{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 链家成都市区挂牌二手房分析" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 学员昵称:Luo2019\n", "- 学员编号:726290" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 项目介绍\n", "”衣食住行“是涉及到广大群众的基本生存基础,“衣”、“食”和“住”是属于大众的最基本消费,也是最常见的消费。“住”不属于大众的常见消费,但是随着社会变化,工作薪资等提升越来越多的人会选择通过购买住房而非出租的方式来解决“住”的问题。而同等时期条件下,二手房也越来越属于热门市场。因此选定了成都的[二手房](https://cd.lianjia.com/ershoufang/)作为数据源,以期能够初步了解二线城市中的二手房市场信息。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 项目目录\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据采集 \n", "本次项目是通过对[链家成都二手房](https://cd.lianjia.com/ershoufang/)数据进行采集分析,其中利用了 **Selenium** 进行动态模拟获取每个页面中挂牌房屋链接以及 **Requests**、**BeautifulSoup** 等方式来得到基本属性、交易属性以及销售信息。\n", "\n", "\n", "\n", "注:\n", " \n", "" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from CrawlLianJia import crawl" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# 爬虫已经封装好,可以直接运行, 可以不用运行\n", "CHROME_DRIVER = \"./CrawlLianJia/tool/chromedriver\"\n", "FILEPATH = \"./raw_data.json\"\n", "crawl.main(CHROME_DRIVER, FILEPATH)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据清理\n", "通过上面的方式,每个挂牌二手房的数据都是以 `Json` 形式保存在文件中。相关的数据值都是以字符串的形式保存,需要将相应的数据进行预处理。同时检查是否存在缺失值、重复数据以及其他问题。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import json\n", "import re\n", "import warnings" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "base_data = []\n", "transaction_data = []\n", "feature_data = []\n", "with open(\"./raw_data.json\", \"r\") as file:\n", " for line in file.readlines():\n", " base_data.append(json.loads(line)[\"base\"])\n", " transaction_data.append(json.loads(line)[\"transaction\"])\n", " feature_data.append(json.loads(line)[\"feature\"])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "base = pd.DataFrame(base_data)\n", "transaction = pd.DataFrame(transaction_data)\n", "feature = pd.DataFrame(feature_data)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "raw_data = pd.merge(base, transaction, left_index=True, right_index=True)\n", "raw_data = pd.merge(raw_data, feature, left_index=True, right_index=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 检查数据是否存在重复\n", "raw_data.duplicated().sum()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "raw_data.drop_duplicates(inplace=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 2854 entries, 0 to 2854\n", "Data columns (total 43 columns):\n", "area 2854 non-null object\n", "community_id 2854 non-null object\n", "subInfo 2854 non-null object\n", "total 2854 non-null object\n", "unit 2854 non-null object\n", "unitPrice 2854 non-null object\n", "产权年限 2854 non-null object\n", "别墅类型 11 non-null object\n", "套内面积 2854 non-null object\n", "小区名称 2854 non-null object\n", "建筑类型 2843 non-null object\n", "建筑结构 2854 non-null object\n", "建筑面积 2854 non-null object\n", "户型结构 2843 non-null object\n", "房屋户型 2854 non-null object\n", "房屋朝向 2854 non-null object\n", "所在区域 2854 non-null object\n", "所在楼层 2854 non-null object\n", "梯户比例 2843 non-null object\n", "燃气价格 9 non-null object\n", "用水类型 10 non-null object\n", "用电类型 10 non-null object\n", "装修情况 2854 non-null object\n", "配备电梯 2843 non-null object\n", "链家编号 2854 non-null object\n", "上次交易 2854 non-null object\n", "交易权属 2854 non-null object\n", "产权所属 2854 non-null object\n", "房屋年限 2854 non-null object\n", "房屋用途 2854 non-null object\n", "房本备件 2854 non-null object\n", "抵押信息 2854 non-null object\n", "挂牌时间 2854 non-null object\n", "交通出行 1350 non-null object\n", "周边配套 1163 non-null object\n", "售房详情 636 non-null object\n", "小区介绍 1925 non-null object\n", "户型介绍 1461 non-null object\n", "权属抵押 347 non-null object\n", "核心卖点 2723 non-null object\n", "税费解析 996 non-null object\n", "装修描述 676 non-null object\n", "适宜人群 251 non-null object\n", "dtypes: object(43)\n", "memory usage: 981.1+ KB\n" ] } ], "source": [ "raw_data.info()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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area80.66平米119.6平米94.31平米104平米
community_id1611063740530161106160894116110415244961611062717746
subInfo2016年建/板塔结合2013年建/板塔结合2002年建/板楼2012年建/塔楼
total95.8310138145
unit
unitPrice11878元/平米25920元/平米14633元/平米13943元/平米
产权年限70年70年70年70年
别墅类型NaNNaNNaNNaN
套内面积暂无数据暂无数据暂无数据暂无数据
小区名称地铁首座银泰泰悦湾翠堤春晓御源大湖区
建筑类型板塔结合板塔结合板楼塔楼
建筑结构钢混结构钢混结构钢混结构钢混结构
建筑面积80.66㎡119.6㎡94.31㎡104㎡
户型结构平层平层平层平层
房屋户型3室2厅1厨1卫2室2厅1厨1卫3室2厅1厨1卫3室1厅1厨1卫
房屋朝向东南东南南 北
所在区域温江|温江大学城|第二绕城高速外高新|金融城|三环至绕城高速武侯|五大花园|绕城高速至第二绕城高速龙泉驿|龙泉驿城区|绕城高速至第二绕城高速
所在楼层高楼层 (共32层)低楼层 (共31层)中楼层 (共6层)中楼层 (共6层)
梯户比例两梯六户两梯四户一梯两户一梯两户
燃气价格NaNNaNNaNNaN
用水类型NaNNaNNaNNaN
用电类型NaNNaNNaNNaN
装修情况精装精装精装精装
配备电梯
链家编号106102556957106102100713106101769913106102470113
上次交易暂无数据暂无数据暂无数据暂无数据
交易权属商品房商品房商品房商品房
产权所属共有非共有非共有非共有
房屋年限暂无数据暂无数据暂无数据暂无数据
房屋用途普通住宅普通住宅普通住宅普通住宅
房本备件未上传房本照片未上传房本照片未上传房本照片未上传房本照片
抵押信息有抵押 25万元 建设银行 业主自还有抵押 250万元 金融公司垫资无抵押有抵押 30万元 业主自还
挂牌时间2019-05-042019-01-252018-10-242019-04-17
交通出行NaN小区出门200米左右是“科华南路中站”有:102路、220路、510路,步行300米左右是“...NaN小区3号门距离地铁2号线地铁站1.21公里(数据来源百度地图),也有公交车871.880.8...
周边配套NaN距离小区800米(来源于百度地图)是银泰商场以及交子公园,背后100米(来源于百度地图)是招...翠堤春晓小区配套好,小区出门500米菜市场:韵华菜市场,700米到公园:东坡公园,公交21路...NaN
售房详情NaNNaNNaNNaN
小区介绍NaN项目位于高新区锦泰路28号,是金融城三期临锦江并且可观城市风景的商品房。小区总占地67亩,于...该小区建于2002年,总层高6层,走楼梯一梯两户;小区保安24小时值守。值得说的是,小区单元...小区开发商是御源置业,物业公司是东晨物业,物业费是1.2元平米月。小区绿化挺好的,居住舒适,...
户型介绍NaNNaN园林小区、标准套三,布局合理,户型方正通透,简单装修、中间楼层四楼,安静不吵,精装修NaN
权属抵押NaNNaNNaNNaN
核心卖点NaN正对小区中庭,位置安静,正看小区绿化,带私家花园。标准套三,布局合理,户型方正通透,中间四楼,精装修此房满两年+套三+中间楼层+装修
税费解析NaNNaNNaNNaN
装修描述NaNNaNNaNNaN
适宜人群NaNNaNNaNNaN
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"建筑类型 板塔结合 \n", "建筑结构 钢混结构 \n", "建筑面积 119.6㎡ \n", "户型结构 平层 \n", "房屋户型 2室2厅1厨1卫 \n", "房屋朝向 东南 \n", "所在区域 高新|金融城|三环至绕城高速 \n", "所在楼层 低楼层 (共31层) \n", "梯户比例 两梯四户 \n", "燃气价格 NaN \n", "用水类型 NaN \n", "用电类型 NaN \n", "装修情况 精装 \n", "配备电梯 有 \n", "链家编号 106102100713 \n", "上次交易 暂无数据 \n", "交易权属 商品房 \n", "产权所属 非共有 \n", "房屋年限 暂无数据 \n", "房屋用途 普通住宅 \n", "房本备件 未上传房本照片 \n", "抵押信息 有抵押 250万元 金融公司垫资 \n", "挂牌时间 2019-01-25 \n", "交通出行 小区出门200米左右是“科华南路中站”有:102路、220路、510路,步行300米左右是“... \n", "周边配套 距离小区800米(来源于百度地图)是银泰商场以及交子公园,背后100米(来源于百度地图)是招... \n", "售房详情 NaN \n", "小区介绍 项目位于高新区锦泰路28号,是金融城三期临锦江并且可观城市风景的商品房。小区总占地67亩,于... \n", "户型介绍 NaN \n", "权属抵押 NaN \n", "核心卖点 正对小区中庭,位置安静,正看小区绿化,带私家花园。 \n", "税费解析 NaN \n", "装修描述 NaN \n", "适宜人群 NaN \n", "\n", " 2 \\\n", "area 94.31平米 \n", "community_id 1611041524496 \n", "subInfo 2002年建/板楼 \n", "total 138 \n", "unit 万 \n", "unitPrice 14633元/平米 \n", "产权年限 70年 \n", "别墅类型 NaN \n", "套内面积 暂无数据 \n", "小区名称 翠堤春晓 \n", "建筑类型 板楼 \n", "建筑结构 钢混结构 \n", "建筑面积 94.31㎡ \n", "户型结构 平层 \n", "房屋户型 3室2厅1厨1卫 \n", "房屋朝向 南 北 \n", "所在区域 武侯|五大花园|绕城高速至第二绕城高速 \n", "所在楼层 中楼层 (共6层) \n", "梯户比例 一梯两户 \n", "燃气价格 NaN \n", "用水类型 NaN \n", "用电类型 NaN \n", "装修情况 精装 \n", "配备电梯 无 \n", "链家编号 106101769913 \n", "上次交易 暂无数据 \n", "交易权属 商品房 \n", "产权所属 非共有 \n", "房屋年限 暂无数据 \n", "房屋用途 普通住宅 \n", "房本备件 未上传房本照片 \n", "抵押信息 无抵押 \n", "挂牌时间 2018-10-24 \n", "交通出行 NaN \n", "周边配套 翠堤春晓小区配套好,小区出门500米菜市场:韵华菜市场,700米到公园:东坡公园,公交21路... \n", "售房详情 NaN \n", "小区介绍 该小区建于2002年,总层高6层,走楼梯一梯两户;小区保安24小时值守。值得说的是,小区单元... \n", "户型介绍 园林小区、标准套三,布局合理,户型方正通透,简单装修、中间楼层四楼,安静不吵,精装修 \n", "权属抵押 NaN \n", "核心卖点 标准套三,布局合理,户型方正通透,中间四楼,精装修 \n", "税费解析 NaN \n", "装修描述 NaN \n", "适宜人群 NaN \n", "\n", " 3 \n", "area 104平米 \n", "community_id 1611062717746 \n", "subInfo 2012年建/塔楼 \n", "total 145 \n", "unit 万 \n", "unitPrice 13943元/平米 \n", "产权年限 70年 \n", "别墅类型 NaN \n", "套内面积 暂无数据 \n", "小区名称 御源大湖区 \n", "建筑类型 塔楼 \n", "建筑结构 钢混结构 \n", "建筑面积 104㎡ \n", "户型结构 平层 \n", "房屋户型 3室1厅1厨1卫 \n", "房屋朝向 南 \n", "所在区域 龙泉驿|龙泉驿城区|绕城高速至第二绕城高速 \n", "所在楼层 中楼层 (共6层) \n", "梯户比例 一梯两户 \n", "燃气价格 NaN \n", "用水类型 NaN \n", "用电类型 NaN \n", "装修情况 精装 \n", "配备电梯 无 \n", "链家编号 106102470113 \n", "上次交易 暂无数据 \n", "交易权属 商品房 \n", "产权所属 非共有 \n", "房屋年限 暂无数据 \n", "房屋用途 普通住宅 \n", "房本备件 未上传房本照片 \n", "抵押信息 有抵押 30万元 业主自还 \n", "挂牌时间 2019-04-17 \n", "交通出行 小区3号门距离地铁2号线地铁站1.21公里(数据来源百度地图),也有公交车871.880.8... \n", "周边配套 NaN \n", "售房详情 NaN \n", "小区介绍 小区开发商是御源置业,物业公司是东晨物业,物业费是1.2元平米月。小区绿化挺好的,居住舒适,... \n", "户型介绍 NaN \n", "权属抵押 NaN \n", "核心卖点 此房满两年+套三+中间楼层+装修 \n", "税费解析 NaN \n", "装修描述 NaN \n", "适宜人群 NaN " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data.head(4).T" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "raw_data[\"可选交通数量\"] = raw_data.交通出行.str.findall(r\"地铁(\\d+)|(\\d+)号\").str.len().fillna(0) + \\\n", " raw_data.交通出行.str.findall(r\"路\").str.len().fillna(0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Index(['area', 'community_id', 'subInfo', 'total', 'unit', 'unitPrice', '产权年限',\n", " '别墅类型', '套内面积', '小区名称', '建筑类型', '建筑结构', '建筑面积', '户型结构', '房屋户型', '房屋朝向',\n", " '所在区域', '所在楼层', '梯户比例', '燃气价格', '用水类型', '用电类型', '装修情况', '配备电梯', '链家编号',\n", " '上次交易', '交易权属', '产权所属', '房屋年限', '房屋用途', '房本备件', '抵押信息', '挂牌时间', '交通出行',\n", " '周边配套', '售房详情', '小区介绍', '户型介绍', '权属抵押', '核心卖点', '税费解析', '装修描述', '适宜人群',\n", " '可选交通数量'],\n", " dtype='object')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data.columns" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# 筛选出必要的数据\n", "columns = [\n", " 'area', 'community_id', 'subInfo', 'total', 'unitPrice', '产权年限',\n", " '小区名称', '建筑类型', \"建筑结构\", '户型结构', '房屋户型', \"所在区域\",\n", " \"梯户比例\", \"交易权属\", \"房屋年限\", \"房屋用途\", \"挂牌时间\", \"抵押信息\", \"装修情况\",\n", " \"配备电梯\", '链家编号', \"上次交易\", \"核心卖点\", '所在楼层', \"装修描述\", \"可选交通数量\"\n", "]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areacommunity_idsubInfototalunitPrice产权年限小区名称建筑类型建筑结构户型结构...挂牌时间抵押信息装修情况配备电梯链家编号上次交易核心卖点所在楼层装修描述可选交通数量
080.66平米16110637405302016年建/板塔结合95.811878元/平米70年地铁首座板塔结合钢混结构平层...2019-05-04有抵押 25万元 建设银行 业主自还精装106102556957暂无数据NaN高楼层 (共32层)NaN0.0
1119.6平米16110616089412013年建/板塔结合31025920元/平米70年银泰泰悦湾板塔结合钢混结构平层...2019-01-25有抵押 250万元 金融公司垫资精装106102100713暂无数据正对小区中庭,位置安静,正看小区绿化,带私家花园。低楼层 (共31层)NaN5.0
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2 rows × 26 columns

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" ], "text/plain": [ " area community_id subInfo total unitPrice 产权年限 小区名称 建筑类型 \\\n", "0 80.66平米 1611063740530 2016年建/板塔结合 95.8 11878元/平米 70年 地铁首座 板塔结合 \n", "1 119.6平米 1611061608941 2013年建/板塔结合 310 25920元/平米 70年 银泰泰悦湾 板塔结合 \n", "\n", " 建筑结构 户型结构 ... 挂牌时间 抵押信息 装修情况 配备电梯 链家编号 \\\n", "0 钢混结构 平层 ... 2019-05-04 有抵押 25万元 建设银行 业主自还 精装 有 106102556957 \n", "1 钢混结构 平层 ... 2019-01-25 有抵押 250万元 金融公司垫资 精装 有 106102100713 \n", "\n", " 上次交易 核心卖点 所在楼层 装修描述 可选交通数量 \n", "0 暂无数据 NaN 高楼层 (共32层) NaN 0.0 \n", "1 暂无数据 正对小区中庭,位置安静,正看小区绿化,带私家花园。 低楼层 (共31层) NaN 5.0 \n", "\n", "[2 rows x 26 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = raw_data.loc[:, columns].copy()\n", "df.head(2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# 修改列名称\n", "df.columns = ['总面积', '小区编号', '修建年份', '总价', '每平米价格', '产权年限',\n", " '小区名称', '建筑类型', '建筑结构', '户型结构', '房屋户型', '所在区域',\n", " '梯户比例', '交易权属', '房屋年限', '房屋用途', '挂牌时间', '抵押信息',\n", " '装修情况', '配备电梯', '链家编号', '上次交易', '核心卖点', '所在楼层',\n", " '装修描述', \"可选交通数量\"]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 2854 entries, 0 to 2854\n", "Data columns (total 26 columns):\n", "总面积 2854 non-null object\n", "小区编号 2854 non-null object\n", "修建年份 2854 non-null object\n", "总价 2854 non-null object\n", "每平米价格 2854 non-null object\n", "产权年限 2854 non-null object\n", "小区名称 2854 non-null object\n", "建筑类型 2843 non-null object\n", "建筑结构 2854 non-null object\n", "户型结构 2843 non-null object\n", "房屋户型 2854 non-null object\n", "所在区域 2854 non-null object\n", "梯户比例 2843 non-null object\n", "交易权属 2854 non-null object\n", "房屋年限 2854 non-null object\n", "房屋用途 2854 non-null object\n", "挂牌时间 2854 non-null object\n", "抵押信息 2854 non-null object\n", "装修情况 2854 non-null object\n", "配备电梯 2843 non-null object\n", "链家编号 2854 non-null object\n", "上次交易 2854 non-null object\n", "核心卖点 2723 non-null object\n", "所在楼层 2854 non-null object\n", "装修描述 676 non-null object\n", "可选交通数量 2854 non-null float64\n", "dtypes: float64(1), object(25)\n", "memory usage: 602.0+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 因为**房屋类型**和**梯户比例**可以解析为相应的数字值,因此通过正则表达式的方式分别获取到对应的值。此外梯户比例的中文数据值需要转换为数字值\n", "* **产权年限**中也是数字值和年份数据相结合数据,需要进行解析\n", "* **总面积**添加了中文单位,需要删除\n", "* **每平米价格**需要解析出数字\n", "* **所在区域**中分别包括了三个等级的信息,需要提取出需要的大区信息\n", "* **抵押信息**中包括了详细的抵押说明,仅需要解析出是否存在抵押\n", "* **所在楼层**需要解析出总楼层数和楼层位置\n", "* **挂牌时间**,**修建年份** 需要分别解析为时间日期类型\n", "* **上次交易** 是一个日期数据,其中`暂无数据`应当被替换为缺失值" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "df[\"房屋类型_室\"] = df.房屋户型.str.findall(r\"(\\d+)室\").str[0].astype(\"int16\")\n", "df[\"房屋类型_厅\"] = df.房屋户型.str.findall(r\"(\\d+)厅\").str[0].astype(\"int16\")\n", "df[\"房屋类型_厨\"] = df.房屋户型.str.findall(r\"(\\d+)厨\").str[0].astype(\"int16\")\n", "df[\"房屋类型_卫\"] = df.房屋户型.str.findall(r\"(\\d+)卫\").str[0].astype(\"int16\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "num_dict = {\n", " '六': 6, '四': 4, '两': 2, '八': 8, '七': 7, '十六': 16, '五': 5, '十': 10,\n", " '十五': 15, '二十四': 24, '三': 3, '五十二': 52, '十三': 13, '九': 9, '二十二': 22,\n", " '十七': 17, '四十': 40, '二十一': 21, '三十二': 32, '十二': 12, '十四': 14, '二十': 20,\n", " '一': 1, '二十三': 23, '十八': 18, '四十一': 41, '十一': 11, '十九': 19, '三十五': 35,\n", " '三十四': 34, '二十六': 26, '三十六': 36, '二十九': 29, '六十九': 69, '四十九': 49,\n", " '四十二': 42, '四十八': 48, '二十五': 25, '四十六': 46, '三十八': 38, '二十七': 27,\n", " '八十六': 86, '四十三': 43, '四十五': 45, '三十': 30\n", "}" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "df[\"户数\"] = df.梯户比例.str.findall(r\"梯(.+)户\").str[0].map(num_dict)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [], "source": [ "df[\"梯数\"] = df.梯户比例.str.findall(r\"(.+)梯\").str[0].map(num_dict)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "df[\"产权年限\"] = df.产权年限.str.findall(r\"(\\d+)\").str[0].astype(\"category\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "df[\"总面积\"] = df.总面积.str.findall(r\"([\\d\\.]+)\").str[0].astype(\"float\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "df[\"每平米价格\"] = df.每平米价格.str.findall(r\"[\\d\\.]+\").str[0].astype(\"float\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "df[\"所在城区\"] = df.所在区域.str.split(\"|\").str[0]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "df[\"总价\"] = df.总价.astype(\"float\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "df[\"抵押信息\"] = df.抵押信息.str.split(\" \").str[0]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "df[\"总楼层\"] = df.所在楼层.str.findall(\"\\d+\").str[0].astype(\"int\")\n", "df[\"所在楼层\"] = df.所在楼层.str.split(\" \").str[0]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "df[\"修建年份\"] = pd.to_datetime(df.修建年份.str.findall(r\"\\d+\").str[0])\n", "df[\"挂牌时间\"] = pd.to_datetime(df[\"挂牌时间\"])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "df[\"上次交易\"] = pd.to_datetime(df.上次交易.replace(\"暂无数据\", np.nan))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# 需要删除相应的列\n", "df.drop(labels=['房屋户型', '所在区域', '梯户比例'], axis=1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "from matplotlib import pyplot as plt\n", "from matplotlib.ticker import FuncFormatter\n", "import seaborn as sns\n", "%matplotlib inline\n", "matplotlib.rcParams['font.family'] = 'STHeiti'" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 缺失值分别情况\n", "_, ax = plt.subplots(figsize=(12, 6))\n", "df[df.columns[~df.columns.isin([\"装修描述\", \"核心卖点\", \"上次交易\"])]].isnull().mean().plot(\n", " kind=\"bar\", ax=ax, rot=60, color=\"grey\")\n", "ax.set_xlabel(\"列名称\", fontsize=15)\n", "ax.set_ylabel(\"百分比\", fontsize=15)\n", "ax.set_title(\"各列缺失数据百分比\", fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 缺失值处理\n", "从上面可以看出主要的字段中,**修建年份**缺失比例最高(仅达到 $10\\%$),其他的缺失比例都是非常低。对相关列采取以下措施:\n", "* 修建年份,通过整体的一个分布情况来判断采取相应的统计值进行填充\n", "* 配备电梯,采用`暂无数据`进行填充\n", "* 户型结构,采用`暂无数据`进行填充\n", "* 建筑类型,采用`暂无数据`进行填充\n", "* 梯数和户数,根据[梯户比说明(链家网)](https://news.lianjia.com/gz/baike/0295976.html)信息之后确认,可以通过房屋用途来确认属于哪个阶段的梯户比\n", "* 产权年限,对于还是不能确定的数据采取删除的方式处理——没有一个良好方案进行相关数据处理,因而采取删除处理" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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SJKkBg7YkSZLUgEFbkiRJasCgLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUwJypLkCSJElrZ9GiRVNdwsgde+yxU13CajmiLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNTCyoJ1kgyQnJ/lGknOSPCHJdkm+lOS8JEuSLOj3/cskFyY5P8mRo6pRkiRJWlfmjPBrPRS4E3gcsAnwaeBq4O+q6rtJngq8Kck/Aq8E9gOWA59Icl5V/WiEtUqSJElrZWQj2lV1KbABcAXwK+B/gS2q6rv99jOAXYC9gM9V1e1VVcAHgQNHVackSZK0Loxy6sghwHXAjsD2wCeAleN2uxPYErhmoO1qYOtR1ChJkiStK6O8GPLJwLur6s6quh7YB9hwgnquAxYOtG0DXDvRCZMckeTiJBcvW7asRc2SJEnSfTLKoP0D4ACAJBsC+wPzkjymbzsIuAz4JnBIkrlJAhwJfGmiE1bV4qrao6r2WLhw4US7SJIkSVNilBdDfhh4f5LnA/OBk4CvAouTzAeuAo6sqhuTnAycAxRwalX9eIR1SpIkSWttZEG7qu4AXj7BpoMm2Pc04LTmRUmSJEmNeMMaSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUgEFbkiRJasCgLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUgEFbkiRJasCgLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhqYkqCd5CNJNp+Kry1JkiSNwsiDdpJDgf+pqt8m2SXJOUnOTfKBJHP7fY5KckGSpf3+kiRJ0owy0qCdZDPghcA7+qZ3Ac+vqn2BS4EXJ3kIsC/weOCJwCuSbDnKOiVJkqS1NeoR7bcDOwNfTbIbcHNVXdlvWwzsD+wHnFKd5cASYJ8R1ylJkiStlaGCdpIXjE3ruK+SbA9sB+wBvIRuNPvase1VdQcwB9gSuGbg0KuBrdfma0uSJEmjNuyI9i3AaUneuBYXMe4JnFZVy6vqcuBGYJuxjX2QXwlcBywcOG4bBgL5oCRHJLk4ycXLli27j2VJkiRJ695QQbuqPl1Vfw4sBT6Y5H1JHryGX+t/gSfBXXO1FwAbJtm23/4y4CzgHOB5/X4bAIcD505S1+Kq2qOq9li4cOFEu0iSJElTYs6wOyaZB/whMB+4BPjbJJtW1fOGOb6qvpfkp0m+DtwOvA64FTg1yXp0F0MeXVV3JLkoydL+0OOr6vo1eE+SJEnSlBsqaCdZBDwSOLmq3tc3n5xkjYaRq+ofgH8Y17zfBPudAJywJueWJEmSppNhR7RPB95WVSuSrF9VKwGqyonRkiRJ0gSGvRhyb+Dg/vmhSV7WqB5JkiRpVhg2aD+rqj4HUFWfAZ7briRJkiRp5hs2aN8+7vWd67oQSZIkaTYZNmjflOQBAEm25t7BW5IkSdKAYS+GPAZYkuQC4InAa9qVJEmSJM18QwXtqvpBkj8HHgG8p6publuWJEmSNLMNO3UEunnZy4Atk+zQqB5JkiRpVhj2hjVHA08DfghU/3D6iCRJkjSJYedoP6eq9mxaiSRJkjSLDDt15LdNq5AkSZJmmaFvwZ7kROAU4FaAqvp+s6okSZKkGW7YoP0A4FfAU/rXBRi0JUmSpEkMu7zfoiSbVdUNrQuSJEmSZoOh5mgnOQw4P8n6ST6TZMfGdUmSJEkz2rAXQz4buK6qVgJHAye2K0mSJEma+YYN2puMPamqK4EN25QjSZIkzQ7DBu0rxp4k2Q5Im3IkSZKk2WHYoH0SsGmS44CvAMe0K0mSJEma+YZddeQ7SfYBHg4cV1U3tS1LkiRJmtmGCtpJjqVbO3vsNVX11mZVSZIkSTPcsDes+Xz/5zzgRcAP2pQjSZIkzQ7DTh25ZOx5km8CZwLvb1WUJEmSNNMNezHkXaqqgC0a1CJJkiTNGsPO0X4P3Rzt9YFHAp9oWZQkSZI00w07R/u9/Z93Asuq6rZG9UiSJEmzwrBB+5DBF8nd96upqvety4IkSZKk2WDYOdobAnsCPwT2orsz5CX9Q5IkSdI4w45o7w88tapWJLkQ+HxVndCwLkmSJGlGG3ZEe25VrQCoqtvpRrglSZIkTWLYoH1jkh0BkuwEeAt2SZIkaRWGnTryauDDSa4AdgBe0a4kSZIkaeYb9s6QPwMOSLJFVf2mcU2SJEnSjDfU1JEkOyU5CfhdEkezJUmSpNUYdo723wEPq6qVwG1J3tmwJkmSJGnGGzZo70B3C3aq6hTgj5tVJEmSJM0CwwbtG8aepLstZFaxryRJknS/N2zQ/howL8nDgI8AX2lXkiRJkjTzDbvqyElJfgv8FXBWVS1pW5YkSZI0sw0VtJO8rareDHyqcT2SJEnSrDDs1JEtkjwryQOTbJpk06ZVSZIkSTPcKke0kxxWVZ8GNqGbm/0pugshC3hx+/IkSZKkmWl1U0deAXy6ql6YZMeqMlxLkiRJQxh26gj062hLkiRJWr3VjWg/NMm76aaLDD6vqnpN8+okSZKkGWp1QftPB56/t2UhkiRJ0myyyqBdVVeMqhBJkiRpNlmTOdqSJEmShmTQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUwJQE7SS7JHlxku2SfCnJeUmWJFnQb//LJBcmOT/JkVNRoyRJkrQ2Rh60k2wB/BuwKfB24O+qah/gVOBNSTYDXgnsB+wD7JvkkaOuU5IkSVobIw3aSdYHTuDu27lvUVXfBaiqM4BdgL2Az1XV7VVVwAeBA0dZpyRJkrS2Rj2i/VbgfcDP+9crx22/E9gSuGag7Wpg6/alSZIkSevOnFF9oSQHAocCjwM2BzYBLh+323rAdcBDBtq2Aa6d5JxHAEcA7LDDDuu2YEmSZoFFixZNdQnS/dbIRrSr6syqelRV7QscDbwfuCrJYwCSHARcBnwTOCTJ3CQBjgS+NMk5F1fVHlW1x8KFC0fyPiRJkqRhjGxEexLHAIuTzAeuAo6sqhuTnAycAxRwalX9eCqLlCRJktbUlATtqjoXOLd/edAE208DThthSZIkSdI65Q1rJEmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUgEFbkiRJasCgLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUgEFbkiRJasCgLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1MCcqS5AkqRRWbRo0VSXIOl+xBFtSZIkqYGRBu0kxyc5N8nXkxyYZJck5/RtH0gyt9/vqCQXJFma5NBR1ihJkiStCyObOtIH5uurat8k84GzgBuA51fVlUleBbw4ydnAvsDjgbnA6UmWVtV1o6pVkiRJWlujnKP9U2ApQFXdkuRaYEVVXdlvXwwsAQo4paoKWJ5kCbAP8NkR1ipJkiStlZFNHamqS8dGpZM8HfgWcO3A9jvogv+WwDUDh14NbD2qOiVJkqR1YeQXQyb5M7ppIccDWw20zwVWAtcBCwcO2YaBQD7uXEckuTjJxcuWLWtXtCRJkrSGRn0x5BOAg4HXVdVyYOMk2/abX0Y3b/sc4Hn9/hsAhwPnTnS+qlpcVXtU1R4LFy6caBdJkiRpSozyYsjHA6cD3wPOSQJwFHBqkvWAS4Gjq+qOJBclWdofenxVXT+qOiVJkqR1YWRBu6qWAptNsGm/CfY9ATiheVGSJElSI96wRpIkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEuSJEkNGLQlSZKkBgzakiRJUgMGbUmSJKkBg7YkSZLUgEFbkiRJasCgLUmSJDVg0JYkSZIaMGhLkiRJDRi0JUmSpAYM2pIkSVIDBm1JkiSpAYO2JEmS1IBBW5IkSWrAoC1JkiQ1YNCWJEmSGjBoS5IkSQ0YtCVJkqQGDNqSJElSAwZtSZIkqQGDtiRJktSAQVuSJElqwKAtSZIkNWDQliRJkhowaEu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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "df.修建年份.dt.year.plot(kind=\"hist\", ax=ax, color=\"grey\")\n", "ax.set_xlabel(\"年份\", fontsize=15)\n", "ax.set_title(\"修建年份分布\", fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图分布可以知道:\n", "1. 在售二手房基本上都是 2009 年之后修建的,很少有上世纪修建的房屋在售\n", "2. 因为是有一个左偏态分布数据,修建年份主要集中在 2010 年左右,因此使用该数据值众数进行填充" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "df[\"修建年份\"] = df.修建年份.fillna(df.修建年份.mode())" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "df[[\"配备电梯\", \"户型结构\", \"建筑类型\"]] = df.loc[:, [\n", " \"配备电梯\", \"户型结构\", \"建筑类型\"]].fillna(\"暂无数据\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1035 别墅\n", "1038 别墅\n", "1039 别墅\n", "1040 别墅\n", "1192 别墅\n", "2022 别墅\n", "2024 别墅\n", "2032 别墅\n", "2052 别墅\n", "2067 别墅\n", "2394 别墅\n", "Name: 房屋用途, dtype: object" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data.loc[df[[\"梯数\", \"户数\"]].isnull().sum(axis=1) > 0, \"房屋用途\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "经检验可以看出,**梯数**和**户数**是缺失的条件下,**房屋用途**是别墅。根据链家对梯户数比例的解释,可以知道,该类型的房屋的梯户数比例都属于低比例的情况。因此新建一个**梯户比**进行分类为`小`和`高`(大于 0.5 为高,反之为小),将缺失的数据填充`小`。" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "df[\"梯户比\"] = (df.梯数 / df.户数).apply(lambda x: \"高\" if x > 0.5 else \"低\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# 删除产权年限缺失数据\n", "df.dropna(subset=[\"产权年限\"], inplace=True)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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总面积80.66119.694.31
小区编号161106374053016110616089411611041524496
修建年份2016-01-01 00:00:002013-01-01 00:00:002002-01-01 00:00:00
总价95.8310138
每平米价格118782592014633
产权年限707070
小区名称地铁首座银泰泰悦湾翠堤春晓
建筑类型板塔结合板塔结合板楼
建筑结构钢混结构钢混结构钢混结构
户型结构平层平层平层
交易权属商品房商品房商品房
房屋年限暂无数据暂无数据暂无数据
房屋用途普通住宅普通住宅普通住宅
挂牌时间2019-05-04 00:00:002019-01-25 00:00:002018-10-24 00:00:00
抵押信息有抵押有抵押无抵押
装修情况精装精装精装
配备电梯
链家编号106102556957106102100713106101769913
上次交易NaTNaTNaT
核心卖点NaN正对小区中庭,位置安静,正看小区绿化,带私家花园。标准套三,布局合理,户型方正通透,中间四楼,精装修
所在楼层高楼层低楼层中楼层
装修描述NaNNaNNaN
可选交通数量050
房屋类型_室323
房屋类型_厅222
房屋类型_厨111
房屋类型_卫111
户数642
梯数221
所在城区温江高新武侯
总楼层32316
梯户比
\n", "
" ], "text/plain": [ " 0 1 \\\n", "总面积 80.66 119.6 \n", "小区编号 1611063740530 1611061608941 \n", "修建年份 2016-01-01 00:00:00 2013-01-01 00:00:00 \n", "总价 95.8 310 \n", "每平米价格 11878 25920 \n", "产权年限 70 70 \n", "小区名称 地铁首座 银泰泰悦湾 \n", "建筑类型 板塔结合 板塔结合 \n", "建筑结构 钢混结构 钢混结构 \n", "户型结构 平层 平层 \n", "交易权属 商品房 商品房 \n", "房屋年限 暂无数据 暂无数据 \n", "房屋用途 普通住宅 普通住宅 \n", "挂牌时间 2019-05-04 00:00:00 2019-01-25 00:00:00 \n", "抵押信息 有抵押 有抵押 \n", "装修情况 精装 精装 \n", "配备电梯 有 有 \n", "链家编号 106102556957 106102100713 \n", "上次交易 NaT NaT \n", "核心卖点 NaN 正对小区中庭,位置安静,正看小区绿化,带私家花园。 \n", "所在楼层 高楼层 低楼层 \n", "装修描述 NaN NaN \n", "可选交通数量 0 5 \n", "房屋类型_室 3 2 \n", "房屋类型_厅 2 2 \n", "房屋类型_厨 1 1 \n", "房屋类型_卫 1 1 \n", "户数 6 4 \n", "梯数 2 2 \n", "所在城区 温江 高新 \n", "总楼层 32 31 \n", "梯户比 低 低 \n", "\n", " 2 \n", "总面积 94.31 \n", "小区编号 1611041524496 \n", "修建年份 2002-01-01 00:00:00 \n", "总价 138 \n", "每平米价格 14633 \n", "产权年限 70 \n", "小区名称 翠堤春晓 \n", "建筑类型 板楼 \n", "建筑结构 钢混结构 \n", "户型结构 平层 \n", "交易权属 商品房 \n", "房屋年限 暂无数据 \n", "房屋用途 普通住宅 \n", "挂牌时间 2018-10-24 00:00:00 \n", "抵押信息 无抵押 \n", "装修情况 精装 \n", "配备电梯 无 \n", "链家编号 106101769913 \n", "上次交易 NaT \n", "核心卖点 标准套三,布局合理,户型方正通透,中间四楼,精装修 \n", "所在楼层 中楼层 \n", "装修描述 NaN \n", "可选交通数量 0 \n", "房屋类型_室 3 \n", "房屋类型_厅 2 \n", "房屋类型_厨 1 \n", "房屋类型_卫 1 \n", "户数 2 \n", "梯数 1 \n", "所在城区 武侯 \n", "总楼层 6 \n", "梯户比 低 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(3).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据处理\n", "* 对交易时间可以进行分析,得到上次交易于挂牌之间的间隔时间" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "df[\"交易间隔天数\"] = (df[\"挂牌时间\"] - df[\"上次交易\"]).fillna(pd.Timedelta(0, \"D\")).dt.days" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 二手房数据分析\n", "为了了解成都二手房市场,挂牌房屋的基本情况。首先对二手房类型信息进行探索\n", "1. 整体的二手房市场价格分布情况,面积分布以及单价分布\n", "2. 挂牌二手房的属性信息,例如修建年份等" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plt.figure(figsize=(12, 6))\n", "# df.总价.plot(kind=\"hist\", ax=ax)\n", "fig, ax = plt.subplots(1, 3, figsize=(18, 6))\n", "\n", "bin_edges = np.arange(0, df['总价'].max()+1, 15)\n", "ax[0].hist(data=df, x='总价', bins=bin_edges, color=\"#A5C8E1\")\n", "xticks = np.arange(0, df.总价.max()+100, 100)\n", "ax[0].set_xticks(ticks=xticks)\n", "ax[0].set_xticklabels(labels=[\"%d\" % i for i in xticks])\n", "ax[0].set_xlabel(\"总价(万元)\", fontsize=15)\n", "ax[0].set_title(\"挂牌二手房价格分布\", fontsize=20)\n", "# 面积\n", "sns.distplot(df.总面积, ax=ax[1])\n", "ax[1].set_xlabel(\"总面积(平方米)\", fontsize=15)\n", "ax[1].set_title(\"挂牌二手房房屋面积分布\", fontsize=20)\n", "xticks = np.arange(0, df.总面积.max()+50, 50)\n", "ax[1].set_xticks(ticks=xticks)\n", "ax[1].set_xticklabels(labels=[\"%d\" % i for i in xticks])\n", "\n", "# 单价\n", "sns.distplot(df.每平米价格, ax=ax[2])\n", "ax[2].set_xlabel(\"单价(元/平方米)\", fontsize=15)\n", "ax[2].set_title(\"挂牌二手房房屋单价分布\", fontsize=20)\n", "# xticks = np.arange(0, df.每平米价格.max()+5000, 10000)\n", "# ax[2].set_xticks(ticks=xticks)\n", "# ax[2].set_xticklabels(labels=[\"%d\" % i for i in xticks])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "950.0" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.总价.max()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "总面积 254.22\n", "小区编号 1611049015431\n", "修建年份 2013-01-01 00:00:00\n", "总价 950\n", "每平米价格 37370\n", "产权年限 70\n", "小区名称 中海城南华府\n", "建筑类型 板楼\n", "建筑结构 钢混结构\n", "户型结构 平层\n", "交易权属 商品房\n", "房屋年限 满两年\n", "房屋用途 普通住宅\n", "挂牌时间 2019-04-09 00:00:00\n", "抵押信息 有抵押\n", "装修情况 精装\n", "配备电梯 有\n", "链家编号 106102425046\n", "上次交易 2016-02-24 00:00:00\n", "核心卖点 南北通透 两梯两户 板式结构 套五三卫 精装修 空调加地暖满2年\n", "所在楼层 高楼层\n", "装修描述 NaN\n", "可选交通数量 0\n", "房屋类型_室 5\n", "房屋类型_厅 1\n", "房屋类型_厨 1\n", "房屋类型_卫 3\n", "户数 2\n", "梯数 2\n", "所在城区 高新\n", "总楼层 30\n", "梯户比 高\n", "交易间隔天数 1140\n", "Name: 2530, dtype: object" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df[\"总价\"].idxmax()]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "总面积 467\n", "小区编号 3011055396081\n", "修建年份 2008-01-01 00:00:00\n", "总价 650\n", "每平米价格 13919\n", "产权年限 70\n", "小区名称 天鹅湖花园\n", "建筑类型 板楼\n", "建筑结构 钢混结构\n", "户型结构 平层\n", "交易权属 商品房\n", "房屋年限 未满两年\n", "房屋用途 普通住宅\n", "挂牌时间 2017-08-07 00:00:00\n", "抵押信息 无抵押\n", "装修情况 毛坯\n", "配备电梯 有\n", "链家编号 106100549829\n", "上次交易 2017-11-09 00:00:00\n", "核心卖点 通透格局 采光通风好。交通便利,干湿分离带入户花园。\n", "所在楼层 高楼层\n", "装修描述 NaN\n", "可选交通数量 0\n", "房屋类型_室 4\n", "房屋类型_厅 2\n", "房屋类型_厨 2\n", "房屋类型_卫 1\n", "户数 2\n", "梯数 2\n", "所在城区 高新\n", "总楼层 31\n", "梯户比 高\n", "交易间隔天数 -94\n", "Name: 2537, dtype: object" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df.总面积.idxmax()]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "总价 2.784066\n", "总面积 2.298320\n", "每平米价格 1.288503\n", "dtype: float64" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[[\"总价\", \"总面积\", \"每平米价格\"]].skew()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "成都整体二手房市场中,挂牌价格整体上都是在 100 万元到 200 万元之间,同时存在少量的特别高价的房屋,最高的房价能达到 950 万元;同时面积上整体都集中在 $100\\ {m^2}$ 左右,房屋面积最大为 $450\\ m^2$;在单价方面,也是右偏态的分布图,主要的单价都是在 $10,000 元/m^2$ 到 $25,000元/m^2$ 之间" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(2, 2, figsize=(20, 10))\n", "\n", "df[\"装修情况\"].value_counts(dropna=False).plot(\n", " kind=\"bar\", ax=ax[0][0], rot=0, color=\"#A5C8E1\", fontsize=12)\n", "ax[0][0].set_yticklabels(\"\")\n", "# ax.set_axis_off()\n", "for index, value in enumerate(df[\"装修情况\"].value_counts(dropna=False)):\n", " ax[0][0].text(x=index-.05, y=value+2, s=value, fontdict={\"size\": 10})\n", "ax[0][0].set_title(\"挂牌房屋装修类型\", fontsize=15)\n", "ax[0][0].axes.tick_params(labelleft=False, left=False)\n", "\n", "df[\"户型结构\"].value_counts(dropna=False).plot(\n", " kind=\"bar\", ax=ax[0][1], rot=0, color=\"#A5C8E1\", fontsize=12)\n", "ax[0][1].set_yticklabels(\"\")\n", "# ax.set_axis_off()\n", "for index, value in enumerate(df[\"户型结构\"].value_counts(dropna=False)):\n", " ax[0][1].text(x=index-.05, y=value+2, s=value, fontdict={\"size\": 10})\n", "ax[0][1].set_title(\"挂牌房屋户型结构\", fontsize=15)\n", "ax[0][1].axes.tick_params(labelleft=False, left=False)\n", "\n", "df[\"所在城区\"].value_counts(dropna=False).plot(\n", " kind=\"bar\", ax=ax[1][0], rot=30, color=\"#A5C8E1\", fontsize=12)\n", "ax[1][0].set_yticklabels(\"\")\n", "# ax.set_axis_off()\n", "for index, value in enumerate(df[\"所在城区\"].value_counts(dropna=False)):\n", " ax[1][0].text(x=index-.15, y=value+2, s=value, fontdict={\"size\": 10})\n", "ax[1][0].set_title(\"挂牌房屋所在城区\", fontsize=15)\n", "ax[1][0].axes.tick_params(labelleft=False, left=False)\n", "\n", "df[\"交易权属\"].value_counts(dropna=False).plot(\n", " kind=\"bar\", ax=ax[1][1], rot=0, color=\"#A5C8E1\", fontsize=12)\n", "ax[1][1].set_yticklabels(\"\")\n", "# ax.set_axis_off()\n", "for index, value in enumerate(df[\"交易权属\"].value_counts(dropna=False)):\n", " ax[1][1].text(x=index-.05, y=value+2, s=value, fontdict={\"size\": 10})\n", "ax[1][1].set_title(\"挂牌房屋交易权属\", fontsize=15)\n", "ax[1][1].axes.tick_params(labelleft=False, left=False)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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gJBKJ4OPjw6ekpIhdU8m2b9++aNu2bYlyuVwAgDFjxjT8+uuvb5nNZsZkMjE5OTliDw8P/tSpUwqWZXH06NHrALB8+XLf5s2bWwDnydFisbAKhULQ6/Xxfn5+junTpwe+//77GQEBAfaMjAxRQUEBK5FIhNzc3JKJGObMmRM4atSoTNc27iYIAjNixIjGV65cUTocDmRmZkpOnDjhYbPZmFGjRmV8/PHHdy5duiRzOByMQqEQmjRpYv3ll188O3bsGNahQ4citVrNu44rMzNT7Ofn5zhz5oy8Xr169vbt25vNZjPz9ddf1+c4zta6dWvLY/yREELII6mu7bnD4cCxY8c8r1+/rgAApVLpYFkWrq5258+fl69cudLv22+/vQU4C6wtW7bc3Lt3r8ft27fFY8eOzbm7292uXbsSXX9mWVaw2WwMAEycODFrxYoV9S5evCifMWPGHcC5jlNaWpro3Xffbfzuu+9mbNmyxScxMVGyZMkS/4ULF6bgMaOiiRBCarjU1FTxyy+/3Py1117Lnj9/fgO9Xu8tlUoFnufRo0ePUJvNxvTs2TP/ueeeKygqKmJ5nmdcJ1iLxcLk5eWJxWIx1Gq1sH37ds833ngj+8svv/Tdvn27z+bNmxPT09NF/fv3byaXy/mffvrpBgDs2LHD86mnniqcNm1a0MmTJ9UymUwQi8XCiRMn1DzPM0VFReykSZPSwsLCLCNHjswEgNjYWGlgYKDtmWeeMQLOK4xGo5FRKpUlo5FNJhO7ePHiWw0aNHAoFApeJBLBZrMxRUVFjGsmpYKCAraoqIiNjo6uHxMTowwMDLTt2LEj4cyZM4rXX3+d27p1q2HXrl2eLVu2NJvNZkar1bbw9PR0bNu2zVepVDpUKhU/bty4xkeOHKF1mggh1Up1bs+feOIJ4zvvvJPu6tb85ptvNn7yySeL3nzzzaZqtZovLCxkf/jhhwTAWeD8+uuvXq6udwDw7bffNkhJSZGOGTMms7xjf+qpp4qGDBnSVK1WO2w2G8MwDPbv31/STmdlZUl2797tNXny5PSePXsa16xZ41s8w2CiTCZ77NPnMVUxRR8hdQWn06sAeAPwAaAGIBQ/+Lv+awWQDSDTEK21uyctqe5iYmIMGo2m3JPL45aZmSny8fFxlF6D4242mw0SSbmLy7ud3W5HUVERW94CigCQlpYmCggI+Muit/cSExPjp9FouEoLSGosTqeXAvACIAMgLee/EgAWAEYAJgCFAPIM0dQltDZzZ3t9P1XRnlfFxDoOhwMVHUNlqKitpztNhDwATqcXA2gCIBRAUwBc8SMYzgLJB85i6aH71HI6fR6ALACZxY80APEA4gDEAog3RGvN994CIZXPz8/vvgVFdS2YAOeaI/cqmADgYQomUndwOj0DZ9veGkAjAEHlPHwBPPRMXZxObweQCyAdgAFAYvGj5M+GaG3u3zwEQv6iKtrzqpiJ9HEXTPdDRRMhd+F0egWADgC6FD/aAWgG59XDx8Gr+NH0Hq/znE6fDGcBdQXASQC/G6K1f1kclBBCyIPhdHpPAG0BRBT/ty2ANgA8H9MuxQD8ih+t75EpB8B5AGcBnAFwxhCtvfmY8hBCHgIVTaTO43T6EAC9ATwJZ5HUGtXr/w0WQEjx4wXXk5xOfxvA7yguogCcNURraWA7IYSUg9PpAwH0LPVoiUe4Y/SY+QB4tvgBAOB0+gw4i6izAA4DOGqI1lrL/zgh5HGpTv8wJKRKFPdHfxpAHwAvAwh3b6JHFgRgYPEDAIo4nf4ggD0A9IZobarbkhFCiJtxOr0SQC8Az8N5wamVWwM9uvpwnq/6AJgJoLC4rf8JwE/U64CQqkFFE6kTOJ3eB87ioi+cd5X+sk5MLaAC0L/4IXA6/R8A9gLYY4jWnnNrMkIIqQKcTi+D82LYYDjbe5V7Ez0WagCvFD/A6fRXAPwI4L8AjhmitTTDFyGPARVNpNbidHoJnCfPSABaOGc2qisYAB2LH7M4nf4GgHUA1huitcnuDEYIIZWpuK1/HsAQOAuJxzUmqbpqVfyYAiCJ0+m/B7DJEK295N5YhNQuVDSRWofT6Z8AMBzOK41+bo5TXTQDMBfAHE6n/xXAWgA7DdFak3tjkboqNTVVHBgYWOF0+2lpaaJLly7Je/XqVSQWlz1d7du3T92xY0fTg8wKRWonTqdvDWA8nG19PTfHqS4aA9AB0HE6/TkAawB8T7PykUeVmpoq9vf3t1fF7HjVHRVNpFYoHqf0JoAoOGdCIuVjATxX/MjjdPofAHxpiNZecW8s8jA4nb6jO/Zbmd08w8PD26xbt+7Gq6++WnCv91y/fl02ZsyYJgkJCZcAYMaMGf46ne6OWq0WRo4c2eTSpUuXHQ4H3n333YazZ89OCw4OLinChg4dGnL69Gm1RCIRWJYVSp/wBUEAz/OM3W5nihdgjAsNDaWB9TUAp9OzcHZBfh+lJksg5XL1NljM6fRbASwxRGsvujlTnVPT2+uBAwc2eeqppwqXLFlS58dJU9FEajROp68HYByACQAC3BynpvEC8C6Adzid/mc4T6gH3ZyJ1BEqlcoRHh5e4WyPnp6ejqCgIKur4GnTpo25b9++zX766acbYrFY8PDw4KOiooIEQYC/v3+Zu1aFhYXs+PHj06OioipcbNLPz0+jUqnuuZ4TqR44nd4bwBgA78G5Zh55cAoAbwN4u7itX2iI1h5ycyZSDeXn57MqlYp3rYeUkZEhun79umLv3r037n6v3W6H2Wxm1Gp1nRlDR0UTqZE4nT4UwGQ4TwRKN8ep6RgUz8xU3J1jAYAdNJiYVJbY2FhpvXr1HAqFgpfL5QLLshCJRALgPPHabDbGaDSyOTk5bMOGDe08z8PhcDCuLnkmk4nJyckRSaVSISwszLx//3611WplDx48qM7KyhIPHz48e8+ePZ4DBgzId+3zYQohQaBf9eqK0+kDAEwHMAq1c1KHqvYSgJc4nf4sgEUAthuitdTFlQAAQkND20ilUl6hUPBKpZJPS0uTenp6OrRabXNBEGC32xmr1cpYLBbWYrGwjRo1shw9evS6u3NXFSqaSI3C6fQNAcyBs1hy79LQtVNHANsAXOV0+jmGaO0WdwciNV+nTp1aBQcHW8VicUl1kp6eLu3Xr19zqVRa8lxcXJzi0qVLl06ePKmcO3duMMMwQmpqqrRdu3bh7733XvqpU6dUHh4e/KRJkxqbTCZ24sSJjbt3717www8/+NjtdqZ00aRQKPjPP/88YP369eWOa+R5nhEEAV5eXnaj0Uid9auZ4l4E0+DsRUAXxipfJwBbACRwOv0CAGupeCLp6ekXXH/Ozs5mn3/++dDffvvtuoeHB92NBxVNpIYonjL8n3D2Y5e7OU5dEA5gM6fTTwYwxRCtPebuQKTm8vDwcBw6dCiu9MQPjRs3brNnz574sLCwkrFEwcHBEXK5nI+MjMyNjIzM3bFjh+e8efMCz507F1v8lqxffvlFJRaLhT179visX78+cc6cOYG7du1KlMvlZW4XyWQy4cMPP0z94IMPsqroMEkl4HR6Dzh7EUTB2YWYPF5NAfwbwCROp59qiNb+5O5ApHqYNGlSw7S0NGn37t1blH5eEASYzWb2888/T9JqtYXuyucOVDSRao3T6RUAJsF5xdHbzXHqoicAHOV0+l0AphmitXHuDkRqHoZhHulz27Zt805ISJAPGTIkZN26dUkJCQmSqVOnNjp06FDczp0762k0GvOgQYNyevTo0WLFihU3O3fubHZ91mw2MyzLwmQyMeHh4a2VSqVDKpUKpboFMlarldVoNEWbN2++WUmHSh5R8fpKE+Cc+Y1mPa16bQD8yOn0++G8UHbhfh8gtdcXX3zhu3HjxvqCIJQ7mUTXrl1bKJXKOnf3iYomUm1xOv3rAD4HEOzuLASvAujL6fTfAJhtiNZmuDsQqd1MJhNz9uxZdXh4uCkiIsK0bNkyv6+//rrBxo0bE3Jzc0UDBgzI5nkeY8aMyQkODraNGzcu5MiRI3FKpVIAALPZzEqlUkEmkwmHDh2K9fX1dSgUCl4kEkEQBNhsNqaoqIg1m82PVtGRSsPp9C8B+BJAc3dnIXgewHlOp18PYIYhWnvb3YFI1Zo7d26D3377zcPDw6PC7poymazODQaloolUO5xO3xjACjhXcyfVhxjOmauGcDr9ZEO09jt3ByK11/Lly3179+6dFxMTo/r444/vAMDo0aOzfX19HSNHjmzE8zxcszb16dOnsE+fPrGlP5+RkSEGgMTERIm3tzdfPPU4Sk09LhRfKWXj4+MlAQEB9ro0C1R1UDxG9QsAr7k7CymDBTASwBucTj8DwDJDtLbO3VWoi55//vlmLMti7969CUFBQW07duwYVt774uLiFFWdrTqgoolUG5xOLwIwEc5FWGmWpOqrHoD1nE4/FMA7hmhtkrsDkerNbDazPXv2bFF6raS0tDTpyy+/HCqRSEoKlTt37khsNhuTk5PDrlq1yn/Tpk0JkydPVgHA008/HZqWliaVSqV8QkKCnOM4i0ajaelwOBie52GxWNjIyMiMWbNm3QGA7OxsSXJysrR3795hKpXKIRaLhbi4OEVISIhFrVY7BEGAw+FgrFYrYzQaRZs2bbrRrVs3Wuy5ChSvtfQegPkAPNwch9ybCs7eHoM4nX60IVobe78PkJrtmWeeydfpdBmutrrUeNIyunbt2qK852s7KppItcDp9O3hHIzqlkXgyCN5CcBlTqf/J4AVNEU5uRdfX1/b8ePHY+vXr1/S3aNx48Ztfvzxx+ulJ4J45ZVXmohEImzYsMHntddey/b29i55/4EDB+JlMpnQt2/fptOnT789bNiwPIvFwnTv3r3Fhg0bElu0aGF1OP7XmyQ5OVk2bNiw7Hnz5qUBQExMjOyVV14JPX/+/FWFQiHEx8dLmjRpYnOtR0KqBqfThwP4FkBXd2chD6wbgD85nf4TAEtplr3aa/r06WW63ms0mpblvS8hIaFOTshFRRNxq+Irjjo4pxGn38eaRw3nWITBnE4/yhCtrTPrNZAHFxcXd+VB3rd79+5EAJg4cWIWAFy7dk3qek0mkwlnz56V5+fnizZs2OCbnJwsPX78uHrcuHF3WrZsaQVQ0vUuPj5e4nA44Hrebrdj7NixIYsXL05SKBQCAOh0umClUsl/9913dKe0inA6/Ttw3rmok117ajg5gIVw3nUaZYjWXnZ3IPL4xcTEXCvvebrTREgV43R6fwAbATzn7izkb+sO4Byn0481RGs3uztMbWeI1pY7o1FNYrfbGZvNVuEkDCaTibVYLCXviYiIsCxdujR5586d3qtXr24QGhpqWrNmjZ/RaGQjIyNzPD09eQBYv359vSeffLKAZVncvn1bPH78+IYRERHGQYMG5QOAxWJhli5deuvZZ58Nmzlzpv/cuXPTH+/R1m2cTu8FZ0+C192dhfxtXQD8wen0/zREa5e6O0xNUFPba7vd/pf22W63g2EYFBYWsnXxLj0VTcQtOJ3+BQDfAfB3dxZSaTwA/MDp9D0ATDZEay3uDkSqr/z8fHFGRkaFZ92cnBxRQUGByGKxML169Qo1mUxsmzZtjH369Mm7dOnSFZlMJsTGxkoXLFjgn5KSIlmwYEFaamqq+KuvvgpYvXp1AgCsWLHCb/fu3b4BAQFWjuO8WZYV5HI5r1Qq+aCgIOvy5csDunTpYuzXr19B1Rx53cLp9E8A2AyAc3MUUnmkAJYUt/UjDNHaXHcHIpXPaDT+pX0+fvy48oUXXmjZsmVLY8uWLevcOZ4RBBqGQKoOp9OLAXwKYCoAmuq39voDwBuGaO0NdwepyWJiYgwajSbT3TlqmsuXL8tat25tAQCHwwGGYUrPmlfG2bNn5aGhoVYvL68KZweLiYnx02g0XOWnrZ04nZ6Bs53/FHSBtjYzABhUU++mVKa60l7zPH/P9rQ2qKitr71HTaodTqdvAOAQnAvVUsFUu3WAs7veQHcHIXWPq2ACAJFIVOEJvlOnTub7FUzk4XA6vSeAvQCiQQVTbccBOMbp9CPcnINUkdpcMN1P3T1yUqU4nb4tgNNwjn0hdYMXgG2cTj/L3UEIIVWjeJ29YwBedncWUmVBsi7QAAAgAElEQVTkANZyOv0KTqeXuDsMIY8LFU3ksYv7pFUfERyHAYS4Owtxi9mcTr+WTqaE1G6cTt8JwCkAEe7OQtziPQB7OZ1e7e4ghDwOVDSRx2u214QWbMreHdJZF90dhbjVCAA/FnfbIYTUMpxO/yqAwwAC3J2FuNULAA5xOn19dwchpLJR0UQej9leDGZ7LYZzDR9WwyY8PV/87WF3xyJu9Rycfd8bujsIIaTycDp9FIDtAJTuzkKqhU4AjnM6fRN3ByGkMlHRRCrfbC8GwCoAH5Z+eqjo16eHig6eck8oUk1EADjF6fRt3B2EEPL3cTr9YgBLQP+eIGWFAjjB6fTt3B2EkMpCjRypXLO9WABrAPzj7pcYBux88eqIzsy1q1UfjFQjQQB+pcKp7kpPTxclJibed4xbWlqa6MCBAyq73f6X1/bt26fOzMyse6srViOcTr8Ed10cI6SUAACHOZ3+GXcHIaQyUNFEKs9sLxGADXCOXykXw0C5WTq3XjAyUqssF6mO6sNZOLV2dxBS9WbNmhX4wQcf3Leb5vXr12Vjxoxp4pridsaMGf6FhYUMAIwcObIJy7KCw+HAP/7xj4YpKSllprYeOnRoSLNmzVq3bNmyVatWrcLbtGlT8mjdunV4eHh4q9DQ0NaNGjVqc/36deljOdBarLhginJ3DlLtecI5npUKpxqioKCANRqNjN1uB8+XXY2B53nY7XaYTCbGYrHUuaVjaP0EUjlme4kB/ABg0P3eKmIE//2yj2I7W1Z6FEFBs+zUXa7C6VlDtPayu8PUKLO9Orpnv3kPvYDlkCFDQoxGIyuXy3mxWCyIRCLk5+eLfv75Z5/IyEiHIAhwOByw2+2M2WxmeZ5n9u7dmwAAnp6ejqCgIKuraGrTpo25b9++zX766acbYrFY8PDw4KOiooIEQYC/v3+Z21GFhYXs+PHj06OioipcbNLPz0+jUqlonaaHQAUTeUhyAP/ldPrnDdHak+4OU+VqUHsNABMnTgw+fvy4R/Ead0Jubq7YaDSyQUFBVkEQwPM8Y7PZmKlTp6a+88472ZUduzqjoon8fc4ueQ9UMLkoGWvYAdlHZ7pZlnXgwVIXm7qrAZyF0zOGaO0Vd4chlW/48OFZYrEYcrmcl0qlglQqFRiGwezZs1N5nocgCLBarYzFYmEsFgtrNBpZo9HIOBwORix2nqJMJhOTk5MjkkqlQlhYmHn//v1qq9XKHjx4UJ2VlSUePnx49p49ezwHDBiQ79rvwxRCgiA8hiOvnahgIo9IDeCn4rb+T3eHIfe2du3a5NJ/X758ue+JEydU33//fZK7MlUXVDSRyrAcD1EwuQQy2Z2/l847MsQ6s8djyERqDlfh1MMQrY1zdxhSubRabSEAbNq0yev999/nQkJCLCzLllQpDoeDSUxMlH///ffxrvd+99133nPnzg1mGEZITU2VtmvXLvy9995LP3XqlMrDw4OfNGlSY5PJxE6cOLFx9+7dC3744Qcfu93OlC6aFAoF//nnnwesX7/er7xcPM8zgiDAy8vLbjQaqav6A+B0+kWggok8Om8AvxS39dfcHYY8GIfD8VAXoWozKprI3zPbawaAcY/68SfZqz1miDce+dT+FhVOdZs/nP3enzJEazPcHYZUPplMJrz00ks55V2tfOmll5pKpdKSQioyMjI3MjIyd8eOHZ7z5s0LPHfuXGzxS1m//PKLSiwWC3v27PFZv3594pw5cwJ37dqVKJfLy9wukslkwocffpj6wQcfZD3mQ6sTiqcVn+LuHKTGqw/gAKfTP22I1ia6Owy5v8zMTHFQUJDN3TmqAyqayKOb7TUKwNy/u5nRoh+7XeK5s7v47p0qIRWpuZoB2F08xsns7jCkcrEsiwsXLqjatWvXkmVZMAwjCILAFA8sZmQy2V/6yG3bts07ISFBPmTIkJB169YlJSQkSKZOndro0KFDcTt37qyn0WjMgwYNyunRo0eLFStW3OzcuXPJ743ZbGZYloXJZGLCw8NbK5VKh1QqFUQikQAAdrudsVqtrEajKdq8efPNqvwuahpOp38dwGJ35yC1RjCAg5xO/6QhWnvH3WHI/4wYMaLR0aNHPcVisSCRSASWZYW0tDSpXC7nt2/fXg9wdmfmeZ5xOBwYPnx45syZM+vMz5CKJvJoZntp4VyL6W9jGIg+l3wVlmANvH5BaBZaGdskNdZTAL7jdPrBhmgtDTSpBQoLC5l58+b5K5VKfvjw4ZkikUhwTewAOE/ADoeDOXbsmGr//v0eQ4YMyW3durXFZDIxZ8+eVYeHh5siIiJMy5Yt8/v6668bbNy4MSE3N1c0YMCAbJ7nMWbMmJzg4GDbuHHjQo4cORKnVCoFADCbzaxUKhVkMplw6NChWF9fX4dCoeBFIhEEQYDNZmOKiopYs9lc52aAehicTt8VzllR6XsilakJgO3FF8noLkY18eWXX6aIxeJbMpmspJ3WaDQt9+zZE9+vX7/mW7duTWjevLnVbrczFouFYZi61SxQ0UQe3myvtgC2ohJ/fxgGHjuks/K7Wr7MuAOf+pW1XVIjvQ4gAYDO3UHI36dQKIQlS5YErV69OuF+79XpdI1efPHFAsA5+Lh37955MTExqo8//vgOAIwePTrb19fXMXLkyEY8z0OtVgsA0KdPn8I+ffrElt5WRkaGGAASExMl3t7efPFVU5Qq2ASlUskDYOPj4yUBAQF21/aIE6fThwDYBUDm7iykVuoO55jod9wdhDh5eHiUGbt08+ZNidVqZRs3blwyO6lIJIJIJBLK6x1Q21HRRB7ObC9vADsAKCt702KGDz4om3K5s+UrtRkyRWVvn9Qo0zid/oYhWvtvdwchf49IJIJMJuOHDx+e+8UXX/iuWrWqgVgsFhiGgSAIsNvtzKhRozKmTJmSOW/evCClUsnn5OSwq1at8t+0aVPC5MmTVQDw9NNPh6alpUmlUimfkJAg5zjOotFoWjocDobneVgsFjYyMjJj1qxZdwAgOztbkpycLO3du3eYSqVyiMViIS4uThESEmJRq9Wuqc4Zq9XKGI1G0aZNm25069bN5N5vq/rgdHoPAHvhHINCyOMyltPpYwzR2q/cHYT81cKFCxsMHTq0wmUb6hIqmsiDm+3FANgI59iTx8KDMbX+War7vZd16ZNAHbvvex9dmtSDSirGodg60314BafTXzBEa0+5OwipHCaTiR00aFD2v/71r3TXc/Pnz6+fl5dXsuwAwzDYsGGDz2uvvZbt7e3tcD1/4MCBeJlMJvTt27fp9OnTbw8bNizPYrEw3bt3b7Fhw4bEFi1aWB2OkrcjOTlZNmzYsOx58+alAUBMTIzslVdeCT1//vxVhUIhxMfHS5o0aWITiWjFg3v4DkAbd4cgdcIXnE5/xRCt/c3dQcj/nD59WqHX632uXr1K6ygWo6KJPIxZALSPeyccm/7Uasniw6NtH/V83PtyN5VUhI+1rfB8K39IRAyOXc/EXP0VpOdbyrxPLmGxcGBbLNxX8Syt9T1kmKENR7fmfrA7BOy/ko7Pfr6GQovzzvrk51tg+JMhqKeSAgDsDh68ABRZ7JCIWVxLzcfrq35HNVm2RgJgM6fTtzdEa3PdHYY8OkEQGADIz88XrVu3rv7u3bt9XK9lZmZK3nrrrTIzJk6cODELAK5duyZ1PSeTyYSzZ8/K8/PzRRs2bPBNTk6WHj9+XD1u3Lg7LVu2tAIo6XoXHx8vcTgccD1vt9sxduzYkMWLFycpFAoBAHQ6XbBSqeS/++67Or/2yN04nX4igFfdnYPUGWIA/+F0+s6GaK3B3WEIcPHiRdngwYObfvvtt4muNrM8Y8eObfjNN9/cqsps7kRFE3kwzokfPqmq3fUWne85id9+7AvHwO5VtU93WPJGO9h5Hi/+3xFY7TwmPReKtSM64+Vlx8q8b8oLYbh8Ox8/Xky757ZUUhF2vtcVW84kY8bOS1DKRJihbYVlQ9tj1LozeKVdENoEeeKZxb/BVyXF2pGd8c6Gc7iWVgAfpQS7x3fHh/+JqS4FkwsHYA2A19yco3p5xJXe3cFms8FutzMA8Mknn6TPmjUr3TW+iOd52Gw2Jicnh83KyhLl5+eLxGJxyW+gyWRiLRZLyR3niIgIy9KlS5N37tzpvXr16gahoaGmNWvW+BmNRjYyMjLH09OTB4D169fXe/LJJwtYlsXt27fF48ePbxgREWEcNGhQPgBYLBZm6dKlt5599tmwmTNn+s+dOzf97tx1FafTtwew0N05SJ3jB2Bn8Yx6lvu+uyapQe01AKxYsaLe/Pnzg1euXGl47rnnilzPsyyLU6dOKZs2bWoFgLNnzyq2bNniR0UTIaXN9moMZ7e8Ku0u94F4+xNXhcbnf+E7t6/K/VYVEcvgfFIONpy8CaPV2a3oy1+v4x9PN4W3UoJco3NCIU1DL/TXBOGlL45WuL3+7YJgyDTiy1/jAQAFFjuitv6J49OeReN6SnRo7INNp5KQZ7Ihz2TDL1fSwfmpcC2tAHNfbYNvjibgZpbx8R70oxnA6fTvG6K1X7o7CHl4SUlJkgYNGlgB4O61lFiWhUwmE1auXOm3aNGiII1GU9S8eXOr6/WcnBxRQUGByGKxML169Qo1mUxsmzZtjH369Mm7dOnSFZlMJsTGxkoXLFjgn5KSIlmwYEFaamqq+KuvvgpwTTyxYsUKv927d/sGBARYOY7zZllWkMvlvFKp5IOCgqzLly8P6NKli7Ffv34FVfvNVD+cTq8GsAU08QNxj3YAFoAWUHabPn36NL1x44Z8796919u3b19m6Y/IyMjMhQsXBs6YMaOhIAhQqVR8VFTUbXdldQdGqGaXlUk14xzHdADAs+7YPS8gt481OidWaNzEHfuvSg19FJj8XAs0qqfEG6t+BwBIRAz2vN8dyw5er/AuEwBoIwJhc/D45UrZi+Z7JnTHnD2X0dhXiT5tAvHhf/6Er0qGVcM7InL1aXTifPBGp0aIXHP6sR1bJbAC6GqI1taoK3Z/V0xMjEGj0dT6Qbg8z5ee1e5vu3z5sqx169YWwLmaPcMw99z+2bNn5aGhoVYvL68KV7yPiYnx02g0XKWFrIY4nX4DgLfcnYPUaQKAPoZo7T53B3lYtaG9vnnzpqR+/fp219INdVFFbX3lnaVIbTUBbiqYAIBl4L1X+jHrg/xsd2WoCpN6h+LYtGfxckQg5u69UvL8uz2boVl9NT7WtsKZj3vj3Z5N77kN/cXUvxRMIb5KNPZVIjatADv+SMH19AIcjOqFNSM6Y9G+WNgcPD58IQxTt114bMdWSaQAthTP6EVqmcosmADAVTABztn7Ktp+p06dzPcrmOoCTqd/G1QwEfdjAKzjdHpfdwepi0JCQmx1uWC6H+qeR+5ttlcLAJ+5O4aEcYQckn14obNlpdoGsfT+n6h5lv16HVvOJOPV9kFYN7IzXlt5AkaLA+/2bIbZ/72MHX+koHkDNZYNbY/MQiu2nbt/F2KZmMWyIe3x9W83UFA8EcTCfbFYuO9/y9l8/VZHLDt4HWn55nttpjppBufv43vuDkJIbcLp9E3gXC+HkOogAMBXAAa7OwghpdGdJlK+2V4iAOsBVIv1kryZorZ7pdPPuDvH4yIIQFq+GV8fTsDWs8kY070ptG0Dse9yGjadSoLJ5sDFlDzM3HUJo7vfv6ciywDLhrZ3bvPIjXLf82q7YADAnpjbmKENx7Fpz2DXe13RrpF3pR5bJXuX0+lr/ayKhFSxrwCo3R2CkFLe4HR6KppItUJFE7mXqQCedHeI0sLYW92WSb487O4claWBhwwhvn9dI/jCrTw0rqdAEz8VLt/OL/Papdt5aFzv/usKz38tAvVUUkzafL7c2fDqe8jw/rPNMX3nRYx5ugmkYhbPLP4N03dewpI3NFBKq+3aNQyA1ZxOXy2KeUJquuJ/mL7k7hyElGMFp9PT4sqk2qCiifzVbK8mqMLpxR9Gf9HvPf8h0p9wd47K0MRPhW8jO/3l+Q4hPrh+pxApuSa0CvIs81qrQE8kZVc8w52uT0toGnpj9LozMNvKH6qx4LUILNx3DdlFVnTi6mHjyZuwOQRcSc1HXHoBmtZXPfqBPX7NAMx0dwhCajpOp/cC8H/uzkHIPfgCmO/uEIS4UNFEyvM5ALm7Q9zLdPGmjk+zFy66O8ffddqQjWyjFbP7t4aPUgK1TIy3nmiMV9sFYfWxRGw7dws9W9THsCcaQyERoU2wJz59tQ1WHIov2cayIe3KdNcb26Mp+rQJQOTq08g328vd76CODZFntGHfZeekERdu5WJktyZQSETQNPRCmyAvGDKr5dTjpU3hdPrW7g5BSA23AM7xI4RUV6M4nf6vVxcJcQMqmkhZs71eBPCKu2NUhGEgWy/5LJBjUpPdneXvEATg3Q3noJSK8Mvknjj9cW/0DvfHkG9OITXPjOwiK4Z+cxLatoE4/XFvLH2jHZYdjMfeC6kl22haX40gb2d9+3qnhpj+cjga+ijx+z+fRfy8PiWPEV05AIC/pwyjuzfB7P9eLtnGqsMJYBkGp6b3xuLXNZi6/QIKLeUXXNWIBMDX7g5BSE3F6fRPAHjH3TkIuQ8WwJecTl+l60TWdRcvXpQdOnTo/mMBKllcXJy0oKCgTG1iNBrv+7NPTk4Wm0ymx/47Qus0kf+Z7SUBcBFAmLujPAiLILnRyfKVXwFUXu7OUlM8HeqHArMdfybnujtKZRlkiNZud3eIx6U2rPtRmsFgkAQEBNjvXuS2ImlpaaJLly7Je/XqVSQWl53wdd++feqOHTua/Pz8HJUe9i61aZ0mTqcXATgHQOPuLIQ8oBGGaO16d4eoSG1qr//xj380lMlkwvLly1Nczx07dkyZlJQkycjIEF+/fl1+7Ngxj6ioqLTIyMhcACgoKGBFIpEglUoFlmXLLPXA8zx4nofNZmNci5q7XktKShInJSVJu3fvbgwLC2v17bffGsLDwy1bt271eu+997InTpwYdP78edXRo0ev3ytvUFBQxJIlS5KGDh2al5GRIRKLxYJareYlEgkAwGazIT8/XyQIAu53vqioracpx0lpH6CGFEwAIGNszQ7JPvzjCcuKtg6I6Hf5ARy9Xiva89Lmczr9bkO0ttrfGqtMEesjOrpjvxffvvi3FheeOXNmoMlkYrdt22ZwPcfzPFJSUsSXL1+WHzlyRA0A8+fPL1nJ+fr167IxY8Y0SUhIuAQAM2bM8NfpdHfUarUwcuTIJpcuXbrscDjw7rvvNpw9e3ZacHBwye/C0KFDQ06fPq2WSCQCy7JC6ZO4IAjgeZ6x2+2M2Wxmfv3117jQ0FDr3zm+GuRtUMFEapZoTqffaYjW5t//rdVLTWqvNRpNS4fDwSQlJcmaNm1qbt++fcvCwkKRRqMpys/PFzVo0MDWu3fvgtdffz1n4sSJGZ6eniUFyMSJE4OPHz/uUbw2npCbmys2Go1sUFCQ1dXe2mw2ZurUqanvvPNOydqbUqlUePfdd0N+/PHH6/Xq1bM3aNDAPmPGjECJRCIAwM2bN2Vjx47NqCi3l5eXo0OHDiYAmD59euCPP/7o4+PjU+bfBTk5OeKhQ4dmLl68OLX8rdwf/UOTOM32aoAaOLjej8nvsEM66+gr1k+fdncW4hYtAPwDwEp3ByEVM5lMzNGjRz1Pnjx59cUXX2x26dIlpVQq5QVBYHJycsTNmzc3aTQao6+vr91kMjEKhUIAAE9PT0dQUJDVVfC0adPG3Ldv32Y//fTTDbFYLHh4ePBRUVFBgiDA39+/zEmysLCQHT9+fHpUVFSFVwv8/Pw0KpWqTixwy+n0UgCz3J2DkIcUAOcEVVPcHaQ2i4mJuTZr1ix/pVLJd+jQwZidnS0ePHhwHgAMHDiQGzJkSE7fvn0Lyvvs2rVrywyZWL58ue+JEydU33//fVJF+xQEgZkxY8bt1NRUCcMwyM3NFUkkEuGTTz5JKywsZC5evKj85ptvkmw2G3ieZ4qKikrODzdu3JCq1WqeYRghJSVFYrVaGZlMJkybNu32xIkTs0rvZ9myZb6pqamSv/P9UNFEXKYB8HB3iEehYROeXiD+9+F/2v9B6/fUTbM4nX6DIVpb6O4g5N6++uor365du+YHBAQ4FAoFv2rVKoPr5Dt48OCQAQMG5A4ZMiTP9X6j0cg4HA7G1SXPZDIxOTk5IqlUKoSFhZn379+vtlqt7MGDB9VZWVni4cOHZ+/Zs8dzwIABJVeiH6YQqkNd1d8F0NjdIQh5BO9zOv0XhmhtjR7PXJ3FxcVJt2zZ4hsTE3N15cqV9dLT0yV9+vQpEAQBMplM+OyzzwLWrl3rCwAOh4MpLCxk9Xp9Qunudi4Oh+OB2uAXX3yxuVgsRmpqqiQtLU06fPjwJmq1mu/Zs6fnG2+8kZ2RkSHp3r17SwAwGAyywMBA6+rVqxM5jrPNmDEjyMPDw5GRkSH54osvGgBAQECAbdGiRYGrV68uM119dna2eNCgQdnlZXhQVDQRYLZXAIBx7o7xdwwRHXr6otDk5PeO56rV2lKkSvgD+BDAHHcHIeUrKChgFy9eHDhgwIBsABCJRGVOsCzLgmHKjuHdtm2b19y5c4MZhhFSU1Ol7dq1C3/vvffST506pfLw8OAnTZrU2GQysRMnTmzcvXv3gh9++MHHbrczpYsmhULBf/755wHr16/3Ky8Xz/OMIAjw8vKyG43GWj8xEqfTqwBMd3cOQh6RFIAOwHh3B6mttm7d6u1wOJguXbqE5ebmiu12O/Pjjz96T5s2LfXOnTvihQsX3urUqZNp8ODB3Pjx4++0atXK4upGd7fMzExxUFCQ7X77vHDhwrWbN29K3njjjSYNGjSwicViYd26dYaIiAiLTqcLmDJlyu1Zs2bdAYCmTZu2TkhIKJnJateuXYkAoNFolAsXLkwJCwuz6nS6gI8++ijVdadpwoQJwZMmTcpo0KCB3Waz/a3JIqhoIoDzLlONXiyUYcDOE69pe51vePWM0DLc3XlIlZvC6fRfG6K16e4OQv5qwoQJwQqF4p5XHOVyOW+xWMqczCIjI3MjIyNzd+zY4Tlv3rzAc+fOxRa/lPXLL7+oxGKxsGfPHp/169cnzpkzJ3DXrl2Jd08wIZPJhA8//DD1gw8+KNNNow6bBOdFBkJqqtGcTj/PEK297e4gtVGDBg1skZGRGQUFBaIzZ86oCgsLRc8991xeixYtLFeuXFG2a9fOLJFIwDAMZDKZ4BpDOmLEiEZHjx71FIvFgmsMaVpamlQul/Pbt2+vB/xvHKnD4cDw4cMzZ86ceQcAUlNTxYMGDWr6+eefJ0+cOLHxtGnTUgcOHNjs888/T9qyZYvviRMnYgEgPz+f9fb2vuckDlevXpVNnDixUbt27YpKP79r1656y5YtSwGAjIwMkd1ux92TCj0oKprqutlegXB216jxGAbKzdK59XpY/i81BfUD3Z2HVCk1nBOZ/NPdQUhZO3fu9Dxy5Ijn+PHj0xMSEmSu5ydMmBCi0+kcAJCeni45cOCA12effRZos9mYwMBA6+HDh+MBYNu2bd4JCQnyIUOGhKxbty4pISFBMnXq1EaHDh2K27lzZz2NRmMeNGhQTo8ePVqsWLHiZufOnc2ufZjNZoZlWZhMJiY8PLy1Uql0SKVSwXWny263M1arldVoNEWbN2++WdXfTVXidHpvAB897v38NqUXGvqUvQbHMgz2X01HrtGGgR2Cy7zGMAwyCy3osfAQLPb796aMfCoEx+MzcSOjCBIRg1n9WqN/uyB4yp1DFewOHrwAFJhtUMnE2H8lHe//cL7yDpC4mwzAVDjbe1LJ9u/f76VSqRxdu3YtdDgcYFkWCxYsSBsxYkSjXr165bvGElmtVsZut5dc6Pryyy9TxGLxLZlMVjLhjkajablnz574fv36Nd+6dWtC8+bNrXa7nbFYLIyrZ0FeXh7bq1evFtHR0be6d+9ubNiwoaV9+/bm//znPzeSkpKko0ePzhg2bBj3/fffJyYnJ0s4jjPfnfnGjRuSvLw88dSpUxt98sknt8+fP69YunRpoKuHQVZWlrhdu3YtzWYzW1BQIDp58uS1kJCQ+94BKw8VTUSHaryQ7cMSMYL/ftlHsZ0tKz2KoFC7Ow+pUu8WX4GksU3VyIABA/Jbt259/eeffy4zZnL58uU3XWOali5d6peZmSmeO3dumsViYVxd5UwmE3P27Fl1eHi4KSIiwrRs2TK/r7/+usHGjRsTcnNzRQMGDMjmeR5jxozJCQ4Oto0bNy7kyJEjcUqlUgAAs9nMSqVSQSaTCYcOHYr19fV1KBQKXiQSQRAE2Gw2pqioiDWbzXVhDZgoAN6Peye9Fv9W5u8eMjF++6gXFu+LxfU7hZi2/UKZ1zeNeQI/Xkx9oIKpdZAnPn45HC8vOwoAGNujGUQsgyfmHUQLfzX+HdkJL31xFNlFVjT1U2HtyM6YsetSpR0bqTbGcjr9AupZUPn+85//GFx//uyzz+pnZGSIeZ6HRqMxvfnmmzmu1/z9/W2lu1l7eHiU+R/45s2bEqvVyjZu3Lhkch6RSASRSCSUHv/k5eXF7927Nz40NNR64sQJxeXLl5UeHh6O0NBQR6tWrSz9+vUryM3NFe3fv9+jqKiIjYiIMLk+m5aWJhowYECz1NRUaVFREbtv3764sLAw6+HDh9WffvrprbfeeisXAJo0adL6woUL1yrj+6n1fbhJBWZ7+QMY6+4YlU3JWMMOyD66yoJ/7Gu3kGrFG8AYd4cgf9WiRYsKp/KOiIgwXbt2TS4SiaBUKgXXOhrLly/37d27dx4AfPzxx3emTp2acebMmWtdu3Y1/etf/wooLCxk1Wq1AAB9+vQpPHv2bKyrYAKAjIwMMQAkJiZKPD09+eJuI2BZFiKRCBKJRFAqlbxcLhfi4+MlhYWFtbJ44nR6JYD33LHvsbVhhWYAACAASURBVD2b4rfYDFy/89drGd2a+yLYW4EtZ+4/rl8tE2PFmx0gYv/3I+rQ2BtrjyfCZHMg5lYeziXlIMhbDpYBFr+uwez/XkGe6ZEuKJPqTQGaRe+xOXHihKJFixatNm7c6Hfw4EGvzp07h23cuNH35Zdfbt6+ffuWERER4ceOHfMs3XPgbgsXLmwwdOjQB1rj5NVXX23Wpk2b8Oeff76lp6eno3///s2Dg4MjRo4c2RgAhg0blrNy5coG+/fv93zxxRdLxqwGBAQ4pkyZkhYbG3s5KCio5ByTmpoqPXbsmLpt27YtO3bsGJaWlibt2LFjWLt27VpOnjw56O98N3SnqW4bi1p0l6m0QCa78/fSeUeGWGf2cHcWUqU+4HT6Lw3RWiqYa5AOHTqYL168qCr9XE5ODrtq1Sr/TZs2JUyePFkFAE8//XRoWlqaVCqV8gkJCXKO4yyudUV4nofFYmEjIyMzXIOGs7OzJcnJydLevXuHqVQqh1gsFuLi4hQhISEWtVrtEAQBDoeDsVqtjNFoFG3atOlGt27dTOVlrOHeBuBb1Tutp5LirSdC0G/5sXJfn/JCGJbuj4Odv//MhZ8NbIsTN7LQo8X/5vSIuZWLt5/i8Kn+KkL91Qht4IH4O4UY26MpYtMLcCj2TqUdC6l2xnE6/WeGaG2tW3zQ3RQKhRAcHGw9dOhQ/L3eM3bs2IY2W/kXJE6fPq3Q6/U+V69evVzuG+5y+fLlqz///LN6wYIFAYcPH4632+1o3bp1q2nTpqUDQPv27c2+vr62a9euKbp27VqmfR44cOBf1u26ePGismfPnvlKpZJfunRpydi3Xbt2eWzdutXnQTLdCxVNddVsLzGAd9wd43F6kr3aY4Z445FP7W9R4VR3hAB4HcBmdwch9+dwOPDzzz+rtVptYaNGjSy//vqr6tlnny0CgA0bNvi89tpr2aUH/h44cCBeJpMJffv2bTp9+vTbw4YNy7NYLEz37t1bbNiwIbFFixZWh+N/9XJycrJs2LBh2fPmzUsDgJiYGNkrr7wSev78+asKhUKIj4+XNGnSxCYSiar82KsKp9MzcE4AUeUmPNMcu2Nu41bOX+vQF1r5Qy4RYc+F+4/nj3wqBE3rq/DqiuM4+OH/VpZYdTgBs/u3xgnds0jLN2Pa9gto6KPEoI6N8Mo9CjVSa6gAjAKw0N1BaqPz58+ru3TpEnav15OSkmSdOnUquvv5ixcvygYPHtz022+/TXSNfyrP2LFjG44ePTrriSeeMAHAlStX5EVFRaJ+/fo1EYlE6N27d15ERIQF/8/efcdXXd1/HH+dmx1IwpYpEURcgCwHqCB1R35aq7bO1Gqtq3VW475WW1O0Wuusq6LWUXcBR8XFEFEU4YILgQBhzwuE7Ht+f3xvIGSx7s25uff9fDzuw+R+1/tG/d77uWcB5eXlZsOGDcmVlZVm/vz5Kb179260+fjTTz/NzMrKqs7Jyalevny317BtlIqmxHU60G2He7VwFyW9M3xOKHfGW6Ejh7jOIs3melQ0xZy6s+OFQiHOPPPM3PT0dJuXl7f5kksuWT1mzJi9Ro0ateCDDz5odeGFF67PysoKff/996k1x6SlpdkZM2akb9y4Men5559vv2TJktSpU6e2vuyyy1btv//+FeBNXw7w008/pVRXV1PzfFVVFZdccknP++67b3HNm3lBQUG3zMzM0HPPPdfk4ost3AlAox9+oqVLTjo/H9iN4x74tN42Y+Da4/djzHs/sKPlsQ7qms1VP+vDGY9PqzfuqbwqxE1vBLjpjQAAST7D65cewS1vBiipUGNzArg4t2DCvUWFeQmzyFpzsNYycODAzTtqabLWbndPf+SRR9r95S9/6fbYY48VHXvssVsLKp/Px/Tp0zN79epVATBjxoyMV155pcP111+/tSn497///Zrc3NyKW2+9tVuPHj0qxo8f33bvvfeuOPPMMzf86le/6nXaaaetP/zww0tGjx6972OPPbZoxIgRW8CbUW/t2rVJwWAwOSkpyd5xxx1da5a2+Pe//93hww8/zK65xubNm5MOO+ywBhfm3VkqmhLXla4DNAdjSHog5dG+Cyq6zJtte/dxnUeaxeDcggnDiwrzproOEi2B/MBXrjPsqk2bNm1tzikrK/MVFBR0P/vss9e2bdu2+pRTTun17LPPLrrvvvs633333Z2eeuqpTjVd5UpLS321C65+/fqV33///UvefPPNNk8//XSnPn36lD7zzDMdtmzZ4rvgggvWZ2dnhwDGjh3b7vDDD9/k8/lYtmxZ8hVXXNG9X79+W84444yN4BVx999/f/GoUaP63nbbbXvddddd8Tqo3MlYpquO7cO/py9mzeb6w9lOHdCNzWVVfPR9093nasYx+f87l4Vr6n2pXc9lI3szY9F65iwNct+Z/RnWuwML15Rw21tzWLATx0uL0wc4BvjIdZCmtLT79YYNG5K+/vrr1oMHD270y5bi4uK0Pn36lIH3hdTo0aN7zZ8/P338+PHzBg4cuN0MdxdccMGaMWPGdLn11lu7W2tp1apV6Nprr11WM9b1lltu6fzwww93Pvroo4NPPvlk0fDhw0sXLVqUcuGFF/Z84IEHuowZM2Zxfn7+BoAxY8YUn3baaX0mTJjw47Bhw0q///77tKOOOuqAwYMHb8rMzLQZGRmhq6++es2rr76ac9FFF636y1/+sqImx1tvvZX1wgsv7FE3ZZNAq6BLDX9Of2CW6xjNqcr6lg4rfyh1FW077nhviQNPFRXm/dZ1iD01a9asogEDBsRFn/1rrrmma3l5uXn00UeXDh8+vM8ll1yyuuaNsLCwsOPy5ctTrr766tUnnnhin+7du5d/+OGH8wE++uijVpdeemnPQCDw3ciRI/uUlpb6Dj744C0nnXRS8IwzztiYlpZmf/jhh9R77rlnry5dulTec889K5YvX5588MEHH/T0008vOO200zbdcsstne+5555unTt3rkhNTbU+n8+mp6eHMjMzQ5mZmaFAIJD53HPPLRg9enSj30LOmjWrw4ABA3Kb6c8VEbkFE3oCC2jmSZ9y22fy2mXDGHXfJ2wsq9puW7LPMPHaEdzw+my+WLiuyfM8+KtDOLlfF0K1xjylpSRRXlXNQx/9xMMfbfsivO9eWTzwywH8/NHPuO2UA1m6vpR/TprPEb3bh2fcU3e9OPVKUWHer1yHgPi6X++qRYsWpXTs2LGq9kQ8O2vFihVJGRkZNicnZ7um5LFjx7Y55phjNteegQ+8tZY6duwYtabkpu71KpoSkT/nMeJkbaZdsclmzB1a/mivMtJa9EK+slM2Ap2LCvNa9KD+RH4T3lNz585NO+igg8rBGztljNnada+uGTNmpPfp06ei7pt2bS20aLoLuLW5r/vQ2QOZszTIPyctqLft3MP25tgD9uLCZ7/crXNPufEY8p/5gvmrt7UcJfsMr102jNvfnsPs4iDvXX0Upz/6GVvCXfTGXXkk5z8znQ1bNJNeHKoAuhcV5q12HUT36/jQ1L1eU44nGn9OGhAT38o0tyxTetB7qQXfsMNe9BIHsoHTXIcQd2oKJvDWB2msYAIYMmRIWVMFUwt2TnNf8IAuWQzJbcuznxXV25aW7OOKY/blvv/90OCxKUmG535zKKP779ra5FeO2pdPf1jF7OIgALOLg/z2qF6kJfsYuV9HMlOTVDDFr1Tg165DSGJQ0ZR48miGBQ5jVa5v5RFPp9xXf2SyxKN81wFEXMktmDAE6NXc1+3XrQ0PfDCvwcVq9+3Umv99u5K5y+rNEgxAss9H706t6ZS98ythHNQ1mxH7deShWl31/jzhOw7oks2MW4/lmuP24/cvzdz1FyItSYvvii0tg7rnJRp/zut4M+cltL9XnT7571VnHOU6h0RVCOhRVJi34zmNY9SsWbMW9OvXb73P59ON2qFQKGQCgUDbAQMGNHsRsrtyCybcB1znOke05fXrwnfLN2qiBzm0qDBv9/p8Roju1y3fju71amlKJP6cLOBk1zFiwVVJbxx+vO9Lff0Y33zAea5D7AljzIrS0tK4XIC6JSktLU03xqzY8Z6xIbw201muczSHCYHlKpgE4AzXAXS/bvl2dK9X0ZRYRgP6HxowhpTHUx7Yp69ZvNB1FomqFt2qWlVVdWdRUVFqSUlJRigUMjs+QiIpFAqZkpKSjKKiotSqqqo7XefZBcOAHq5DiDSjX7gOoPt1y7Wz93p1z0sk/pw30eD47VTapEWHlj+StZ7sdq6zSFSE8GbRcz6z0u76+uuvT0hOTr7DWtsZfdHV3ELGmBVVVVV3Dho06H3XYXZWbsGEfwC/d51DpJkdUlSY53Q5Fd2vW6yduteraEoU/pxUYB3QynWUWLPBtpo9tPyx/StJTnWdRaIiv6gw7znXIUSaQ7hr3lJg16agE2n5bisqzLvbdQiJX6qCE8cwVDA1qI0p6T8+9WanA0glqvJcBxBpRv1QwSSJabTrABLfVDQljuNdB4hlfX3Fw/+R8pCmIo9PJ+QWTEh2HUKkmfzMdQARR4bmFkzo7DqExC8VTYlDRdMO/F/StBG/TZrwmescEnE5wHDXIUSaySjXAUQcMehLA4kiFU2JwJ/THhjoOkZLcHPyvwcf5ZsdcJ1DIk5T7UvcC7eojnCdQ8QhfUEmUaOiKTEci/5d7xRjSBub8tcuuWb5EtdZJKKOdB1ApBkMAbJchxBxSEWTRI0+SCeGka4DtCQ+Yzu8n1pQkUVJ0HUWiZhBuQUTUlyHEIkydc2TRHdwbsGEHNchJD6paEoMQ10HaGnSTGXvj9Oum59EdZXrLBIR6cAA1yFEokxFkyQ6H3CE6xASn1Q0xTtvfaZ+rmO0RB3MxkFvpt4+zXUOiZjDXQcQiZbw+kz6gkxE3bElSlQ0xb9+gBZt3U39fQuPKkx+UlORx4fDXAcQiaJcINt1CJEYoHFNEhUqmuLfENcBWrpfJn181DlJEz93nUP2mFqaJJ71dx1AJEYcGm55FYkoFU3xT0XTHjIG35+Tn+k/1Hz/nessskf2zS2Y0NZ1CJEoUdEk4skEeroOIfFHRVP8G+Q6QDwwhsyXU+9q143Vy11nkT3S13UAkShR0SSyje71EnEqmuLffq4DxIskY/f6IO2PG1tRutl1FtltfVwHEIkSTfgjso2KJok4FU3xzJ+zF9DadYx4kmkq+k5M++N3PkLVrrPIbtnXdQCRSMstmJCB/tsWqU1Fk0Sciqb41st1gHjUxawb+mLqn6e6ziG7RS1NEo/6AkmuQ4jEkP1dB5D4o6IpvqloipLDfd8dfWvyC5Nc55BdpqJJ4pEGvYtsTy1NEnEqmuKbiqYouijpneGn+abMcJ1Ddom6MEk86uE6gEiM6ZZbMEHDEySiVDTFt96uA8QzY0h6IOXRvv3N/Hmus8hOa5NbMKG96xAiEaaiSaS+rq4DSHxR0RTfursOEO+MIeuN1DsyO7F+tessstM6ug4gEmHdXAcQiUH6gkwiSkVTfGvnOkAiSDahbh+mXb8qnfJS11lkp+j/C4k3e7kOIBKDOrgOIPFFRVN804fDZpJlSg96P/XGWWCt6yyyQ/r/QuKNiiaR+tTSJBGloim+tXUdIJH09K06/JmUezWjXuzTG6nEm06uA4jEILU0SUSpaIpX/pwkIMt1jEQzKumbEVcnvzbZdQ5pklqaJN7oXi9Sn74gk4hS0RS/2gLGdYhEdFXSG4cf7/typusc0igVTRJv0lwHEIlBammSiFLRFL/auA6QqIwh5fGUB/bpaxYvdJ1FGqRuqxI3cgsm+IAk1zlEYpA+B0lEqWiKX/rm0SGfoc341Ft8bdm4znUWqSfVdQCRCNK9XqRhKa4DSHxR0SQSJSmmuufHadcVp1BV4TqLbEffyks80ZcAIg3TvV4iSkWTSBS1MSX9x6fe/KXrHLIdvZFKPFFLk0jDdK+XiEp2HUAk3vX1FQ9vt9+tMysMrV1nEbCh9CDkuY4hEilqaYohl7Z64v3/dilutTEppLWzHLOh1HW610skqWgSibIZ6WnfViZVDdRUhrHB+DZ/6jqDSATp2/QYclBFWdr1xT8dPqZ926kvZbU+BGNyXGdKVMZX9aPrDBJf1D1PJMrGZmetcp1BtlPlOoBIBJW4DiDbzAz1SU2G5JvXrh8xafHS6kPKyidhbbXrXAkq5DqAxBcVTfFLHwxjxGeZGXu7ziDbqXQdQCSCNrkOINvMDO27dUHVtqFQu+eXrzz65WUrF7Srrv7aZa4EpXu9RJSKpvgVdB1A4IeUlAUVxvRynUO2ozdSiRtFhXnl6L/pmPG93buHtdjazx1UUdHn08VLB92xeu30ZGsXucqWgDa4DiDxRUVT/NLNIgaMzcla7DqD1KMPmBJv1NoUI0pJy6zGt6yhbWdsLjlsetGSLqdv2vwJ1m5s7mwJaL3rABJfNBFEvPIHy/DnlAHpET93ams44c/Q92RISoH5H8P7N8Om5d72Ab+CI6+BnB6w9if46G6Y97/Gz5fVBY77E/Q+BkLV8ON78MHtUBZuLDtgNBx3F7Tbx/s9VAXWQlUpVFeBMfDo4bBpRcRf6p76sFVmJ9cZpB69kUq82QS0cx1CPOvJWtGRYLeGtqVC6p1r1o28cv2G1Vfu1XHyt6mpwzFGX2BHh748lojS/6jxLTofDn/+OKTneIXK3/vBxqVw7n+8bX1Php/dAW9dDoV7w0Q//Pyf0HVgw+dKTofz34R18+Efg+Dx4WB8cMYz3va2uTDqNvj3GVDYE354F967Ce7qAPf0gBUBmHBdTBZMS5OTlm3x+Q50nUPqUeufxBu1NMWQhbbz5h3t07E61PGVZSuPen75yh9zqqtnNUeuBKQvyCSiVDTFt8jfMHxJUPwlvH0FbFkL5Ztg0n3QuT9ktAUs/OcCWPqV1yI0/yNYPA16Dm/4fHsfAeUb4ZNC758la2DcH6DTgdBmb+gywGulWvsTlG2Ar56F9vt6xw69GErXwZzXI/4yI+G57OyfXGeQBqloknijoimGBEI7P4z1kPKK/acsXjqgYO26z5OsLY5irESkokkiSkVTfIv8DSNUDVMfhIrwLLdtesKJ98Ciz6B0vdcSVPylty21NRxyjlcYzf+o4fP5fF5Xu4ZktIPls2G/E6B9b0hvA4N/DUVTvBaoI66A8ddE+hVGzDutM7NdZ5AGaSC2xJuVrgPINl+H+mTt6jHnbtx8+PRFSzrkbS75BGs1jXxkqGiSiNKYpvi2PKpnH3EjHHMzVG6Bf528/bacHnDNHO/nqQ/Cqm8bPsfizyG7Kxz9R5j+OCSnwajbwZcMK+d4rVUf3wPnvg6pmTDjGfh+HOSP87rplcbmPXGdz7d2g8/Xz3UOqacKaHCQtkgLVuQ6gGwzy/buvDvHpVnSC1evHXn1ug0rLu/ccea8lJThGBO1ddEzkzO5atBVHNvzWNKT0pm+YjpjvhzDipKGu7uP7jWai/pdRJdWXSjaWMTDMx9m8tLJAGSlZHH7EbdzdPejyUzJJGRDWx+bKjaRnZbNc3Of4+9f/z1aL6chutdLRKloim8Lonr2SWNg5vPQ7yw49zV4+jhYF75kcIk3pqn7UK8lqmQ1fPZQ/XNUlMALp8OJf4UjrvQmd8jq4o1TCoWXmpr7hveocdilsK7ImzAiRr2cnfUdxhzpOofUszSQH9CChxJvFroOINsU2w5drGWLMWTuzvGdq6s7v7F0Recv0tPmXtWpY2hzUnS+gLv7yLtZX7aeM8edyeaKzZyQewKPjHqEX074JVWh7Zd6PKbHMVw1+Cqu+fgavlv7HUO7DGXMUWP43cTf8e3ab7l2yLXMD87nlim3cGiXQ7njiDs48fUTqbbVDNlrCAWHFvDwNw9H42U0JbqfgSThqHtefIvuDcNa2LgMpv7dK56OuGL77WVB+GkivHyO15LkS2r4PGvmeYXTX3tC8QxY8Al8+VTD+7brBUMuhPdvgoHnwZUzvMch50b0pe2pN7JapbrOIA1S1zyJRyqaYooxpaQt2dOzHFpWftBni4sPvmbd+s981ka858iwrsN4bNZjrCtbR0WognELxmGxHNDugHr7WizXfXIdgTUBqmwV05ZNY+aqmQzZawgAAzoOYOzcsVSEKpiydArrytbROrU1GckZ3H7E7dwy5ZZ6hViUrQnkBzTWTyJKRVN8i3zRlNXZK1zqWjbTm6Chx6H1t62Z5xVMme3rb6vt4F9A7pHw1mUNbzcGTn0EJlwPHfvCwPPhmePhmRO8sU7dh+zyy4mGEmM2r0xKGuA6hzRIk0BIPCpyHUC2t8K2WxuJ8xgwvwluGvb5ouKcY0u2fIK1pZE4L8DERRO5ceiN7JW5F+lJ6Zyz/zn0atOLtaX1o3+y5BNmrfYm+ctMzuTU3qcysNNApi2bBsCcNXM4/8DzSfWlcmQ3r5NFsDzIdUOuY9z8cfyw/odIxd5Z+iJBIk5FU3yLfNHUrjec/VL957sP9cYgnf4kdBu8/bZOB0JlmTczXmNadYCT7/UmdtjYSDfkI66E5d9A0WTocTjMeQ22rPNm8Qu86j0XA97MahXAmDTXOaRBKpokHukDYoz53vaI6CLaGdZmPrBqzch3i5ety62o/CwS57z787vpldOLiWdO5MvzvuT6Idcz5osxLCtpfChQl1ZdmH7udO4+8m7e+OkN5m2YB8B9M+6jb9u+fHzWx1zS/xIKJhdwWOfD2L/t/jw95+lIxN1V6ponEaeiKb4tAqojesbFn3lFykljILMdpGXBkIug/1kw7VGY/Dc49WHo3M9b+Lb7EDjzX/DJPWDDQ0mOv9t71Jb3gDe1+Nw3G75uhz7e2KmJd3q/L5sJA872Wr6yungL6i77OqIvdXe9kpXVyHSAEgPUPU/iTlFh3mYgIi0bEhkzQ31SonHe7lXV3cYtXT7ssRWrZmeGQo3MsLRjBsM/Rv2DeRvmcdxrx3HEi0dwzxf3kJOW0+Rxy0uWM+zFYVw28TKO6XEM+QflA7CxYiPXfXodw18ezgXvXsDKkpXcfNjN3Dr1VkLWyTBSfZEgEaeiKZ75g1VE+kOitfDKed5MdpdPh+t+gL4nwrOneIvcfv0cTP+ntzjtTcVw6qPe7Hm1xyi1zfUeNXxJsPo7eOePDV/T+OD/HoLxV0FVmffcoqle69Iln8Iln3g/L4rIl297pALKi1KSNWte7FJLk8QrrQsXQ2aG9m0bzfMfWVrW//NFxQdcsX7DFJ+1q3b1+KO7H0379PbcPOVmVpSsYHPlZl798VVy0nI4c78zmzx2U+UmpiydwlUfXcXv+v+OJFN/vPINQ2/glR9eYXPlZh485kEmnjGRB495kA4ZHXY16u76sbkuJIlDs+fFv9nAzq+0tzO2rIO3r2x8+1fPeo/GvHLe9r+HquHjvzS+f7t9YPoTsLROS9Lnj3mPGPJe68zZGDPUdQ5plL59lHg1CzjMdQjxfGf37hHtaxgwl27YeOT5wU2bb+zU/pNPMzKO2Nmu4b1yevHVqq/qtQLNXDWTU3ufyqs/vrr1uSSTxMEdDt46pqnGwo0LSTJJtElrw9qybQ2dw7sOp1tWN/zT/Dz6s0cZv2A8V398NXm98rhr2F1c9mEj45YjKza6nkhcUUtT/JvpOsAeWzt/+ynHY9i/s7PKXGeQRq1H3z5K/Gr59/o4UkJG62rri+5aiWGtrG398Mo1I8cXL1/VvbLq8505ZtGmRfTO6V3v+YPbH0ywIrjdc9W2msKjCunXYftOFH3a9KGsuoz15dvWS2yd0prrh17P7VNvB6BXm168s/AdLJbxC8azT5t9dvn17YYyYG5zXEgSi4qm+Kc30mYSgtB3qan152qVWDE1kB/QeDOJV7rXx5j1tG54ldgo6VlV1ePd4mWHP7hy9TfpoVCT09VNWjKJ7LRsrhp0FW3T2tIqpRWn9zmdX+7/S1787kX2ydmHF056gX1yvCLnycCT3DnsTvq27UuyL5n+Hfpz74h7efSbR7drrSo4tICxc8eyvMSrF4s3FXPavqeR4kvhtH1Po3hTcRT/AlvNDuQHmnV+c0kM6p4X/2a4DpAoJmekB6wxmmo8dk12HUAkimYBlUBUJiCQXVdkO2/qYDY2+3VHbSk9ZPqi4tBDbXMmP52TfYA1pt5AoipbxeUTL+eGoTcw4fQJWGv5du23XPy/i5m7di79OvRjn5x9aJ3SGoA35r2BDx/3jriXrq27snTTUp6Z8wxvz3976zmP6nYU2WnZvPXTW1ufu33q7fxp+J8oOLSAOWvmbG2BijJ1zZOoMNbqi9e4589ZAnR3HSPeXdS506dfZKSPcJ1DGjUskB+Y5jqESLTkFkyYAQze4Y7SLO5IHvvphcnvO31P2Ogzwes7dfhmWnr6MIyJakF9Rp8z+HjJx9uNb3Lkt4H8wFM73k1k16h7XmKY7jpAIvgqPa1+B3GJFVtQq6vEv50azyLN4+tQn1auM2SHbM4TK1aPeGvp8qWdq6q+jOa1Xpv3WiwUTABfuQ4g8UlFU2JQt6Qo+zot9btqY9SaF7umB/IDEV1sUiQGqSU1hsy2vTq7zlCjd2VV7gdLlg0ds2rNV6khO991nijagNdVVSTiVDQlhg9cB4h3Y3OyV7rOIE3SFweSCD5yHUC2WWw7dbWWUtc5ajupZMvg6YuW9DwvuPFTY+36HR/R4kwK5AecrKYr8U9FUyLwB78FmmXKmkQ1JSMj6mtyyB5R0SRxr6gwbznwjesc4rH4fGWkLnGdo65kSL5x3YYRkxYvZXBp2adYG08zzemLA4kaFU2JQ61NUfJTSsrCCp/ReKbYVYW6LUnieNd1ANlmhW0bE4N8GtImFGr77IpVI/6zbMWiDlXV8TLmU591JGpUNCWO/7kOEK+ezcla7DqDNGlmID9Q4jqESDNR0RRDfrQ9yl1n2JEDKip7f7xk6ZC7V6/9QxwL3gAAIABJREFUMsXaha7z7IHiQH7gW9chJH6paEocEwHNLx8FE1tl1lsDQ2LKJNcBRJrRNCDoOoR4Zob2bTHrZp26uWTo9KIl3c/auOlTrG2J/w297zqAxDcVTYnCH1yDplyOuOVJSctLjDnQdQ5p0ts73kUkPhQV5lWhLkoxY2Zo37auM+yKFEi5be36EZ8sXlrZr6x8EtZWu860C97a8S4iu09FU2L5j+sA8eb5nKx5GGNc55BGLQCmuA4h0szecR1APHPsPi1ykqD2oVCHF5evPPrFZSvnt62unuk6z07YgIYhSJSpaEosr6AuehE1vnWrLNcZpEkvBPID+m9eEs14QOuSxYASMrKqrWmxS1L0q6jYb9LipQNvW7Pu82RrY3n87luB/ECF6xAS31Q0JRJ/cAnwmesY8WKDz7d+vc/Xz3UOadJzrgOINLeiwrzVwHuuc4gnSOvlrjPsqbM2bT58etGSvU7btPkTrN3kOk8DXnEdQOKfiqbE85LrAPHi5ezW32JMsusc0qjPAvmB+a5DiDgy1nUA8SyynTa6zhAJqZB215p1Iz9csqz0gPKKyVgbK4vIrsOb7EokqlQ0JZ5XgZY0sDNmvZHVusXMipSg1MokiWwc3odJcWxOaJ+46iLcqbq603+WrTjq2eWrfsiurp7tOg/wRiA/EE8L9EqMUtGUaPzBVcCHrmO0dFuMKVmelNTfdQ5pVDnqriEJrKgwrwJ42XUOga9DfVq5zhANg8vLD5i6eGn/G9au/yzJ2qUOo6hVVZqFiqbE9ITrAC3dW61bzcaYdNc5pFHjAvmBDa5DiDimD5Mx4Bvbu5PrDNF0/sZNwz5fVNzupM0ln2Dtlma+fCCQH9AMqdIsVDQlpreAJa5DtGSvZGfFSl9uaZi65knCKyrM+wL43nWORFdkO3e3lnLXOaIp3dqMMavXjvzfkmXB3hUVn2Ftc3VJfKyZriOioikh+YPVwD9dx2ipKqBiQUrywa5zSKNWA++6DiESI550HSDRWXy+clIS4ovKLtXVXd5aumLYkytWzW0VCs2N8uU2AS9E+RoiW6loSlxPAlrTYDd80CpzNsbkuM4hjXpRg4JFtnoSCLoOkehW2bZrXGdoToeXlR88bVHxgX9Yt2Gqz9oVUbrMC4H8QCxOfy5xSkVTovImhHjVdYyW6IWcrFLXGaRR1cBDrkOIxIqiwrxNwOOucyS6H233uO6e1xAD5rfBjcOnLSrOGlWy5ROsLYvwJdQ1T5qViqbEpg+XuygEobmpqfu7ziGNekVrM4nU8yDE95iaWDcztG+S6wyuZFrb6sFVa0a+U7x8Tc/KymkROu0HgfxAIELnEtkpKpoSmT84HfjIdYyWZGpG+hxrTEfXOaRBFviL6xAisaaoMG85Gvvh1Ey7b1vXGVzrUVXVfXzx8iMeWbFqVkYo9N0enu5PEQklsguSXQcQ5/zAKNchWoqxOdnrXVw3xZfCpQMu5eR9TiY7NZuZq2Yy5ssxLN60GIPhvAPP46z9zqJjZkd+WPcDf5vxN2avaXzNwX2y9+HaIdcyqNMgSipLeHfhuzzyzSNUhLxhbmf1PYtL+l/CXpl7AVAVqsJiKa3yeiZuKNvAGePO2Pp7jHgrkB+I9sBjkZbqPuA3gHEdJBHNCeV2d50hVhxdWjbg80XFocfa5Ez5Z5vsvrvxReQnmmZcXFBLU6LzByejxW532oz0tN4urjvm6DH0btObX7/3a45//Xi+WvkVz5zwDNmp2fxuwO84rudx/OHjP3D0y0fzwncv8I9R/6BHVo8Gz9UuvR1PnvAkk4oncexrx5L/Xj692vSi4NACAAZ2GsipvU/lnAnn8LNXf0ZgTYCrP76aQc8PYuQrI1lZspJbp94aawUTwN2uA4jEqqLCvO+Bca5zJKqNtM4JWbN6hzsefT3cvhau/3HHJz1pTNPbO/SBc1+DgsVw7Xdw7J2QlLJt+5CLvOf9Qe9x+1q4bQ0ULPIef5gJKZk7zrEbfOC7YkPwyKmLitOP3FL6CdbuysRUamUSJ1Q0CXitTbIDs9JSf6g2ptm/LeyZ3ZNDOx/KTZNvYuWWlZRUlvCvuf8isCbAz/b+GWfsdwa3Tb2NhcGFVIQq+GDRB7z505uc0uuUBs93TI9j+GrFV7z646uUVpWyvGQ5N0y6gbxeeST7kunfsT/jF4xn1ZZVrNqyivHzx9MzuycAvx/4eyYvnczMVTOb80+wM8YF8gNfuw4hEuPuwuvGKg4EyVy+w50m3Qf/GLjjkx36WzjotMa3p2TABW9D0WS4bz94+jjoOhCOC9cbex8Oh5wDT46Cv+0PS7+Cl8+FuzrAvX0guBTeugwqo7tWbZa1WY+tXD3yv0uXL+9aWTV9Jw6ZEsgPfBzVUCKNUNEk4A9OASa6jhHrns3Jjta0qU1KS0rjmTnP1GvZWbp5KR0zO5JkkuqtI2gwtElr0+D5fMaHbeBzU0pSCq1SWjF3zVzyeuXRMaMjnTI7cXKvk5mxcgYDOg5gWNdhPDzz4ci9uMgIATe7DiES64oK82YAr7nOkagW270iM/V7lwFeq1FTWnWCT8fA1AehqgyCxfDFE7DPCG9796Ew+2XYtNx7zHoZ2u/rbRt1G/w0ERZ/HpG4O2Ofyqqe7xcvO+yBlatnpoVC85rY9a5mCyVSh4omqXGH6wCxbnJGelcX1/1x/Y88Pefp7Z5LNsmM6D6CWatm8c6Cd/jT8D+Rm51Lqi+V43oex9n7n8205Q1PUjSpeBJHdjuS0/ucTnpSOl1adWHM0WOYt34ewfIgM1bO4N2F7/JS3ku8cNILvP3T28zfMJ87jriD26beRmWosjle9q54IZAfmOM6hEgLcTOgdcwcmBvKDe3xSdKy4MxnYfLfmt5vwyL46lnvZ1+S18p01HXwwzvec0u/hv6/hKzOkNUF+p8Fi6Z6xVTvY+AjN72dj91SOnD6ouJeF27YOMlYu7bO5o8C+YH/OQkmApi631BLAvPnvAKc5TpGLFqQkrzo1O5de7rOUePmw26mR1YPLpt4GSm+FK4ceCUn73MyPuOjbXpbvl37Lee9c16jx/fv0J/rh15P7za9qayupH1Gey6feDmTl05ucP8bht5AsDzIP2f/M1ovaXdVAPsF8gOLXAcRaSlyCyY8DFzhOkeiOSPp0y/uS/nnoTvcsc3ecPFEr1tdXWeOhdL1MOX+xvepK38c7HM0rP4BnjnBOx7gsEth+B/AhmDS32DWS3DJx/DmpbB81i6+usgL+kzw2k4dv/kiPW0YxiQBgwP5gW9c55LEpZYmqe16ILodmFuoZ3Oyi1xnqHHBgRcwvOtwbpp8EwCVoUoe+OoBjnvtOO76/C6qQlXcNuW2Js8xe81sLnj3Ao56+SiWlSzjzXlvNlowDeo0iP4d+/NU4Cku7ncx757+Lq+Pfp2juh0V8de2Gx5XwSSyy+4ANrgOkWhmhXp32qMTHPpbaN8L3rtx14574XR4eKg3bumCt8EXnjh5+uNw/4HwwMHw1b/gZ7fDnDdiomACyAnZnKdXrBrx+tIVxQeVl9+rgklcU9Ek2/iDS4B7XMeIRR+0ymzvOgPA6F6jufDgC7ls4mVsKN/+M092aja3H347f5vxNxZuXLhT57vwoAtpk9aGwi8KG9yekZzBrYffym1TbuPYnsdycIeDOf2/p/OHj//ANYOvoUurLnv8mvbAWjRjnsguKyrMWwvsYFCMRNoC26W7tezKLHHbdBkAIwrgP/lQtYvrFFdXwpofvYkdqsrhgNH199n7COhxqNeCddR1cNUsuGwq9Dl+t+JG0n6Vle1eXrbyftc5RFQ0SV33Agtch4glK5KSVmw25iDXOUZ0H8ENQ2/gsomXsXjT4nrbCw4t4Lt13/HKD6/s1Pl65fTikv6XcNPkm9hS1XAD4zWDr+GNeW+wcONCBnUaxBvz3qC0qpSlm5fy2bLPOKi90z/L7wP5gR1P4SsiDXkE+N51iERSTVJyBSlLdvnA1Nbwi6cgPRsunwa3roQrZ0Drvbyfew6rf0yH/aCh7/qWfwNtc7d/LiUT8v7mFVUHnOqNf3r0CHjpHDjuTshpePmKZnQb/uAq1yFEVDTJ9vzBcuBa1zFiyQs5WT9ijNMFIQfvNZg/H/lnrv7kar5fV/9zzojuIxjWdRi3T729weP/evRfueDAC7b+7jM+7j7ybp779jlmrW64K8bQzkPpldOLF757AYA5a+Zw1n5nkZ2aTW52Lkd3P5rv1zv7zPVmID/wkquLi7R0RYV5lcDFeLNPSjNZZXPW7PJBFZu97nV3dYS79/IeDw+BzSu9nxd9Vv+Yg34Ox9xS//nuQ2F1nfv2cXfCzOdhzTxvKvKZz3tTjW9YBD996BVR7swCHnUZQKSGiiapzx98GxjvOkasGNe6VWuX1+/bti//GPUPslKzeOr4p5h5/sytj/tHej0WLJZbp97K2rK6kw15crNz6dyq89bf05PS+WzpZzw+6/EG989IzuDGoTduV4SNWzCO+RvmM/7n43n8uMd59JtHKd5UHMFXutPWApe5uLBIPCkqzJsKxNwaAvFsnu0evVXBf/E0HBGe3+OrZ2H/PG8tppQMr1XqlL97XfV+fH/bMblHQcf94fPHvN+XfQ1DfgPpbbwpyPc7EVYEohZ5ByxwBf5gtasAIrVp9jxpmD+nCzAHaOc6iktBn2/DkXt3a40xya6zNKeDOxxMdmo2ny1r4BtM985RK5NIZOQWTMgEAkAv11kSwVVJr0+5JuX1I5vcqanZ85ra53eToGgKvB9etq7TgXDCn6HbYAhVwXfj4H+3QflGb3tqK/jN+/DyObChVpfvY++EQed7LVwT74Q5r+/mq91jT+MPXuzq4iJ1qWiSxvlzzgZedB3DpSdysqc81K5N029w0pzeDOQHTncdQiSe5BZMOAb4EHDaDTkRHOWbPef51MKDXecAoNsgSG8L8z90naQhPwKD8AdLXAcRqaHuedI4f/Al4FXXMVx6Pat1iusMspW65YlEQVFh3sdAzC3CFo8CoX26uc6w1dKvY7VgKgd+qYJJYo2KJtmRy4GVrkO4UGrMlmXJSf1d55Ct/hDIDyTkf4sizeAGoP60nBJRG8hqG7Km4cGnUuN6/EGtySQxR0WTNM0fXANc4jqGC/9t3Wo2xmS4ziEAvBXIDyR0V1GRaCoqzNsEnAtUuc4S7zaRsdR1hhj2Fv6gJieRmKSiSXbMH/wv8IDrGM3tpezWmoo3NqxD3fJEoq6oMG8KXouTRNES2ynoOkOMWgz8xnUIkcaoaJKddQMwyXWI5lIJlfNTUpwvaCtUA+cF8gMrXAcRSQRFhXkPkOBjWaNtbihXX8jVVw2cgz+43nUQkcaoaJKd4w9WAWcBy1xHaQ4TW2XOxpgc1zmEqwL5gXddhxBJMBcBzlaujndf2T7q9l2fH39wqusQIk1R0SQ7zx9cCZwBVLqOEm3PZ2dtcZ1BeCiQH3jEdQiRRBMe3/QLQLOXRcGsUO+OrjPEmA+Bv7gOIbIjKppk1/iD04BrXceIphCE5qal9nWdI8G9A1zjOoRIoioqzPsW0MKiUTDfdu1urSbcCCsGzscfVJdFiXkqmmTXeTPbxO2aHtMy0ueGjOnkOkcCCwC/CuQHql0HEUlkRYV5LwN/cp0j3lSRnFJJ8hLXOWLAWuB4/MHlroOI7AwVTbK7rgAmuA4RDWOzs9a5zpDAVgCnBPIDm1wHEREoKsy7A3jCdY54s5qc1a4zOLYZOAl/8DvXQUR2loom2T3+YDXwS2CG6yiR9mVG+j6uMySoUuD/AvkBLbApElsuB95yHSKe/BTqlsjjZiuA0/AHv3QdRGRXqGiS3ecPlgAnAz+4jhIpgdTUH6uM2dt1jgRkgQsC+QG9iYrEmKLCvGrgbGCy6yzx4hvbO8l1Bkdqphb/0HUQkV2lokn2jD+4GjgeiIsVzp9tk62+1W7cEsgPvOY6hIg0rKgwrwz4P2CO6yzxYGaoT6IuaXEp/uDrrkOI7A4VTbLn/MHFwCjioHCalJHexXWGBHRHID9wj+sQItK0osK8DcCJwELXWVq6QGifrq4zOFCAP/iU6xAiu0tFk0SGP/gjMAJoseNRFqYkLyrz+fZznSOBWOAPgfyAZucSaSGKCvOW4t3rf3KdpSVbS06HkGW96xzN6F78wb+6DiGyJ1Q0SeT4g/Px3kxb5LeQY7Ozi1xnSCBVeGOYHnIdRER2TVFh3hK8e33cjGd1YTOZxa4zNJMn8QdvcB1CZE+paJLI8geLaKHfQv6vVWY71xkSRBnw80B+4AXXQURk9xQV5i3Du9fPcp2lpSq2HYKuMzQDP/7gJa5DiESCiiaJPH+w5lvIb11H2Vkrk5JWbfKZg13nSAAbgRMD+YHxroOIyJ4pKsxbCYwEpjiO0iJ9a3OrXGeIogogH3/wTtdBRCJFRZNEhz+4DBgGTHQdZWf8Ozvre4wxrnPEuTXAqEB+4FPXQUQkMsKTQxxPnC52Hk1fh/ZNd50hSjYAJ+APPuc6iEgkqWiS6PEHg8BJwJOuo+zIuNatWrnOEOeWAEcF8gNfuQ4iIpFVVJhXCpwK3O86S0vyTWjfjq4zRMFC4Aj8wU9cBxGJNGOtdZ1BEoE/53rgr8RgoR70meCRe3fPxJgU11ni1A/A8YH8QIudWVFEdk5uwYQLgCeANNdZYl0KVRU/pl2QZAzxstDtF8Bo/MFVroOIREPMfYCVOOUP3gecAWxxHaWu17Ky5qhgipo3gcNUMIkkhqLCvOeAo4FlrrPEukqSUytJipcZ9N4ARqpgknimokmajz/4JnAoMTZBxKtZrZNdZ4hDlcC1gfzA6YH8QCLMECUiYUWFeV8AQ4HprrPEurXkxEORcT9wJv5gqesgItGkokmalz84F+/N9F+uowCUGVO6NDmpn+sccaYYGBnIDzzgOoiIuFFrSvKnXGeJZfNDXWOu98UuWA+chT94Hf5gyHUYkWhT0STNzx/cgj/4G+B8YLPLKONaZ87GmEyXGeLMBGBgID/wmesgIuJWUWFeeVFh3m+B0/Fmz5Q6ZtneLfVz2KfAAPzBV10HEWkuLfV/VokH/uALwBAcLo74UnZWPK+T0Zy2AJcF8gOnBPID+nAkIlsVFea9CfQD3nGdJdZ8FeqT7TrDLqoEbgJGhddkFEkYmj1P3PPnpAA3hx+pzXXZKqgalNtjszWmTXNdM07NAM4N5Ad+dB1ERGJbbsGES4G/AWrhBzqxfvUX6Ve0lKnHA8CF+INaOkISklqaxD1/sDK8avhA4PPmuuxHmRmzVTDtkUrgbuAIFUwisjOKCvMeBw5Bk0QAsIq2Ha0l1ifLqQTuBAarYJJEpqJJYoc/+C0wHLgGKIn25Z7LyXY6nqqFGwccHMgP3BbID6iLo4jstKLCvHnAMOBSYK3jOM5tJiOWpx3/ChiCP+jHH6x0HUbEJXXPk9jkz8kF/o63ynzEWbCH5PZYGTKmczTOH8dm4U0l/pHrICLS8uUWTGgL3IVXQMXLIq+75L3UG6fu71sy3HWOOlbj9SR4FH9QX4yJoJYmiVX+YBH+4GnASLwxMxH1eXr6XBVMu2QFcDEwSAWTiERKUWHe+qLCvCuBQcAk13lc+Nb2jKUWnE2AH+iFP/gPFUwi26hoktjmD36KtyDuecDiSJ12bE6WZnjbOWXAn4E+gfzA04H8gNbiEJGIKyrMm11UmDcCOIcI3utbgpmhfdNdZwDK8Xp39MIfvBN/UN3XRepQ9zxpOfw56cAfgD8CHfbkVANzeyyqMqZnRHLFJwu8BNwUyA8k1AcYEXErt2BCKnAR3oyq3R3Hibp+ZsG8cWm39nF0+WrgeeAO/EHd60WaoKJJWh5/TibwW+A6oMeuHj4nNXXe2d06u3qDinUh4D3gT4H8gGa3EhFncgsmpOHd6/8I7O04TtSkUVH2fdqvU41p9t4/bwG3hCdhEpEdUNEkLZe3vtN5wA3A/jt72B87tv/kvdatRkYrVgu1DngGeCyQH1jgOoyISI3cggkpwLnAjezCvb4lmZd2/pIUU73LXwLuhipgPPBX/MFmW+JDJB6oaJKWz5/jA04DrgCOAUxTuw/t2f2HMp+vb3NEawG+Bh4BXgrkB0pdhxERaUxuwQQfcDxwCTAaSHabKHI+T7tiRmezfkgUL7EAeAp4Fn9weRSvIxK3VDRJfPHn9MbrC38hUG92vEXJyUtO6dG1Ob7Ni2UVwKvAI4H8wDTXYUREdlVuwYQuwG/wZvXMdZtmz72Ycvenw5K+HRHh01bgdcF7AvgIf1Af+ET2gIomiU/+nGTgFLw31BMJr//xp/ZtP301OyvSb0wtxRLgceCpQH5gleswIiJ7qk7rUx6Q6jbR7ilIfnHSpcnjj47Q6X4AngTG4g9qpliRCFHRJPHPn9MB+DlwxvC9u3XcmJQ00HWkZmLxut+9A7wLTNeU4SISr3ILJmQDJ+Pd708Cstwm2nnH+76c+UTqA3vy3lQMvI9XKE2OUCwRqUVFkySUfmP75eC1POXhvanu0dTlMWg98D+8Ium9QH5gpeM8IiLNLjxt+c/wxrv+Hw10144lXVi7Ylr673cl42bgE+AD4AP8we+iEkxEtlLRJAmr39h+PuBwvALqcGAg0NZpqF1ngW/wiqR3gM8D+YFqt5FERGJHuAvfIcCRwPDwP7s6DdWAhWnnbDKm0daxamAGNUUSTMMfrGy2cCKiokmktn5j+/XEK54Ghf85EOjmNNT2FgOzaj2mBvIDmglJRGQX5BZMyGVbETUMbypzp+Oh5qT95tvWpuzA8K8rgTlAAJiCN5HDemfhRERFk8iO9BvbryPbF1F9gfbhR0YULlkGzAd+AuaFHz8AswP5Ab1piohEWG7BhGRgX+AgvAJq31qPvdjBUha7qQIowrvX//SvlL/OPCZpVhEwRxM4iMQeFU0ie6Df2H7pbCug2jXwczsgBJTg9UEvaeDn2r8HgWWB/ID+xxQRiQG5BROS2HZv71Dnn+0Iz87aiFJgDbA2/Nj6c1FhXjCKsUUkwlQ0iYiIiIiINMHnOoCIiIiIiEgsU9EkIiIiIiLSBBVNIiIiIiIiTVDRJCIiIiIi0gQVTSIiIiIiIk1Q0SQiIiIiItIEFU0iIiIiIiJNUNEkIiIiIiLSBBVNIiIiIiIiTVDRJCIiIiIi0gQVTSIiIiIiIk1Q0SQiIiIiItIEFU0iIiIiIiJNUNEkIiIiIiLSBBVNIiIiIiIiTVDRJCIiIiIi0gQVTSIiIiIiIk1Q0SQiIiIiItIEFU0iIiIiIiJNUNEkIiIiIiLSBBVNIiIiIiIiTVDRJCIiIiIi0gQVTSIiIiIiIk1Q0SQiIiIiItIEFU0iIiIiIiJNUNEkIiIiIiLSBBVNIiIiIiIiTVDRJCIiIiIi0gQVTSIiIiIiIk1Q0SQiIiIiItIEFU0iIiIiIiJNUNEkIiIiIiLSBBVNIiIiIiIiTVDRJCIiIiIi0gQVTSIiIiIiIk1Q0SQiIiIiItIEFU0iIiIiIiJNUNEkIiIiIiLSBBVNIiIRZIxJNsbkGGMavb8aY5IjdK0kY8xhxhgTgXNlRiJTJBhjUnawfYgxJmMnznOQMWa0MaZjI9uNMeYXxphDdjeriIgkBhVNIiKRlQZsAP7dxD73GmOWGmPSGtvBGPO4Meap8M+/Mca8YoxpW2e3wcDnQP6eBDbG/Bt4azeO22Hh0sAxyU0VjcaYXsB8Y8zxjWxPB14HvjTGtNnB5Q4B3sT7d1Jz/AXGmNYA1loLPAn0rbX9dmNM50auvbcxpq0xJiP8Ouq9h4YLsSRjTJoxJssYs5cxpsMOcoqISIxT0SQiEkHW2hJgM96H9cZsAOZba8ub2Kct0Cr8cxrQ3Vq73hiTboxJCj9/PvCCtfbZ2gc2VkwYY1o30gJWCBxjjDmszv6+8Af/xoqcNcaYSmPMZmPMemPMWmPMmjqPteFtm4wx5UAl0L+xF22tXQA8BIwzxvy2gV1uAVKB0dbaDY2dJ2wjsNpaW1zzeoARwAc1hROwBVgb3n42cC0wrJHzfQmsCx9TCVQbY2ztBxACqoCy8PVXAL/fQU4REYlxEekiIiIi29mM9+G5MZU72F5zjrLwz2XhYwBG4RUUG4EMoNQYswaweMVERnj/7AbO+TYwyhhTAVTgfbivDm8zwIfhbcl4hVpqeNtA4JtGMt5hrX18B6/Fu4AxucBCINjUftbae40xi4AXjTEl1toXw8cPxStqjrXWLtyJS5ax7fVhrQ0ZYy7GK2j/BZxZK9tI4D7gGGvtzEbOtwF4zFrr34lr15y3KHyciIi0YCqaREQiwBjTA1gPlOIVOMYY0wqvtegm4ECgBK9Q6Qt0Mca8AiThFTpp1tpja52yPHwu8AqiGuuBJdba3PB1jwSettb2Df8+ksa7Bm4CHgVu3MmX1QuYFc7dkM07eZ6dEm4J6ozXQvMGcDbwSXhbO+A/wE3W2mnhro1tgFXhbnY150jHKxiDhAvTcEtZe7x/F0cDE4BsY8zJeMXhEGAR8E9gH2PMQcBP1trP60Tc3eInace7iIhILFPRJCISGTPxPpjX+E/4n2/jtWwswSsyKvBaddKAd/E+yOewrVWnRjXbWpdqq/tcEvWLF0vDyoBKa+1OFTvGmC07OF8FcJ8x5u6dOR/buoTnNLI9GVha63cLVBljQuFjU/DGgz1Q61w1LWs1hgCT2daKlopX9IWAE4Fz8f5epcAdeH+/3wPFeK1gg8PnfBNvvFht5cBNxpjrd+K1JoVfT3ITr1dERFoIFU0iIpFxMF7rRgUwHygAxuO1IK2tvWN4ooGOdcci1WGp1bUsfFwy3ofx1saYX4efHghk1fp9/ybOWQn8wRhz5U68ntpaN/J8FXCNtfbJHZ0gPA4rJXyuTQ3tY62tMMZUAsdbaz/ZwfkOB6ZRv4icDrS21pYYY34J/M1a290Y0yp6aN6oAAAgAElEQVQ83uzT8PFX4hVK5+C1vN2M14rVVLe/CuDP1to/Nf1qt8uZjPe6RUSkBVPRJCISAdbaFTU/h2cAr7LWbg5PlNABrzWk1FpbtxAyQHr44atVYFngZmNMAV7LlA+vQLgG796dG96vH16xVvN7gzO/1TrnA9ba6+puMMZ0AUYDT7GthSQDr8hZ1cj5QniTIYwDBuG1xFTiFXu1x2wZtrW8pAGZxphOdf8WYVVN5K//guqcw1pbybZC6gSgnTFmuLV26tYwxvQFbsArOM8BVgLXAx8bY/KstXMbuxzbuvxlAZmEx5418O+15u+Xba1dWvdEIiLSsqhoEhGJEmPML4COwGO1nqu9vW63t6/wupeBV2Tcba29PbxvzdinfsCGmskIjDFjgZnW2r+Hfx8JHEvjGipUAE4DHgY+stb+hNeqsnVmuUak4BUol+MVTJvC5x+HV2hdgFcwpQJdw+fKBHIaKZh2VaPnCBcto/Fex3PGmL9Ya582xnQL57vHWrs2PO4szVo7wRjzJ2CaMeaPwJPW2rqTdWTUuuYv8CaTAKgMT6BRHX69yeHXnIRX0O5oanQREYlxKppERCLPhzdtdjVwHtAOb1xNpbXWGmNG460hNAav6Khpaaq9SG0StcYShYuMzeHxPcDWVqpRwAN1rt/YYrepQHl4FrsStrUMVeG1MF0MXGSMuS38Gmq6lmUAxlq7vM750oEKa+2SWpmeDB9zUXiCBhseA3QRMMJauxioe57akoGkJqY5r5FE08tmHB/evhmvIPw43PXvz8AEa+1j4YLpPcITPFhrnwnPSvgvoDtwW51z1h4/9QrwGlBSeyKK2oy3SG/WDl6HiIi0ACqaREQiwHgLz14A/A7oAdwP3NzIWkyHAj+z1t4V/n1L+FFbBrW6qhljMq21W4AOQEdjzMt4rTbdgIJaLVid8IqZhuTgFUkL8QqyMrzCKZtwURfOfxnbipK08M8fUr8FK6smtzGmE17xdggwPDw+qaaV6bHwsZ8YY45qrLuaMSYVr+CayLZp1qvwusSZ8CMF770rveYYa21FA6e7EngZONVaGzDG9A6frx1eQQvwRPhvOL3mIGvta8aYWUBRA+dshzfFey7eDH9l4b9RYy1eIaAsPPNflrV2USP7iYhIjFPRJCKyh4wxPYFv8T7g/wVvNrZpNQVTeDryjXgztlWF/1kR7nKXijeDXnrNIqxhWcAfjTFXhPdZA+yHV/DcgFfk/AmvUJmGN5X4k3gFx3hjjGmgBaQT3uQHrcIFWE3+FcDF1trxjby+mpy1n/PhLcBbM6nDr/DGB5UBS8KtOm3xxguVsG3WwP8ZY46uOzlGWCVeV7aNNdmNt1DvKdbaF+pc3wDdGiqYjDH9gcOAB4FTw09vCed5Inx4e+DnwKXW2trFqcErmFobY7bUKXr3wpvyfbvJIsKtfzb8OmvGn6Wx/XtsOY0XsyIiEuOa6togIiI7IdyCcBOwn7X2r9SfzOBjvC5g5XitEn8GRoT32wKsxmsVqa0NcJ21tjNwFl7RgbX2W2vtI3gfztcDN1prXwuf5wNr7VPW2vsb6TLWGyiuUzAl4RUT6+vubDytgJC1trTO5r3wWqBquto9hzceqwdei1bX8POnWGt7W2sPwFufKoC3/lPda/nw/oaZQG9jzFXh1qtewIPGmD/XOaQjEDDGnEp9f8frYle74OmLV8DVTDe+Gq/V6gljTFn4UTPNezmwDjiiVr5svNa/1UCf8PXTw3+DZ8Kvq421Ntta29pam2KtNeFj2gMHNJBTRERaCBVNIiIRYK39h7V2ZSObj8crTNLCH6RvAj4N/5yO96H63DrHdKVOIWOMaWWMSQ9Pt30v8KvarSS19kuu2bfWc33xipk5dXY/EK8V6VNjTFXtB173sjU0vDjrvuHtxcaY1nitWIvxirftxlQZY3zhxWhb4U3FvriB8/UH7sZrsekB+IE11tqvgZHA5bXXR7LWrgrv85wxZus068aY3wLD8bpH1vYd3lTkPrzp4TcDA6y16dba9PA11wFDwvtkAlNqHd8n/M9F1tqfrLVrwq1QucD5wB21WsfSjTEXhnOWWWvX7WAqcxERiXEqmkREosxau8Bau6GhrmTW2vLwh+qt412MMZl4RcmSOrs/gtcdbiJeK8k0Y8wGY8wGYG+8bnkb8boCbsSbhKLGr4CAtXZZnXNeCMy11ibXfQBXALMbKszwFoH9Ibz20SHAD3gtOWvxCq2a7O+Hn1+F1yq1EPhtA+f7BV6XxhWEu7rVzF5nrQ3gjRcrNMYcFv4bDcbrajcBeCU86QJ4LV7/V/d1Wmurw2s3tQJewlsA96fwuUz4b/uqtfab8P6ldV73wPBrW1An96N4sxf+t9Zzo4BnjDGXN/A6RUSkBdKYJhGR2DMU7/78U53nL7bW/rqhA4wxRcCvay8KG+56VzOL22+AZ+sck4c3YcIFjeQ4Evi6kW0/A2qu9QVeK9am2q0teN3gTrDWzqh1zbpjfTDGZOAVUo0uGmutHWeMObzWua7Ba727EPgRuB24Ldz6837Nqak/k2A28CredOTLjTHj8bpM7k3jfwfwxkZNqt3t0RhzC16BNLhO1nfCswg+aIz51u5goV4REYl9KppERCIvCW+qbR8wgPDED2ybCS4bSDPGdGf7dX3SgfnAmcCCupMlNNLiUyOVOr0Haq2FdCe11osKT4JwC3AVcL+19uXw8/vhdW0rx+uudhpwad0LGWO64nU5PCU8a+DeeOsRJRtjaqYxN7X2r3mNaXhjfLLCswHWdBUswGtdeib8ezXeDIEnAYvCfzuATcaYQXhrVf0CuNr+f3t3H2zbWdcH/PsjN4QkIjJwy2tDTNLmShFiuJhRCy1QNUM7oAONBSQyJNwWi1Le5NUyhYnUsVAFAhogoJYgQaS+8TotBvJCbK4RjSahkpJgBXq1RWiBhJCnf+x1YbNz9rPXuvuec+7L5zOz55y91v6t51lr/c5a+3eetddu7X9V1Uszu8Rxo21y7PyE4bbpr07y6qr6kcwKyVsz2y8/W1Vvbq19emF9/36Sx2VWeO6/U+CFSZ6U5OeGu/PdZVi34zO7tO+NmRVm76qqMza4XTsAhxFFE8BBMBRAD8zsBgn3z+zyuBMyG6lpmb3x//rwaMPjzzIrsI7JrKCoJI/KbPTkkrnFf1s2/lzRvOOHZSz2a/8NI36utfa54bNNVwzLe0Zr7VfnXv6XmRUDt2Y2yvXvF/qx3wVJ/iqz25A/Psl7Mys6/l9mBeL+G158KsmlmRVzdx0e3zb081OZXYKYJFcm+URrbf93IH1imLb/tur7z1V3DMv/bJLXZPbdUmmtvXHJNjlheKSqHpLZJXb3T/IP8s0bcbw4s8v8/mGSl2Z2+/bfTfKs1tpnh2LoVzJ3s46hUHvo0MZPVdXzh3Xafxv3rwzbYv9lk79eVT+47PucADj0KZoADo4vZFYI/G1mhcLlrbWvVNW33N67Z7h07fbMvtNo/g323TO8+V8Sd3xmd9u75+K84Y36L8w9v7FmX677F621fQuv/XJV3X1uhGqZ1yS5pLV2R1V9cGj3b8cWBcP3MX37XLsfnJ/fWvtikkePWdYK90hyYs2+KPeYzIq96zO7nPBpme2j/V8W/NEkH62qH8zsjn+fHfpyR1X9syQPWbj9+CMyK1S/nllBfFuSWxe3QVXtTnIvBRPA4a0cxwEOjqo6ZkTBAQAcZhRNAAAAHW45DgAA0HHIfKbp3ve+dzv55JO3uxsAAMCCvXv3/nVrbed292O7HDJF08knn5xrrrlm9QsBAIAtVVU3r37VkcvleQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0KFoAgAA6FA0AQAAdCiaAAAAOhRNAAAAHYomAACAjh3b3QGAnkuuvqU7/ylnnbRFPQEAjlZGmgAAADoUTQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0KFoAgAA6FA0AQAAdCiaAAAAOkYVTVX1zKr6w6q6vKreVlV3q6rjquriqvrE8HjR3OvPqKqrqmrv8PMRm7cKAAAAm2fHqhdU1elJnpjkka21W6vquUmek6SS7GutPayqdiR5T1U9Lsn7k1yc5LzW2rVD/Lurandr7bbNWxUAAICDb+VIU2vtxtba2UPBdNck35nki0nOSXLB8Jrbk7w8yflJzkzyydbatfvjk3w4ydmbswoAAACbZ/Rnmqrqe5J8Jsnjk/xWkmNba1+ce8n1SR40PG5YCL8uySkbLHNPVV1TVdfs27dvat8BAAA23eiiqbV2bWvtPkl+OrOi6Y4lL60kbYNpGy3zotba7tba7p07d47tCgAAwJZZWTRV1a6quuf+562138msYPr2qjph7qW7ktw8PE5bWMyDk9y0fncBAAC21piRpocm+Q9VVUlSVWcOcRcled4w7Zgkr0jyliR7k+yqql3DvFOTPDbJBw567wEAADbZyrvntdYurarTkny8qm5N8jdJnprkr5K8tqquTHJikktaa+9Lkqo6N8mFVXViZqNSe9w5DwAAOBytLJqSpLX2c0l+boNZz17y+uszG10CAAA4rI2+EQQAAMDRSNEEAADQoWgCAADoUDQBAAB0KJoAAAA6FE0AAAAdiiYAAIAORRMAAECHogkAAKBD0QQAANCxY7s7wMFxydW3dOc/5ayTtqgnAABwZDHSBAAA0KFoAgAA6FA0AQAAdCiaAAAAOhRNAAAAHYomAACADkUTAABAh6IJAACgQ9EEAADQoWgCAADoUDQBAAB0KJoAAAA6FE0AAAAdiiYAAIAORRMAAECHogkAAKBD0QQAANAxqmiqqidU1ceq6vKq+lBVfdcw/YlVddMw/fKqesYw/Yyquqqq9g4/H7GZKwEAALBZdqx6QVWdnuTFSX6otfalqnpoknckOTPJI5Oc11r7yNzrK8nFw/Rrh/h3V9Xu1tptm7IWAAAAm2TMSNN9k1zQWvtSkrTW/iTJHVV1t8yKppdV1Uer6rzh9Wcm+WRr7drh9Tcm+XCSsw967wEAADbZypGm1tpl88+raneSfa21r1bVU1trN1TV8UneWVWfS3JckhsWFnNdklMOVqcBAAC2yqQbQVTVriSvS/KMJGmt3TD8/EqSVyZ5UpJK0hZDlyxvT1VdU1XX7Nu3b2LXAQAANt/ooqmqvjvJ25I8ubX22ap6TFXNj1Qdn+SOJDcnOW0h/MFJblpcZmvtotba7tba7p07d07vPQAAwCYbe/e8M5NclOSc1trNw+QnJ3nmMP+EJK9IcmmSvUl2DaNSqapTkzw2yQcObtcBAAA235i7552VWcHz+cw+t7R/1vOT/ExVnZvZ5Xdvaa19cIg5N8mFVXViZqNPe9w5DwAAOByNuRHE1UnuuWT2E5fEXJ/Z6BIAAMBhbdKNIAAAAI42iiYAAIAORRMAAECHogkAAKBD0QQAANChaAIAAOhQNAEAAHQomgAAADoUTQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0KFoAgAA6FA0AQAAdCiaAAAAOhRNAAAAHYomAACADkUTAABAh6IJAACgQ9EEAADQoWgCAADoUDQBAAB0KJoAAAA6dmx3BwCAw8clV9/Snf+Us07aop4AbB0jTQAAAB2KJgAAgA6X5wHAUaZ3iZ3L6wDubNRIU1U9oao+VlWXV9WHquq7quq4qrq4qj4xPF409/ozquqqqto7/HzE5q0CAADA5lk50lRVpyd5cZIfaq19qaoemuQdSS5Nsq+19rCq2pHkPVX1uCTvT3JxkvNaa9cO8e+uqt2ttds2b1UAAAAOvjEjTfdNckFr7UtJ0lr7kyR3JDknyQXDtNuTvDzJ+UnOTPLJ1tq1w7wbk3w4ydkHvfcAAACbbOVIU2vtsvnnVbU7yb4kD2ytfXFu1vVJHjQ8blhYzHVJTlmvqwAAAFtv0t3zqmpXktcleUZmo00bvixJ22DaRsvbU1XXVNU1+/btm9IVAACALTG6aKqq707ytiRPbq19NsnXquqEuZfsSnLz8DhtIfzBSW5aXGZr7aLW2u7W2u6dO3dO7jwAAMBmG3v3vDOTXJTknNbazcPk9yR53jD/mCSvSPKWJHuT7BpGpVJVpyZ5bJIPHNyuAwAAbL4xd887K7OC5/NJ3ln1jSvtzkvyU1V1ZZITk1zSWnvfEHNukgur6sTMLuPb4855AADA4WjMjSCuTnLPJbOfvSTm+sxGlwAAAA5rk24EAQAAcLRRNAEAAHQomgAAADoUTQAAAB2KJgAAgA5FEwAAQMfKW45z5Lvk6lu6859y1klb1BMAADj0GGkCAADoUDQBAAB0KJoAAAA6FE0AAAAdiiYAAIAORRMAAECHogkAAKBD0QQAANChaAIAAOhQNAEAAHQomgAAADoUTQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0LFjuzsAABwdLrn6lu78p5x10hb1BGAaI00AAAAdiiYAAIAORRMAAECHogkAAKBjVNFUVfetqo9U1XUL059YVTdV1eXD4xnD9DOq6qqq2jv8fMRmdB4AAGCzjbp7Xmvtc0kevVg0JXlkkvNaax/ZP6GqKsnFw/Rrq+r0JO+uqt2ttdsOVscBAAC2wrqX5z0yycuq6qNVdd4w7cwkn2ytXZskrbUbk3w4ydlrtgUAALDl1v2epqe21m6oquOTvLOqPpfkuCQ3LLzuuiSnrNkWAADAlltrpKm1dsPw8ytJXpnkSUkqSVt4aW0UX1V7quqaqrpm375963QFAABgUxxw0VRVj6mq+ZGq45PckeTmJKctvPzBSW5aXEZr7aLW2u7W2u6dO3ceaFcAAAA2zTojTU9O8swkqaoTkrwiyaVJ9ibZVVW7hnmnJnlskg+s11UAAICtt85nml6Y5K1VdW5ml9+9pbX2wSQZpl1YVSdmNvq0x53zAACAw9Gkoqm19pC537+Q5IlLXnd9ZqNLAAAAh7V1bzkOAABwRFM0AQAAdCiaAAAAOhRNAAAAHYomAACADkUTAABAxzrf0wSHrUuuvqU7/ylnnbRFPQEA4FBnpAkAAKBD0QQAANChaAIAAOhQNAEAAHQomgAAADoUTQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0KFoAgAA6FA0AQAAdCiaAAAAOhRNAAAAHYomAACADkUTAABAh6IJAACgQ9EEAADQoWgCAADoUDQBAAB0KJoAAAA6FE0AAAAdo4qmqrpvVX2kqq6bm3ZcVV1cVZ8YHi+am3dGVV1VVXuHn4/YjM4DAABstlFFU2vtc621Ry9Mfm6Sfa21hyV5eJLvr6rHVVUluTjJT7bWHp7k6UneWlV3PYj9BgAA2BLrXJ53TpILkqS1dnuSlyc5P8mZST7ZWrt2mHdjkg8nOXu9rgIAAGy9HWvEHtta++Lc8+uTPGh43LDw2uuSnLK4gKrak2RPkpx00klrdAUAjh6XXH1Ld/5TznJOBTiY1hlpumPJ9ErSNph2J621i1pru1tru3fu3LlGVwAAADbHOkXT16rqhLnnu5LcPDxOW3jtg5PctEZbAAAA22Kdouk9SZ6XJFV1TJJXJHlLkr1JdlXVrmHeqUkem+QD63UVAABg663zmabXJHltVV2Z5MQkl7TW3pckVXVukgur6sTMLuPb01q7be3eAgAAbLFJRVNr7SFzv9+W5NlLXnd9ZqNLALCSGxsAcChb5/I8AACAI56iCQAAoEPRBAAA0LHOjSAAgAPkc1wAhw8jTQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0OHuecAovTt9ucsXAHAkM9IEAADQYaQJ2HS+j4bNJL8A2GxGmgAAADoUTQAAAB2KJgAAgA5FEwAAQIeiCQAAoEPRBAAA0OGW4wCHGLfQBoBDi5EmAACADiNNABwURsgAOFIZaQIAAOhQNAEAAHS4PA8ADpBLEgGODkaaAAAAOhRNAAAAHYomAACADkUTAABAx1o3gqiquyS5Jcmnh0mfTfLjSd6U5OHDtEtaaz+/TjsAAADbZd275z00yX9prf3E/glV9eIk+1prD6uqHUneU1WPa629b822ANhkvbvBuRMcAEerdS/Pe2SS762qy6rqoqq6R5JzklyQJK2125O8PMn5a7YDAACwLdYtmn4/yUNba/8oyUeSvDnJsa21L8695vokD1qzHQAAgG2xVtHUWruptfa14fd3Jjl1yjKrak9VXVNV1+zbt2+drgAAAGyKAy6aquq0qjplYfJxSb5SVSfMTduV5OaNltFau6i1tru1tnvnzp0H2hUAAIBNs85I032SvK2qjkuSqjo/yZ8meU+S5w3TjknyiiRvWbOfAAAA2+KA757XWruiqn4zyVVV9eUkn0ryrCRfTvLaqroyyYmZ3XLcnfM4orjDGKv0ciSRJ4cSf88ArLLWLcdba69P8voNZj17neUCAAAcKtb9niaAI5YRCAAgUTQdUlzOAwAAh551v6cJAADgiGakCeAIYsQaAA4+I00AAAAdRppgixkJAAA4vBhpAgAA6DDSBIeRdUapjHABABwYI00AAAAdiiYAAIAORRMAAECHogkAAKBD0QQAANDh7nlsK3d0AwDgUGekCQAAoMNIEwDAIcjVGHDoMNIEAADQoWgCAADocHkea+tdPrCZlw64bIFV5AhwNNuu8zMciYw0AQAAdBhpAgAOeUaOge2kaAIA4FsoUuFbuTwPAACgw0gTAMAmMWIDRwYjTQAAAB2KJgAAgA6X5x1kvhMBAACOLIqmBa49BgAA5m1a0VRVT07y0iRfS/KZJOe31vZtVnsAAMuscyWIf6hOs53b63C94mez8vNQXufDzaZ8pqmqHpjkJUke1Vo7M8k7kly4GW0BAABsps0aafqxJG9srf2fJGmtXVpVL6yq72itfWHMAvxXBwDg6HKojlJtdtsc+jaraHpQkt9amPbnSU5O8seb1OY3SHoAALbK4fre83Dt93ao1trBX2jV65P8Zmvtsrlpv5bkta21P56btifJnuHp6Ulu7Cz23kn++gC7dDjGbmfb1nnrYrezbeu8dbHb2fbR2G/rfPi0bZ23LnY727bOWxe7mW0/qLW28wCXe/hrrR30R5IXJDlvYdrVSb5jjWVeczTFHq79ts6HT9vW2Tofym1bZ+tsna2zdT782j6SH5v15bbvSvIvq+ruSVJVj0/y6Tby80wAAACHik35TFNr7TNV9eokH6qqY5P8zyTnb0ZbAAAAm2nTvqeptfbeJO89iIu86CiL3c62rfPWxW5n29Z562K3s+2jsd/W+fBp2zpvXex2tm2dty52u9s+Ym3KjSAAAACOFJv1mSYAAIAjgqLpCFZVT6oq+5hNV1UPqKof2O5+cGSSX2wm+QUb87fxrQ75N9RVdd+q+khVXXcAsU+oqo9V1eVV9aGq+q4Jsc+sqj8cYt9WVXeb2v6wnKdV1cMnxtylqv5yaPvyqnr3AbT79CQ/1lq7Y0LMA+bavLyqrqqq/1tV9xsZf05VXVFVl1XV71TV6G9Eq6ofqaorh3bfW1X3WfH6O+VFVR1XVRdX1SeGx4vGxg7Tn1ZVn6yqF0xs965V9YtD36+uql8aboAyNv7bquqdw/pfWVVPndLvufnHVNVrJq7zE6vqprl9/oypbQ+F+a8l+Y4J6/zMhVy7qareMzL2uKr65SHXrqiqV01o965V9YZhO/9hVb14Seydjh0T8mvD486Y/Oq0PSrHlsSOza/u8XJFfi1b57H5tbTtEfm10TqPza9l+3lMfi3bTyvza4i/0zlmQo5teH4ak2NL2p1yDNsofmyOdc+rK3Js2TqvzLFeu6vyq7POY3Ns2X4ek2PL9tWoHJtbztOq6uFj82uj2LnfVx7DlrQ9Osc2iB2VX8v6PTdtaX4taXfUPu7Ej9rPS2LHnqvu9H5xyn7eKH5+Xlb8bRx1tvue5xPuG3/dxNefnuSqJHcfnj80yR9NiP1AkuOG589N8qID6PMjknwlye6JcWck+dU1ttWpmX1R8L3W3OZ7krxy5Gvvl9l3ce3fZmcm+e0J/b1ybl/9UJL3Ts2LJC9O8vPD7zuS/HaSx03JqSRPT/KCie2+MslL556/KslLJsT/bJJnDb/fNcnHk9x/Sr+H6a9d9XeyOD/JLyZ59ISc2GibvSjJrxxI7Ny8P0hy+sjt9TNJnj/3/HVJfnTCtn7J8PsxSX49yRMWXr/hsWNMfq067qzKr07bK3OsE7syv1b1u5dfvdgx+TVimy3NrzH9XpZfne21Mr9WbOtufs3F3+kcMyHHlp6fejnWaXfUMawTPzbHuufVFTm2YeyqHBuxvbrHrzH9XpFjG22vsTm2bFuvzLG55XzjfciY/FoWOya/VrQ96Ty5EDv1HLnhe69l+TUmdtk+XtHvqeeqxXUecyy50/vFKft5o/ixfxtH4+OQH2law32TXNBa+1KStNb+JMkdi//Z2khr7cbW2tmttVur6q5JvjPJF6c0XrPRmTcluXx61/PIJN9bsxGbi6rqHhPa3ZHkHUme01r7mwNoe/9yTkjyk0l+YWTIrUmOzeybpJPktCQ1MvaMJB+e21cfSvL3xvf2G85JcsGwjNuTvDxbc6v725O8fu75u5I8bGxwa+1VrbU3DU/vk+RumW3P0arq3Hxz20/xyCQvq6qPVtV5U4OraneSn0jyvANoe/8yfiTJ9a21G0eG/O8k31lVO4a/5wdkfK59b5LfSJLW2teTXJrkrIXXbHjsyLj8OuDjzoq2x+TYsthfGJFf3X6vyK9e7Jj8Who/Ir9Wbu9Ofi3bXl/O6vxaFvuorM6v3jlmZY6tc37qxI46hi2LH3MMW9XvXo6tiO3mWC92zPFrzPZelmOd2JXHsE7smGPY/n4tvg8ZfY5c8z3MRvGjz5OLsVPOkcv6PeYc2VvnMeepDeJHn6s2iB27nzd6vzjlvdCG75AoHH4AAAe4SURBVDcPxrn9iLTdVdvYRyaONG0QvzvJ+yfGfE+Szyf5dJL7TIg7LslHMkv6t2f6SNMpSY4dfn9ykksnxL4iyZeG9i9N8oAD3F4vS/LsiTH/KrP/kvx5ks8meeDIuJOT/HGS+w3Pn57k96bmRZI/XZi3I8neKTmVAxhp2mDeLyZ56tT4zP4T99Ukb5wSm9mB9L8OeTd1pGnX8PP4JP85yT+dsL2PS3L98Lg8yUsz3JFzwjofk+S/JbnvhHaPTfLRJJ8Z/j5/fULsizP7b+MxSU5M8ntJnrQifneS90/Nr/nYqfm1LH5iji22PSq/FmOn5NcGsZPya2F7T8qvJes8Kr8W2p2UXwuxk/IrC+eYKTm2GDslx5bFjs2vTtsrc2yj2LE5tiR2VI5tsK2nHr+WrfPKHNug7dE5tkHsqBzLBu9DxubXRrET82vle6BlObai7W5+LYsdk18r2h2zjzfa3qP285LYsfv5Tu8Xx+7nTvzkY+/R8tj2Dozu6BpFU5JdmV3+db8DjH98kivGJs2Q9E+e+31S0bTB8vYm2THidXdPcnO+eRL5wSSXHUB79xraPHZCzD/J7FKCew3PH5XZkPDYbXZ2ZkPfl2X2H6nvmZoXST6xMG/Li6bMLqF40xrxd0/yK5mNFI5Z5/tndpnQfXrLXdXuMO/MJG+bsL3PT/LuzP7rd2xm3+2wZ+L2fmaSfzdxP789yU9n9h+7YzMbDX36yNhjk7x6OBF8Msk1Se7Sif3GseMA8utOx52x+bUsfmyOdWLH5Nf8Ok/Nr6XH2pH5Nd/21PzaaHuPza/5dqfm13zspPyaW8b+c8ykHFuI3f8VIlNy7E7ntjH5tSJ+ZY4txD5gSo4ta3dCju2PfeaU/Ops71E5thD7q1NybCF2VI5lg/chY/Nro9i5eSvzqxe/KsdGxC7NryXrPOoYtmKdV+7jJW2/fcx+XhJ7oMeSvUn+bMx+7sRPOvYeTY9t78Dojh5g0ZTku4c/mAdNiNmV5J4L0z6WEZ8RSvIvkvxFZgXAHyT53JCEZ4xs+7Qkpyyue8YVTQ/Pna9t3ZvhmugJ6/8fk5wzMeYNSR67MO29WXH975K2X3UgeTEcVE6Ye/6QJL81JaeyRtGU2fXLb86IQnGh39+3MO/UJL+7KjazG7m8K7NRuv359v+S/MbIdh8zn1dJfiDJWyf0+/WZ+yzB8Ld2ydhtltl/hv8ow+dCJrR7w8K8eyS5auK++vbM/ov2kE7ctxw7puTXsuPOhPxaFr8yxzbo9+j8mo+dml8btDspvzaIH51fG22vsfm1Qbuj86uzn7r5leXnmP+xKsc6sfv/YbU0x0bEdvOrE/8Dq3KsE/vhVTnWiX3iqhzrxI7Kr942W5Vjndj/virHRuyrpTmW5e9Dbh+RX933ML38Ghm/NMc6sSuPYUtir03ywRH5tbTPq/bxivivjtjPq7ZXbz8ve7846lzViX9TJpzbj6bHtndgdEcPoGjK7L9OVyX5uxPjzkny1nzzP0lnJrniAPv99kwYacrsoH9Zvvnhz/OTvHNk7N2Hg8PfGZ4/LMnHJ/b35MwOzJOGYpOcm9lJ6C7D89OGP/S7TVjGo4f9tbJA3CgvkrwkycuH34/J7D8lm34jiOH5v03yxrHbbaHfv5/kHw+/V2bXIv+bKf0eM2+Ddt+cb3649oQkH0rywxPifzzJhXN/Jxckee6EbfaSJP/6ALbXh5J8/9zz5yR5w8T9/PYkP92JudOxY2x+9Y47Y/JrWfyYHFvS71H51ev3qvxa0u7o/FoSPyq/OttrZX4taXdUfq3Yz6vya8NzzJgcWxY7Jsd6sSPza1m/V+bYqn73cqzT7soc68SOza/eNuvmWKftlTk2Yj93c2yDfNw9Jr+WxY7Jr1XxY3JsSb8nnSM36ncvv1b0efR5aoN+TzpXLdneS/dzlrxfHLufO/GTzu1H02NHjlBVdVZml4t9Psk7q77x2bvz2ooPnLfWLq2q05J8vKpuTfI3SVbe4vJgaK1dUVW/meSqqvpykk8ledbI2C9V1XOSvLeq7sjsQ6M/PrELr0rys234S5nQ71+r2S3Gr6iq25PcluQnWmtfHRM/fPjwDZndHeb2iX3e7zVJXltVV2Z2DfAlrbX3HeCyRquqVyd5YWZ39PnYkGs3tdbOHbmI85L88nA70mMyO9C+bjP6uuCFSd46fEC2kryltfbBscGttf9UVadn9nfy9cwuI/ilMbFVda/M/kv8fdO7nWckeV1V7czssoPrMrvcY5Sq+tHMPhvw+iXzlx47kvxUL7/WOe6siP9Mkn+eTo51Yl+W5Lm9/Fqn353Y5yf5mVX5tWJ7d/NrRdvd/FqxvV7Qy68VfX5wOvmVdM8xf5UVx7B1zk/LYscewzptfzUrjmGb0e8kX8iKY9iy2Nbap8ccvzrbbOUxrNPv27PiGNbbXquOYR3bco5M1j5Pbss5cs3zVLLJ56rO+8UvZ8R+XhbfWvvCgZ7bj3T7q0hIklTVD09543wQ292Z2XD0h7e6bbbecDI6ubW2dxvafkySP2+tfW6r22ZryC82mxw78m3nPh7at58PMYomAACAjiP5e5oAAADWpmgCAADoUDQBAAB0KJoAAAA6FE0AAAAdiiYAAICO/w8cSEOolT7SFAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close(\"all\")\n", "fig = plt.figure(figsize=(12, 8))\n", "ax1 = plt.subplot(212)\n", "ax2 = plt.subplot(221)\n", "ax3 = plt.subplot(222)\n", "\n", "\n", "def func(pct):\n", " return \"{0:.1f}%\".format(pct)\n", "\n", "\n", "data = df[\"所在楼层\"].value_counts(dropna=False).values\n", "labels = df[\"所在楼层\"].value_counts(dropna=False).index\n", "wedges, texts, autotexts = ax2.pie(x=data, autopct=lambda pct: func(pct),\n", " textprops=dict(color=\"w\", size=15))\n", "ax2.legend(wedges, labels, title=\"挂牌房屋所在楼层\", loc=\"best\",\n", " bbox_to_anchor=(1, 0, 0.5, 1), fontsize=15)\n", "\n", "df[\"总楼层\"].value_counts(dropna=False).sort_index().plot(kind=\"bar\", ax=ax1,\n", " rot=0, color=\"#A5C8E1\", fontsize=12)\n", "# sns.distplot(df[\"总楼层\"].value_counts(dropna=False).sort_index(), ax=ax1)\n", "ax1.set_title(\"挂牌房屋总楼层\", fontsize=20)\n", "\n", "\n", "def func(pct):\n", " if pct < 5:\n", " return \"\"\n", " else:\n", " return \"{0:.1f}%\".format(pct)\n", "\n", "\n", "data = df[\"配备电梯\"].value_counts(dropna=False).values\n", "labels = df[\"配备电梯\"].value_counts(dropna=False).index\n", "wedges, texts, autotexts = ax3.pie(x=data, autopct=lambda pct: func(pct),\n", " textprops=dict(color=\"w\", size=15))\n", "ax3.legend(wedges, labels, title=\"挂牌房屋配备电梯\", loc=\"best\",\n", " bbox_to_anchor=(1, 0, 0.5, 1), fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = df.groupby([\"总楼层\", \"配备电梯\"], as_index=False, group_keys=False).size() \\\n", " .reset_index().rename({0: \"数量\"}, axis=1)\n", "\n", "plt.figure(figsize=(12, 7))\n", "sns.barplot(x=\"总楼层\", y=\"数量\", hue=\"配备电梯\", data=data)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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总楼层
总楼层1.0
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" ], "text/plain": [ " 总楼层\n", "总楼层 1.0" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 通过 kendall 相关系数来验证两者的相关性\n", "df[[\"配备电梯\", \"总楼层\"]].corr(\"kendall\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 从挂牌交易的二手房基本信息,可以了解到目前在**城区**销售的类型特色主要是**平层**的**商品房**,而且基本上都是进行了简单装修。在成都市周边县城中(例如`简阳`, `新津`以及`彭州`)共给数量偏少\n", "\n", "* 挂牌的楼层中的结果可以看出,成都市区的房源大部分集中在三类——低层数(总楼层数在 6~7 层),中楼层数(总楼层数在 18 层),以及高楼层数(主要在 32~34 层之间);大部分的在售房源都是配备了电梯,房源在所属楼层分布在三种不同的梯度中。从楼层和电梯配备情况,可以发现总楼层在 8 层以下(包括 8 层)的房源中都没有配备有电梯,而之后的房源中都又提供电梯——因此针对电梯配备的情况,根据楼层来进行处理" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "df[\"配备电梯\"] = df.总楼层.apply(lambda x: \"无\" if x <= 8 else \"有\")" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "data = df.groupby([\"所在城区\"]).agg({\"每平米价格\": [np.max, np.min, np.mean]})\n", "data.columns = [\"最大单价\", \"最小单价\", \"平均单价\"]" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 7))\n", "ax = plt.gca()\n", "data.sort_values(\"最大单价\", ascending=False).plot(\n", " kind=\"bar\", ax=ax, rot=60, fontsize=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "各城区的最低单价价格总体比较稳定,但是最高单价则表现出市区中心总体偏高,其中 `郫都区`、`双流区`、`高新区`等在第二个梯度中符合各地区的经济情况。在平均单价方面,出现小幅度变化,特别是作为经济大区的`金牛区`表现出平均单价弱于后起之秀`天府新区`。整体来看,市区的房源具有高单价的占比" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "import jieba\n", "from wordcloud import WordCloud, ImageColorGenerator\n", "from collections import Counter\n", "from PIL import Image\n", "from scipy.misc import imread" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def load_stopwords(filename):\n", " with open(filename, \"r\") as file:\n", " stopwords = [line.strip('\\n') for line in file.readlines()]\n", " return stopwords\n", "\n", "\n", "stopwords = load_stopwords(\"./其他文件/stopwords.txt\")" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "extra_stopwords = [\"此房\", \"不错\"] # 检查是否有不必要词汇" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Building prefix dict from the default dictionary ...\n", "Loading model from cache /var/folders/2_/zx095sqs2_j3qw04zw6jglb00000gn/T/jieba.cache\n", "Loading model cost 1.589 seconds.\n", "Prefix dict has been built succesfully.\n" ] } ], "source": [ "words = []\n", "for i in df[\"核心卖点\"]:\n", " if pd.notna(i):\n", " for word in jieba.cut(i, cut_all=True):\n", " # 控制词汇长度,太短词汇没有太多意义\n", " if word not in stopwords + extra_stopwords and len(word) >= 2:\n", " words.append(word)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('户型', 1181),\n", " ('采光', 987),\n", " ('装修', 880),\n", " ('方正', 783),\n", " ('楼层', 745),\n", " ('视野', 571),\n", " ('两年', 539),\n", " ('阳台', 525),\n", " ('客厅', 398),\n", " ('房子', 391)]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 检验截取词汇是否可行\n", "Counter(words).most_common(10)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "font = \"./其他文件/fonts/SourceHanSerifK-Light.otf\"\n", "image = Image.open(\"./其他文件/lianjia_logo.jpeg\")\n", "img = np.array(image)\n", "\n", "image_color = ImageColorGenerator(img)\n", "# wordcloud.recolor(color_func=image_color)\n", "wordcloud = WordCloud(font_path=font, background_color=\"white\", max_words=1000,\n", " max_font_size=100, random_state=42, margin=2, mask=img, color_func=image_color)\n", "\n", "wordcloud.generate_from_frequencies(Counter(words))\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", "\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "extra_stopwords = [\"装修\", \"房子\"]" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "words = []\n", "for i in df[\"装修描述\"]:\n", " if pd.notna(i):\n", " for word in jieba.cut(i, cut_all=True):\n", " # 控制词汇长度,太短词汇没有太多意义\n", " if word not in stopwords + extra_stopwords and len(word) >= 2:\n", " words.append(word)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('保养', 255),\n", " ('家具', 234),\n", " ('入住', 233),\n", " ('家电', 218),\n", " ('业主', 144),\n", " ('自住', 132),\n", " ('拎包', 129),\n", " ('房东', 124),\n", " ('风格', 123),\n", " ('居家', 107)]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Counter(words).most_common(10)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "font = \"./fonts/SourceHanSerifK-Light.otf\"\n", "image = Image.open(\"./lianjia_logo.jpeg\")\n", "img = np.array(image)\n", "\n", "image_color = ImageColorGenerator(img)\n", "wordcloud = WordCloud(font_path=font, background_color=\"white\", max_words=1000,\n", " max_font_size=100, random_state=42, margin=2, mask=img, color_func=image_color)\n", "\n", "wordcloud.generate_from_frequencies(Counter(words))\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", "\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从房源的描述信息和装修描述信息来看,**核心卖点**方面,销售人员会强调户型、楼层、阳台、客厅等信息,看来在描述卖点方面这些是买房者主要关注的信息;同时在**装修描述**方面,会强调装修效果,保养情况,是否可以直接入住等信息。总体来说,二手房的销售的影响因素还是包括了一般的信息,此外会强调以下装修效果,保养信息也是在销售中不错的一个措施" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 二手房价格建模\n", "针对二手房价格进行建模,目标是想要确认房源的单位价值——即每平米价格。根据以上的分析,出去选择出部分字段作为分析的依据,包括:\n", "* 装修情况\n", "* 所在楼层\n", "* 所在城区\n", "* 房屋类型_室\n", "* 房屋类型_厅\n", "* 房屋类型_厨\n", "* 房屋类型_卫 \n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor, plot_tree\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "columns = [\"装修情况\", \"所在楼层\", \"所在城区\", \"房屋类型_室\", \"房屋类型_厅\",\n", " \"房屋类型_厨\", \"房屋类型_卫\"]\n", "\n", "X = df.loc[:, columns].copy()\n", "# y = df[\"每平米价格\"].copy()\n", "low, high = np.percentile(df[\"每平米价格\"], .25), np.percentile(df[\"每平米价格\"], .75)\n", "y = df[\"每平米价格\"].apply(lambda x: \"high\" if x >=\n", " high else (\"low\" if x <= low else \"middle\"))\n", "y = LabelEncoder().fit_transform(y)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "model = DecisionTreeRegressor(random_state=42)\n", "\n", "params = {\n", " \"max_depth\": [4, 5, 8],\n", " \"min_samples_split\": [2, 3],\n", " \"min_samples_leaf\": [1, 2]\n", "}\n", "\n", "cv = GridSearchCV(model, param_grid=params)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "for column in [\"装修情况\", \"所在楼层\", \"所在城区\"]:\n", " X[column] = LabelEncoder().fit_transform(X[column])" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/renrui/anaconda3/lib/python3.7/site-packages/sklearn/model_selection/_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n", " warnings.warn(CV_WARNING, FutureWarning)\n" ] }, { "data": { "text/plain": [ "GridSearchCV(cv='warn', error_score='raise-deprecating',\n", " estimator=DecisionTreeRegressor(criterion='mse', max_depth=None,\n", " max_features=None,\n", " max_leaf_nodes=None,\n", " min_impurity_decrease=0.0,\n", " min_impurity_split=None,\n", " min_samples_leaf=1,\n", " min_samples_split=2,\n", " min_weight_fraction_leaf=0.0,\n", " presort=False, random_state=42,\n", " splitter='best'),\n", " iid='warn', n_jobs=None,\n", " param_grid={'max_depth': [4, 5, 8], 'min_samples_leaf': [1, 2],\n", " 'min_samples_split': [2, 3]},\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n", " scoring=None, verbose=0)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 20))\n", "ax = plt.gca()\n", "plot_tree(cv.best_estimator_.fit(X, y), ax=ax)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 分析总结\n", "本次分析选择几个简单的角度分析了可能会影响房屋的价值——以每平米价格来分析。市中心是经济核心圈层,它的价值整体较高。在表现各自房屋的特色方面,没有很多独特的方面,主要还是以房性,装修等角度来表现二手房的特点。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 总结\n", "该项目只是一个初步探索,一方面因为数据容量较少,总共数量为两千多条;同时受数据容量的影响,在分析地区方面难以体现出相应的实际情况——可能解决方案,将其他平台(例如 58 同城)的数据进行整合。在模型建立方面,只是以简单从前期探讨的特征可能的影响来做了一个简单的决策树模型,以可视化的方式显示出不同价值级别数据判断路径。总体上,相关内容都还需要深入分析。" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }