40LHw0OhEPR6PSQSCR544AHRPtv5IB6PY319nRpN8rUHUo2Rk88AOzeNfQ2Evr6DgwN8+OGHnP8nkUigUCig0WjQ2NhI4wPIZ7GyshJSqTStWSK7EkRcmpNJEN9kESFBTqeT6oKS22GFaj2WqsJT7EoWQb7kzuPxoKWlBY888ggeeeSRnNdpb2+n32+/3w+lUnksHtryRZnwFBhEd5PNl5ZhGBwcHMBgMKCpqQnnzp2DXC7H9vb2scrmIoTM7Xaju7sbY2NjgkhDY2Mj5HI59vb2MDY2BkA8wiOTyWicB8kOI2Z+pAUo9pg52QCVSiWcTicaGxvR2dmJYDBIn5TZehiNRiOqJX06FMM8kC+bKHk83Ov1cn6PBNjqdDoOcSglHA4HDAYD2tvbs06jTyUeJiSItIyEhMcODAzgO9/5DtVqGAwG2u7w+XywWCzQ6/Wc7wuZfiQEqKGhAU1NTairqztCgthEKJkEyWQy+rqTSZDP54NarYZWq+UEwxKjPTHchpNRqgrPcWg95wKPxyNqFSYej+Ob3/wmfvCDHxyLB5J8USY8OSCblpZcLkc0GhX8BfJ6vdDr9VAqlZienuZUB+RyOYLBYE7nnIx8KjxEhEumm9gtD6HHbmtrw8bGBv1/YmkgSJip2WzG3t4eNakrpEtyJBKhItfh4WG68dfW1nKelPkyo/JpBaVDtu0rsZHKI2hvbw9msxlyuRwSiQTr6+twOBwpJ6OKAeK/lEgkRKs0pWsZpROGE6IglUrhdrvhcrnwuc997oivViKRgMfjgdPppD8ki255eZn+nkKhQHNzM+ensbGRQ7aTSVBydhghQcQEMF0wLHEb3tzcPBK5kIvo/bOk4REDHo9HtCmtaDSKb37zm3jhhRfw9NNPi7JmqVEmPAWGQqEQVEnhG99Ohtjp67kQHj6dzv7+ftbr6HQ6XL58GYeHh6KVShmGoU/Tvb29OH/+PB3fJTdvMV2S2aSir68PIyMjKdfly4zK1ArK1SSP3b5im+KVEsQYMxQKYWZmhlaahHgEFUoUTHRd29vbGBwcpNWZQiEdUWALw8PhMCKRCNRqNQYHB3mHE6RSKR217+/v5/xZOByG0+nEwcEB9vf3YbPZsLy8jBs3btDz0Gq1aG9vR0dHB9rb21FfX8+5xmynaOIV4/F4oNVqEYlEeCtBfG7DhAQ5nc4jJIgQvHQk6LOi4ck1GDoZYiWlRyIRvPTSS/jqV7+KF198UYQzOx4o/Z3wPoSYXjxkOmV/fx/9/f2c8e1s18oGRHsjFKQ14vP5MDIykvdTxNDQEC5fvgy9Xo+zZ8/mtRbwqcgUAJqamugmkKzTEevmSRyJ8yEVqVpBySZ5MpmMugSnq4IQUhEMBjE2NnYsHFcZhoHFYsHW1hb6+vqOfL75PIIikQjcbjfVRBE3WvL6c/WRYcPn82FlZeWIe3OxwSYKTU1NMJlMcLvdGBoaQiwWoySIpHQLmY5TqVRoa2tDW1sbJicnAdx7Hw4PD2Gz2WCz2bC/vw+9Xo+lpSUA91pi7e3t6OzsRHd3N1paWuj6RJze09ODuro6TnwGcLQSRL5j6UgQIXgkfDNVAnkpoiXu56qSWBWe//f//h+uXLkCh8OBf/u3fwMA/P3f/z1mZmbyXruUKBOeAiMVSWEYBnt7e1hfX0dHRwdNMk8HsYTGZK1kLxw+JDs5C9XpZEJdXR3a29tx69YtzM3N5bxmNBqF0WiE2+2mFZbt7e2Ch3xGo1FMTEyI7smSyiSPVEGMRiNvFeTg4IBWmtKR5mKCtGdra2uzIhVKpTKlHoZoosgINVsTJUQzwp6eE+reXAyQSbXOzk7odDr6/vElyOcyHSeRSKjv0PDwMF3T4XDAYrHAYrFgd3cXZrMZwL33oKOjAyqVClqtFjMzM0dIJvlupdIFZSJB7Mk/vgTyqqoqRCIRHB4eFk3zBpSG8IgVHCpWhedb3/oWvvWtb+W9znFDmfAUGHyEhzi2kqdLoeI+sVta6dZK1ulk6+QsBKdPn8b//u//YmNjA319ffS4QjZr0k4iE2yE7Hg8HsRiMdFdkhOJBLa2tmC1WmmgZrGQajLM7XbDZrPh7t27NFfK7/dTTUyhJmcygWioCAnNl1Sk0sNk6xFESEVHRwfOnDlzLEhhJBKhAuR0+qF003FkPJ7okLIhQWTa7NSpUwDuTeRsbW1hdXUVOzs79KFoaWkJAwMDGBgYQHd3N+RyOWfCiyATCSK/n0yC+BLIA4EAbt26hYODgyNVLlIJKkRl7n6v8JyEaapCoUx4ckC2LS3SOvL7/VhbWwPDMJicnMx6YkbsllaqapFQPx02cvEaGhkZweXLl3Ht2jX09fUJHuF3uVxUo3L27FnI5XJaZlcqlYjFYrh27RoqKys5bZBcnxDJRtnS0pJTyGehYLfbEQqFMDs7i+rqas7kzObmJiKRCKqrq0U3CUwFYjppNpvR1dXFqVSIjXSVAkIESRWksrKSutLm8r0rBEiFd3NzEwMDA5TIZQN2S7SjowPAPaJBpuPYurBkEpSqmiyVShEMBjEyMoJnn30Wfr8fm5ubMJlMWF5exs2bN6FQKNDT04OhoSEMDg5yKj/pSBBbRyeUBCkUCgwNDdFrxhb+m81mxONxVFdXc9ph+X7G7+cKTyAQKJgT+ElAmfAUGAqFAl6vFysrK9Tdl/2kng0KXeHJVaeTLsU90zmcPXsW77zzDjY3N+k6qW42xLclFotxNi52+0oul2N6eppTATg4OODcHAkJyjQVFQwGodfrIZVKj41PDFtom9y+4hPE8hEAdlxGus0vGwQCATpdWMhIiHRgVwra29upU/L29ja0Wi0SiQSWl5fBMAxqamo4pn7F1IkEAgGsrKygqqoKZ86cEbVVw3YCJ2BbBOzs7NCYDPbnoKqqCru7u7BYLBgaGqL3KI1Gg1OnTuHUqVOIxWLY3t6GyWSC0WiE0WiETCajocX9/f28ryUbEhSLxThiaLaYN5Xwn7TDxCJB9yvhIdfqOBh3HleUCU8OEPrUmkgkcHBwgL29PYyMjKSd4hGC5BtAPmBXePLV6eQTRHr69GksLCzgvffew+joKK8XD1vYTcbMAS7RAY66JCdXANgtgOSpKDJCXV1djUQiQceldTpdzgRVbJDpq7q6OkGamGQCAHArAOzNL9kkMJvP+MbGBux2O4aGho6MT5cKpEpZV1d3pB2b7BHEdw1ymY7LBPI9s9lsGB4eLlrrIVOCvMlkgtPphFwuR2NjI52sSr4GcrkcfX196Ovrw+OPPw6LxYLV1VXo9XoYDAYoFAqMjo7i1KlTaG1tTfsZykSCEokETQ1nD1ckV4KkUilt9fGRIFJxJCSIPOjU1NSk/f4Uu90pJsk6Dq3a44oy4SkA2HlSxBmVlJyPC0iFhy8tPFtIpdKcxdQKhQIPPfQQ3njjDTQ0NGB0dJT+GbmORqMR7e3tVNjNDlPMZsycrwVAbvxutxvr6+s4PDxEJBKBRqNBd3c3Kisr844GyRdiTl+xKwCdnZ0AuNdgY2PjSHK4RqPhTWYmRn2tra3HIhAVECZKTkUAiDCc7xrk6xFEyGpjY+OxuFbktblcLkQiEZw5cwZVVVWUBLGvQTIRJN+3jo4OdHR04NFHH8XOzg6Wl5dx9+5dLC0toampCadOncL4+LjgiTpyTYLBIO7evYu6ujpMTU3RhzO+BHny94SSII/Hg/39fRiNRjAMc6QSVKp2tRgVHmKkWkZqlAmPyCA3tqqqKpw+fRqJRAJ6vb7Up3UExAXYarUK1umkQr7TY6dOncLt27exurpK9ShkbLiiooKTCC/2mDmZipLL5XA4HNBqtejp6UEoFKLXh8QEZHLIFRvp2ldigm8yLJU/DiE/drv9WEVCAKCGjrmIkmUyWcr0dNISzMUjiOTgeb3egjld5wKPx4PV1VU0NTVx8svSJcibzWYEAgFeItjd3Y3u7m489thjlPT87ne/wwcffICpqSnMzMxkJOoMw2BzcxP7+/tHWurJlSD2Q08yCSKELBUJYq/j9/vh9Xo5JCgYDGJ7e5tWO4tBgsSIs/B6vcdm6vC4okx4cgDfDY7EGITDYU4GTyQSEU13Q5BPxYGt01GpVHQ6Ix/kqy2SSCR4+umn8aMf/QjvvPMOJicn4fV6OTe9Qo2ZR6NRmM1meDweDA0N0eNVV1dTbxgyFu12u3F4eIjNzU1Eo1FaIidaEDFvjB6PB3q9vmQ+MXz+OKFQCGazGbu7u1CpVGAYBqurq5xrUKzRYTbIdw+AqIn0yenpQObgUI1GQ49P4mG6urowNDR0LJ6+2RUwIQSM7xrwkWESoKtWqzE8PIypqSlYrVYsLi5iYWEBi4uLGBsbw9mzZ3lbxOQBh/hapXuQ4UuQz5UEJftgJRIJzM/PQyaTYW9vDz6fj1aC2O0wsUlQLBbL+8HB7XbzZr+V8SnKhCdPxGIxrK+vw263U7dW9o1NTKExkLtAmIxV7+7uUp3O1atXRTunfHOwtFot+vv7YTKZ0NLSgosXLxY0DoI9JUMmTtK5JJOxaLYgmOiB9vf3YTAYRBHDEl+hQCCA0dHRY2EeCHxauWxoaMCFCxcgk8nSjoazp+MK9YRMrAl2d3cxODhYlEwuvuBQMh1HdFGhUIi2KPr6+qDVao8F2SF2GO3t7XmN5acyiyTXwGq1IhgMQqlUYnR0FGNjYzAajVhZWcHy8jImJyfx4IMPora2luqa7HZ7yrBWIciWBJHw1GQSBNy7Z7PDM5PH/wkJqqmpoYQpXxIkhoZHzFiJk4oy4ckBZCPe3d3F5uYmurq6UhoHiik0Bj4lUEIJTzH8dPJtaTmdTuj1ehq4SZ4Gm5qask4zFwK32421tTWo1eqcp2RS+aKQ8v/W1hZ1SRaiA2E7Evf29uYtcBcLbAKWXBFINRpONger1QqDwYBEIsHRgYgxGcYWJZfaKoCQ4aamJlgsFmxubqKvrw9KpRJutxu7u7ucimAxLALYiMViMBgMCAaDmJqa4uTziYVMCfItLS2orKyExWLB7du3sby8jLGxMWg0GjQ3N3PaamIhFxJEoizYkRapKkE+n4+mx/t8PgCgJIjonYR+LsXQ8Ljd7jLhyYAy4ckBDMNgfn4edXV1mJubK2oZXyaTCa4YsYNI89XpiHVObJCx70QigVOnTsFqtaK1tRWXLl3CL37xC7z88suiTsuwxb+FqJ5IpVIqhu3q6gLwqUtyiz+xHQAAIABJREFUsg6EVEA0Gg3C4TD0ej3UavWxyb5iV8CyIWCZiGDyZBi5DkQMmwlsU8PjVAEjo+bV1dWYm5uj72GyRUCxwmMJyMMO25yzWEiVIL+zs4OPPvoIt2/fplUgAKLFhqRDOhIUDAapIWw8Hk9bCWKL/9kDEEQTtLu7yyFB7HYY3/0sFouVKzxFQOnvrPchJBIJZmZmSrIxCQn9JBt7sg6GD2JMIGVb4YnH41hfX4fNZuOMmUulUsjlcjz33HN49dVX8atf/QovvPCCKNMLpPVR7ORwPpdk8uTrcrmwurqKWCxGhdAej6eoNvp88Pl80Ov1qK6uFsUnhk0ECWKx2BExrFwu52hhkgXBZPMutKlhNhA6ap4uPJbtlExaJflWw4iDM8MwOH36dEFJhFBIJBJEo1E4nU489NBDkMvl+O1vf4tbt27B5XJhbGyMJsiT2BDyU8ghAYlEApvNhvX1deh0OjQ2Nh5JjxeiCWJXc5NJkMfjoSSIPBSw22FiiJbLhCczyoQnRygUCsGtKolEIlrqbzpNULJOZ3R0NO2mkKseiG8dIUGkDMNgf3+fTtIkj5nX1NRgbW0NMpkM09PTWFhYwK9//Wt86Utfyvnpx+VyYW1tDVqtFnNzc8fCJVmpVCISiVCfn5aWFjoVxvf0L6ZBYDoQQavL5cpLTyEEcrn8yEQQnw5EpVKhqqoKHo+HViqPw+YN3GshkEmnXEbNUzklp6qGCfEIYhgGVqsVGxsbOTs4FwKJRIJ+ttjWCt/85jexuLiIDz/8EAcHB3jmmWfQ09NDtWFOpxMbGxuIRqNHYkPEeCiIRCJYWVmBXC7nkPtM7bBcSBAB8YHyer3Y2dmB3+9HIBCA2WzOyweqTHgyQ5Jh0xZPfHLCEI1GBQt1FxcXMTk5KcqN2mg0ora2lpbKAa5Op7m5GX19fYI29k8++QTj4+N5t7qsViv8fj8GBgZS/g7RXFRWVkKn06UcMydPgR6PBwsLC7h9+zaam5sxOTmJuro6SgAy3ezI5E4ikcDQ0NCxsVsn01dqtRoDAwMpySZ5+iep4V6vN+c2kBAQ36jOzk50dnYei+oJwzAwm82wWCzQaDSIRqOIRCIF2fiyQSwWg9FohN/vx8jISMFHzdkmgW63O6VHUDgcxsrKClQqFXQ6XUmrhGx4PB6srKygpaUF3d3dvBu53W7H66+/DofDgYceeghnz57lfAbZLUHyE4vF8tJF7e/vw2w202GTXJBMgpL3Uz4SxIf5+XkMDQ1RQ0y/30+/7+QnEwn6wQ9+gJGREbz88ss5vZYThJQ3r3KFpwggVRkxCE9yhScfnY5Y6evp1knVXks3fUWmQJ5++mmo1Wp8+OGH2NvbQ3t7O5xOJw0SJDERGo2GTkmQFsP+/n7RJneEIBqNwmQy0diOTH4ZfEJJtjkeuw3EnojK5AuTDKKjksvlx6p6QnxiGhoa8OCDD1ICT7QWbrc758iQfEAeLLq7uzE8PFwUYpjKJ4mQIKPRCLfbjVgshsbGRmi1WiqCLSVxZY/AT0xMpCWGTU1N+IM/+AP85je/wfvvvw+n04mnnnqKvo98LcFUCfJsEsQXK0HafQDybtmKNSIvkUiOvMfJjuCZSFC5wpMZZcJTBBQi9JNNJHK1qRfrvPgIDzvHqK+vj7bXsh0zf/DBBxGPx/Hxxx9DIpHQmyC7ArK7uwuv14tYLIZoNIqGhgaMj48fC0Fr8vRVPpsknzkeaQO53W5YLBZqksgWRfPd0NnEkJ2dVGqwjfr4XKXZk2GZtDDJcRn5tASJsBzAsSCGxB9HpVLh4OAAra2t6Orq4lyHZI8gQoiLAbfbjZWVFbS1tQkegVcoFHjmmWdQX1+Pjz76CJFIBM8++2zatPd0CfLsKUHSHk4kErBYLBgYGOBUycVErtNh8Xj8SDuMT/tG2mFbW1sIBAL4x3/8RyiVSgSDQUxPT+c98fXDH/4QP/vZz8AwDL7zne/ghRdeyHmt44ZySytHxGIxwdUR0udn+1bkCovFgr29PYRCIfT19aGtrS3nDZSUmfPd7NxuN7a3tzExMQHg0zFz4q1Dvnx87SshYBgGV69exYcffoiBgQE8++yznE2cBFdKpVK0trbS/r/f7z8yEVXMjYrdvkoVrCg2GIahvjCkHRaNRjl6IEIqmpub0fP/2fvy6LbKM/1HtiV53/d4i21ZthOyeYkJkARKoJCEMswBSimUYVhKEhiS9gRK+AEtLSEwhQxQCBBCB5optKWkpVAoJARI7MQx2WMt3vdFki1ZliVdSff+/sj5Pq5kydZyJSug5xyfxLYsXV1J93u/932W4uI5jzkgILv0oqIi5OfnB9SdILtjcg4mJyedlDUkMHO2x+AXrIGMPoQG4eu5cyXmg+8RNDExAavVGlRCsMPhQEdHByYmJlBdXe33KLmlpQWff/45KisrsW7duoDeCyzLQq/Xo729HVarFWKx2Ck8VSirBH+Oy2KxQKFQIDExEcXFxU6/d1WFecL4+Diam5vx4osvIikpCYODg4iLi8OyZctwyy23YMWKFV4fU0dHB2688UYcOXIEVqsV9fX1aGxsDJuMPC8RGWnNJYTopPB5OlKpVBA/HW8UX96AdHj4MvPFixfTix2/q+NPHIRIJMKKFSsQFxeHzz77DH/+859x/fXXQyqVoqurC2NjY5DJZG4/lEQRZTAY0N/fD6vVOs0YT2i1na/jKyEhEoncpqabTCaMjY3h3LlzYBgGsbGxMJvNlB8TjLBMb2GxWKBUKhETEyNY0rqn3TFZ+Ds6OmAymSAWiz2OBE0mE5RKJRISEsLGLgA4P8ZWKBTIyMiYlSxNPIIIeZlfEI+Pj6Onp4fyovgjQX+Kc71eD6VSifz8/IBVdLW1tXA4HPjyyy+Rnp6OSy65xO/7GhsbQ1tbm1M8iztyOABBu4KzgaS7V1RU0M2wayeIXJ/54zDXIigtLQ1XX301XnvtNbzyyisoLCyE0WjEiRMnfOaXHThwANdddx0kEgkkEglWrlyJxsZGrF27VqinPacIj0/wBQhf08S9UTF5wuTkJJRKJSQSCSoqKjA2NiYIR8Ff/xx3mJiYwIkTJ1BRUUF5M0K7JC9duhTx8fH48MMP8fvf/x4VFRWQy+Woq6vzeL/uvEAI+ZEEkxJjvEAcksl9892bQ8Xx8Abj4+MYGBiATCZDdna2Uwekp6fHySSRnAd3gaFCgiRiDw0NhWSs5s4iwN1IUCqV0t13ZWVl2PDAiJ2Dq9LJF3gqiN15BPGjU2biRTkcDrS3t2NyclJQY8P6+nrodDo0NjaiqKiIelt5C7vdDrVaDYZhpo0h3Vkl8MnhxDiUcOkCUU+5wmazQalUApjOIfJmHOapCJqYmKDUhqSkJKxcudLnY9NqtU7v98zMTGg0Gp/vJ1wRKXhCALFY7FfB446nYzQaMTo6KshxBUpaJjJzEroXaJq5N8jPz8fSpUtx5swZnD17FsXFxT7dtyc/FE8Oyd4u/kSFFoh7czBAxmrEJJNcSN11QPgZSXxZOP88CDUSJFEVpEsxV3YBrg7BxBuJjDt6enrQ1tYW9K7gbCDdE184Md4iEI8g8jrOmzdP8LwwkUiENWvWYGBgAB9//DHuuOMOrz9XJEajqKjI67G/O3I43y+KJMjzR6O+qiV1Oh3UajVKS0u95hB5I5E/efIkFApFwN3RtLQ06HQ6+r3BYLjQxlkzIsLh8RMsy3pdxIyMjMBoNKK8vNzr+yZ+Oq48HcJXWbp0qd/HTkAs70tKSnz+W9JWj4+PR1lZGU6dOoWGhga/eTqzgYyJSPEXFRWF999/H8PDw6irq8Nll10m6KLJX/wNBgPMZjNNTCcLn0QicRpfyeXysEkrdh2r+Uvg5nNADAbDtPGHr4t/qCXd3mKm4+J3QAwGA4xGY0hckvnHRbLVghEL4S1InILBYIDBYIBOpwPLssjMzER6erpgHRBX9PT04E9/+hOuuOIK1NTUzHhbh8NBYzSqqqqCQtLmj0YnJiY8Jsjzr33846qurhZs42C327Fz507885//xGuvvYaLLroooPs7e/Ys7r33Xnz55ZdgGAZ1dXX49NNPaSF8gSDC4ZlL+MLh0Wg0aGtrQ3Z2tluejtCKL4vF4tPf8NPWCVmSrzIIRsjnwMAA+vr6po2JbrnlFhw4cADHjh3DwMAA1q9fL5hZnmtAIj8xfXx8HN3d3TCbzVQKXFZWFhZeP3zjOSHGau44IJ5GgjMRQDmOw+joKDo7O8Nu3EfI0p6Oa6YOCBmFGY1GAJjmkxTI4k/S1kMpgZ8JpLNht9tpYGtOTg6VTvNHo/zz4A05fCYUFxejoKAAzc3NWLp0qcdzOj4+DpVKhcLCwqCeL3ej0ZkS5KOjozEyMiL4cXV3d+OnP/0pLrnkEnzxxReCcN8WLlyIdevWYcWKFRCJRNiyZcuFVuzMiEiHx0/40uFxVTG5gytPx9POhGVZHD16FBdffLFfx82HVquFTqeDXC6f9baEb9Hf34/S0lLk5uY6ycwPHz6M1NRUJ1+cQD/YpF2emprqpPZyhVKpxCeffIKoqCisWbMGlZWVAT3ubCDeRwkJCcjNzcXU1BTd+QPfZAIRMnCoFipCsiXmjqEaq/F3/sQkkd/2l0ql6OnpoYZ4wYwJ8AVWqxVKpRJRUVGQy+UBH5e3BoGzvR8YhoFarYbD4UBlZeWcS+AJCCfGarXO2D1x1wHhx4b4ww9TKpX44IMP8MMf/nAal4fPIaqurp7TLhgfxPzUYDAgPj4eDMNAIpFMswnw9frAsiz+8Ic/YNeuXXjxxRdx2WWXBekZXLCIdHiEhi9v0pk4PL766QiZvu4th4fMnTMzM7F8+XK3MvOGhga66JFZN7nIkSLI2/ay1WqlElLXhG53qKysRE5ODj788EN88MEHUKvVuPLKKwXvuNhsNnR2dmJiYsJJfZWWluaUnWM0GmEwGNDZ2TlNCeTLefAWhMw6NjYGuVwecvMxfnFDYLfbYTAY0NvbC71eT6NYenp66LkIlSeMK/hdQyGl5p4MAl13/mTR4/OiyOaBdMF84XiEAuQaUFxcPCsnxhM5nHwuXPlh/MLY0/2WlpYiKioKXV1dTgUP4TYFg0MUCCYnJ9Ha2kpd4slx8RPk+SR5b8+DRqPBAw88gIyMDHz55ZdBjX/5NiLS4fETHMeBYRivbsswDE6dOoW6ujr6s5l4OrOhsbHRJ28FTzAajeju7vY49yV8IQCQy+UeZeaA+wKQr4AxGAxUEs6/2PO7NnzVTmlpKbKysny6gLEsi+bmZhw+fBixsbFYs2YNKioqvP57T3BVX/nqfcQwDO1+kPMQFxdHC8FASLBarRbt7e3Iz89HQUFB2Hjq8EnJ8+fPR1RU1IznIVQxESaTCQqFAklJSTNGewQT/EWPnAeJREJNI6uqqsJiPAqcL9jUajVsNhsqKysFLVLdnQd3PDmCN998EykpKbjhhhuoi7PBYAjI70dokKJ+dHQUVVVVXnH63HklkfOg1WqRl5eHwsJCfPzxx3jiiSfwy1/+Ev/2b/8WNsVdGMLjiYkUPH7Cl4LHdQzF5+l4m3vFh1AFjycCNLmYaLVaJ4+IQGXmruTPiYkJyv+IiYmBTqfz+5zwMTo6io8++ggajQbl5eX43ve+5/dOiIyvEhMTUVZWJsiCzI9HIBc5QoLljwRnKl4sFgtUKhVEIhHkcnnYjD1sNhsl2c5GSiaeMKQgJuchGDERLMuiu7sbWq12TrpgnsBxHPr7+9HX14fs7GywLEtzovibA3cRCcEG8f0qKSmhI+xggu8RRL742WlNTU2w2+24/vrrqYtzYWFh2Cz8ZrMZra2tNCfP380H/zzs3bsXf/vb3zA8PAybzYaf/OQnuPzyy1FbWxs2dglhiEjBEwxYrVavb9vY2IhFixZBqVRCLBZDLpf7vVtqbGzExRdfHPAH3Wq14syZM6itrQXwDeG1s7MTBQUFKCwspCM0vtRcSPUV2XHbbDbExcXBYrH4PQrjw+Fw4Ouvv0ZjYyOA8xEVNTU1Xi+ensZXwcJMPBhyHuLi4sBxHHp7ezE8PAyZTCaIe7cQ4I9jAlkg+XJoPi+KkGD94UXp9XqoVKoZwyvnAlNTU9Rl17XbxM+JIl/ekMOFgM1mg0qlCgsOEX+T9Mknn9BCOi0tjSrDCDF4Lo9xcHAQfX19qKys9CvmxxOam5uxefNm3HPPPbjqqqtw/PhxtLS0oKWlBTU1NXjmmWcEe6xvESIFTzDAMIxXfBqGYXDo0CEkJCT4nXvFx9GjR1FTUxPwjs/hcODYsWNoaGigYY0JCQlOxNJgycwdDgdt/bou3L6OwmaCwWDA/v370dHRgfT0dKxevRqlpaUen4eryimQ6I5AQcif/CKIYRgkJyejsLAQaWlpYUEANpvNUCqVQUvpdkcG5pNgSVHs+jrxu03hNCbiF62+XA9ci+LJyUkaJikUSZ4o1viuxOEAo9GIt956C6mpqbjlllum2QSEqhh0hWtCvVBdOJvNhh07duCrr77CG2+8Icho/juESMETDMxW8PCVTXa7HStXrhTkAvL1119jwYIFAc/TOY7D4cOHkZaWRv1HyOhHaJdk/mMSS3XSkp7twsQfAbmOwvi7fk/3w3EcOjo6cPDgQYyPj6OoqAiXX345lVoTEKWckOMrIUCsABiGQUlJCWw2Gz0PDMM4jYBCudslAaSjo6OoqKgIqUEZIQOT88D3SUpOTobNZvObcxVMTE5OQqFQIC0tjRJxA4HD4XDqAhFlGP/94I0iiiSIcxyHysrKsCikgW9GkcPDw2hqakJ9fb1bVRIpBsl5MBqNTnlZwYhPGRkZQWdnJ2QymaDjJZVKhY0bN+Lqq6/GI488EjbXoQsIkYInGLDZbLQgcAWfp1NSUoJjx45h+fLlgnzgTp06hbKysoDSwAlpWq1W46KLLpomMxe60AHOj6/UajXEYjFkMllArXLijkyKIG9UYQ6HAydPnkRjYyMsFgsuuugiXHrppYiNjaWBh3K5PGyUD3w1UWlpKbKzs6e9FvzRB9ntkqRwflSG0As+GROFSwAp8UnSarXo6emB3W6HWCx2WvDmcvTBsiy6urqg0+m8JrP6C3emmXwlkGuILlm4w00ZRpROmZmZMJvN+Oijj/CjH/2IKiJnA78zSDpixCPIH5dkAjLyY1kWVVVVghUkLMti9+7deOutt7Br1y7U19cLcr/fQUQKnmDAXcEzOTkJlUqFmJgYVFRUUE+IY8eOYfHixYLsnM6ePYvCwkK/iZdarRZqtRpZWVkYHR2lwXxkfMWyLKKiogRbJO12O80AqqioEHTGzYe7UZg7NZTFYkFTUxOOHz8OkUiEnJwcLF++HGVlZWHTCeBHVfiqJpppBMSXhPvzXG02G9ra2mjOVDiNifr7+6khXmZmplseDIlHCDQ3zReEA4fInRJIKpXS9PCqqqqwcb3mOA7d3d3QaDSoqqpCYmIi9u7di6mpKdx9990BfUYD9Qgi8vz58+cjNzfX7+NwxfDwMDZs2IDS0lI8++yzYfNaXKCIFDzBAL/gIX46hOTquqifOHHCSdodCJRKJbKysnwmrBJVFlH2xMXFUQJ0sMZXhA9TWFiIefPmhbSgmGkUFhsbSyXwAwMDiI6OxpIlS1BfXz+nFxu73U67TUKSpfnF4MTEBCwWC+Li4pyKoJl2qvzXMlSqHW9BRpGkOJypi8PPTTMYDE65ab6YA3oDviFeuHGIiDiBjGL4Cjn+uQh1R8xkMqG1tRXp6enUzqC9vR3vv/8+rrrqKixevFjwx+R3xEgRJJFIpsWndHR0wGQyobq6WjB5Psdx+Nvf/oann34aTz/9NK655pqw+VxdwIgUPMGA3W6HzWajPJ2Z/HTOnDmD4uJiQcYl7e3tSEpK8rr9bLfb0dnZCZ1ON01m3tjYiIqKCip7FerDFgw5txBgGAZKpRITExPU/ZRhGAwODqK/v58WPnV1dQGNDH0FX+VUVFSE/Pz8oF74PEnC+SMgQvycmpqCUqlEbGxsSB2cZwN/TMTnn/kKV3K464LnOgLyBjqdDm1tbSgoKAh5oT8TiLs06UDzX0vSEeOT5EPVEeMTuauqquhrabVasWfPHkilUvzkJz8JWQHG9wjS6XQwGo00YZ68JwLt1hsMBmzduhVTU1N49dVXIzJz4RApeIKBkZERtLa2IisrC/Pnz59x7KBQKJCdnS2IjLi7uxtisXjWWTYxzCPupMSYji8z1+l0GB0dpSQ/Vxm0P/NtEsIYTmGa/A6Fa0FBuh8DAwM4ffo0hoeHIRKJUFxcjGXLlqG4uDioHiikoJjr6AV+PhThA9lsNjgcDhQUFCAvL0+w7kegILlJubm5QRkTkQWPLP6uSsGkpCS3hV8wjfoCAf/97wvJlt8Rcxcb4i8Pho+pqSm0trYiJSXFyb+G4zjs27cPHR0duPXWW0Oe6UQK6rGxMVRXVyMqKsqjR5CvxplfffUVtm7dis2bN+P222+fcw7ctwyRgicYGBsbQ1RUlFfZLb52ZWZCf38/HA4HiouLPd7GYDBAqVQiKSkJ5eXlTjJzvkuya6IvnwMzNTXl5HyakpLi8QPNJ9iG48hDpVIhPj4e5eXls16UxsbGcPToUSgUCjgcDhodUVhYSPPChFB8OBwOJzO8YHGb/MH4+DiNE0lNTaUEcSG6H4FgrjhEM5lFkvMwNTWF7u7usJN0WywWJ+l0oB26mXgwvnDE+LwrVxoAx3H44osvcOzYMWq0F0oQwnRWVpZHUr6n9wR/LOhqGGm1WvHrX/8ax48fx5tvvomSkpIQPqvvDCIFTzDgcDi8Ti73tivjDYaHh2EymVBWVjbtd1arFW1tbTCbzU4cEH/VV/yxh8FgcOsIPDExAbVajbS0tFk7XaEEGeUZDAZUVFT4TPI2m804efIkjh8/jqmpKWRkZKC0tBSpqaluDRJnysBxBRl5eCvNDxW8KShIajwpjslOl5yHYLkCEzVRuBTUpCOm0+nQ19cHh8OB2NhYJ5J8KMNjXcGPROGPsoMB0iUl7wmSEcUvjPmdS+JKnJiYiPLycqdRFcdxOHToEI4cOYIlS5bgyiuvDNk55DiOcvuqq6t97lC7I8q/9tprmJiYQFlZGT799FP86Ec/wi9+8Ys5NUv8liNS8AQDvhQ83nRlvIVGo6GKJwJ+NldZWRndYQotM+ebn42Pj0On0wEAsrOzkZmZGZRwTF/BcRxGRkboKC9QDoXdbodCoUBLSwu0Wi2kUikWLFiABQsWICYmZlZVGB8kQZnjuIDctoUGf+Tha4eCuOHyd7p87kegHTGLxeLEOwkXjxh+QUFCSPm+OKQjFhMT40SA9Vch5wtIV4fwrkK9CSE2AfyxICmMOY7D5OQk5HL5tOBWh8OBAwcO4OTJk1i0aBGuuuqqkBU7pAgjOWtCFSQmkwk7duzAoUOHMG/ePPT394PjOCxZsgTr16/H+vXrBXmcCCgiBU8wwLKsxxR0V8zUlfEV4+PjdAcCfCMzd82hCpZLMimuhoeHUVZWhpSUFLfOyPyFP1S7GTK+iouLcxrlCQHSgj916hTUajXltixevBgVFRWIjo72qApLTk6G2WyGTqcT3KgsUJhMJqdzJgQpme+TxPdAcfVJmuk9yR95hFOMBnB+cVQoFHRMOlNB4U4hRzpB5HwIRQQno+X+/n5UVFQ4JZbPNcxmM86ePYuoqCjEx8djcnLSaSwokUjwxRdfoLe3F3V1dVi1alVIih1SuPb29kIulwtqoNnf34+f/vSnWLJkCZ566im6wTGbzTh16hQYhsHKlSt9vl+VSoX/+I//QFFREd55551pv9+2bRs+//xzcByH7du3Y/Xq1bDZbNi4cSMUCgVEIhFefvllLFy4MODnGIaIFDzBgC8Fj06ng0ajQWVlZcCPazQa0dXVhfLyciiVSkRFRVGZORA8l2Tgm1EMMZxzV8i4CwklZnipqalBafUHOr7yFVNTUzh79ixOnToFvV6PuLg4VFZWYsGCBU7jFpZlMTg4iK6uLrookh2/P6MwIUFcbDUaTUg4RJ7ckd0t/MSRmBBZw6X9T0Yeg4ODfi+O/HBIci7sdjvlfpCxoK/P2ZciLJTgFxSuRRgZC6pUKjQ2NoJhGMhkMshksqA5JPPBMAwUCgXEYjEqKioEO2ccx+Hdd9/Fzp078fzzz+OKK64Q9DP+1ltvQSKRYN++fdMKngMHDuC3v/0tPvzwQwwODuKKK67A2bNn8dZbb6GlpQUvv/wyTp48iQ0bNtCswW8ZPJ7o8PhEXKDw5Q0cExPj9fjLm8fV6/U4deoU5HI5vYAEs9Axm81Qq9UQiURYsmTJjKMYkUiEhIQEJCQkUGUFMcMzGAzo7OyEyWSi5Ffy5U83xnV8JZPJQlI8xMfHo76+HnV1dejp6cHp06dx+vRpnDhxAmlpaViwYAFkMhlGR0dhsViwbNky6u9DoiEMBgMGBga8GoUJDb7Kqa6uLiQcIrFYjIyMDCdbBLLwj42Nobu7GzabjXYmS0tLkZubGzbFDinCUlNTUVdX5/dxiUQixMXFUZkz4CwJHxoaomNP15wsT+RZ0gkTukMRKEjWlEQiQW1t7bT3tc1mQ3NzM44fP46MjAysXbsWmZmZVBnW09MTNK8kkhtGxpFCYWxsDJs3b4ZUKsUXX3wRlNfj9ttvx8GDB93+bv/+/bjxxhsBAPn5+SguLoZKpcL+/ftx9913AwCWLFkCnU4Hk8n0nTI5jBQ8IYIQBQ/ZKXV2dkIkEqGhoYHydIKVZs5XEslkMr9b5NHR0UhNTXXqIhDyq16vp3EAJBeK7wPjCfzxVU1NzZxwO0QiEUpKSlBSUgKr1QqVSoVz587h0KFDOHToELKzs7FkyRKn10MsFiMzM5OOtfhqj9HRUbS3t/uUFeYL+Llcixcv9kphGCy4Lvzj4+NQKpV8SC6eAAAgAElEQVTIzMxEfHw8DAYD+vv7aUDmXBGBSSdMq9UG5PczE0juU2JiIhU2OBwOypdzXfjJueA4jua/BVKECQ0+J8wdYZrjOKjVahw4cACTk5NYtmwZVq5cSTt8rtcKvjKMBMJKJJJpcRnevC/sdjtUKhXsdrug1w2O4/D555/jkUcewSOPPIKbb755Tjq3Wq0WF198Mf0+MzMTGo0GWq3WaZROfh4peCIQHIEWPERmnpycjLq6OhqL4CozF2qnTozwurq6kJ+fH5QugFQqRXZ2Ng3xJGRGstAZjUa3vA+Hw0GjKuRyedDHV95CKpWitLQUDMNALpfTFPF//etf+PTTT1FYWAi5XA6ZTOZ0kRGJRIiPj0d8fDztiPE5MPzFzt9RGJ9g6ymXa67AV4YtWbJkWhHGJwLzu4OuMuhggHzusrOzUVtbG1I1Hf/1JuCPBbu6ujA1NUXHX2NjY0hOTg6pTYA7kDFRTEwMamtrp/GT+vr68MUXX2BoaAjZ2dm4/vrrZ/XYiYmJQXp6utOGi2EYOhIcHByk3Cj++8K1mBkbG4NarUZxcbGgSr+pqSk8/vjjaG9vx0cffYSCggJB7tcfpKWlwWAw0O8NBgPS0tI8/vy7hEjBEwB8+bCIxWKv+T58WK1WqNVqWCwWJ5kky7I094oci1Af3snJSajVakilUixbtixknROyk09KSqIXDL4L7tDQECYnJ2Gz2ZCeno6ysrKw2Z04HA50dnZCr9c7BZCuWLECo6OjUKvVUKlU+PTTT2nxU1FRAZlM5lb6GhUV5XaxI6MwcoH3ZhRmMpmgVCqRkJDgdgGaK/DdpWeSmkdHR9MLNgFZ7Ehx7GoMGOhY0OFw0IiPhQsXhs37TCwWIzY2Fl1dXcjMzERpaalTEdTb2+tkE8CPRggFiHWAuzHR8PAwDh06hK6uLiQmJuLqq6/GwoUL/S4iJRIJsrKy6OPwR6Tj4+Po6ekBwzBISEhAYmIijEYj7Hb7rCN5X3HixAk88MADuP322/Hiiy/OicWEw+GAyWRCcnIyLr30Urz99tu49dZbodVqoVKpIJfLcemll+Lvf/87LrnkEqhUKojF4rDZLIYKEdJygGAYBrOcQ4rGxkasWLHCq9uyLIuenh4MDg6ivLyc7shJR6epqYle3FNTUwVp84ea+OsLCLFRKpWisLDQSQbtcDicxj/BSAf3BI7joNFo0NHRMasEnuM4qqhTq9XQarUAgJycHJSWlqK0tNRjNImn+/OkCiMjQY1Gg7GxsbDqhAHfSM3FYrEg7tIznQvyOfE2FoF0AebNm4eCgoKw6YTx4xcqKys9vp7uRAP8c0EM8YRcmBmGgUqlAgBUVlbSoprjOHR1deHYsWPo7e1FbGwsli9fjqVLl4ak8CZFtVqtRmxsLL1+8uMy/D0Xdrsdzz//PD7++GPs3r0bCxYsCMIz8IyDBw9i165deOedd7B37168++67+Pvf/w6WZfHggw+ipaUFLMvisccew7XXXguz2Yy77roLvb29YFkWO3fuRF1dXUiPOUSIqLSChWAUPBqNBm1tbcjJyUFJSYlbmTl//KPX6wMiAfPHHaHIcfIF/KR1T4s2f/zDTwd3Hf8IDTKyIgoPXxdtnU6H9vZ2dHR0YHBwEBzHIT4+HvPnz0dZWRlKSkp8Pm5yLoaGhjA0NITo6GinLtBcqsIAZ5VTsKXmfM8od0GhrvEpZLRmtVpRWVk5p/wmV5BQzbS0NJSWlvq8QPPPhbuIiJSUFL+JwBqNBu3t7SgtLaUkbJJZ9/XXX0Or1SIxMRE1NTVYvHhxyEZuhHul0+lQXV1Nu3TkXPDjMkh3mZyP2TZNXV1duO+++3DppZfiiSeeCBtvqAgARAqe4IGfmD4bZit4yOghJibGyZTOW/UVIQGTL7vdPs0V2fVCOTExAZVKheTkZJSWlobluKOgoMDnnTZ/5EHcgF0J0f4SPEn3bXR0FBUVFYLMwc1mM7q6utDZ2Ymuri5YLBZERUUhLy8PxcXFKC4uRl5e3qzHzDAM1Go17HY7tSrgj8L4SemhVIUB5+0UlEolUlNTUVpaOicEW34ytsFggNlshlQqpQaSJSUlYdXVIZ5XIyMjTqGaQsButzt5JfnKjbLZbFCpVHA4HKiqqoJYLMbw8DBOnz4NhUIBm82GzMxM1NXVoaqqKqSvNykQMzIyUFJSMmuByFeRknPBL44nJyeph9rbb7+NV199FS+99BIuvfTSUDydCHxDpOAJFnwteBoaGqZ9+Ox2Ozo6OjA2NobKykq6gAYqMyceF3q93mmHS4ofnU5HCbahTAafDWR8FRsbK5h5IN/yXa/XTwtL9VbqSsYdwQqtBL7x7uns7ERPTw9GRkbAcRzEYjEKCgpoAZSVlUWPl+M4DA4Oore3F2VlZU6/c3cuZhqFCe19wieZ8+NOwgEMw+DcuXOw2Wx0YbPZbIIVx4GAyODT09Mxf/78kHBD+ERgvns4/3MiFouh1WrR1taG+fPnIzY2FiqVCq2trdBqtRCLxZDL5Vi0aFHIu8X8aIhAC0Q+N+rBBx9EV1cXACAxMREPP/wwVq5cKUhUUASCI1LwBAu+FDzNzc1Os2uySJEEb7KzJK9JMFySrVYrOjs7MTIyQlvL4XBxB74h/pLYjGAb4bkLSyX5P65hqYQ87nA4nEweQwGLxYLe3l709vaip6cHY2NjAIC4uDjMmzcPWVlZsFqtyM/P9ztGwJMzMr8L5E8kAikQ8/PzUVhYGDadE75suqysjCoFye+IJw7pBgGYVhAG67nwZfBVVVVzWiASIjA5F3q9HlNTU7DZbHA4HBgeHoZGowEA5OXlYeHChaiqqpoTpZjFYkFraysSEhKm5XMFAo7j8M9//hO//OUvsWXLFmRkZKClpQXNzc0YHBzEE088gRtuuEGQx4pAEEQKnmDBbrfD4XB4ddsTJ05ALpcjPj4eer2ejpL4dv4zpZkHCpKAnZGRQSMo+DlI7jofqampQc/+CXR8JSTchaWKRCJYrVYUFxeHRdCn0WhET08Pent70d3dDZPJBOC8dDcvLw8FBQWYN28e8vPzA1p4AhmF2Ww2qNVqMAwTdnwYwr3yJT3c3ciDn5ElFDfKaDRCoVAgMzPTq1FMqMCyLJRKJU6fPo3JyUmMj48DAFJSUpCenk7VUqEoCF3BL175RqxCYHJyEo888ghGRkbw+uuvIzc3d9pj22w2v7rQL730Evbu3QuO47B582bcfPPN9He/+MUv0NTURL8npqadnZ248847aSZjTU0Nfvvb3/r57L61iBQ8wYIvBc+ZM2eQl5eHoaEhSowko6RguiRbLBa0tbXB4XCgoqLCbQI2H3wpOOE5BIvzwVdfCaHWERLEgyUhIQFJSUkwGo1u/XDmIgCURHzk5+cjLS0Ng4ODGBgYwMDAAB2BAec9OXJzc5GXl4fc3FxkZ2f7zdPij8LI+8N1FBYfHw+NRoOuri6fQ0iDDb4jsRA5U+4yssjnhHA/vD3XLMuiq6uLEmzDYcRsMBjQ19eHrq4udHR0wGazQSQSYd68eSgtLXXir5GCkJwPUhDySdHB2DgRcnR0dDTkcrmgXLSjR49iy5YtuO+++3DXXXcJWnx2dHTgxhtvxJEjR2C1WlFfX4/Gxka3fECtVovrrrsOhw8fxr59+9Df34/7779fsGP5FiJS8AQL3hY8LMuiubmZcmZcZebBKHQIuXZkZATl5eV+B1aStjbhArlmY/mj8CC8jrGxsZCMr3yBzWZDR0cHTCaTW36Tu84H3/ckJSUlaGNBIv9lWdZj2jrDMBgcHMTQ0BCGh4cxPDyMyclJAOffX5mZmcjLy0NOTg7dmftbaJJR2MTEBHQ6HcbGxhAdHY3s7Gykp6eHLB18NphMJigUCiQnJwctm4sUhPwiiIRjziSBnpiYgEKhoPl0c9XVIQUO+SImdYQ7tnDhQpSUlHhd4HvKTuMXQYFscIg6zHUkGSgYhqHp5nv27IFMJhPsvglef/11DAwM4IknngAA3Hvvvbjuuuuwdu3aabd99NFHsWDBAtxyyy3Ys2cPdu7ciaSkJGRnZ+OJJ57A4sWLBT++CxyRgidYcDgcszook7iAmJgYFBUV0bZosNLMgfO7gvb2duTk5ATlIspv8ZMdnSf+Cx/hNL5yBb81PpMRnru/cyUBk4JQqBY/ScHu6+vz6wJvNBpp8TM0NISRkRFYLBb6+9TUVFr8ZGVlITs7GykpKV4/fyI1r6ioQFJSUliowgBnRd1M3jXBfHwigTYYDNPk4ORnoe7qMAxD3wvkixTFhBsWGxtLzSpn6wp7A47jqJKUcKOIepIfmjrbe8Nut0OtVsNms6GqqkrQrrBKpcKGDRtwzTXX4JFHHgna+3T79u1ISkrCpk2bAJxPN5fJZLjjjjucbmcwGPC9730PR48eRXR0NFiWpdfyQ4cO4bbbbkN7e3vYRIqECSIFT7AwU8FDsp6IT8vQ0BCkUiny8vKC1tWZmpqCWq1GdHQ0ZDJZSMct7vgv/EVfJBJRB+dwG18RSwCSNB2oPN9dQeivT9Lk5CSUSiWSkpJQVlYmyEWY4zhMTExAo9FAo9FgdHQUGo2GcjOA8zt7YuefkZFB/5+WlkaPgUjN09LSKC/M3WPNNgoLRiL2xMQEzeYKJz6M3W7H0NAQurq6EBMTA5FIBKlU6hShIuRnw2Qy0ddZo9FgZGSEml4C54vdvLw8SiyPiYmBSqUKifEin0NIiiCO45y6Ynw7DRJ6W1RU5JNJ52xgWRa7d+/G22+/jV27dgXdkG/Xrl3Q6XTYtm0bAGDTpk1Ys2YNfvCDHzjd7je/+Q2ys7Np6Kcrampq8MEHHyA/Pz+ox3uBIVLwBAssy06LjLDb7Whvb6cxA2Qu29fXB4fDQaWMQod8khGRTCYLi4wUsrsdHx/HwMAAzGYzEhISkJGREVRDQF/AP2/BdiN29Umy2WxOPkmu4w7XzLBghFa6gmEY6HQ6jI6OQqvVYmxsDGNjY1SpBICS2mNjYxETE4Pi4mLk5OTQ8aY3xSJ/FOZqmRCIKgxwjvmoqqoKCz4MATk2g8GAqqoqaoZHIhHIwu/a+UhOTp5xF0+UZePj4xgfH4dOp4NWq8Xo6Cimpqbo7RISEpCdnU0LnNzcXEooJ8c2MTGBqqoqQbo6/sDdeyMqKopuEol1h1DXzqGhIWzYsAHl5eV49tlnQ/K8z549i3vvvRdffvklGIZBXV0dPvnkE2p+CJwvVC+55BI0NzfTAvjMmTNYuHAhRCIRzp49i1tuuQWnT58Omy55mCBS8AQL/IKHjB16enpQXFxMYwbIOR4fH0drayvEYjFdHALdzbmOiObNmxc2O1l+7AIZX/H5L8QQcKZFP5ggxzZXEQJ8t2z+uCMlJQVRUVHQaDSYN28eioqK5vyCxjAMxsfHMTY2hv7+fvT398Nms1GJMh/E5iA1NZXyVpKSkpCYmDhjIUPeG2ShcyUBp6SkzNrdIh2AcJPBA4Ber4dSqfTq2PidD/LecDgcEIvFEIlEYFkWVqsVer2evi4Mw9C/j46ORmZmptOYMisry+NiTgj6eXl5YXfejEYjzp07R4nPExMTNC3dVSXnCziOw759+7Bjxw7s2LED3//+90P6vLdv3459+/ZBJBLhnnvugVQqpfEQAPDcc89BJBJh8+bN9G92796N3bt3QyqVQiKR4Pnnn8fChQtDdswXCCIFT7BACh5yMUtNTUVZWdmMMnOGYSgB2FtHZHcgI7O4uDjBDPqEgrfqK7IzJeeDn5BOikKhoxDMZjPUajWioqJQUVEx510mPgi5lmEYSKVSMAyD2NhYWjx4s+gHCwzDoK2tDQzDoKqqimYTmc1m+vrx/9Xr9ZicnJwWvRITE4PExERaBMXHxyMhIcHp3/j4eCeX6NlGYXa7HW1tbTCbzaiqqgorGTwJIjUajW47J4TbYjKZMDk5CZPJ5PR/Mupxdy7JKCw9PR3Z2dnIzs5GRkaG1xsHlmWp9xU/fiEcwHEcuru7odFo3HKcrFarU1fMNUA2KSnJY7fRYDDg5z//OaxWK3bt2uW3oCOCsESk4AkWGIbBqVOnqN+IPzJzd5k//Cyo1NRUp4LBZrPR1nOoRh3egoxhdDod5HK5X+orvrqD7PSJCsqb9r4nEJv+4eFhQWTJQoJ0B/v7+6lTMvm5KzfKddEPdlgqn8xdWlpKFYbegLh9G41GKusn/yffu+sSEUgkEsTFxUEqlSI2NhZSqRRRUVEQiURwOByUxMlxHDIyMlBQUICEhARIJBKIxWL6FayuIREe2Gw22Gw2MAzj9O/4+Dj6+/vpMVksFvplNpvpv+6UnjExMXSsxVc28QNAOY6b1hWLjY11+qx4WvSJ5w9Rh4VTV2dqagrnzp3zyWXalSvGV8mNjo4iKioKy5cvR0tLC7Zu3Yqf/exn+PGPfxw2HfEIBEOk4AkWiNtoRkaGk8ycBHz6y9NxlwVFiimDwYD58+eHVcgnf3xFRkRCXUg8qaD45oj8EEh3IKaLWVlZYUVgBb4h/qakpHglmQ5lWKo/Jn3+gGEYTE1N0S+TyUT/TwoEq9Xq9P/Z1JGuiI6ORlRUlNt/3YF/bWRZlhZYDoeDfnkbHEwePy4uDrGxsYiNjaX/j4uLQ0JCAv1KTEykBZKvn29XZ2QiHiDjRNIV6+3thU6nCzuOE98rqaqqKmBOHSm49+/fj3fffRdnz57F2NgY1q1bhyuvvBJ1dXWorKwMq+tBBAEjUvAEE1arFUBwZeZ6vR4KhQISiQQSiWTaIufaBQolpqamqBpNJpOFZETkLhbC3c6WP4YJN8dfPrk20IwpocNSWZalmUTh2A0bGRmh3LCkpCTaYSHdlampKToGmpqaovwXsViMmJgYKvElRQwf7j63rgUS+SLfk/smXZzh4WHk5+dj3rx5kEgkiI2NnbNgXrLoGwwG6HQ66HQ6xMTEODkj+5uULiQsFgsUCgXi4uIgk8kElVqfPXsWGzduxE033YR7770Xp0+fRnNzM44dO4bR0VHs379fsMeKYM4RKXiCCavV6nThFLLYIQu21WpFRUWF027MUxeIFEDecoH8BX98JVRquL/ge3zo9Xrq/2K325Gbm4uCgoKgj358AfFJChZheqawVLLT97TIkVEHGSeEk8eHxWKBUqmkVg++OBkHSxVGEM48Ij4fhvCI+PwXvm2CvyTgQDA8PIyuri5UVFQgIyNDsPt1OBz43e9+h7/+9a94/fXXBTfpmykeoqurCytWrIBcLgcAzJs3D3v37oXNZsPGjRuhUCggEonw8ssvR4jHwiJS8AQL586dw/bt21FXV4eGhgZUV1cLskCwLEtbu7OlXxPwVT+EMBodHe2kCBPiIkbGV52dncjPzxd0fCUEyIgoOTkZWVlZ9JxMTk767YUjFKxWK1QqFQBALpeHdFGZLSw1MTERfX19YSnn5nOcZDKZIIuiO66Yr6owAhL1UVhYGFajZuA8Eb61tXVWPownEjCfNyQ0Yd5ms0GhUCAqKgpyuVzQLlhfXx/uu+8+LF26FL/5zW8E9ySbLR7ixIkT+MMf/jAt62rPnj1oaWnByy+/jJMnT2LDhg1obGwU9Ni+44gUPMGCzWbD119/jaamJjQ1NUGlUiEjIwP19fVYvnw56uvrkZqa6tMFcGxsDG1tbdQwLZACaqYukD8y8LkYX3kLu91O1TB8Ajkfrl44/irkfAWfmxBIzIfQIHyP4eFhOupIT08P+vnwBVNTU1AoFEhMTBQ0BdsVnqIhiDeKu/NBXH+tVitVroULOI6jJP2qqiqfxQ1EGs8/H0IaRmq1WrS1taG0tBQ5OTl+3Yen437nnXfwwgsv4Pnnn8fll18elAJ0tniIAwcO4Kc//SmysrKQlJSEhx9+GKtXr8att96Ku+++G6tXrwZwfuNz/PjxsFLIXeDw+GLPjb71WwSxWIyGhgY0NDRg8+bN4DgOg4ODOHz4ML788kv893//N6amprBo0SJaBMnlcrcXbYvFArVaDY7jsGjRIkFa4hKJhHpwAM5doP7+fioD53OB3BUxDocD3d3d0Gq1cz6+cgXhdHR1daG4uBgVFRUeL3BSqZTKdwFnfkNfX9+08yFEOCjpOKWmpqKuri6sRkTE74fjOKxYsQISiYS+P3p7e92GpQptE+AJRFU3MjLit+LPF4hEIiqJJ/Ev/FGY6/kQiUQYHR1FSUlJ2HV1pqam0NraipSUFNTV1flVlIhEIkqkzsvLA+B8Pnp6euj54LtEzzYadDgcUKvVsFgsWLZsmaCbJp1Oh82bNyMuLg4HDx4M6nVKq9U6bVwyMzOh0Wjo96tXr4ZarQYAtLa2Yu3atWhubvb4d5GCJ/iIFDwCg6QJ33TTTbjpppsAnO8qHD9+HI2NjdixYweUSiVyc3NRV1eH5cuXY8GCBXjhhRfAcRy2bt0q6Azb3fERI7iCggIA3xi+6fV69Pf3U8IrGYVZLBZ0dXUhPz/f74tnsED8fmJjY1FTU+PziCoqKsrj+TAYDBgYGIDVavWLAEz8V4irbriNiDxJzcn4orCwEMA3ox+9Xo/BwcGQhKUSHlFGRsacvueIEWRKSgo9H6TjRCTgvb290Gg0fo3ChIbQKidXuDsf5P0xMTGB4eFhp5BQck7I55L4lRUWFqKyslKwIpHjOBw4cADbtm3Dtm3bcNNNNwW9AE1LS4NOp6PfGwwGpwKL/56trq7GsmXL0NbWhrS0NBrM6u7vIggeIiOtOQAJWzx8+DD+7//+D1999RWqq6shk8nQ0NCA+vp6VFRUzFkngBBeR0dH0d/fD4fDgfj4eKSlpQnW9QgUpONECNPB3P3zXW9dCcCkK+a6q+U7TBPH7XCB2WyGQqFAbGysX1LzYIal8o3wwq1IBL5J6J4/fz5ycnKoFQXfK8mbUVgwYDab0draSjPX5vL6wQ8JJTEqxLJDJpMhMzNTsOObmprCY489ho6ODuzZs4dG9wQbs8VDKBQKmss3ODhIQ0Dfeust9PX1YceOHVCpVPjhD3+IEydOhOSYvyOIcHjCDR0dHXjggQeQkZGBHTt2IC0tDS0tLWhsbMSRI0fQ1taG/Px8Ogarra1FUlJSSBZOd+Mr10gIftcjNTU1pJEQROE0l4Rpu93uRHg1m83UT0Wv10MikaCysjKsOE5840V+xpsQECIslez+8/LywiJOgw+bzQaVSgWHw+HV6+pJFebL6Mdb8AndQr+uQsBoNKK1tRWpqalISEjAxMQE3TSQIjk5OdmvIvn48eP4r//6L9xxxx3YuHFjyK8FM8VDfPDBB9i+fTvEYjE4jsOvf/1rrFy5EmazGXfddRd6e3vBsix27twZ9LDS7xgiBU+44ezZszAYDLjkkkvc/p7jOPT09KCxsRFNTU1oaWkBwzBYsmQJHYXJZDLBP+CkM0EydTzdP+kC8bserpEQQneBCMcJACoqKua8y8QHy7Lo6urC4OAgkpKSwDCMYF0PIUCSwzMyMrx2rg0UfII4CcR0R5gnYbsmk2lOQys9YXR0FB0dHQGTa2dThc3kiuwJFosFra2tiI+PF9y7JlCQa9jo6KjbaAhPRTJ/FObpM2632/Hcc8/hk08+wRtvvIHq6upQPKUILgxECp5vA6ampnDs2DE0NTXhyJEjaG9vR0FBAZYvX47ly5ejpqbGb68Z4qgbExPjd74Un+vh2gUiFzB/Flq+CZ5QkmQhQYoJV98adxd0vgzc22TxQEB4RBMTEx6Va6GCu7BUlmXBMAyys7NRUlIyq2N2KMEwDJRKJQCgsrJScAuDQEZhHMdhaGgIvb29YWcMCXxDmk5NTUVpaanXn3uiKiWFIZHGW61WjI6OYsWKFdDr9bjvvvuwcuVKPP7442GVIRhBWCBS8HwbwbIsuru7nbpADocDS5cupV2gsrKyGS82/PGVTCYT9MLJ7wKRixif9Ei4LzNBr9dDrVYjIyMjYIm+0PBGBu8Ki8XitMvny+JJy1+o7gvxhpmrNPiZYLPZqJw7Pz+fcoII4ZVfFM4FAXhkZASdnZ0oKyujir5QwF2unusoTCQSQalUQiKRoKKiYs4I0u7AH69VVlYGzK0jfLFTp07hjTfewPHjxzEyMoIVK1Zg/fr1qK+vx0UXXTRnLtYRhCUiBc93AYRce+zYMcoF6uzsRHFxMeUCLVu2jI5W/vSnPyEjIwPl5eUzjq+EhLsuEFH8EC5QdHQ0GIZBe3s7LBYLKisrw3bMUVRUFJAkebbgWH/MIhmGgVqthsPhgFwuD6vRH8dxGB0dRWdnp9sg0pm6HqEIS2UYBgqFAtHR0YIb4fkL/mdGo9HAZDIhKSkJmZmZswaEhhJWqxWtra2IjY0VXHQxOjqK+++/Hzk5OXjmmWfQ1dWF5uZmNDc348yZM3jvvfdQXFws2ONFcEEjUvB8V0FUL6QL9PXXX8NisYBlWaSmpuJXv/oV6uvr50z2S4o0UgAZjUbYbDbY7XZKXhWK3CkESLQBGf0Fo53uKReLcKM8EcTJmKOnpyfknQlvYLVaoVQqER0d7dO5C0VYKl+mX15eTn2rwgWkEIuJiYFMJoPD4ZhzVRgfpCNGFFhCgeM4fPTRR3jyySfx5JNP4rrrrhP8WjBTPIRGo8GWLVvQ29sLk8mEO+64A5s2bcLnn3+OO++8kxZZNTU10xyVI5gzRAqeCM4v1s888wz27duHW2+9FWazGUeOHEFPTw9KSkpQX1+P+vp61NTUzAmXwmg0QqVSISEhARkZGbTzwfd94XeBQom55BHNNhpMSUkBy7JQqVSIi4ujUthwATHj7O3tFWxBFDIs1Wq1QqFQ+JzPFSqQYmKmQsybUVgwNg42m82J5yTkuTMajfjFL34BnU6H1157TVA3ZoLZ4iFaW1vBsiwWLlwIs9mM+fPnY2hoCPv27UN/fz/uv/9+wY8pgoARKXgiADZv3ozCwkLcfyZfF9cAACAASURBVP/9ThcmlmXR3t6Ow4cP48iRIzh+/DhEIhGWLVtGCdFFRUVB2zHa7XZ0dnbCYDC4TQ2fyQeHrwgLVoFmMBhoZEi48Ijsdjs9HyMjIzCbzTQ7jIw5wuE4iUlfQkICysvLg8Y34b9HSFHIlz27C0vld8SE7kwIAUKaFolEfhUT7lRhfH5UoKMwnU4HtVqN+fPnU2dqoXDkyBFs2bIFGzduxH/+538G7dozWzwEH/39/bj++uvR0tKCPXv2YOfOnUhKSkJ2djaeeOIJwYNJI/AbkYIngvMXeG+KAo7jYDQa0dzcTLlAvb29KCsro12gZcuWBRx9wedzFBYW+mTQR3xwyCiM3wUSasHny6UrKyvDzvrdtRBzlYFzHOe0w/eUjh4MkBynoaEhQcir/mCmsNS4uDgMDQ0hLi4u7Ii/wDccMSFHk0IZJDocDqdUeCE5YgzD4Omnn0ZjYyPeeOMNyGQywe7bHbZv346kpCRs2rQJALBt2zbIZDLccccdTrczmUxYv349nnvuOSxZsgQsy9LzdOjQIdx2221ob28Pi01GBJGCJ4IAQUYmpAA6ceIEoqOjUVNTg+XLl6OhocEnJRAJIZVIJJDJZAFzYTzt8GdyQ57pvkghVlxcjLy8vLDhEAHO6rCqqiqPhZi7BV/IHb4nTE5OQqFQIC0tzUmmHw4wm83o7u7GyMgIzQQLRXistyAGhyzLBkUK7wpfR2EGgwEKhSIoDuJKpRIbNmzAunXr8PDDD4ekCN21axd0Oh22bdsGANi0aRPWrFmDH/zgB/Q2RqMRN910Ex5++GGsWrXK7f3U1NTggw8+QH5+ftCPOYJZESl4IhAWHMdhYmICR48epYTogYEByGQy2gVaunTptN2fzWZDX18fNBpN0ENI+W7Ier2eGr2RMZi7LpDZbHZKgw83jw+SMO1rR4yAv8M3GAyCKqCI+aJOp0NVVdW00eRcg0RqxMXFQSaTISYmxuOCPxdhqeS1DcaIyBd4GoU5HA7YbDYsWLDA5+T1mcCyLF5//XX84Q9/wKuvvora2lrB7ns2zBYPYTAYcMMNN+D//b//R9PNAeDMmTNYuHAhRCIRzp49i1tuuQWnT58Oq43RdxiRgieC4MPhcECpVNIu0MmTJyGRSFBbW4vly5fDZDLhueeew2uvvYaampqQ76SJpwcZg/G7QMnJyTCZTNBqtZDL5WFn5MYwjNPOX6jIClcF1OTkpM+REMD5nb9SqUROTk5Q+V7+gO8N441JH18GPjExQcelfAdgIbsPdrsdarUaDMOgqqoqrOJIgPMdjnPnziE+Ph5SqZSOwoTojA0ODmLDhg2oqKjAM888Myf2EzPFQ2zduhV79+51Gq3t3bsX//znP7F7925IpVJIJBI8//zzWLhwYciPPQK3iBQ8EYQeHMdBr9fjo48+wvbt22EymZCZmYmioiLU1dWhoaEBixcvntMLvMPhwODgILq6uhAdHY2oqChq90++5nIkMxdSc1cFlM1mm6aAIoubw+FAe3s7Jicnw5LnRAI1ExMTUV5e7tdrGcywVEL8LSkpQW5ublh1CAgPa3h4GNXV1U4du0BVYRzH4f3338czzzyDZ555BldffXVYPfcILmhECp4I5ga7d+/G7373Ozz55JNYt24dHA4HWltb6Rjs9OnTiIuLQ21tLerr69HQ0BCyC7/NZkNHR4cTKdnd4gbA6UIeKsl+qBROs8FdJER0dDSkUikMBgMKCgpQUlISVgsWx3Ho7+/HwMBAUAI1Aw1LtdvtaGtrg8ViEZz4KwRIoZicnDyrWzvBTKowAEhKSkJWVhb0ej1+/vOfw26345VXXgm7qJgILnhECp5gY3x8HFu3bsUHH3yA4eFht7d577338Oyzz0IkEuHmm2/Ggw8+CGBm46sLHYcPH8bSpUs9tqo5jsPY2BiOHDlCR2Gjo6OQy+VUEr9o0SJBuTS+kpIJ+ZeMwkj8AeECCd0FYlmWhi7K5fI5UTjNBEKsNZlMSE1Nhclk8uiYPRcghWJSUhLKyspCdhx8lRzpjLkLSx0fH4dKpUJhYWFALt3BAPFM6uvrC7hQ5KvCDhw4gBdffBEmkwlmsxlr1qzB/fffj0WLFoWd71EEFzwiBU+w8dlnnyE9PR3XXnut24JnYmICtbW1OHbsGBISEnDJJZfgf//3fyEWi2c0vvouwm6349y5c05doMTERNTV1dGIjJycnIBCUgNRh5ELOZ8LxJeAp6am+t0FIlyYrKwslJSUhBUXBvhGLj1//nyn12A2lVwoOmMcx6Gvrw+Dg4NzJoV3PR7XzpjVakVUVBSKi4uRmZkZVmGpxIAxGBldFosFv/rVr3D69Gls2bIFfX19OHr0KM6cOYP4+Hj89a9/DTt36wguWEQKnlAhNzfXbcHz6aefYu/evfj9738P4DxRLjk5GRKJxGvjq+8qOI6DTqdDU1MT7QIRJRApgGYLEGRZFr29vRgZGQmKOowvAdfr9dO6QLMRXYnUPFy5MFarFSqVCiKRCHK53KtCka+Sc9cZE5L8azKZoFAokJKSgtLS0rCSwgPnQ3CVSiVyc3ORlJREz4trWOpc5WKRQjYYsRpnzpzBpk2bcPPNN2Pz5s3TXhuDweAxLsUbzNYh37ZtGz7//HNwHIft27dj9erVsNls2LhxIxQKBUQiEV5++eUI6fjbA48FT3i5bX2LodVqnZxcMzMzMTAwAKlUOu3nGo1mLg4xbCESiZCZmYn169dj/fr1AM4vpmfOnEFjYyN27dqFM2fOICUlxakLlJWVBZFIhM8++wzj4+OoqalBXV1dULom0dHRSEtLo4UUvws0OjqK9vZ2j0aAGo0G7e3tKCwsREVFRdjs+AFn0rSvi2FMTAzS09OpKoo/4iDPOVDyL8dx6OnpwcjICCorKylfJFzgcDjQ2dmJiYkJLFq0iI52CW+Ff060Wi06OzunWQUkJCQErdPH9/2pqakRdHTscDjw0ksv4f3338fu3bs9OhEH8pp1dHRgz549Th3yq666in4ODxw4gJMnT6KxsRGDg4O44oorcPbsWbz99tuIiYnBV199hZMnT+Kee+5BY2Oj38cRwYWBSMETIqSlpcFgMNDvDQYD0tLSIJVKodPppv08gpkRExODpUuXYunSpdi4cSM4joNGo6FdoFdeeQVarZZ6rWzbti1kifDA+SItLi4OcXFxyMvLA+DcBSIOzjabDWKxGKWlpcjMzAyrYofvW1NXVxdwN4Z/TojPDMuy9Jx0dnZS8i+fH+Wp48E3OAxWIRsIyHgyLy8Py5Ytc/vaejonhBDd3d09LSw1OTlZEJLz2NgYVCpVUBRivb29uO+++1BTU4Mvv/wyaKTsAwcO4LrrroNEIoFEIsHKlSvR2NhIO+T79+/HjTfeCADIz89HcXExVCoV9u/fj7vvvhsAsGTJEuh0OphMprDrrEYgLCIFT5AxPj6OtLQ01NbWYsuWLdTt9oMPPsDzzz8PiUSCe++9Fw8//DAYhsHBgwep62cE3kMkEiE7Oxs/+MEPcN111+Hdd9/FU089hX//939HcnIy/va3v+Gpp56ii+Py5ctRX1+PjIyMkBUZpAuUmpqKwcFBmEwmKpU2GAzo7e2lHQ+y4IcyDoKAz4UJhsKJj6ioKKSmpjrxbQj5d3x8HN3d3bDb7U7k3/j4eGpeWVlZKagJnhBgWRadnZ0YHx/HwoULfV5E+cGwBHyrgP7+flitViQkJNA8OV9I4sRKwGQyuTUHDQQsy+Kdd97Biy++iJ07d+Lyyy8X7L7dwV3nnN8h12q1uPjii6f93tPfRQqebzciBU8Q0dXVhUsuuQTd3d3IzMzEQw89hFWrViEmJgbr1q3DsmXLAADr1q3DihUrIBKJsGXLFtoRmAmHDh3C1q1bIRKJcOmll+Lpp592WhjfffddvPLKK/T73t5ePP7447jtttuQlZWFiy66CMD5RXj//v0CP/O5xdtvv41Dhw7h4MGDTiZzHMdhZGSEdoFeeOEFTExMYMGCBXQMVl1dHVT5t8lkglKpREJCAurr6+ljkd09kTvr9Xq0t7dPi4NISUkJ6vGRrklqairq6urmhAsjlUqRnZ1NPYf4ni+dnZ3Q6XSQSCTIycmBxWKBVCoNG7M+o9GI1tZW5OTkoLa2VrBiVSKRICsri44U+STxoaEhqFQqAJg1O41EQ8ybN0/w8alOp8ODDz6I+Ph4fPHFFyEhjaelpc3YIffUWff08wi+3YiQli9AsCyL6upqfPrppygsLMQNN9yAe++9F1dffbXHv1m1ahX++Mc/Ii4uDnfddRfee++9EB5xaOFtSCpwfudMZvxNTU1QKBTIyMigBVB9fT3S0tICXhhYlkV3dzftSnjLW3ANfDQYDGBZ1kkRJkQXiByfVqsN264JOT7iRswnRJOOB3/sE8oRFzk+QqZPTEwM2WMTzBSWmpycjPHxcRgMBlRXVwvayeA4Dvv378ejjz6KRx99FDfeeGPIupKzRUP84x//wNtvv413332XdnvOnDmD3bt3o6+vDzt27IBKpcIPf/hDnDhxIiTHHEHQEVFpfZvQ1taGu+++GwcPHgQA/PGPf8Tx48fx7LPPur39Z599hj//+c949dVX0dnZidWrV6O4uBhisRibNm3CDTfcEMKjD28Qki4pgI4ePYrJyUlcdNFFtAiqqqryqfNBuBzZ2dkoLi4OeCHmm97p9XqnhS01NdVnpc/ExASVwgtxfELDaDRCoVDMeHwcx8FkMjlJwEUikVNnzNvwWF8xOTmJ1tbWsDx/FosFo6Oj6OrqQlRUFGJiYqZlpwVyvFNTU3j00UfR09ODN954Y07CM2eKhmBZFg8++CBaWlrAsiwee+wxXHvttTCbzbjrrrvQ29sLlmWxc+dO1NXVhfzYIwgKIgXPtwlNTU347W9/i7/85S8ApkveXXHllVfitddeQ2lpKViWpRe4/v5+XH311fjjH/+IRYsWherwLzhYrVacOHGCFkEqlQrZ2dmUC1RXV4fU1NRpi6ndbqdciWBLzUkXiOQ/ORwOp/GGO/UTURAZDIYZU9fnCvww0urqap+7Jp7CY4WKDSEGkRqNJizDUgkXa2hoCFVVVUhOTp4xEoIUy94WhsePH8cDDzyAO++8Exs2bAirQi+C7zQisvRvE3yZPx8+fBi5ubkoLS0FAKeLUkFBAb7//e/j7NmzkYJnBkilUjQ0NKChoQHAN2GUhw8fxsGDB/HMM8/AbDZj0aJFtAt08uRJvPnmm3jzzTchl8uD3uKPjY1FbGwscnJyALhXP/G7QKTYmTdvHsrLy8NKHQac7zopFArKhfFnMXUniyexIbNZBcwGk8mE1tZWpKen+318wQSJhkhKSkJtbS0t7KKiomhYbmFhIQDnSIjBwcFphaGrX5LNZsNzzz1HN1pVVVVz8hwjiMBXRDo8FyBsNhsWLFiAw4cPIysrCz/+8Y9xww034IYbbqCqMIK1a9dix44d1FSrvb0deXl5SEhIwMTEBFatWoX33nuPFkQR+AeLxYKvv/4an3zyCfbs2YOEhASUlJRQX6C6ujokJyfPaWFhsVig0+nQ29tLyb5kUUtNTfU7AFNI8BVOQnNN3IFPEnflvbgbD/IDNUnXJJxARrK9vb1+K+zc5cm9+OKLYFkWlZWV+OSTT3DttdfiscceE9S3J4IIBEJkpPVtw8cff0wvOEuXLsX//M//oKenh6rCJBIJjh8/jl/96lfYt28f/bumpiY89NBDAM5f7H/2s59FODwCgOM4vPHGG3jppZfw1FNP4ZprrkFvby8dg7W0tMBisWDx4sWUDF1RURHSzgAx+yO+KxzHOXGB+F2g2TxwggHCdcrNzUVRUdGcFV+uJHFiBBgXF4fR0VGkp6ejvLw87Lo6DMNAoVAgJiYGcrlcUDWf0WjE888/jwMHDiA5OZnKuhsaGrBq1SqsWbNGsMeKIIIAESl4Iggcs0nhAaCyspJKrAHgz3/+M7Kysr7VAanA+YLn9ddfx49+9COPXBOz2YyWlhY0NTWhqakJbW1tmDdvHi2AamtrkZSUJPhCzzAMVCoVOI5DZWXljLtyT4t9MLtADocDHR0dmJiYCEsuETm+4eFhJCYmgmEYiMVir5PRQwFSzAYjGmJkZAT3338/8vPz8dxzz9H398jICI4ePQqtVos777wzoMeY7dricDjw2GOP4dChQ2AYBpWVldi9ezdEItG33mYjAp8RKXgiCAzeSuGvuOIKHDhwwOlnHR0dkYBUNyCkV34XyG63Y8mSJZQQHUgngeM4DA8Po7u7G2VlZdTXxtdjdO0CSSQSWgAF2gUiGVP5+fkoLCyc85GaK/hcGH7yOt8I0GAwgGEYt8nowYbdbodKpYLdbkdVVZWghRfHcfjwww/x5JNP4je/+Q3Wr18flNfHm2uLxWLBv/71L1x33XUAgDVr1uDJJ5+EXC7/1ttsROAzIqTlCAJDR0cHcnNzKdHxxhtvxGeffeZ0UXI4HDh37hxWrlwJALj11ltx7733zmr//l1FVFQU5s+fj/nz5+PWW28FcJ4M29LSgsbGRjz++OPo6OhAYWEhJUPX1NQgMTFx1oXHYrFAoVBAKpWitrbW76KE7/pbVFQE4Bsn5LGxMXR1dU3LfvLm+Ijb7+TkpFPGVLiAENP7+/vdJq+7MwI0mUzQ6/Xo7++H0Wh0Uj8RWbyQGB8fh0qlQnFxseDREEajEQ8//DDGx8fx2WefUTJ8MODNtSU2NpYWO3a7HQaDAUVFRRgfH8exY8dw2WWXRWw2IpgVkYInAq8wm4U7cL6dPDQ0hKioKIyNjeH6669HQUGBV38bwXkkJCRg1apVWLVqFYBvpNmNjY34xz/+gV/+8pdgWRZLly6lXaDS0lLaTXA4HGhuboZIJEJFRYWT07RQcOeEzM9+mpycpF0g0gniF1xkoQ6G268QsFgsaG1tRXx8vNdu0yKRCImJiUhMTERBQQEA9+qn+Ph4J/WTP7J4MmIzGo1YsmSJ4IVUU1MTfvazn2HTpk248847g96p8vX6cP/99+Oee+5Bfn4+WJZFb28vgG9sNsrLyyOq0wjcIlLwROAVvJXCk4tjeno6brzxRpw6dQrp6emRgFQ/ERUVhbKyMpSVleG2226jnYRjx46hsbER27ZtQ1dXF4qLiyGTyXDgwAFcdtll2L59e1AjKFyP0TX7iXSB9Ho9enp6YLfbkZCQAKvVCpZlw7arQxROQhSLYrEYGRkZTsnoJA5ieHgYarUaIpHISRYfFxc3YwFI5Pp5eXmQyWSCFosMw+Cpp57C0aNH8Ze//AXl5eWC3fdM8MVmY/PmzSgrK8Ndd90FIGKzEYFviHB4IvAK3kjh+/v7ER8fj/T0dFitVqxduxaPP/440tLSptm/f/rpp15lhkUwOxiGwbZt2/Dee+9hxYoVUKvV4DgONTU1tAtUUlIyp6oinU4HpVJJSdkmkymsiL9WqxWtra2IjY2FTCYLWbHoLg7CXXYaP1pjwYIFghO7FQoFNm7ciPXr1+Ohhx4K2fMHvLu2cByHTZs2obi4GFu3bqV/G7HZiMANIhyeCAKDWCzGCy+8gLVr11Ip/PXXX+8UkDo1NYU77rgDDMPAZrPh9ttvx2WXXQbAv4BUgoiCwzNMJhPWrFmDa665BkqlEhKJBBzHYXJyEs3NzWhsbMRDDz2Enp4ezJ8/nyrCli1bFpIOi91uR1tbGywWC2pqapzGL+66QIT4SxRhwS7S+MTuiooK2o0JFaKjo2mYJTkeopTTarXo7OyEzWaDzWZDcnIyKisrBX3dWJb9/+3daVCT59cG8CvslgZQUBALVFwQRESWCIgabVVUqjgtdhlbF0CLgDLVjlpKtfOvWGpbsXVQKjK2SpFpdXAZpq0gqEMAWQVEFhWFiAtBSpAtIXneD06eF0S2QiDA+c34ARLweTKjOTn3fe4LUVFR+P333xEVFQUnJ6cB+9291Zv/W5KSknDy5Ek4OzsjMTERAPD5559j3Lhx7ISYTCZDaGgoFTukS9ThISqNJjh69vDhQ0yaNKnb58jlcpSXl7MTYbm5uVBTU4OjoyO7Idrc3HxAC4za2lqUlZXBwsICEydO7HH55VWxB8rsArU/t2b69OmDeuZQbzAMA6FQCKFQCHNzc8hksk6Tcv15Xaqrq+Hv7w9ra2uEh4djzJgxSrgLQgYdjaWT4amvQaltbW1wc3NDQkICWlpaKCi1CwzDQCwWs12gjIwMCIVCTJkyBTweDzweD3PmzPlPb4JSqRTl5eVst60/m2oV49+Kk5Dbd4H6E3755MkT3Lt3Tynn1gwExcZpXV1dTJ06tdPmZkV3TPGnL68LwzA4d+4cDh48iIMHD2Lp0qUqt3GckH6gJS0yPNEEh3IoksSXLFnCnpIrl8tRUlICgUCAM2fOYNeuXdDU1ISjoyPmzp0LFxcXTJo0qds3R5FIhPLycvY05/6+kb48/i2Xy9nx78rKSjx//hwaGhodJsK663ZIJBKUlJRATU2tX+P6ytJ+ic3KyqrLjdOvmpR7+XVRV1eHvr4+GIaBjo4OLCws8O+//2LHjh2Qy+VISUkZ9CU8QoYSFTxEpdEEx+BRU1ODjY0NbGxs4OvrC4ZhUF9fj8zMTAgEAsTGxqK6uhrTpk1jN0MrxqJrampw4sQJLF++HA4ODtDW1lbaNXK5XHC5XPbclvaHAFZVVbGHACrOv1F0O54+fYq7d+/+50MYlU1RjKmrq/e5GHvV6yKVSlFfX4+rV6/i559/Rk1NDVpbW7Fo0SJs27atz+nzhAx3tKRFVBpNcKgWmUyG27dvs3uBbt68iaamJjQ1NWHNmjUIDAyEqanpkC6RKDZtK5bBGhoaIJFIoKGhgcmTJ8PQ0FBpBdl/pYiGUEYx1tLSgq+//hqFhYUICQlBZWUlMjIykJeXB01NTfz666/9GkGnyBmiYmgPDxm+egpKTUpKgre3N5ydndmfUUxwUFCq8tTW1mL79u1obGzE2rVrUVxcjPT0dDx58gTTp09nN0PPnj17yAoMxRKbmZkZtLW1hzwK4mVtbW0oKyuDRCKBjY3NgI/mFxQUIDAwEB9++CGCg4M77QVqaGiAtrb2f/57KXKGqCAqeAjpi54+eYaEhCAlJQUMw+DAgQPg8/mQSqUICAjA7du3weFwEBkZCVtb2yG6A+ViGAYrVqyAr68v3n333Q6PKSJGFF2ggoIC9tRiHo8HFxcXGBsbK7ULpMiYkkqlsLa27lRwKbpAigJIEQWhWAbT19dXepGmyBEzNzfv1RRbX8hkMvz00084f/48oqOjlbaM25uhAplMBlNTU1hZWQH4/8iZ48eP4+HDh9i3bx8AYMuWLVi1atWoj5wh/Uablgnprbt37yImJqbDJ8+lS5eynzyvXLmC/Px8CAQCVFdXY/HixSgqKsKpU6egoaGB69evIz8/H5s3b4ZAIBjiu1EODoeDxMTEV75Jq6urw87ODnZ2dvj000/BMAyePXuGjIwMpKWlITo6GiKRCFZWVmwXyM7ObsC6G4px+O42TnM4HHbPS/soCMVEWPu9QAPdBZLL5Ww6/OzZswd8HPzBgwfw9/cHj8fD9evXlVq4UeQMGU6o4CHkJT2FnSYnJ8Pb2xsAYGpqCgsLC5SWliI5ORl+fn4AAHt7e9TW1qKxsXHAT8VVFb3tSHA4HBgaGmLlypXsa9jW1oaioiIIBAIcP34chYWF4HK5bBdo7ty5mDBhQp+6Hu0POZwzZ06fx+E1NTVhZGTEvgl3FQjafiKsr8VEQ0MDiouLYWJiAgcHhwHt6sjlcsTFxeHIkSM4fPgw+Hz+gP3urlDkDBlOqOAh5CU9ffIUiURwdXXt9HhXPzdSC57+0NDQgL29Pezt7bF161YwDAORSIT09HQIBAIcO3YMz549g7W1NbsMZmtr2+XkkiKQ1MzMDDNmzBiQQqKrQFDFMphQKIREIoGuri67FNZVF4hhGNy/fx81NTWYOXPmgE9IiUQiBAcHg8vl4urVq53S3ZVlypQpePDgAWpqajB+/HgkJCSw++S6ipw5f/58h8iZ3bt3QyKRIDU1FSEhIYNy3WR0ooKHkJeMHTu220+eXX2q7csIPelIEQOyatUq9sTstrY2FBQUQCAQIDIyEkVFRTAwMOjQBdLW1sbOnTuxfPlyeHh4KP204L52gfT19SGXy3Hr1i2MHTsWTk5OA7o5mmEYJCUlITQ0FKGhoXjvvfcGdUJuKCNnCOkr2rRMyEuKioo6hZ3+/fff4HK50NPTw6VLl3Dq1CnEx8ez3Z7CwkJER0ejqqoK4eHhKC0txQcffIC8vLyhvp0Rg2EYPH36lO0CXb58GVVVVeDxeFiyZAlcXFwwc+bMQQ2+fJX2e4GePn2K5uZmGBgYwMjICAYGBgO2F6ixsRFffvklqqqqEB0dDVNT0wG4ekKGPZrSIqQvDhw4gISEBHA4HGzevBna2tqIj4/HhQsXIJfLERwcjOzsbMjlcnz11VdYsWIFmpub4evri8rKSsjlckRERHQYlScDo6WlBXv37kVOTg4iIyMhFouRlpaGjIwM3Lp1C+PGjWMPRuTxeDA0NBz0c4EU6etjxozB1KlT2UDQ+vp6iMViqKurQ09Pj10K6+t+o5ycHGzfvh0+Pj7w9/cfkpF6QlQUFTyEDAfdjcPX1NTgs88+Q2VlJRobG7FhwwYEBgYiJSUFmzZtgoWFBQDA0dERP/zww1DdgtKdPXsW1dXVCAgI6PRGr4hmUHSBMjMzIRaLMWvWLHYZzNraWqldoMePH6OioqLb9HWpVAqxWMwejtja2gpdXV12GUxPT++VRYxUKsX333+P5ORknDhxAtbW1kq7D0KGKSp4CFF1PR3EVlxcDLlcDltbWzQ3N2Py5Ml49OgREhISIBQKERQUNMR3oJokEgny8/ORlpaG9PR0lJSUwMjIqEMXaOzYem+0jAAACRZJREFUsf3uAkmlUpSUlIDD4cDKyqpP0RAMw6CpqanD6dBqamp4/vw57t27Bz6fD4Zh4O/vj7feeguhoaEqlwNGiIqggocQVdeXg9iEQiG8vLyQnZ2NmJgYREREgMvlYsKECdi3bx9mz549yFc/fDAMg0ePHrEFUGZmJpqamjp0gWbMmNHpVOLuKM7+sbS0hLGx8YBcZ1tbG27duoXY2FikpaWhoqICc+bMgaenJ1xdXeHg4NCvJHpCRig6eJAQVdfbg9gaGxvxySefIDo6GgCwYcMGbNq0CcCLXCMvLy/cuXOnT2/YowmHw4GpqSm8vb3Z85RaW1uRm5sLgUCA7777DiUlJTA2NmYLIGdnZ+jr63fqAslkMpSVlaGlpWXAQ1M1NDRgbGyMiooKzJ07F9euXUN1dTXS09Px22+/ITg4GOHh4Vi0aFG//p6esrDi4+Nx9OhR9uvKykrs3bsXH3/8McaPH49Zs2YBeHHAYHJycr+uhRBlog4PISri2LFjqK2tZc8iCQwMxJIlS7B69Wr2OQ0NDVi7di12796NhQsXvvL3ODo64uLFizS10w8Mw0AoFEIgEEAgECArKwstLS2ws7MDj8cDj8fDw4cPsX//fpw8eRIWFhYDujGaYRhcunQJ33zzDcLCwuDp6amUjde9zcJqb+HChYiLi8OYMWPg6+uLs2fPDvh1EdIPXf5Doa39hKgId3d3JCYmQiaTobm5GampqXBycoJYLAbw4lwfLy8v7Nq1q0OxU1hYCMUHl6KiIkgkEjrPpJ84HA7MzMzw/vvv4/Dhw2zh4+vri/r6eqxbtw4BAQEwNDREXFwcrly5gvr6evTwAbJXGhoaEBAQgLi4OCQnJ+Odd95R2pTZ3bt3YWJiAjMzMwCAt7c3kpKSunx+UlISZsyYAVNTU9TV1SErKwvz58/H4sWLce7cOaVcIyEDhZa0CFERtra2nQ5iS01NZcfh9+/fj5KSEnaPDwDExsYiMzMTfn5+bOp1XFxcn98gu5sOq6iogJubGxv+OGnSJMTGxo6qsFQA0NHRgYGBAS5cuABfX18EBwezXaB//vkHYWFhaG1thb29PdsFmj59ep9GxgUCAXbu3ImgoCBs3LhR6ePmfc2z+vbbb/HLL78AAN58801UVlYCeLGnbNmyZZg6darSgkoJ6S9a0iJklOtpOiwvLw+nT5/uNOoeExOD7OxsREZGIj8/H1u3bh2xYakKR48ehbu7O7tv5WVNTU3Izs5Geno6MjIyUF5ejjfeeIOdBnNycsLrr7/eqSCVSCTYv38/bty4gZiYGEyZMmUwbgclJSUICgrC5cuXAQB//vkn0tLScOjQoU7PTUtLw9GjR3H69OlX/q4dO3bA0dERH330kVKvmZAe0KZlQsir9RSWWldXh4sXLyIjIwNcLhe7d+8Gn88fdWGpAODv79/t46+99hoWLFiABQsWAHixR+b+/fsQCARITEzE//73P7S1tcHe3h7Ozs5wcXFhO2WrV69GcnLyoJ4U3ZssLIWwsDCEh4ezX9+5cwcTJ06Erq4uxGIxrly5goCAgEG7dkL6igoeQka5npY1+Hw+ysrKALw4C2jlypW4ceMGhaX2gpqaGiwtLWFpaYl169ax5+1kZWUhPT0dX3zxBXJycpCYmAgHB4dBv77eZGFpaWkhNzcXmpqaHZYsa2pq2OlAmUyG0NBQWFpaDvo9ENJbVPAQMsr1FJbafh+JjY0NHBwcUF5eTmGp/wGHw4Guri74fD74fD6AFxNZgx190Z6Hhwc8PDw6fG/y5Mmorq5mv3ZwcEBCQkKH57i6uuLatWuDco2EDASa0iJklOtpOuz27duQSqUAgOrqahQXF8PW1hbu7u64cOECAKC0tBSamprQ19cfsvsYroay2CFkNKEODyGjXE/TYXfu3IGPjw80NTXBMAyioqKgp6cHHx8f+Pr6Yv78+ZDL5ez0DiGEqCKa0iKEDJnuxuH37NmD9PR09uuCggLk5eXh3r17oyoslRDSJ5SlRQhRLT2Nw7cnEomwatUqpKWlUVgqIaQ7dNIyIUS1tB+H53K57Dj8q0RERCAoKAgcDgd1dXU4fvw45s2bhzVr1uDmzZuDfOWqo66uDn5+fjAxMenyOWfPnoWLiwtcXV0RERHBfv/IkSNwdXWFi4sL4uPjB+NyCRlStIeHEDIkenvKb319Pf766y98/fXXACgstb2cnBz4+/vj4sWLr3xcLBZjz549yMrKgq6uLubNmwcPDw9oamoiJiamQ3dt6dKlNGVHRjQqeAghQ6KncXiFI0eOYMuWLWxB035M3t3dHePGjcOTJ09GZVjq22+/3e3jmZmZcHNzY6fnvLy8kJycDC0trW4PmyRkJKIlLULIkOhpHB4AGhsb8ccff2D9+vXs9ygstfe66qL1NUOLkJGAOjyEkCHR0zg8AERFRWH9+vXQ0tJif24gwlJHi64Oh9TW1u5Vd42QkYSmtAgho1JpaSk2btwIc3NznDlzptPjISEhSElJAcMwOHDgAPh8vsomxJuYmODx48fs14ocLJFIhAULFiA7Oxs6OjpYtGgRDh06BC0tLWzZsgXXrl2DRCKBs7MzLl++TJ0yMhJQeCghhLSXmZmJbdu2dYpMAF5MkOXn50MgEKC6uhqLFy9GUVERTp06BQ0NDVy/fh35+fnYvHmzyiXEt8/BMjIywq5du7Bw4UJoaGjA09OTzex6ubtGxQ4Z6ajDQwgZtVJTU3Hs2LFOHZ6QkBBMmzYNGzZsAAAsW7YMP/74I8LCwuDn58fmYFlZWSE3N5cCUwlRHXQODyGE9BZt9iVk5KGChxBCXtLVZl9KiCdk+KKChxBCAMhkMnYkvn0SvEgkQmlpKaysrCghnpBhjAoeQggBcObMGaxbtw4AsGLFChgbG8PNzQ2enp44fPgwdHR04OPjA6FQiPnz52PTpk2UEE/IMEKblgkhhBAyUtCmZUIIIYSMXlTwEEIIIWTEo4KHEEIIISMeFTyEEEIIGfGo4CGEEELIiNdTlhZFEBNCCCFk2KMODyGEEEJGPCp4CCGEEDLiUcFDCCGEkBGPCh5CCCGEjHhU8BBCCCFkxKOChxBCCCEj3v8BY+zJhLSM3rUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# project=3d로 설정합니다\n", "ax = plt.axes(projection='3d')\n", "\n", "# x, y, z 데이터를 생성합니다\n", "z = np.linspace(0, 15, 1000)\n", "x = np.sin(z)\n", "y = np.cos(z)\n", "\n", "ax.plot(x, y, z, 'gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "colab_type": "code", "id": "hc29cPenM3wD", "outputId": "422699b2-35ee-4f3d-b49f-3d30327f6a2d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# project=3d로 설정합니다\n", "ax = plt.axes(projection='3d')\n", "\n", "sample_size = 100\n", "x = np.cumsum(np.random.normal(0, 1, sample_size))\n", "y = np.cumsum(np.random.normal(0, 1, sample_size))\n", "z = np.cumsum(np.random.normal(0, 1, sample_size))\n", "\n", "ax.plot3D(x, y, z, alpha=0.6, marker='o')\n", "\n", "plt.title(\"ax.plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "MtHM5cYNM3wK" }, "source": [ "### 8-3. 3d-scatter 그리기" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 303 }, "colab_type": "code", "id": "oN8O58LKM3wL", "outputId": "0b3fae14-fbb8-4ad7-eec7-ed5bd311a58b" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 5))\n", "ax = fig.add_subplot(111, projection='3d') # Axe3D object\n", "\n", "sample_size = 500\n", "\n", "x = np.cumsum(np.random.normal(0, 5, sample_size))\n", "y = np.cumsum(np.random.normal(0, 5, sample_size))\n", "z = np.cumsum(np.random.normal(0, 5, sample_size))\n", "\n", "ax.scatter(x, y, z, c = z, s=20, alpha=0.5, cmap='Greens')\n", "\n", "plt.title(\"ax.scatter\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "7n4LErnEM3wS" }, "source": [ "### 8-4. contour3D 그리기 (등고선)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 357 }, "colab_type": "code", "id": "Pd10E29KM3wU", "outputId": "48de6e41-3704-4061-db01-e005ef0da9d2" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "/home/ubuntu/anaconda3/envs/tensorflow2_p36/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-6, 6, 30)\n", "y = np.linspace(-6, 6, 30)\n", "x, y = np.meshgrid(x, y)\n", "\n", "z = np.sin(np.sqrt(x**2 + y**2))\n", "\n", "fig = plt.figure(figsize=(12, 6))\n", "ax = plt.axes(projection='3d')\n", "\n", "ax.contour3D(x, y, z, 20, cmap='Reds')\n", "\n", "plt.title(\"ax.contour3D\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "dpWcb9adM3ww" }, "source": [ "## 9. imshow" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "zKs5N0O6M3wx" }, "source": [ "이미지(image) 데이터와 유사하게 행과 열을 가진 2차원의 데이터를 시각화 할 때는 `imshow`를 활용합니다." ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 155 }, "colab_type": "code", "id": "QOEJF8Z5M3wz", "outputId": "f384cd31-9d33-47d1-f7bb-69169e1a3962" }, "outputs": [ { "data": { "text/plain": [ "array([[ 0., 0., 5., 13., 9., 1., 0., 0.],\n", " [ 0., 0., 13., 15., 10., 15., 5., 0.],\n", " [ 0., 3., 15., 2., 0., 11., 8., 0.],\n", " [ 0., 4., 12., 0., 0., 8., 8., 0.],\n", " [ 0., 5., 8., 0., 0., 9., 8., 0.],\n", " [ 0., 4., 11., 0., 1., 12., 7., 0.],\n", " [ 0., 2., 14., 5., 10., 12., 0., 0.],\n", " [ 0., 0., 6., 13., 10., 0., 0., 0.]])" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import load_digits\n", "\n", "digits = load_digits()\n", "X = digits.images[:10]\n", "X[0]" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "X2kFAdPwM3w_" }, "source": [ "* `load_digits`는 0~16 값을 가지는 array로 이루어져 있습니다.\n", "\n", "* 1개의 array는 8 X 8 배열 안에 표현되어 있습니다.\n", "\n", "* 숫자는 0~9까지 이루어져있습니다." ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 427 }, "colab_type": "code", "id": "FOIglMftM3xD", "outputId": "10d66904-c116-4fa6-8414-ef55bd58f317" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, ncols=5, sharex=True, figsize=(12, 6), sharey=True)\n", "\n", "for i in range(10):\n", " axes[i//5][i%5].imshow(X[i], cmap='Blues')\n", " axes[i//5][i%5].set_title(str(i), fontsize=20)\n", " \n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "day 5 수업중자료(시각화)의 사본", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 1 }