From 3b800bf29a44c4ba636e0ee0d31753ebdac4e829 Mon Sep 17 00:00:00 2001 From: zhang117228 <13198271+zhang117228@user.noreply.gitee.com> Date: Thu, 13 Jul 2023 11:33:34 +0000 Subject: [PATCH] =?UTF-8?q?=E6=95=B0=E6=8D=AE?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: zhang117228 <13198271+zhang117228@user.noreply.gitee.com> --- .../homeworks/tips.csv数据可视化.ipynb | 631 ++++++++++++++++++ 1 file changed, 631 insertions(+) create mode 100644 QuickDraw在线交互识别系统/homeworks/tips.csv数据可视化.ipynb diff --git a/QuickDraw在线交互识别系统/homeworks/tips.csv数据可视化.ipynb b/QuickDraw在线交互识别系统/homeworks/tips.csv数据可视化.ipynb new file mode 100644 index 0000000..0d91ba9 --- /dev/null +++ b/QuickDraw在线交互识别系统/homeworks/tips.csv数据可视化.ipynb @@ -0,0 +1,631 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f1381646", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\anaconda\\lib\\site-packages\\scipy\\__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.3\n", + " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import numpy as np\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "plt.rcParams['axes.unicode_minus']=False\n", + "tips=pd.read_csv('tips.csv',encoding='gbk')\n", + "tips.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8b6310ee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='total_bill',y='tip',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a7966c46", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='total_bill',y='tip',hue='day',style='time',size='size',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d4ccb9db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(x='total_bill',y='tip',hue='time',size='size',palette=['b','r'],col='time',row='sex',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5275f1eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#分类散点图 stripplot\n", + "sns.stripplot(x='day',y='total_bill',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f8e006f0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.stripplot(x='day',y='total_bill',hue='smoker',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "37d54e2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#分类散点图 swarmplot\n", + "sns.swarmplot(x='day',y='total_bill',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7b75c3e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAECCAYAAAAfE3cCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAUCklEQVR4nO3de4wdZ3nH8e/jC4pjl+ayVsDeugbWqQoiSekKJVWSOgGHbgWoUMqthEMFtRAQq41UtRSXQuoKhKqUrhG0qRIwCDUKFZeQyGBLYIhQAmxICOHSeJE2YQ1BXueGLwEnfvrHOXbszd6yO7Nzzsz3I1nnzM45Zx6Nd3/77vu+805kJpKkeltSdQGSpPIZ9pLUAIa9JDWAYS9JDWDYS1IDLKu6gKn09fXl+vXrqy5DknrKnXfeOZGZq6fa15Vhv379ekZGRqouQ5J6SkTcP90+u3EkqQEMe0lqAMNekhrAsJekBjDs1RUmJia46qqrOHDgQNWlSLVk2Ksr7Nixg3vuuYcdO3ZUXYpUS4a9KjcxMcHOnTvJTHbu3GnrXiqBYa/K7dixg+NLbR87dszWvVQCw16V2717N0ePHgXg6NGj7Nq1q+KKpPox7FW5TZs2sXz5cgCWL1/OFVdcUXFFUv0UHvYRsSwiHoiIPZ1/L46I6yPi9ojYWvTx1PtarRYRAcCSJUtotVoVVyTVTxkt+/OA/8nMjZm5EdgALM3Mi4DnR8SGEo6pHtbX18fQ0BARwdDQEGeffXbVJUm1U8ZCaBcCr4yIy4AfAL8Gburs2wVcDOyd/KaI2AxsBli3bl0JZambtVotxsbGbNVLJSmjZf9d4OWZ+VJgOTAE7Ovsewg4Z6o3ZeZ1mTmYmYOrV0+5QqdqrK+vj+3bt9uql0pSRtjfk5m/6DwfAfqAFZ3tVSUdU5I0gzKC9zMRcX5ELAX+DHg37a4bgPOBsRKOuei8vL9Y9913H0NDQ4yOjlZdilRLZYT9NcBngLuB24EvAldGxLXA64FbSzjmovPy/mJt27aNQ4cOcc0111RdilRLhYd9Zt6bmedl5osz832Z+RiwEbgDuCwzHy36mIvNy/uLdd999zE2NgbA2NiYrXupBIvSf56ZD2fmTZn54GIcr2xe3l+sbdu2nbJt614qnoOl8+Dl/cU63qqfblvSwhn28+Dl/cVav379jNuSFs6wnwcv7y/W1q2nrqLx/ve/v6JKpPoy7OfBy/uLde65555oza9fv56BgYFqC5JqyLCfp1arxXnnnWerviBbt25l5cqVtuqlksTxWSXdZHBwMEdGRqouQ5J6SkTcmZmDU+2zZS9JDWDYS1IDGPbz5No4knqJYT9Pro0jqZcY9vPg2jiSeo1hPw+ujSOp1xj28+DaOMVzDEQql2E/D66NUzzHQKRyGfbz4No4xXIMRCqfYT8Pro1TLMdApPIZ9vPk2jjFcQxEKp9hP099fX1s377dVn0BHAMploPdmophr8o5BlIsB7s1FcNelXMMpDgOdms6hr26gmMgxXCwW9Mx7NUVHAMphoPdmo5hL9WIg92ajmEv1YiD3ZqOYS/ViIPdmo5hL9XMq171Kk4//XRe/epXV12KuohhL9XMl7/8ZQ4fPszNN99cdSnqIoa9VCPOs9d0DHupRpxnr+kY9lKNOM++eHVZa8iwl2rEefbFq8taQ8uqLqAKw8PDjI6OLugzxsfHAejv71/Q5wwMDLBly5YFfYZ0XKvVYufOnYDz7IsweQyk1Wr17HTW0lr2EXFORNzVeX59RNweEVvLOt5iO3LkCEeOHKm6DOkUzrMvVp3GQMps2f8bsCIiXgsszcyLIuKGiNiQmXtLPO6simhJH/+M4eHhBX+WVKRWq8XY2Jit+gJMNQZy9dVXV1zV/JTSso+Iy4FDwIPARuCmzq5dwMXTvGdzRIxExMj+/fvLKEtqBBeVK06dxkAKb9lHxLOAfwJeA3wRWAns6+x+CHjJVO/LzOuA6wAGBwez6LpUnm4ZA3H8Q0Wr0xhIGS37fwA+npmPdLYPAis6z1eVdEz1OMdA1I3qNAZSRp/9y4HLI+LdwAXAOuBnwB3A+cD/lXBMVcgxENVZXcZACg/7zLz0+POI2AO8GrgtItYAQ8CFRR9TkspyfAyk15XapZKZGzPzMdqDtHcAl2Xmo2UeU5L0dItyUVVmPsxTM3IkSYvMwVJJagDDXpIawLCXpAYw7CWpAQx7SWoAw16SGsCwl6QGMOwlqQEMe0lqAMNekhrAsJdqZmJigquuuooDBw5UXYq6iGEv1cyOHTu45557evp+qSqeYS/VyMTEBDt37iQz2blzp617nWDYSzWyY8cOjh07BsCTTz5p614nGPZSjezevZsnnngCgCeeeIJdu3ZVXJG6hWEv1cgll1xyyvall146zSvVNIa9JDWAYS/VyG233XbK9je/+c2KKlG3MeylGtm0aRPLlrXvNrps2TKuuOKKiitStzDspRpptVosWdL+sV6yZAmtVqviitQtDHupRvr6+lizZg0Aa9as4eyzz664InULw16qkYmJCfbt2wfAz3/+cy+q0gmGvVQjJ19ElZleVKUTDHupRnbv3s3Ro0cBOHr0qBdV6QTDXqqRTZs2sXz5cgCWL1/ubBydYNhLNdJqtYgIwNk4OpVhL9VIX18fQ0NDRARDQ0POxtEJy2baGRFfB3Lyl4HMzMtLq0rSvLVaLcbGxmzV6xQzhn1mXrZYhUgqRl9fH9u3b6+6DHUZu3EkqQEMe0lqgFLCPiLOiohNEdFXxudLkp6ZwgdoI+JM4BbgVuDaiLgc+DDwQuDWzNy24KolSc9IGQO05wFXZ+YdneC/HFiamRdFxA0RsSEz986nWEnS/MwY9vORmd8AiIhLgZcCZwE3dXbvAi4Gnhb2EbEZ2Aywbt26osuSesbw8DCjo6Pzfv/4+DgA/f39C6pjYGCALVu2LOgz1D3K6rMP4A3Aw7S7gfZ1dj0EnDPVezLzuswczMzB1atXl1GW1AhHjhzhyJEjVZehLlN4yx7aHfrAuyPiX4DXAf/d2bUKZwBJM1poa/r4+4eHh4soRzUxY/BGxLWdx69HxNc6/74eEV+b4T1/HxFv7WyeQXtw9uLO9vnA2IKrliQ9I7MN0F7deXwmA7XXATdFxDuAe4EvAt+MiDXAEHDh/EqVpGdmoeMfUJ8xkDIGaB8GNp38tYjY2PnaRzLz0aKPKUllqcv4x5zCvjPg+irgBbS7Yb6UmcfmepDOL4CbZn2hJBWoiJZ0XcZA5jpY+lngT4FDwMuAG0urSJJUuLl246zJzDcf34iIPeWUI0kqw2zLJVzaefpoRGwFvg38Ie0WviSpR8zWsj8+C+d7wFLgjzrb3ymtIklS4WabevnBmfZHxBcy8zXFliRJKtpCr2Y9o4giJEnlWmjYT17+WJLUhVynRpIaYKFhH4VUIUkq1YLCfp43N5EkLTK7cSSpAQq/B23ZiljFrgh797ZvtlX1nXyqXklPUm8o4x60pRodHeWuH/yIY6efVWkd8Zv278A7f/pgZTUsOfxQZceW1FtKuVNV2Y6dfhaPv/CVVZdRudN+dEvVJUjqEXMO+4hYDazobK7NzNvLKUmLyW6xU9ktprqa63r21wPPA84EDtPux794xjepJ4yOjnLfvd9j3aonK63jWUfbcwUeH/tuZTU8cHBpZceWyjbXlv0A7TtNfRZ4EzDtPWjVe9atepKtgwerLqNy20ZWVV2CVJq5Tr08TPumJUuBv6Ddwpck9Yi5hv3rgL3A3wK/D7yrtIokSYWbU9hn5qHMHM3M+zPz/bgAmiT1lDmFfUTsnvSlD5VQiySpJLNdQXse8AfA2oh4a+fLK4HHyy5MklSc2Vr2McXjAeD1pVUkSSrcbMslfB/4fkT8XmZ+epFqkiQVbK7z7P85IjbTnonzQ+BTmflEeWVJkoo016mXNwDPBb4CrAU+WVpFkqTCzbVl/zuZeWXn+Vcj4htlFSRJKt5cw/7nEfFe4NvAhcC+8kqSpLZuWKivWxbpg4Ut1DfXsH8b8NfAn9Pus//EvI4mSc/A6OgoP7n7bp5TYQ3H+7ofufvuCquAhd45Y65hf2tmbjq+ERG3AZcs8NiSNKvnAG8/Mfu7ua5f4MIFXlQlSQ3gRVWS1ABeVCVJDTCnPvvM/Me5fmBE/DZwI+217w8Bb6A9oPtC2n3/2+ZRp9QTnD1yKm/z2D3KuOH4XwLXZubuiPgE8EZgaWZeFBE3RMSGzNxbwnGlyo2OjnLXD++CMyos4lj74a59d1VYBPBItYfXqQoP+8z8+Embq4G3AB/tbO+ife/ap4V9ZzmGzQDr1q2b9vPHx8dZcvhRTvvRLQVV3LuWHD7A+LirVnSdM+DYxmNVV1G5JXvmeoG+FkNp/xsRcRHt2xf+jKcuwnoIOGeq12fmdZk5mJmDq1evLqssSWqkMrpxiIizgO20L8K6GljR2bWKBf6C6e/v55e/XsbjL3zlwoqsgdN+dAv9/VVebiKpVxTeso+IZwGfA96bmfcDd9LuugE4Hxgr+piSpJmV0Y3zduAlwPsiYg/tuflXRsS1tOfn31rCMSVJMyhjgPYTTFo7JyJuBjYBH8nMR4s+piRpZqX02U+WmQ8DNy3GsfTMjI+Pc+hXS9k2sqrqUip3/6+WsnJ8vOoypFI4N0qSGmBRWvbqXv39/Tz+xC/YOniw6lIqt21kFaf191ddhlQKW/aS1ACGvSQ1gGEvSQ1g2EtSAxj2ktQAhr0kNYBTL6UCjY+Pw6Mu7wvAIzCeXqTWLfyOlKQGsGUvFai/v5/9sd+bl9D+66Z/rRepdQvDXlLXGh8f51fA9WTVpVTuF8DBBazdZDeOJDVAT7bslxx+qPJ70MbjjwGQpz27shqWHH4I8E5Vqq/+/n4emZjg7UTVpVTuepIzFrB2U8+F/cDAQNUlALB3768A2PCCKsP2OV1zPiR1t54L+y1btlRdAvBUHcPDwxVXIkmzs89ekhqg51r2Kt4DB6u/U9UvD7fbHeecXt2UxQcOLuXcyo4ulcuwb7hu6fP/zd69AJy2fkNlNZxL95wPqWiGfcM5BiI1g332ktQAhr0kNYBhL0kNYJ+9VLRHKl7i+GDnsdoJVvAIsLbiGnSCYS8VqBtm8+ztzGzasLa6mU0ArO2O86E2w14qUDfMbqrbzKYHqXbVywOdx7Mrq6DtQeCMBbzfsJfUtbrhL4P9nb+UzthQ7V9KZ7Cw82HYS+pa/qVUHGfjSFIDGPaS1ACGvSQ1gGEvSQ1QWthHxDkRcdtJ29dHxO0RsbWsY0qSplZK2EfEmcAOYGVn+7XA0sy8CHh+RFR8tYckNUtZLfsngTcAj3W2NwI3dZ7vAi6e/IaI2BwRIxExsn///pLKkqRmKiXsM/OxzHz0pC+tBPZ1nj8EnDPFe67LzMHMHFy9enUZZUlSYy3WAO1BYEXn+apFPK4kicUL3Tt5quvmfGBskY4rSWLxlkv4InBbRKwBhoALF+m4kiRKbtln5sbO42O0B2nvAC6b1J8vSSrZoi2ElpkP89SMHEnSInKgVJIawLCXpAYw7CWpAbx5idRlhoeHGR0dnff7j9+DdqE3/hgYGOiKm4eoGI0M+4X+MIE/UOpeK1asmP1FapxGhn0R/IFSWfzlrzI0Muz9YZLUNA7QSlIDGPaS1ACGvSQ1QCP77CU1gzPvnmLYS9IM6jLzzrCXVFvOvHuKffaS1ACGvSQ1gGEvSQ1g2EtSAxj2ktQAhr0kNYBhL0kNYNhLUgN4UZUWrFsuSa/6cnSpmxn26gp1uSRd6laGvRbM1rTU/eyzl6QGMOwlqQEMe0lqAMNekhrAsJekBjDsJakBDHtJagDDXpIaIDKz6hqeJiL2A/dXXccc9AETVRdRI57P4ngui9Ur5/N3M3P1VDu6Mux7RUSMZOZg1XXUheezOJ7LYtXhfNqNI0kNYNhLUgMY9gtzXdUF1Iznsziey2L1/Pm0z16SGsCWvSQ1gGEvSQ1g2M8iIlZGxBci4hsR8ZmIiKpr6mVzPZ8RcUFEXLDI5fWEiHhPROyJiCOdx+9HxMaq6+p1EfGBiPhx55zuiYj3zPDajy5iaYUw7Gd3JXB7Zv4x8Gugp+fadoG5ns8LOv80SWZ+LDM3Avs6j1+otqJa+dfM3Nj597HpXpSZf7OINRXC2xLObh/QiogvZOY7Or/9V2bmnoh4W+c164HlwCXAs4E/ycwHqym3600+n6si4ivASmA0M/8qIj4EvAYgIq7MzJdVWXCP2BQR19D5/gPeCew5+fs0Mz8VEXuA7wLnZeYrqiq2V0x3viJiT+cXbc+wZT+LzPwy8O/A5yNiGFg6zUsHMvNS4PPA5YtVX6+Z4nyuBbYDLwfWR8Q5mfle4MPAhw36OZvr99+FtP+yMuin9r5OF87HO9u1OV+G/SwiYgPwFdpdCquBt5y0e8VJzz/deXwAeNaiFNeDpjifbwTeAXwWOItTz6nmbqbvv5PP6b2Z+fnFKaknHe/GeVdnuzbny7Cf3TuA12Tmk8C9wKdohxS0/1w+7tAi19WrJp/PdwL/C7yJU8/hEeB0AAfF52Ty999vmPr79ODilFMbtTlfhv3s/gN4W6fv7qW0B8Ouioj/BA5UWViPmnw+3wC8F/haZ//azuNu4LUR8S3aYyF6Zm7G71OdxCtoJakBbNlLUgMY9pLUAIa9JDWAYS9JDWDYSzPoXDG9seo6pIUy7CWpAVwbR5okIs4EPkd7aYwARqZYv+eDwI8z88aI+ADwk8y8sbKipVnYspeebjNwS2ZeBhwFnsuk9XtoL0/w5s7rXwF8qYpCpbky7KWnex7w/c7zEdqBf8r6PZn5U+C3Ov3592bmkQrqlObMsJee7gHgRZ3nFwBvZ+r1e24EbuCpRcikruVyCdIkEdFHu88+aN+n4KvA64GHaffj/11mfisizga+Q3t5YX+Q1NUMe2keIuJFwCeB/8rM66uuR5qNYS9JDWCfvSQ1gGEvSQ1g2EtSAxj2ktQAhr0kNcD/A7JWo2BXQfZMAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#箱线图,boxplot\n", + "sns.boxplot(x='day',y='total_bill',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c7fd5ef8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAECCAYAAAAfE3cCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAYwElEQVR4nO3df3RU5Z3H8feXRCWAbWWgtITF0MYjbY8/WqlFRRsVWvDnUbvVtkrwqNjTiqi7PY2VVXBZwW6XFeOpXbYq2Nr16B61Um0UtCht1YotVVr1kO6JllisDIpCApLw3T9mgiRMMpOZe+fOzP28zuFkZu7cuV9vp588eZ7nPtfcHRERqWxDoi5ARETCp7AXEYkBhb2ISAwo7EVEYkBhLyISA9VRF5DJqFGjvK6uLuoyRETKygsvvLDF3Udn2laSYV9XV8e6deuiLkNEpKyY2Wv9bVM3johIDCjsRURiQGEvIhIDJdlnLyLSn927d7Np0yZ27twZdSmRGTp0KOPGjeOAAw7IeR+FvRQsmUyyYMECbrjhBhKJRNTlSIXbtGkTBx98MHV1dZhZ1OUUnbuTTCbZtGkTEyZMyHk/deNIwVasWMFLL73E3XffHXUpEgM7d+4kkUjEMugBzIxEIjHov2wU9lKQZDJJS0sL7k5LSwvJZDLqkiQG4hr0PfL571fYS0FWrFjBnj17AOju7lbrXqREKeylIKtXr6arqwuArq4uVq1aFXFFIoVZv34969ev7/XaVVddFUktQVLYS0GmTp1KdXVqnL+6uppp06ZFXJFIYTKF/S233BJJLUEKPOzNrNrMXjezNel/R5jZHWb2jJnNC/p4Eq3GxkaGDEl9jaqqqpg5c2bEFYnk79prr2Xx4sUsXryYU089de/rDQ0Nex8fc8wxzJgxg7PPPpsvfOEL/OhHP+LNN99kxowZHH/88SxatCiCyrMLo2V/JPA/7t7g7g3AYUCVux8HfMLMDgvhmBKRRCLB9OnTMTOmT5+uqZdS1hYtWkRTUxNNTU088cQTGd/T0dHB/fffz4svvsjPfvYznnvuORYtWsT555/Pb3/7Wx566KGSnKgQxjz7ycAZZnYy8BKwC7gvve1xYAqwse9OZjYbmA0wfvz4EMqSsDQ2NtLW1qZWvcTCmDFjGDFiBIceeihVVVW4O6+++irPPPMMy5cvZ8eOHbzxxhsl1/AJo2X/PDDV3Y8FDgBmAO3pbVuBMZl2cvdl7j7J3SeNHp1xhU4pUYlEgltvvbXkvtwi+aipqaGjowNIXcCUi8MPP5zFixezZs0ampqaGDlyZJgl5iWMsH/R3f+WfrwOGAXUpJ+PCOmYIiKBmDZtGg888AAnnHACa9euzWmfpqYmfvCDH3DCCSfQ0tLCmDEZ27TRcvdA/5HqsjkKqAKeBGYC/5zetgD4erbPOOaYYzxMW7Zs8Tlz5viWLVtCPU5cbNy40U877TTfuHFj1KVIDPz5z3+OuoSSkOk8AOu8n1wNo5V9I/ATYD3wDPAQcJGZLQG+CjwSwjEHRZf3B2vhwoXs2LGDhQsXRl2KiPQj8LB39w3ufqS7H+Hu17n7u0AD8CxwsrtvC/qYg6HL+4PV2tpKW1sbAG1tbbS2tkZbkIhkVJT+c3d/293vc/fNxTjeQHR5f7D6tubVuhcpTbEbLNXl/cHqadX391xESkPs1rOfOnUqjz76KF1dXbq8PwB1dXW9Ar6uri6yWiSerrjmO/x9y9bAPu+jo0Zy25J/D+zzSkXswr6xsZGWlhZAl/cHYd68eVx66aW9nosU09+3bOUvY74Y3Ae++dSAm2fNmsX69euprq7m8ssv57LLLmPz5s0sX76cpqam4OoIWOy6cXR5f7Dq6+v3tubr6uqor6+PtiCRIrjtttt47LHHWLBgAS+++CIf+9jHSjroIYZhD6nW/RFHHKFWfUDmzZvH8OHD1aqXWEkkEpx++uk8/fTTtLW1MWvWrL3bZs2axY033siJJ57I8ccfT2dnZ8bXMi2g1tbWxje+8Q0uvvhiLr744sDqjWXY6/L+YNXX1/PII4+oVS+xk0gkeOeddzJu2759O2vXrmXixIn84Q9/yPhafwuorVy5kssvv5y77rorsFpjGfYiIkHYunVrv+vgNDY2AqmFHd9///2Mr7366qvcfvvtNDQ07F1ADeBLX/oSkydPDrTW2A3QiogE4Z133uGXv/xlv3exGj58eNbXDj/8cM4++2xOPvlkfvrTnzJy5Eh2797NiBEjAq83lmGfTCZZsGABN9xwg7pyRMrcR0eNzDqDZtCfl8WcOXM46KCDuPnmm5k4cWLe15c0NTVxySWXMG/ePCZMmMAFF1zApk2b8vqsbMxzXMKzmCZNmuTr1q0L7fOXLFnCypUrOeuss7j66qtDO46IBO/ll1/mU5/6VNRlRC7TeTCzF9x9Uqb3x67PXmvjiEgcxS7stTaOiMRR7MJea+MEL5lMcuWVV+qvJJESFruwnzp1KtXVqXFprY0TDN0fQKT0xW42jtbGCVbfMZCZM2dqhpMU1ff+6Qq2bXkzsM/78Kgx3PQftwX2eaUidmHfszbOypUrtTZOADKNgWiGkxTTti1v8t1PvhLY5938l+zvmT9/PvX19Vx44YUFH2/+/Pk0NDTQ0NBQ8GcNJHbdOKC1cYKkMRCR8hDLsNfaOMHRGEhl0qD74MyfP581a9YAsHz5cpYvX878+fO57rrrOOmkkzj66KPZvHkzO3fu5IILLmDKlCmcccYZdHR0ALBq1ape7wtDLMNegtPY2MiQIamvkcZAKocG3YPR2trK008/zbnnnsuTTz7JsmXLOOqoo/j1r3/Neeedx4YNGzK+LwwKeymI7g9QeXThYWE6Ozv3Pu5p/PQsfPbKK69w7LHHAqllkD//+c9nfF8YFPZSMI2BVBZdeDh4Bx54IG+99RbA3tl+sP/CZxMnTuT5558H4KabbuLHP/5xxveFIXazcSR4PWMgUhkyDbqX8gyrD48ak9MMmsF8Xi6uv/56brnlFiDVSm9ubuaJJ54Y8K/byy67jMbGRhoaGkgkEtxzzz0sXrw4iLKziuVCaCLSvyVLlvDoo4/S1dVFdXU1p59+ekmFvRZCS9FCaCJSEA26VyaFvYj0Ug6D7qXYI1FM+fz3K+xFZD9nnXUWw4YN48wzz4y6lP0MHTqUZDIZ28B3d5LJJEOHDh3UfhqgFZH9PPzww3R0dLBy5cqS6q8HGDduHJs2bdo7+yWOhg4dyrhx4wa1j8JeRHop9cXtDjjgACZMmBB1GWVH3Tgi0ovm2Vcmhb2I9KLF7SqTwl5EetHidpWpIvvsm5ubaW1t7Xd7e3s7ALW1tf2+p76+njlz5gRem0ip0w1+KlNoYW9mY4AWd/+smd0BfBp4xN0XhnXMXO27UJGI9FZON/hRwy53YbbsfwDUmNm5QJW7H2dmd5rZYe6+McTjZv0fbu7cuQAsXbo0zDJEylZjYyNtbW1l36pXw+4DoYS9mZ0C7AA2Aw3AfelNjwNTgP3C3sxmA7MhtcyniESnXBa3U8Mud4GHvZkdCPwLcA7wEDAcaE9v3gp8LtN+7r4MWAaphdCCrkvypz+VRcpfGC37JuCH7v6OmQFsB2rS20agGUAVR38qi5S+MMJ+KnCKmX0bOBoYD/wVeBY4Cng1hGNKiPSnskj5Czzs3f2knsdmtgY4C1hrZmOBGcDkoI8pIiIDC7VLxd0b3P1dUoO0zwInu/u2MI8pIiL7K8pFVe7+Nh/MyBERkSLTYKmISAwo7EVEYkBhLyISAwp7EZEYUNiLiMSAwl5EJAYU9iIiMaCwFxGJAYW9iEgMKOxFRGJAYS8i+0kmk1x55ZUkk8moS5GAKOxFZD8rVqzgpZde4u677466FAmIwl5Eekkmk7S0tODutLS0qHVfIRT2ItLLihUr6O7uBqCrq0ut+wqhsBeRXlavXr037Lu7u1m1alXEFUkQFPYi0suUKVN6PT/xxBMjqkSCpLAXkV7MLOoSJAQKexHpZe3atQM+l/KksBeRXqZOnUp1deqOpdXV1UybNi3iiiQICnsR6aWxsZEhQ1LRMGTIEGbOnBlxRRIEhb2I9JJIJBg7diwAY8eOJZFIRFyRBEFhLyK9JJNJ2tvbAXjjjTd0UVWFUNiLSC8rVqzA3QHYs2ePLqqqEAp7Eell9erVdHV1AakraHVRVWVQ2ItIL5qNU5kU9iLSy76zcaqqqjQbp0Io7EWkl0QiwfTp0zEzpk+frtk4FaJ6oI1m9ivA+74MuLufElpVIhKpxsZG2tra1KqvIAOGvbufXKxCRKR0JBIJbr311qjLkACpG0dEJAYU9iIiMRBK2JvZSDObZmajwvh8EREZnMAHaM3sEOAXwCPAEjM7BVgMfBp4xN0XFly1iIgMShgDtEcC17j7s+ngPwWocvfjzOxOMzvM3TfmU6yIiORnwLDPh7s/BWBmJwHHAiOB+9KbHwemAPuFvZnNBmYDjB8/PuiyRGQfzc3NtLa29ru9ZyG02traft9TX1/PnDlzAq9NwhFWn70B5wNvk+oGak9v2gqMybSPuy9z90nuPmn06NFhlCUiOers7KSzszPqMiRAgbfsIdWhD3zbzP4V+Arw3+lNI9AMIJHIZWuRz507F4ClS5cWoxwpggGD18yWpH/+ysyeTP/7lZk9OcA+3zWznsvuPkJqcLbndvVHAW0FVy0iIoOSbYD2mvTPwQzULgPuM7NLgQ3AQ8DTZjYWmAFMzq9UERHJVxgDtG8DvdZENbOG9Gvfd/dtQR9TREQGllPYpwdczwQ+Saob5ufuvifXg6R/AdyX9Y0iIhKKXAdL7wFOA3YApwL3hlaRiIgELtdunLHu/vWeJ2a2JpxyREQkDNmWSzgp/XCbmc0DngOOIdXCFxGRMpGtZd8zC+f3QBVwfPr570KrSEREApdt6uWCgbab2YPufk6wJYmISNAKvZr1I0EUISIi4So07PsufywiIiVI69SIiMRAoWFvgVQhIiKhKijs87y5iYiIFJm6cUREYiDwe9AWQ7a77GTTs2/Pmt350p16RKRchHEP2tC1trayfsPLdA8bmdf+Q95P/f564f/ezLuGqo6tee8rIlJsodypqhi6h42kc+JpkR2/5pVHIzu2iMhg5Rz2ZjYaqEk/rXX3Z8IpSYqp0C4xCKZbTF1iIuHKdT37O4AJwCFAB6l+/CkD7iRlodAuMSi8W0xdYiLhy7VlX0/qTlP3AF8D+r0HrZQfdYmJVL5cp152kLppSRXwj6Ra+CIiUiZybdl/Bfg4cDVwCfCt0CoSEUnTNOvg5BT27r4D6Dnj15uZ+utFJHSaZh2cXAdoV7n7tH1eWgScGE5JIiIf0JhSMLJdQXsk8Fmg1sxmpl8eDuwMuzAREQlOtgFay/AzCXw1tIpERCRw2ZZL+CPwRzM73N3vLlJNIiISsFxn49xgZrOBTwF/Apa7e1d4ZYmISJBynWd/J6mply1ALXBXaBWJiEjgcm3Z/4O7X5R+/JiZPRVWQSIiErxcw/4NM7sWeA6YDLSHV5KIiAQt126cWcC7wHnAO8DtIdUjIiIhyLVl/8i+F1WZ2Vp0UZWISNnQRVUiIjGgi6pERGJAF1WJiMRArqtefi/XDzSzDwP3klr7fgdwPqkB3U+T6vtfmEedIjIIpbA0cCUsC1xJwrjh+DeAJe6+ysxuBy4Aqtz9ODO708wOc/eNIRxXRNJaW1vZ+Kc/MH5Ed177H7g71cO767V1ee3/+vaqvPaT8AQe9u7+w32ejgYuBG5JP3+c1L1r9wv79HIMswHGjx8/4DHa29up6tgW6dKjVR1J2tu1YoSUrvEjuvne596N5Ng3/f5DkRxX+pfrPPtBM7PjSN2+8K98cBHWVmBMpve7+zJ3n+Tuk0aPHh1WWSIisRRGNw5mNhJoJnUR1jVATXrTCAL4BVNbW8vmXdWR39Cgtjbj7y0RkZITeMvezA4E7geudffXgBdIdd0AHAW0BX1MEREZWBgt+0uAzwHXmdl1pFbIvMjMxgIzSK2tI1KRmpubaWlp6Xd7R0cH7l7wccyMYcOG9bu9pqaGUQUfJXoanwtOGAO0t9Nn7RwzexiYBnzf3bcFfUwRERlYKH32fbn728B9xTiWDI5aTsGaM2dOScwtnzt3Lrte+1vUZRRM43PBCW02joiIlI6itOyldKnlJBIPatmLiMSAwl5EJAYU9iIiMaCwFxGJAYW9iEgMaDaOiEiBst0/oL09tRZkbW1tv+8Je/1/hb1IBWpvb2fHe1WRLTX82ntVDG9vz/7GmOjs7Iy6BIW9iEihsrXIe+74tXTp0mKUk5HCXqQC1dbWsqvrb5HevOSgAbospPg0QCsiEgMKexGRGCjbbpyqjq15r9Q4ZGfqT9s9Q/MfvKrq6PcOiyIiJacsw76+vr6g/Vtb30t9zicKCesxBdchIqVvyM53aW19b+8gaz56pmUW8hmFTs0sy7AvdC5qKYyMi0h5sD278V272PXaurw/48DdqR7zfD/j9e1VeR+7R1mGvYhIMY0f0R3ZzCYgkOslFPZS0PgHFD4GovEPkfAp7GMuiHGHwsdANP4hEjaFfcwFsRaHxkCkou3p5rUIl56AYJaf0Dx7EZEYUMteRGQgQ6o49OBdkQ/QFrr8hFr2IiIxoJa9SIV6fXv+/cxvdqTagWOG7cn72Ifltef+or5anu6u/PctIQp7kQpU6Oym99NXfB50aH6fc1gANRDAZwRxtXzqM94vqI5SoLAXqUCVcpV5Kfx3zJ07t6CrZ0uF+uxFRGJAYS8iEgMKexGRGFCfvYhIFoXMbILSmN2ksBcRGUAQs4pKYXaTwl5EZACVsn5UaH32ZjbGzNbu8/wOM3vGzOaFdUwREckslLA3s0OAFcDw9PNzgSp3Pw74hJkFdXGdiIjkIKyWfTdwPtCzclADcF/68ePAlL47mNlsM1tnZuveeuutkMoSEYmnUMLe3d919237vDQc6FmMOeNtidx9mbtPcvdJo0ePDqMsEZHYKtY8++1ATfrxiCIeV0REKF7ovsAHXTdHAW1FOq6IiFC8qZcPAWvNbCwwA5hcpOOKiAghh727N6R/vmtmDcA04Pt9+vNFRMpac3MzrekLpzLp2dYz3z6T+vr6QOb096doF1W5+9t8MCNHRCQ2ampqsr8pZLqCVkSkQGG2yIOiWTEiIjGgsBcRiQF144jEUDkMKEqwKjLs9UUWKUwpDChKsCoy7LPRF1niTg2Z+KnIsNcXWUSkNw3QiojEgMJeRCQGFPYiIjFQkX32IhIPmnmXO4W9iFQszbz7gMJeRMpWHFrkQVGfvYhIDCjsRURiQGEvIhIDCnsRkRhQ2IuIxIDCXkQkBhT2IiIxoLAXEYkBXVQlWemSdJHyp7CXgumSdJHSp7CXrNQiFyl/6rMXEYkBhb2ISAwo7EVEYkBhLyISAwp7EZEYUNiLiMSAwl5EJAYU9iIiMWDuHnUN+zGzt4DXoq4jB6OALVEXUUF0PoOjcxmscjmfh7r76EwbSjLsy4WZrXP3SVHXUSl0PoOjcxmsSjif6sYREYkBhb2ISAwo7AuzLOoCKozOZ3B0LoNV9udTffYiIjGglr2ISAwo7EVEYkBhn4WZDTezB83sKTP7iZlZ1DWVs1zPp5kdbWZHF7m8smBmV5jZGjPrTP/8o5k1RF1XuTOz+Wb2cvqcrjGzKwZ47y1FLC0QCvvsLgKecfcvAruAsp5rWwJyPZ9Hp/9JH+5+m7s3AO3pnw9GW1FF+Td3b0j/u62/N7n7VUWsKRC6LWF27UCjmT3o7pemf/sPd/c1ZjYr/Z464ADgROBDwHR33xxNuSWv7/kcYWYtwHCg1d0vNrNFwDkAZnaRu58aZcFlYpqZ3Uj6+wd8E1iz7/fU3Zeb2RrgeeBId/9yVMWWi/7Ol5mtSf+iLRtq2Wfh7iuB/wQeMLNbgap+3lrv7icBDwCnFKu+cpPhfNYCzcBUoM7Mxrj7tcBiYLGCPme5fv8mk/rLSkGf2XXpLpwfpp9XzPlS2GdhZocBLaS6FEYDF+6zuWafx3enf74OHFiU4spQhvN5AXApcA8wkt7nVHI30Pdv33O6wd0fKE5JZamnG+db6ecVc74U9tldCpzj7t3ABmA5qZCC1J/LPXYUua5y1fd8fhP4X+Br9D6HncAwAA2K56Tv9+99Mn9PtxennIpRMedLYZ/dUmBWuu/uWFKDYXPM7EdAMsrCylTf83k+cC3wZHp7bfrnKuBcM/sNqbEQGZyH0fdU9qEraEVEYkAtexGRGFDYi4jEgMJeRCQGFPYiIjGgsBcZQPqK6Yao6xAplMJeRCQGtDaOSB9mdghwP6mlMQxYl2H9ngXAy+5+r5nNB15x93sjK1okC7XsRfY3G/iFu58M7AY+Tp/1e0gtT/D19Pu/DPw8ikJFcqWwF9nfBOCP6cfrSAV+r/V73P0vwMHp/vwN7t4ZQZ0iOVPYi+zvdeAz6cdHA5eQef2ee4E7+WARMpGSpeUSRPows1Gk+uyN1H0KHgO+CrxNqh//O+7+GzNLAL8jtbyw/o8kJU1hL5IHM/sMcBfwX+5+R9T1iGSjsBcRiQH12YuIxIDCXkQkBhT2IiIxoLAXEYkBhb2ISAz8P36wR9Wf+57vAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#箱线图,boxplot\n", + "sns.boxplot(x='day',y='total_bill',hue='time',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3c7a60cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#直方图\n", + "np.random.seed(100)\n", + "x=np.random.randn(1000)\n", + "sns.histplot(x,kde=True,color='g')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "992415d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#联合分布图\n", + "sns.jointplot(x='total_bill',y='tip',data=tips,color='r') " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d649be56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#变量关系图\n", + "sns.pairplot(tips,hue='day')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b39dbe5d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEDCAYAAAA7jc+ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABCoUlEQVR4nO29e3xd5Xnn+33X2nfdJWvL4Au2wEYyBHIxBFJiDNhN0umQ007aQJvpzLQ5MJ2cktOc9EN6mjIZ+mmbzHTaJD1NxjSdttPTQlvOTMJ0mgs2MYYEAg4UEixhGxl8wdbWfWtrX9da7/lj7b21t7Ql7W1pX7T1fD8ff2Tty3rftSX91rue93l+j9JaIwiCIDQvRr0nIAiCIFQXEXpBEIQmR4ReEAShyRGhFwRBaHJE6AVBEJocT70nsJBNmzbpHTt21HsagiAI64of/vCH41rr3lLPNZzQ79ixg+PHj9d7GoIgCOsKpdRbSz0noRtBEIQmR4ReEAShyRGhFwRBaHJE6AVBEJocEXpBEIQmp+GybgRBEDYaR4cjHDo2wrmpONu6Qty/r5/9A+E1O35VVvRKqT6l1DMF3/+ZUuo5pdRnqzGeIAjCeuXocISHnniNyGySzqCXyGySh554jaPDkTUbY82FXinVBfwl0JL9/mcBU2t9K9CvlNq11mMKgiCsVw4dG8FrKkI+D0q5X72m4tCxkTUboxorehv4KBDNfr8f+Lvs/78D3LbwDUqp+5RSx5VSx8fGxqowJUEQhMbk3FScoNcseizoNTk/FV+zMdZc6LXWUa31TMFDLcCF7P8ngb4S73lEa71Xa723t7dkBa8gCEJTsq0rRCJjFz2WyNhs7Qqt2Ri1yLqJAcHs/1trNKYgCMK64P59/WRsTTxtobX7NWNr7t/Xv2Zj1EJ0f8h8uOZG4M0ajCkIgrAu2D8Q5uG7ryPcFmAmkSHcFuDhu69b06ybWqRXfh14Ril1JfAh4JYajCkIgrBu2D8QXlNhX0jVVvRa6/3Zr1HcDdnngTsWxO8FQRCEKlOTgimt9RTzmTeCIAhCDZGNUUEQhCZHhF4QBKHJEaEXBEFockToBUEQmhwRekEQhCZHhF4QBKHJEaEXBEFockToBUEQmhwRekEQhCZHhF4QBKHJEaEXBEFockToBUEQmpyamJoJgiA0M0eHIxw6NsK5qTjbukLcv6+/qrbDlSIrekEQhFVwdDjCQ0+8RmQ2SWfQS2Q2yUNPvMbR4Ui9p5ZHhF4QBGEVHDo2gtdUhHwelHK/ek3FoWMj9Z5aHhF6QRCEVXBuKk7QaxY9FvSanJ+K12lGixGhFwRBWAXbukIkMnbRY4mMzdauUJ1mtBgRekEQhFVw/75+MrYmnrbQ2v2asTX37+uv99TyiNALgiCsgv0DYR6++zrCbQFmEhnCbQEevvu6hsq6kfRKQRCEVbJ/INxQwr4QWdELgiA0OSL0giAITY4IvSAIQpMjQi8IgtDkiNALgiA0OSL0giAITY4IvSAIQpMjQi8IgtDkiNALgiA0OSL0giAITY4IvSAIQpMjQi8IgtDkiNALgiA0OSL0giAITU7VhV4p1aWU+kel1HGl1KFqjycIgiAUU4sV/b8E/lprvRdoU0rtrcGYgiAIQpZaCP0EcL1SqhPYBpyrwZiCIAhClloI/bPAVcADwBAwufAFSqn7sqGd42NjYzWYkiAIwsahFkL/74F/q7V+GBgG/s3CF2itH9Fa79Va7+3t7a3BlARBEDYOtRD6LuAdSikTeC+gazCmIAiCkKUWQv/7wCPADNANPFqDMQVBEIQsnmoPoLV+Abiu2uMIgiAIpZGCKUEQhCan6it6QRA2NkeHIxw6NsK5qTjbukLcv6+f/QPhek9rQyErekEQqsbR4QgPPfEakdkknUEvkdkkDz3xGkeHI/We2oZChF4QhKpx6NgIXlMR8nlQyv3qNRWHjo3Ue2obChF6QRCqxrmpOEGvWfRY0GtyfipepxltTEToBUGoGtu6QiQydtFjiYzN1q5QnWa0MRGhFwShaty/r5+MrYmnLbR2v2Zszf37+us9tQ2FCL0gCFVj/0CYh+++jnBbgJlEhnBbgIfvvk6ybmqMpFcKglBV9g+ERdjrjKzoBUEQmhwRekEQhCZHhF4QBKHJEaEXBEFockToBUEQmhwRekEQhCZHhF4QBKEBsJ3qNd+TPHpBEIQ6Ek9bzCQyOBq2dAarMoYIvSAIQo1xHM1syiKayJCxHQD8C8zf1hIRekEQhBqRsR2iiQyzSQtHVy9UsxARekEQhCqTSNtEkxnmUlZdxhehF4QmR1r5VZ9Sn/Ht1/bmwzNpy6nr/CTrRhCaGGnlV30Wfsaj0QS/9fUf8/cvnmN8NlV3kQcRekFoaqSVX/XJfcYBr4nlaDymgaHgb144V++p5RGhF4QmRlr5VRetNW9NzmEqRcZycBwNGgJeg0vRRL2nl0eEXhCaGGnlVx1sRzMdT3NuMkG4NbDoM05mHDa3Vycn/nKQzVihKajnhmMjb3bev6+fh554jXjaIug1SWRsaeW3CtKWw0wiQyzltkYEuOembXzpqVMkMjYBr0Ey42A5mntu2lbn2c4jK3ph3VPPDcdG3+yUVn5rQzxtcXEmwfmpOLPJTF7kAW7u7+aTd+6ip8XPbNKip8XPJ+/cxc393XWccTGyohfWPYUbjgAhn4d42uLQsZGqC1o9xy4XaeV3eZSqXl2Km/u7G0rYFyJCL6x7zk3F6Qx6ix6r1YZjPccWqkO9qleriYRuhHVPPTccZbOzeUikbUajSc5NxrMmY80h8iBCLzQB9+/rJ2Nr4ml3gyyetmq24VjPsYXVo7UmmsxwfirOxZlE3SwKqo0IvbDuqeeGo2x2rk8s22FyLs3ZyXhDVK9qrfnxhRmePjlWleMr3WC3J3v37tXHjx+v9zQEQWhCkhmbaCLDXNqmEbTv/FScw0MRDg+N8vZ0kqt7Wzj8qdtRSlV8LKXUD7XWe0s9J5uxgiA0NVpr5tI2M4kMqQX7KfVgOp7mu6+PcXholKGLs0XPeU2D6XiGrhbfmo4pQi8IQlNiO5rZZIZowsJy6huaSWZsvnd6gsNDo7z45iSFXQPDbX7uHAjzU++4gn27e6syvgi9IKwjGrkKt1FIWTbRhFVUvVoPbEfz0tkpDg9FePbUeFF2Vovf5PbdvRwc7OMdWzswlGqeDlNKqa8A39Ra/89ajisIzUCuCtdrqqIq3IdBxB6YS1lEkxkS6fqFZ7TWnIrEODw0ylPDY0zOpfPPeQzFe3d2c3BPH7f09+Dz1C4XpmZCr5R6P7BZRF7YKKz16ns9VOHWGsfRzCZdgV+perWaXJpJcmR4lMMnIrw1WVws944t7RwY7OP23b20LyiuqxU1EXqllBf4U+AflVIf1lp/Y8Hz9wH3AWzfvr0WUxKEqlKN1bdU4c5Tylys1kQTGZ4+OcbhoQg/ujBT9Nz27hAH94S5a6CPzR2BusyvkFqt6H8JOAH8R+DXlFLbtdZ/nHtSa/0I8Ai46ZU1mpOwwahlfLsaq+9tXSEis8n8MWHjVeHWOzyTthyeG3E3VX8wMolVsKva3eLjjmt7Obinj13h1stKkawWtRL6dwGPaK0vKaX+X+B3gT9e4T2CsGbUOr5djdX3RrUczmXPzCatuoRnHK159fwMh0+M8vSpMeZS8xeZgNdg365e7hoM8+7tXZhG44h7IbUS+tNA7rdxL/BWjcYVBKD28e1qrL73D4R5GPdczk/F2drkWTf1zp4ZGYtxeCjCkaEIY7FU/nFDwU07ujkw2Mf7rulZ1MGrEamV0P8Z8F+VUvcAXuAjNRpXEIDax7ertfreCJbDsaw1cLIOxU1jsymODLuVqiNjc0XPDV7RxoHBPvZf20tXaG0LmqpNTYReaz0L/FwtxhI2LsvF4Gsd395oq+/VUs/ipljK4plT4xweGuWfzk5TeO9wZWeAAwN9HNgTXtd7IVIwJTQFK8Xg6xHfLmf1vdELoFKWa00wl6qt90zGdnjhzCSHhyJ8/41xMvb82B1BL/uv7eUn9/QxsLmtoTZVL5cVhV4pZQAfBnbgxtr/QTeCG5AgFLBSDL4RV9gbtQAq5z1T6/CM1prX3o5yeCjC0dcjRJPzlsQ+j8FPXN3DwT197L2qC4/ZXMa+5azoHwMiwKvATwH3Ar9QzUkJQqWUE4NvtPj2RiuAqld45uxEnMPDoxwZinBxJpl/3FDwrm2dHNjTx23XbKLF37wBjnLOLKy1/vncN0qp71ZxPoJwWazHHPONUgBVj/DM5Fyap4bdjJnXR4sdIq8Jt3JwMMwdA2E2tfprMp96U47Qx5VSnwF+CNwMzCil9mmtj1V3aoJQPusxx3w9XpzKpR7WwIm0zbOnxzkyNMrxt6aKHCL72v0cGOzjrsEwO3paajKfRqIcof8B4Afel/3+ZWA/IEIvNAyNGINfifV4cVoJ29H5xtq1CM/Yjub4W5McyTpEJgs6RbX6Pey/1i1mescW1yGyETENRdBrVjV0JB2mBKGO5LJu1svFaSmSGZtosjbhGa01r4/OcvhEhO++HmEqnsk/5zUVt/T3cNdgmFt21tYhshL8XpOQ1yToMwmsUcGVdJgShAal0TaIK6HW4Zm3pxMcGYrw5NAo56cSRc/dsLWDg4N97Nu9ibZAfRwilyO3ag/6TEI+T82tEpYUeqXUH2qtP5XdfM1dohWgtdZ31mR2giA0HLXMnpmJZzh6MsKTJyKcuBgtem5HT4iDe/q4cyBMX3v9HSIX4jUNQj43JLNWq/bLZUmh11p/Kvv1jtpNRxCEarKaAq1aWQOnMjbPjUzw5IkIL7w5iV2wq9rT6uOugTAHB/vo721pqGImQymCPnfVHvSaeBsoF7/i0I1S6jat9bPVmMx6YKNXMjYztfjZ1vP35+hwhE8//gqxlIXtaMZjKT79+Cv8wUduXHYOiWx4Jp62lnzNarEdzSvnpnlyaJRnTo0TL7AhDvlM3r9rEwcH+7hxW2dDOUTmVu0hn4eA12ioC08hK27GKqWe1FofLPj+Ga31+6s1oUbejC2sZCzMknj47utE7Nc5tfjZ1vv354N/9DSnx+YwlUIp0Bpsrbmmt4Vv/frtRa/VWhNLWcwkMqSt6oRntNaMjM3x5NAoR4YjTMTm2+6ZhuLmHd0c3BPm1v6eqvZTrQSlCmPtjbVqv6zNWKXUDbg+8luUUr+UfbgFSC71nmZno1UybiRq8bPNjWE7mjPjc6RtB1MpvvCt4Zr8/pyZiGMoMLIrYqVAO5ozE/MFWrWIv49GkxwZinBkOMKZ8WKHyD1XtHNwT5j9u8N0hBpjU9VrGnlhD3rNhl21L8dyoRtV4usE8POlX978bJRKxnpQbkhjLUMfhccam02xub24SrLwZ7sW456bimMquDiTQil31eo4mpORGEeHI/njlTPWWszHdjRpWwOajx56jl+8eTs3bOvEqUL8PZa0sm33RnnlfHHbva1dQQ4MhrlrsI8Lkwkee/Ecj714jivag9xz0zZu7u9e9tgvjEzy2IvnuBhNlP2e5VBKEfAahLwegj5zxRTN9RDOLSd083ta6/+7RvNp6NDNvY88v6iSMZ62CLcFePS+W+o4s/VNuSGNtQx9LDzW6bEYlq3Z2hXMp+flfra5wqbVjnvvI8/z8tkpNOSLdxxHowx417YuHr3vlrLO8XI/hw998RinIjFMQ6F1TuTBZyr62gNYjuaTd+5alUgWkrYcfnBmkiNDozw3MlHkENkV8nLHQJgDg2Gu7XMdIl8YmeRLT53CY7hCm8w4K87pct5Tistdtdc7HFfIcqGbFQNMtRT5Ruf+ff1kbE087WYdxNPWuq9kbAQKwyZKuV+9puLQsZHLet3ljNnX5qbnXZpJLvrZrtW49+/rJ+M4aK3RWuM4GgdNX5s/f+dQzliXO58HPzhAV8iLgrzIGwo2tfoJek08huKxF89VdE4LcdvuTfOHT57kI//lOf79E69x7JRrAxzwGBwYDPP7P3s9f3f/rfwfd1zDwOb2vKg+9uI5PNl8c4Uqa06X8x4g/7n1tPrZ2hViW3eITa3+/GdaLmv5O1lNpGCqAtZjmf16oNyQ2FqGzhYeqz3oBTSXoilmEpmin+1nv/HjNRl3/0CYXb2tvDkZx3Y0PtNgU2sAj6kIZy805Zzj5X4O+3b38rl/fh1fe/YMr5yfxu8x6Ar5aM2W3ge8BpeiiWWPsRRvTsxx+IS7qToaLW67t/eqLu4adB0ig76lN1UvRhO0B4olaaU5VfKeasTa10s4V4S+QtZzJWOjUq6511qagJU6lsc0ePf2rkVhuLUc9zMfGix5q5+7KyxnrErnk7GdvP/M4JXt/Oefv5FP/e0rTMylivqdJjMOm9uDZZ/LeCzFd4cjPDkU4XQkVvTctX1t3DUY5s6BMN0t5bXdu6I9WPGclntPLTJk1osxXePkBgkblnJDYmsZOqvkWGs57v6BMA/ffR3htgAziQzhtkBRPLecscqdTzJjE4kmOTcZZyaRKdpkveembViOJpGx0bhfLUdzz03blp1/PG3x7dcu8Rt//wr3PPI8X316JC/yV3QE+Ngt2/mLf3MTX/3Yu/nIe7aWLfKXO6eF70laNo6GX93fz46eEJs7AnQEvVVLg1wv4VwxNRMagnLNvdbSBKySY9XSfKycsZZ6TS7/PZq0VvSfyWWrXIom2LxMtoplOxx/a4onT4zy/TcmSBXk1bcHPNx+bS8HB/u47sr2ssMhS2XKlDunHEopXn5rikdfOMvFmQTbultqHk5tFGO65TZjReiFDct6SIsrl9XaAy8U3o/u3Upb0MuTQ6McfX2MmUSxQ+T7rt7EgcEwN+/srni1vNpMGdNQeXOwkNfM1wVsdMS9UhAW0Cz9Wteie1OR8HoMRsZjfPaJ14o8ZhRw47ZODg6Gef/u3vwG7uVQmCkD5PcqHnvx3JJC7/MYrrCvoa3vRkKEXtiQrPcq57msPcFaNNf+q+ffIpG2SWbsosYdAFf3tnBg0HWI7G1bm7Z75WTKFBqEhbxm0zXrrjUi9MKGZL2kxRXiOJrZpEU0mSFjr86eIJmx+d7pCQ4PjfLaAvtfj6FoC3gwFPzpL5WMBKyKpTJlrugI0hH0NrxB2HpEhF7YkKyXtLijwxG++vQbnJ2M09ce4J69l1/ebzual89OcXgowjOnxkkU3A0ooC3goT3gIeg1SVoOPS3VaZx9z03b+NJTp0haNkGvmd/c/eRdu+jZIM26a40IvbAhWQ/9Wr/9o4v8h/91AlMpWv0mE7EUX3rqFJ+k/PJ+rTWnIjEOD43y1PAYk3PzDpEeQ/He/m52dLdwZHgUr2kUbY6ulGp5Ofg8Bj95/Wa6Wrz8+ffe5MJ0QgoPa4AIvbAhadQqZ601symLmXiGrz49gqkq27TMcXHGbbt3ZCjCW5PF4ah3bGnnwGAft+/uzVYEwzu2dFSU1lguS8XaP3D9FXzg+itWfXyhPETohQ1LI1U5W/Z896ZctkullgDRRCbvEPmjC8Vx96u6QxzYE+augT42dyxuu3dzf/eamZkVZsj4PRJrbwRE6IWSNEqOebN3fUpmcumRi7s3lWMJkLYcnh+Z4MmhUX4wMonlFDtE3jkQ5uCePnaFW6smuIZSrn9M1kNGMmQaDymYEhbRKNar1Z7H0eEIX/jWMCcjMbymoq/Nj8c0qn6uufBMdIXuTUsVFv3aHdcQ8JkcPjHK06fGmEvNb6oGvAb7dvVy12CYd2/vqlrbPVm1Nx5SMCVURKPkmFdzHrmLSCSaxFSgHXh7JsmVHcG8zexan2uhuVg5zT1u7u/mk+zKx847gj42twf4o8OnGIstcIjc0c3BwTDvu2ZT0R3AWmEa8wZhsmpff4jQC4uoZo55JWGSas4j39ZPa0xDoVDguI6MOze1rGk+fTxtEU1YxNNWxd2Qdva2cHN/N4eHRnl9dJbXR2fzzw1sbuPAYB93DPTSFSrfPKxc/F53AzUo1ajrHhF6YRHVyjGv1HagmrnuuYuIzzSwHI1Sbg/VtO2syRiOMx+eyRU3FYZi2gMeJuZKp0vGUhbPnBrnyROjvHJumsK1/5WdAQ4M9nFgMLzmOf+Fq/aQz1O1sI9Qe0TohUVUkmNeyQp9pVDMwmPd2t/N4y9dqEque+4i0tvm5+3pJA5u1yfTUKsaY7nwzHIeL++6qpMXzkxyZCjC90cmimL3HUEvd1zby8E9fQxsblvTeLis2jcGshkrlKRcq9xKNktv+8JTdAa9RUIVTaS5FE3RFvAwm7ToCnnZ1OrPH+sj797CcyOTa57rXjh3y3YYjabIOA67elv5zIcGKx6jMDyzFPf+6fO0BzxumAh3UzaRsZmYS+M1DaLJ+ff6PAY/cXUPB/f0sfeqrjWLicuqvXlpCJtipVQf8C2t9buWe10zC3290vhWM24uM2VkfA6AnT2hvBAWNkuPJjKMx1KkLAevqdjR08Jsyioab2Fz9dlkhvNTCRQaW4Oj3VL8Ta0+NncEy268frnnV3gxa/G5reUWznnh6z//zSHOTMTzn8Wv3bmLG7Z1luU9k+vqZCpFNOmu+jMF6ZCGgndt7+LAYJjbrtlEyyocIguptvNjo6TibnQaRej/CrhJaz2w3OuaVejrlbK4mnGPDkf4jcdfYSqeIbfwczR0hrz8wUduzPdSnU1avD2TwEBhawfLccvrt3QGitIVgaK5nI7ESFsOylCLLHG3d4doC3iYSWR45sE7q3J+lRzj6HCETz/+CtPxDCobNXe022v2wQ8MrFhsNDmX5i++9ybfPnGJjF38N7elM8DdN17JHQNhNq2B10thC70WX3UzZBolFVdYXuhrkiOllLoTmAMu1WK8RqRe3eJXM+6hYyPMJi1MQ2EahvtPKWIpN66+rStEImMzHkthoDAMhZ1dlZuGYjyWLhpvYRs9DXg9Bh6lMJT7PgVo3OyXiTm3UfdtX3iKex95nqPDkTU9v0qO4X4WGQzAMIzsP8VcyuKxF8+VPG4ibfPkiVEe/P9e5ecPPcc//OhiXuQNBeE2P79+1y7+6lfey8/t3bYqkfcYBm0BL5s7AkUt9KqdBlmv32uhMqq+GauU8gG/DfwM8PUlXnMfcB/A9u3bqz2lulAvW9zVjHtuKo7lOEVioZTrgnh+Ks7vfPh6HnriNVKWg2m4K1ytwWuofAbLwvEKbQfufeR5XnxzEo+h8BhGPvyhIO+N3tvqWzZDZy0+15WOMZeyODMRw3Y0RsH+glJg27rIksB2NMffmuTwiQjfOz1e5O/e6vdw++5eDu4Jc/2WjqJjVUp+1e41CfgM/J76bKSuR7vnjUgtsm4+A3xFaz29VLaA1voR4BFwQzc1mFPNqZct7mrG3dYVYnw2hdauqIEr5Kah2NoVyhuDPfDYy8ylLQIeA+Ux0FnB92UvEEuNd/++fl46O5XPZfegsGzthomUorfVR2+b68uyVLHUWnyupY4RT1tsbg9wbjJOxnbY3BZkci6NdhZ/Fn1tAYYvRTl8IsJ3X48wFS9uu3dLfw8HBvt4785ufJ7LX2H7s8Ie9JoN49e+XuyeNzq1CN0cAD6hlDoKvFMp9bUajNlw1Ktb/GrGvX9fP20BD7ajsR3H/ac1rX5P/v37B8J8+Z530ZKNzyYth5TtkLYcNrX6lh1v/0CYT+y/GkMpMraD11Bs7vCzpStEZ9CzKJRRaqV4Oed3dDjCvY88nw8J3drfnT+G7ThEkxkSGYd/8e6t+buMe27aRovPg6M1juPgOA62rTEMxYWZBP/ur1/mv798IS/yN27t4P86uJvH/+2t/Ie7r+P9uzZVLPKmoWgNeAi3B7iqp4UtnUG6W3wEsxvHjUC9fq+FyqhpeqVS6qjWev9yr2nWzVioX7f4yxk3956To1ESaYeM7WAYqijrJseXD5/ki0dO4Sz4VWoPeLjuyo4Vxys1v0PHRkqusktl4VRyfkttHn74xiv43hsTvD29tE3vCyOTfPXoac5NJ9y7lgXH3tET4uAet+1eX/tih8hyWI957fX6vRaKaYism3JpZqFfL1SaSXHD575NImPjMeZXrJbjEPSavPq5D9RkDuVSmOKptcbREEtl6A75+cOP3ljyPamMzfffmODwUIQX3pwsyhDqafVxYCDMgcE++ntbKl5pewwj79ce9JpVzWuXNMjmRkzNhIqo1ExsLm2zMCphKPfxy6VajUHOTcVpD3jI2I5buarB71ns8W47mlfOTfPk0CjPnBonXnAuIZ/Jvl29HNgT5satnRWJs1KuE2XI6yHoM1cVs6+ESu0nhOZChF5YRKWZFC0+d8VdqHeOdh9fDattDLJwBbv3qk6m42nenk7g9xh0t/ho8XnyHu9aa0bG5nhyaJQjwxEmYvNt90xD8d6d3RwYDHNrfw/+CsIquVV7KLtqN+pQjdoojqRCfRChFxZRaSbFx2/byZeeOo3lOBjKFXlHu4/Xi9wK1mNAm9/D6bFZfnBmghafiaFcT5rRmSRdLV6UMtjc7ufj/+2HnMlWAOe47kq37d7+3b10hLxLjLaYRou1n5uKYyoYGYuRth18psGmVp+kQW4QROibiLWKwZYyNZtJZPCZBu/5ne8QT9tY2Zzy/k0tPPjBAe6+YTNPvOpWfZqG4u4bNvPAgd0VzW2h3UJvi5e2oG+RLcGXD5/ka8+eYS5t0+Iz+fhtO4vGAvjq029gKPCYBrajmZ5L42iYTdl4TYV2XNuFibkMjoZvnRjNv3drV5CDg33cORhmS2eQcjANlY+zN6KHTJvfw6lILFv8prAczYXpJLvCrfWeWt3YSHsWIvRNwlrGYBfGx1t8JgqYiqeZimfy2TUeQ3MqEuOBR1/C7zXZ0RPKXxh+eHaGo8ORvCvlSnNbaLfgaM35mRTGTIpt3cH8e97zT+d54tVLrogb7p3Gl546DcADB3bnzcXenJhz+61q1/Y3U2BFY9k6nzGTy0XoCnm5YyDMXQPhshwiC2Pt9SxYKpd80kX+xBc8vsHYaHsWIvQNTrmrjrWOwebi40eHIzzw2MvE0zaO1nlhVLjhGa+piKVt0rZmc0ew5NjlzK3QbsFQCstyNz+1gvFYmv7eVuJpq0Dk3U1MNwxj86fPjPAzBXnvuX6rAY/BeEE3JihOi+wKennwQwO856rFbfcWNgn5xfdu547BcD7W3ii57OUQS9ts6QwwHkvnQzebW/2r2jBfz2y0PQvpB9bA5NvdzSaLVh2lPF/OTcUXtZBbbSl6bvy5tDVvcZB7UpGvmHW0m0651Ngrze3ocISXzk6RtNx8fduZv6BoXWyl4NoQ5J5zPeRzGT6FDpJ3XNvLZDzNyESc9AITMaXAzHrrPPjBAW7e2V1S5L/01Cmm4im6Qz6iyTR//N3T/Pj8TN7XZT2xrSuExzTo721lYHM7/b2teExjw1awVuPvpZERoW9gKjGMyhmMFbLaUvTc+AGPCaiirBqyIq81RSvsUmMvN7fcxURlhVdrigRbqWIrBTPrdKm1G37RuBeaoNdkIpbi74+f42Nf+wF/dOQUcyk7n/OugJDPIOBRmMqNqe/c1LKoKCpnDvbfX75A0GvQHvThMQ1a/N51bdYlFazFVOPvpZERoW9gKll1VOMPOTd+b5s/L+g5cmvklOXgZMX59UtRhi7OcGp0lmgikx97ubnlLiZ9bQFMQ+XFO3d8pV1/+rlUhmTG4a5rN+XvIGzbIWW5tsgZ2+HnDz3PV58e4e2ZJEC+ZV97wENnyEtPi59t3SGu6AjS0+rnvve78wt4TbpbfGzpCrK9J+R2nZpJFGUdLffZrwcWOoeG2wIb2kp4o134JEbfwFSS5lhugVElmQatPpPTY65ro6ncBtp2VoKN7MraZyo6gh4mYhkyWe8XVHEcfKm5Abx0dgpHa3ymQVfI9bZPWQ4a2Nrhp8XvZTZl0RXy520Jrmg/w9+8eI5MwUZiusD+N+gz6Q75XJM1pUhkbLyGoj3o41I0weaOIP/q1qs4sKdvyQyZZjTrWm1dQjNRrYK8RkUsEBqYtbYBWOl4hReBVp/JxWiSuZRdsulIoRfNyFgMK2tE7zFUfuN0OV+ak6NRYik7n/WhUDhoruwIYhrQ3eLnjz76znwYR2vN0MVZnhwa5ejrY8wk5h0iFdDi9xDwGEwn0uzc1JJv1weg0cSSFt/4tdto9XvK2khtpIYaGykNULh8xAJhnbLWq47lMg2AonSz01nx7mnxEUtZpG0Hj6HobfWzfyCc7y4F7mapmQ2yl/Kgz1EonrGkRTqb5ug2KtEo4FI0QXeLn49kM2jOT8U5PBTh8NAob08ni44X9Bq0B7y0+j3ZsI9mJumGeHJibihIWg47NrUSbivfaKzws3/t7Rnm0jaOo3ngsZdL5u1Xi5XSAOUiIJSDCH2Ds5rb7YUicHI0yhUdxQVAOUFeeBHIZbfEUhb9va3MJjNEoklORmLc+8jztGZtDyxbYzuajNYoBf5lPOhzY1i2JlWQCaMBy3EF36PgV35iJ+enE/zl37zE0MXZomNc3dvCgcE+njk5zmwqU7SHkcw4XNUdIplxsByHkM9DImNjO1xW7HX/QJhXz0/zwpuT7oazRy3K279c1iJtFthQueDC5SNC36SUWgnGUjbnp+JkbJ3PpW4LeNi5qXWRv43PdDs+pW2H2WSGt6eTaDQBj0FkNkk0kSGZsUlknHyQJJcxMx5L4jXNReKaG+PMTLHNALgCr5V74fm9bw4VWR73tvq5azDMgcEw/b1uJefOnha+9NQpkpZN0GuSznZy+uw/2wOs3V3Q1549syhv33IcvvbsmcsW+kqKdZbzHdpoueDC5SNC36QcOjZC2rKZiFl5UfcaMJ2wXAsArYmnbebSbs9Xy4HzU/MOjjnx9hgQiboi72iwbCfvB+PkMnEKRNnWcHEmRU/Iwxe+Ncxnv/FjtnWFuLW/m4nZVNEYhVjZVJto0pqfg4LNbX5+7c5d3HJ1T/5xn8fgA9dv5u3pOH/x3FtcSCfzVgg5gVsroSvHmXOp1flSj1ci0MttCjdCG79S5wiUHU6S0FNtkPTKJuXkaJSJuTSW7WbMWLZmLu2uvg3cUElOny1n8fvnC6MUiYyDodyLg+3ovGkZZCtkS4w/Ebc4OTqLqeDM+Cx/dPgUiVIDLYFHuf8isyn+03de5+W3puhu8bGtO8TWrhCvnJvm669cpLfNz+DmNnrb/Dz+0oWSxWSrocVnLmqoUujMuVRR25cPn1yy2G2t0mbrnQte6tw//fgr/Mbjr5RV5FdJQaCwOkTom5SMPZ8GqZTCyOaoq6zRl980KJFVWITfY7C9O0RbwINS4DWMvKjn3movk7Rla1eoZxLWom5MhSjcVbK34LfRNA1Mw8BUinja4vGXLvBPZ6f5pT97gdu+8BQPPPYyactetphsYcvAyxGQj9+2M5+372gn+3XemXOporavPXtmyWK3SgR6ufz3eueClzr3WMpiNmmVVeRXSUGgsDokdNOk+DwGiaw/Ta6CNUcuS2alzFpba4JetznGXNrGVBStbj1ZF8TlyBVULYcGvAuO5fYHVxiGO49To9GiuPbFmQSJjI3fY9KeDV8stFVYi43KXBx+KbfMpcInc2mb7Uus2n/nw9cvcgddTqCX2pCvdy54qXPPVS0XstTdSiOEnjYKIvRNyq5wG29OxIgm5mP0LSEvc2nb9adxdNZzoPT7Fe6GbCJjsyvcxnQ8zZnxOVT2DV7TQClXhJe7YCwUeVNli61snb878Hvci07eME2Rz3PX2rUrSNuajoK4dsBjkrYdxmOpvNAXrorXcqPygQO7l9x4XSqGnmvGUiq2vpYCXc8iqFLnbhrZXfUClrpbacaitEZFhL5JWLipdWt/NxemE2zu8BStGv/1+3bwjz+6yKmxGB7lboKW0mmloC3gKVppPvTEa0QTaWayFw9w/WPi6aVj7wrweRQpa75yFa2L4vopS2dX8FmjNA121iTN0dDpn1+x5+ht83NhKuFW0Wq9aFVcq9ViKe/+jK35+G07efylC0uu2puhSrXUubf6PSgo625lqc+uWW0I6okIfROQC1OkLZvZpMWlmSQvnZ3ip67v41I0vWjV+MCB3fkLw6nRKHNpm3Q2xGIYCp+paPGZ7NzUWrTS/Mj5ab781KmiC0Mi7eD3GKQWbLT6TEVnyAdoruwMcdNVnTx9cpw3J+ZQSmFq9/U590snm3UT9Brs6GnJNx+5ZlOIz3xosKgSF6At4GVTm81cym2KsnBVXKvV4nKr8xu2djZ1iX2pc//tCtJb6x162kiIBUITcO8jz3NmPMbEXBoDlQ+pGEpx6GPvWfUfjmU7xFIW/+Ir33dTK7Mr74W/OQOb2zgw2McdA730tPhd33Zf6Y5LN3zu2yQydpHrpeW4Fa2vfu4Di+ZQqSVBI1kYCEItEAuEBmWtcojPTcWZTVpuwZJ25n3i0ZddPOM4mljaYi5lMTab4pmTY4yMz7niXmJt8OmDu7n7nVsI+U1afB4CXmNZPxmvqUhk3HEKN4t9Zun3VLr6k9WiIMwjQl8n1rKV2bauEG9PJ8jtr4IrnA5wKjK73FsXEU9bxJIW04kMPxiZ4PBQhO+/MZ5P11yKx46f4/otHWXPfXdfO2fGY8wmrYIqXS87Ny3dw7TSuHat4+BS/CM0KiL0dWI1WSGlNl6fPzPhPlmQSWMa5K0BliNl2cSSrsC/cn6aw0MRjr4eKapS9XsMPIZyUzYXvN9ruM9XcveQ24hbuFm8lhtxtRTejdaDVFhfiNDXiZWyQpYrq3/oidfI2HbeUuC5kYn8MXIhEFORr2b90BeP5Tc3d/a4m5vvu2aTu3pPWZwejXF4eJQjQxEuzhQ7ROZo9xv8zLu38egP3mJ2QZZNzhrhVGSWex95vixhrXZopdbCK74zjYncZbnIZmyduPeR5xdlheQ83HOr3VIbiYeOjfDmRIxINFWyKjW3oM+1zkvbOt8dSmvXvqA96OXf3X4108kMh09EeH20OLzT0+JjYi696NhtfpOOgIe3o6m8z42Zq7rVGqUUW7uCl7X5udZ/kMt9vgs98teC277wFJ1Bb9G+hNaamUSGZx68c83HE1Zmo23IL7cZKxYIdaKc9nqlSsPPTcWZiWfmrQgW7l0qCHgNPKZiLu2gs3bDSqm8CE0nMvzuN4f5k+++kRf5cJufX7h5G//1X+8lVVCe7xYvuf+fS9uMzWXY1hXEayq8huH6wGtN2tZ0hbyXVc5eDc+TWjd/rrfvjLAYsViYR4S+TiznYbKcSG3rCpGynSWrUXU2jOLJNtt2c9R11nJYYxdUoLb6Pfz0DVfwxY/eyGP33cKvH7yW9129KW8+tvAikqty9ZgGV3YEUcq1OMi18fMvsHksV1ir8QdZa+Gtt++MsJhaX+wbGYnR15GlskIKi32iiQzjsRQpyyHkM/m593S7fVYdp2SqY9BrsLUzyEzSIjOXxnI0zoLdU6Xgqu4Q/+Vj76E14KE96KXV53H7veI6M0az6ZpF7wP6N7Uwl7bJ2Da2o/Hk0iG15sJ0EpX10Cmc89HhyLK3ytWoYq111aWkczYeYrEwjwh9A5ITqbHZZD5W7vZFNXn8pQt86Low//PVS+7qvOB9Ctdo7MxEfJHZWM4hUmvoCHr51IHd7NjUQmDBiufocIR2v1mUcZNDAx+6fjM3bO3kgcdeRuN2lNrU6gfgwnSCC1Px/K1Abs4rbYJu6wqVSLX0LJtquRL1EN5msDVoJsRiYR4R+gYkJ1IPPPYyjtYEPCabWn04GkajCf7xxwmu6mlhMpZkOumGJ3KbsLOp+XDFjp4QA5vbOfH2DBejSRSwqdVHm9/Df/zO6zz64rmibJ7Pf3OIU2MxvIaBQbHPvEdBb7uf50YmeeDAbtqDXrZ3hxYURWnOTiUwcOfc2+anLeBdMfvk1v7ufLs+I9t3diyW5hdu7l715yjCu3GRu6x5ROgblP0DYdoCHrZ0BtFANJEhMuuKte3A2GyySNRz6/f2gIcPXr+Zg4N99Pe24POYtAU8tPo9PHtqnIeeeA1LU7Tp+ZHz0zz+0gUis0nXvhhX5L2Gm1HjMRT9va1orfPhlFK3xR7TwGca7Aq3Fl0AVgrDPDcySbjNV+S02R70uBeVZT4jSZ0TVkIu9i4i9A2E1ppkxiGetoinbXpbA0zMpQh6TSbnUmgNNotX7oZyN1b9HneT9Ff3X0OL36Q94C0KzSyV6/21Z8/Q2+bHdtxuVG6GDliOxm+qvFNlYXxzqdvi/k0tS9rzLsW5qTg9LX42tQaKPovlLg5SoCQI5SNCX2cs2yGesUmk7XyjkBwf3buV/3z4JNPxDElrcZpNztq3f1MLRnYFPRZLsb07tMhEDIo3PWeTGcZmU6QsG8uBrpAXn2lg2a73jEdBRruNJLyGWpRFstRtMVBxXPRyNs0atUBJ7jKERkSEvg4ks8Iez9hFOes5RqNJjgxFODIcYTxWXLjkMxWdQR/RZDpfDPXmxBw+06Aj5GVHT2tJkYd5QbUdzdvTSVS2ehY0ZycTectgFkwp5PfkC7kKRWup2+Jy46I5UTw5GiWWsulu8dLT4i/r4lBJpk6txFfuMoRGpSZCr5TqAB4DTGAO+KjWenHp5TpiJfEofH5rZ5B/9b4d7N3RTSJtYzkOL4xM8tiL5zgVmSWRsYsNyRaM5fcYbOkMcHYyTsbWRGKpouctx7X4jc+kuDiTYsdn/le+H6yT7dBk4ObQFybjFDaY0lAyNz9jayZjaaZbS/+4lvoclhK2vA9+ZJbZpEVXyMsVHUHGYykm5zJkbM2ucNuKYtzqMzk9FsN2NL5s5o/HVEV3AUeHI3zhW8OcjMQwsw1PLs4keOnsFJ/Yf/WSXaOWYqWfebl3GYXHafN70FoTS9tyByBUjVoVTP0i8Ida658ELgEfrNG4VWGlSs4vHz7JfX91nBfOTDARS3E6MsvD/3CCIydG8yL/padOMTI2y1zazotvtvdGESbgNxVvTsTxGGqpzn+LcApE3XY0GWdxW7+cVcKKxwJevzTLbzz+SlG1aqUVrYWvj6csHK2ZmEszm7TobQuwtSvIrnAbj953y7Jid3Q4wsRc2g0zARnb4cJ0gplEJn8XkBsr1/4wbWvSjvsL72jNnxx9o6LK23LOtZwCncLjmApORWKcHpvDVKxJRbAglKImQq+1/orW+snst73Auv5NLlXJ6THgK0ff4OsvXeD/+e5pHK0xDYVla6YTGTKWzWMvnsPRmq89e4ZoIkM0tThsU4gCDFMxm7IxlNtyz28ai8SkEpYS9pUEXyuYTVpF1aqVVrQWvj7j6OydhmI8e4dSSSVte9DL1q4gXtNA49YP9Lb68xeI3Fh21t8nd362dv15bEdXVHlbzrmWU41beJzxWBrTUJhKMR5Lb+gSfaG61NQCQSl1K9CltX5+weP3KaWOK6WOj42N1XJKl0Vu5eZojWU7pC0H01CcnZzjL77/JpajMQw3e8UwFArFbMriVGSWX/jTH3B6LMZcenmRB3fFbSj3q5ldzS/Ty+OyKPd4WrvhoUIhrrTEvPD1PtPIN0gpldWzHLnjtAW89Pe2MrC5nWvCrcRS1qLX+EzDvZOZL+BFazccVknlbTnnWo4NQuFx0raT9xLKfQYbtURfqC41E3qlVDfwx8AvL3xOa/2I1nqv1npvb29vraZUMbajiaUs+toCRJMZMpaD7eh8WuTm9iAXowl8psoKisZy3H8pSzOXtonMplYeKIsbZ1cY2U3SXGWrvTAGs0pyVbPLvkaBxzCKhLhSP5nC1/e2+d1z0W6MvRJvmHLGzb2mt83vanzBR+agaQt4KiqFL2fM5fyLSh0nd7HT2v1/qWMKwlpQE6FXSvmAvwd+U2v9Vi3GXCuSGZupuTQXphO8NTFHJJrk596zlYytSWRsNO5Xy9Hcc9M2wq0BvNk0xbSt3QtB9ljdIS93Xhum3MiLo13TMKVccW8PeLC0k1/9XQ65uwSAzqCHPVe009fux2MahHxLT0xpaAt4ioT41v5uzk8lGLoYZWQsxthsclmxLlzxtvo99LR6MZQi6DVKiuJSlLNyzr3GNBS9rb78z8BnKnpafPg8ZkWl8OWalu0fCPPofbfwzIN3ltxrKDzOplYftqOxtWZTq0+M0ISqURM/eqXUrwK/B7ySfeirWuu/LfXaevvRW7ZDIpfXnrGXXD3nsmYuRRP0tQV457ZOzk7Fefb04rZ7hoIPXtfH+6/p5cvfPc1o1o6glJ98MNtrNZ628/bCriWwm1FyKjLrxpyV+5jWmlSJA5XKunFwX9/q93DXQC+XoulFKZBfPnySrz79BonM/MXEY8CucBsPfnAgL1yFDVBm4hlStoPHMFbMZsllnKy2JL2c4xS+pjWb3TKXti973GrMfS3mJQiwvB/9hm88UliNmsjYZbXey71v6OIsTw6NcvT1MWYSmfxzHkPR6vcAmu3dLfzCzdu5ub+bT/3tK0zMpRiPpcjYDqWG+pl3XsGlaHrJphm5/PFSDS5+58PXV5wvfrk55rVu7CEIwvIsJ/QbsmAqbTn5FXsiY1PJxe7cZDxfzHRhOpF/XAHv3N7JgcE+3r9rU1boi7k0m6Ar6MNQcHYyseh5gP/xTxcJeg2u7i12brRsh5fOTgGuBXBfW4D2bMFQImPT4jMrLtZZTYFPNayFBUGoDhtC6B3HjaPHszYD1kKD9hWYiqf57vAYh4dGGb5U3Hbv6t4WDgz2cedAmN42/6L3KqVo8Zm0B73s7Gl1jcnU8vnwiYzDeCxFb5vr/RJNZLgwncRjKPra/VyYTmYvMhqPaZCx3Q3NtGUzESu2+l3OEuDQsRG392ys2EysHBsB8foWhPVD0wp9xnaIp23iaYtkxqlo1Q6uaH3/9ASHh0Z58c3JomKj3lY/dw2GOTAYpr9g5Z2L21+MJriyI8gv/8QOPvSOK/BkMyru39fPbzz+ClPxzMLhFjEaTbl51grX6gA38+XSTBInmxv+1mSC9oCHj9+2k7987k2iSQsDNy/bsnW2qCi65BinIrPMxDNuwxGtiWds5tI247H0is1CyvH6Xs++L+t57oKwkKYS+rTlEEtZxNNW2bH2QmxH89LZKQ4PRXjm1BjJgg3JFp/J7bt7ObCnjxu2duRNxHLkql0txyGWcA3DPv34q5wZn8tvTu4fCNPT4mM2ZaFZPk1S496J5DLDDVi0yQvzzUhym6e5LlFKue9Pl9rxzZK2HMi+ruBUsWy9YghnJa/v9ez7sp7nLgilaCqhjyYzRBMrr5YL0VpzKhLj8NAoTw2PMTk37+niMRTv7e/m4GAft/T34CvoifrCyCSPHHuDc9k4vUcp/F5FPK1RSuHzuNWXf3L0DW7Y2plv7nFmIo7tOAQ8birjcoVTDq6LpA356s6ijlIKogmLzR0eMtkLm6Nd90md9VPweZbOoPWaikSGfDeq3KXLNFS+QnM5YVvO06ZR3SXLYT3PXRBK0VRCXwkXZxIcGYpweCjC2cniDcR3bGnnwGAft+/uzW94FvLCyCRf+PYw0UQmn8aYsDUJy01F9BquiJtZT/dcSftDT7yWd4y0HNd5MuQ1iGcW333kRD3XAKTUytyTragMek0MQ9Hd4i1u3tHiulkuxe6+ds6MxxiNukVcubn5PcaqNlaPDkfcvrZ63nCsPehdN5u1stEsNBsbSuijiQxPn3Q3VX90oTh2fVV3iAN7wtw10MfmjsASR3D5ux+eI562MJXCzMbfLcd2hblAjwtL7XOrxDa/63EyX0al8BiUTLUkezy3EUiB8xnF3Z8SGZudPSHiGYfNHZ6yfeBzcXa/18BxdL6xd2+b/7I3VnNhD4V7sbJszdsz2bueBe6SjYpsNAvNRtMLfdpyeH5kgidPjPKDM5NFTbO7W3zcNeBuql6zoP3dQpRyc+Pbgx4is6l8IVIOr+muup2s9YHWuVJ7L1u7QpybimMqmE5kMJW7Une0u9H6M++8gn/88agbdmF+89XMWh/Yjqa3xcdkPIPOXSKysfX2Fi8ZW/Pb/2wPUFl/zFycPd8rVik2d/gxDXXZFZq5C9rmjgBvTydBuVW1o7PJvKd9oyNNpYVmoymF3tGaV8/PcPjEKE+fGmOuwCUy4DV4/65eDg6Gedf2riWbdOTwZtMU2wLe/Gu3dYUYj6XQzrwpmFIK09A4DiQtBwXZlborEIeOjfDyuSkMFIbHwLIdV7Q1fPu1CK0+g4m4u/XqMdwQiq01W9r9tAV9xFIWu8J+tNaMx1KkbY3PY7Cjp7VI0CuNIefi7IXVmqWajJRLYUHXlZ1ku1g5KK3KtjioN9JUWmg2mkroT0difP3lCzw1HCkyDzMU3LSjmwODfbzvmp6ybH6DPrfnakuJwqf79/Xz6cdfYTqeQWfvEBzt9m3V2UwXy3EwDSO/wXn/vn5+5b8dd+P2tpPPcjEVxDM2aVvR2+plNuWuHq/ubS2yHKg2a9VEuTDs0Rbw0hbw5itm15NQSlNpoZloCqHXWvPRQ8/zwpuTRY8PbG7j4J4+9l/bS1fIt+JxDKXyq/flslX2D4T5g4/cyOe/OcSZCXeDbldvC1prMo5eZAtw6NgIj953C7vDrZwZnyOVbZjhNQ0yjrv6N5UinnbYFW4jnrboDPnWpdBI2KN2SK6/UC5NIfRKKbb3hHjhzUm2dAY5MBjmrsFw2Ztn3my/1Ta/Z9k4fSGlVny3feGpZbM1HvzgAA898RpvTyfI7uFmLWrVZXuSN9ofu4Q9aoPk+guV0BRCD+5K8qdvuIJtXcGyxTroM+kIeotW4KthpWyNnAg+8NjLzKUtAh4D5THy/Vor9SRv1D92CXtUH8n1FyqhKYQ+t6p9c2KOvrYA99y0jZv7u0u+VilFi98VeL/HLHmc5VbHy72mnLDF/oEwX77nXXmBtmyHC9NJADa3+sv2JD86HOGBx14mnrbxe+Zz1av1x95odw4bHcn1Fyqhpq0Eq0Fhs+WOgIeJuRRfeuoUL4wUx+tNQ9EZ8rGtK0i4LVBS5Fdq/rzSa8rpMLTwdY6GXeFWrultwdGU1YAjN4+5tIVpzOeqRxOZqvyxV9oEXKg+lXb3EjY2635FX3gLa2WrRBMZtxH3zf3dZcffy7kVLuc15YYtVhPeyM0j4DHz/WlxXPviahQlSZig8ZBNb6ES1v2KvlTT5oDXYHQ2yRUdQbZ1h2gPeFeM25fT/LnSZtjVIjePXN9VR2tQmpTlVOWPvVHOW5in3LtHQYAmWNEv3AA1DUXKctjR00JwmR6oKx0HSjecboTS+Nw82gLefFFS0nJo8Xmq8sfeKOctFCOb3kK5rPsVfWGzZdNQpLMt+ipd1VbScHqlBtHVZmGT7c0dAbZ0hvjyPe+qyh9+o5y3IAiXR1P0jK1Xw+l65ojXeh6Nct6CIJRGmoMLgiA0OcsJ/boP3QiCIAjLI0IvCILQ5IjQC4IgNDki9IIgCE2OCL0gCEKTI0IvCILQ5IjQC4IgNDkNl0evlBoD3qr3PGrIJmC83pOoExv53EHOX85/bc//Kq11b6knGk7oNxpKqeNLFTk0Oxv53EHOX86/ducvoRtBEIQmR4ReEAShyRGhrz+P1HsCdWQjnzvI+cv51wiJ0QuCIDQ5sqIXBEFockToBaFGKKW6lVIHlVKb6j0XYWMhQl9jlFJ9SqlnCr7/M6XUc0qpz9ZzXrVAKdWhlPqmUuo7Sqn/oZTybZTzV0p1Af8A3Ax8VynVu1HOvZDs7//L2f9vmPNXSnmUUmeVUkez/95Ry/MXoa8h2T/2vwRast//LGBqrW8F+pVSu+o5vxrwi8Afaq1/ErgE3MPGOf8bgE9prX8X+DZwJxvn3Av5AyC4AX/3bwAe1Vrv11rvB3ZRw/Nf983B1xk28FHgG9nv9wN/l/3/d4DbgFO1n1Zt0Fp/peDbXuBjwBez3zf1+WutnwZQSu3DXdV3s4F+9gBKqTuBOdyL/H421vnfAvy0UuoO4EdAihqev6zoa4jWOqq1nil4qAW4kP3/JNBX+1nVHqXUrUAXcI4NdP5KKYV7oZ8CNBvr3H3AbwOfyT600X73XwQOaK1vBrzAh6jh+YvQ15cYEMz+v5UN8PNQSnUDfwz8Mhvs/LXLJ4BXgfexgc4dV+C/orWezn6/oX72wKta64vZ/x/H9bmp2fk3+4fb6PwQ95YN4EbgzfpNpfpkV3V/D/ym1votNtD5K6UeVEr9UvbbTuDzbJBzz3IA+IRS6ijwTuCfs7HO/6+UUjcqpUzgfwM+QQ3PX2L09eXrwDNKqStxb+Vuqe90qs6vAO8Gfksp9VvAnwP/coOc/yPA3ymlPg78GPdnf2yDnDta6325/2fF/m421u/+w8DfAAp4ghr/7UtlbJ3JZuIcBI5prS/Vez61ZiOf/0Y+d5Dzr+X5i9ALgiA0ORKjFwRBaHJE6AVBEJocEXpBEIQmR4ReEAShyRGhF5oKpdQ7lVLvXO1rCl57dIXnP6eU2r/Ec18s53grjSEIq0WEXmg23pn9t9rXrBqt9f9Z7TEEoRxE6IWmQSn1+7il9p9RSh1RSvmVUo8qpZ5WSv111ha56DXZ97Uqpb6llHpGKfXnlzH0p7JjPJatfMzN5+hanJcgrBYReqFp0Fr/Jq61wOe11ncB/zvwY6317bjOgL9c4jUAV+D67xwAdiilKjWYOp4dYwa3tF8QGgoReqGZ2QP8IPv/54HBJV6XAT4O/DWufXBwidctRW6Ml4CrK3yvIFQdEXqh2UgAoez/X2PeQ+SW7PdFr8laB/8K8DhwL65feqW8J/v1BprfnEtYh4jQC83Gk8DPKqW+h2sedp1S6hhuR5+/KPGa92e//03gqezzWyoc8/1KqadxPcW/sdKLBaHWiNeNIAhCkyM2xYJQJiWyaGa01h+ux1wEoRJkRS8IgtDkSIxeEAShyRGhFwRBaHJE6AVBEJocEXpBEIQm5/8HMYE9DbcNGLsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##回归图\n", + "sns.regplot(x='total_bill',y='tip',data=tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "467fb7de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x='total_bill',y='tip',hue='day',data=tips,col_wrap=2,col='day')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3f1d7622", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#热力图\n", + "x=np.random.randn(10,12)\n", + "sns.heatmap(x,annot=True,fmt='.1f')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba897e63", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}