{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#绘制简单的柱状图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style('white') # 设置风格样式\n", "\n", "#plt.figure()\n", "x=[1,2,3,4,5]\n", "y=[90,54,34,5,45]\n", "sns.barplot(x,y)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 常用图表的绘制--折线图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd \n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=pd.read_excel('成绩表.xlsx')\n", "\n", "sns.relplot(x='姓名',y='数学',kind='line',data=df)\n", "\n", "plt.xticks(df['姓名'],rotation=45)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 常用图表的绘制--折线图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd \n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=pd.read_excel('成绩表.xlsx')\n", "\n", "sns.lineplot(x='姓名',y='数学',data=df)\n", "\n", "plt.xticks(df['姓名'],rotation=45)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 常用图表的绘制--折线图(多折线图)\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd \n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=pd.read_excel('成绩表.xlsx')\n", "\n", "df1=df[['数学','语文','英语']]\n", "\n", "dfs=[df1['数学'],df1['语文'],df1['英语']]\n", "\n", "sns.lineplot(data=dfs)\n", "\n", "#plt.xticks(df['姓名'],rotation=45)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 绘制直方图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd \n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=pd.read_excel('data2.xls')\n", "\n", "data=df[['得分']] # 准备数据\n", "\n", "sns.distplot(data,rug=True)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#绘制条形图\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd \n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=pd.read_excel('成绩表.xlsx')\n", "\n", "#条形图\n", "sns.barplot(x='姓名',y='数学',data=df)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 散点图\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=sns.load_dataset('tips') #关于小费数据集,是seaborn自带的\n", "\n", "sns.relplot(x='total_bill',y='tip',data=df,color='r')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFgCAYAAACFYaNMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABV/ElEQVR4nO29aXhc1ZXu/+4z1ax5tmUjY4Px7IADNpCkM5EAwZAQxlbn4TYJTXfu06RJdzrp/mcgN50HbqZuCNwHuI9vYpokxgmYAE0HCFMwcWxHnvAAxrItWbNKKtV8pv3/cKpKJalKqpJqlNbvi6F06ux9jqperbP22u9inHMOgiAIouAIxZ4AQRDEQoUEmCAIokiQABMEQRQJEmCCIIgiQQJMEARRJKRiT2AyqqrD5wsXexpZ4XbbEAhEiz2NokL3gO4BQPcg3fXX13tSHl9yETBjrNhTyBpJEos9haJD94DuAUD3INvrLzkBJgiCWCiQABMEQRQJEmCCIIgiQQJMEARRJEiACYIgigQJMEEQRJEgASYIgigSJMAEQRBFggSYIAiiSJAAEwRBFIm8CPDQ0BBuu+02AICmabjrrrtwyy23YOfOnfkYjiAIoiTZ3enF3TsO4or7f5/y5zkXYJ/Ph6997WsIhy1DnSeeeAJr1qzBL3/5S7z22msIBAK5HpIgCKLk2N3pxQOvnMRQUEWVQ055TM4FWBRF/OQnP4Hb7QYA7NmzB5/+9KcBABs3bsSRI0dyPSRBEETJsX1vF2SRwSGLaU3Gcm5HGRfeOOFwGI2NjYmfDQ8PT/t+UWSoqnLmelp5RRSFsptzrqF7QPcAoHuQfP19fhWVDmlah8e8+wE7nU5EIhF4PB6EQiE4ndP/cgyDY3Q0lO9p5ZSqKmfZzTnX0D2gewDQPUi+/iaPgqGgCocsprWpzHsVxOrVq7F//34AwPHjx7Fo0aJ8D0kQBFF02je1QjM4wpoBznnKY/IeAd9www340pe+hH379uHkyZNYv359vockCIIoOlvaavBPH1uO7Xu70B9QUx7DeDppziH9/f3Yv38/rrzySng8qVtzxNE0o+weYRb6YxdA9wCgewDQPUh3/elaEhWkJ1xjYyOuvvrqQgxFEARRNtBOOIIgiCJBAkwQBFEkSIAJgiCKBAkwQRBEkSABJgiCKBIkwARBEEWCBJggCKJIkAATBEEUCRJggiCIIkECTBAEUSRIgAmCIIoECTBBEESRIAEmCIIoEiTABEEQRYIEmCAIokiQABMEQRQJEmCCIIgiQQJMEARRJEiACYIgigQJMEEQRJEgASYIgigSJMAEQRBFoiBt6QmCIMqR3Z1ebN/bhR5fBC2VdrRvasWWtpqcnZ8iYIIgiBTs7vTigVdOYiioosIuYSio4oFXTmJ3pzdnY5AAEwRBpGD73i7IIoNDFsGY9a8sMmzf25WzMUiACYIgUtDji8AuTZRIuySgxxfJ2RgkwARBECloqbQjopsTXovoJloq7TkbgwSYIAgiBe2bWqEZHGHNAOfWv5rB0b6pNWdjkAATBEGkYEtbDf7pY8tR51IwFtFR51LwTx9bntMqCCpDIwiCSMOWtpqcCu5kKAImCIIoEiTABEEQRYIEmCAIokiQABMEQRQJEmCCIIgiQQJMEARRJEiACYIgigQJMEEQRJEgASYIgigSJMAEQRBFggSYIAiiSJAAEwRBFAkSYIIgiCJBAkwQBFEkSIAJgiCKBAkwQRBEkSABJgiCKBIkwARBEEWCBJggCKJIkAATBEEUCRJggiCIIkECTBAEUSRIgAmCIIqElO8BfD4fvvrVryIYDGL58uW477778j0kQRBEWZD3CHjXrl247rrr8OSTTyIYDOLw4cP5HpIgCKIsyLsAV1VVobOzE2NjY+jr60NLS0u+hyQIgigL8p6CuPjii/H666/j5z//OZYtW4aKioppjxdFhqoqZ76nlVNEUSi7Oecaugd0DwC6B9leP+Oc8zzOB/feey++853vwO12Y9u2bXA6nbj55pvTHq9pBkZHQ/mcUs6pqnKW3ZxzDd0DugcA3YN0119f70l5fN5TEJFIBCdOnIBhGDh48CAYY/kekiAIoizIuwDfdddd+OY3v4lLLrkEPp8P11xzTb6HJAiCKAvyngNet24dnn/++XwPQxAEUXbQRgyCIIgiQQJMEARRJEiACYIgigQJMEEQRJEgASYIgigSea+CIAhi/rG704vte7vQ44ugpdKO9k2t2NJWU+xplR0UARMEkRW7O7144JWTGAqqqLBLGAqqeOCVk9jd6S321MoOEmCCILJi+94uyCKDQxbBmPWvLDJs39tV7KmVHSTABEFkRY8vArs0UTrskoAeX6RIMypfSIAJgsiKlko7Iro54bWIbqKl0l6kGZUvJMAEQWRF+6ZWaAZHWDPAufWvZnC0b2ot9tTKDhJggiCyYktbDf7pY8tR51IwFtFR51LwTx9bTlUQs4DK0AiCyJotbTUkuDmAImCCIIgiQQJMEARRJEiACYIgigQJMEEQRJEgASYIgigSJMAEQRBFggSYIAiiSJAAEwRBFAkSYIIgiCJBAkwQBFEkSIAJgiCKBAkwQRBEkSABJgiCKBIkwARBEHnC4BwjYQ26Yab8OdlREgRB5IGgamA0rIFznvYYEmCCIIgcopocIyEVUdUAByAKLO2xJMAEQRA5wAQwFIii3xeGmT7onQAJMEEQxJzgCGkmRkMaHC5bxuILkAATBEGkZHenF9v3dqHHF0FLpR3tm1qntGHSTBO+sI5QVAcH4MhyDBJggigzMhEGYm7s7vTigVdOQhYZKuwShoIqHnjlZKL5KOeAX9XhC2swswl5J0FlaARRRsSFYSioThCG3Z3eYk9tXrF9bxdkkcEhi2DM+lcWGXYe6EFEN9EfiGAkqM5JfAESYIIoK9IJw/a9XcWe2ryixxeBXRqXR0lgaKm0YyyqY8AfQVRLXdebLSTABFFGTBYGALBLAnp8kSLNaH7SUmlHRLdE1mOTUO1S4A2pMAwT05T1Zg0JMEGUEcnCECeim2iptBdpRvOT9k2tEAWGCocEExynh4LwBjVsXduc03FIgAmijGjf1ArN4AhrBji3/tUMjvZNrcWe2rzisvOq8bdXtkHXTZwdDqHCLuGLm5di4+LKnI5DVRAEUUZsaavBP31sOVVB5A2OYKymd2mVA1//xAV5HY0EmCgpSqHEqhTmMB1b2mpKaj7zBc00MRrSEVatmt5CQCkIomQohRKrUpgDUVg4AF9UR58vilABxRcgASZKiFIosSqFORCFgTFrAbPfH8FoUIWZy/KGDKEUBFEy9PgiqLBP/EgWusSqFOZA5B/D5BiNaAhG9ZyWlWULRcBEyVAKJValMAcif3BYW4h7xyIIRIorvgAJMFFClEKJVSnMgcgPUcNEvz8Kb0CFMcctxLmCBJgoGeIlVnUuBWMRHXUuJWF+spDmQOQWg3N4wxoGxiKIakaxpzMBygETJUUplFiVwhyIXDBe05uuJ1uxIQEmCGLeoZocoyEVkVhboFKFUhAEQcwbTAC+iIZ+XwThIovvgD+KR946jfbtf057DEXABEGUPYxZXYh9YQ2qXtx0w2Agit8c7MXv3xuGMUOZBQkwQRBljW5yjIY1axdbEUPeoYCK/7evGy++0w89VmVR65Rx44aWtO8hASYIoizJVVuguTIcVPH0oV68/O5QQnhrnDJuWNeMj19QB7sspn0vCTBBEGUFY0BYMzEaVnPWmWI2jIRUPH2oDy+9OwjNGBferWub8IkL6qFIMy+xkQATBFE2GJxjNFTcLcQjIQ3PHO7FSycGocaEt8ohYevaJty4aQmiITXjcxVMgL/97W/jQx/6ED760Y8WakiCKHlK3fqylAiqBkbDxavpHQ1r2HW4D/99fBBqbA4VdgnXr23CVSvrYZNE2CQR0SzOWRAB3rdvH4aGhkh8CSKJmVqfExaqwTEStmp6i4EvrGHXkT68eCxJeG1WxHvVyvppc7wzkXcB1jQN//qv/4oPf/jDePnll/Hxj38830MSRFmQbH0JIPavge17u0iAAZicYyyqwx/WUIw1trGIhl2H+/Hi8QFEY6VtbpuIrWua8KmLGhK/t7mQdwF+5plnsHz5ctx555144okn0Nvbi/b29rTHiyJDVZUz39PKKaIolN2cc818vwevvzuIx//Qie6RMBZXO3DnFW348AX1E47J9h70+VVUOiQwxhKvuQSGPr9atvcyF58Dzjn8UR1jIQ1ckuD2FHapaiysYeefz2HXwR6EY94RHpuEGz+wCFs3tMCppJ+PIDJUVDgmvsbSHIwCCPCxY8dw0003ob6+Htdddx1+/OMfTyvAhsExOhrK97RySlWVs+zmnGvm8z1IThW4FQF9vjC+9ew7U1IF2d6DJo+CoaA6IZIKawaaPErZ3su5fg6K0RYojj+q47kj/Xj+aH/CktSliPjM6kZcvaoRTkWEHtEwFtHSnqOiwoGxsfCE10SBAfXulMfnXYCXLFmCri6rm8Dhw4fR0pK+KJkgMqWQi1f5ShW0b2rFA6+cBGDALgmI6OaCtb7kAMZiUW+hO1MEojqee6cfLxwdQCgW8ToTwtsA1zQR71zJuwDfeOON+MY3voEXXngBuq7jP/7jP/I9JDHPKfTiVb66ZFCH4+LW9AZVHc+/M4DnjvYjFFvgc8oirlndgGtXNcJly3/qI+8juN1uEl0ipxR68aql0j4lVZCrLhkL2fpSM034wnrBtxCHVAPPH+3Hc+/0IxgTXocs4OpVjbh2dSM8BRDeOLQRgyg7Ct23jVIFucWML7KF9YKmG8KagReO9uO3R/oRiAmvXRLw6VUNuG51Ezz2wsshCTBRduQzIk0FpQpyA4cVfRZ6M0VYM/Bfxwbw7JE+BKLjwvupixpw3ZpGVNjlgs1lMiTARNlRjIh0IacKckHUMDES0graEiisGXjx2ACePdIPf1QHACiigE9dVI+ta5tQWUThjUMCTJQcM1U4UERaPpicwxfREYgUbjNFVDfw4rFB7DrSh7HIuPBetdIS3ipH8YU3DgkwUVJkWuFAEWmpU/h+bFHdwO+OD+KZw33wJYSX4RMX1uP6tc2odpaO8MYhASZKinLenvv6u4P4P6+dXPBRuWZyjIQ0RAq0mSKqm3j5xCCePtyH0bC1SUIWGT5xQT1uWNeEaqdSgFnMDhJgoqQodIVDrtjd6cUPXn0fIsOCNdYxAQwHo+jzRQpS3aDqJl5+dxBPH+rDSEx4JSEe8Tah1lW6whtnRgE2TROvvPIKzp07hyVLlpCjGZFXCl3hkCu27+2CIgpQRGvjfzlF7nOFMSCkWpsp7E5b3sVXM0y88u4QfnOoF97QuPB+7II63LC2GXXu0hfeODMK8Fe+8hXU1tbiwgsvxOuvv47nn38eP/zhDwsxN2IBUq41tz2+CKpdyoTWOOUQuc8V3eTwRcYN0vP5Z1IzTPz+vSE8fagPQ0HL9FwSGP5iRR0+u64J9W5bHkfPDzMKsNfrxb//+78n/n86Ix2CmCvlWuHQUmnHSFhPRMBAeUTus4UDCKg6fCENRp7LGzTDxGsnh/Hrg70J4RUZw1+sqMXn1jeXpfDGmVGA7XY7Hn30UaxevRqHDh2Cx+PB3r17sWnTpkLMj1iAlGOFQ/umVvzg1fdhmCiryD1bxr0b8l/Tq5vjwjsYsIRXYMBHltfhc+ub0egpX+GNM6MAr1+/HqqqoqOjAwCwatUq7NmzhwSYIJLY0laDb7ls87oKwuAcvrBV05vPNK9umnjjfS92HujBQJLwfuj8Wty4vhlNFfPnqYJxXqzWdqnRNKPsvFDnsxduptA9mM/3IPOa3lR+uJlimBxvvj+MnQd70ee3OqsJDLhyWS1u3NCM5jIQ3uTrFxiDQxHhUiS0NldMMN6PQ2VoBEGkRTU5RkNWP7Z8RWqGyfGHU17sPNiD3rFx4b1iWQ1uXN9Sdnl0RRLgsklwyiJkkYFzpBRfYBoB/v73v4+vf/3raG9vT7yZcw7GGH7+85/nZ+YEQZQEJgB/RMurY5lhcuzu9OKpg72JahEG4PJlNfj8+mYsqnJMf4ISQhAYnLKIBo8NqsQQl9uZbh2lIHLA/H30zBy6B/PjHjBmtX/3hTWoevZbiDNJQZicY3fnCHYe6EF3kvBubqvG5ze0oLVMhJcxQBYFuO0SHJIISWBpPwP19Z6U58g6BbFv3z5ccskl2c+WIIiSRjc5RsNa3gzSTc7xx9MjeOpAD7pGx+ujN59XjZs2tKC1ujyENx7tumwS7JIwp3PNKMB33HEHtm3blvj/H/3oR3jyySfnNChBELkhF73xOBAzSM9PTa/JOfacGcFTHb04OzoeHV+6tAqf39CC82pKvwM0AyBLVrTrlEWIaXK62ZJWgI8fP45jx46hv78fzzzzDAAgFArBZiv/2jti/lPIpp3FYnenF9958QRCqgHD5PCGNHznxRP41qcuzOha892PzeQcfzoziqcO9ODMyLjwfnCJJbxttaUvvLmMdlMxYwQcTxFzzlFVVYWf/OQnOZ9EoVkIX86FTCGbdiZ/lpbUunDrxpaCfZYefOMUxiIaBMYgMEvwxiIaHnzj1IxzyGdNL+cce8+OYseBHpz2jgvvJa2VuGlDC5bVuXI7YI5Jjnbjud18kVaAV65ciZUrV6KzsxPXX3993iZQaArdUZcoPIWytJz8WRr0Rwv6WTo7Eo6JryUQLOn16QjmqS0Q5xxvnxrGz3afxqnh8YWoi1sr8fkNLVhe4sKb72g3FTNGwP/wD/9QiHkUjHL2myUyo1CWltv3dkE3TIyEDGiGCUUS4FbEgn6WuFVkOuH/09WcqibHSKymN9dz6Oj24VcHevD+0LjwfmCxFfEury9d4WXMqtt12yQ4cpjbzZQFtxGjXP1micwplKXlqeFQIgUgCgy6yTEcUqEVqPfO0honTg0HwTiHwBhMzmECWDZpUcsEMBbR4A/nti0Q5xwHzo1hx4EevDcYTLy+YVEFbtrYggvq3bkbLMeIwvgutUJFu6lYcAJcrn6z5UKm+fVc5+GTz+dURPhjLWnSGePkYnwt9gifSAGwia9nM9Zs5vPlK9tw34snEIga0A0TTGBgYBgORHH3joO447IlWNNcgdGQNmVOc4FzjkM9Y/hVRw/eTRLedS0V+B9XtGGxa2Lrn45uH3Yd7sWAP4oGjw1b1zZj4+LKaceYzXtmIptot1DrRAtuI0Zy3i75yzmXvN18KMCfK1VVTrzQ0Z3Rvc317yDV+cYiOmpdCoJRfcoXKFfjX/XwbvijBhiz8q8c1s4nj03Ef//tlozHmst84kJxajiEQNRAlUNEo8cOmywgqnNcv6YR6xfNTbjicM5xuNePHR09OD4QSLy+ptmDmze24KJGz5SNGB3dPjz29hnIIoNNFBA1rGv74ualaQV1Nu+ZDlFgcNokuBQRNpFhPFuemrn8PvK+EaPcKVe/2XIg0/x6rvPwqc8HVNolPPlXF896njOxrM6FsyMhBKJmIgfsUgQsqR5PAWQy1lzmE7fuvHvHQQwHVTR4bLBJArwhDSMhFU8f6s2JAB/ptSLeY/3jwruqyY1bNi7CqqbU4gIAuw73WkIqWddm/Wtg1+HetGI6m/dMxop2RXhsEhyykHhKyYRCrhMtOAEGytNvthzINL+e6zx8tufL1fjx7h0NHiuPqJlARDMmpDoyGSsX8xkNa1hc7UBYNdDji8DkgE0UMBBzFZst7/T58auOczjaNy68FzW6cfPGFqxprpjx/QP+KNy2idc207xm8544osAsIxxFgk0EZop2U1HIdaIFKcBEfsg0v57rPHy258vV+JOfplLVAWcy1lznY3A+viCXJDhRw0TDLE3Lj/ZZqYYjff7Eaxc2uHDzxkVY2+xJW2kxmQaPDSNhLRHNZjKvbN8jMECRrWjXLouY65JaIdeJirf8R8w72je1QjM4wpoBzq1/U3WFyPS4XI+bj/G3tNXgkZvWY9cXL8X2//HBKU9WmYw12/lwWDW9fWNRXLa0GsGogahuAJwjqlvn2Lq2OavrOd4fwH3/fQLf/K8TCfG9oN6F/++TK/C/rl6JdS2pfW3TsXVtMzSDZzWvTN7DAEiigCqXgqZKO5o8NjhzIL5A7j+f07HgFuHyAS3Cjd+DUqiCyOR8+VjlTvc5yEcVhGpweEPqhLZAc6kceHcggF919OBgz1jitRX1Lty8sQXrsxDdVG5ouayCEBiDXRHhViTYZWEWCYbMmO3nI9tFOBLgHEACTPcAKMw9MDmHL2JtIc5FTe97gwHs6OhBx7lx4T2/zombNy7CxkXZRbvA3DpipCMe7caNcOIm56UIVUEQxLwk87ZAmfD+UBC/6ujBn7t9ideW1Tpx08YWXLy4MmvhzQfxlj5umwSbJGRscl5OkAAT84L5bLCkmSZGQzrCqj7ntkCnhoLYcaAH+7rGhbetxhLeS1rnJrwd3T48d+w99I6EZr15Im6EM7mlz3yFUhA5gB6/i3sP8rG5Zjbk+h5wAGNRHWMhbc5tgTqHQ9hxoAd7z44mXlta7cDNG1uwaUnVnCPe+OYJmyxCZsh680SyEU5ytFtuUAqCWHDMN4OlXPj0xhexenwR6CbHWHR8sW5JlQM3bWzBB5dWZbVBYTrimyfssgDD4BltnohvDXbZ8m/7WKqQABNlz3wyWNJNDl9EQzA6+7ZAHd0+PPKHToQ0E5Gkvm51LgV/tWkxLjuvOmfCGyebzROlYoRTCpAAE2XPfDBY4hzwq3NvC9Q1GsaDb3ZiLGZGBACyyOBWRDS65bw9EcQ3TziTBDV580SxbR9LFRJgouyJbwkGjLTuZ6VKrtoCnRsN46mDvXjrlDexUCcLDNVOGS5FBAMwGFBzMudUbF3bjMfePoOIZiZywLrBceOGRfA45IyNcBYaJMBE2VOuBkuGyTE6x3RDjy+Cpw704K1Ob6IuWBEZXIqIKoecWFyL6sastyVnwsbFlfji5qV47tgAhsciWFbvwo0bWnDZ0tynO+YTJMDEvKBcDJZ2d3rxzKFe+KI6JAZ84sKGWVks9o5FsPNAL948NZwQ3iaPDTduaIZHkfB/95yFapgT7Byz3ZacLZcsqcI1H1gMHtWhzNIIZ6FBAkwQBeJPZ0bw833diGoGIqqOsG7isbfPZOVz2zcWwc6DvXjj/XHhbXAruHFDCz58fi3EWCWBILCcG5qnImH7aJfgkATUuG0Y1XPb8mg+QwJMEAXAMDl+c6gX3kA0lhZgWfnc9vuj2HmwB6+fnCi8n1vfjA8vr4UkTKwm2Li4Mi+CG0cUmLU1WJFgm+ebJfIJCTBB5BHLsUyHL6zj8DnfrLxxf32oF6+9NwwjpnJ1Lkt4P7K8FrJYuDKudLaPJL6zhwSYIPLAeHWDlnAsy8bndjAQxW8O9uL3ScJb65Tx2fXN+OiKuoIKryQKcNlEOBURNlEgwc0hJMDEvKIUPCEMzuELW45lyWIVL9UCjLSLY8NBFb851ItX3h2CHss11DhlfHZdMz52QeGENznadcjivDTCKQVIgOc5pSBIhZjL7k4vHnqzE6eGgpBFAXUuGUNBFQ+8crJgnhCmyRGIpRtSOZbFS7VSLY4NB63+bS9PEt4b1jXj4wUUXkkU4I5FuwpFu3mHzHhyQKma8RTSpGame5DPucTPPRRQYXITjDFwAI1uBZIooM6l4JGb1s9pjJmIGiZ0UcSQNzjzwUl4QyqePtSHl98dhGZYX8Uqh4wb1jXhExfUQynAVl2BMdhkEW6bCIckYi5lu6X6XSgUZMZDJCglk5p8ziV+bpNziLFqAJNzeEM6llTb8+oJYSQZpHs8jozfNxLS8MzhXrx0YhBqQnglXL+2GZ+4sB62PAsvAyDGTc4lAYpE0W4xIAGex+TbpCY5pZCqIWWh5hI/tywK0E0TArNaU2qGmTdPCA7g7dNePLmvG51DQTR4bLjl0qVYWTO9CI+GNew63If/Pj4INZamqLBLuH5tE65aWT9hgS4fxE3OXZNa+pD4FgcS4HlMPk1qklMKFXYJg/7otPnWfM4lfu5al4w+fzThnSsKLOeeEIxZ837j/WE8+NopCALgtkkYCWt46NWT+OtLl6Ssv/WFNew60ocXjyUJr03CdWsb8amVDbDL+RPecmrps9BY2F5w85x8dndNTimwWFQliwzb93YVfC7xc4sCQ6NbAQODYXIsrrLnNN9tmBxDQRX9YxE8ubcLggArYmXWpgpZFLDrcO+E94xFNGzf242/3XkYzx7ph2qYcNtE3H7xIvz082tx/drmvImvwBhcNgn1HjuaK+2osEmQBBLfUoIi4HlMPk1qsk0p5HMuk8+9tsWT0woLDsAfnWgVmdL/VhrfVOGP6Hj2nT7819GBhCevWxHxmTVNuHpVw4QngVxC0W55QQI8z8nUpCbbErGZUgrpzpevxb98nTtqmBgJTbWKTLmpQjdR41Lwi/3n8MKxfoRj73EpIj6zuhFXr2qEU8lftDvfG1jOR6gMLQeUe+nNbErEJr9HM4HRkIpqpwxvSEMgaqDKIaLGqRStR9tcmKn9e7wHmiwy2EQBYd3AWMSAbnJEYxGvMyG8DXApuY91SrGBZbl/F+ZKtmVoJMBZkiqyu3rj4oLMeS4bGeIbFc54rXkuqXbgf35oGba01eDuHQcnRLP+iIahoAbNMOFUrNzmslrnlPGS5+NxKDg3EoRuIiFAjAEtFTZ47DLCmpFRPW4uNmtkeo7H3z6DJ/d3I6QacCoibrt4Me7cvCTj9u8d3T785mAPzo6EEdbNhFA7ZRHXrG7Atasa4bLlXnjz3cByLr8DEuASFeChoSHceeedeOaZZ6Y9rpQFOF2k+J3rVmN9g6soY2cSVe7u9OK+F09gNKJBAMCYVTNbYZfxrU9diPtffg8VdgmMMfgjGvoDKkyTw+BAvBy11mltakg33l8+8We8PxiAwFiirhUAFIHh/HoXOOcYi+jY9cVL83KN2Z7j8bfP4PG3z4AxQGQMiiSgyqng0xfV46oLG2Zs/x5SDbxwtB+/facfQdXyenDIIq5e1YBrVzfCk2PhZQyQY7ndfDawnOvvgAQ4OwEuWBXE/fffj0ik/JokJjNl5T/22Pf4HzqLNna6qoPJ7w1EDYiMQRQECIxBYAwh1doI0VJpTywUeUM6GACTxxZ0Ysf7o8a0450eDiXOK7BxK24tFhZmUnI2l2vM9hxP7u8GY4BdEtHgsVk53aCK/9zbPa34hlQDvz7Yg7996hB+2dGDoGq1QbphXRO237EJt35gUU7FN2772OCxo7nCDo8i5bV7cC5+B0TmFGQR7u2334bD4UB9ff2Mx4oiQ1WVswCzyp4+v4pKh5Ro8wIALoGhezSc9zmnG7vPr844dp9fhcFNSEl+AgzWLq4+v4pvf2YVvvPcUagGh2aaYLBW/uWYkgqMQTNNuGzSzOMxS7S1pMd31eAIqAZssoEb/u9eLK524M4r2vDhCyZ+HuZyjdmeI6yZqHHKqHAqGAtr6A9EwTmHYQAVFVM3U4RUHbsO9mLnn7vhjzW8tMsCtq5rwY0XL0alQ4YgMpiGnNE8p4MBkGINLF2yCLmAnYPn+jsQRaFkv7+FINvrz7sAq6qKhx9+GD/96U/xd3/3dzMebxi8ZB9hmjzKlJX/sGZgcZUj73NON3aTR5lx7CaPgkF/FKbJE/25OLcevZs8CtY3uPDVvzgf2/d2oWsEYGCwSQycc4BbC1KyICAY1dOOd16tCycH/YBpCbYoMOimVZsrMMuoJqoZcCsC+nxhfOvZd6Y81s7lGrM5B2PA8nonRsM6zo2EE6Vlpgk4ZAFjY+HEeyOagRePD2DX4X74o5bw2iQBn1pZj+vWNqHSLgOajjFNR0WFY8J7s0UUGJw2ybJ9hAlENQSj2qzPNxvm+jugFESJpSAeffRR3HbbbaioqMj3UHkn3WaCO69oK9rYmWxkaN/UCrdNhME5DNOEyTlMzuFUxMT7t7TV4JGb1uN/b12NOreCSrsIzgE9drzHJk473j9+8gJU2WUwMOiGCZEx1Dpl/PD61ai0S6iwSzM+1uZis8ZM59Bjmykubq3CwFgUqm5aka/JwTlw7ZomAFYTy12H+/C3Ow/jiX3n4I/qUEQBn1ndiJ/euBbtm1ot8Z0jjAE2WUSd24aWSjtqHDJsooBi9VPL54YZYip5X4S7/fbbIcQMUo4dO4arrroK3/ve99IeX8qLcMD8rIJIN86poSA0k6etgkimqsqJFzq6U85v62N7Eot8cdItyuWrCmJzW02iM0W8uuGpAz147kgfwpoJhyzg2jVNuG5NE353YgC7DvdhNGxFvIrI8MmVDdi6pgnVzvSim00ELArWLjWXIpVcA0uqgpg9JVsFAQDt7e3Yvn37tMeUugCnYqF/6IDp78HkMjcAGZelzZVUnSlSEdVNvHxiEE8f7sNo2Hrsl0WGT15Yj+vXNqHaqcw41kwCbDWwFOCxyXDIwrxs177QvwslbUc5k/gSxSebSDlT2je14oFXTgIwJpQ25eKxdrpozTA5RiMaglE97QYFVTfx8ruDePpQH0ZiwisJDJ+ICW+ta2bhnYl43a7bbjWwLKVolygutBEjB5TyX/1sHidnqheeToQzMWTPtQ9EqppVw+T450+swEVNHvhC494Nk9EME6+8O2R1Kg6NC+/HLqjDZ9c1z0p4kyPgyZ4M+SwdKyVK+btQCEo6AiYKy2TLyJla9CTXCyc/HsfrhecimPnwaphs8l7rUiCLAn7x527c86HzU75HM0z8/r0h/OZgL4aThPcvVtThs+uaUO+e2iAzG9L57eaDUmo3RcwOEuB5TLZdKHp8ERhminphk+e1q8RsGTdiZ6hwyDBNjuGAipGQOuVYzTDx2slh/PpgL4aC1s9FxvCRFbW4cX3znIQ33l2i0iHDzXhBuktk+8eVKE1IgOcx2VpGtlTaMRzUYPKkemFYK/b56CoxVxZV2qGaJiodMkaCGoKqgahuTGjzrpvjwjsYsIRXYMBHltfhc+ub0ZiiJXymTI52q10KRrX0+eZcUkrtpojZQwI8j8m2C0X7ptZEDphznsgBu21S0etAJz9ub26rgSwJODMYxvG+AKocEiRRSLR5N0yO198fxs4DPRhIEt4Pn1+Lz61vRlPF7P6glIoDWb7bTRGFgQR4HpNt9cGWthp881MXTqiCOK/GOecqiLmS/Lhd65IR0Q08fbAXummCgYMDGAxoaK124K8uWQRfWMPf/+YI+mLm6AIDrlxWixs3NKN5lsIrMMAmS/DYSqOXWkulHV0jYfijBjTDhCwK8NhEtFZn3hiUKD4kwPOY2XShyKdp+mzZvrcLisjQ4LHBJos41ueHN6hCFgW0VNrhssmIaDp008T/29uF3rFx4b1iWQ1uXN8yqxRKonOwTYRTEaGIpdM5+OLWKnR0+xJubqphYCho4Pp1zcWeGpEFJMDznMmCurvTi7t3HMSpoSBCmgHdtIRqaY0TX77S2lI9k2Cn3g040YBkstfuFctqMBhQp5w3k5X80bCGxdUOhDUTPaNhjARVCAzQDWsbcVA1MBLSEs5rDMDly2rw+fXNWFSVfUSYzm+3VMQXAPZ3jaLWJSMQNaEZJhRRhNsmYH/XKO7cvLTY0ysa5VYZQnXAOSDXtY/5+hDFH+U1w8BQQEPcryy+N8AhCbBJIjx2Ka0XbCaeyJO9dvWYt3ClTURzzPpSMziuXd2Ipw70IKQaMGLGPU5FnFBzrJsc//r8MZwaDoLFpLDLG4IW+9TGndvibGmrxuc3tKA1S+GN53bn4rdbyBrYbLZ3F5Ji1gHnwk96rpScGQ+RHfEP0VBQnVBetLvTO+dzx1fOA1EzIVpxARMZQ1A1EYga05rmZOKJHPfalQQBjLHEWH7VmPCen+/twlgkXnVhua6NRTQ89MYpqxGmqqNvLILLllYjGLUqHAIRFXqS4sb/UxYYvrh5Cf7hI+dnJb7xzsENFXY0FcBvN1ckezjHycRzeT5Tjl7GlIIoANlEtPkqL9rd6cWhnrGYwxmfEDVybgkRh+WWlszklfV0q+/dI+MeCCHVmCBi8Wes5E1pdklAWDOhiOObPhgAl02CwTn6/ZFEI8yNiytx52VLsH1fNwaC+oSxGawIvqXSjqtWNkx7Dzq6fdh1uBfeoIrzap34/AcW47Kl1SXRSy1b8rm9u1wpx8oQioDzTLYRbY8vAvskA+65fojic2BTHtgtWCz6ZABEYeLYk6OqdJHX4qTVd6diWV8mnx+wcs3J72GwHpsBy2O3qcIGtyKi3x9NiK/JOfacGcF/7j+HrtHxe+CURSyqtKOt1okl1Q6E1YnCPJmObh/+c383ZEnA8gY3AqqBn7z6Pv50ZqTsxBcYX2CtcykYi+iocykLfhNGOT4VUAScZ7KNaLOt3c1mDg0eBX3+KARm5WQBS44FWN0xXIqVAw5r6aOqdJFX3BN5d6cXbpsEf9SAbpqQhHHrGY8ignOeeE9ThQ0jYRW1Thl2WcRwIIqxqIHWKgc459h7dhQ7DvTgtHc8uvbYRNhly1EsTtQwJ2y+mIwkCtjXPYpatwJuIrEhgzGU9caFUqxYKSbl+FRAEXCeyTaizYchdnwObpuEJo8NNklM/OIlwepesazWhe9duwrf/NSF00ZV6SKvD19Qn4i0bZKAWqcEBkA3LQvGT19UjxUN7gnv+derLsCKejcimonTQyEEVRMeRcQHl1bha789hgd+/35CfBWR4fxaB65e1QgGhqhuAJwjqhuJzRfJCAxwKBLqPTa0VNhxrNePYERHOMmSstQfT4nsKMenAoqA80y2Ee1sanezmYPbJsFtkyb48cZz1Pe//N6caoWTo32HLKLBM+77e9/VFyUdyRHSTIxFNGxd3YRnDvdCAIfTJkE1OJ460Js4UhEZKu3WBoiIbuLV94bwFyvq8E7vGAb8UTR4bNi6thkbF1cCiDmQpajbbfDYcv5kQZQe5fZUQAKcZ2bzWJTJhyibhb2LW6uwbU8XDM5hExncNhGyaLUjSmXq8p0XT6DWpSAY1bP6A5DJIohqcIyGVURUAxzA+kUV4AC2/akLZ0bGj1tW67QiXMOETbJE0/rXwDu9Y/j2p1cmjhUYoMhW+ZxDElPW7Zbj4ykx/6EURJ7Jx2NRNgt7uzu9eO6dflQ7JCgCQ1Q3MRrWce3qRmxpq5lSuqMbVmR61hvOqgzu9XcH4Y/qeG8ohDPeMPwRy+oxops4r8YJ3eTwhjX0j4URVg2YnOPgOR/+5fnj+N5L7yVE2iEJqHPJCER1DAfVWH+0cWyigIHYFmNRYKh0ymistKPJY4MzSXwnU46Pp8T8hyLgApDrx6JsFvbix1bYFdTETMbDmpHYMTU5avWGdAgxE554LWW6cyf3jgtqJuySAAYO1TDQ77eaeda57bhxYwt6xyIwTQ7OOQ73+rGjowfHBwKJc9lEhlqXAnvsmqK6gWB0YgQMAJwBFzZ5UOexwSGP57IzqWQolcfTctutReQPEuAyZKZH/eQv+FBQRYNbAZJyn8nHTs5Ra4YJgEMWUx8fJ3lX3WhEh8mt9j5um9VN2SGLqHAo+NyGZiypcsA0OY70juFXHT041j8uvKubPDg3GkKNUxmvV4MV6cbdzQRmoMapQJFF6CbHrR9YDFfS9WRDscWPfHyJZEiAy5DpFvYmf8G9IQ29/igYY3DbpAnHAlNzo6LAoJkctS55yrmT2b63C5phYCSsJzZYcABMYFhZ77JM3EfDWN3owTt9fvyq4xyO9o0L70WNbty8sQVrmivw7f86jpGwNiHSjRomltc5cePGRXj95BC6RsJwMuAvN7Vi05KqWd23eMulQNSAYZoYDmq478UT+OYM7ZZyyXRPL/GfU2S8cCAviBxQ6P3v0+153763a4I4+yMa+vxRiExAW60DIyENI2ENbkXEsjpXYhHqwTdO4exIGIZppR5qnTKqnXLa/fRbH9uD0bAG3eTQTQ6HLKLapUAzTISiOirsEhRRgEuRcKTPn3jfygY3btrYgrXNnoSPQUe3D4+9fca6HlGALAtwyBL+evNSXLa0KmcbJW77+X6cGg4mWi6ZnMPgHMtqXXjyry6e07l3d3rxi44enB0OTiue6TwcBvxROBSpqD4GuYB6wlFPuHlHqsfmdKVq97/83oT0hMduRbIDARUDARWBqIEqh4Qap5J4/L12dSPCmhXl2iUB3pCKkbAOzeRYVutMKSYtlXb0B1Q4ZQGNThkcDMMBFWHNAAMSAhLngnoXbt7YgnUtFRPEB7C2Gt+15Ty8+v4gwqqJKoeE69e24NIluRNfADjjDUEAElufBcbAOU94H8+W+B9EuyzOmFZI9/SimRwV1OFiwUECXOKkyxleu7ox5fGpvuCSKGBdSwUATPhZ/Ev+5P5u1LqUpOaWNjiV8TrhVPzVB1vR8/JJKCLDWESHL6xN2F0XF98VMeFdn0J4gfENE5+8qAHXrW2azS3KislzSDWnbEmkFRQRhmFOK57pyuFkUcj5FnSi9CEBLnESudaQmeh8IAvAtj1daKm0QWDAkV4/7vnNEUiCtfMsOWhkAGRRwFUrG/DbI32osEvwRzR4Qzo0w+oooZpARItAEBi4yWHAasR52hvGZT96A4okwCGLWFbrxCWtVTgxGMBgUIWqG+gd08A5ppR/KbFH6c6hIO5/+T00V9rRfklrYsOEKFguZG6btWHirVP5XxxbUu3A6Vi0G3fFMDnHeTUTvYxTPXHEfxep5peNCUy6jTaTU0dA8TaKTL7+i1ursL9rNOPfTbEXOssJygHngHzmva56eDf8UQOMjYuGaljGOYsqbegPqDDNcW+HVFTaRLjtMhyygLGIhpGwDgbANHnC2lEAYKY/BUQBaK6wQxIEmNxEry8Cw5z6HpFZfg2jEWvLLwMgCZYTWpVTxlc+cj62LKuBUxYhxqLPQvm47u704jsvnpjWfzjVXPwRHRxARRqf5Lt3HMRQUIXbLsMwrDuSvNMw07kV28s21Ty8IRXDQQ11LmXaNYE4BweC+Naz7xT9OooF+QHPMzSTg8PqUsxYknUjs2p2U/ubjcMAaCYgi9b7R8OWx4TAWEK0RTa9+FY4JCyqckI1OHp9YZwdiUCfJL5xW8gl1Q5E9IkzcioSWirtqHYqePnEADyKlBBfIDMf13gnj62P7cHdOw7Oyh95S1sNvvWpC7Gm2YN6t4I1zZ4J4ptuLoGogZCa3ic54d+hzt6/o1Q2iky+/kDUBGOIBQEze+w+/ofOsvPkLSaUgihxZFFAWDMSreLNpAcWzTBjRubp389jx9klAWMRHW6biLBqeQIDVnQqCQIMfeq5PDYJVS4Zqm6izxeBapjj23yTxhAQK+HlSOymY8x6f4VDhsSAsYiOvrEoQlHLNjKbWuVc1s7OtBkjVTrBMM0pueLk+cXFM5MqiLnMrRBMvn7NMCEyFqsPt5guN909EoZboVx2ppAAlzjLap1Tut86ZIawZia6SEwXBcdzwMn5xHiu8Yw3DN00Ex0pJIFBMzhcNglVThm6wTEwFkU0yWM1eRxJsF6QRAEmOLhp5XYbKuyQYn84hgNRcG7NUxRYylrl4aCW6GAcr9pInm++TOpTkWoRUxQETF6rm5yf3dJWg6s3Li679NlkJl+/LApQDQOKmFluenG1A32+cEnksssBSkGUOO2bWiGJAho8Cs6vc6LBo8Btk3DHpa1YXGW3cpls6iJYHAbAbRMSj8TJdpc1TilRC1vtkOFQRCyudsBtkzDoj6JvLDJBfOPYRQYB49t/nYoAtyygzq1AMzh0w0DPaBiDMWN1k3OYnMOpiIkFp+TH1AaPAg5gKKilfITPh0l9OlLZgcbd1XJpEVqqTL5+t81ylPPYxIyu/c4r2nJupzqfoUW4HJDv4vPpVpWT/RhCsQ+7ya3yLlm0uvvGN1xMfk+PLwKnIsKhSFYqQhQwGlLR64sipBkT0hECAxZV2LC5rQZH+/zoGo1AN0xUOiS0VjsR1AyEojr6/VFEdCsq99hEBFVrMW5JtQP/80PLsKWtJuVmBH9Ew0BARZ1LmXKN8UWu5Kgq20Wuud5vYOZdavNlE8JcqiCqqpx4oaN7wVZBZLsIRwKcA3L1xStG+Y5mmhiL6AhFdXSNhPHUwV68dcqbSDW0VNpx04ZmbD6vBmJSTyFZtDoIuxQR9z59BO8PhzAW1hNpEo9NRGu1I6VAZiuopVIhMBPzRYDnwkK/B7QTrkxJNrcJRA30B1Qc6jmKOy5txZ2bl+Z8vL1nR/D0oT68N+CHLFqtiI72+xNRb3OFDZ/f0ILL28aFlwFQZAEeu2xZP8b0+Fh/AGMRDQKzumvoponhkAEtzepgtt68+TCpJ4hSgAS4REg2t2EAJAYY3MS2PWexqsmTM7ExOMfuTi9+9Pv30TcWgcEnLqw1eWy4cX0zrjy/dlx4GaBI1jZbhzzVc1czzAklcvFqjeSV82RmI6ilUCFAELmGBLhE6PFFEIhaPgpxIZNi5T+5WO3XTY6gqsMf0fGDV06iZyw65Zhap4x//+yaCcJrl6XYBgSGdEt9ssAQwcSKDAYGWUi3NEiCShAACXDJEDe3kZI0y+Qciji31X7d5PBHdQSiOnp9Efz6YG9K8QWA4ZCGQz1juLi1Eg5FQoVdhk1iMxriLKtzoXs0grHIeA7YbROwpNo5/RsJYoFDApwDXn93EP/ntZNzyk+2b2rFoZ6jMLi12UE3ODisvQkuW/a/poTwRnT0jUXw60O9eO29YRhJajp544VDFvHbo/1ornLgsqVOcJ5Zp4n2Ta34wavvo8GjUL81gsgCqoKYI7s7vfjBq+9DZJjzCv3jb5/B//3j2cQuNVGwHvor7PKULbPpMEyOQCzV0DcWwW8O9uL3ScJb51JgcBO+kJ7YSuxSRFQ5FUgMcNpEuGQx6/KugwPBOf8RKjWyrUpZ6BUAAN0DqoIoMNv3dkERBSiilTvIZpdWqi/4eTUOdI9GYJiWRWGNU4IkCtOejzFANUz4owaCUR2D/ih+c6gXr7w7lBDzWqeMz65vxkdX1OFIrx8PvdkJ3eSodikwTQ5vUIVLFuCQZ5fy+PAF9Vjf4Mr6fZlQjPI8ah1EFAKKgOfI1sf2JEQsDuccYxEdu754aVrxiLfHifvoclhbgUXGIQpCwiO2xmn9jRwIqHDbJCvHKjAsr3fhCx9cgnWLKhGI6girOgYDKp4+1IuXk4TXbRMhCwL8EQ2MAc2VdtzxwSUYCql4+lAfRkIaonps8U9gqHHIqHDIqLRLWQleviKfYtUAz2bzx0KP/oDC3INStrskN7QC01JpR0SbWG41uT9bqvbxD73ZCW9Ig55UBqabHFEDiMaMcXTTRK8/inO+KDiAsYgGzTAhiQKipomH/tCJ3x0bQPdICI+/fRZf/vVhvHh8ELrJUeWQ8ckL6yECVusgDgiCAM0EnvxzN14/OQzdMKCbJiSBQRKs7hDDIQ3DQTWjlveFIBOntHxQyO3PROZM950qRygFMUfiC1CGiSkLUNOZyCS3wZnsMGbGRFlgLOH965AEeOwSHIqEsbCKkwMheGwiHv5DJ/xRHWrMW9Jq59OMT1xYj++/9C6CmgFZFFDtkiGLAkZDGnp9OiSBYXmdE4ooJMzZFVFAVDcT9b6T55xJlJHr6CQbs/NcMl3jU6J4FNKYqRBQBDxHtrTV4FvXrkrp4zpTFJUu9yMIzLKINDncNgmLqhyodioIaya6RkLwBjWEVAP9fhXDIQ2qwVFhl/BXmxbjpzeuxbWrG2GTBHiDKqpdNjRW2hBWDZwbCSMQs4M0TI6IbsJjl7G0xoHl9S40eGwQBTbryC8f0UlLpR0RPfUTRj5JZcpDlR3FZ749mVAEnAPSLUBNF0U5FRHvD4VSirBDErCyyQ2nIqFzKISxiIaobkI3TJiYWDomMuC2ixfjqpX1sCeNY5MFrFtchbdPj2DIP7Hul8GyjbT6tk3cDmwZqpuzivzyEZ1ku205V9D259Jkvj2ZkADnkZnE41+eO4qAaiZEWBQYqhwyWqvt4ADOeoPwR/SECXtyowkGwKmI+NvLz8Ol51UnXpdFAZVOGU5ZxKcvasDLJwaniDwDcF6N5U4WFxiXTYIkWNUQAdVAtWNiW/pMBC8f6YJiCiHt1is9ivUHOV9QFUQOmG7lN9kuUouVlsVbvQPAg2+cQr8/Co9dwrI6Fy6sd2PvGS/6xqKocSmocSrY1zWayPECgE1kWFbrxGfXtySaXEqigAqHBLciTdgw/PjbZ/D422cm9IxzKwK+d+2qtH3QvCEVo2EDimh1uEie83Q2hLc++nZBbSNLDaqCoCoIqgMuMeIfjAdeOYmKmMANBVX871dO4uufXIGftV+MYFRHMKrDiOUWrlhWg+eO9OOFY/04PhAEYG2W+MzqRly9qhFOJblbA4PHIcOtiBP6rMVZ1eRBlUNGIGrAME2IguV8lszk1EGtywYgitGwjpZKW2LOM9XBzrfohChN5tOTCQlwAUgWOFFgaHTIAGP41Z970OSxJbb7BqM6njvaj+ffGUBIs4zMnQnhbYBLGf91CYK1QcBtk1IKbzxKONQzBgaW6KQBWFFpcl42VerAEmyeVT43ni548I1TODVsRQFLa8gPgiDSQQJcAHp8ETR4bHDaREgCw8BYFN2jYYRUE95gFCsa3HjrlBeDATWRr3XKIq5Z3YBrVzVO8IIQGIPbLuHkYAA/eKUbp72hKRs8HnzjFDqHQ4lKCoFx9PmjaALgtklT8rKpFjaihmUElEym+dywZi2KxKNg2kFGEKkhAc47HOsWVWLAH8FYWMegP4LhkAbOraaW7w+HcKQvkDiaAXDIAv7m8qUTBIsxy5Snwi7hz10+fP+l96Zsk712dSOee6cfw0EVosDAYbUnAgNEAMNBDW6bNGXVOFXqQGRsSlScyWrzbCshSjmvRxD5guqA8wQHENQM9PlVbGqtQvdoBCMhFb6IDtOMtYs3rWgxTpVDwpJqB6qdMn53fACAJcg2WUSDx446lwJZEPD/9pxNuTvsyf3dkEUGw+QJX2GBAWZsCFU3UtazxlMHybXMd1zamuhsnE0d7GzqNOfb7iaCyBSKgHOMwTlCmgF/rD8aAKxfVIEvbl6K3xzsQU9sW3FybZgAS2hrnAoAQGQChgJR2GLtf1yxaDKeK05X7hVSDSyqFCCLAnTTTLSkV3XTMnkXLDe0VNFlqoWNVU2erKPS2dRpzrfdTQSRKSTAOSJqcITUidUMcSKagTMjoYSnAxC3mZQQ0QzosfK0OIosYEVjFRo99pQ9KOIiZ5gcw0HLH0JgDEosfVDjlNAfUGFyDs6tc9cm7dDLlNmsNs+mEqJY240JotiQAM8BE1ZFQXA0jOGx8BTz8qhu4MVjg9h1pA9jEWsLsCQwyCJDpV2CUxbhizCMhDQ4FQF2icFllxHVDFyzqjFNAyBL5O578QRGI5oVPTMGg5uQmYCxiI4Ku4RGt4KhoAbN5Div1oEvX9lWsM0L2W6cKNXdTZSXJvINCXCWMGZFu8m1uxUVwgTxjeomfndiALsO92E0bAmvIjJ84sJ6XL+2Gae9Iew63IsBfxTNFTasa/Hg9EgYftXEUDCEG9ZZbeDTsaWtBtVOGUHVKhWTBMu2Mu4JHIjqMGOLfJUxa8l8srvTi190HMHZ4WBCqLLZeJFN1FwoUSQ/YKIQ5H0nnN/vx1e+8hUYhgGn04kf//jHUBQl7fGF3Ak305c5/vOhoIrz65zYurYZbbUuqLqRENyObh8e/+NZ9PtT91kDLCF0yCKWVjuwdW0zNi6uREe3D88e7oU3rEEURYyGVYzFxDpOzOMdHJb/g8jG2wgZ3PrvaoeEBo8d/oiGfr+VdmiusE1Id8QRAJxf70oZDWcrbIkdfsMhBKIGapwyqhzSrPx64/accYe4JdXWNunJv4uH3uzEqaEgBIEB3KrwEAWGOy5dgjs3L81orEyvNxs/4Pi5+vwqHLIAzjlCqrEgo+aFvhuw5PyAn332Wdxxxx3Ytm0b6urq8Oabb+Z7yIyYaeV9d6cXj7x1GoLA0FJpxzlfBP/2u3fxx07vBPH9yWvvTyu+gLV4FlIN9I5F8dM3O3H3joN46M1OBHUTqgGcGw1PEV/AElmDj5vvGNyqnIhvKzY5MBzS8W5/AOd8UWgmhyQK6PerKU1+TAAnB4O478UTEyoMsq1CSD4+rBowuYnhkIpAVM/arzd+Ls0wsazWiZZK+4TKkORjznrDAADN4NDM+B8jjm17urKqmMjkejOt5kg+l8CAU8NBnPaGIDBQNQcxI3kX4Ntvvx2XX345AGBkZAS1tbX5HjIj0hl9/+rP52AC2HGgB/6ojqO9Y/hzlw8jsdraXYd7E+d4+lAPgpPEIhWiYJWDjUV16JzDplj1vOdGIhgMRKcs2mWLgYmm7toM5wtEjQkCma3pefLxeiwFwgB4Q9YfkWwW0DIZO36MGYt647lxgwMiYzA4z8qgPZMxM7XBTD7XcFCFyBgExuANZf/HiFh4FCwH3NHRAZ/Phw0bNkx7nCgyVFXlf/tqn19FpUMCYyzhLNbgsWEsauCNzhHsOe21vugMAAeGQybq3QoGgxocLhv++51xn4YZYYAiCfDYFNglhj5/FJzzCQY72RKbVgIhlp4QBTatoHMABjfR51cT9zn5XsRxCWzCMckkH69IAnSTgzFAM02IooCwamBJrSuj32MmY8ePUSQBmmqAxS4+blxvl4S0c53tmH/zkeX4znNHoRocdllARDNhcOv15HGSz6UaprUBhvPEvZjuPs5HRFFYMNeaimyvvyACPDo6iu9+97t48MEHZzzWMHhBckhNHgW+iIZalwK7LCGo6ugaCcEpi/jZ7k6wmMQxsJjacQwFVNS7bfjCtr0YCqoZjSMwq77XpYgYDKjwBo1Y1MjAWGZt3zMZo6XChv6AiplS+gxWnXGTR0nc5yaPkjLfmXxMMsnH1zhl9MVSMLLAEIho0AyOWze2ZPR7zGTs+DE1ThkhdTz/Hv8j5FKEtHOd7ZjrG1z46l+cPyVPvL7BNWGc5HMpopCo/ZYFAYZhTnsf5yOUAy6xHLCqqrjnnntw7733YtGiRfkeLmPuuGwJPHYFvoiObm8IPaNhBKIGtq5txoA/ihqnBA6rwSbnHIZp5V97xqKJfF9bjTNtqRgAVNgktFY7YXKOrpEQwpoBk3NUO6xzp/DQyZhkma12SPDYZTS6FQiMJRbv0uG2iRMqDLLt/pB8vEsRUeOQITDL6a0uy3rjTMaOHyMKDDVOOfG6LFjXLotiVo5rmV7vlrYaPHLTeuz64qV45Kb1Ka8p+Vy1LgUG5zA5R41Toi4axIzkvQriySefxI9//GOsXLkSAHDrrbfi6quvTnt8PqsgOKwSsWBUR0g1sL9rNFEO1uCxJSoUvv1fxzES1qAbJoZDeqLDMGBFmx8+vxYXNbqx82AvdNPEWFifYJZe5RBxQYMHjAGnh4IIaWZiM8RwbOFHN0z0B1RosZ5vMcuGCcI6XRUEB2CTBIgMqHPbpnQMPtrnx8/+dBaRpImJDFhWl9sqiPjxf/OR5bNuS5/J2MnHuGzSnCsNclnORlUQ41AEnF0EvCAM2ePbgwMRHZpupqwQSGb/2VE89IdOhDQDRtI6zNpmD760ZSmaK+wJkbZJIkSRwTA4dMPE0lon/u3aVXDIAt46NfVLDiBh0J6q80S2daa5EpK5nmehf/EAugcA3QMyZI8R3zARiOoIpdgenArD5PjDKS92HuyBP2okXq+0S7j1A4vw8QvrE691jYQRNUzoBocsCVhUacPSWicG/VHYJUt80xXyP3LT+il1prP1P8iFOTVtOiCI4jDvBJhzIKRbu8GimpHRIpdhcuzu9OKpg72J8ikG4PJlNfj8+mYsqnJMOL6j24eQZsDkVj61yqnAr5o4e3oENklIRJPTGcyUkv8BmeEQRHGYFwLMGKAaJkKaiUBEh27MXJsLWML79ukR7DzQg+4k4d3cVo3Pb2hB6yThjbPrcC9qnApkSYDAGAb8KsKxDhaqYeBfnjsKRRLR4J644y9ZYKfzPyi0B0Ep/TEgiIVEWQswR8wMRzUQUY1E9+CZMDnHH0+PYMeBHnSPjovMZedV46YNLVhSnVp446gmx4WNbgwGojjeH5ySUw6oJhSDo8IuTRBYb0hFWDOx9bE9cNmkhEFP8gLaxa1Vs0oHzEW0S9UMhyDmO2UnwFZu10RYNRCIGhlHu4AlvH86M4odHT04OxpOvH7p0ip8fkMLzpuhf5koMFQ4ZCyutOO0NwSbJKZd0FMNPkFgvSEVw0ENdS7FsqHULb9eSWAYi+gJ0ZxNOmCuOVxqpkkQxaFsBDhu/eiP6NB0A9ns3o0L71MHenBmZFx4P7jEEt622umFN94OqNIuQxIYtq5txgOvnEQwOv1mjGSBDWsm6lwKalxWWiIusFUOGb/4wiWJ99z/8nsQGHDGr0IzrPK1Gqc0bTpg+94u6IaJkZCReI/HJmacw52NhSRBEHOnpAU4lfVjNnDOsffsKHYc6MFp77jwXtJahZs2tmDZDMILADZZQJVDidV3Wq9taavBtasbsW1P+j3+jAEeu5QQ2K2P7ckoz+pUxJiZi+UfoZsm+vzRaaPzU8MhjEU0axOGwKCbJoZDxoyeEMnMp1bfBFEulKQAx3O7YxF9gvVjxu/nHPu7fdjR0ZNojw4AF7dW4qYNLTi/Lv2GgY5uH3Yd7kVINbCi0Y3r1jShyWOfMof9XaNoqbQhEDVSbkuWGIM/oqPHF8FVD++GL6Kjzx+FLArgJrdSF8yKkLc+ticRdTLGxrtmMMtXgMf+Ox3x7a8CYzBMM+Gg5gtr2N3pzYmwlrM5eTnPnZjflNxGDFUzcPSMN6vcbhzOOTq6fdhxoAcnh8aFd+OiCty0sQUr6t3Tvr+j24ef7+1CpUOGP6JjwB+FwXlKv9l4RMsYw3BIw8A0lpSyYDl5JXvvJO9+W1RpgyQKiS2tTlmAN6RPSEGYHNj1xUtTnv+qh3fDHzWmjCEAaK60z7meNznHPHnHXfy8pVqAn8ncc0Wp3oNCstDvQdlvxOCcZy2+nHMcODeGHQd68N7guEPZhkUVuGlDCy5oSC28Hd0+bN/XhV5fBJLAUOexwa2I6BoNI6waEBhL+M2uavJgS1vNBJP24aCGBo+CBo8No0EVappHfjPWl81IsjfksLYGi4JlXbi0xgHAwFjEhGSXYv9vETcCT8eyOhfOjoQwFNQAxJ3RGBRRSNghzkVsyrlOuJznTsx/Sk6As4FzjoM9Y9jR0YN3k4R3XUsFbt7YggvTCC9gie9Db3YiENVR45ThscvwhjV0jUQgMiSaZIqMQU/ym41HUw1uBX3+KHrGIlZPtqRzT/Z0MCdFvorIEDXijmgskUKwSwJkgUEzOLKpSIhXMTCmwyZYY3MAtS45J/W85VwnXM5zJ+Y/ZSnAnHMc7vXjVx3ncCLJk3dNswc3bWjBqqbU4X4yuw73gjFgSY0DmsEx4I8iqFoymiyeHIBNZOjxRSZGU7GIaiiood8fhVMWEFQNyDFRVQ0zIbzJnZDj/y8wJNzW4mIf0U0sq3MlytEyzVnGqxj+9fljCKkGbJKIWpcMt81y5JprPW851wmX89yJ+U/ZCfCR3jH8qqMHx/oDiddWNblxy8ZFGQkvEItQGUOlXYY3qCIacwyTRCv6NDkSi18c1nbjlkr7lGjKY7dELqCa+MePno9/3HUUBjchxboimJxDiJ1DN82E/WTcktIX0cEBNEyyLpxNRcKWthr8r2sumpDvnKsd4uS+b1UOETVOpazqhKnGmShlykaA3+mzIt6jfUnC2+jGTRtbsKa5IuPzSKKAKqeMOqeM9weDlkjGlNEyK7dSBjq3Il+3TUz4zcZzv7phJhbJRIFhaa0TW9pqcMelrdi25yw0w4QiCnApIsKaAUVgYAJLWFLG7QrPq1HAGEMwqqPOpcx5dT6X9bzJi1cNbgWyoMUsOnkiSi+HHCrVOBOlTMkL8NE+P3Z09OBInz/x2spGN27e0II1zZ5py7OSERjgcciosEkQGMNn17fgcK8fYxFr4YpzDhPWxogbN7Rgf9doyi/sd148kai5Baz+a8NBFbs7vbhz81KsavIU9cueq3reyYtXNS4FDkVM2RW41KEaZ6JUKVkBPt7vx686enC4d1x4L6h34eaNLVjXUpGx8DIAdsVyLFOE8fdsaavBtz51IR584xTOjoTBGMOyGie+fGUbAKvOdzJb2mpQ61IQjJV8MTBIAsNoSMM///YoFlXaE0bcX/v4irL+0tPiFUHkn5IT4Ihm4rv//S4O9owlXlsRE971WQgvMJ5ucMkCkKJ5UKrIaCZfhWBUR1utA4Gojv6ACnAOBo6wxnHaG0KTxzYv/HRp8Yog8k/ee8Jly5mRUEJ8z69z4hsfX45/u2YlNiyqzCrdUOGQ0Vxhg0sWkUp80zFTy/J4u3JvSAeDVW+rx1qlz6d25Nn2iSMIIntKLgIGgGW1Tty0sQUXL85cdOPYZGulXpmpM2UaZnr0jq+qRw0TErMqGjgHZNHqo5xc01vOj+u0eFV4aMv0wqPkBHhJtQP3f+airIVXEgVUOWQ4FTGLeHcqMz16p6q5ZYwnytaSa3rL/XGdFq8KB7WFWpiUXAoi/uifKfF0Q1OFDa45ii+Q2aN3vOa2qcKOBo+CRo9tzu3Id3d6cfeOg9j62B7cveMgdnd653glRDkxU+qLmJ+UnABnCgPgUCQ0VjpQ7ZAhZhkxpyMe4da5FIxFrPrcVFFI8nEmB5bVunBejRMmR9r3pCMe/QzFWtbHox8S4YVDjy8CuzTx61juaSxiZkouBZEJiiSg0iHDmaa6Ya5k+ugdP26uDlBkGENQ1cnCpOQEuGs0jPtePI7PrGnGxsWVE34mMIYKpwyPTUoZume6iFFKix27O7041DMWW8izrCc99tyY6KQbr1SunRiHtkwvTEouBSEyhpGwhsfePoOObh+A8ZZATZU2VE4jvpk8xpfS4358Lizmn6abJvoDKvwRLS/RTyldOzGRTFNfxPyi5CJgALBJIkxu4LdHenFZW/WUlkCpyPQxvpQe9+NzafBY1paAlVAZCmqojXlD5GO8Urh2YipUdbLwKLkIOE6NU4EkiWh022GXphdfIPNFjFJa7IjPxW2T0OSxQRIEmKZVTZGP6KeUrp0giBIV4MYKO2yyYLmIZbjGFt+hlkyqx/hMjysEyXNx26wuGIurHVjXUpGXSKiUrp0giBIUYJMD3pCKXl8Ut168OOP3Zbp1tpS22BZ6LqV07QRBlKAAq4YJlyxm/Qg+m/rdYi92FHoupXTtBEGUYFdkTTPKrqvqQu8EC9A9AOgeAHQPsu2KXHIRMEEQxEKBBJggCKJIkAATBEEUCRJggiCIIkECTBAEUSRIgAmCIIoECTBBEESRIAEmCIIoEiTABEEQRYIEmCAIokiQABMEQRSJkvOCIAiCWChQBEwQBFEkSIAJgiCKBAkwQRBEkSABJgiCKBIkwARBEEWCBJggCKJIkAATxCwZHR3FW2+9Ba/XW+ypEGUKCfAsGRoawm233QYA0DQNd911F2655Rbs3LmzyDPLP36/H3feeSfuuOMO/N3f/R1UVcU3vvEN3HLLLXj44YeLPb2CMDAwgLvuuguHDh3CF77wBXi93gV3D+IMDQ3h+uuvB4AFdQ90XcdHPvIRtLe3o729HSdOnMB//Md/4HOf+xzuu+++jM5BAjwLfD4fvva1ryEcDgMAnnjiCaxZswa//OUv8dprryEQCBR5hvnl2WefxR133IFt27ahrq4OL7zwAkzTxC9/+UsMDAzg9OnTxZ5i3jl58iS+/vWv4+6778YVV1yBP/7xjwvuHsS5//77EYlE8Lvf/W5B3YMTJ07gmmuuwfbt27F9+3aoqor9+/dj586daGpqwu7du2c8BwnwLBBFET/5yU/gdrsBAHv27MGnP/1pAMDGjRtx5MiRYk4v79x+++24/PLLAQAjIyN49tlnE9d/2WWXYf/+/cWcXkHYsmULNmzYgL179+LQoUN48803F9w9AIC3334bDocD9fX1+NOf/rSg7sGBAwfw8ssv49Zbb8W9996LP/7xj/jkJz8Jxhg2b96Mffv2zXgOEuBZ4Ha74fGMt5kOh8NobGxM/Gx4eLhYUysoHR0d8Pl8aGpqWpDXzznHCy+8AEmSAGDB3QNVVfHwww/jq1/9KgAgFAotqHuwdu1abN++Hb/4xS9QUVGBaDQ64fqHhoZmPAcJcA5wOp2IRCIArA+haZpFnlH+GR0dxXe/+13827/924K8fgBgjOFb3/oWNm7ciAMHDiy4e/Doo4/itttuQ0VFBYCF9z1YuXIlGhoaAADLli2D0+lENBoFYF1/JjY7JMA5YPXq1YnHrePHj2PRokVFnlF+UVUV99xzD+69914sWrQIa9asWVDXD1ji88wzzwCwFiW/9KUvLbh78Pbbb+PJJ59Ee3s7jh07hldffXVB3YN//Md/xPHjx2EYBl566SWEQqGsr5/c0OZAe3s7tm/fjnPnzuFLX/oSNm/ejI6ODuzYsQOiKBZ7ennjySefxI9//GOsXLkSAPDZz34W27Ztw+bNm/HGG29gx44dE1I08xGfz4d77rkHqqpixYoVuPfee3H77bcvqHuQTHt7Ox555BHcdtttC+YevPvuu7j33nsBAB/96Efx93//97jtttuwZs0avPnmm3j88cfR2to67TlIgHNEf38/9u/fjyuvvHJef+jS4fP58NZbb2HTpk2or68v9nSKAt0DugeRSASvvfYaVq9ePaP4AiTABEEQRYNywARBEEWCBJggCKJIkAATBEEUCRJggiCIIkECTJQsx44dw7Fjx+Z8TJz29vZpf/7ggw9iz549KX/2ve99L6PzzTQGQSRDAkyULLkW4LnwL//yL3kfg1h4SMWeAEGk4oc//CFeeuklAMCuXbvw2GOP4Z//+Z8xMDCAxsZGfP/738eDDz444Zif/exnCAaDuOeeexCNRrFo0SJ8//vfz2rcbdu24cEHH0R9fT1+8IMfJDbUxDfdEEQuIQEmSpJ7770XbW1tAKyddk888QRWrFiBH/3oR3jooYfw61//esoxADA4OIjbb78dW7ZswV//9V9jaGgIdXV1GY+7Zs0afPnLX8Y3v/lNvPrqq/j4xz+e+4sjiBiUgiDKgpMnT2L9+vUAgHXr1uH9999PeZwkSXjqqafw1a9+FT6fL2EOkynxMVatWoWzZ8/ObdIEMQMkwETJYrfbE6b3K1aswIEDBwAABw8exIoVK6YcwznHzp07cdVVV+GHP/whnE5n1mO+8847ACyz7fluJkMUHxJgomTZsmULXnrpJdxyyy1YsWIFTp48idtvvx2nT5/GDTfcMOWYffv24fLLL8ejjz6KL3zhCwAsj45s2LdvH/7yL/8Sw8PD+NjHPpbzayKIZMgLgiAIokjQIhyxIJlcr+t2u/HII48UaTbEQoUiYIIgiCJBOWCCIIgiQQJMEARRJEiACYIgigQJMEEQRJH4/wEYAuP9s85O8AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 线性回归图表分析, 小费\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=sns.load_dataset('tips') #关于小费数据集,是seaborn自带的\n", "\n", "#绘制\n", "sns.lmplot(x='total_bill',y='tip',data=df)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 箱型图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=sns.load_dataset('tips') #关于小费数据集,是seaborn自带的\n", "\n", "sns.boxplot(x='day',y='total_bill',hue='time',data=df)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 绘制核密度图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=sns.load_dataset('iris') #是seaborn自带的\n", "#\n", "sns.kdeplot(df['petal_width'],shade=True,color='r')\n", "\n", "sns.kdeplot(df['petal_length'],shade=True,color='b')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAGoCAYAAAATsnHAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABJV0lEQVR4nO3deXxU5b0/8M+smez7DklIWAKEXRZREEFblWq1tirY6NX22qvoFYq0Fe3Pa7296s+raFFr6b3tr6LUi1ax3qIsIqBIZZE1ECBsISRkkpA9mUxm5vz+iJMGss1yzpznnPm8X6+8xGSW72Q5n/k+5znPY5AkSQIREZFgjGoXQERE1BcGFBERCYkBRUREQmJAERGRkBhQREQkJLPaBfiqpqZZ7RL6FBMTgZaWDrXLUIzeXx/A16gHenh9qamxapcgHHZQQTKbTWqXoCi9vz6Ar1EP9P76wpVmOiiiDpcHLR2urg+nG45ON1weCW6PBI8kwe3pup3FZOj6MBphMRlgNhlhNXX9O9pqQkyEGRYT35sRiY4BRSHh8khodnSiyeFCc0fXR0uHuztwWp3u7uBp9YZQhxstzq7/tjpd6HTLd015hNmImAgzYqwmJERbEWkyIj7SjJToCKTEWJESbUVqjBWZcTZkxEXAaDDI9txE5BsGFAWtrtWJioZ2nG90oPKbj6rmDjS2d6LZ4UKTw4W2TveAj2EAEG01ITrCjGirCVFWM2JtZqTHRSDSYkKk1YRIsxE2iwk2ixERJiMizEYYjAaYYIDRABiMXSHi9khwuyW4PB64JQkujwSPB3BJEjo6PWjv7Oq+2jrdXf92S2ho78TZ+jbUtXbC6W3FvhFhNiInMRK5iZHITYrCyLQYjMuMRWpMhFLfUiICA4oCUNHQji9P12PvuQYcrmqCvcV5ydeTo61Ij41ASrQVuUlRiLKauj4sJkRaTLCZjbBZjP/4t9UEq8kAAwyQJAmSBIRy/S3vCXZvj9Th9qDpm2Cta3XC3tyBquYOHKluwZYTtfB8U1xGbASm5iRgem4iZuQlIj7SEsKqifSPAUU+qW11Yn1JNf73SDVO17UBADLjIjA2Mw7fSY5CaowV8TYLEiMtMJsM8Hgkv0LG4wFCG0u9eZ/dajIiJbprmC8/OeqS23gkCecbHSivb0dZbSu2ltXho5JqmIwGTM1JwPWjUnHdyFREWXnSnihYBq0sFivqNPOEhCg0NLSpXYZiapwe/GbzcWwqtcMtAUWZsZiRl4SRaVFIirTC5dHEr8+AgpmiLHkkVDQ6cLCqCXvKG1DV1IEoiwnfHp2KOyZlY3hKtMzVBkbvv6d6eH2cZt4bAypIevjD6MuFJgdWbj+NTcdrYDMbceOYdFyZl4SESDPcOgilnuS6hkaSJJTXO/DlmYv4+5l6dLg8uDo/Cf80bSgmZMfLUGng9Pp76qWH18eA6o0BFSQ9/GH01On24O09Ffjvv5dDAnDHFUMwfWg8LAaDygNwylHiIs+2Dhe+OF2Pzcdr0ORw4er8JCy6ehiGp6rTUent9/Ryenh9DKjeGFBB0sMfhteZi234P+tLcbS6BbMKkvD9iVlIiY9Es8av0B+MkqsQOF0ebD91EZ8cqUar041bx2fgoauHISHEEyr09HvaFz28PgZUb5wkQQCAvx6+gBc+LYPVbMQvrhuBgpQouP2c6EC9Wc1GXDcyBVfmJmDDsRp8eOgCtpyoxaOz8/Gdsekw8Poqon4xoMKcyyNhxWcnsXZ/JSYPicd9M3JgMRp0d55JbdERZnxvfCam5yZg7b4q/GrDcWw+XoMnrh+JtFheT0XUF673EsaaHS48+pdDWLu/ErdPzMSDV+fBYuQ7eiVlx0fi0WuGYeGUbOw914g7/7QHW47XqF0WkZAYUGGqttWJn6w9gK8rGvHonHzcUJjGrilEjAYDZhck48nrRyA9NgI//+goXvrsJDovW8GCKNwxoMLQ+cZ2/PM7+1HR0I4nvjUSY9JjGE4qSI2NwJJr8jFvZAr+/PV5/Mvag7jQ5FC7LCJhMKDCTEVDOx545wCaHC788oZRyIqLgDbmceqT2WTEDyZm4YGZuThR04Ifrv4aX56+qHZZREJgQIWR843t+Je1B9Hh8uCXN4xEUqSFs/QEMXlIPH5x3QjERVqw+P3DWL37HDRyBQiRYhhQYaK6uQMPrj2I9k43nvj2SMRaOYFTNOmxEVh2bQGuyEnAb7afxrObT8DF81IUxniUCgOtTheWfHD4m2G9kYiL4I9dVFazEfdNH4rUGCs+OHgBlY0OPHfzGMTwZ0ZhiB2Uzrk8Eh7/6ChO1bbip3MLkGDjlhCiMxoMuKUoA/dOHYo95xpx/5/3o7KRkyco/DCgdEySJPznljLsPFOPB64ehiFxNrVLIj9cOSwRj84eBntzB+5bsw9HLoi53BeRUhhQOvb23vP4y4Eq3D4hExOzYjkhQoNGpsVg2dwCmIwG/MvaA9h5hjP8KHwwoHRqy/Ea/GbbKcwqSMa3ClM5lVzDMuJseOzaAqTGRGDJByVYf6Ra7ZKIQoIBpUOHq5rwfz4+htEZsVgwOYvhpAPxkRYsmZOPUWnReOrjY3hzF6ehk/4xoHTmfGM7fvpBCZKjrXhgZi6MXC1bNyItJjx4VR6m5yZg5een8dLWk/AwpEjHOHdVR5ocnVj8/mG4PBIWX5MPm5nvP/TGYjLi3mlDEWez4J2vK1HX2ol/u2EUrPxZkw4xoHSi0+3Bz/96BBUNDiz/1kjE2fij1SujwYDbJ2QiIdKMd/dX4WKbE//53bG8Vop0h2+7dECSJPx643HsOdeIRbOGISuO+wuFg3kjU/GjGTnYf74JD/zPAdTofOdjCj8MKB34r7+X429H7Fh4xRCMyYhRuxwKoak5CXhk1jBUNLTj/jX7caZO29ueE/XEgNK49UeqserLs7i+MBVzCpI4Yy8MFabH4Kdz8tHe6caP3tmPg5VNapdEJAsGlIbtPdeAZzYcx6Qh8fj++ExwS6fwNTQxCsvmFiDKasJD7x7E9pN1apdEFDQGlEadudiGn/31CLITbPjnK3O4SgQhJSYCP51TgCEJNiz7sATrDlapXRJRUBhQGlTf5sTi9w/DZDRgyZwCXutE3eJsZjwyaxiKMuPw600n8PudZ3lBL2kWA0pjHJ1uLF1XgtpWJ5bNHc5rnagXm8WEn8zMxcxhSVj15Vk8u/kEnC7uK0XawwsnNMQjSXj6k2M4XNWMn103AslR3BGX+mYyGlB8RTYSIy344OAFlDc48O83FSIl2qp2aUQ+49tvjZAkCS99dhKbj9fi/itzUZAcxXCiARkMBtxclI5/vjIHhyubcM9bX+MQZ/iRhjCgNGL17gr8z75KfG9iJqbnxHMNNvLZlKEJeGr+aBgMBvxk7QF8wMkTpBEMKA34W0k1Vn5+GnNHpuDGwjROJye/5SRH4edzC1CYFoP/2HQCv954HI5Ot9plEQ2IASW4L09fxDMbj2PK0HjcNTkbbqYTBSg6wowHr8rD/LHpWHfoAu55ax+O21vULouoXwwogZVcaMYvPjqC/OQo/GRmHjwMJwqS0WjAzWPTsfiafDQ4OvFPa/bhzV3n4OLvFgmIASWosppWLH7/MBKjrFhybQHPOZGsCtNj8MT1IzAhOx4rPz+NH/15P07WtqpdFtElGFACKqttxYPvHoTFZMDP5g3nD4kUERNhxo+mD8UDM3NR0dCOu1d/jZXbT6HNyXNTJAZeByWYk7WteGhtVzg98a2RvBCXFGUwGDB5SDxGpETjf49U483dFfjkqB0PXp2HG0enw2TkKiWkHh79BHKqrhUPvXsQJqMBT3yb4UShE2szY8HkbPx83nDE2sx4+pPj+OHqr/H5yToulUSq4RFQEKfqWvHg2oMwGgx48oaRsJn4o6HQG5YchaXXFuAnM3PR3OHCT9eV4IdvfY1Pj9dwIgWFHIf4BHC0uhmP/uUwjEaGE6nPaDBg0pB4jM+Kw9cVjfjkqB2/+Ogo0mMj8N1xGfhuUQbSYrlrMynPIGmkf6+paVa7hD4lJEShoSHwXUx3na3Hsg+PIC7SjJ/PG4FIi1jhFBMTgRadbyXO1zgwj0dCSXUzdpy+iP0VTTAZgFkFybhtfCam5SbCLMB5qmD/DkWQmhqrdgnCYQeloo+PVuOZDccxNCESS+cWwMRtM0hARqMB4zLjMC4zDnWtTvz9bD22l9Vha1kd4m1mzC5IxtyRKZiWkwgrz5uSjBhQKvBIEn634wz+8NU5TBoSjwdm5oLRRFqQHG3F/DHp+NaoVJTaW3CosglbTtTio5JqRFtNuDo/CdNzEzEtNxHpHAakIDGgQqylw4VfbTiOz07U4qYxabh1XAbX1iPNsZiM3V3VHZOyUFbbhkOVTfjqbAM2lNYAAPKSIjEtpyuspgyNR0wEDzfkH56DCpI/Y98nalrwi4+O4nxDO350ZR6mDo2DW/DvPs/P6EOoXqMkSahuduJEbStKq5tRUtUMh8sDkwEYmxmHaTkJmJabiKLMWFhknAzEc1D6xIAKki9/GJIk4S8HqvDytlOIjTDj0Tn5SIuxQgvfeR689UGt1+j2eFBe347jNW04cqEZJ2pa4JGASIsRk4ckYGpOAqblJqAgJRrGIM7BMqD0iT23wmpbOvDMxuP48nQ9puYk4N5pQ2E2GjQRTkTBMhmNGJYcjWHJ0fh2YSocnR6crGvBcXsrSi50zQwEgKQoC6bmeAMrEZlxNpUrJxEwoBTikSR8cLAKr35+Gp1uCQ9enYcpQ+J5sSOFNZvFiLEZcRibEYfbxmei0dGJEzWtOG5vxe7yf5y/yk+OwtX5yZhdkISizDguuRSmOMQXpL6GFkqqmvDiZ6dwqKoJk4bEo3jqUERbjJrcop3DX/qghdcoSRJqWp0orW5ByYVmHK5qhtsjIT7SjKuGJWFWfjJm5CX2OdmCQ3z6xA5KRhUN7fjtF2ew8VgNEqMsWHJtAcakR8PtgSbDiSiUDAYD0mIikBYTgdkFyXB0unGspgUlVS344tRFrD9ih8nYtbjtrIJkzMpPwpCESLXLJgWxgwpSQkIU9p+sxR93lWPDUTvMJiNun5iFWflJuri2SQvvvIPF1yg+j0dCeUM7Si4048D5JpTXtwMAcpMicdWwJNw4PgvD4yNg1vAyYeygemNABcjtkbDzzEV8cLga20/UwmY2Yv7YdFwzPBkRJm0O5/VF6wc2X/A1ak9dqxNHq5tRcqEFhyub0OmREG01YUZeIq4aloSZw5KQHG1Vu0y/MKB6Y0D5QZIkHK9pxYajdmwotcPe4kRqjBXfLkzD9GEJsBr0E0xeejuw9YWvUducLjfOtTix70w99p1vQl2rEwYAI1KjcUVOAqYMTcDkIeJfKMyA6o0BNYj6NicOVjZhd3kDtp+sQ1VTB0xGA6blJuCq/CRMyktEc7NTldpCQc8HNi++Ru3zvj5JklDV1IGj1S04VtOC0gstcLo9MBqAUWkxGJ8VhzEZsRidHovcpMigrr2SGwOqNwZUD80OF8rr23CiphUHKptwsPIfY91WkxFTcuIxaUg8RqfFIsJsgEcKnz98PeNr1L7+Xl/XhcIOlNV2TWU/UdsCR6cHABBtNaEwPQb5ydHIS4pEblIU8pKikBZjhUGF4GJA9SZ2zysDSZLQ4fKgrdON1g43LrY5UdfqRF1bJ+panbA3d+BcQzvOXmxHfXtn9/3ibWaMzYzD3JGpyE2KRFZcxDeP1/V1Xs5EJL6uC4WjMCw5CtePSu2eyn6uwYFz9e04c7EN649Uo9Xp7r5PpMWIjFgb0mKtXbMKYyOQFmNFfKQF8TYL4mzmbz4ssFmMQnVheqOZgHryb0fh8khwez8k73+7Jix4vvmc0+VBe6cbbZ0etDvdaO9093teyAAgMcqC7IRIzBjWtfpyakwEkqMtSImywi1J3YGkjT6TiAbScyr7lCHxXZ+DhBanB/bmDthbnKhp6UB9e9cb2JO1bbjY5hzwDanVZIDNYkKE2Qib2YgIswk2ixFmowFGgwFGowEmQ9dGkCbv5wy45N8A8Lt/mhaC74C2aGaIz+OR4PFGTY+K+yte6vFF7228L7XP+2jiu0BEIdVHc+T9VFfjZLj0ZoY+79L7ofr4n12n6jAiPjy3KOlveFMzHZRbAho7PGqXQUTUg3zvbBOiLDAYOFrTk3avaiMi0hHmUm8MKCIiEUhA/wOE4YkBRUREQmJAEREJgEN8vTGgiIhISAwoIiISEgOKiEgAnF7eGwOKiEgITKjLMaCIiATAeOqNAUVEJAiNrDwXMgwoIiJBMJ4uxYAiIhJEp5vrjfbEgCIiEoSTAXUJBhQRkSA6XAyonhhQRESCcDKgLsGAIiISBIf4LsWAIiIShIMd1CUYUEREguAQ36UYUEREguAQ36UYUEREguAsvksxoIiIBOHoZED1xIAiIhJEq9OldglCYUAREQmiycGA6okBRUQkiGYG1CUYUEREAjAaDGjqYED1xIAiIhKAyWhAMwPqEgwoIiIBGA1AC4f4LsGAIiISgMlgQEuHW+0yhKJYQNXW1uLWW2/t82sulwtz5sxBcXExiouLcezYMaXKICLSBKPRgBYO8V3CrNQDP//883A4HH1+7dixY5g/fz6WLVum1NMTEWlKVwfFgOpJkYDauXMnIiMjkZqa2ufX9+/fj82bN+Prr79GVlYWnn/+eZjNimUlEZHwjAaghRfqXkL2VHA6nXj99dfx2muvYdGiRX3eZty4cVi9ejXS0tLw9NNPY9u2bZg3b57cpRARaYbJZERrhxtxcZEwGg1qlyME2QNq1apVWLhwIeLi4vq9TWFhIaxWKwAgPz8fZ8+elbsMIiJNMQKQAFTVNiPaGl4jSqmpsX1+XvZJEjt37sSaNWtQXFyMo0eP4oknnuh1m2XLlqG0tBRutxubNm1CYWGh3GUQEWmKt2tqdnAmn5fsMf322293/7u4uBj33XcfVqxYgSVLlnR/ftGiRVi6dCkAYO7cuZg5c6bcZRARaYp3VK+5w4UMRKhbjCAMkiRJahfhi063hEZeI0BEOmXyuDHp3zdj1V0TMCk7Xu1yQipkQ3xEROQ/7xBfk6NT5UrEwYAiIhKAyeANKE4192JAEREJwPjN0ZhbbvwDA4qISABGbwfF1SS6MaCIiARgAGAzG9HUzoDyYkAREQkiymrinlA9MKCIiAQRbTVxFl8PDCgiIkFEWc1o4koS3RhQRESCiLaa0MwOqhsDiohIENFWE2fx9cCAIiISRFcH5YJGVqBTHAOKiEgQUVYzXB4JHS6P2qUIgQFFRCSIaKsJANDI1SQAMKCIiIQRHdEVUFyPrwsDiohIEN6ddJs6OJMPYEAREQmje4ivnQEFMKCIiIThDagGrscHgAFFRCSMqG+G+Orb2EEBDCgiImFEmI2wmY2obe1QuxQhMKCIiAQSH2lBbSs7KIABRUQklHibGXWtTrXLEIJZ7QIofB2q9m0YY1x6hMKVEIkjzmZGZROH+AAGFIWYr6HU130YVBQO4mwWHK5qVrsMIXCIj0LiUHVHQOF0+WMQ6V18pBkOlwftndwXigFFipIjmC5/PCI9i7dZAAC1PA/FgCJlyB1Mlz82kV4lRnUF1AWeh2JAkbyUDKbLn4dIj1KjrQCAcw3tKleiPgYUySbUocGQIj1KiLTAZDTgXD0DigFFslArLBhSpDdGowHJ0RZUNDKgGFAUlFAN6Q1WA5GepERbcb7BoXYZqmNAUcBECgaRaiEKVnpsBMrr2+GRJLVLURUDigIiYiCIWBNRIIbER6LD5UFlY3h3UQwo8huDgEhZ2Qk2AEBZbZvKlaiLAUV+ET2cRK+PyBdZcTYYAByzt6hdiqoYUOQTESZD+EordRL1x2o2IjXWyoBSuwASnxYP+Fqsmain3MQoHLnQDCmMJ0owoGhAPNATqWN4SjTqWp2obArfiRIMKOqX1sNJ6/VTeBuRGg0A2FfRqHIl6mFAUZ/0cnDXy+ug8JMRF4Foqwl7zjWoXYpqGFDUCw/qROozGgwYnhKNfRVNapeiGgYUXUKP4aTH10ThoTA9BpWNDpTXh+f1UIoFVG1tLW699dZ+v758+XLcddddeP3115UqgfzEAzmRWMZnxQEAtp2sU7kSdSgWUM8//zwcjr5nn2zcuBEejwfvvPMO7HY7zpw5o1QZ5CO9h5PeXx/pU3K0FUMTbNh6IjwDyqzEg+7cuRORkZFITU3t8+u7du3CjTfeCACYMWMG9u7di7y8PCVKIR8odfA+XO3f9NiidJsidRBpgdFoQEyMFZ7LLnuakpeEvx6ohNtiRvI3mxmGC9kDyul04vXXX8drr72GRYsW9XmbtrY2pKenAwBiYmJQXl4udxnkI7nDyd9Q6uu+SgXVoeoOjEuPUOSxiYLl8UhoaXH2WsF8dEoU1knA+n0VuLkoQ6XqlJWaGtvn52UPqFWrVmHhwoWIi4vr9zZRUVHdw39tbW3weDxyl0E+kCucggmlgR6PHRURkJMYiZRoK9Yftes2oPoj+zmonTt3Ys2aNSguLsbRo0fxxBNP9LpNUVER9u7dCwAoLS1Fdna23GXQIOQIp8PVDtnDKZSPT6QFBoMB03MTsLe8ARfCbFUJg6TgQk/FxcV46qmn8NFHH2HJkiXdn29pacHChQtx5ZVXYvv27Vi7di1iY/tu8bw63RIaO9xKlRpWgg0nNUJDzm6Kw3wkolgzsK3kQp+bFNa0dOCX64/hoVl5uG9ajgrVKau/IT5FA2ogjY2N2LFjB6ZOndrvZIqeGFDyCCac1O5m5AopBhSJaKCAAoAXt5xEh9uD9+67AgaDIcTVKau/gFLtQt34+HjcdNNNPoUTyUPL4SRKDURqmZ6XgPL6dhypbla7lJDhShJhItBwEu08kEi1EIXSlCEJsJgM+N/D1WqXEjIMqDAQTDjpES/aJS2KtJowMTsOG0pr4HSFx8xnBpTO6TGcRK6NSEkzcpPQ3OHCF6cvql1KSDCgdCyQcBJtSI+I/mF0egziI8346PAFtUsJCUWWOiJtkiuYSuy9g3Fsmrwz5w5XO3ghL4Udo9GAaTmJ2HKiFhfbnEiK0vfSRwwonfK3ewomnPoKpMFuI3dgEYWLGXmJ2HSsBpuO1eDOSfpe5IBDfDoUinAqsXd0fwQimPsShbPseBuGJtjwtxL9z+ZjQOmM0uEkd7AE81g8V0bhalpuIo5Wt+BcQ7vapSiKAaUjoQgnJbCTIvLP1JwEGACsP6LvLooBpRNKhlMohuMYUkS+S4i0oDA9BuuP2KHSanUhwYDSAaXDKVQYUkS+u2JoAiobHSirbVW7FMVwFl+Y8TWc9BwWXCyW9GBcViwMALaW1WFEaoza5SiCHZTG+dM9aSGc9ByMRHKKs1kwLDkKW8tq1S5FMQwoDdNbOBGRfyZkxeG4vRX2Fn3+3TKgNIrhRETjs+MAANtO1qlciTIYUBqkxGrcDCci7cmIjUBajBVbT+gzoDhJQud86Z4CCafD9sEftygtsLXySuwdXAqJyAcGgwHjs+KwtawOrU4Xoq36OqSzg9IYuYf2/A2nw3aHT+Hk722JKDATsuPg8kj4+5l6tUuRHQNKQ9QMp2DChiFFpJz85GhEW03YWqa/YT4GlEaoFU5ydUEMKSJlmIwGjMuMw45TF+Hy6GtVCQaUBqgZTnISIaR4kS7p0fjsODR3uHCwskntUmTFgNIRucJJyXNHIoQUkd6MSY+B2WjQ3UW7DCjByTml3NdwEgGnvRP5zmYxoTA9BltP1Opq8VgGlMDkHNoTKZzUDEElriEjEsHkIfGoaupAyYVmtUuRDQNKB7QUTkSkjElD4mExGbD+iF3tUmTDgBKUr+/0gw0nta5VYiASySvSYsL4rDhsOlYDl9ujdjmy0NdlxzoRqmGoQEKiqqqqz89nZmYGWw4RBWlqTgL2nmvErvIGzByWpHY5QWMHpWHBdE/+hFNVVVX3x2C38YdaXRTPQ5Fejc2IRbTVhI9KLqhdiiwYUIIJxdCer8EQSOgEcp/+cCYfkX8sJiOm5ybisxN1qNHBFhwMKIHI9c4+2HCSI2TkCqnB+LN9fU/sokiv5gxPhscj4f0DofkbVBIDSoMGOijLEU5y8eWxOOWcSF5psREYlxWHtfsr0eZ0q11OUBhQgpBraC9Qcg7NXf64ImNIkR7dMDoVTQ4XPjgo9t/fYBhQOhJo96R0iAz2+APVForzUIeqOxhUpCv5ydEYnR6DP+0+h1anS+1yAsaAEoAc3ZOo4RSK55Grq/QGFQOL9ODmonTUt3Vi9e4KtUsJGK+D0jkRwkmr+gsprohOWpCfHI1pOQl4a08Fbh2XgYy4wHa4VhMDSmVKd0/98TWcHOWHB72NLafI5+fs74Lew3ZHv1vEi7YF/GA/MwYYieK74zKwr6IRv91xBk/fWKh2OX5jQOlYf92TL+HkSzBdfltfg0oJh6sdKEoX4x0iOy8SRXK0FfNGpWD9ETvunJSNMRmxapfkF56D0oBAuqdQhZO/9wvnYcXLz3HxPBeFwrcL0xAbYcZ/fnYSHo1txcGAUpFoByhH+eGAw6nnYwQq2Nl8Sk3BV1JfoSXa7wVpW6TFhO9NyMChyibNTTtXJKAaGhqwY8cOXLx4UYmHDyuh6p6CDSZ/HksLM/rUxsAiOc3ITcTo9Bis3H5aU0sgyR5QdrsdP/nJT3Dw4EHce++9fYaUy+XCnDlzUFxcjOLiYhw7dkzuMoQX6oNOqMJJyccMZ+yyKBgGgwELJmfD6fbghS0n1S7HZ7JPkigrK8Pjjz+OiRMnoqmpCSUlJZg1a9Yltzl27Bjmz5+PZcuWyf30uiJn9xRORJowoaTLQ4qTMGggabER+M7YdHxw8AK2nqjFnBEpapc0KNkDaubMmQCA3bt34+DBg1i0aFGv2+zfvx+bN2/G119/jaysLDz//PMwmzmhUCmh7p56Pra/M/vkmm4eLiHVEwNL24xGA2JirPAoOI/hu5OzsbeiCS98dhLzxmUh1ib2cVeR6iRJwvr162E2m2E09h5FHDduHFavXo20tDQ8/fTT2LZtG+bNm6dEKUIKdnhGru5JzWG4ga6Jkou3Aw23oPLq+XvGsBKfxyOhpcWp+Ey7BZOy8H8/LcOzfzuCn80bruhz+So1te/p74oElMFgwFNPPYWXX34ZW7duxU033XTJ1wsLC2G1WgEA+fn5OHv2rBJlaJpcJ/vDeVq3lz9BpfQkC7XCkmFFXsOSo3DtiBS8t78SN4xOw/isOLVL6pfskyRWrVqFdevWAQCam5sRG9s7GZctW4bS0lK43W5s2rQJhYXau8JZNFrqntRyuNox6IcaNYQaJ1nQLUXpSIyy4Ncbj8Pl9qhdTr9kD6g777wTH374Ie6++2643W5kZGRgxYoVl9xm0aJFWLZsGW699VZMmjSp+7xVOFBqeI+0S63QYlCFL5vFhDsnZeFUXRve3nte7XL6ZZAk3wY8y8rKsGXLFjidzu7PPfzww4oVdrlOt4TGDm1vvgX4FlByzd5Ta3JETwNNkujvHFR/kyQACLUmXyiFYmiQQ3/qijUD20ouhHS1hzd2nMHR6hb8zz9NQXZ8ZMie93L9nYPyuYNavHgxcnJyMG3atO4P0qZwHN7TulB0WOymws8dk7JgAPD85jL42KuElM+TJJKTk3H99dfDZDIpWY+uiTJ7j7SvZ0jJ2V15f0fZTYWHpCgrbi7KwLv7K/Hp8VpcNypV7ZIuMWhAeSc8FBYW4p577sH8+fMRFRUFALj11luVrC0s6WWpnsEEOsVctK03/D0nqETtSoTVoeoOhlSYuHZ4MnaV1+OFLWWYnpso1LVRg1bibfsKCwu7Z9tJkgSDwaBsZRQUEaaXK7H9hprhJMcElYEeQ47XJmdYMaTCg9FowMLJ2Xju0zK8/sVp/Py6EWqX1G3QgLrtttsAAPX19UhMTOz+/Pr165WrSoc4vOebgSZIqCVUMyf7ep5gQkuOC5U55BcecpOiMHdECv5yoAo3jUnHOEGujfJ5ksSjjz56yf+vWbNG9mLCnZ6G9wKZvSeSEntH94codQRaixwTKziBQv9uHpuOhCgL/mPTCWGujRq0g9q1axd27dqF8+fP49VXXwUAtLe3Iy5OjITVAv5xa4vaoTSQnrX5210F21FxyE/fvNdGvbHjLNbsPY97pg1Vu6TBAyo7OxvTpk3D5s2bu6eW22w2jB49WvHiwkkg1z6JKtDuSe3hPa19nwMNq2CCiiGlbxOz4zExOw6rdp7F3JEpGJKg3rVRgI8BlZ2dje9973u89kkwwWzrrhQlJkZ4KTlBQo5wkuN8YKAhHUhYBRpUDCl9u3NSFp7ecBzPbS7DytuLVJ0Q5/M087i4uO5/e3Ga+eDCaXhvsHAStXsKJpzknqTS3+P58/3xvh4ltyZhSOlXYpQVtxZl4J19lfik1I4bR6erVsugkyQkSYIkSfjoo4+wd+9edHR0YN++fb3CigKnh+E9pcNJqe4p4IkHdkdIZ1B6n8+f5/RnYkUgEynC6c1XuJldkIyC5Ci89NlJNLR1qlaHz9PM161bh2eeeab78/fcc49yVemEkn/AIk0vV3JYT0mBhJMI3/fLaxgs4P3pqPztpthJ6ZPRaMDCKdn4j01lWLHtJJ6+UZ0dJ3y+ZDg2NhbPPvssRo0ahbKyMkRHRytZV9jQ+tRyX8JJxO5Jq+HUF29dcgUVQ4oAIDshEt8enYr1R+y4ZngK5qqwRbzPq5m7XC5s3LgRFRUVyM7OxvXXX9+96WAoaG01c1+7p0CH9wY6WPoySUKOBWNDEU6A/AHlbzgFGkxyTFYJ9JoxuYLfn6BiSAVHjdXMB+Nye/DCZydR39aJP98zBWmxyvyM+1vN3OeAUhsDqsd9ggwnILiA8nVIb7CDqxrdk9LhFIoZlP6E1mDfY4aUOEQMKACobu7Af2w6gXFZcXjt++NgVGBWX9DbbZDvlO6e1BTKcJKbkuFUVVUVsun93ufy5fkGew2+fE/8GYbmxAn9SY+NwB2TsrCnvAFv7akI6XMPeg7q2WefxeOPP47i4uLu+fDexWLffPNNxQskZdhyivzqovyZCCFXOMnZPSkdTmrxPvdA3/PBzlH5cm7Kn/NSPCelPzPzElFS1YzXvziDK4YmYExG3x2P3DjEp4Bgd80FAl8c1p+DpS8B5e8MPTk7J7kCSqlwCiaYlPjeewVz3m+w7zmH+5Qj6hCfV2uHC7/edAJWsxGr756MhCiLbI/Nc1AhIvrkiMsNdKCUO5yA0HdPooSTXLsYh2KIlSGlDtEDCgDOXGzDi5+dxITseKy8fRzMRnnORwUdULfffjsKCgowduxYjB07FqNHjw7pVHMG1Df3kzmgvBzlh4O6nknOcALkCSi1w0muUOqPkrMoGVKhp4WAAoCdpy/iT7sr8IOJWVg2t0CWpZCCDqj6+nps27YNn3zyCXbu3ImsrCx8/PHHQRfmKy0ElJrhBKh7LkTuSRHBBJRS1ziJEkyXU2oVD4ZUaGkloADg/QNV2HisBg/PGoZ7ZVj1POhZfDfccAM2bNiAa6+9FuvXrw9pONHgRA6nUFIznBzlh0MeTr4870Az/gZ67XLOJOXsPn25dXwGpucm4NXPT2P9kWrFnsfnDqqxsRFbt27Fxx9/jC+++AIJCQn44osvFCvscnrpoAKdHAEoN7wXDLmH9rz86aCUXuxViQufO84d8uv2EUPH+XzbQLY76e9nJGcXBbCTGoiWOigA6HR78PoXZ3C8phUv3zYWM/KSAn6soIf47r//fowZMwZjxozB6NGjMWzYMACA0+kMyYoSogdUOA7v+do5BXPNU38HyFBtjyFnOPkbSv3xJawYUtqjtYACgPZON1ZsPYXaFid+d+d4FKYHNv1csVl899xzT0iuh2JAaTOg1N6EsC9yTYYIdTD1ZaCwYkhpixYDCgAa2jvxn1tOwi1J+MOCiQFtcqjYShIamaUuBKUWhhU1nEQUynDqOHdI0XDyPkd/5DwfJvfKJjwnpR8JkRY8PCsPnW4P/vX9w6hvc8r22EEHlJq7LYpC6T82UVfRHoxI3ZOveyn5soSQr+EUKgMFYX+1BjJpYiCBvPliSOlHRpwND12Vh+omB5Z8UIL2TnlGu7gWnyBEXXuvL1rqnvzZ5E+O802BdE2OiiP9fvhDrpDqz2C/o4GGFINKH/JTovGjK3NwtLoZy//3KFye4EfXgg6olJTQ7xFCNBB/d5/1tWvyJZx85WsI+RtW/oZUX4Lp2AMdxmZI6cOErHgsmJyNL05dxHObTgR9CsjnDQv789JLLwX7EGFB6xsTeoncPSm1NYZcweRvR9Tf/W1DxgT1OD1VVVX59TMtsXcosoEkwEVm9WJWQTIaHS58ePgCMuIi8OMrcwN+LA7xBYnv/NTlb7cE+L41hpxdU7Dh5M9jabWLAvj3pBfzx6Rh5rBE/O7Ls9hYag/4cQbtoHpus+HF7TZITUrvcCvn9HE5g+nyx5Wrk1Kii/J32/ie2Elpn8FgwILJ2ahtceLpT44hK96Gosw4/x+Hq5kHR47rnwBtXAPl7/Ce3LP4AgkmubcfAdQNpssNFFJ9XSPV37VRcl8X1X3/AEMKCL9rpbR6HdRAWjpceP7TMhgArLlnCuIj+96igzvqUlDUOvcUyBAe4N8Ot76uoefrDL1QhVMg5Lo2KhSzTjncp30xEWb8eEYO6to68asNx/2eNOHzJAm3242SkhJ0dHT90lRXV+M73/mOf9WSIjIzM1VdLFZuSg/heflzsBY1mOQc6lNCMEN9AIf79CA3KQrfG5+Bd/dX4f2DVbh9QpbP9/U5oP71X/8V0dHRqKioQFpaGpqamhhQYSLQ7umw3eHzMF8wJ+XVDiZA7K5JbcGGFGnf3BEpOFTVjNc+P4N5I1J93o3X5yG+5uZmPPvss0hOTsbLL78Mh0Mf06a1wJeDvFJDcEoO7QU6fOcVyDCeP0N5vnZNwYZTKFedkFOoLi7nUJ/2GQwG3DExC61OF17fcdrn+/ncQaWmpuLjjz+G1WrF7373O7S0tARUqJ6I9ocj91CfHOF0eRclx7JNSkx8APy/0DZQfT1Pz8/5s7WGVnCoj7LibZgzPBkfHrqA+6fnICNu8N8HnwPqhRdeQENDA2bPno2NGzfi5ZdfDqZWUohcISVn5yTXWoJK7WirZjCFE4YUzR2Zis9O1OHDwxfwk5l5g97er5Uk9u7di/PnzyMnJwf5+fmB1kgBKEqz+Xyg94ZLIEEl4koRSgRTIOvlBUrJYPJ3gsRg28P7S8mVJUh/UqKtGJsZi3UHL+Cfr8yFcZDFxn0OqCVLliA5ORmjRo3Ctm3b8Le//Q0vvvhiv7dvaGhASUkJRo8ejaSkwHdaDBdj0yIGHdP3J6SA3mHT14FexEDyUuPC2l6PLWgwDUbUYUJ2UTQxOw5vVZ1HZaNj0L2jfA6oixcv4pVXXun+/+Li4n5va7fb8cgjj2DOnDl47rnn8Kc//anPkFq+fDlOnTqF2bNn46GHHvK1FGGMS48Q7jzUQEQOo8upuZOtViY9iDy9nKg/OYldoVRa3TJoQPk8i89ms2HVqlXYsWMHfvvb3yI2Nha7d+/u87ZlZWV4/PHH8eCDD+Lqq69GSUlJr9ts3LgRHo8H77zzDux2O86cOeNrKZrky7tGX4ZKRNpjSSlyhZO/W18EOyMvFBsU+qK/7snfVSSUEuzCyVp6U0i9ZX4zOeL0xbZBb+tzBzVhwgQ4nU7s27cPADBmzBh89dVXmDp1aq/bzpw5EwCwe/duHDx4EIsWLep1m127duHGG28EAMyYMQN79+5FXl6er+WENW9IaXUjw4GEerNAOa5fkjOUfB2aU/vcE8nPaDQgJsYKGbZREprT5QEA2GwWJCREDXhbnwPq4YcfxvHjx1FdXY2srCxkZGQgOjq639tLkoT169fDbDbDaOzdqLW1tSE9PR0AEBMTg/Lycl9L0TVfzkV5+XtOSkly1BJsOIUymJTolOQIJ3/PPQ3UPYVDty4Sj0dCS4tTV2vx9aXV6QIAeFwuNDR0dVH9rcXnc0A988wzsNvtqKiowKOPPooXXngBb7zxRr+3NxgMeOqpp/Dyyy9j69atuOmmmy75elRUVPfFvm1tbfB4PL6WollF6Tafhjf8DSkgtN1UfweuYK53ClU4iTrpQclwEmVojwgAKhu7jm2DnX8C/DgHdfz4caxcuRKxsbGYM2fOgBfqrlq1CuvWrQPQtQJFbGzvdCwqKsLevXsBAKWlpcjOzva1lLDg79TdojRb94fcej62Gu+q5QinQM8v+bOqRKDUCKfB+PpzDnSKOc9Dha8TNV3ZMTUncdDb+txBJSYm4tVXX0VTUxM++OCDAbd6v/POO7F48WK8++67GDFiBDIyMrBixQosWbKk+zbXXXcdFi5cCLvdju3bt2Pt2rW+liIUf2fy+dpFAf51Upc8xwAHl746G6VCzZ8t1/szUDgpuYBrqCY7qBVOHNojNUiShP3nmzAsOQpxEYPHj8/7QbW0tOAvf/kLTp8+jby8PHz/+99HTExMUMU2NjZix44dmDp1KlJTUwe8raj7QQGBvZvz9x1kqNY9k5PaAeVvOIV6Bp6I4QT4F1DBXKQb7AKyerseSo/7QV3uRE0rXvzsJH56bQEWTP7HqFnQ+0EtX74c+fn5MBqNOHToEB5++OGgi42Pj8dNN900aDiJLpA/FH//OPV6tb4S4eTvcJ4a08PDPZwoPG0stSMmwoTbxmX4dHufA6q+vh6zZs3C2bNn8eKLL3I1cxWMTYvo/tACpYaKBgsnfx5HjeuWGE4Ujg5VNuFQVTMWTB4Cm8Xk0318Dqjo6Gg89NBDKCoqwrZt2wacYh6OAu2iAh3m0FpY+au/7knOcFIDw4nCkdPlwTv7zmNIgg33zxjq8/18niTxyiuvoKysDGPHjkVpaSlXM5eRPxMn+nL5AUOL56tCRQvr4/UXTgPdP9Cp5P52uXKFEzcwDC/v7q9EXWsnXvvBaJj7uC62Pz4HVEREBMaOHQsAKCws9L/CMBDM2nzBhlRPvhxEQhVicl5MHGz3JHo4BXoBrtbCicLLV2fr8fmpi1gwJRvTchL8uq9f223Q4IINKSD4a0R8EcjBJlSh5u9+TuEaTqEa0gMYThSYioZ2vL2nAkWZsfjX2f5v0cSAUkCwq5z3HP4IRVj5ynuQkiuo5Nz9V1SihZMIwcThvfBQ3+bEq5+fQazNjP97yxiYjQPv/dQXBpRC5NqKI5Rdla/kDipf9NcBidw9hTqctDARguEUHto73Xj18zPocLmx6q6JSI0J7PeJAaUgOfeLuvwPW4TACnSli1BiOIkRTBQ+OlwevPb5GVQ1OfCftxWhMC3wBR0YUApTalPDvt6JqhFaWgipUAsmnNQa0gtFMMnZPeltFQm9cLo8eO3z0zhZ14qnbhiFWcOC202dARUC3j8mpRe47O8AIEK35St/J0iIJpThpJVgAji0Fw6cLg9e/+IMTtS0Yvm3R2L+mPSgH5MBFUJqbRE/0MFBjvAarIsSad8qpWhtSI/BRHLqdHvwxpdncMzegp9dPwK3Fvm2lNFgGFAhFqpuylcintvSGlHCSaSuicEUPjrdHqz68iyOXGjBsnnD8f3x8u0zxoBSiWhB5RXorEE1zkXJsV17METaZFCErilUocTzT+JweyT8185yHKpqxuJrC3DnpCzIuRg7A0plPf/YRAorOVe2CFYwM/Eiho6TfSafP9uqyxVOwQzpcco4KcHtkfBffy/HgcomPHJNPn44JVvWcAIYUEIRLaxEvAarJ9uQMSHtotQIJkCMcGIYUU9uj4Q/fFWOfRWNeGjWMNw7dYjs4QQwoIR1+TCGCIGllmC7oGDu708oeYkwpBdsMIkaSBzeU5/HI+H/7TqHveca8cBVubh/+lBFwglgQGmGmt2VSMN9gfIGgy9BFUgoAQMH00CPK0I4iRpIJBaPJOHNPRXYXd6A+2fk4IErcxULJ4ABpUl9vYsUocPSwkW7gYbPQAINJkDecNJ7MLF7UpdHkvD2ngr8/Uw97p0+FA9dnadoOAF+bFhIYhuXHqHoH7CoB7LBwkHt5xcxnLwbZYr6MyXxSJKEP+89jx2n6/HDqUPwyKxhiocTwA5Kd0Sdvu4rW06R8KtJ+BKKcu/fJEc4aTmQ2D2pR5IkrN1fic9PXcRdk7Px6OzQhBPADkq3lO6oRBKqLso2ZAzDicLO347Y8dmJOnxvQiaWXpsPwP9tMwLFDkrn1FpeSW6DzcRTcsq5rwE42PktNYb09BBM4fJGS0SfnajF/5ZU4/rCVPziuuEIZTgBDKiwEKqQUnuChJwh5U9XFmgwAQynwTCc1LPrbD3+Z18lZuQl4pmbRoc4mrowoEg1mZmZsu+q6w0Wf4MqkGFCn9bgUyGc9BBMAMNJTYermvD/dp1DUWYsXrhlDExqpBMYUOQjEa6D8ueCWyXPSykVTADDyYvhpJ7TdW343ZdnkZcUhZXfHwebxaRaLZwkQcIZ6OCuxHVMvooYOs6n4TyGU3AYTuqpb3PitzvOIDHKitfvGI8Yq7o9DDsoogH4vGL5AKEEDBxMAMMJYDCpzeny4Lc7zsLp8uCNOycgOcqqdkkMKBqcCMN7PSmxQvnlj++rwYIJUH6xV7W2Updr4g2DSX2SJOHN3edwrr4dz90yBiNSotUuCQADKixocZr5YBfs+rO2ni/8HToMNpgAccIp0IAY6H79/c4xjMS0obQGe8414p9n5mLuiBS1y+nGgCJZqDXFPNCgCnhBWB+CCRA/nJQOCgaRdhyqbMKHhy5gzogUPHBljtrlXIIBpXPBdk9KD+8NNNXcn2WPlJ48IVcwAeqGE4ODemps78Sfdp9DXnIU/v2mUQj1hbiDYUCR0NRcm8/XUALkCSaA4USh45Ek/GnXOThdHjx78xhEmNWbTt4fBpSOid49+SqUIeVPKAG+BRPAcCLxbDleiyPVLVg6twAFyVFql9MnBpROaXFixECUDCl/QwkIfTABDCeST0VDO9YduoArhyXhrklZapfTLwYU9cmf7inYCRK+LnnkDRI5giqQUAJ8DyaA4URi6nR78N9/L0dMhBm/ukG88049MaB0SG/d0+V6hosvYRVoGHn5E0qAb8EEMJxIHRtKa1DV1IEXbxuLhCiL2uUMiAGlM3KEkxrnngJdODbY8BmIUsEEMJxIHdXNHfjkqB1zRqRgdn6y2uUMigFFl1BzYoQSq5sHUoO//AkmgOFE6vBu2241G/HzecPVLscnDCgdEXloryjNhsP2wcNPjZAKJJQA5YKJSAm7yxtQam/BkmsLkBKt/jp7vpA9oJqbm7FkyRK43W5ERUVhxYoVsFov/Wa4XC5cd911GDp0KADgySefxKhRo+QuhfwkyrTyUIRUoKEE+B9MgP/hxO6J5NTmdOPd/VUYmRYt9Ky9y8keUH/9619x33334aqrrsJTTz2Fzz//HPPmzbvkNseOHcP8+fOxbNkyuZ8+bKnVPSm1xJHcIRVMIHkFEkwAw4nU98lRO1o6XFh+fRGMBnFn7V1O9oC6++67u/9dX1+P5OTeJ+L279+PzZs34+uvv0ZWVhaef/55mM0cbQyUViZG+DrM59UzVPwNKzkCCQg8lIDAhvQYTiS3ulYntpyoxbxRqRibEad2OX5RLBX27duHxsZGTJw4sdfXxo0bh9WrVyMtLQ1PP/00tm3b1qvLIupJrsDxVaiDCdDHnk4UOKPRgJgYKzySvI+7eu95GA0GPDF/NBISxFwxoj+KBFRDQwOeeeYZrFy5ss+vFxYWdp+Xys/Px9mzZ5UoIyyIPDGiL/52UaEUTCh5qRFO7J70weOR0NLihEeSL6HK69uw42QdFkzJRowBaGhok+2x5ZSaGtvn52Xf8t3pdGLx4sVYunQpsrOz+7zNsmXLUFpaCrfbjU2bNqGwsFDuMsgPwQzvBTSMJUMQyKUozdb9EYyxaREMJxKKJEn4y4ELiI0w44GZuWqXExDZO6j33nsPJSUleOONN/DGG29g+vTp6OzsxJIlS7pvs2jRIixduhQAMHfuXMycOVPuMsKC1rqnntTspOQMyGCnjnNYj5RyzN6KY/YWPDJ7GGKs2jzHb5AkGftJBXW6JTR2uNUuQyhyBVSwEySCmckXqpCSu2uT45qmYMOJ3ZO+xJqBbSUXZBnikyQJL352EhfbOvHRA9NhNck+WCar/ob4tBmrJFT3NDYtIuCQ8gaHEkGlxFCiXBfbMpxISUerW1BW24afXlsgfDgNhAFFQpAjqJQ8tyXnKhAc1iMlSZKEj0qqkRJjxfcnaOei3L4woEgWwXRRPYk0gUKJpYnkCCd2TzSQkgvNOF3XhmXzhsNi0s5FuX3Rbu8XxkQa3utJL2vNBTMjbyAMJ1KaJElYf8SO1Bgrbh8f2msHlcCAIllpOaSUCiaA4UShcaKmFafq2vDDK4bCZNR29wRwiI8UINdwXyiEIlB5zolC5ZOjdsRHmnH7hAy1S5EFOyhS5ACqZDcih1DVJ9f3lt0TDebsxTYcqW7BXZOHIMJsUrscWbCDIgBdB1IlFoz1hoAIHVWoA5PhRKH0SWkNoqwmLJis7Zl7PTGgKCTUCiq1ujiGE4VSVZMD+ysacffUIYjW6KoRfdHPK6GgKdVF9XR5YMgdWCIMK/KcE4XahtIaWEwG3DN1iNqlyIoBRZfwHlxDtbtuf4EyUHCJEEL9kTOc2D2RLy62OrHrbD2+Oz4TiZHa2MrdVwwo6lMouqmBiBxC/WE4kRq2nKgFAPzTtKEqVyI/zuKjfhWl2zhc5SN+n0gN7Z1ufHH6ImYPT0FWnP5+BxlQGhTqd9cMqtBi90S+2nHqIhydHl12TwCH+MgPPUNKzeE/0XBoj9Tg9kj49EQtijJjMTaj7+0qtI4dlEapfSDzdlXh3lmF++sn9Xxd0YD6tk4UT9Vn9wSwg9K0cekRQiwce/lBOly6K7nDSe03HaQdkiRh07FaZMXbcO2IZLXLUQwDSuNECame+jpw6y20GE6kphM1rSivb8djcwtggPYXhe0PA0oHRAypy/V3QNdbcBGFwubjNYi1mXGbDrbUGAgDSie0EFJ9GagTETG8lDjnxO6J/HGhyYGDlc24d9pQTW/n7gsGlI5oNaT640sYhDLEOCGCRLDlRC0sRgMWTslWuxTFMaB0xvtuXE9BNZBQDR0qFU7snsgfbU43/n6mHnNHpSIpSl/LGvWFAaVT4RZUl5NjoobSHRPDify188xFON0SFk7Wf/cEMKB0L9yDqicO0ZGWeSQJW8vqMDo9FmN0emHu5fR9ho26jUuP4Dt2gfBnQf46cqEZNS1O3KmjDQkHww4qzPQ8MLKrUgfDiQKxtawOCZEWfLswTe1SQoYBFcYYVkTaYG/uQElVM+6ZPhRmo34vzL0cA4oA9H5Xz8BSBrsnCsT2k3UwGoA7J4XP8B7AgKJ++HIgZYj5h+FEgeh0e7DzTD2uyk9GanR4/Q4xoChgwRxwwy3cGE4UqIOVTWh1uvG9Cfpe1qgvDChSxUAHbL2FF8OJgvH3M/VIjrLgyrxEtUsJOQYUCaevA7pWQ4vhRMFobO/E4QvNWDhlCIyG8Jkc4cWAIk3Q2oxDBhPJ4auz9ZAk4NbxGWqXogoGFGmO6GHFcCK57C5vQGF6DPISo9QuRRUMKNI0kcKKwURyqm1x4lyDA4tmDVO7FNUwoEg31AorBhMpYf/5RgDA9aNSVK5EPQwo0iWlLzxmKJHS9p1vRH5yFLLjI9UuRTUMKAoLwcwMZBhRqDW2d+JUbRvum5GjdimqYkBR2GLwkKhKLjRDAjAvjIf3AG63QUQknGP2FsTZzBiZEq12KapiQBERCUSSJBy3t2LikHgA4Xdxbk8MKCIigdS0OFHf3olpOQlql6I6Rc5BNTc3Y8mSJXC73YiKisKKFStgtVp73W758uU4deoUZs+ejYceekiJUoiINOWYvQUAMD03/Nbeu5wiHdRf//pX3HffffjjH/+IlJQUfP75571us3HjRng8Hrzzzjuw2+04c+aMEqUQEWnKybo2xEeakZcUvtPLvRTpoO6+++7uf9fX1yM5ObnXbXbt2oUbb7wRADBjxgzs3bsXeXl5SpRDRCQ8o9GAmBgrKhsdGJ0Zh4SE8J4gASg8zXzfvn1obGzExIkTe32tra0N6enpAICYmBiUl5crWQoRkdA8Hgn1jQ5UNLTjmuHJaGhoU7ukkElNje3z84oFVENDA5555hmsXLmyz69HRUXB4XAA6Aorj8ejVClERJpwvtEBjwSMzuj7gB1uFDkH5XQ6sXjxYixduhTZ2dl93qaoqAh79+4FAJSWlvZ7OyKicFFe3w4AGMuAAqBQB/Xee++hpKQEb7zxBt544w1Mnz4dnZ2dWLJkSfdtrrvuOixcuBB2ux3bt2/H2rVrlSiFiEgzKhsdsFmMyIrjKicAYJAkSVLryRsbG7Fjxw5MnToVqampA9620y2hscMdosqIiEIr1gx87/Uv4XB58M69U9QuJ6RCfg7KF/Hx8bjpppvULIGISBg1LR0Yw+G9blxJgohIABKA2lYnhiby+icvBhQRkQA63RI8EpCbFJ7bu/eFAUVEJIBOd9elNkMTbCpXIg4GFBGRAFyervlq6bEMKC8GFBGRALwBlRLde2HtcMWAIiISgMvtQUyECTYLD8te/E4QEQnA5ZGQHG2FelemiocBRUQkALdHQmIUh/d6YkAREQnALUmIt6m6doJwGFBERALweCTEMqAuwYAiIhKAWwLiIixqlyEUBhQRkQAkSUKszaR2GUJhQBERCSLOxg6qJwYUEZEg4iJ4DqonBhQRkSDiOEniEgwoIiJBREfwHFRPDCgiIkHYzAyonhhQRESCsJh4SO6J3w0iIkFEmHlI7onfDSIiQVgZUJfgd4OISBBWDvFdgt8NIiJBcIjvUvxuEBEJwmIyqF2CUBhQRESCMBkZUD0xoIiIRMHddC/BgCIiEoABgMHADqonBhQRkRAYTpdjQBERiYD51AsDiohIAMyn3hhQREQkJAYUEREJiQFFRCQADvH1xoAiIhIBE6oXBhQRkTB4pW5PDCgiIgGwgerNIEkSI5uISGWSJHElicuwgyIiEgDDqTcGFBERCYkBRUREQmJAERGRkBhQREQkJAYUEREJiQFFRERCMqtdgJbV1tbixz/+MdatW6d2KbJzuVy47rrrMHToUADAk08+iVGjRqlclTL+7d/+DbNnz8bcuXPVLkV2a9aswccffwwAaGpqwoQJE/CrX/1K5ark09jYiMceewytra0YPny4rl4bsYMKyvPPPw+Hw6F2GYo4duwY5s+fj9WrV2P16tW6Dac9e/agtrZWl+EEAAsXLuz+GV5xxRW444471C5JVh9++CFuueUWrFmzBq2trTh06JDaJZGMGFAB2rlzJyIjI5Gamqp2KYrYv38/Nm/ejAULFmDp0qVwuVxqlyS7zs5OPPnkk8jOzsbmzZvVLkdR1dXVqK2tRVFRkdqlyCohIQGnT59GU1MTLly4gKysLLVLIhkxoALgdDrx+uuv47HHHlO7FMWMGzcOq1evxp///GfExcVh27Ztapcku3Xr1mH48OH48Y9/jEOHDmH16tVql6SYt99+GwsWLFC7DNlNmTIFZ8+exZtvvon8/HzExcWpXRLJiAEVgFWrVmHhwoW6/mMoLCxEWloaACA/Px9nz55VuSL5HT16FHfccQdSU1Nxyy234KuvvlK7JEV4PB589dVXmDFjhtqlyO6ll17C008/jYcffhj5+fl4//331S6JZMSACsDOnTuxZs0aFBcX4+jRo3jiiSfULkl2y5YtQ2lpKdxuNzZt2oTCwkK1S5JdTk4Ozp07BwA4dOiQboeH9uzZg/Hjx6tdhiIcDgeOHTsGt9uNAwcOcD07neFq5kEqLi7W5dDQ8ePHsXTpUgDA3LlzsWTJEpUrkl9LSwuWL1+Ouro6uFwu/OY3v0F6erraZcnupZdeQlFREb71rW+pXYrsDh48iMcffxyVlZWYOHEiXn31VURHR6tdFsmEAUVERELiEB8REQmJAUVEREJiQBERkZAYUEREJCQGFBERCYkBRWGpuLhY1tv5oqKi4pKLgd9//31eWEo0AAYUUYicP38eu3btUrsMIs3gdhskPIfDgUcffRQtLS1ITEzEc889132B7ciRI/HUU09h5cqVOHDgABwOB5KSkvDSSy/BYDDgZz/7Gex2O2JiYvCb3/wGFosl4DokScIvf/lLnDlzBklJSVixYgU+/PBDlJaWorS0FLW1tXj55ZcxYsQIPPbYYzh37hzS09ORlZWFrKwsvP/++2hubsauXbvwyiuvAABKS0txzz33dN935MiRcn3biDSPHRQJr6ysDAaDAW+//TbuuOMOvPfeexgxYgTefvtt1NTUoLS0FABwxRVX4K233kJycjI+/fRTNDQ04JprrsEf//hHxMTE4MiRI0HV8emnn8LlcuGtt95CZmYmtm7dCqBrmaT//u//xsMPP4wtW7agsbERFy9exNq1a1FRUYHHH38c9957L5YvX47bbrsNq1evRlJSUp/3JaJ/YAdFwhs7dixGjhyJ+++/H7m5ufB4PNi3bx927dqFpqYmVFdXd98OAEaNGoXz589jxowZ2Lp1KzZs2IC6urqg9+46deoU9u3bh+LiYrS2tqKgoABmsxnf+c53YLFYkJycjJMnTyIyMhJOpxM/+MEPcPPNNw/4mJffl4j+gR0UCa+0tBSTJ0/GH/7wBzQ1NSE3Nxf33nsvVq9ejcWLF3cv8nrw4EEAwJEjR5CTk4ONGzdixIgRePXVV2VZYy8/P797E8fly5ejoKAAABAZGXnJ7Q4ePIjrr78e7777Lu6///7uz9tsNrS3twPoGi7s675E9A8MKBJednY2Vq9ejbvuugs1NTX4wQ9+gO3bt+Puu+/GO++8g8zMTABdw2XFxcVobm7G3LlzMXnyZKxfvx4LFixAY2Njd6cVqLlz58Jut+OHP/whXnnlFWRnZ/d5u/z8fPzxj39EcXExHnnkEezZswcAMHr0aJw+fRoLFy7E+vXrg6qFKBxwsVjShZUrV2LatGmYPn262qVg27Zt+P3vfw+LxYKIiAjcfPPNmD9/vtplEWkOA4rC3pIlS1BbW3vJ537/+9/DZrOpVBERAQwoIiISFM9BERGRkBhQREQkJAYUEREJiQFFRERC+v+c0Mf1ppN8xAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 边际核密度图\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=sns.load_dataset('iris') #是seaborn自带的\n", "\n", "# 绘制\n", "sns.jointplot(x=df['sepal_length'],y=df['sepal_width'],kind='kde',space=0)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEDCAYAAAA1CHOzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABHxElEQVR4nO3deZhddZ3g//dZ7r7XviRV2YpFghJWgVacICAQEege2wEibdtqOxMfnUF01G6Xtmlsn7ZHG3/qAGrbQMuoMKghPTaKtMgmgex7JalKqlL7cqvqrmf7/XHuvVWVVJJKUttNPq/nOTmnzj33nO+9qfp+znc9iuM4DkIIIc556nwnQAghxMIgAUEIIQQgAUEIIUSBBAQhhBCABAQhhBAF+nwn4HTZto1llUcHKU1TyiatR5O0z59yTr+kff6cLP0ej3bc18o2IFiWw/Bwer6TMS3xeLBs0no0Sfv8Kef0S9rnz8nSX10dOe5rUmUkhBACkIAghBCiQAKCEEIIoIzbEMTCZds2Y2OjjI6Okk6nyGQyGEYewzAoTpSiaSoejxev10swGCQYDBGNRvH7AyiKMr8fQJQ9yzIZGurDNPOn/N6eHoVyntGnmH5d95JIVKNp08/mJSCI02KaJkeOdNLZeZiOjsN0dR2ht7eX3r4eksPD2LZ1WufVPR5isThVldVUVVVRU1NLbW0tdXUNNDQsIh6PS8AQJzU01IffHyQUqjvl3xdNU7Ese5ZSNvs0TcU0LVKpEYaG+qiqqp/2eyUgiJNyHIfOzg727dvDvn172de6l47D7ZimWTpG8YcxPWFsbwK7phHHE8Dx+HE0L2geHEUDVQMKf5yODY6FYpsolgFWHsXIoppZMvk0vUcG0do7IDfmHlvgDwRZvLiJpsXNNDcvYcmSpTQ1LSEUCs3xtyIWMtPMn1YwOFsoikIoFGVsbPiU3icBQRzDtm3a29vYuXMbe/bsZOvWraRSYwAouhcjUIlddQFWoAI7mMD2xeAUiqWnxLFR8inU7AhqNkk+M8zurmFaD7bhGL8qHVZdU8uK5StYtmx8iceDs5MmURbO1WBQdDqfXwKCAKC3t4etWzezZcsmtm3bUgoA+KMY4XrM6lrscA22PwZz+YemqDi+CJYvghVrHN/vOChGGjU9iJYe4Eh6kL5NW3nllZdKh9TW1bN82QqWL1/B8uUtLF26nGBQgoQQxyMB4RyVyaTZsWM7W7ZsYtPmN+npPuK+4Au5AaCmAStSh+MLz29Cj0dRcLwhLG8IK74YgCyAmUNL9aOl++lI9dPzxiZefvnF0ttq6xpYsXwFS5cuZ9my5TQ3LyEajc3PZxBla9++PQC0tJxf2vetb32DT37yvvlK0oyQgHCOsCyL/fv3sW3bFjZtfpN9e/e4Db+ajhmuw1x8FVasce5LADNN92HFGkuliSygGBnUVD9aesANEhvf5KWXfld6SyyeYEnzEpqalrB4cROLFi2moWGRtEuI49q3by8wOSCUezAACQhnLcuyOHhwP7t27WD79q3s2LmDXDYDgB2qxKi5CCvWgBWuLTT2nr0cTwArvnhSSUIxsqjpAdTMIEZ6kOHWQ2zZthUm9I6KRGM01DdSV1dHbW0dNTW1VFVVU1VVTUVFJR6PZ54+kZhP3/vet/nd734LwK9+tYFvfeu7AKxb91G+/e2HAfjzP7+HRKICj0dnYGCAG264iXe/+yYeeOArpFJjXHvtO1i79kPz9hmORwLCWWJoaJD9+1vZt28Pe/fuZu/ePeTzOffFQJx8pAmrsQErUo/j8c9vYhcAx+MvlSSM0k4bJTeKmkmiZYfJZ0cYPjLA3rZ2nFzqmHOEwhESiQQViQpisTixWJxoNEokEiUcDhMORwiFwoRCIYLBEIFAAE07u4PvueAv/3IdTU3NANxyy3unPCaXy/LVr36Ne+/9AN/85nf40Y++T1dXF9dffwO33PJePvKRe7nttjuIxeJzmPKTk4BQZjKZdKH/fweHDrVz6FAb+w8cYCQ55B6gKDjBCoz4MqxILVa4DscrDanToqg4/hiWP4ZF0+TXbNPt7ZQbc9dGmnw+xfBohkODnajWfjAyYJlTn7vA6/Xh8wcIBAIE/H4CgQB+vx+fz4/f73df9/nwer1Eo2FsW8Hr9ZYWj8dTGtBX3HbXHrxeL7ruwev1oOseCT7zKJGoIBgMUltbh6qqOI7DoUPtbN++lQ0bfkk2m6G/v18CgpiaZVmMjY0xNjbCyMgIw8NDDA8P0d/fz8BAP729PXR1dzE2OjL+JkXFCcQxAxVYi8/DDlViBatmrwvoiTgOnr7d6MOHwT5xpnhcVh7FzOPoXtC8M5c2VceML8aovuD020dUvRQsTsgyUawciplFMfMoVg7MPIploFh58pbBmJ1HMUyUrAGDg6i2heqYKLbpfneWiWOZwJmNllVVDb0QLCYGktLi8eLx6EcFmPEgo+t6aa3rOpqmo2kauq6jqiqqqhXWExcFRVGJRPykUnkURTlmUVW1sO0eP/5e93yapk1aitfXdU/pvfPN5/ORTCYBd5zOdNLU1NTMO95xHZdeejm/+tUGotHobCfzlElAmCOO4/Dww/8fr732cuHn8T93wzDI57JTv1HVwBvC9ISwfXU4sRZsf8xdfDFQpz8dld6/D0//vjP8JFNT8mm03MjJDzwBv9/PmtvWsH79erLpwRlKmUtPduDp3rEgS0u2qmGjgeYr7TMqWzArl4FtoTimu7YtN2A4trtdGNiHXRzkZ01Y226pprAP20IxLchbKE4W7BSKY6E6Nkrx9QnHOsVzLECapqMVgoSiKMWhjpMy5f/xP/4H2ezpjZZXFIWKikoikeNn2FdccRV//def47nn/o2PfWwdl1xy6UnPe8899/K1r32VRx75DvX1jVx//Y2nlb7ZpDhlOmmHYVhlM2d5PB6kry/JXXfdOa3jHVXHDlZgBSuwAxXYvjCON4ztC4N6+jF8NgOCmhlGNY8T1KbpT/7kT1i3bh0PPfQQTz311AylbJyt+7ED8Rk/72wwqlowq1pm5mSOMx4Upsj8JwWS4rZju69ZBtgGimUWAkxh7RSPtUvH4jjuNk5hJLpT2HZQStvF/XZh3+z44he/SDAYP+33ezwempqWzFh65tLEqTe6u9upq2ue9PqJnocgAWEOFB9YcehQO729PeTzOXK5HNlslmw2QyqVIp1OlSaEGxoeJpkcZmxsFI7671F8YQxfBNsfxw7EsQMJrEAF6DNYxXIaPL278Le/ckbn8Pv93HrrrTz77LNks2cWXKaSbb4Go+aCGT/vKbPtQiZroNiGW81kH5XhFkoDpXUxA54iU1dsNwNXHKuw2KVjHduc1HPqTCiKgqbppWod5ZjqInVSNVDhXUdVE43/rKoq6oTtiVVRul6sPnKrqYpVV5qmT6hCKlZpeSb9rGkazc2LqKpqKFxvPB0Tt4ufyV27+8HNUGHiZygvEhAWuNN9ApNpmgwNDdLf30dfXy89Pd10d3fR2dlBR2dHqRspAIEoRqASK1SDFa7GDlbObXfSs70NYSq2jWJmUIzCYmZRjCyKmUOxxtsQVMtAtd02BMc0Tv37UZSjGpC9pUZkb3FdalD2out6oU1g/DjPhLYEr9d3TAO01+ub1J5QrLMfz4i1U2qknu+njk2VEU7X2TC53ekGBGlDWMB0Xae6uobq6houvPCiSa85jkN/fx+HDrXT1naAAwda2de6j6HDB90DVB0rVIUZrsWK1mOFama3sVlRMGouxKi5cPauMddsEzU7ipobcbuj5sZQ8mNoRhrNSOPkp87wVFUjVOh2GgnHCIXChSm+g6Xup36/H7+/uHZ7GbmLm1n7fD6qq+NkMlaprlyI2SYBoUwpilIKFpdddkVp/+DgAPv27WH37l3s3Lmdg23bcLq2gKphhaoxow2Y0QbsUBUo5VkknnFWHjU9hJYZQs0Oo2aS6LmkO9PqBF6fn6qqamprmqmoqKSiopJEIkE8niiNQ4hEogQCM/NMh3A4iGmWRylYnB0kIJxlKioqueqqa7jqqmsAd9zC7t072b59G1u2bqa9fRO+zjdRdB/5SB1WtBEz1ojjO34x8qxRmhBvAC01gJoewJMdhux47yiv10dD4yIWL2qhoaGR+voGamvdkcrhcETu1MvUX/3Nl+gfHJ7ewQon7fFbVRHnb7/4lTNN1oIjAeEsFwgEWbXqclatupy1wMhIkm3btrJ16ybe3PQmw+0vFw6MkY80YEUbMCP1895IPRNKcxil+tBSA3gyA+PVPIpCbW09yy58a+mZCk1NzVRVVZdtY6I4vv7BYdoa3jVzJzzywkkP+f73/zeLFi3mpptuOePLff/7/5tVqy7j0ksvP+NznYgEhHNMNBrj2mvfwbXXvgPHcThypIPNmzexZcsmtu/YitG7C1Cww1UY4Xq3/SFcA9rCnrdHMTKFO/9+1FQ/3swgTrHKR1FoaGik5ZK3s2zZcpYtW0Fz81ICgcD8JlqIBWbGA8Ljjz/Or371K7Zs2cLb3vY2kskkX/jCF7jqqqtm+lLiDCmKQmPjYhobF3PrrbdhGAZ79+5m27YtbN26mf37d2B3bwUU7FAlZqgaq7A4/uj8zIpqW+7DcjJDqJlBtPQgnszgpAbe2roGWlZexsqVb6GhoZklS5ZJ5i/m3cS7/A0bfglAV9cRTNNk27YtjI2N8Y1v/BPhcIS/+7sv09vbSyQS4W/+5msAvP76a/zgBw+XjqusrJrxNM54QLjnnnu45557uOGGG3jsscd46KGHZvoSYpZ4PB4uuuhiLrroYj7wgXvIZDJ0dh5k48Y32bVrB62t+8j37gJA0TxYgQSmP44dcEdOO74Itjd85qUJK4+aTxXmDhpFzY2iZEfw5Ebc+v7CCFpV1WhobGTpW69k2bLlLF26fNJDcOa766MQ09HZ2cG3v/0wTzzxI954YyPJ5DArVpzHV77yIM8++wsOHGid8rgbb3zPjKdlTqqMXn75ZR566CFGR0d59NFHefLJJ7nyyiu56qqrePrppwG48847Wbt2LStXrmTv3r18//vfn4ukiRMIBAJcfvnlrFjxFsCdb6mzs4PW1r20tR3kYNsBOjoOM9a/d9L7FN3rTjmt+XA0L47mAUXDOeqZyqUBVlYe1cqjWTkwMoV5fMbpuofa2joWnX8hDQ2LWLy4icWLm2lsXITH4+E//uN5AC666OJZ/06EmAm5XA6fz52q5D3vuRVwJ8QzTYP29jbe9a7VwPhsqq+88tIxx82GOQkI7e3tPP744zzyyCO8+uqrxz1u8+bNrF27ls9+9rNzkSxxijRNo6mpuTT1b9Ho6AhdXUfo6+ult7eHoaEhhocHC5P1jZFKpzEMAyObL71HVVV3MJTPQzgUIRQKEY3GiMVixGIJqqqqqKiopKamjkQiccKG3ueffw6A665bPTsfXIgZ4PF4SKfdEutrr73MO9/5nwB3hP5Ezc1L2LVrJ5dffiX/8i8/IJGomPK42TAnAeH2228HoLKyEsOYHNmy2Wzpg7a0tHDjjQtvwidxYpGI+wyA885bANNCCDGFqor4tHoGAdPudjodjz76v/nJT34MwC23rOHHP36MV175/Qkf23rbbXfwt3/7Jdat+yixWIwvfvFvefzxf55e2s/QnASEoxv0PB4PqZT7wJEXX3yRG264AUAeWSiEmBWnMmZgpqau+PCHP8aHP/yxSfv++I//9LjHT3zYzle/+rVjzjXVcTNtXrqdrl69mq985Su88MILxOPx+UiCEEKIo8xaQHjuObde9xOf+ERp3513jk///MQTTxzznscee2y2kiOEEOIkZEimEEIIQAKCEEKIApm6Qghx1vv6Vz/D2FDvjJ0vnKjhM3/99Rk730IhAUEIcdYbG+rlcy17T37gND14kifRPvDAl9m3by+apvG+993JbbfdwcBAPxs2rGft2j+bsXTMNAkIQggxC/77f/8MS5Ys4c/+7C7e8paVrFjRsqCDAUhAEEKIWROLxbn66mvZsuVNQqEQP/jBw3zhC18G3FJEQ0Mjr7/+GrZt861vfYd/+IevHbMvlUrxwANfIZUa49pr38HatR+iq+sIDz/8HTwed96wz3/+SzOSXmlUFkKIWRSLxRkdHZ3ytUwmzXe+8ygrVpzH3r17ptz32GP/zPXX38D3vvcDfve7F0gmhwF46aUXue22O2csGICUEIQQYlaNjCRZvrxlytfe8541ACQSidK0PkfvO3Sone3bt7Jhwy/JZjP09/cTDAa58sqrWLlyZid0lIAghBCzZHR0lFdffZn3v/+uKV+f6jkdR+9ramrmHe+4jksvvZxf/WoD0WgU0zQJBIIznl4JCEKIs144UXPSnkGner6T+eY3v47H4+XjH/8Ezc1L6Oo6clrXuueee/na177KI498h/r6Rq6//kb6+mauC+1EiuM4J5nXb2EyDKtsHn5Szg9qKYe0f+lLnwPgK195cNL+ckj7iZRz+uc77d3d7dTVNZ/8wCnM1OR282Vi+qf6HqqrI8d9rzQqCyGEACQgCCHOUmVa+TFjTufzS0AQQpx1dN1LKjVyzgYFx3FIpUbQde8pvU8alYUQZ51EopqhoT7GxoZP+b2KopR1ICmmX9e9JBLVp/ReCQhCiLOOpulUVdWf1nvnu0H8TJ1J+iUgiLK3evUN850EIc4KEhBE2bvuutXznQQhzgrSqCyEEAKQgCCEEKJAAoIQQghAAoIQQogCCQhCCCEACQhCCCEKJCAIIYQAJCAIIYQokIAghBACkJHKYgYMDw+xf38r7e0H6eg4TE9vDwMDA6RTYximgYKCx+slEolQXVVNfX0DTU1LWL68haVLl6Hr8msoxEIgf4nilDiOQ3d3Fzt3bmPnzh3s3LWD/gmP81N8YUxvGNsTwYlUgaoBDtgmyVyOroNd7NizB8fIAeD1+li58mIuv/xKrrzyamKx+Px8MCGEBARxcn19vWzfvpVt27awbftWhocGAVA8AfKhGqxFV2CHq7GCFaBNY/51x0HJp9BSfeRHu3hz5x7efHMjjzz6PS5526Vcf/2NXH75lWiaNsufTAgxkQQEcYxMJsP27VvZsuVNtmzdTHfh4eCKJ0A+XIfVfD5WpB7bHwNFOfULKAqOL4zpC2NWLCXnOKiZIfTBA2zauYtNmzaSqKjk1ltu44Yb3kMwGJzhTyiEmIrilOmTIAzDKps5y8thfvVkMsnrr7/Ka6+9wrbtW7BME0XzYITrMKMNWNF67EDi9ALAqXBs9OHDeHt3oo104Q8EufWW93Lrre8jEjn+w8GnUg7f+4mUc/ol7fPnZOmvrj7+35GUEM5h2WyWP/zhFX73u9+yddsWHNsGf5R85fmY8cVY4dpCG8AcUlTMRDNmohk11Y/RtYWnnvo/rH/259x6y22sWXP7KQcGIcT0SEA4xziOw+7dO/ntb3/NSy//nnwuC/4IuZqVmJVLsQMVs18KmCY7VEV2xfXk00MYRzbx9NM/4dkNv2TNrbdx6623EYlE5zuJQpxVJCCcI3p7e3jxxRd4/re/prenG0XzkEsswVza4pYEFkgQmIodTJBdsZp8ehDjyGaeeur/8MtfPsO7330Tt9zyXmpr6+Y7iUKcFSQgnMV6errZuPE1Xnr59+zbuxsAK1JPfuk7MBNLQPPMbwJPkR2scANDZgijaysb/m09G/7tl6xadRmr/9O7ufTSK/B6p9HLSQgxJQkIZwnHcejt7aG1dR+7d+9ky9bNdB3pcF8LVpBvvAyjchmO7wzq3x0HT99u9OHDYJsnP97Ko5h5HN17bHdUVceML8aovuCUSyd2IEF22XXkFl2Op3c3m7bvZNObG/H6/Fy66jIuuWQVF1xwEdHoilM6rxDnOullNAdmo9eCbdv83//7Uw4fPkRXVxedRzrIZTPui5qOGarFjDVixptw/Meva9f79+Hp3zetayr5NFpuZNpp9Pv9rFmzhvXr15PNZqc8xvJFcbzHdis1qlowq1qmdyHHRhvpQh88iHekA/LpwvUDrFhxHp/97F/h9/unne6Fopx7u0ja54/0MjoH9fR08+STj5d+tv1RjIYLMOOL3YZhdeanqVKs/Ckdv2bNGtatW4fjODz11FPHPafDGY4zUFSsWCNWrNEd05BNog8fgo6NbN++hf7+PhYtWnxm1xDiHCABoUzF4wmWLltBx+FDGEYeNTuC78gmfAN7MYLVWJE6zNiiE5YOAMxTuBP39O7C3/7KtNO4fv16HMfh2WefPe4x+cZLMWoumPY5j8s20UaOuGMYRrsg65ZkdN1DOBw+8/MLcQ6QKqM5MJtFUMdxGB4e5siRDtraDtDauo+du3YwONDvvh6Ik483Y1Ysww4mzvRiC6INYdJpxvrw9O3BO9wGZh6vz8/FK9/KhRdexNvedhGVlQ1lO26hnKsuJO3zR6qMzmGKopBIJEgkElx00cXA+AR0mzZt5LU/vMqunVtxurbgBCvJVS7HrFyO4wmczsUwai7EqLlwhj/FKXJs9KF2fD3b3YDg9XL1NdfyR390HStXvhWPx+09Ve5/2ELMNQkIZyFFUaivb6C+/jZuueU2kslhXn75RV544XkOHPgDdGzEiC1yq4tii2elvWFWODb6wAH83VtRMsPU1Nax5v0f47rrVst8R0LMAAkI54BYLM7NN7+Xm29+L4cPH+K3v/01L/zH84y2/gbFEyCXWIpRuQw7VL0wB6gVAkGgewtkkixuWsJ//pOPceWVV8uMqELMIGlDmAMLserCsiw2b36DF154no0bX8M0TfCF3faGeFNhHqN5LjnYNvrg/kKJwA0EH/jTu7jiirejTCNwLcTv/VSUc/ol7fNH2hDEKdM0jcsuu5LLLruSVCrFxo2v8fLLv2fL1k1YPTtQdC/5SANWtAEz2nDS3kozysrj6duHv3cH5MZY3LSE9//nj3PllVejzneQEuIsNicB4aGHHmLDhg1UVVUBcNNNN3HPPfdMeewDDzzAF77whblIligIhUJcd91qrrtuNZlMhq1bN/Pmm6/z5qY3GW5/2T3IH3GfhRCpx4rW43hDM5sIx0FN9eHp34dv8ACOZXD++Rdyxx1/wqWXXjGtEoEQ4szMSZXRQw89RFNTE+973/tm7JxSZTT7HMdhdHSAl156hW3btrJ9xzYy6ZT7oj9KPlyLFanDCtfg+KKn3v5gGWhjPejJTrzJQ5AdxePxcu217+Cmm25hxYrzzij95fq9F5Vz+iXt86csq4zWrl3LypUr2bt3L9///vcn7X/sscfmK1liAkVRaGpqIhqt4uab34tlWbS3H2THju3s2LGNnTu3kylMe6HoPsxAAisQx/ZFcTxBHN03/jwF20Qxsqj5lDuSODuEkh4Ex0HXdS6++BKuvvparrrqGukxJMQ8mbOA8L3vfY+f/exnLF++nC9/+cts3ryZtWvX8tnPfnaukiDOkKZpLFu2gmXLVvDe996Obdt0dh5mz57d7N+/j4NtB+noaB+fU+k4orE4S1YsZcXy67nwwou48MK34POV31xDQpxt5iwg/OVf/uWkKqOWlhZuvPHGubq8mAWqqrJ4cTOLFzfz7nffBLjVTGNjYwwNDZJKjZHP51EUBZ/PRzgcoaKikkDgNAbFCSFm3bxVGYVCM9woKRYERVGIRCJlO12EEOcy6cMnhBACkIFpc6Kcey1I2udPOadf0j5/zqSXkZQQhBBCABIQhBBCFMjUFWISy7LIZrNksxmy2Qw9PdDfP1z4OUs2myWfz5HNZsnlcuTzOfL5PPm8gWHkMQx32zQNTOOotWVhWxaWZWHZFrZtY9s2juPg2A6247jbx6nFVBQFRSmuVVRFQVEVFEVBVVRUtbBoGpqmFqbBVtE0zV10HU3T0TQNvbCt68XFg67reDzj6/HFi9frrt3tiYsPr9eLz+fD5/OVfpaR1aIcSUA4S1iWRSaTIZNJk06nSKfTZDIZ0ulUYV+6sC89+bXikkmTzmTJ5U/tMZleDbyagkd18KjgVR101cajOOiKg1910FXQFAdNAU0FTXNQFVAVd3CzqjiloqqigIK7TOQUFgDHARvAUbCLPxf22Q44joJpgWOC5ShYhdctR8G0IYuCZatYDpiO4u53wLDd95mO477/9P878Hk9eL1e/D4/Pr8fn8+Pzx/A5/Pj9/vwF7Z9Ph+BQKAQUPz4/e7i8/mpqophGBSOc9/n9fpkhlcxayQgzCHHcbAsq3BH7d5ZF++yc7ni4t55F+/Gx+/MM2Qyxe006VSKbCZNOpN279bzxkmvrygQ0BUCukNQt/GrNiHdpkpz8AcdAlGHgO7g19wloDv4Cts+zcGnUVg7+AoBQFHcDPk3nT42D3jJW+NZuYObyRo2HJvFz4yMqZA2FYK6m97pfAceHDyaddJjHcf9DLYDHhUuiOe5rNrAdCBvKeTtwmJRWCvkbfe1nKWQsxVyFuTzCrmMu2/I1gr7FbIW5Cyw7FP7zB5dL5ROPPi8PryFYOL1+UslF7c0M7mUM7H045aINHTdUyhB6ei6VihBqaWSlKqqx6xVVRsvjR1n0XWbTCZ7zPFSclrYzsleRrt37+SZZ57Ctot/iSf6CpSTvA627WCaJpZlYOTzmKaJaeQxDAPDMDAt0w0Chnnc6pAT8WpuRu5mzDYB1cJfyLiDuoNfdwhoDkfSGm0jOmrhblwt3H2Pb5/ypadlKKfSk5mfu1a/38+aNWtYv3492Wx21q9XG7BI+E4xBz8JZ1LpBuxCycculGzcoKQcexzKhO1iACvsQ3FLVRPOsRC41X0KqqqgFQNIsbpPc9eaenQAUlGPDlCahqrqhZ8nBpqpypYnTNExx+q6hmke/4ahqqqGP/3Tu4jF4qf46edGWc5lNJ+eeOKf2b1713wnA6/qEPbYhD0OEY9NxOsQ9dhEvQ4xr03UaxP1OKXMv7hox+kK8PsuL8O5ue8nkDHn765vzZo1rFu3DsdxeOqpp2b9ehlTIeGb2XMqCmiAVvoap8rEpp+lFwPAxBKOg3JM1ZrtKBMCzniQmRhESsGmsH/ieUtr91NMK23FNiLbBpOTl9IWqsWLF3Pzze+d72TMuHOyhDA0NMSBA62FnxyOvkuwbRvLsiati9vuYmJZVqFU4K4nL4WSgWliGHkcxy0+5/M58qWG2PHG2LxhnFLJwaOCX4eADn7NJqBZBLTxkoJbJVQsQdgEJuyf+FqxyudM/abDx4/2hs/8RKfB7/dz66238uyzz85JCeHPzh9jdWPutN9vO7jVSRaFaqNC9VJhO29RqlKavIzvz1sKeUclbyvkLBXDLlZhORizmMe6d+8Tq4aUyXf4k6qMNEApNfIXq47c0oFWKA1ok0sBU1RF6bpe2naP1UqlgonHH30eTZt6e+K53bRM3lYUlVDISyrltqU5joOiKKW/T0VR8Hg8XHjhRej6wryfPpMSwjkZEObayf6DHMfBMAxyuWyp905xe2KPn2w2W2g4zpQakN12hTTp1BiZtNumkMlkMUzzpOnS1PE2hYBm41etSW0IE0smU7UheDUHrwoe1eEPvV52DnkwbKXUMDwXTrUNocgp/FO8w51816scc5etKdAUNmmJmW4bQqHNwLDHt3NHtyE4KjmrmHEr5KxTz7A9uo7P58Xn9U1onHbXR/dwOroH1OR2BO+kXlTFZWJPq4ltCaqqldbFDPdUlPPgrnJOO0iVUdlTFKX0RxyJzMyTyQzDKPUqmrqX0eR1Op0mm80wmk7Rm0mTTWfI5rJkc/nTavfQVNBV8KgKmgK6Ot6WoSlOqWeRqrg9jhQcxmuBC9vFHc74qniUW2euoKoQ9CjYKIyaSqFKRCnVv5d6GdlgOY7bs8h2M/pT1T6m82L30Z9Txev14PW4GXOxgdfnD5Ao9Awq9iYq9iLy+Yq9jHyTehUd/XptbYLR0dMvjQhxqiQgnKU8Hg+xWIxYLHZG54nFAvT2DpHJZEq9n4o9oYq9o/L54vgDtyG9uHarzAwsyyxVr41XvZmlqjjbdnAcu1S/7BRv3ydxA4E7DkF1u6sWivilqoujqh6CQT+m6ZSqMIpVFMVxCBPvkot30sUxCe7Peukue+Id98Q78NmsNpDupWKuSUAQJ+ROXe0vy+cVlHvRX4i5JlNXCCGEACQgCCGEKJCAIIQQApCAIIQQokACghBCCGCaAWHDhg3kT3EWTCGEEOVlWt1ODxw4wAc/+EHOO+883ve+93HZZZfNdrqEEELMsWmVENatW8eTTz7JmjVr+OxnP8uNN97I008/PdtpE0IIMYemVULYsGED69evJ5VK8ZGPfIQbb7yRj370o9x5552znT4hhBBzZFoBYf/+/Xzuc59j8eLFpX0PPvjgrCVKCCHE3JtWQPjEJz7B4OAgR44cAaCnp4dVq1bNasKEEELMrWkFhM9//vN0dHQwMjKC3+9HURR+/OMfz3bahBBCzKFpNSofOXKERx99lKamJh5//HFUVYYvCCHE2WZaObvX6+WVV17Btm3+3//7f4yMjMx2uoQQQsyxE1YZvf766wDcdddd9Pb2cv311/Pkk09y8803z0nihBBCzJ0TBoTXXnsNgD/84Q/ous7KlSsJBAL8/ve/57/+1/86JwkUQggxN04YENatWwfAvffeyw9+8IPS/g9+8IOzmyohhBBzblq9jFRV5V/+5V84//zzaW1tne00CSGEmAfTalT+1re+RS6XY8OGDaRSKb71rW/NdrqEEELMsWmVEKLRKB/5yEdmOy1CCCHmkQwoEEIIAUhAEEIIUSABQQghBCABQQghRIEEBCGEEIAEBCGEEAUSEIQQQgASEIQQQhRIQBBCCAFIQBBCCFEgAUEIIQQgAUEIIUSBBAQhhBCABAQhhBAFEhCEEEIA03wewplKp9Pcf//9JJNJ6uvr+frXv46iKMcct2vXLgAuvPDCuUiWEEKICeakhPDzn/+cSy65hMcffxyv18u2bdumPG7Xrl2loCCEEGJuzUkJoba2lmeeeYYbbriBBx54gFQqxUc+8hFyuRyNjY08+OCDfOMb3+C5554D3ADyox/9aC6SJuaIaZoMDg4wMNDPwEA/yeQwyWSSZHKYVCpFJpMmk0lj5HMYhoFpmuA4oCioioKu63h9frw+H35/kFAoRCgUIhyOEI8niMVixOMJKioqqaioxOPxzPdHFqLszElAWL16Ndlslk984hNcddVV3HXXXdx9991cc801fPjDH6a/v5/77ruPpUuXAnDnnXfORbLELBgdHeHQoXY6Og5x+PBhurs76TrSQV//AI7jTDpWUyDshZDHIaBZBFSbiAa66qApoCjg4MYFMw/5rIJhKQzZKp2mRtpUSOUdnCnSEY9Fqa9voKKyhpqaWurq6qmrq6e+voF4PDFllaUQ57o5CQhtbW28853v5KabbuL+++9nw4YN7Nq1i6effppkMkk2m52LZIgZNjg4wP79+9i/v5WDBw/QdnAfg0PDpdcDOtQFLZb5Td7ebFHtt6nw2VT4beJem6DucKb5su3AmKGQzKsM51SGciqDOZWBbJa+nn72HfLyagasCVHD7/NRX19PfcNiGhoaaWhopLFxEfX1jQQCgTNLkBBlbE4Cwk9/+lNWrFjBHXfcQUtLC0888QSf+cxnuPnmm1m7dm3pOL/fz9DQEACO48hd3AKSz+c5cKCVvXt3s3fvHvbt3VnK/FUF6kM2F4QMmlaYLApZLApZJHz2GWf4J6MqEPU6RL0Wi8PWlMdYNgzkVHrSGj0Zle50hq6RUfb1tvHKy0wqYVQk4jQ0LqahYVFhaaC+vpHq6ho0TZvdDyPEPFOco8vxs6Cnp4dPf/rTAITDYf78z/+cr3zlK0SjUWzb5v777+eyyy5jeHiYT33qU2SzWe677z6uuOKK457TMCyGh9OznfQZEY8HyyatRclkkj17dtLW1sqWzZs5cGA/puVmuNVBWB7JsSxqsjxq0hQ28ZVpXpm3oDej0ZWeuOh0ZzTSxvhxmqZRU11NfcMi6uoaqKuro7a2ntraWqqra/F6vTOetnL8vSmStM+fk6W/ujpy3NfmJCDMBgkIM8e2bTo7O9i7dxe7d+9iz67tdPX0AKCrsDRi0hIzaIkZrIiZxLxl+StzShwHRgyF7rRGd1qjJ6PRk1bpyXroyajkzMnHJ+Ixamrrqampo6amlurqmtJSWVl1WgFjof/enIikff6cSUCYkyojsbAkk8lC3f8+9uzZReu+3aTSGQAiXlgRzfPO5QYtMZMlERNvmd79nwlFgZjXIeY1OT8+Ofd3HEjmFfqyGr0Zlb6MRl/GbbPYeWg3v8+6x0wUi0aoqqqhqrqGyspqqqqqqaqqorLSXeLxhFRJiXknAeEs5jgOAwP9HDrUzsGD+zlwYD8HD+yjr78fAAVYFLa5Mp5neZNbCqgLzn69f7lTFIj7HOI+k5bYsa+bNgzlVPqzKgNZlf6sxkA2y8DwAId7W9mUUcgf1dyhqirxWJTKymoqKquoqKikoaGOQCBCRUUl8XiCRKKCUCgkbWti1khAOAvkcjn6+nrp7u7iyJEOjhzppKPjEB2H20t3/gC1QYel4Tyrl7t1/80Rk4D8Bsw4XYXqgE11wJ7ydceBtKkwkFMZzLq9ogZzKoPZNEMDvRzu9rAlq5A1j32vR9eJRaPEEhXEYnFisTjRaIxoNEo4HCESiRAORwiFwoRCIYLBEH6/X4KImBbJDhYw0zQZHR1ldHSEkZEkQ0ODDA8PMTg4yMBAH/39ffT39TA0nJz0vogXGoImVyVMFi0yWRy2aApbBPT5qft3HPhNp4/NA17y1sxkTBlTIW0qBHVnXj6XV3NYVZlndWPulEtUiuKOvQh53P+X48maMFToTjucUxnOqyTzKsn8GCND3fT36hw0VEbzbqnk+NdTCPh9BAIB/D4//kAAnz+Iz+fD6/Xi9frweDx4PF68Xg+67sHj8aDrOrruQdc1dF1H03Q0TSvtK/5cXHRdR1U1dF0jHg+TThuTXncXHU1TUVUNVVVLiwSshUEalQscxyGfz+M4Do5j4zjgODa27RTWNo7jYNv2pMWyrMLaxDQtLMvEsixM08A03bXHo5JMjpHP5wtLjnw+Ty6XJZt1l0wmTSadJp1OkRobJTk6gmFMcYuIW9Wjqw4e1cGjgEdzt72qm1FpC+xvayin0pOZ2fpxv9/PmjVrWL9+/byOY6kNuN1r55vtuGMtLFtx1w7YjlJYFxcFm/GfHZTS2nHAxg3e85EhKIriBgdFQVUVQEFRikvhGAqjFY823SyscC5FUVAVNwgpqlIKSprqBi2P1wMoaJobEDVdLwTHYoDUJwXM4vbktaf0nonHFgPnxOA4HliPDpTFbaUQNNXC96Tg9fqO2+Ykjcoz4J//+VE2bPjFvKZBVRwqfDbVfpvKoMNATkNTQFPcTF5Xx0fxlpOMOfMJXrNmDevWrcNxHJ566qkZP/90ZUyFhG/eLl+iKu7iUSdmjqeftRdHiE/cHl8r7pmL+wr7V1YYXJgwCgFJwbIpbRcDlukUgs+E/faEAGYWgloxONmFQEVxXaJM+nzq0S8d9fHddE689sTrgWkqGDYYtkKuuLYU8oX1QhMOh/n+959AVWd2OjoJCAVvf/s1vPbaywwM9M9bGmxHoT+r0Z91I39xaoeIxyasW8R8NjGvTcLnjvit9NtU+mziPht14f3Olvymw8eP9oZn9Jzr16/HcRyeffbZGT3vqbpzWZrVjbl5TcPJ2A7kLIWMqZC13O1iZpe33QZuwx7PEE3bzbiLa2vSerwUYhZKIG7Gr9A64mFP0utm9IBpK5OCQanUYoONg21PLK2IU3H77f95xoMBSJXRnDi6COc4DqZpks1mS9VGmUyGTCZNKpUinR4jlUoxNjbGyIjbfjCSHGZ4aICh4WHyhjHp/G4jpkON36AuaFEftGgIWjSGLSKe+f/vdRx4vtPHJmlDOGOGDcm8ykjena5jNK8yaiiMGCpjhkLKUEkZCilLI22qpE2mbJyeDlVV8eiT2wh0TUfTtUL1hz7etlBqU9DRdQ2/34ttc0w7g6pqx6keGW9LKG671UagKG7Gd7zveXIOdvTvwvibitVFoJSqYhRl8vU1TSMaDZLNmhPaTCZXF+mFz390VVGxSmi+ycC0BW4mB7o4jkM6nS7MGtpHX18fvb099PR0093VSVdXJ7n8eMCI+WBxME9zxKI54vYsqg0s7BLFucgqZPSDhfmYJi7DeZVhQ2c4p0waPT2RR9eJRMJEIlHCkSihUKTQyyhIMBhyG5T9Afx+f2nt9fpKDcsejwev1zspozuTO9ByHtxVzmkHaUM4pyiKUpr6uamp+ZjXbdtmYKCfzs4ODh9up729jUPtB/jV4cOlqSeCHlgSNgpTT5w7o4/ni+3ASF5hIKcxWBibMN7lVGMwrzOcO7ZtVNc1EvE4iaoqFldUcHG8gkQiQTweJxZLFLqcRolGY9K1VMwICQhnGVVVS1MmXHLJpaX9hmHQ0XGYgwf309q6j/2te/i39jYs222qqw44tETzhSkqTBaFLSlFTJPtjA9E68+o9GU1dzurMpDzMpA9tluoz+txRynXVbO4sro0Yrn4PIeKikqamupIJjNTX1SIWSAB4Rzh8XhYunQZS5cuY/XqGwB3QNvBg/vZu3c3e/bsZsfuHbzcMwK4U1eviOZpiZmcFzNYHivfCexmgmG7k+D1ZoqzprrbvTkP/Rm3oXSiRCxGVU0ty6treXt1TWGqCneprKwiHA6f9I5e7vjFXJOAcA7z+XxccMFbuOCCtwBu+0Rvbw+7d+9kz55d7N61g//b1oHjOKgKNEUsVkTzrIiarIiZVPvPrmkubAcGs2pp1tPujOpObpfxMpCZ3FwZCgaora1nWV09b6+pK816Wiydzcbsp0LMNgkIokRRFGpr66itreO661YDoOs2r7++yQ0Qu3fw+9Z9/LrD7WYZ9sLScJ6lUZMlEYvmsElVGQSJtKnQnXYz+/HM30N3Wp00x1DA76O+vpHzL1xEQ0Mj9fUNhamv64lEjt8wJ0S5koAgTigcDrNq1WWsWnUZAJZl0dFxiL17d5faItYfOoxtu/fPQQ80Bk0aQyaNIYu6oEVtwKLKb6PPfLfpKdmF2Uj7sxp9GXW8qiej05PVGZkwbEBRFGqqq2lY0cTFDY00NjYWHozTKI/aFOccCQjilGiaRnPzUpqbl3LDDTcDkMtlOXToEG1tBzh48AAdh9vZeLiNF46Md31TFUj4ocJrUulzB9lFPTZRr1MaSxDQHDyag6446Or4WFSnMAgqb0HeVsgWxiCkTYVRQ2UkrzJiKAzlNIYMnaEsx9TpVyTi1DU2cnldAw0NjdTVNdDQ4N7xezyeufsChVjAJCCIM+bz+WlpOY+WlvNK+xzHIZkcpqvrCN3dXXR3d9Hf38dAfx8H+3pI9o6Qzc3MCN9QMEg0GqWisYoLCz11qqurWbKkiWAwRk1NDT6ff0auJcTZTAKCmBWKohCPJ4jHE1x44UVTHpPLZRkZGSGdTpFOp0mn05imgWEYmKZZeq62oijouqcwM6eXQCBQmto5HI4c9w6/3AcYCTHXJCCIeePz+amuljt3IRaKOWrmE0IIsdBJQBBCCAFIQBBCCFEgAUEIIQQgAUEIIUSBBAQhhBCABAQhhBAFEhCEEEIAEhCEEEIUSEAQQggBSEAQQghRIAFBCCEEIAFBCCFEgQQEIYQQgAQEIYQQBRIQhBBCABIQhBBCFEhAEEIIAUhAEEIIUSABQQghBCABQQghRIEEBCGEEIAEBCGEEAUSEIQQQgASEIQQQhRIQBBCCAFIQBBCCFGgz8VF0uk0999/P8lkkvr6er7+9a+jKMpcXFoIIcQ0zUkJ4ec//zmXXHIJjz/+OF6vl23bts3FZYUQQpyCOSkh1NbW8swzz3DDDTfwwAMP8NBDD5HJZLjqqqt4+umnAejs7MQ0Td544w1GR0d59NFHqa6unovkiXnkOA7pdJrh4SFGR0cYGxsjlRojl8uRy+UwjDyWZeE4DgCqqqJpGh6PB5/Ph8/nJxAIEgwGCYXCRCIRwuEIPp9vnj+ZEOVnTgLC6tWryWazfOITn+Cqq64iHA5PeVx7ezuPP/44jzzyCK+++irvfe975yJ5Ypbl83mOHOmkq+sI3d1H6O7uoq+vh77ebgYGBzEMc8av6ff5SMRjRKIJEhUVxOMVVFRUUFFRSUVFJZWVlVRWVuP3+2f82kKUqzkJCG1tbbzzne/kpptu4v777+f555/n6quvBiCbzZb+KG+//XYAKisrMQxjLpImZpBt2/T0dNPWdpD29oO0t7dx+NBBevt6KdzgAxDzQZXPpMlvsarOJu6ziXltwh6HkMchpNv4NQevBh7VQQXUQpOT7YDlgGErGDZkLYWM6S4pU2XMUBgzFEaMDCP5EZL9HXR0ediWU0hP8SsVCgapqqqmqrqWqqpqqqtrqKmpobq6hurqWqLRqLR3iXPGnASEn/70p6xYsYI77riDlpYWli1bRiqVAuDFF1/khhtuACAQCMxFcsQMsG2brq4jHDjQyv79+ziwv5W2tv1ksjkAFAXqgg5NwTxXN1s0hCzqgha1AYvAGfzWaQpogFcrRhjnRIdPkrNgOKcylFMZzKkMZFUGc1kGUsP0Dh5k11b1mKDh83rc4FBTT01NDTU1tROWOkKhkAQMcdaYk4DwwQ9+kE9/+tM8/fTThMNhPvnJT/LVr36VF154gXg8PhdJEGdocHCA1ta97Nu3l9bWPexv3UcmmwXAo0FT2OSaSpMlEZOmsEljyMKrzXOij+LToDZoUxu0j3tM2lToz6j0Z1X6sxp9WZX+7Bh9rYfZs/3YgBHw+93gUFtHdXUt1dVuKaOqqprKyipisbgEDFE2FMdxpn+LtYAYhsXwcHq+kzEt8XiwbNIKkMlkOHCgldbWvbS17WfXju0MDA0B7h364rDFsqjB0ojJsqhJQ9BCO0dGtKQMhb6sSl9Goz+rugEjo9GX0xnIqmSPag7RdY2KRIKKymoqKqpIJBIkEhXEYnFisRjRaJxoNEo0GsXnm9yeUW6/NxNJ2ufPydJfXR057mtzUkIQC5dhGBw61M7+/ftobd1H677ddHR2lHr11AShJZLjPS1u5t8cNhfcnf9cCnkcQh6LJRHrmNccB1KmQn+2WB2lMZBVGcqlGeruYv9hnWROOSZoFHk8OuFQiHA4QjgcJRaP4fX6CQZDBIPB0joUCh21HSYUCuH1emf504uznQSEc0g+n+fQoTYOHjzAwYP7ObB/H+2H2jBNN3MLe2FZJM9lzSbLo24AiHjLsgA5LxQFwh6HcClgTN0xImtCMq8yYqiM5BXGCuuUqZIyxhjL9pEeU+g6opEyVTKGQtp0OFlZ3uPRCQdDhMJhIpEY4Yhb8ohEokSjMaLR6KSSSSwWQ9clCxDj5LfhLGRZFn19vXR0HObw4Xba29s41HaAzq4j2LZbfx70wJKwwY0NZqnqp8pvI9Xds8+vg1+3qeX4bRlHcxzIWpAxVdKmQsZSSJsKKWO8h5X78xipfC9j3SpdHRp7DZWxvNszayqRUIh4PEEsUUE8npiwxCdth8MRNO0cLhqeIyQglKl8Ps/AQD/9/X10d3fR09NNd/cRjnQepru7G8Mcr5eoCsDiUJ5Vi02aIxZNYZOagGT+5URRIKBDQLepOMX3Oo7bWD5qKIxMKJkk8yrJfJaR/CDDh9vYc0AnmYP8sbVhKIpCNBwmGosRjSVKJY5wOEIkEiUcDhMORwiFQoRCYUyzEsNQ8Pn8qOo50sB0FpCAsAAYhkE2myWbzZBOp0mnU6RSKcbGRhkdHWVkJEkymWR4eIihwX6GBgdIjo5OOoemQk3AoS5gsLLBoiFo0Rhyl4C+8Kp9HAd+0+lj84CXvDWzkSljunfPQd2Zs8/u1RxWVeZZ3ZhbcIFWUYptHw51J+hhBcWSiEKyFDDGg8dIPsNIrp+RDo02U2PUUEnlnRN2/FUUBZ/Xi9/nw+f3l0aXe31+PB4PHo8XXdfxeDzouo6m6ei6hqbpaJqGqqql0enF7eKiKEphraKqyoTXtEnbmlZ8v4amTbW419R1D5qmYZoRUimjsE8vpeVc6C0mvYxmUVfXEf76rz9DMpk8o/NoKkS9EPPYxL0mcZ9Npc+m0m9R6bepDthU+OzS4K2p/L7Ly++6Fs6o3KGcSk9mdqog/H4/a9asYf369WQLXWPnSm3AIuGbflVQuXMoDBa0wXKU0sBBe8J2Q8j9Pc1ZCnlLIWcXBxaqGLaC6SgYjoJlg1lYu+91Sttnq9tv/xPuvvveGT2n9DJaoIp39mci4XOoCZjEvO5o3rjXJuGzqfC7QaHCb+MpwxJ5xpy9u601a9awbt06HMfhqaeemrXrTCVjKiTOoWmUFAqDBTUAZ0JAGF9qAxZLoxY5C/K2GxQM2902bAXTBtNWMB2wCuviedwg4wYX01HGj3MULAdM2w0+bjBxA1M5xY89e3bOdxImkRLCHIhG/QwMjGKaBoZhYBgmhpEnn88XJnHLks1myWTSZDIZ0ukUY2NjhWWEkWSS4eFBkslh0pnJd7wKkPBDtd+gNmBRH3RHBDcELWoC9oIdH/CbDh8/2jv1nFZnyu/3c+utt/Lss8/OeQnhz84fY3Vjbk6vOVssG0YK7Q7JvMpoXmHEKGwbbu+oUUMlZWqMGe7UIMdrvD6apml4PXqpusijF6qMStVGOuqEap7J1UXahCojZVIVUbEaaXI1k7vWdb20393WJlVP6bp73Wg0SC5nlaqQivuPrl4qnnNi1dPR156PaqYzKSFIQJgDMznQJZvNMjQ0WGpQ7uvrLTUod3d1khwZb1vQVagP2iwKGSwOmywOWzSHTeK++f8vdxx4vtPHJmlDmFO2A2PGse0DpSWnkDR0hg2NsdzU7QO6rhGNRIhGY0Si8cK4ifFG5WAwRE1NBbatEQgECAQC+Hx+/IU2BK/Xt6B7LJ3LA9MkIMyBufwFS6VSdHV10tnZweHDhzh0qJ1D7fsZGBwqHRPzwZJwniURd6qJpVGLinOo3vtsYDuQsxRSheCXNtztlKGSMpXCJH/uZH+jhsqoqTNiqMfN5D0enXg0RryistDVtIJ4PE4s5nY/jcVihTEMcQKBwEnvfMs5Uy3ntIO0IYgJQqEQK1acx4oV503aPzY2Rnv7QdraDnDw4AEO7N/H1vbxEclxHyyN5EsD0pZGTEKesrxXKBu2406FMVrItMeM8Qx9PKOfOO5AI22p7uyuxol796iqSjgUJBKOEK1MsCgWIxKJljL1YmZfzPCDweA50YtGnJgEhHNEOBzmoosu5qKLLi7ty+WytLUdLE1bsb91D5sOdJVerw85LIvkWR41WBY1aQpb6Au0TWIhcQrVMgM5lcGsO7PqUE5lOKcynFcZNnRG8hoj+eOPPlYUhXAoSCAQIBQJEwxFqJswfUUwGCpUz7gPBgqFwgSDoULVTZhAICj9/8Upk4BwDvP5/Jx//oWcf/6FpX2p1JgbHPbvY9++Pezct5uXukcAt02iOWKxPJJnadRkWcSkNnji7q5nI8dxG1v7M1phojt3ZtT+rEp/zsNAVjlmcJeqqsRjURKJSmorqjivcJfuTmwXKwzuihCJRAqZe5BEIlTWVRei/EhAEJOEQmHe9rZVvO1tqwCIxQK0trZPmvr6P/bv49873Hl6Aro7BUaxPaIp4vZ0Kucg4TgwVpoGe3xW076MRn/OQ1/m2Aw/Eg5RXV1LU00dlxWmv66qqqKy0l2i0diCbkgVAiQgiJNQFKXw9LAarr76jwB3rqSOjsOlqqYD+/fy60PtGIfd6TK8GiwKWSwOGSwKj4+aTvgWxnQZps2kh+QMZFUGCjOT9h9nGuvicw8altVzSU0ttbXuQ3LcZyDUyMOdxFlBAoI4ZZqm0dy8hObmJaxe7T7tzjRNOjsPF2ZSPcChQwd58+AB/qMrVXqfV4PagE1twKDKb1Pld0dbx7wOMa9NxGPj0zitoGHaTOpZU5yvZyRfqLfPqQzldYbyKiNTDBMIh4JUVdXQsKyWt1bVUFtbS1VVTekpaaHQ7IyZEGIhkYAgZoSu6zQ3L6W5eSnvetf1ADiOw/DwMJ2dh+nsPExX1xG6uo5wpKuTLd19GMaxDwbQVHcmVr8GXtXBo9qogKa4ra/FkauGo5CzFXIWZA0wjtNrVlEgGomQSFRSUVHFiopKKisrqaioLFTpuE82kzt8ISQgiFmkKErhCWEJVq5866TXHMdhZCRJf38/yeQwQ0ODpcn8Uqkxcrkc+XyOfD6PbduFabvHR6F6vd7CRGk+gsEQgUCg0MMmSiQSIRaLsXhxPY7jkbp7IaZJAoKYF4qilPrBz5ZyH2AkxFyTjspCCCEACQhCCCEKJCAIIYQAynhyOyGEEDNLSghCCCEACQhCCCEKJCAIIYQAJCAIIYQokIAghBACkIAghBCiQAKCEAvE8PAwL730EoODg/OdFHGOkoAwyz7/+c/zgQ98gO985zvznZRp6+/v56677gLAMAw+9rGP8YEPfICf/exn85yyExsdHeUv/uIv+NCHPsR/+2//jXw+Xzbff29vLx/72MfYunUr9957L4ODg2WT9qL+/n5uv/12oHx+703T5F3vehdr165l7dq17Nmzh3/6p3/ij//4j/mbv/mb+U7etH35y1/m+eefB87su5eAMIv+/d//Hdu2efLJJ+nt7aWtrW2+k3RSyWSSz372s2QyGQAef/xxVq5cyZNPPskLL7zA2NjYPKfw+H7xi1/woQ99iB/+8IdUVVWxYcOGsvn+W1tb+dznPsfHP/5x/uiP/ohXX321bNJe9Pd///dks9my+r3fs2cPt956K4899hiPPfYY+XyeN954g5/97GfU1dXx8ssvz3cST2rjxo309/ezevXqM/7uJSDMoj/84Q/cfPPNALz97W/njTfemOcUnZymaXzzm98kHHYfCPPaa6+VPsOqVavYvn37fCbvhO6++26uvfZaAIaGhvjFL35RNt//NddcwyWXXMLrr7/O1q1befHFF8sm7QCvvPIKgUCA6urqsvq937x5M7/+9a/5L//lv3Dffffx6quvcuONN6IoCldffTUbN26c7ySekGEY/NVf/RWNjY38+te/PuPvXgLCLEqn09TW1gIQDocZGBiY5xSdXDgcJhKJlH7OZDJl9xk2bdpEMpmkrq6urNLuOA4bNmxA191Z6csl7fl8nu985zt8+tOfBsrr9/7iiy/mscce48c//jHRaJRcLjcp7f39/fOcwhN75plnWLFiBX/xF3/Btm3beOKJJ87ou5eAMIuCwSDZbBZw/0jch7yUl3L7DMPDw3z1q1/l7/7u78ou7Yqi8KUvfYlVq1axefPmskn7ww8/zF133UU0GgXK63fmggsuoKamBoBly5YRDAbJ5dxnrKbTaRb6VG+7du3i/e9/P9XV1dx2221cfvnlZ/TdS0CYRStXriwV2Xbv3k1jY+M8p+jUXXTRRWXzGfL5PJ/61Ke47777aGxsLKvv/+GHH+aZZ54B3Mbxj370o2WT9ldeeYV//dd/Ze3atezatYvf/va3ZZP2+++/n927d2NZFs899xzpdLps0g7Q1NTE4cOHAdi2bRudnZ1nlH6Z7XQWjY2Ncdddd3H11Vfzu9/9jp/85CeTqmMWsrVr1/LYY4/R2dnJRz/6Ua6++mo2bdrET37ykwX7SMp//dd/5X/9r//FBRdcAMCdd97JD3/4w7L4/pPJJJ/61KfI5/O0tLRw3333cffdd5dF2idau3Yt3/3ud8vm937v3r3cd999AKxevZpPfvKT3HXXXaxcuZIXX3yRRx99lMWLF89zKo9vbGyMz3/+8wwMDGCaJv/4j//Ixz/+8dP+7iUgzLJkMslLL73EFVdcQXV19Xwn57T09PTwxhtv8I53vGPB/mEfTzl//5L2+ZHNZnnhhRe46KKLFnQwOJ4z+e4lIAghhACkDUEIIUSBBAQhhBCABAQhhBAFEhCEEEIAEhDEOWrXrl3s2rXrjI8pWrt27Qlff+ihh3jttdemfO2BBx6Y1vlOdg0hzpQEBHFOmumAcCa+8IUvzPo1hJgOfb4TIMRc+8Y3vsFzzz0HwM9//nMeeeQR/uf//J/09vZSW1vLgw8+yEMPPTTpmB/96EekUik+9alPkcvlaGxs5MEHHzyl6/7whz/koYceorq6mn/4h38oDfArDgIUYr5JQBDnnPvuu4+lS5cC7mjmxx9/nJaWFv7xH/+Rb3/72zz11FPHHAPQ19fH3XffzTXXXMOHP/xh+vv7qaqqmvZ1V65cybp16/jiF7/Ib3/7W9797nfP/IcT4gxIlZE457W2tvK2t70NgLe+9a3s379/yuN0XeenP/0pn/70p0kmk6VJxKareI23vOUtHDp06MwSLcQskIAgzkl+v7/0EKCWlhY2b94MwJYtW2hpaTnmGMdx+NnPfsZNN93EN77xDYLB4Clfc8eOHYD7UJaFPmmaODdJQBDnpGuuuYbnnnuOD3zgA7S0tNDa2srdd99NW1sbd9xxxzHHbNy4kWuvvZaHH36Ye++9F3DneDoVGzdu5J577mFgYIDrr79+xj+TEGdK5jISQggBSKOyEDPu6PEC4XCY7373u/OUGiGmT0oIQgghAGlDEEIIUSABQQghBCABQQghRIEEBCGEEAD8/9GSv7VhhOw0AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 提琴图\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# 设置样式\n", "sns.set_style('darkgrid')\n", "# 解决中文乱码\n", "\n", "plt.rcParams['font.sans-serif']=['SimHei']\n", "\n", "# 读取数据\n", "df=sns.load_dataset('tips') #关于小费数据集,是seaborn自带的\n", "\n", "\n", "sns.violinplot(x='total_bill',y='day',hue='time',data=df)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }