{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# APP中不同Banner位效果A/B组测试分析" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 项目背景介绍" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Banner广告又叫横幅广告、通栏广告、广告条,常见于APP中的顶部或底部,我们又把banner称为资源位,是因为它除了要承担吸引用户眼球的责任外,还需要向用户传达信息,在传达信息的基础上,banner位的另一个作用就是促使用户产生行动,使他们在看过banner上呈现的信息后,产生想点进去参与的欲望。本项目通过设计合理的A/B组对比测试实验,并通过实验结果的可视化展示说明A/B组点击率的不同。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "引入科学计算和绘图相关包" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import pandas as pd\n", "from numpy import array\n", "from pandas import Series, DataFrame\n", "from impala.dbapi import connect\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import netrc\n", "import sys\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "reload(sys)\n", "sys.setdefaultencoding(\"utf-8\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 如何保证A/B组用户数量均衡" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 方案一:将数据库中所有历史用户随机分为均衡的A/B两组,并在A/B组的Banner位中配置不同的活动素材\n", "* 方案二:Nginx作为反向代理,负责将客户端的HTTP请求转发到对应的业务系统,它记录了访问客户端的IP,访问事件,请求方法,请求路径等信息,通过Nginx将当日来访的用户随机分为A/B两组,并在A/B组的Banner位中配置不同的活动素材\n", "\n", "对比上述两种方案可以发现明显方案二分出的A/B组用户数据更加均衡,如果将所有历史用户随机分为均衡的两组,并不能保证在进行测试期间来访的A/B组用户数量均衡,方案二在Nginx端将当日来访的用户随机分为两组,能够保证测试期间A/B组用户数量均等且随机。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 数据获取" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面导入A/B组原始数据" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cur.execute(sql_1)\n", "columns = [column[0] for column in cur.description]\n", "df = pd.DataFrame(cur.fetchmany(1000))\n", "frames = []\n", "while not df.empty:\n", " frames.append(df)\n", " df = pd.DataFrame(cur.fetchmany(1000))\n", "banner_df = pd.concat(frames)\n", "banner_df.columns = columns" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>date_desc</th>\n", " <th>citycode</th>\n", " <th>user_type</th>\n", " <th>banner_rn</th>\n", " <th>banner_id</th>\n", " <th>banner_click</th>\n", " <th>url_path</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2017-04-28</td>\n", " <td>59</td>\n", " <td>B</td>\n", " <td>2</td>\n", " <td>284393</td>\n", " <td>None</td>\n", " <td>/aladdin/58fea57abbd49922d89b0721/393.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2017-04-28</td>\n", " <td>59</td>\n", " <td>B</td>\n", " <td>1</td>\n", " <td>284389</td>\n", " <td>None</td>\n", " <td>/aladdin/5900798dbbd49922d89b0887/425.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2017-04-28</td>\n", " <td>265</td>\n", " <td>B</td>\n", " <td>5</td>\n", " <td>271267</td>\n", " <td>None</td>\n", " <td>/aladdin/58e858f308780b3c9c2d44fa/297.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2017-04-28</td>\n", " <td>265</td>\n", " <td>B</td>\n", " <td>4</td>\n", " <td>271253</td>\n", " <td>None</td>\n", " <td>/aladdin/590309f8bbd49922d89b094b/431.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2017-04-28</td>\n", " <td>265</td>\n", " <td>B</td>\n", " <td>3</td>\n", " <td>271247</td>\n", " <td>None</td>\n", " <td>/aladdin/58f822b7bbd49922d89b064c/383.shtml</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date_desc citycode user_type banner_rn banner_id banner_click \\\n", "0 2017-04-28 59 B 2 284393 None \n", "1 2017-04-28 59 B 1 284389 None \n", "2 2017-04-28 265 B 5 271267 None \n", "3 2017-04-28 265 B 4 271253 None \n", "4 2017-04-28 265 B 3 271247 None \n", "\n", " url_path \n", "0 /aladdin/58fea57abbd49922d89b0721/393.shtml \n", "1 /aladdin/5900798dbbd49922d89b0887/425.shtml \n", "2 /aladdin/58e858f308780b3c9c2d44fa/297.shtml \n", "3 /aladdin/590309f8bbd49922d89b094b/431.shtml \n", "4 /aladdin/58f822b7bbd49922d89b064c/383.shtml " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "banner_df[['date_desc','citycode','user_type','banner_rn',\n", " 'banner_id','banner_click', 'url_path']].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上面表格数据为从2017-04-28日至2017-05-02日的Banner位点击效果,date_desc表示用户浏览日期,citycode是APP首页用户所属城市,随机将用户分为A/B两组标记为user_type,banner_rn表示位于第几个Banner位,banner_click表示某个用户在该Banner位的点击次数,url_path为该Banner位素材." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 数据清洗" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了方便数据可视化展示,将日期格式转换为月日的形式。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "banner_df['date_desc'] = banner_df['date_desc'].apply(lambda x:pd.to_datetime(x).strftime('%m-%d'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 数据探查" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(272630, 8)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "banner_df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可知上述时间段内参与测试的A/B组数据一共有272630条。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>date_desc</th>\n", " <th>user_id</th>\n", " <th>citycode</th>\n", " <th>user_type</th>\n", " <th>banner_rn</th>\n", " <th>banner_id</th>\n", " <th>banner_click</th>\n", " <th>url_path</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>272630</td>\n", " <td>272630</td>\n", " <td>272630</td>\n", " <td>272630</td>\n", " <td>272630</td>\n", " <td>272630</td>\n", " <td>16949</td>\n", " <td>272630</td>\n", " </tr>\n", " <tr>\n", " <th>unique</th>\n", " <td>5</td>\n", " <td>44799</td>\n", " <td>352</td>\n", " <td>2</td>\n", " <td>6</td>\n", " <td>360</td>\n", " <td>32</td>\n", " <td>11</td>\n", " </tr>\n", " <tr>\n", " <th>top</th>\n", " <td>04-28</td>\n", " <td>116192641</td>\n", " <td>22</td>\n", " <td>A</td>\n", " <td>1</td>\n", " <td>288695</td>\n", " <td>1</td>\n", " <td>/aladdin/5900798dbbd49922d89b0887/425.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>freq</th>\n", " <td>74142</td>\n", " <td>210</td>\n", " <td>19526</td>\n", " <td>137053</td>\n", " <td>73746</td>\n", " <td>23641</td>\n", " <td>10220</td>\n", " <td>73746</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date_desc user_id citycode user_type banner_rn banner_id \\\n", "count 272630 272630 272630 272630 272630 272630 \n", "unique 5 44799 352 2 6 360 \n", "top 04-28 116192641 22 A 1 288695 \n", "freq 74142 210 19526 137053 73746 23641 \n", "\n", " banner_click url_path \n", "count 16949 272630 \n", "unique 32 11 \n", "top 1 /aladdin/5900798dbbd49922d89b0887/425.shtml \n", "freq 10220 73746 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "banner_df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通过上述方法可以看到测试期间共有44799名用户参与到A/B测试中,覆盖到了352个城市,参与测试的Banner位最大达到6个。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "date_unique = banner_df.date_desc.unique()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f936c6bc490>" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3b68VK1YoIyNDK1eu1KpVq5SYmKiFCxcqJCREcXFx2r17tyIjI5tcHwAAAHAp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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f93315c0b90>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot('date_desc', hue='user_type', kind='count', \n", " data=banner_df, palette='coolwarm', \n", " x_order=date_unique, aspect=2.6, hue_order=['A','B'])\n", "plot.fig.suptitle('A/B组数据量', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图中Y轴表示原始数据量,由图可知A/B组数据量大体相当,原始数据中A/B组已经均等划分。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 数据计算" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "banner_df.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "banner_df['banner_click'] = pd.to_numeric(banner_df.banner_click)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "banner_df['user_id'] = pd.to_numeric(banner_df.user_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "按照日期、A/B组、Banner位顺序合并统计点击次数和点击用户数。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "group2 = banner_df.groupby(['date_desc','user_type', 'banner_rn'])[['banner_click','user_id']]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "gp2_df = group2.agg({\"banner_click\":np.sum, \"user_id\": lambda x:x.nunique()})" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gp2_df.reset_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>date_desc</th>\n", " <th>user_type</th>\n", " <th>banner_rn</th>\n", " <th>banner_click</th>\n", " <th>user_id</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>1</td>\n", " <td>729</td>\n", " <td>320</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>2</td>\n", " <td>513</td>\n", " <td>287</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>3</td>\n", " <td>1257</td>\n", " <td>716</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>4</td>\n", " <td>1173</td>\n", " <td>575</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>5</td>\n", " <td>196</td>\n", " <td>115</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>6</td>\n", " <td>47</td>\n", " <td>27</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", " <td>04-28</td>\n", " <td>B</td>\n", " <td>1</td>\n", " <td>328</td>\n", " <td>170</td>\n", " </tr>\n", " <tr>\n", " <th>7</th>\n", " <td>04-28</td>\n", " <td>B</td>\n", " <td>2</td>\n", " <td>2238</td>\n", " <td>1147</td>\n", " </tr>\n", " <tr>\n", " <th>8</th>\n", " <td>04-28</td>\n", " <td>B</td>\n", " <td>3</td>\n", " <td>698</td>\n", " <td>344</td>\n", " </tr>\n", " <tr>\n", " <th>9</th>\n", " <td>04-28</td>\n", " <td>B</td>\n", " <td>4</td>\n", " <td>455</td>\n", " <td>203</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date_desc user_type banner_rn banner_click user_id\n", "0 04-28 A 1 729 320\n", "1 04-28 A 2 513 287\n", "2 04-28 A 3 1257 716\n", "3 04-28 A 4 1173 575\n", "4 04-28 A 5 196 115\n", "5 04-28 A 6 47 27\n", "6 04-28 B 1 328 170\n", "7 04-28 B 2 2238 1147\n", "8 04-28 B 3 698 344\n", "9 04-28 B 4 455 203" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp2_df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上表为按天统计A/B组用户不同banner位的总点击次数和点击用户数" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f93310dadd0>" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3ywBaNLeGCwAAfmt+zV/At27dqsMFq9SlY5i3SzHd9j2l0s13cMoLcI4IFwAAmKi4uFhL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\nyCNuq6FR4eKRRx4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"text/plain": [ "<matplotlib.figure.Figure at 0x7f932ef962d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', hue='user_type', data=gp2_df, \n", " palette='coolwarm', kind='bar', ci=False,\n", " x_order=date_unique, aspect=2.6)\n", "plot.fig.suptitle('A/B组点击次数', fontproperties=myfont)\n", "#plot.savefig(\"a_b_clicks.png\", dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图为按照天统计A/B组用户点击次数的总和,由图可知A/B组用户banner位的总点击次数并没有明显的差异。" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9330d20850>" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cqFm2P/nkEyUmJurLL79Uu3btLmmsRoULPz8/tW7d2v6+VatWdW7sBgAAAHD5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\nqlOnThcMFtKV8wMCAAAAWop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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9330ede8d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='user_id', hue='user_type', data=gp2_df, \n", " palette='coolwarm', kind='bar', ci=False,\n", " x_order=date_unique, aspect=2.6)\n", "plot.fig.suptitle('A/B组点击用户数', fontproperties=myfont)\n", "#plot.savefig(\"a_b_users.png\", dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图为按照天统计A/B组用户数量的总和,由图可知A/B组用户数量并没有明显的差异。" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YeqSjh1vXM/rLteSdb6DaGXp9RC5MzYtue0REJLaorKiIiHQQDBpsLo0ERGfz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\nhvr5z38e3/3udwEAx48fRygUgsPhwObNm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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9330fa0ed0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='user_type',hue='banner_rn', data=gp2_df, \n", " palette='coolwarm', size=6, x_order=date_unique)\n", "plot.fig.suptitle('A/B组不同Banner位点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " 上图中Y轴表示Banner位的点击次数,1-6号为不同Banner位的点击次数,左图表示A组用户不同Banner位的点击次数,右图表示B组用户不同Banner位的点击次数。单看A组用户中,1号Banner位的点击次数比其他Banner位的点击次数高,仅仅看B组用户中,点击次数最高的Banner位并不是第1号,偶尔是第2号Banner点击次数最高,有时是第3号Banner点击次数最高\n", "\n", "** 在A/B组中上述的曝光规则均相同,A组中的点击次数与Banner位之间的关系相关性更强,比B组有序 **\n", "\n", "** A组的1、2号Banner位的合并点击次数比B组1、2号Banner位高 **" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KWC0wvH94e9sB8Gn0m0insVnadzptU4Mb6YGULIqIiESZ4QPAfPi81OUNDkcV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\nO6FYl9e0IotBGjoi48MwIiEIV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"text/plain": [ "<matplotlib.figure.Figure at 0x7f933727f9d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='user_id', col='user_type', hue='banner_rn', data=gp2_df, \n", " palette='coolwarm', size=6, x_order=date_unique)\n", "plot.fig.suptitle('A/B组不同Banner位点击用户数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图中Y轴表示Banner位的点击用户数量,趋势和结论与点击次数相似。" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x7f9330e68990>" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HH9Tly5c1d+5cl47lVFjs2bOn3nnnHXXu3Fn+/j/sEhUV5dJBUbtU5UGi3EL7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\nQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f932e760f10>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='date_desc', y='banner_click', col='user_type', data=gp2_df, size=6,\n", " palette='coolwarm', x_order=date_unique, hue='banner_rn', kind='bar', aspect=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图中Y轴依然为相应Banner位的点击次数,左右图分别为A/B组用户中不同Banner位点击次数的柱状图展示,左侧说明A组中点击次数最高的依然为第1位Banner,反之右图不同Banner位间的点击次数无序。上图是为了尝试使用不同的数据可视化方法说明问题,看哪一种可视化方法更加直观。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**下面按照不同城市筛选出点击次数最高的5个城市,继续进行分析,看看不同城市间的Banner位点击次数是否不同**" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "citycode_top = banner_df.groupby('citycode')[['banner_click']].sum()\n", "citycode_top.reset_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "city_top5 = citycode_top.sort('banner_click', ascending=False)[['citycode']].head()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "banner_clean = pd.merge(banner_df, city_top5)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>date_desc</th>\n", " <th>citycode</th>\n", " <th>user_type</th>\n", " <th>banner_rn</th>\n", " <th>banner_id</th>\n", " <th>banner_click</th>\n", " <th>url_path</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>04-28</td>\n", " <td>377</td>\n", " <td>A</td>\n", " <td>3</td>\n", " <td>286271</td>\n", " <td>1</td>\n", " <td>/aladdin/58fea57abbd49922d89b0721/393.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>04-28</td>\n", " <td>377</td>\n", " <td>A</td>\n", " <td>4</td>\n", " <td>285199</td>\n", " <td>2</td>\n", " <td>/aladdin/58fea57abbd49922d89b0721/393.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>04-28</td>\n", " <td>377</td>\n", " <td>A</td>\n", " <td>2</td>\n", " <td>284127</td>\n", " <td>1</td>\n", " <td>/aladdin/58fea57abbd49922d89b0721/393.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>04-28</td>\n", " <td>377</td>\n", " <td>A</td>\n", " <td>3</td>\n", " <td>288703</td>\n", " <td>2</td>\n", " <td>/aladdin/58f822b7bbd49922d89b064c/383.shtml</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>04-28</td>\n", " <td>377</td>\n", " <td>A</td>\n", " <td>2</td>\n", " <td>288695</td>\n", " <td>3</td>\n", " <td>/aladdin/5900798dbbd49922d89b0887/425.shtml</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date_desc citycode user_type banner_rn banner_id banner_click \\\n", "0 04-28 377 A 3 286271 1 \n", "1 04-28 377 A 4 285199 2 \n", "2 04-28 377 A 2 284127 1 \n", "3 04-28 377 A 3 288703 2 \n", "4 04-28 377 A 2 288695 3 \n", "\n", " url_path \n", "0 /aladdin/58fea57abbd49922d89b0721/393.shtml \n", "1 /aladdin/58fea57abbd49922d89b0721/393.shtml \n", "2 /aladdin/58fea57abbd49922d89b0721/393.shtml \n", "3 /aladdin/58f822b7bbd49922d89b064c/383.shtml \n", "4 /aladdin/5900798dbbd49922d89b0887/425.shtml " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "banner_clean[['date_desc','citycode','user_type','banner_rn',\n", " 'banner_id','banner_click','url_path']].head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "group1 = banner_clean.groupby(['date_desc', 'user_type', 'citycode','banner_rn'])[['banner_click', 'user_id']]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gp1_df = group1.agg({'banner_click':np.sum, 'user_id':lambda x: x.nunique()})\n", "gp1_df.reset_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gp1_df['banner_rn'] = pd.to_numeric(gp1_df['banner_rn'])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>date_desc</th>\n", " <th>user_type</th>\n", " <th>citycode</th>\n", " <th>banner_rn</th>\n", " <th>banner_click</th>\n", " <th>user_id</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>22</td>\n", " <td>1</td>\n", " <td>113</td>\n", " <td>35</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>22</td>\n", " <td>2</td>\n", " <td>72</td>\n", " <td>39</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>22</td>\n", " <td>3</td>\n", " <td>118</td>\n", " <td>65</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>22</td>\n", " <td>4</td>\n", " <td>193</td>\n", " <td>72</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>22</td>\n", " <td>5</td>\n", " <td>42</td>\n", " <td>15</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date_desc user_type citycode banner_rn banner_click user_id\n", "0 04-28 A 22 1 113 35\n", "1 04-28 A 22 2 72 39\n", "2 04-28 A 22 3 118 65\n", "3 04-28 A 22 4 193 72\n", "4 04-28 A 22 5 42 15" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp1_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上表是citycode为22的A城市各个Banner位统计结果" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gp1_df['citycode'] = pd.to_numeric(gp1_df['citycode'])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9330297510>" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oiOeVb4qKimLSpEls2bKFCRMmnNPXICLNS4FRpIliY2PJyckB/GOTTs/k+OGHH+JyuZg4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oAAAg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\nthbLtunv6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KxiZfm+Tz6XI5vNzpriZds28USCeDwufVbFmrWWzi3ac/EuncC7fDII2ACV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\npSExGSRGF1gkR6xPjbUGTz4c5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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9330297d90>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='user_type',hue='banner_rn', \n", " data=gp1_df[gp1_df.citycode==22], size=6,\n", " palette='coolwarm', x_order=date_unique)\n", "plot.fig.suptitle('A城市A/B组点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可见A城市的点击次数趋势与总点击趋势相同,但A组中4月30日2号Banner位比1号Banner位点击次数高。" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f933031d990>" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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g3nvvRVZWFnbs2IHMzEzccMMN8Pv9OPfccxGNRrX7Q5988kn8/e9/x7hx41BYWNhsDNR7\n9MfjypHMZjPOPvtsrFu3jgkjUZIxYSTqJJvNBofDASB2RbRxJcfPP/8c4XAY06dPx/jx47Fp0ya4\n3W5MnDgRa9aswejRoxEMBvHQQw9p5WVtIQiCduAFgLlz5+J3v/vdUf3evvjiC5xzzjnYvHkzRowY\nAZvNhkGDBuGzzz7DmWeeibKyMqxZs0abIWnUltKhN954A/PmzUuI+9lnn8WqVauYMPZDhYWFWpJi\ns9kwbdo07Tmz2azdH9Uo/l7XE088UVvQIj5ZbMmx+i4ei81mS0g+jyyXa859992nfT1y5Ejtnqzb\nb79de/zee+9NeM2xkkUAuOuuuxLGJ554IoYOHYqtW7fi4osvPmpW8L//+78xadIk7T7N+JlXi8WS\nkBgDQE5OTkJs1Lv1x+MKcPRCVF999VWLSSUR9QwmjESdNHLkSIwYMQJz5szB4MGDMWHCBADA0KFD\ncfvtt+O5556DKIqYMmUKBgwYgBtuuAF33XUXLr30UkQiEcybN++oe59acvLJJ2PhwoUwGAy46aab\ncOGFF+KPf/wjHnvssYTttm/fjpdffhkejwcPPfQQAOChhx7C/fffj7/97W+QZfmodgFtoSgK3n77\nbSxbtizh8V/84he44IILEAwGuUgBtdmQIUOSHULS2Gw2nHTSScd8fsyYMT0YDaWS/nZcabR7926t\nrDscDmPcuHEJJbFElByC2tya4V1o165duP7663HFFVfgsssuQ1VVFW677Taoqoq8vDw8/PDDkCQJ\n77zzDpYvXw6dTodLLrlEuzeKiFr2/vvv4+OPP8YjjzyiPTZy5Ehs3769xXYFREREzeFxhYjidesM\nYyAQwP33359QSvP4449j/vz5mDFjBh599FGsWrUKP//5z/HUU09h1apV0Ov1uPjiizFjxoyjFgkg\n6i+eeOIJbNq06agD8wknnJBw9famm26C2+3GkiVLErZrbB7OAzsREQE8rhBRx3XrDKOiKJBlGc8+\n+yyysrJw2WWX4ZxzzsEHH3wASZLwzTffYNmyZbj00kvx5ptv4uGHHwYALF68GNOnT+dNzkRERERE\nREnU9gL3juxcFGEwGBIeCwQC2opdOTk5cDqdqKmpSVjsIDs7Gy6XqztDIyIiIiIiolYkddGbY01u\ntmXSc/PmzV0dDhER9SEdWbGXxxYiIjqW/roSfI8njFarFeFwGAaDAQ6HA/n5+bDb7Qkzig6HA+PH\nj291X/31h0ZERN2HxxYiIqIm3VqS2pxJkyahtLQUAFBaWoqpU6di7Nix+OGHH+D1euHz+bBlyxYe\nsImIiIiIiJKsW2cYt27digcffBCVlZXQ6/UoLS3FI488gjvuuAOvvvoqBg4ciNmzZ0On0+GWW27B\nlVdeCVEUceONN8Jms3VnaERERERERNSKbu/D2F02b97MWUgiIupSPLYQEREl6vGSVCIiIiIiIuod\nmDASERERERFRs5gwEhERERERUbOYMBIREREREVGzmDASERERERFRs5gwEhERERERUbOYMBIRERER\nEVGzmDASERERERFRs5gwEhERERERUbOYMBIREREREVGzmDASERERERFRs5gwEhERERERUbOYMBIR\nEREREVGzmDASERERERFRs5gwEhERERERUbOYMBIREREREVGzmDASERERERFRs5gwEhERERERUbOY\nMBIREREREVGzmDASERERERFRs5gwEhERERERUbOYMBIREREREVGzmDASERERERFRs5gwEhERERER\nUbOYMBIREREREVGzmDASERERERFRs5gwEhERERERUbOYMBIREREREVGzmDASERERERFRs5gwEhER\nERERUbOYMBIREREREVGzmDASERERERFRs5gwEhERERERUbOYMBIREREREVGz9MkOgIiIiI4tLKuo\n98e+zrQAkl5IbkBERNSvMGEkIiJKQWFZxXflKsqrgagSe0wnAsW5KsYOFpg4EhFRj2DCSERElGIi\nsoq125pmFhtFFWCvE3B7VZw1GpB0TBqJiKh78R5GIiKiFLOj8uhkMV6dH9hZqfZcQERE1G8xYSQi\nIkohiqqizNn6dnudgKoyaSQiou7FhJGIiCiFBMNASG59u1AECEa6Px4iIurfmDASERGlELEdR2aR\ntzASEVE3Y8JIRESUQox6IMPS+nYZFsDApeuIiKibMWEkIiJKIYIg4PiC1qcOhw8QIAicYiQiou7F\nhJGIiCjFDMkDhuUf+/mibKA4t+fiISKi/ovFLERERClGEASMHwLkZwA/OlRUNwBK3IKoej04u0hE\nRD2CCSMREVEKEgQBhdlAYXYsMdzjUPF1WSxrLK8Gxg1WIemZNBIRUfdiSSoREVEvUJwL6HWxr6MK\nsL86ufEQEVH/wISRiIioF9DrhIT7Fvc4VKiqeuwXEBERdQEmjERERL3EsPymEtSGAFDjTWIwRETU\nLzBh7GKyLCMYDCIcDvPKLxERdakMi4CctKbxHgePM0RE1L246E0XCYVCqHW74ff7tcckSUJmVhbS\n0tJaeCUREVHbDbMLqPHEEsWDNcBJxSqMEhe/ISKi7tHjCaPf78ftt9+O+vp6RCIRXH/99TjuuONw\n2223QVVV5OXl4eGHH4YkST0dWocFg0Ecqqw8akYxEonA5XRClmVkZWUlKToiIupLBuUA3+wHwnKs\n1cY+FzBiYLKjIiKivqrHS1LfeustlJSUYPny5Xj88cfxf//3f3j88cdx+eWXY8WKFRg8eDBWrVrV\n02F1mKqqcDmdLZaf1rrdCIfDPRgVERH1VTpRwJC8pjEXvyEiou7U4wljVlYWamtrAQD19fXIzs7G\nl19+ibPPPhsAMH36dKxfv76nw+qwYDCISCTS6nYNDQ09EA0REfUH8Yvf+EKAoz6JwRARUZ/W4wnj\n+eefj8rKSsyYMQPz58/Hb3/7WwQCAa0ENScnBy6Xq6fD6rBQKNSl2xEREbXGZhKQn9E05uI3RETU\nXXr8HsZ33nkHAwcOxN///nfs3LkTixYtSni+PWU1mzdv7urw2s1oMMBisbS6ndfrTYl4iYj6i4kT\nJ3bodb3ms1rJAFACAKisVbHxq++gF1qveCEioo7p6HGlt+vxhPHrr7/G1KlTAQAjRoyAy+WC2WxG\nOByGwWCAw+GA3W5v075S4YcWDoVw8ODBVrez5+VhxIgRPRARERF1RiocW9pCUVW897WKYAQABNjy\nx2B0EbtlERFR1+rxI0txcTG++eYbAEBFRQWsVismT56MDz74AABQWlqqJZS9gcFohMlsbnEbQRCQ\nlp7eQxEREVF/IAoCSuKur+51AorC0lQiIupaPZ4wzps3DxUVFZg/fz5uu+023HfffbjxxhuxevVq\nXH755WhoaMDs2bN7OqxOsdvt0OuPPVlrz89v8XkiIqKOKMkX0Lj8TTACHKpLajhERNQH9XgWY7FY\n8Nhjjx31+LJly3o6lC6j1+tROGgQ6uvr4fF4EJVl7TlBENp0jyMREVF7mQ0CBmapqIgtPo49DhWF\n2ULLLyIiImoH3uzQRXQ6HbKzs1FcXIzBxcXa46qqwu/3JzEyIiLqy0riWmw46gFvkGWpRETUdZgw\ndgO9Xg+L1aqNvR5PEqMhIqK+LD8DsBqbxmyxQUREXYkJYzex2Wza136/H4qiJDEaIiLqqwRBwLC4\nWcZ9LiDKxW+IiKiLMGHsJhaLBYIY++dVVRU+ny/JERERUV81JA8QD+eMYRk4WJPceIiIqO9gwthN\nRFGElWWpRETUA4ySgEE5TWOWpRIRUVdhwtiN4stSA4EA5LjVU4mIiLpSfFlqjReo8zFpJCKizmPC\n2I3MZjN0Op02ZlkqERF1lxwbkBHXxWmvkwkjERF1HhPGbiQIAqxxs4wsSyUiou4iCAJK7E2zjPtd\nQCTKpJGIiDqHCWM3iy9LDYVCiEQiSYyGiIj6suJcQHf4yC4rQHl1cuMhIqLejwljNzMajdBLkjbm\nLCMREXUXSS+gOLdpvMehQlU5y0hERB3HhLGbCYKQMMvo9Xp58CYiom4Tv/hNvR9we5MYDBER9XpM\nGHtAfMIYiUQQDoeTGA0REfVlmVYB2U2HHbbYICKiTmHC2AMMBgOMRqM2ZlkqERF1p/hZxgM1QFhm\n0khERB3DhLGHWFmWSkREPaQoB5AOd3VSVGCfK7nxEBFR78WEsYfEl6VGo1EEg8EkRkNERH2ZThQw\nJK9pzMVviIioo5gw9hC9Xg+z2ayNWZZKRETdKb4s1RsEnA1JDIaIiHotJow9KL4s1efz8WovERF1\nmzSzAHt605iL3xARUUcwYexBNqsVghC74qsoCvx+f5IjIiKivix+lrHSDQTCTBqJiKh9mDD2IFGn\ng9li0cYsSyUiou40MAswSbGvVQBlzqSGQ0REvRATxh6WFleW6vf7oShKEqMhIuoYX1BFTYPCdg0p\nThQFDLU3jfc6VSi8HYKIiNpBn+wA+huzxQJRFKEoClRVhc/rRVp6eusvJCJKATvLZXy0OYLdB6MA\nYq0bxg/XY+YpBuRk8BpkKiqxC9heEUsSA2GgqhYYmJ3koIiIqNfg0b2HiaIIq9Wqjb1ebxKjISJq\nuw1bI/jr20EtWQSASBTYtF3GX17z41BNtIVXU7JYjAIGZDWNufgNERG1BxPGJIjvyRgIBCDLchKj\nISJqXU29gtfXho75vC8IrPhXiKs/p6hh9qbFb6rqAW+QPyciImobJoxJYDKbodPptLGPs4xElOLW\nb42gtVuuK6oVlB3ifdmpqCATsBibxnudTBiJiKhtmDAmgSAICbOMLEslolS3v6ptieC+KpalpiJB\nEBJmGfc5gajCpJGIiFrHhDFJ4hPGUCiESDicxGiIiLqG0PomlCRD7MDhVsAIyUCFO7nxEBFR78CE\nMUkMRiMkSdLGnGUkolSlqipEsW2zUUMG6FrfiJLCJAkYFLc6Khe/ISKitmDCmCTNlaVysQgiSjXe\ngIq/vRvErgOtl6QW2UUMKeBhJZUNy2+aA672APV+HneIiKhlPLInUXzCGIlEEGZZKhGlkF0HZDz8\nsh/b9rd+X6LNLODy80wQBBalprLcNCDd3DTey1lGIiJqBRPGJJIMBhiNTcvWeT2eJEZDRBQTjap4\n9/MQ/ro6iIa4GajhRTpc8VMjRg5uKjs16IFJo/W4ZZ4Z+dk8pKQ6QRBQEjfLuK8akKNMGomI6Nj0\nyQ6gv7PZbAiFYr3NvF4vsnNyeIWeiJKmul7B8tIgyh1NJaiiCFxwugHTJ0gQBQEnHSchGFYRDKuw\nmQXodfzM6k2G5ALflwNRBZCjQHkNUGJPdlRERJSqmDAmmdVmQ01NDQAgGo0iGAjAbLEkOSoi6o82\n74rgtU9CCEWaHstJF7BgpgnFBYmL2ZgMAkwGJoq9kaQXMDhHRZkrNt7rUFFi58+SiIiax4QxyfR6\nPcxmMwKBAIDYLCMTRiLqSaGwilX/DmHTdjnh8YnD9bhkupGJYR80LF9AmStWilrrA9xeFdk2/pyJ\niOhoTBhTgM1ma0oYfT7kKApEkfcCEVH3O+CMYnlpEK66pvvYDBJw8ZlGnDJSzxL5PirLJiDLqqLW\nFxvvcTBhJCKi5jErSQFWm007KVMVBQG/P8kREVFfp6gq1m4J47HXAwnJ4qA8EbfOs+DUEyQmi31c\nfIuNAzVAWObiN0REdDQmjClAFEVY4spQPV5vEqMhor7O41fwt3eDWL0ujGhce8Xp4yX87yVm2LN4\naOgPinIA6fCtqVEF2O9KbjxERJSaWJKaImw2G3y+WG1QwO9HNBqFTqdr5VVERO2zs1zGig9D8MS1\ny7CZBVx2nhEnFPOQ0J/odQKK81T8WBUb73GoOK4AnFkmIqIEPDtIERarFaIoQlEUqKoKv8+HtPT0\nZIdFRH2EHFWx5oswPvk6kvD4iCIdLjvPiHQrZxX7o2H5An6sil088AQBVwNgz0hyUERElFKYMKYI\nQRBgtVrh8XgAxFZLZcJIRF2hul7B8g+CKHcm9la8cJIBZ42P9Vak/indLCAvTYUrdujBXqcKewZ/\nH4iIqAkTxhRiS0vTEsZAIABZlqHX80dERB331c4IXv80sbdibkast+LgfJa9U2yW0eWJzTIedAPB\nsMpWKkRtBKQzAAAgAElEQVREpGE2kkJMJhN0Oh2i0SiA2CxjZmZmkqMiot4oGFax6rMQvtyR2Fvx\n5BF6XHwWeytSk8JswCgBoQigqkCZCzihMNlRERFRquBNKylEEATYbDZt7ONqqUTUAQecUTzyij8h\nWTRKwGXnGXH5DBOTRUogigKG5jWN9zpUqCpbbBARUQxnGFOMLS0N9fX1AIBQKIRwOAyDwZDkqIio\nN1BUFZ9tieCfGxLbZRTZRSyYaUJeJq8RUvNK7AJ2VMaSRH8YqKoDBmQlOSgiIkoJTBhTjMFggCRJ\niERiNxx5vV5kZ2cnOSoiSnUev4KXPgxhR3k04fHp4yVcMMkAvY6zinRsVpOAgkwVVXWx8R6HigFZ\n/J0hIiImjCmnsSy1trYWQCxhzMrKYl8sIjqmHeUyXjqit2KaRcCl57K3IrXdsHwBVXWx36FDdYAv\npMJq5LGHiKi/45lECrKlpWkJoxyJIBQKwWQyJTkqIko1clTFexvC+HRLYm/FkYNjvRXTLCxBpbYb\nkAlYDLGSVAAoc6oYU8SEkYiov2PCmIIkSYLRaEQoFAIQm2VkwkhE8Vx1CpaXBnEgrrei7nBvxTPZ\nW5E6QBAElOQDPxyIzTLudQKjClWIIn+XiIj6MyaMKcpms2kJo8/rRU5ODstSiQgA8NWOCF5fy96K\n1PWG5gFbD8baa4QiQEUtUJST7KiIiCiZmDCmKKvNhpqaGgBANBpFIBCAxWJJclRElEzBsIo31obw\n1c7E3oqnjNTjF2eytyJ1nskgoDBLxUF3bLzHoaIoh79XRET9GRPGFKXX62E2mxEIBADEylKZMBL1\nX+WOKJaXBlFd37SwjVECLpluxMkjpCRGRn3NsHwBB92x3zNXA9AQUJFuZtJIRNRfMWFMYba0NC1h\n9Hm9UHJzIYpcxIKoP1FUFWsP91ZU4norDraLWPATE3Iz+JlAXSsvHUgzAZ5gbLzXoeKkIUwYiYj6\nq6QljO+88w6ee+456PV63HTTTRgxYgRuu+02qKqKvLw8PPzww5Ck/n3V3Gq1oloQoKoqVFWF3++H\nzWZLdlhE1EMafApe+iiEnUf0Vjx7goTzT2dvReoejYvffLs/Nsu4zwWMKVL5+0ZE1E8l5dJ0XV0d\nnnzySbzyyit45pln8PHHH+Pxxx/H/PnzsWLFCgwePBirVq1KRmhdQlWiUFW19Q1bIYpiQhmq1+vt\n9D6JqHfYvl/GwysDCclimkXAtT834WdTjDx5p241JA9oXBw1EgUO1iQ3HiIiSp6kJIzr16/HlClT\nYDabkZubi/vuuw+bNm3C9OnTAQDTp0/H+vXrkxFah6nhICK7v0Jw7UqEPnwBoY/+gfC3n0JpqO7U\nfm1padrXfp8P0Wi0ha2JqLeToyreXhfCM+8E4Q00XXgaOViH3/7SjBGDeScBdT+DXsDg3KbxHkfn\nL4ISEVHvlJQzj4qKCgQCAVx77bXweDy4/vrrEQwGtRLUnJwcuFyuZITWIWrAi/CXa6AGPE0PKlEo\nVXsRduyDNG46dPlDOrRvi8UCURShHL55yefzIT09vQuiJqJUc6zeihdNNmDaSeytSD1rWL6Afa5Y\nouj2AbU+FVlW/g4SEfU3SUkYVVXVylIrKiqwYMGChBLOtpZzbt68ubtCbJch9T/CGvFCBXDUoVRV\nEPrmE+zOOgGyztCh/VvMZhiNRgDAocpK7N69u1PxElFqUVVgrysdm/bmQ1aaCj/STGFMHV6JNCWE\nLV8nMcBeauLEiR16XaocW5JNVQEDRiCM2K0RG39wIU9/IMlRERElT0ePK71dUhLG3NxcjB8/HqIo\noqioCFarFXq9HuFwGAaDAQ6HA3a7vdX9pMIPTfG4EV7/DYBmksXDRKgYlW2EdNyEDr1HIBDAocpK\nAIAkSRg3bhz0epalEfUFwbCK19eGsPnHxN6Kp56gxy+mWWE0ZCcpsv4rFY4tqSLboWJzWewirl/I\nxdhxeZD0nGUkOpKqqvB5vahvaEAoGFti2Gg0Ij0jAzabDQIrRKgXS8o9jFOmTMHGjRuhqipqa2vh\n9/sxadIkfPDBBwCA0tJSTJ06NRmhtZviPtSl2zXHZDJBp9NpYy5+Q9Q37K+K4k8r/di8sylZNErA\n/BlGXHquCUYDTzAouQbnAvrDh5+oAuzv3G35RH2SqqqodrngdDq1ZBEAQqEQXE4nXE5nlyyGSJQs\nSZmmys/Px8yZMzF37lwIgoB77rkHY8aMwW9/+1u89tprGDhwIGbPnp2M0NpPVVrfBojV9nSQIAiw\n2Wyor68HAHg9HmRmZnZ4f0SUXIqq4tOvI3jviyN6K+aLWDCTvRUpdeh1AopzVexxxMZ7HCqG5YOz\nJURxPB4PPB7PMZ/3er0wmkzIyMjowaiIuk7S6hrnzp2LuXPnJjy2bNmyJEXTcWJ6busbARDTczr1\nPra0NC1hDIfDWvkuEfUu9T4FL38Yws4DTSseCwDOnijh/NMM0LFdBqWYYfmCtkpqQwCo9gB5XHuN\nCEBsdrHx/KwlDfX1SE9P58UW6pV4I1wnCVkFEKyZUH11LW6nKxrZqfcxGAyQJAmRSARA7GpVdjbv\nbSLqTbbtk/HyR6GEdhnpFgGXnWdkuwxKWRkWAblpKqoPT6DsdajIS+dJLxEAKIqCSDjc6naRSATR\naJRrUFCvxLqnThIEAdKJ0wCddMxtdCUnQbRldfp94nsyej0e1sMT9RJyVMVb/wnh2XcTeyuOKtbh\nt5damCxSyhuW35QgHnQDoQiPP0RA21f2b++2RKmECWMXEDPyYDjtQoh5g9HsWqldVH5gs9m0r2VZ\nRigU6pL9ElH3cdYqeOz1AD77JqI9phOB2VMN+O+LTLCZOVNDqa8wGzAcvq6hqEBZ72mVTNStdDpd\nwsKELW3H2UXqrfib20XEtGwYJpwHNRSAGvRCrtgF5cAOAEB0/1boh4yBoO/cPYeSJMFoNGqJotfr\nhclk6nTsRNT1VFXFph0yVn0WQrgpV0RepoBf/cSEQXmtn2AQpQqdKGBonoqdhxf83utQMWIAF78h\nEgQB6RkZqHW7W9zOYrXy74V6Lc4wdjHBaIaYkRfruSgePiGUw4ge3Nkl+48vS/V5vSxvIEpBwbCK\nF/8VwsqPEpPF00bpces8C5NF6pVK4spSfSHA0fo6H0T9QltmDgN+P6LRaKvbEaUiJozdRDCYoRvU\ntNCNvO8HqErnPyhsVqv2dTQaRSAQ6PQ+iajr7DvcW/HrXU29FU0GYMFMI355DnsrUu9lMwnIj+sK\n0LhyKlF/JssyaqqP0aA0bkZRlmU4qqp4oZ96JZakdiP9kDGIHtge69UY8iNasRv6Tq6WqtPrYTab\ntUTR6/HAYrF0RbhE1AmKquKTzRGs2ZjYW7G4QMSCGSbksLci9QHD8gU46mMnvJW1gD+kwmLkRRDq\nn1RVhcvphHL4Q18QBAwYOFArPZUkCfV1daitrQUABINBuJxO5NntLE+lXoVnMN1IMNugG3icNo6W\nfQc1/kyygxLKUn0+7YOKiJKj3qfg6dVB/HNDU7IoADjvZAk3zTEzWaQ+Y0AWYI67Hb/MydkS6r/q\n6+sTKr2yc3JgMplgNBphNBohiiIys7JgjVu00Ov1oq6u5VZsRKmGZzHdTDd0rPa1GvBAqSrr9D6t\ncTdOq6oKv9/f6X0SUcds2yfj4Zf92HWwqeQ83Srg2lkmXDDJCJ2OV5Gp7xAFASX2pt/pvU5AUZg0\nUv8TCoXgrqnRxmaLBenp6UdtJwgC8vLyYDQatcdq3W54vd4eiZOoKzBh7GaiNQNiwVBtLJd92+n6\ndVEUYYm7l9Hr8XRqf0TUfvG9FX3BpsdHD9Hht7+0YHgRK/6pbxpqb2ogFYwAlZwsoX5GURQ4nU5t\nLIoi8vLyjllmKooi8gsKEhbHcTmdCAWDzW5PlGqYMPYAffwso7cWiutAp/cZ35PRz5W3iHqUo1bB\no68d3VtxzjQDrrqQvRWpbzMbBAzMbhpz8Rvqb9xuNyLhsDbOs9tbXSlVr9ejoKAgoUKsqqoKsiy3\n+DqiVMCEsQeI6bkQcwdpY3nvN52eZbRYLBDFph+fz+fr1P6IqHWqqmLjtgj+/IofFdVN9w7bswTc\nPNeMaeMMXMiA+oVhcWWpznrAE2DSSP2D3+9HQ31TT5m09HRY46q+WmIwGpGfn6+No9Eoqg4d4loU\nlPKYMPYQfck47Wu13gXFfahT+xMEIfEmapalEnWrQEjF8tIQVn4cQjjugvDpo/S4hb0VqZ+xZwA2\nU9N4Lxe/oX4gGo3CFVeKKkkScnJy2rUPi9Wa8JpwOAynw8F2G5TSmDD2EDGrAEJm3FWlsm87vc/4\nstRgMMiyBqJusq8qij+94seW3Ym9FX/1EyP+6xwTjBJnFal/EY5Y/GafC4hy8Rvqw1RVhcvlSrgF\nyJ6fn1Dt1VbpGRkJC+T4/X643e4uiZOoOzBh7EHxs4xKTSWUelen9mcymaCLq5nniltEXUtRVHz4\nVRhL3gjA3dB0MlxcIOK2X1ow/ngpidERJdeQPEA8nDOGZeBgTcvbE/VmHo8H/rjbf7KysxNWPm0P\nQRCQk5sLs9msPVZfVwdPQ0On4yTqDkwYe5CYOwhCWtNKAfLezs0yCoKQMMvIslSirlPvVfDXt4N4\nb0MYjRMnCb0V0/nxSf2bURJQFFeNx8VvqK+KhMOoqa7WxiaTCZmZmZ3apyAIsOfnQ5KaLjy6XK6E\nvo5EqYJnPD1IEAToS07SxopzPxRvbaf2GZ8whsNhhONW7SKijtlaJuPhlX7sjuutmGEVcN1s9lYk\nileS3/S3UOMF6nxMGqlvUVUVTqdTu8dQFEXk2e1dssCZTqdDwYABCWWtjqoqRCKRFl5F1PPYKKyH\nifnFECwZUP2xFbbksu9gOPHMDu/PYDBAkiTtw8Xr9SI7O7uVVxH1b6GIig1bI9i4TUZNgwKTQcCJ\nJTpMHiNh4zYZ//428WA9eqgOvzyH7TKIjpRjAzIsQL0/Nt7jUDGxhH8n1HfU1tYiFApp49zc3IRZ\nwc6SJAn5BQU4VFkJINbjserQIQwsLIROx8XUKDVwhrGHCYIIXVxfRuXQHiiBjpeSCoIAW1qaNvZ6\nPFxpi6gFvoCKx98IYPV/wjhUoyAcARp8Kj7/XsafVgYSkkW9DvjFNAOuuoDJIlFzBEFIaLFRXg1E\nojwGUd8QDARQV9tUCWa12RLOubqK2WxGXl6eNo5EIlw5lVIKE8Yk0A0cBpgO9+xRVUTLvu/U/uLL\nUmVZTrgSRkSJVn4cRGV16z2v8rMELJxrxlT2ViRq0eA8QH/4bEJWYkkjUW+nKAqccS009Ho9cnNz\nu+390tLTE+6LDAQCqK6uZtJIKYEJYxIIog76IWO0cbRiF9SQv8P7kyQJRlNTQywufkPUPFedgh/K\noq1uNyhPxMJ5FgzMZTkQUWsknYDBcefRexwqT3Kp16t2uRLaleXZ7d1eIpqVnQ2L1aqNPQ0NaKiv\n79b3JGoLJoxJoiscAUiHkzwlCnn/1k7tL2G1VK+XB2uiZuw62HqyCAAGPdhbkagdhsUtflPvB9zs\n8kS9mNfrTWhVlpmZmdACo7sIggC73Q6DwaA9VlNTA19cOw/qPd566y08/fTTyQ6jSzBhTBJBL0Ff\nPFobR8u3Q410vJQ0PmFUFIXLMhM1Q27jvVVy6xWrRBQn0yogp+kwxBYb1GvJsoxqV1OfbIPBgKwe\nXExQFEUUDBiQMJvpdDh4uxElFVdJTSLd4BMgl30HRCNANIJo+Xboh53U+gub25dOB7PFgoA/Vtrq\n9XhgsVi6MlyiXm9gTtuukbV1OyJqUpIvoMYbSxQP1ADjilXO1FOv0thCQ1FiVw0beyX29H3ser0e\nBQMGoLKiAqoaK/F2VFVhYGEh9HqeuvcmW7Zswe9//3v8+OOPuO6661BaWgq/34/q6mr8z//8D049\n9VTMnDkTF110Eaqrq2EwGHDnnXdi/vz5mDp1KrxeL7Zu3YpnnnkGNTU1+MMf/oDs7GyEQiHcfffd\n2LZtG55++mlkZGTg97//PdLT04+KYdasWZgwYQImT56Mf/zjH0ftty2/UzwrSiJBMkI3+ARtLO/f\nClXueO+d+FlGn8+nfeARUYzNIkBsw3F/8piuWzKdqL8oyomVcwOAogL7XC1vT5Rq6uvrEYyr0MrJ\nyUkoD+1JRqMRdrtdG8uyDEdVFc/tehmr1YrFixfjgQcewNNPP40JEybg4YcfxsKFC/Hqq68CiJUd\nX3vttbj33nuxdu1a7bWnnXYaFi5ciPT0dOzcuRPPPvss5s6di/vuuw+TJk3CK6+8AiC2qu6jjz7a\nbLIIAB6PB1dddRXOPffchP2mpaVh165dbfo+eJkiyfTFYxDdvxVQokAkiGjFTuiLx7T+wmZYrVZU\nC4J2Ncrv9yckkUT9WYUrir++HYTSSqXcmSdJGJzPxW6I2ksnChiSp2LXodh4r1PF8AHgKsPUK4RC\nIbhrarSxxWJB2jFOwHuK1WZDdiQCt9sNIBajy+WC3W7n31UvMXToUADAgAED4HK5sHv3btx3330I\nBAJamXFOTo5Wghz/cy0oKAAAmEwmhEIhlJeXY9WqVXj//fcRDAYxbNgwAEBxcXGLMeh0OgwcOPCo\n/ZrNZgSDwTZ9H0wYk0wwmqErHI7oge0AAHnfD9AVnQBBbP8JqyiKsFit8B2+Udvr8TBhJAKwryqK\nZ94JIBB3C0hOuoCahqbsMcMq4OyJEqaN5ewiUUeV2AXsOhT7u/IGAWcDkJ+R5KCIWqEoCpwOhzbW\n6XTIy8tLiaQsIzMT4UhEWwHf5/WiTpJ69L5K6rgDBw4AAA4ePIiysjJ4vV4sXrwYGzZswIsvvggA\nbV6osri4GD/5yU9w8sknw+12QxRF7Nq1q0d+T9uUMD711FO47rrrtHFtbS0WLVrUZ1b+STbd0BMR\nPbgDUFUg6EO0cg/0g4Z3aF82m01LGP1+P6LRaLcvA02UyvZURPHsuwGEDld7CwDmnWPE6aMkuOoU\nVNcrMBsFFNlF6NpSr0pEx5RmFmDPUOE83Algj0NFfgb/rii1uWtqEIk03RKUl5cHXYrcKygIAvLy\n8iBHItpsUG1tLSRJgi0tLcnRUWsaGhrwwAMPYPfu3XjxxRfxyCOPYPHixTj++ONRXl6OzZs3N5vw\nNffYVVddhQceeACrVq1CbW0t7rjjjjbFEL+vjiaXgtqGtHbRokWwWq246667sGHDBtx999349a9/\njcsuu6xDb9oVNm/ejIkTJybt/bta+PvPoFT+CAAQLOkwnPELCEL7bzFVVRX79+3Tatxz8/KOWdNM\n1NftKJfx3HtBRA630hIF4PIZRkwYzllEal5fO7Ykw8EaFRt2x04tBAAXTBBgNjBppNTk9/lQVVWl\njdPT05Gbl5fEiJoXjUZRcfCg1htSEAQMGDgQprg+3ETdpU2XT/74xz/iiSeewMUXX4xIJIKnnnoK\nw4d3bAaMmqcfOg7hwwmj6m+A4tgHXUFJu/cjCAKsNhs8DQ0AYmWpTBipP/p+r4wX3g8ienh9AJ0I\nXPFTE04sSY2rxkR91cAswCQBwQigAihzAqMGJTsqoqNFZRmuuBYakiQhOycniREdm06n01ZOVRQl\nYeVUSeJFUAL+8pe/oOHw+b+qqhAEAZMmTcLMmTM7ve8Wz5w2bNigfX3yySejvLwckUgENTU12LBh\nAyZNmtTpAChGtGVCtBdDce4HAMh7v4WYP7RDU8dpcQljMBiELMtchpn6lc27InjpXyFtgRtJD1x5\nvgknFPPvgKi7iaKAoXYV2yti471OFSMLATEF7gcjaqSqKlwuF6LRqPaYPT8fopi6DQQMBgPs+fmo\nOhRbWSoajaKqqgqFhYUpHTf1jIULF3bbvls8e3rqqaeO+Xhj1kpdR18yDuHDCaPqcUOpPghdXlG7\n92M0maDX67WyBa/Hg8ysrC6NlShVfbEtglc/DqGx1t4oAVdfZMawQt7LS9RTSuwCtlfE/goDYeBQ\nLVDINToohXgaGuA/3LsaALKzs2E0GpMYUdtYLBbk5uaiuroaABAJh+FwOFBQUJASi/RQ39Riwti4\neg8Q6+GRdvjmWpfLhbwUrO/u7cSMPIg5A6HUVAKIzTJ2JGEUBAE2mw11dXUAAK/Xy4SR+oX/fBvG\nqn+HtbHZCPzPz8woLmCySNSTLEYBA7NUVNbGxnscKgqzeTJLqSEcDqMmroWGyWRCRmZmEiNqn/SM\nDIQjETTUx1aXCvj9qKmpQW5ubpIjo76qTfPXL730Em6//XZtvHDhQqxYsaLbgurPdEPHaV+rdQ4o\ntVUtbH1s8e00wuEwwuFwC1sT9X4fbU5MFm1mATfMZrJIlCzD8psSREc94A22bel4ou6kqipcTqfW\nykAURdjz83vd7FxOTg7MFos2bqiv1xJIoq7WpoTxnXfewZIlS7TxsmXL8O6773ZbUP2ZmD0AQkbT\n7K2899sO7cdgNMJgMGjjxv49RH2NqqpY80UI/1zflCxmWAXcMMeMwjwmi0TJkp8BWOMq/PY6mDBS\n8tW63VrDdCC2mnxvXOdBEATk5+dDijvXq66uTiizpd5FUVTUNChwNyhQlNT6vGzTX0g0Gk34Y+KN\ntd1HEAToS05CZMuHAACl+iCUhmqI6e0vM7DZbHC73QBiZalZ2dm97goaUUtUVcXb68JY+01T/6zs\ndAHXzTIjN4OfU0TJJAgCSuzA9wdiJz5lLmB0kcp+p5Q0gUBAu10HiJ0nxVdk9TaiKKKgoACVFRXa\n4j1OhwMDCwsTJg1SnRxVsXmnjC+2RVDToMIoASeW6DF1rISstL5/LJejKj79OoJ130dQ74t9XmZY\nBZxxooTpEyTodZ37zNy1axeuv/56XHHFFR1uidimhPHss8/Gf/3Xf2HixIlQFAVffPEFZsyY0aE3\npNaJeUUQbFlQvbGbP+Sy72AYd3a792ONSxhlWUYoFGK/HuozFFXFG2tDWP+DrD2WlxlLFvvDAYao\nNxhqB344CKgqEJaBCjcwmLdZURIo0ShcTqc21uv1Kdlvsb0kSUJ+QQEOVVZCVVUoioKqQ4dQOGgQ\ndLrUr7IJhlU8804AZYeUhMc/+TqCz7+P4KoLTTh+UO+bAW4rOarib+8GsfNANOHxep+K974I48eK\nKP77IlOHk8ZAIID777+/0wuVtums6rrrrsOtt96KnJwc2O12LF68GNdee22n3piOTRAE6OPuZVSq\nyqD42l+XLklSQoLIslTqK6KKipc/TEwWB+SIuHEOk0WiVGKUBAyKWx11D8tSKUmqq6u11eMBwG63\n95mKOZPJlLAYpSzLcFRVafdpprLXPg0dlSw2CkWA594LwuNv/vm+YO03kaOSxXg7D0TxWVwVVXsZ\njUb8/e9/h91u7/A+gFYSxm3btgGI9WOMRCI44YQTMHLkSAQCgYQejdT1xIKhEMxp2jha9l2H9hNf\nauH1envFhwdRS+SoiuUfBPHVzqYDf5FdxA2zzUi39o2DP1FfEr/4TbUHqPfzOEQ9y+vxwOv1auPM\nzEyYzOYkRtT1bGlpCSviB4NBuFyulD7vq/Uo2LJbbnGbYBj4YmvL2/RWiqri8+9bTwbXfR+B0sGf\noyiKXVKe3OIc7+rVqzFq1Khm+zGyD2P3EkQRuqFjIW/7HAAQrdwN/bDxEMztq7W32mxarx5FURDw\n+2GxWrs8XqKeEJZVvLAmiG37m67GDR0g4uqLzDAbeV8UUSrKTQPSzUBDIDbe41AxYSj/XqlnRCIR\n7TwIiM24ZGX3zaagWVlZiEQi8B1Ojr0eDwySlLKt1XaWR9GWPGj7fhnnndJ77slsqwafilpP6/8A\ntR4VHr+KDGvyPjdbTBjvvPNOAIn9GKnn6AqPh7xnCxDyA6oKed8PkE44vX370OlgsVi0VbO8Xi8T\nRuqVQmEVf38viN0Hm5LF4YN0+M2FJhglnnwSpSpBEDAsH9iyL3ZitL8aGDtY7fRCDkStaWyhoSix\nkkZBEJBnt/fZBQAFQUBeXh7kSERbCdbtdkOSJFhTcHGfiNy2WbNw35xgRHt+DZP9G9tiwnjppZe2\n+Ef10ksvdXlA1EQQddAPGQN55yYAQPTgDuiHjYNgaF8Zhc1m0xJGn88HRVH6TN0+9Q/+kIq/vZt4\nU/yoITr8+qcmSPpkf4wSUWuKc4HvyoGoAshRoLwaKMlPdlTUHDXkh3xgBxTHPqhyGII5DfrC4RAH\nlEAQU38RlXj1dXUIBoPaOCc3t1etHtoRoigiv6AAFRUViB6+Z9PpdGKgJMFoNLby6p6Vn922c9GC\nNm7X26RbBOSkC6hpaDlxzs0QkGZJ7rlOiwnj//7v//ZUHHQMukEjIe/5BpDDgBKFvH8rpONPbtc+\nLFYrBEGAqqpQVRV+nw+2tLTWX0iUArwBFU+/HcBBV1OyeNJxelw+w8gZCqJeQtILGJyrouzwIpV7\nHCqG2tFnZ3p6K6XOifDm0tg5x2Fq0IdIbRWEgztgmDATgtQ7Eq5QKKStFA8AFosFaf3k3Eev12vt\nNhrP/RpXTk2lnpPHDdIhOw1wt7Im46TRUs8E1MMEQcDUsRJWrwu3uN3UsVKHPyu3bt2KBx98EJWV\nldDr9SgtLcXSpUuRnp7erv20mLKfeuqpOPXUUzFkyBDs2LFDG3/++ecoLi7uUODUPoJegq54tDaO\nlm+HKrf8i3UkURRhjStDjb/xmyiVNfgULH0zMVk8ZaQe82cyWSTqbeIXv6nzA7W+JAZDR1EjIYS/\n/ldCspjwfJ0Tka3/6eGoOkZRFDgdDm2s0+n6dClqc4xGI+z5TdP40WgUVYcOaeW5qcJiann28PRR\nepQM7JszjAAwdZyEMUOPPXN/YokOZ4zteMI8evRovPjii/j4449RWlqK5cuXtztZBNrYVmPRokXI\nzW1qnHT88cdj0aJF7X4z6hj94FGA7vAVITmMaPn2du8jfrVUv9+vNXglSlW1HgVLVgVQ5W46uE05\nUTahfBgAACAASURBVI9fnmtk42+iXijLKiA77hZ6tthILdGK3UAk1OI2imMfFH/qt+hy19QgEmla\nfTLPbu8VPQm7mtVqRXZOjjYOh8NwOp0ps3LqR19FEi4Ix7MYgZ+cZsDc6cY+nejrRAG/Pt+EOdMM\nyMts+j7tmQLmTDPgip+aUuKcp03z0uFwGOeff742vvDCC/Hqq692W1CUSDCYoCsaiei+HwAA8v4f\noCseDUHX9rICs8UCURS1K0s+rxfpGRndEi9RZ7nqFDy1OpCwetj08RJ+NsXQpw8cRH1dSb4A997Y\n33V5NTCuWIWB9yGnBKX6QJu3EweP6uZoOs7n86GhoUEbp2dkwGKxJDGi5MrIyEAkEoHn8L+J3+dD\nrdudkEgmw48VUby/sWk2e9QQHX56moSaBsAoAcMKdf3ms0EnCpg2zoCpYyX4D99yazGlVsl+m+d4\n//3vfyMYDMLv96O0tDSlvon+QF88BhAO/7jCQUQrdrXr9YIgHNWTkSgVVbkVPPFmYrI481Qmi0R9\nQVEOIB2e6FFUYJ8rufFQEyUcbH0jAEjhCiVZluFyOrWxJEnI7qMtNNpKEATk5uYm9J2sq6uDx5O8\nmWJvQMWLpUGtpUamTcBl55pQZNfjpOP0OKFY32+SxXiCIMBqjv2Xauc7bUoY77//fixbtgyTJk3C\n1KlT8frrr+MPf/hDd8dGcQSTFbrC47WxXPY91HbWoccnjMFgMKFcgygVHHRF8cQqPxp8Tcniz6YY\n8NPT+nZJCv1/9t47SrKrvvf97HMqV3VX5+o0sSdLo9FIMApIKKBBEsmSLsZkB565BmQbLwOP5bBY\n13/YC7H8WPj5CgEWT8aAScJCcGUJjSQUUGQ0UZOne0LnWN2Vq845+/1xqitMp+pc070/a/XqOnl3\n1zln7+/+JcVqwaEL1tfnl9v7ZNm4x61WrNgY6SMvQGR45p0B4S9P7yQpJQMDA0Uxeg2hkMoKjy1E\nQqEQTmc+Fm6gv59EIrHkbbGk5Pu/TjKa7ec1AX94lwe/V/Xx5UxJPo3r1q3jkUcemXTbd77zHf70\nT/90IdukmAJ9w1WYnacACckoVs/ZIhE5E26PB4fDgZFNsxyLRsu2mKti9XGu1+RbjydIFITQfPAW\n97yCvRUKRfmxMSQ43WsPFiNJGBiDhvLUICsaKzaK0X4Qq/ssUKJo9/jR6loXtV1zZWxsjES2hBhA\nTW1t2ZWRWE50XacxW25jXFT39fbS0tpaJCQXm2f3ZzhxIW+lfs8NLjY0rb740suNeU+7vPji5ZEx\nayWg+SrRGjfklo2Ow7OamVVuqYpy5UyXyTcfy4tFIeAjdyixqFCsRCq9gvqCJH0q+c3SYsVGSR95\nnvRLj2J1n6FILE6XG0EInNtvRJShxS6dTjM8NJRb9nq9BFWehgk4XS5CjY25Zcuy6O3pWbJEiO3d\nJk+8mo9b3L5O5/ZrVD8/jpSSWFISS5Wf58W8i7GU2x+00nFs3EW6tx0AGQtj9Z9HD60v+fhARQXh\ncBiwX7DpVAqXmoFTLCPHzxt89/8kyWT7K02Dj+91c80W1YkoFCuVtpBgIFusumsEkmmJx6Vc0hYT\nKxq2LYo97UywKHr8ODZejda8CevcEYxzR4vKawh/FY5t16GXoXVRSkl/X19uPKpp2qoroTEbvF4v\n9fX1DAzYAcSZTIb+vj4am5oW9X8WTUj+/ckkVvbWC/oFH9vrQVPfE6YlOdVjT54lso+d1wVtIdja\nBNo8s6Q+8MADvPnmm5imyac//Wn27t0763PMWzDO9eZKpVK8733v43Of+xzXX389X/ziF5FSUl9f\nzwMPPLCk5vHLCa2iBq1+LdbABQCM9kNoDetK/h5cLhcul4t02r4jo9EoNUowKpaJw2cN/v3JJGY2\n5ETX4I/f4+HKDeVTWFihUCw8LdV2JsRUBqSEjgHY3rLcrVqZ5IXi2QnbhDeAvmEXestmhGa7BWpt\nu9HX78Qa7gEjjfBWIIL1ZSvAhoeHc2MagLr6+rIqTl+OVFRWks5kGM0aEBKJBEODg9TW1S3K92xJ\nyQ+fLo5b/OSdHgIqbhHTkvz2pKRvtHh9Ig1HL0oGxuCmrXMXja+99hpnz57lRz/6EeFwmHvvvXdO\ngnHZ/AoefPBBqqqqAPjGN77BJz7xCb7//e+zdu1aHn300eVq1mWBY+Ou3Gc5Nog11D2r4y91S1VW\nYsVysP9khkf+Oy8WnQ749PuVWFQoVgOaJtigkt8sKlZ0hPSh50j/9tEJYlF4AziuuAnXTb+PY822\nnFjMbdcd6PVr0Jva0KrK11qXSCRyogdsL6rCMY5iampqaorKjYyNjRWVI1lIfnMgw7HzebfXu69z\n0dai4hYBTvcwQSwW0jcKp3rnfv49e/bwjW98A4DKykoSicSc3rXLIhjb29tpb2/nlltuQUrJG2+8\nwW233QbAbbfdxssvv7wczbps0Koa0Kqbcstmx6FZHV/4MjUMg1SyxFTaCsUC8cpbGb7/61TONcXt\nhD/7gJeta5VYVChWCxtDeREST0NPeJqdFSVjC8VnSf/251jZEJZxhLcCxxU320KxdWtZxiOWimma\n9Pf15ZYdDgd1dXXL2KLLCyEEDaEQLpcrt25ocJB4LLag1+noMfnVy3kL8Na1Ou96m/IiBNudupQY\n7rO9c59QE0Lg8XgA+OlPf8ott9wypwmgkt4U/QU1bS5l/fr1s77oV7/6Vb785S/nlhOJRM4Ftba2\nNudXrZgavcDKaA33YIX7ptm7GIfTmbt5QCW/USwtzx9K8+NnU7kIGp8bPnevV802KhSrDL9b0FSV\nX25XyW/mhRUZJn1wXCh2FG0T3gocV96M66YP4mjdclkLRbAH2oODg0XJWlQJjdmjaRqNTU3oer7/\n7evrI51KTXNU6cQuiVus9As+vtet4hazJDP2ZNlMxNP2vvNh3759/PznP+fv//7v53R8SdP5X/jC\nF/je97436bZ/+Id/mNUFH3vsMXbv3k1Ly+TBCrNR0Pv375/VtVcUUrLR4cVr2DV0Bg+8wMXKjSUf\n7nK58GddEcLhMOcvXFiUZioUhRzprOHghbwfmsdpcPu2TgY6Uwx0LmPDFCuSa6+9dk7Hreq+ZYmR\nViXQBkBPWPLq747gFCWMoBQ53EaC+ngvwfREv7aU5mLA18iouxp6I9B7YBlauPC4nE78fn9uOZFM\n8tZbby1jiy5vdF2nIhBACIGUkvMXLhCJROblJi4l/OZEC+Go7dUmkFy//gKnji997ceFZK79ynyZ\nj8R+8cUX+fa3v83DDz88Z5ftkgTj+vXr+dKXvsTu3buLktF88IMfnPUFn3/+eTo7O3nuuefo6+vD\n6XTi8/lIp9O4XC76+vpoaGgo6VzL9aWVC2ZfHZmDzwBQmR5j95YNaBU1pR1rmpw/dw6wZ5i2b9uG\nr+Dlq1AsJFJKnng1zcEL+SmyoF/w2XsqCdVcuYwtUygmstr7lqVESskTB2R2ll3gb7iCnWuVlagU\nrMgwxtkDWIPnJmwTvkocbVfjbmwjuMKsbplMhs7OTmS2lqDb7WbDxo1lG2d5uRCNRnMuvrqmEWpo\noKm5ec5W2+cOpOkcyU/+3HWdmzv37FiQtq4UPE7wuyE2g0E34LFDd+ZCNBrla1/7Go888ggVFRVz\nOwklCsZMJoOu6xw+fLho/VwE49e//vXc53/913+ltbWVN998kyeffJIPfOADPPXUU9x8882zPu9q\nRGtYh/AHkTF7VtHoOIzrqltLOlbXdXw+H/FskdtINKoEo2JRkFLyXy+meeFQXizWVgo+e4+X2uDK\nGsgoFIrZIYRgY8jOBgh2ttQrWuW808ivZKyxIVso9p+fsE34gjjarkZr3HjZu51OhpSSgf7+nFgc\nj8NTYnH+BAIBMpkMI8PDgF3NYHBgYE4lSs71mvyyIG5xyxqdvSpucQJCCDY1wqHz01tyN4XEnO/x\nJ554gnA4zOc//3mklAgheOCBB2gsqMdZCiUJxn/6p3/CsiyGhoaor6+f+YBZ8hd/8Rd86Utf4ic/\n+QnNzc3ce++9C36NlYgQAseGXWSOvgCA1dOOtekaNF/lDEfaBAKBnGCMx2JYlqX8/xULimVJfvqb\nFK+8ZeTWNVQJPnuvl6qAutcUCgVsqIe3Om0XtlQGuoZhjcpdMgFrbBDj7MHJhaI/aNdRbNqIECv3\n3RoOh0kWJOqrratTZdgWkKqqKjLpdC63RTQaxelyUV1dXfI54sls3GI2A3qlT/CJd7vVJNAUbGqE\ngTHoHpl8e3M1tM1O2xXxoQ99iA996ENzP0GWkgTjK6+8wt/+7d/icrl48skn+cd//EduvPFGbr31\n1nld/P777899/u53vzuvc61WtKY2OPMmJKOAxOw4jHbFTSUd6/P7c/7qUkrisRiBeZirFYpCTEvy\nw30p9p/Mi8WmWo3P3uOhwrdyBzQKhWJ2eFyClmpJp23Y4Gy/ZE2dGlyOY40NYpw5kKu/XIjwB3G0\n7UZr3LCihSJAMpnMWb/AHsPMx8VOMREhBPUNDWQKMuiPDA/jdDpLin2TUvLDfUlGIrbFTAAff7db\n9fnToAnBDVvgbB+c6ZVEs/MhFR5oaxS0hSiLJEElfYNf//rX+clPfpKzLv7Zn/0ZDz744KI2TFEa\nQtNwbNiZWza7TiOTpaVE1jStKGg8orKlKhYIw5T8+38ni8Ti2gaN++/zqo5DoVBMoK2gxMbAGIwl\nVMZUa3SQ9JtPk37lFxPEovBX4bzqVlzvuA+9qW3Fi0XLshgoyNiv6zr19fXKFXUREELQ2NiIw5G3\nKQ309xdZdqfihUMZjnbkM9e+e4+TLWtUuayZ0IRgc6Pgrl2CD1xr/9y5y15XDmIRShSMPp+vqLZN\nTU2NcgEoI/SWLeDKlsmQFsb5oyUfW2hRTMTjRSmqFYq5kDYk//arJIfb8/fSxiaNz97rxe8pjxef\nQqEoL+or7Rn1cUqpTbZSsUYHSL/5a9KvTiIUA1U4d922aoTiOEODg2Qy+Tj4+oaGolIQioVF13Ua\nm5pycbBSSvp6ezEyU9d2uNBn8vhv83GLm1t17ny7a8r9FRMRQuB22j/lNhlS0pvG4/Hw+uuvAzA6\nOsoPf/hD3G73ojZMUTpCd+BYl880aV48gUzPPBME4PV6i+IWVU1GxXxIpiXffjzJiQt5sbh1jc7/\n/D0vHld5vfwUCkX5IIQosjKeH7A9FVYTVniA9P6nSL/6ONbAxaJtIlCNc9ftuG68D71xdWUEjcVi\nRCKR3HIwGMSXLQumWDxcLhehUCi3bJomvb29WOPBiQXEU5JHnkxiZjcFvCpucaVRkmD8yle+wsMP\nP8yRI0fYu3cvL7744qzrLyoWF33NdnBkZ3JMA/PCsZKOE0IU+aUrwaiYK/GU5Ju/SHCmKy8Wr9ig\n83+9z4PbqToNhUIxPevqQc+OSjImXBxa3vYsFVa43xaKrz2ONVhckDYvFO9Fb9ywqoQigGEYRa6o\nLpeL6prSyocp5o/P56O2wMMwnU7T39dXVJ9RSsmPnkkyPJaPW/zEu91U+leH9Xu1UJJjcVNTE9/6\n1rcWuy2KeSCcLvS12zHbDwFgnH8Lff2VCMfM7gCBigrGxsYASCWTZDIZ5XKsmBXRhOShXyToHMjP\nPO7e7ODje93o+uoa4CgUirnhcgjW1ErODdjLZ/skGxpW7vvDCvfZyWyGuiZsExU1djKbhnWrTiSO\nM15CwyosodHQoLK5LzHBYJBMJsPYqF3CLR6PMzw0lBOSLx3OcPhsfqJ479udbF2r4hbngpQSw7Bz\nPzgcjrJ69kv6Rl999VX+4z/+g9HR0aJZhR/84AeL1jDF7HGsuwLz3FGwTDDSmJ0ncazfOeNxbrcb\nh8ORu0mj0eisUigrVjejMYtvPpakdzgvFvdsd/Dh25U7ikKhmB1tIcG5AXucMRKDkaikOrCy3iPW\nSJ9dR1EJxWkZGxsjkUjklmtqanCpcKhloba2lkw6nfs+RkdHcbpcjCb9PPZSPm6xrVnjzj0qbnG2\nSCkJh8OMjY7mconouk5lMEhVVdWc3wXJZJIvf/nLDA0NkU6n+cxnPjPnChclCcavfOUrfOYzn6G5\nuXlOF1EsDcLlRW/dmnNHNc4dRV+7A6FNHxg+7pYaDocBiEYi87pBFauH4TGLBx9LMDian0i6aaeT\n+25xlU1mL4VCcflQ7YcqP4Szyb7P9kvetkIEozXSmxWK3RO2iYpaHJt2o9WvVX0vtuvj8FDeJ9nr\n9VIZDC5ji1Y3QghCoRBdXV255EODAwPsO2JgWrZADHgFn7zTg64mimeFlJLenp6iyRGwY0ZHhodJ\nJhJ2AqI5vBeeffZZdu7cyac+9Sm6u7v54z/+48UVjK2trdxzzz1zuoBiaXGs34l58Xi2AnIcs+s0\njjXbZjwuUFGRE4yZTIZ0Oq0SGymmZSBs8b//K0E4mheLt1/j5P03utSAR6FQzAk7+Q3sb7ffKxcG\nYddaidNx+b5TrJFe2/V0eBKhWFmLo+0atPo16r2ZRUpZFCenaRr1DQ3q/7PMaNnMqV2dnTk34Zu2\nhekeriEcc/CxvW6CAeUuPFtGw+EJYrGQRCLBaDhM1Rw8/97znvfkPnd3d9PU1DSnNkKJgvHmm2/m\nxz/+MXv27Cmqy7JmzZo5X3ilIaWkNwwdA5JYCpw6tNYI1tWxpB2d8AbQmzdjdp0CwOw4jN6yJZca\neSpcLhcul4t02nYtiEajSjAqpqRnyOSbjyUZi+fF4l3Xubjz7U7VqSsUinmxthYOnQfDBNOCc4Ow\nuXG5WzV7rOEe26I43DNhm6iss11PlVCcwHDWfW6c+vr6orGnYvlwOp00NjbS1dWNEOBxSt7/tjB9\nsRDb16nvaLZIKXM5RKZjbGyM4Dw8/z784Q/T39/PQw89NKfjoUTB+L3vfQ+gKPGNEIJnnnlmzhde\nSZiW5OVTtmAsZGBMcrwL3rkdgr6l6xD0DTtzglEmIli9HejNbTMeFwgEGB4eBmzBWFNTozoyxQQu\n9ps89IsEsYLKLb/3Dhe3XaPiFhQKxfxx6IL1dZIzffZye59kU4jLpj8yh3swzxzAGplCKG7ajVan\nhOJkJOJxRrPJVQAqKirwF2RyVyw/g1EXzxyp5I6rbKFT7TdprB1GymZ1T88S0zRz+UOmwzAMTNOc\n88TJj370I06cOMEXvvAFHn/88Tmdo6QrP/vss3M6+WrhzY6JYnGcZAZePCG5a5fdCS4Fmr8KLbQB\nq68DAKPjEFrTzHWbAhUVOcFoGgbJZBKv17vo7VVcPnT0mHzr8QTJ/OQvH7zVzU07VVZdhUKxcGwM\nCc702R4MYwkYjEB95TI3ahqklDmLohzpnbBdBOtti2JdqxpUT4FpmvQXlNBwOJ1FJR0Uy08yLXnk\nv5MMjnqp9Jrs2WwHG6eSSQYHBqirr1f3dxnx1ltvUVtbS2NjI9u2bcM0TYaHh6mZQ2makgTj6dOn\n+elPfzohS+oDDzww6wuuNBJpyfmBmfaB84PQFpp+v4XEsfEq0lnBKKMjWAMX0RvWTn+Mw4HH4yGZ\ntE1H0WhUCUZFjtOdBt/5VZK0He+OEPCRd7nZs12JRYVCsbAEfYK6Cslgtl772T5JfWX5DUTzQvFN\n5EjfhO22ULwGra5FDaSnQUrJ4MBALkMkoEpolBlSSn78bCqX5O7V036u3SLRZRyASCSC0+Wiqqpq\nOZt5WaHrelGVgqlwOJ3o+vQJLCfjjTfeoLu7m7/5m79hcHCQRCIxJ7EIJQrGz3/+89x9991s3759\nThdZyXSPgJx5N7qGJW2hpesstMo6tLrWXBFgo/1gSbESgYqKnGCMRaPU1dWpTk7BsXMG/98TSTLZ\nvlzT4JPv9nD1ZhWzoFAoFoe2kGAwYvewncOQzEg8zvLoj2yh2I1x5gAyPIlQrGqwLYq1SiiWQjQS\nIRaL5Zarq6vxeDzL2CLFpbzylsGB03lhc/s1LtrWh+jp7iaVSgF2/KnT6cTv9y9XMy8rhBBUBoNF\nGYEnI1hZOaf3yEc+8hH+5m/+ho997GOkUim+8pWvzLWppQnGuro67r///jlfZCVjmDPvA+QG2kuJ\nY+Mu0lnBKEcHsEZ60Wumz5Dk9/sZHLBNppZlEY/H1YO/yjl0xuB7TyUxs2UWHTr88d0ertigxKJC\noVg8WmrA7YCUYSf+PtcP21qWt01SSqyhbtuiGO6fsF1UhbJCUcVzlUomk2FwcDC37PZ45pQRUrF4\ndA2Y/PyFVG55Q5PGe693oWmCUGMjXZ2dOetwf18fzS0tKnFiiQSDQZKJBPF4fNLtPr9/ziVl3G43\n//zP/zyf5uUoydb/zne+k5deeol0Oo1lWbkfBQRKnADzLkM+EK26EVGV94M12w/OeIyu6/h8vtxy\nNBpdlLYpLg9+dyLDvz+ZF4suB3z6/UosKhSKxUfXBOsb8stn+2VRWMxSIqXEHOwk/fqvyOx/coJY\nFFUhnG+7G9ee96Ir99OSubSEhhCCBlVCo6xIpiWPPJnMGUh8Hux6i9m8HA6Ho6hO4HhdwVKSuSiy\nNS4bG6mtq8PpzIf4OLMxvKFQqCyeh5JGfd/85jcnCAchBMePH1+URl1ONFWB2wmpzPT7DYzBYERS\nV7G0X7pj4y4yb/4aAGuoG2t0AC1YP+0xgYqK3ExHPBbDsiwVR7AKeflohp8+l8q5XHtc8On3e9nY\nPHs/eoVCoZgLGxsEJ7vtt1A8Bb1haFpC45OUEmuwy7Yojk5MWCCqG22LYs3cCmuvdsIjIzl3RoC6\n+vqiQbNieZFS8tPfpBgI5ydqPnaHh+qK4jGh2+2mIRSir9dO+GSaJn29vTQ1N6vxYwkIIQgGg1RW\nVuYMcpqmldU7pSTB+Lvf/W7CunPnzi10Wy5LNE1w9Tp47cz0s55pA35zTHLVWrue1FLdBFpdK6Ki\nBhmxs58a7Ydw7b5j2mN8Ph9CCKS0Z3NjsRgVFRVL0VxFmfCbg2keezGfCtXngT/7gJe1ISUWFQrF\n0hHwCBqDkt5spYX2fklT9eL3n7ZQ7LSznk4lFDddM2OYh2JqkskkIyMjuWW/309AldAoK147ZrD/\nZN5SeNtu55QeRn6/n5ra2lw8XiqVYqC/n4YysZBdDggh5pTcZikoSTCapslLL72Ue7DT6TQPPfSQ\nKreRZW2d/SAcOi9JFlgaBVATgKGscVZKe5/BCLx9Izgdi/8ACSFsK+Oh5wCw+s9jRUfQAlNP0Wqa\nht/vz1mVo5GIEoyriF+/keaJV/NiscIn+MzveWiuK8+XmEKhWNm0hQS92cyM3SMQT0l87sXpP22h\neNFOZjM2OGG7Vt2Evmm3EorzxLIs+vvyyYJ0XVclGcqM7kGTR5/PW3/XhTTed8P08VXBYJBMOk0k\nYqc3jsVijIyMzDkzp6J8KEkwfvGLX2R0dJSTJ09yzTXXcOjQIf78z/98sdt2WbG2TtBaA72jEEuC\n0zHuriroH5W8ekbm3Fa7hmE0LrlhM1T5F//lqIXWI3yVyLhdZNXoOIxr5y3THhOoqMgJxkQigWkY\n6HMsGKq4PJBS8n9eSbNvf37Woyog+Ow9XhqqlUuJQqFYHhqr7TwAiew8Vnu/5Mo1C9t3SimxBi7a\nFsXJhGJNU871VDF/hgYHi2LcGkKhsrWsrEZS2bjF8YSNXjd88q583OJUCCGoq68nk8nkMu6HR0Zw\nOp3K8HCZU9IosLe3l4cffpgNGzbwL//yL/zwhz/kyJEji922yw5NEzRXCzY3CdbXC9zZ9N8NQcHe\nnYK6gmclmoRnjko6+hc/gF8IDX3DVbllq+csViIy7TFer7fo5R0tSHetWHlYUvJfLxaLxdpKwZ//\nDyUWFQrF8qIJwcaG/EC1ox8sa2H6TiklZv950q8+TubA0xPEolbTjGvPe3G9/T1KLC4QsWg0Z4EC\n2yqlaj6XFz97PkX/SP4Z++gdHmorSxsLjCdxKYxFHejvJ5lILHg7VxpSWliJCDIRQcrySi46K5OR\nYRikUilaWlo4c+bMYrVpReJ1CW7ZAUcvSk522+ssCb9rlwxGJNdsEOja4lkb9eZNGGcPQDIGUmJ2\nHEHbceOU+wsh8AcCjI3agSPRSITgHNP6Ksoby5L85LkUrx4rmO2tti2LVQElFhUKxfKzoQGOddp1\nj5MZ2zW1tXbq/aWUWCO9mF2nkPEIwuFEC61Hb9yIcDizFsULtutpZGINNK22GUfbNWjVoUnOrpgr\nhmEwMJCPCXW5XNTUTvNFKpac145neONEfjxwy9VOdm6cnYeZruuEGhvp7urKJXHp7e2lpbVVJTWa\nBGmZmOeOYFw4DqlseQ23D8fa7ejrdyK0+VnfU6kU73vf+/jc5z7HPffcM6dzlHQHXH/99XznO9/h\njjvu4L777qOlpUWV1ZgDmhBctVZQVyF5/YzMmfrPDcBIzHZRrfAujmgUmo5j/ZUYJ14DwOw6haPt\naoTbN+UxgQLBmEqlyGQy6kFfYZim5If7Uuw/le8cmus0PvN7Hip8SiwqFIrywOsSNNdIuuz8bZzt\nk7TWTt5fSsskc/g3WH3n8uvATmJz5gCODTttIZlNBleIVttiu54qobjgSCkZ6O/PjR+FECohSpnR\nO2zx6G/ycYtrGzTef+Pc6sK5XC5CoRA9PT2AHbfa29NDS0sLmnI/ziEtk8ybv8Ya6i7ekIpjnN6P\nNdyD85p3z0s0Pvjgg1RVVc2rnSWNCD/1qU/h8/m4ePEitbW1XHvttXz3u9+d14VXM83VtotqlT+/\nbjQO+45KOocXz0VVb9kKzmwhVcvEOP/WtPu73W4cBXGLqibjysIw7RiFQrG4NqRx/71eJRYVCkXZ\n0RbKC4v+MYgkJu8vjROvFYnFIlIxjBOvThCLWl0rruveh+ttdymxuEiMjo6SKHBLrKmtxeVahiLV\niklJZSSP/HeSdHZI4HHBH97lwTFD3OJ0eH0+6urzpdwymQx9BXU3FWCeOzpRLBZgDXVjzjBeApXx\n1AAAIABJREFUn4729nba29u55Zbpc5fMREmjwr/8y7/k8OHDbN26lbvuuovTp0/zV3/1V/O68GrH\n7xHcfoVgY0FRYsOEV05JDp6zFiw+oxDhcOJYd0Vu2bxwHJlJTb2/EAQKgpSjkYh6yFcI6Yzk336V\n5Ei7mVvX1qzx2Xu8+DxqtlehUJQfDZUQ8OSX2yfJASBTCczOkyWf0xaK78d17Z1oVUooLhapVCpX\nbgFsIVFZWbmMLVJcyqPPp+gdznsPfuRdHmqD8588rqysLAppSiQSDA1NdANfjUgpMS7OXNPeuHB8\nzuPvr371q3z5y1+e07GFlOSSGo1G+bd/+7fc8kc/+lE+9rGPzfviqx1dE1y70XZR3d8hMbPP6ele\nGI5Krt/MgqcO19fuwOg4AmYGzAzmheM42q6ecv9AIEA4W04lk8mQTqdxu90L2ibF0pJMS77zqwRn\nu/Idw9a1Op96jweXU4lFhUJRngghaAvZ5anATn5z5RpZFP9vDlyAUpJFON24rrkTrap+5n0V88Ky\nLPr7+3PLmqZRr0polBVvnMjw+vG8t9HNVznZtWnhMuPX1NaSyWSIx+34vLHRUZxOp8qNkYrbuUVm\nIhmFdAKmCSObjMcee4zdu3fT0tICMC+jT0l3w/r16+nv76ehwTaHDQwMsG7dujlfVFHMunrbPfWV\nU5KInYWYoSg8fURy/SYIVS3cS1U43ehrtmGes7PcGuffQl93BcIxeWyiy+XC5XKRTtv5zKPRqBKM\nlzHxpORbjyc435cfUF25QeeP7p6f24lCoVAsBevq4MgFO2lcxoSLQ7C+UPMZ6SmPLUT4KpVYXCKG\nh4fJpPPfS31DQ1G4i2J56Ru2+GlB3OKaBo3fu2lhXYXH41W7u7py48mhwUGcTic+3+xE0IpikSdN\nnn/+eTo7O3nuuefo7e3F7XbT2NjIDTfcMOtzTfvEfvSjH0UIQSqVYu/evWzcuBEhBB0dHezYsWPO\nf4BiIkGf4I6ddtbUi1lLfdqAF05IdrTCjhYWbDbOsf5KzAvHwDIhk8TsOolj3ZVT7h+oqMi5kkQj\nEWpqatTM4GVIJG7xzV8k6R7Mi8Xdmx18fK97xtpKCoVCUQ64nYI1tZLz2eoXZ/sk6+vz7y/hLa3W\nm/AGFqN5ikuIx+O55HkAFZWV+P3+aY5QLCXpjJ3LIJ2tqLUQcYtToWkajU1NdHV2Ypp2OExfXx8t\nLS2rN5bV5UV4K5AzlLoTvkpwzb70zNe//vXc53/913+ltbV1TmIRZhCMn//85+d0UsXccOiC6zZB\nXQUcPC8Ztxwf65QMReC6TeRqO84H4faht2zBzPpNG+eOoq/ZPmUGpkAgkBOMpmmSTCZVzaTLjNGo\nxf9+LFFUV+m6HQ7+4DY32iKWc1EoFIqFpi0kOD9ov8uGoxCOSar8wq5hFu6f4WgbvWXLYjZRgT1e\nGChwRXU6ndSqEhplxc9fSNEzlJ9E/vDtHuoWIG5xKhwOB6HGRnq6u5FSIsczp7a2FtX+Xi0IIexQ\nsZOvTbufvnb7shtqphWMe/bsWap2KLIIIdjUCDUB20U1nvXi6Bu1XVRv2Ay1FfO/afQNOzE7T4CU\nkIxhdp/F0Tp5B+pwOPB4PCSTtr9sNBpVgvEyYmjM4sH/SjA0lheLN1/l5N53utCUpVihUFxm1AQg\n6LOzi4NtZbxmTdoupTHYOePxWv0atNqWRW7l6kZKycDAQM6SBNDQ0ICmqQzc5cL+k5mi+ss37XRy\n9ebFdxX2eDzUNzTQ39cH2LU5e3t7aW5uXnZRtBzoa3dgjfRg9V+YdLvWsA59zfy9Ou+///55Ha+e\n3DKlJiC4Y6egsaBsSiINzx2TnO6R885Wqnkr0JracstmxyHkNIkCCrOlxqJRlS31MqF/xOL/fbRY\nLL7rWif3KbGoUCguU+zkN/n311BfmNQrjxeLRZcXLo3NFwK9ZQvOXbevyoHpUhKJRIjH8sk8qmtq\ncHs80xyhWEr6Ryx+8lw+brGlbuHjFqcjEAhQXVOTW04lk1zs7OHY2T6One7i2OkeOrrGyBjmNGdZ\nGQhNw7nrXTi2XY/w5ZMACX8Qx7br7fdVGUy0qKjjMsbtFNy0FU50w9GL9oBfSttddTACb9sITsfc\nOz3HhqtId5+xzxsfw+o7j964YdJ9/X4/gwMDgJ3xLB6PqziEMqdnyOTBx5JE4nmx+J7rXex9m1MN\nlhQKxWXN2jo4fB7qUufZHX8ByFtKtLpWnFfdCpqONXARGR8Dhwu9YS3Co/qtxSaTTjM0OJhb9ng8\n8y4arlg40oYdt5jKxi26nfBHd3vmNZ6cC1VVVWTS6VyNbyOdwAM5U5ZMxjnbMUKosZHqipWdbFFo\nGo51V6Cv3QHj5e6c7rIaqynBWOYIIdjeArUBePWMzD3gncMQjtsuqlX+ud1QWqAarWEdVv95AIz2\ng2ih9ZPeoLqu4/P7czOG0UhECcYy5mK/yUO/SBBL5tfdc5OLW3ev0sByhUKxonBo8DbxJvXxQ0Xr\n9Y27cGy6BiHsUedUk6CKxUFKSX9/f84LSWga9Q0NZTXwXe089mKqKPndH9zupr5q6S1YQgjq6usZ\niybQmNyS6NIM+np78XtacTlXfoyjEAJc5WmJV4LxMqEhKNi7E149bVsXAaJJeOao5NoNsL5hbi9j\nx8ZdpLOCUUaGsQY70evXTLpvIBDICcZ4PI5lWSoeYZkZjVm8dsygo8dESljfpNNSK/jBvhTJbPyr\nAH7/Njc3Xjl56RSFYjZYlqRzGDqHJRkT/G5YXy+oDSxcJmeFYjpkJk3myG+oH76YW2fgILPlZqo3\nbFzGlilGRkZIpfKujnV1dTidqu8pF948leHlo3lr/I1XOrhmy/J9P8m0BdK0BypT4NIMLvZFaWtd\n5TUblxklGC8jvC7BLTts99ST3fY6S8Ib7ZKBiOSaDaKogHEpaMF6tNpmrCH7hEb7oSkFo8/nQwhh\nZ7aSklgsRkVFaSnMFQvP/lMZ/nNfikIX/xMXimfphICP3eHmbdtUh62YP7Gk5MUT+Xqx43T0S9bU\nwp42VNZdxaJiRcNkDu5DxvKlGmJaBW/4bqfarOG6ZWzbaieZSBAeGckt+wMBNUYoIwbCFj9+Ni/m\nm2s17rl5eV09+4bilNJlpBJRQAnG5USZhy4zNCG4aq3GO7YICq3z5wZsa2M0OftkNPqGXbnPMtyH\nNdI7+bU1DX8gX7sqGpm+boxi8TjbZfL9XxeLxUvRBPzRXR4lFhULgmlJXphELI5zcciOr1YoFguz\n/wLpVx8vEoupihZe9L+fiF5D5xCkMuoeXA4sy6K/oISGw+Ggrq5uGVukKCRjSP69IG7R5YQ/vNuD\na4njFi/FMEtLaiOmScq4kpCWhTE8gDkyiLTK629WFsYF5HyvyWvHMwyPSTwuwVVtOle1ORalAGpz\njeAOH7xyWhLOJiIbjdulN97eBq01pV9Tq2lCBOuRo3ZSG6P9EK5rGyfdNxAI5IRiIpHAMAwcDnUb\nLTX79qeZKVFtU53Grk3qu1EsDBeHbDd4gaTKHaPKFUfXLNKmg6FkgJjhpr1fsKPFfv8pFAuFlBKz\n/SDGmTeL1uvrd+LfdC3igADD9rg5NwBbm5epoauYwcFBDCPv6ljf0LAq6+qVK794KU3nQF6AfOg2\nN6Hq5bMZSSnpHoGeUQetvhL2Fyt7LCONDLHnnyD+yj6sUdtKrwWr8d1wB/5b3ouY4zj79ddf5y//\n8i/ZvHkzUkq2bt3K3/3d383pXCv7G1giTFPyn8+k+N1Jo2j9wTMGDVVp/ucHvNQuQiHUgEdw+xVw\n8JykPTuxZ5h2/cYtTZKda0RJ7mFCCBwbd5E5sA8Aa7ATa2wQrXLi7KDX60XX9VxtpVgsRjCo3AQW\nAtOSxJOSWBJiCUksmf255HMkIbnQN/PMU9eARTwl8bnV4F0xfzqHJC4tw6ZgH15HpmhbvTfCUNLP\nuUg9XSOCttAyNVKx4pBGmsyRF3LJ2QDQdJxX3oyeLQ21vt7iVI+96WyfZEuTiqddSqLRaJHHUVVV\nlarVXEYcPGPw0pH8O/v6HQ7etnV5PI/GheKxTkk4DgIfIY+GU5t+TLOSXZulkWHku/9M+vTRovXW\n6AjRJ39K+uxxqv/kC3MWjXv27OEb3/jGvNupBOMC8IvfpieIxXH6w5KHHk/wxY/4FsX0r2uCazcK\n6iok+zskZvaZO9UDQxHJDVvs2MeZ0OrXIgLVyKg9s2F0HMa16/YJ+wkh8AcCjI3aLkHRSEQJxkkw\nTUk8JYkmZhaA458TqZnPO1uSSjAqFoi0YbE52IfnErE4Tq0nhil1MoZyQ1MsDFZslMyBfchYOLdO\neAM4r74DrbI2t25jg+BUj+1yEUtB/yiEVBWHJcEwjFzJLQCXy1VUX0+xvAyOWvzomXwcQVOtxn3v\nXPq4RSklXVmhOBovWI+gM1rDhsrBKY9NWh7WN5RghrxMib345ASxWEj69FFiLz5J4Lb3zen8C1U3\nXQnGeRJNSH57ZPIB1DgDYcmBUxmu27F4JQ3W1Quq/LZ1cTzGaCgKTx+WXLcZQsHpRYMQAseGq8gc\neR4Aq7cDa9Momn+iGAwUCMZUKkUmk5lXFjTDlBxpNzh81iSZltRWaly3w8GahvJwZzFMW9DFkwUC\nsFDsJbLbCtaNZyhdThw6BLxKLCrmh2FKzvQCRgyPd/p3XZ1nDKezClBxs4r5YQ5cJHP4N2DkX6Za\nTZNdxPqStPMVXkEoKOnLhjae7ZOEqtS7b7EZL6FhZWOthBA0hELKulsmGKYdtzg+HnE54A/v8uBy\nLt33I6WkaxiOdRULxXEag7CjtZLRUTASwzgKLI1SQgo/m9bXr9iM/NKyiL+8b8b94q/sw3/LexBz\n+D+cPXuWz372s4yOjvK5z32OG2+8cS5NVYJxvhxtN3JWven4z2fS/Oz5NC4HOB0CpwNcDoHLaS9P\nvj6/zeUQOJ3Z347i3+Pn8DjhtivhQIcdbwSQMuCF45IrWmF7y/RuOlrjRsSZN5EJ27XE7DiMduXN\nE/Zzu904nE6MjD14jEajVFdXz/6fBwyNWnzrlwn6RwpnQExeOpJhz3YHf3C7e9aZX6fDMC+18EG0\nQAwW/o5lP6emHyMvOALwecDvEfi9Ar9H4PMIAtnPfo9g/6kMpzunv/F2b3YsaceguPwYz3hsmiaW\naWJaVu5zxjAZiVpEEiYaJmv8M5vANQFBVxyVzU4xV6SUmB2HMU7/rmi9vu5KHFvePuWAqS0k6Bu1\n+5HuEUikZUneNYq5Mzo6SjKRyC3X1tbicqlav+XCL15Kc7E/P0744K1uGmuWRnhJaZdfOtYpGUtM\n3N5YBTtaBLUV9jNaWxEknQnQNRAjnTbQNI2GGh/BwMq+n6xIGCs8NPN+I4NY0VH0ytmNtdetW8f9\n99/P3XffzcWLF/nkJz/J008/PafcI0owzpN4qnRTb8awf2D8mMXJ5ubUoSnkoKXZiZYViG91Sg6c\nsUhEMzh0W2SOi05ngSBtcl/B2sSrABhdZ+jy70L3+wvErL2v3+9nNGy7CUUjEaqqqmY9q5g2bHfd\ngfDk/4fXjxv43GLKtM8ZYzIXTyZ3/cwuL7n4E2QFnx1zWiT8CgSg35vd5hF43TOXJtjUqvP//CRO\nfIqMlT43vPvtK/tFqyhGSom0rCLRZ1qW/fuSz1Z2H3OGDHU6UDXb22iVZLNTLDzSyJA5+gJW37n8\nSk3HecVN6M2bpj22qRo8Tkhm7J61vR+uaF3U5q5qUqkUw0P5ga7P56OisnIZW6Qo5NAZgxcP5wc8\ne7Y72LN98T0/ZhKKTVWwo1VQE5g4xnE5dTY0r7J7aFbj5tlPgIVCIe6++24A1qxZQ11dHX19fbS0\ntMz6XEowzpOqSW765SZjwoVug+FRi61tLjxue0bJ5dGQmpMTZ9JEY5MP6hyilS9t8FDpSCKwOPPa\nQX41cM2E/ar8Op+8JXu9TIYHfz5KLOWa3ArqBKdebE11OQTn+80pxeI4LxzKkEpLUgYTBGB6icWf\nJsgJvnEBWCj0fF4xQRR63ORE+0JSF9S4/14v33sqRe9w8XfZUC345J0e6qtWpgvHQpFKpYhEIhiZ\nDELT8Pv9+P3+snCnklJiWVZO2F1q/Sv6XCAAywGVNVkxF6z4mB2vGM3X8cPjx7X7jkkTsF2KJgQb\nGyTHuuzljn7J9pbFef+udizLor+vL7es6zr19fVl8e5U2J5b/1kQt9hYo/E/blncuEUpJReH4HjX\n7IXiakarqEKvacAc7p92P70uhFYxe8+dX/7ylwwMDPAnf/InDAwMMDQ0RCg0t6x0qmefJ1ducOBz\np4jP4K31oVtdrG3USWdsy1jaKPidsX+nDZmzQqYNmds3U7Atnckfa6+f+prRmMWht5Js3uimpsqO\nB3S7NHZuc3OuM0NP38SDDanz4shW3lt/CIA9wXaeG95BzCyOGQnHHPSNOggF7XOEKhO8dGLhbydL\nwivHpvkj54im5S1+fi85S18gKwALLX/j67yu8sq811yn839/1MvpTpNzvbZoXN+osalVV4OkaZBS\nMjg4SGRsrGh9LBrF6XTS2NQ0r5jcya5njVv3ZmH9W2osKchYGqalY0gNw9IxpU6lX6OhUgfMnFfB\nVGiahs/vX5oGK1YM5mAnmUPPFcUriupGXLtuR7hLz7a5oUFwvEsigUQaekagReVfWXCGh4bIZPIz\ntvX19ehqoqgsuDRu0emAP7zLjXuRwlPGheKxLklkEqHYXG27nlYroTgpQgh879hL5Jc/mHY/3417\n5zT+vP322/nrv/5rnnnmGQzD4H/9r/8150ld9YTPE5dT8J4b3PzsN1Mrxq1rdK6/0rkog3gpJRlz\n3N3VFpl54WmLy1RaMhS3GE0JwC61sXGti40tDsykkReoWfHaZW4maR3Ho6VxaSbvrD3Nk/07JzjQ\nnuzyEApGAdjSnOS3JwLIOZjM54uucYl7J0WCzz+JAHQ7y0v8zRUhBFvWONiyZrlbcvkwPDw8QSyO\nk8lk6O3poaW1ddIg+3HxVyjsJoi+QiGY3W+pEUKg6zqarqNrWtFnTdfRdR1LanSOaHT0ayQMDUn+\n79U1aAvBlU0iV1NRSkk6lSKRmGRUkKW6pmbFJidQLDxSSsxzRzBO/Y7CEA197Q4cW6+bdYIHn1vQ\nVG2n7Qc7+U3LLGoSK2YmHosxVvD+rKysVJNEZcQvX05zoTBu8RY3TbULn0BQSsmFITjemU+0WEhz\ntW1RrPar528mfO94N+n2E6Te2j/pdvcV1+K7ce+czu33+3nooYfm07wcSjAuADftdCKl5FcvpyfE\nyO3e7ODD73IvmsVHiHEXT5jJv7l/VPLqmYI4Pl0jWOvixi2CoK/42MyZKzDPHgDglroz7L3vGizN\nVSRI02knqYgtGAMeiz+5S5Aw3EVW06msqRlD0j1klVRKYusajXWN+qRxf37PyhF/isXHNM1cht+p\nyGQy9PX24nA4JrX+LTXj4k/XdbRC8VcoAAuEoK7r0z4PaUNyukdyutd2Xy9E12BTCLY0CzyXzEgL\nIQg1NjI4MEA0Gp2wraamRpXYUZSMNDJk3noJq7c9v1LTcey4EUfLljmfty0k6M4mUesbtZOaBTyq\nf1gITMNgoKCEhtPppKa2dpojFEvJkXaD5w/mB6Fv3+Zgz/aFHeZbUnJx0LYoRicRii1ZoVilhGLJ\nCF2n6hN/QfyVZ4i//GvMgV4A9PomfDfuxXfDuxD68lcNUIJxgbj5Khdv3+bk0BmDoTELj0uwc6Oj\nrOLIGoKCvTvh1dOSwWyN3WgSnjkquWYDrK/PP+COtTswzx0B0wAjjXXxBI6Nu3Do4MsJUzc9hjdn\ncWgMxqlvCJTcnrc6DL7zqymytmTxueFT7/MuSg1LxeojHo+XVJNoOivafNA0rVj0TWH9K/y8UJMh\ncxWKl7a/IRSiuqaGWCyGZVk4HA4CgYCyLCpKxopHyBzch4wM51e6fXa8YrB+XucOBcHvtusxArT3\nSa5ap/qP+SKlZGBgoMhdviEUUs99mTA8ZvHDffnxVEO14IO3uBes/7Ck5MKgHaM4qVCssV1PlVCc\nG0LX8d/0bnzv2IuM2xOywhcoK2OIEowLiMcluG5Hedcf87oEt+yAoxckJ3vsdaYFb5yVDEYku9cL\ndE0gXB701m2Y5+1iosb5o+jrrkDoxbeMPxDIDa5jsRh1UpZ8g29fr7OlVedU59TxWu+53q3EomLe\nmKZJIh6fMQZvNmgF1r2ZRN+4SFyOl3/akJzKCkVjMqHYCFubxKxiXJxOJ1VVqjK6YvaYQ91kDj0L\nmbx7iagK4br6XbOKV5wKIQRtITh8wZ4Y6hiAK9bIBS3PtBqJRCLE4/lCejU1NbjdS18AXjER05T8\n+1PJnMeWU4c/usuDewHKyiihuLQIIRD+iuVuxqQowbgK0YTgqnWC2grJG2dlztrQ0Q8jUckNW+yE\nMI71V2JeOGanyU8nMbtO4Vi7o+hcfr+fwayLimVZxONx/CXGM2hC8Cfv9fCjZ1IcPFOc2MblhPfd\n4OKmq8pbgCvKl0wmQzwWIx6Pz9piqDscBPz+aYVgOc38TUYqIzndO7lQdGSF4pZZCkWFYq5IKTHP\nv4Vx8nWK4hXXbMex7TqEtnAuV+vr4ehFO2la2oBnj0qCPjuesalaZU6dCSkl8Xg850WgCUEsFstt\n93g8BNWEUdnwq1fSnO/Nh0vcd4ub5rr5PU+WlFwYsF1PY5OEDrXW2K6nl4YzKVYuSjCuYlpqBEEf\nvHJKEs5OHIbj8PQRyZ42aKnxo7dsxuw8CYDRcQS9dVtRIgJd1/H5/cSznUk0EilZMIJtlf2juz30\nj1gcaTdIpiW1lRpXb3bkkm0oFKUwnpQlFo8Tj8VIp9MzHzQFdXV1s7qPy4lUxrYonukF45KQS4ee\ndT1VQlGxhEjTsOMVe87mVwrNjlds3brg13M5wOeCaHagG47bP+cHJUEf3LTVTpCjmIhhGPT29Ez5\n/hx3Sy/3CbPVwlsdBs8dyMctXrvFwfU75j60tyzJ+axFUQlFRSFKMK5yAh7B7VfCwXOS9mwZGMOE\nl09JtjRJrly3E7PzFCAhGcXqOYvesrn4HIFATjDG43F7RnKWcQ0N1RrvulYVmlfMDsuySCYSOZE4\nXTkKTdPw+XwIIYhEIlPu5/F48Pl8i9HcRWUmobg5a1FULt6KpUQmoqQP7kOO5Yu84/bhuvpdaFUN\ni3LNoxdlTixeymgcXjgh2bsT5aZ6CVJKerq7i0pmXIrb41G1VsuEkYjFDwriFuurBL9/29ziFmcS\nimtqYXuLEoqrGfXUK9A1wbUbbRfVNzskZnaweaoHhqIV3NCwAdFvZ7IzOg6jNW8qeiH5fD6EpiEt\nCyklsWiUisrK5fhTFKsA0zSJx2LE4nESMySxcTgc+Px+/H4/Ho8nd9+63G6Gh4YmHOvz+2loaLis\nZs9TGcnJbsmZPnLP7jhKKCqWE2u4h/ShZyGdH9SKqoZsvOLiTMrYMbv2Z4+eptYTxa1nMC2NcNrP\naNpLJCHoHIJ188uvs+KIRqPTikWAZCKBaZroZZC1cTVjmpLvPZUknn20HNm4xdl6ZlmW5NwAHO+W\nk9YTX1NrxyhWKqG46lk2wfjAAw/w5ptvYpomn/70p9m5cydf/OIXkVJSX1/PAw88sKDFsxUzs75e\nUO23XVTH6+oMReAVdnIjtmCUsTBW/3n00PrccZqm4ff7iWatNlElGBULTCadzlkRk8npM+u63W5b\nJPp8OF2uScVfMBikIhAgGothZDKI7D3scl0+Vu5kRnJqCqHozArFzUooKpYBKSXmhWMYJ1+DgkkZ\nvXUrju03LGi84qV0j9jxV2sCQzR4iz0J6rxR4oaLM6MhTvc6aKrmsnk+pJS5Hys7OSulRFoW1nSf\ns/sWrs8tj38u+F1KO2KxGJWqj19Wnng1TUdP/vu6951uWupLf65yQrFLEp/E+3htnW1RrPReHs+H\nYvFZFsH42muvcfbsWX70ox8RDoe59957uf766/n4xz/OnXfeyde//nUeffRRPvzhDy9H81Y1QZ/g\nXTvhd2clndmM50PU0OtYQ6NxEQCj/RBaw7qigXhFIJATjIlEAsMwlNuKYs5IKUmlUsRiMeKx2LSz\n3kIIvF4vPr8fn89X8n2n6fplOehJZi2KZ6cSik2CzY2Xz0BYsbKQpkHm2MtY3afzK4WGY/sNONZs\nW/TrpzLQ7B+ZIBbH8TnSbA72cnykhV/8DnxuSbUPqvyCKj9U+8Ezi9q+JQu3qcTaFJ8nCMMSygEt\nFdY0rv+KxefYOYNn3sz3ibs3O7jxitL6PTMrFE9MIxR3tAgqlFBUXMKyjOj37NnDrl27AKisrCQe\nj/PGG2/wD//wDwDcdtttfPe731WCcZlw6oLrN8PZPjh4XiIlnHFflROMcmwQa6gbva4ld4zH60XX\n9VwMWSwaVVnUFLPCsiwSiYTtbprNzjcVmqblXE29Xu+qqAWWTEtO9kwtFLdkhaJTCUXFMiGTMdIH\n9iHHBvMrXV47XrE6tCRt8DpNQt6x6fdxZGjxDxE3PGjCIpOUDKUkI8OS88LCoUs8DonbYeHUwaFZ\naGKiiCvFIrcSUZPBy0c4avGDp/NeNnVBwR/cPnPcomlJzvXbrqeJSYTiuqxFUQlFxVQsy1MvhMDj\n8QDws5/9jFtvvZWXXnop54JaW1vLQLZUg2J5EEKwqdGebX31tGSEBgb1RurMXgCSpw/hLxCMQggC\ngQCjo6OA7ZaqBKNiJgzDIJ51NU0kEtPOojudzpyrqbsgHnGlk0xLTnTbSamUUFSUK9ZIL+mDzxTH\nKwbr7XhFz9JlHK50xRkWM1vjQr4IMHXyKwAkSAOmj+pbPoQQCCHQNG3Sz0LT0LK/hRD250uXxz9r\nGslkkuGhoemvmZ2sUyw9piX53pNJYtlHTNfgj+6ePm7RtCQd/XBiEqEoyLueKqGomImDBt/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tver1jbPKPvnc1mCxVPnQSDQVSGw/B4PDP6OTQ7hBBY0wD0xCZfq6oIYFMzYJpAxgCyuaE/jeG/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\nu1tuuUW2tbVJKaX80Y9+JL/yl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"text/plain": [ "<matplotlib.figure.Figure at 0x7f93315c06d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='user_type',hue='banner_rn', \n", " data=gp1_df[gp1_df.citycode==377], size=6,\n", " palette='coolwarm', x_order=date_unique)\n", "plot.fig.suptitle('B城市A/B组点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可见B城市的点击次数趋势与总点击趋势相同。" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f932ad1b710>" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qcPr0acybNw+yLGPOnDmIi4vDt99+G/L6d955B48//jhGjx6N119/3T919eabb8bu3bsx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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9330dff650>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='user_type',hue='banner_rn', \n", " data=gp1_df[gp1_df.citycode==416], size=6,\n", " palette='coolwarm', x_order=date_unique)\n", "plot.fig.suptitle('C城市A/B组点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可见C城市的点击次数趋势与总点击趋势相同。" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9330bdc590>" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YvLq0jP354SI31/4ils5t9VHd3JhMMLQXpKbAz3shpxg8PkK9zmZz8BgREZG6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\n4IMP4uTJk7jjjjsgpcTGjRtx8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"text/plain": [ "<matplotlib.figure.Figure at 0x7f933052f350>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='user_type',hue='banner_rn', \n", " data=gp1_df[gp1_df.citycode==69], size=6,\n", " palette='coolwarm', x_order=date_unique)\n", "plot.fig.suptitle('D城市A/B组点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可见D城市的点击次数趋势与总点击趋势相同。" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f93308ac0d0>" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xfkiShKNHjkCSJAiCgJ49esDaQusoiWrT4mU1NmzYAK1Wi7vvvlu5rV+/fvjp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\nkEeaDDz62+E9BUWAt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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9330522610>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='user_type',hue='banner_rn', \n", " data=gp1_df[gp1_df.citycode==72], size=6,\n", " palette='coolwarm', x_order=date_unique)\n", "plot.fig.suptitle('E城市A/B组点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可见E城市的点击次数趋势与总点击趋势相同。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上述5个点击次数排名最高的5个城市可以看出,A/B组中总体趋势与不同城市间的趋势大致相同。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面回到所有城市的数据中,按照Banner位一一比对A/B组不同的点击次数。" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RdgLIKd39Vs8csOoZGD5WN0+6Y5mRk6G7oUC2McaMWr8paG6QtTbGjgAAALKf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AAAPUXYCQAAAABUgrATAAAAAKgEYScAAAAAUAnCTgAAAACgEoSdAAAAAEAl\nCDsBAAAAgEoQdgIAAAAAlSDsBAAAAAAqQdgJAAAAAFSCsBMAAAAAqARhJwAAAABQCcJOAAAAAKAS\nhJ0AAAAAQCUIOwEAAACAShB2AgAAAACVIOwEAAAAACpB2AkAAAAAVIKwEwAAAACoBGEnAAAAAFAJ\nwk4AAAAAoBKEnQAAAABAJQg7AQAAAIBKEHYCAAAAAJUg7AQAAAAAKkHYCQAAAABUgrATAAAAAKgE\nYScAAAAAUAnCTgAAAACgEoSdAAAAAEAlCDsBAAAAgEroUtg5YcKETscLFizIueee2y0FAQAAAABs\njS6Fna+99lq+9rWvJUmmTJmSM888MyeccEK3FlYl8xaXeeL3bfnpM235v/9fW559rS3LVpa9XRYA\nAAAAVEp9Vzpdf/31+V//639l3LhxaW5uzoQJE3LQQQd1d23bvbIs89SMMi/O7tz+1tJk+htljj0w\n2WNw0TvFAQAAAEDFbDLsnDJlSsfXRx11VF599dU0Nzdn/vz5mTJlSsaOHdvtBW7PXngz7wg612ht\nS6a8UOZDo5KBfQWeAAAAAPBubTLsXP9dneu2F0Uh7NyEtrYyv3t900vV28rkhTfKjNlf2AkAAAAA\n79Ymw8577rmn4+vFixdnwIABSZK5c+dm6NCh3VvZdm7B0mRF8+b7zVqQjOn+cgAAAACg8rq0QdG9\n996bL33pSx3HF110Ub773e92W1FV0NzatX4tXewHAAAAAGxal8LOhx56KN/85jc7ju+44478x3/8\nR7cVVQX9+7y3/QAAAACATetS2Nna2pr6+rUr3mu1Ll22Q+vfp8jQgZvvt8+u3V8LAAAAAOwINvnO\nzjVOOeWUfPrTn86YMWPS1taWX/7ylznttNO6u7bt3gf2LfKz58q0tm28z+yFyUG7lanVbFIEAAAA\nAO9Gl8LO8847L0cffXSeeeaZFEWRa665JkcccUR317bd26VfkRMPSaa+XGbRsg33mfN2+/mj9k+K\nQuAJAAAAAFtrk2Hnb37zmxx66KGZMmVKkuSQQw5JkixfvjxTpkzJ2LFju7/C7dyQAUU+dHjy1pJk\n4bKkrkiGDizz61eS1xe095kxN+nXlBy6V+/WCgAAAADbs02Gnf/2b/+WQw89NBMmTHjHuaIohJ1d\nVBRFhgxIhgzoaMkxB5b5+W/KvLW0veW5mWV2akpGDDW7EwAAAAC2xibDziuvvDJJcs899/RIMTuS\n+roixx+cTHq2zNKV7W2/eqlM38Zk+CCBJwAAAABsqU2GnePHj9/keyTvvffe97ygHUmfhiInHJxM\neq7MqpakLJPHppc55bBk0E4CTwAAAADYEpsMO7/4xS/2VB07rAF9ixx/UPLz35ZpK5OW1uTR58v8\n0fuTvo0CTwAAAADoqtqmTh599NE5+uijM2LEiDz//PMdx5MnT86+++7bUzVW3q4Dixx94Npgc/mq\n9sCzubXsxaoAAAAAYPuyybBzjSuuuCK77rprx/H73ve+XHHFFd1W1I5o7yFFRu2zNvBctCyZMr1M\nW5vAEwAAAAC6okth56pVq3L66ad3HP/pn/5pmpubu62oHdVBuycHDl97PHtRMu3lMmUp8AQAAACA\nzelS2Jkkv/jFL7JixYosW7YsEydO3OTGRWydoihyxIgie+yytu3luclvZ/VeTQAAAACwvehS2Pm1\nr30td9xxR8aOHZsTTjghP/zhD/P3f//33V3bDqkoihxzYJHB/da2PTezzIy5ZncCAAAAwKZscjf2\nNfbdd9/ceeedGzz3ne98J5/97Gffy5p2ePV1RY4/OJn0bJmlK9vbfvVSmb6NyfBBZtQCAAAAwIZ0\neRn7xjz66KPvRR2sp09DkRMOLtK4Oo4uy+Sx6WUWLTPDEwAAAAA25F2HnTbP6T4D+hY5/qAitdWT\nOVtak0efL7N8le85AAAAAKzvXYedm9uoaPr06fnQhz6Ue++9N0ny5ptv5qyzzspnPvOZXHjhhR27\nuj/00EMZN25cPvWpT+X+++9PkrS0tOSSSy7J+PHjc9ZZZ2XmzJnvttztzq4Dixx94Nrv8fJV7YFn\nc6vAEwAAAADW9a7Dzk1Zvnx5vva1r2Xs2LEdbd/4xjdy1lln5bvf/W722WefPPDAA1m+fHkmTJiQ\nu+66K3fffXfuuuuuvP322/nRj36UQYMG5Xvf+17OPffc3Hzzzd1Z7jZr7yFFRu2zNvBctCyZMr1M\nW5vAEwAAAADW6Naws6mpKbfddluGDRvW0fbEE0/k5JNPTpKcfPLJeeyxx/L0009n1KhR6devX5qa\nmnLkkUdm6tSpmTJlSk499dQkyXHHHZdp06Z1Z7nbtIN2Tw4YvvZ49qJk2sul1wiwSWVrS1pm/i6r\nfvWTrJzyb1n11P9J6+wZKcu23i4NAAAA4D3Xpd3Y58yZ0ymwXNeIESM2el2tVktjY2OntuXLl6eh\noSFJMmTIkMyZMyfz58/P4MGDO/oMHjw4c+fOzbx58zrai6JIrVZLS0tL6uu7VHalFEWR0SOSZavK\nvLGgve3luclOTcmhe/VqaWyj2pa9neapE1Mue7ujrXx7ftrmvJpil93SeOSHUtQ3buIOAAAAANuX\nLqWGl1xySe6+++4Nnvu7v/u7rX74xmYlbqy9ra1rs9GmTp261TVt65rKWpqKA7Oy7JckeW5mmTlv\nzMiA2lu9W1g3a2hdmcbWVWmt1WVFXd9kM++K3dEVZVsOWPi7NLWu3OD5csGbmfvoQ3lt4H49XBls\nm8aMGbNV11V5vAHgvWe8AaAnbO14UxVdCjtHjBiRyy67LKNHj+6YlZkk48aN2+IH9uvXL6tWrUpj\nY2Nmz56d4cOHZ9iwYZk7d25Hn9mzZ2f06NEZNmxY5s2bl5EjR6alpaW94C7M6qz6D3XFqjKTniuz\ndHWONa9t3xxy0IgMH1S9ALBtwew0T38y5cLZHW1F3wGpO+CI1O95UC9Wtu0pyzJpa01aW9M6+6W0\nzN9w0LnGwFWLMnrkAan137mHKoTqqfp4A8C2wXgDAF3XpbCzubk5dXV1eeaZZzq1b03YOXbs2Eyc\nODEf/ehHM3HixJxwwgkZNWpUvvzlL2fJkiUpiiJPPfVUrrrqqixevDiPPPJIjj/++EyaNCnHHHPM\nFj+vivo0Fjnh4GTSc2VWtSRlmTw2vcwphyWDdqpO4Nk6//U0T52YrPd+yXL54rQ8+2iyYmnqDxjd\nS9W9U1mW7T+MtpaO0LFsa+34Om0ta487nW9Zfb5z/45zG7xXa8o159a0bcV7ONvmvCLsBAAAACqj\nS2Hn9ddfn7a2tsyfPz9Dhw7t8s2fe+653HDDDXn99ddTX1+fiRMn5qabbsrll1+e73//+9ljjz1y\nxhlnpK6uLhdffHHOOeec1Gq1nH/++enfv39OP/30TJ48OePHj09TU1NuuOGGrf6DVs2AvkWOPyj5\n+W/LtJVJS2vy6PNl/uj9Sd/G7T/wLNva0vzsLzYZ4LX8flpqu+2XWr+1YV3H7MbVH2Xrmq9b1jve\nQKD4jvMbCyfXBpTrn0+2rw2jypZVvV0CAAAAwHumKLuwnfeUKVNy1VVXpbGxMY888kiuu+66HHfc\ncTnppJN6oMQtM3Xq1B1qmcdr88v88oW1P8JBOyUnH1akoW77Djxb57ya5qf+z+Y71jUkdfWdAk66\nrv6wP0j9XiN7uwzYLu1o4w0AvcN4AwBbpkszO2+55Zb84Ac/yIUXXpgkOffcc3Puueduk2Hnjmbv\nIUWWrUyeebU98Fy0LJkyvcwfjExqte038CwXd3HDpdbm9o9tWVFL6uqSWvtHUatf77huneP6FOuf\n6zhfv17fNefX3m/N+bali9L8xI83XVetLnW72aAIAAAAqI4uhZ077bRTdt11147jwYMHd9qoiN51\n0O7J0pXJ/8/enQfHddXp/3/OvX1bmyVZsi1ZXuVVtmU7XhLHjmOCE2cjEBiKVCggzMIwzLAHCBCY\nL1DUMFQlNcMAVQPUBKhhWDID/CjCMJBMyATs2I4d23G8yfK+a/Ei2dp6uff8/mi5W/ImWVJ3S633\nq6pLOqdv3/70dewTPTr3nEPde/g0tkrbj1otnyGZkbprueMM8fkuh4ahKwLEHoFid2h47edDVx/f\n3wAyC38GbrhAwZQa+Sf3X/cYp3KGTCicwaoAAAAAAADSq19hZ35+vrZs2SJJam1t1W9/+1vl5eWl\ntTD0nzFGS6uljqjVmQuJviNNUlGeNH9yVksbMFNU2q/jnClzFaqa3SPMvDpslHFGbug7CKEFd0he\nnvxje655e39w9oRstFMmXJCF6gAAAAAAAIZev8LOL3/5y/rKV76iXbt26d5779Xy5cv11a9+Nd21\n4SYYY7RytvTyXqsL7Ym+3SesCsPS9AkjK+jzm08qtutPfR8YCsubs0ImTPB+LcY48ubeptCMxQqa\nj8vGIpKM4vVbE+FnLKLYvs0K37I226UCAAAAAAAMiX6FnVVVVfre976X7lowSCHX6M4a6aU9Vu2R\nRN/Ww1YFYamidPgHntZa+UfeUPzAa30f7IbkLbmHoLMfjJcnd9KcVEfgJwJPSUHDYflVs+RWTMtS\ndQAAAAAAAEOnX2Hn5s2b9R//8R9qbW1Vz83bf/KTn6StMAxMfthozbxE4BmNS9ZKG+ut1tZKpYXD\nN/C08ahiu9craDya6nRchWpWSPGo/FMHZDvbJC8st3KG3Om1cvp5qzt6c6cvlN9wWPbiOUlSbO8r\ncsomynis3wkAAAAAAEa2ft/G/nd/93eaNGlSuuvBECguMFo9V/rjPqvASjFfWl9ndc9CqSA8/ALP\noL1VsR0vyra3pDrzixResk5Oa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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9330304410>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', col='banner_rn',hue='user_type', \n", " data=gp2_df, palette='coolwarm', col_wrap=3, size=6, x_order=date_unique )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图中所有Y轴均表示Banner位的点击次数,图中橙色代表B组用户,蓝色代表A组用户,上左图中banner_rn=1表示1号Banner位A/B组的不同点击次数,上中图中banner_rn=2表示2号Banner位A/B组的不同点击次数,依次展示到6号Banner位。\n", "\n", "上图说明1号Banner中A组的点击次数明显高于B组,其余Banner位基本都是B组的点击次数高。" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gp2_df['banner_rn'] = pd.to_numeric(gp2_df['banner_rn'])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.JointGrid at 0x7f9329185f50>" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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er+fSSy9Nkq3e78//PBZOOOGEdHV1ZcGCBWlubs4VV1yRZOsLYnR2dua0005Lkhx11FHZ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\n0eiaPHlyJk+e/KY/P/vss7N79+70798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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9329217d50>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot('banner_rn', 'banner_click', data=gp2_df[gp2_df.user_type=='B'], \n", " kind='scatter', size=12, alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "B组数据:上图横轴分别为1-6号Banner位,纵轴为Banner位的点击次数,pearsonr系数为0.34,说明相关关系较弱。" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.JointGrid at 0x7f9328ee7b90>" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AgkQXAABAQaILAACgINEFAABQUH2tBwAYiNZv6E7boqVZ/NSarO5ZksljR6Wx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\nAAAUJLoAAAAK+n9V3x28EnKXXAAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9328ee7590>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot('banner_rn', 'banner_click', data=gp2_df[gp2_df.user_type=='A'], \n", " kind='scatter', alpha=0.5, size=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A组数据:上图横轴分别为1-6号Banner位,纵轴为Banner位的点击次数,pearsonr系数为0.71,与B组相比,A组中Banner位顺序与点击次数的相关性更高。" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [], "source": [ "banner_rn1_2 = gp2_df[gp2_df.banner_rn.isin([1,2])]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9328b4a550>" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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REREqKChw/J+Ym5ur7du3O/5PO/dH+7nHJ06cUEZGhsLCwpSVlSV/f3+VlZXp2LFj2rhx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\nRUVFObMcAAAAAEA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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9328cedf10>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='user_id', hue='user_type', data=banner_rn1_2, \n", " palette='coolwarm', kind='bar', ci=False, size=6,\n", " x_order=date_unique, aspect=2)\n", "plot.fig.suptitle('第1和第2 Banner位合并统计点击用户数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图仅仅统计1、2号Banner的A/B组点击用户数,由图可见从4月29日开始,A组的点击次数比B组高,A组用户的1、2号Banner位点击用户数量比B组高。" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9329102050>" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OlV5R3Lt3r+bMmaO0tDS5u7srNjZWf/7znzVt2jStWrVKLVu21KBBg2S32zVp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\nIpq3DFCrgNqXmDLTUiXV3hv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ZM2bolltukSR98cUXevLJJ/Xdd99ddExGRoamT5+u0tJS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\nQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9330549150>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='banner_click', hue='user_type', data=banner_rn1_2, \n", " palette='coolwarm', kind='bar', ci=False, size=6,\n", " x_order=date_unique, aspect=2)\n", "plot.fig.suptitle('第1和第2 Banner位合并统计点击次数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图仅仅统计1、2号Banner的A/B组点击次数,由图可见从4月29日开始,A组的点击次数比B组高。" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cur.execute(sql_2)\n", "columns = [column[0] for column in cur.description]\n", "df = pd.DataFrame(cur.fetchmany(1000))\n", "frames = []\n", "while not df.empty:\n", " frames.append(df)\n", " df = pd.DataFrame(cur.fetchmany(1000))\n", "cost_df = pd.concat(frames)\n", "cost_df.columns = columns" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cost_df['date_desc'] = cost_df['date_desc'].apply(lambda x : pd.to_datetime(x).strftime('%m-%d'))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cost_df.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(497, 4)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cost_df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面约定当天浏览并且当天购买的用户认定为该组的购买用户,分别统计购买金额和购买人数如下。" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cost_gp1 = cost_df.groupby(['date_desc', 'user_type'])[['user_id', 'cost']]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cost_df = cost_gp1.agg({'user_id':lambda x: x.nunique(), 'cost':np.sum})" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cost_df.reset_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>date_desc</th>\n", " <th>user_type</th>\n", " <th>cost</th>\n", " <th>user_id</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>04-28</td>\n", " <td>A</td>\n", " <td>15185.76</td>\n", " <td>54</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>04-28</td>\n", " <td>B</td>\n", " <td>15332.92</td>\n", " <td>54</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>04-29</td>\n", " <td>A</td>\n", " <td>3906.92</td>\n", " <td>27</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>04-29</td>\n", " <td>B</td>\n", " <td>5272.62</td>\n", " <td>25</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>04-30</td>\n", " <td>A</td>\n", " <td>10157.01</td>\n", " <td>35</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date_desc user_type cost user_id\n", "0 04-28 A 15185.76 54\n", "1 04-28 B 15332.92 54\n", "2 04-29 A 3906.92 27\n", "3 04-29 B 5272.62 25\n", "4 04-30 A 10157.01 35" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cost_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上表为A/B组从4月28日开始的购买金额合计(cost)和购买用户数(user_id)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9332e4e650>" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9330d00b10>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='user_id', hue='user_type', data=cost_df, \n", " palette='coolwarm', kind='bar', size=6,\n", " x_order=date_unique, aspect=2)\n", "plot.fig.suptitle('A/B组购买用户数', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图中Y轴为购买用户数,可见4月28日A/B购买用户数量相同,29、30日A组用户购买数量略高,5月1、2日B组购买用户数量略高,A/B组间的购买用户数并没有明显的规律。" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f93319c2490>" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x7f932ac691d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.factorplot(x='date_desc', y='cost', hue='user_type', data=cost_df, \n", " palette='coolwarm', kind='bar', size=6,\n", " x_order=date_unique, aspect=2)\n", "plot.fig.suptitle('A/B组购买金额', fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上图中Y轴为购买金额总和,A/B组间暂时没有明显规律。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 项目结论" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 1.测试期间,A组用户1、2号Banner位的点击次数明显比B组用户高\n", "* 2.A/B组中Banner位的点击率提升与该组用户的购买金额并没有直接的关系,用户是否购买不仅仅与Banner位有关\n", "* 3.通过系统化的实现方式,大规模的筛选素材并提高Banner位素材与各个用户间的相关关系能够提升资源位的使用效率,显著提高用户的点击率" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }