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Last active January 30, 2018 07:14
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论坛用户的地区和行业分布情况
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 论坛用户的地区和行业分布情况"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from model import Users, Posts, Replies, Topics, TopicUser, Provs, Industry\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 假装自己在写`R`,这里设置了图像风格为`ggplot`。可以在[Matplotlib Style Gallery][gallery]中查看`matplotlib`生成图表的风格样式\n",
"\n",
"[gallery]: https://tonysyu.github.io/raw_content/matplotlib-style-gallery/gallery.html\n",
"\n",
"\n",
"### 从数据库中取出数据\n",
"\n",
"从users、provs、industry三张表中分别取出用户、地区和行业数据"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"u = (Users.select(Users.id, Users.prov, Users.industry, Users.linkname,\n",
" Users.level, Users.prestige, Users.approve, \n",
" Users.thank, Users.visits, Users.last_signin_at))\n",
"p = Provs.select()\n",
"i = Industry.select()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 利用pandas处理数据\n",
"\n",
"将取出的用户,地区和行业分别转换为*大名鼎鼎的`pandas`中的大名鼎鼎的`dataframe`*\n",
"\n",
"为了方便后面进行merge和演示如何重命名列,这里在构造dataframe的时候把用户表中的`prov`和省份表中的`id`改成相同的名称"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"udf = pd.DataFrame(list(u.dicts())).set_index('id').sort_index().rename({'prov': 'prov_id'}, axis=1)\n",
"pdf = pd.DataFrame(list(p.dicts())).rename({'id': 'prov_id'}, axis=1)\n",
"idf = pd.DataFrame(list(i.dicts()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 处理地区数据\n",
"\n",
"获取用户地区分布情况\n",
"\n",
"`pandas`的`merge`完全等于sql中的`join`,参数`on`就是我们需要合并的列,其实还有一个隐藏的参数`how`,用来指定`merge`的行为,它和SQL对比如下表\n",
"\n",
"|how | SQL |\n",
"|------|------------------|\n",
"|left | LEFT OUTER JOIN |\n",
"|right | RIGHT OUTER JOIN |\n",
"|outer | FULL OUTER JOIN |\n",
"|inner | INNER JOIN |\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>approve</th>\n",
" <th>industry</th>\n",
" <th>last_signin_at</th>\n",
" <th>level</th>\n",
" <th>linkname</th>\n",
" <th>prestige</th>\n",
" <th>prov_id</th>\n",
" <th>thank</th>\n",
" <th>visits</th>\n",
" <th>prov</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>91036</th>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>2018-01-05 23:12</td>\n",
" <td>2.0</td>\n",
" <td>jasonieong</td>\n",
" <td>0.0</td>\n",
" <td>3.13317e+07</td>\n",
" <td>0.0</td>\n",
" <td>43.0</td>\n",
" <td>澳门</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91037</th>\n",
" <td>0.0</td>\n",
" <td>78084629.0</td>\n",
" <td>None</td>\n",
" <td>2.0</td>\n",
" <td>lnubiofox</td>\n",
" <td>0.0</td>\n",
" <td>3.13317e+07</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>澳门</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91038</th>\n",
" <td>0.0</td>\n",
" <td>24007669.0</td>\n",
" <td>None</td>\n",
" <td>2.0</td>\n",
" <td>kakaemma</td>\n",
" <td>0.0</td>\n",
" <td>3.13317e+07</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>澳门</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91039</th>\n",
" <td>0.0</td>\n",
" <td>91289692.0</td>\n",
" <td>2018-01-11 15:23</td>\n",
" <td>2.0</td>\n",
" <td>lwbleach</td>\n",
" <td>0.0</td>\n",
" <td>3.13317e+07</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>澳门</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91040</th>\n",
" <td>0.0</td>\n",
" <td>88330098.0</td>\n",
" <td>2017-12-01 03:34</td>\n",
" <td>2.0</td>\n",
" <td>Augusto</td>\n",
" <td>0.0</td>\n",
" <td>3.13317e+07</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>澳门</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" approve industry last_signin_at level linkname prestige \\\n",
"91036 0.0 NaN 2018-01-05 23:12 2.0 jasonieong 0.0 \n",
"91037 0.0 78084629.0 None 2.0 lnubiofox 0.0 \n",
"91038 0.0 24007669.0 None 2.0 kakaemma 0.0 \n",
"91039 0.0 91289692.0 2018-01-11 15:23 2.0 lwbleach 0.0 \n",
"91040 0.0 88330098.0 2017-12-01 03:34 2.0 Augusto 0.0 \n",
"\n",
" prov_id thank visits prov \n",
"91036 3.13317e+07 0.0 43.0 澳门 \n",
"91037 3.13317e+07 0.0 3.0 澳门 \n",
"91038 3.13317e+07 0.0 4.0 澳门 \n",
"91039 3.13317e+07 0.0 0.0 澳门 \n",
"91040 3.13317e+07 0.0 4.0 澳门 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc = pd.merge(udf, pdf, on='prov_id')\n",
"loc.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 其实之前不用改名也可以顺利进行`merge`,后面在分析行业时再进行展示\n",
"\n",
"下面稍稍复杂一点,这里将pandas的语句翻译成SQL来便于理解,例如`loc.groupby(['prov']).size()`翻译过去就是`SELECT prov, COUNT(prov) FROM loc GROUP BY prov`,\n",
"不过这里返回的数据类型不是`dataframe`,而是`series`,然后我们用`reset_index(name='counts')`将其转化为`dataframe`并给这一列起了一个名字叫`counts`,最后再按照`counts`来个逆序排序。于是,这一整行翻译成SQL就变成了`SELECT prov, COUNT(prov) AS counts FROM loc GROUP BY prov ORDER BY counts desc`\n",
"\n",
"数据中混进了三个奇怪的东西,需要丢掉它们,最后用省份作为索引再预览一下"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>counts</th>\n",
" </tr>\n",
" <tr>\n",
" <th>prov</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>广东省</th>\n",
" <td>16650</td>\n",
" </tr>\n",
" <tr>\n",
" <th>上海市</th>\n",
" <td>14347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>北京市</th>\n",
" <td>13823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>浙江省</th>\n",
" <td>7127</td>\n",
" </tr>\n",
" <tr>\n",
" <th>江苏省</th>\n",
" <td>6773</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" counts\n",
"prov \n",
"广东省 16650\n",
"上海市 14347\n",
"北京市 13823\n",
"浙江省 7127\n",
"江苏省 6773"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dis_loc = loc.groupby(['prov']).size().reset_index(name='counts').sort_values('counts', ascending=False)\n",
"dis_loc = dis_loc.drop([0, 1, 2])\n",
"dis_loc = dis_loc.set_index('prov')\n",
"dis_loc.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 用matplotlib画出饼图\n",
"\n",
"`pandas`和`matplotlib`结合的是如此的紧密,*数据准备好*之后一个不错的图像就出来了"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([<matplotlib.axes._subplots.AxesSubplot object at 0x114f22550>], dtype=object)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108e7d6a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dis_loc.plot.pie(figsize=(12, 12), subplots=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 没想到广东居然是论坛第一大的群体,更没想到的是北上广(东)居然占据了半壁江山"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mac系统中matplotlib显示中文的方法\n",
"\n",
"以微软雅黑为例,微软雅黑的字体名为`Microsoft YaHei`\n",
"1. 拷贝中文字体至`~/Library/Fonts/`\n",
"4. 删除`~/.matplotlib`下所有文件(经验证`fontList.json`也是要删的)\n",
"3. 在代码中加入如下内容即可\n",
"```python\n",
"plt.rcParams['axes.unicode_minus']=False\n",
"plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
"```\n",
"\n",
"也可修改`~/.matplotlib//matplotlibrc`中相关选项一劳永逸的解决问题,不再赘述。\n",
"\n",
"如果目录下没有这个文件,运行下面的代码可以找到对应文件\n",
"```python\n",
"import matplotlib\n",
"print(matplotlib.matplotlib_fname())\n",
"```\n",
"\n",
"\n",
"## 行业分布情况\n",
"\n",
"做完了地区分布情况,行业分布就是依样画葫芦\n",
"\n",
"之前在处理`dataframe时,`没有对用户的`industry`外键字段改名,那么在合并时可以分别指定左右两表需要进行`merge`的列"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>approve</th>\n",
" <th>industry_x</th>\n",
" <th>last_signin_at</th>\n",
" <th>level</th>\n",
" <th>linkname</th>\n",
" <th>prestige</th>\n",
" <th>prov_id</th>\n",
" <th>thank</th>\n",
" <th>visits</th>\n",
" <th>id</th>\n",
" <th>industry_y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>13508.0</td>\n",
" <td>8.83301e+07</td>\n",
" <td>2018-01-26 22:40</td>\n",
" <td>0.0</td>\n",
" <td>天书</td>\n",
" <td>2514.0</td>\n",
" <td>NaN</td>\n",
" <td>1740.0</td>\n",
" <td>642698.0</td>\n",
" <td>88330098</td>\n",
" <td>金融/银行/保险/证券/投资</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.0</td>\n",
" <td>8.83301e+07</td>\n",
" <td>2014-02-17 21:22</td>\n",
" <td>2.0</td>\n",
" <td>ieso</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>7618.0</td>\n",
" <td>88330098</td>\n",
" <td>金融/银行/保险/证券/投资</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>18.0</td>\n",
" <td>8.83301e+07</td>\n",
" <td>2017-12-11 09:13</td>\n",
" <td>1.0</td>\n",
" <td>linker9</td>\n",
" <td>13.0</td>\n",
" <td>33499672.0</td>\n",
" <td>10.0</td>\n",
" <td>2219.0</td>\n",
" <td>88330098</td>\n",
" <td>金融/银行/保险/证券/投资</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.0</td>\n",
" <td>8.83301e+07</td>\n",
" <td>2014-01-30 14:06</td>\n",
" <td>2.0</td>\n",
" <td>whsimon</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1204.0</td>\n",
" <td>88330098</td>\n",
" <td>金融/银行/保险/证券/投资</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.0</td>\n",
" <td>8.83301e+07</td>\n",
" <td>2018-01-19 13:44</td>\n",
" <td>2.0</td>\n",
" <td>wangzhiyong</td>\n",
" <td>0.0</td>\n",
" <td>21538966.0</td>\n",
" <td>0.0</td>\n",
" <td>594.0</td>\n",
" <td>88330098</td>\n",
" <td>金融/银行/保险/证券/投资</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" approve industry_x last_signin_at level linkname prestige \\\n",
"0 13508.0 8.83301e+07 2018-01-26 22:40 0.0 天书 2514.0 \n",
"1 0.0 8.83301e+07 2014-02-17 21:22 2.0 ieso 0.0 \n",
"2 18.0 8.83301e+07 2017-12-11 09:13 1.0 linker9 13.0 \n",
"3 4.0 8.83301e+07 2014-01-30 14:06 2.0 whsimon 3.0 \n",
"4 0.0 8.83301e+07 2018-01-19 13:44 2.0 wangzhiyong 0.0 \n",
"\n",
" prov_id thank visits id industry_y \n",
"0 NaN 1740.0 642698.0 88330098 金融/银行/保险/证券/投资 \n",
"1 NaN 0.0 7618.0 88330098 金融/银行/保险/证券/投资 \n",
"2 33499672.0 10.0 2219.0 88330098 金融/银行/保险/证券/投资 \n",
"3 NaN 0.0 1204.0 88330098 金融/银行/保险/证券/投资 \n",
"4 21538966.0 0.0 594.0 88330098 金融/银行/保险/证券/投资 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ind = pd.merge(udf, idf, left_on='industry', right_on='id')\n",
"ind.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 可以看到合并完成后出现了两个特殊的列`industry_x`和`industry_y`,参照上面合并省份的例子,不难理解\n",
"\n",
"之后的处理过程和上面并无二致"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>counts</th>\n",
" </tr>\n",
" <tr>\n",
" <th>industry_y</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>金融/银行/保险/证券/投资</th>\n",
" <td>20380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>其他</th>\n",
" <td>10240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>计算机软、硬件/互联网/IT</th>\n",
" <td>10052</td>\n",
" </tr>\n",
" <tr>\n",
" <th>销售</th>\n",
" <td>4353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>财会/审计/统计</th>\n",
" <td>3373</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" counts\n",
"industry_y \n",
"金融/银行/保险/证券/投资 20380\n",
"其他 10240\n",
"计算机软、硬件/互联网/IT 10052\n",
"销售 4353\n",
"财会/审计/统计 3373"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dis_ind = ind.groupby('industry_y').size().reset_index(name='counts').sort_values('counts', ascending=True)\n",
"dis_ind = dis_ind.set_index('industry_y')\n",
"dis_ind.sort_values('counts', ascending=False).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 用matplotlib画直方图\n",
"\n",
"这里选择用横向直方图来展示行业分布情况,画图函数的写法稍稍不同,其实效果是一样的。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10c8cf978>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11513d6a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dis_ind.plot(kind='barh', figsize=(9, 9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 北上广用户的城市(区)分布情况\n",
"\n",
"上面看到了论坛里用户大约一半在北上广地区,现在就来看看北上广地区用户的具体分布情况"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"uu = (Users.select(Provs.prov, Users.locate, Users.id)\n",
" .join(Provs, on=(Users.prov==Provs.id)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 这里直接用了数据库提供的`join`,免去读两张表再`merge`一遍\n",
"\n",
"下面加入了一列`ratio`,用来显示该地区用户占总用户数的百分比,最后显示排名前10的地区"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>prov</th>\n",
" <th>locate</th>\n",
" <th>counts</th>\n",
" <th>ratio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>广东省</td>\n",
" <td>深圳市</td>\n",
" <td>5784</td>\n",
" <td>7.55%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>广东省</td>\n",
" <td>广州市</td>\n",
" <td>5327</td>\n",
" <td>6.95%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>上海市</td>\n",
" <td>浦东新区</td>\n",
" <td>4446</td>\n",
" <td>5.80%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>北京市</td>\n",
" <td>朝阳区</td>\n",
" <td>3404</td>\n",
" <td>4.44%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>浙江省</td>\n",
" <td>杭州市</td>\n",
" <td>3310</td>\n",
" <td>4.32%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>四川省</td>\n",
" <td>成都市</td>\n",
" <td>2607</td>\n",
" <td>3.40%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>北京市</td>\n",
" <td>海淀区</td>\n",
" <td>2528</td>\n",
" <td>3.30%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>223</th>\n",
" <td>江苏省</td>\n",
" <td>南京市</td>\n",
" <td>1958</td>\n",
" <td>2.55%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>293</th>\n",
" <td>湖北省</td>\n",
" <td>武汉市</td>\n",
" <td>1909</td>\n",
" <td>2.49%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>江苏省</td>\n",
" <td>苏州市</td>\n",
" <td>1528</td>\n",
" <td>1.99%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" prov locate counts ratio\n",
"185 广东省 深圳市 5784 7.55%\n",
"177 广东省 广州市 5327 6.95%\n",
"13 上海市 浦东新区 4446 5.80%\n",
"61 北京市 朝阳区 3404 4.44%\n",
"279 浙江省 杭州市 3310 4.32%\n",
"93 四川省 成都市 2607 3.40%\n",
"62 北京市 海淀区 2528 3.30%\n",
"223 江苏省 南京市 1958 2.55%\n",
"293 湖北省 武汉市 1909 2.49%\n",
"233 江苏省 苏州市 1528 1.99%"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uudf = pd.DataFrame(list(uu.dicts()))\n",
"uudf = uudf.groupby(['prov', 'locate']).size().reset_index(name='counts')\n",
"uudf = uudf.drop([0, 1, 2])\n",
"uudf['ratio'] = (uudf['counts'] / uudf['counts'].sum()).map(lambda n: '{:,.2%}'.format(n)) \n",
"uudf.sort_values('counts', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"然后分别算出北上广地区的具体情况,最后用`concat`把三张表拼接在一起,直观感受一下论坛三大势力的地区细分排名"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>prov</th>\n",
" <th>locate</th>\n",
" <th>counts</th>\n",
" <th>ratio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>广东省</td>\n",
" <td>深圳市</td>\n",
" <td>5784</td>\n",
" <td>7.55%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>广东省</td>\n",
" <td>广州市</td>\n",
" <td>5327</td>\n",
" <td>6.95%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>上海市</td>\n",
" <td>浦东新区</td>\n",
" <td>4446</td>\n",
" <td>5.80%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>北京市</td>\n",
" <td>朝阳区</td>\n",
" <td>3404</td>\n",
" <td>4.44%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>北京市</td>\n",
" <td>海淀区</td>\n",
" <td>2528</td>\n",
" <td>3.30%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>北京市</td>\n",
" <td>西城区</td>\n",
" <td>1201</td>\n",
" <td>1.57%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>上海市</td>\n",
" <td>徐汇区</td>\n",
" <td>924</td>\n",
" <td>1.21%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>176</th>\n",
" <td>广东省</td>\n",
" <td>佛山市</td>\n",
" <td>873</td>\n",
" <td>1.14%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>173</th>\n",
" <td>广东省</td>\n",
" <td>东莞市</td>\n",
" <td>846</td>\n",
" <td>1.10%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>上海市</td>\n",
" <td>闵行区</td>\n",
" <td>769</td>\n",
" <td>1.00%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" prov locate counts ratio\n",
"185 广东省 深圳市 5784 7.55%\n",
"177 广东省 广州市 5327 6.95%\n",
"13 上海市 浦东新区 4446 5.80%\n",
"61 北京市 朝阳区 3404 4.44%\n",
"62 北京市 海淀区 2528 3.30%\n",
"64 北京市 西城区 1201 1.57%\n",
"9 上海市 徐汇区 924 1.21%\n",
"176 广东省 佛山市 873 1.14%\n",
"173 广东省 东莞市 846 1.10%\n",
"17 上海市 闵行区 769 1.00%"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bj = uudf.loc[uudf['prov'] == '北京市']\n",
"sh = uudf.loc[uudf['prov'] == '上海市']\n",
"gd = uudf.loc[uudf['prov'] == '广东省']\n",
"\n",
"bsg = pd.concat([bj, sh, gd]).sort_values('counts', ascending=False)\n",
"\n",
"bsg.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 三行几乎一样的代码让人感觉这里存在一个更简洁的写法,受制于pandas的初学阶段,先这样吧。\n",
"\n",
"以北京为例,这里为了让图表能够正常显示,去掉了`ratio`列,为了让显示更直观,去掉了`prov`列,最后照例要排个序"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([<matplotlib.axes._subplots.AxesSubplot object at 0x112fbdb70>], dtype=object)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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udNNNN1XeeOONx1966SVV43aTyeQsCAK8vLxO7f/cc8/9PXz48Jrw8PBhKpWqtqVrJSYmGiMjI6su9n4uBQMwEREREZ1y3XXXHb/88surm24rLCx0BYDIyMiq2traoltuueWEq6urffHixQoXFxf7o48+Wnbs2DGn7du3u48dO/ZESUmJc0hISHVycvLBsrIy54iIiJON54qLiwuKj48vVigU1o6+t0acAkFEREREp/j6+tb369evrulLoVDUN75fUlIinTNnTr8zj5s7d25waWnpaYOrPj4+1oULF6oyMzO9ACA5OVlpMpmcxQy/AEeAiYjahFGrdgbgB0DR8PJr8tUNgEvDS9bM9zIATgAEOAYmhCavxp/tAGoAnABQ1fC16fetfT2hyjac9pEmEVFzsrOzfXfs2OHVdFvjFAgAePjhh8v1er3X2rVrfRrff/PNN/1dXFxsM2fOLG96XEBAgCUjI6Nw2rRpg3fu3OmRm5vrnpWVVdAxd9IyBmAiomYYtWopgED8E2ibhtozA64CgLc4lZ4/o1ZtBlAB4G8AxobXX02+NwIoVmUbRB2ZISLx9O/f3/zMM88U9erVy9Z0e01NjVBTUyOpr6+HVCpFcnLyX0eOHJEePXrUHQCuuuqq6tjY2KPNndPPz8+akJBQFB0dPSQmJqZILpeLvowyAzAR9VhGrdoJQD8AgwEMafja+H0/OEZluxMXAH0aXuoW9rEYtepitByQjQCOqrINov8PjIja3jvvvBP49NNPF1VVVZ01TXblypV9tm3b5pWfn9+rcVtzD8GFhoZWz58/v6jx55ycHLekpKTgdevW5c+bN6+fl5eXtaWw3FEYgImoWzNq1QIcI7mNAbdp0B0Ix/QD+oczAFXDqyW1Rq26EEAugF8bX6psQ3EH1EdE7ai0tFS6cuXKPs299/fff7tkZGQU9u7d+9SnRE0fgmu6b0lJiTMApKSk+KalpfVJTU3dFxoaak5PTy+cNGlSiFwuP2u6REdiACaibsOoVfcBMBKABsBQOMLuZQB6nes4umByAMMaXqcYteqjAH5Dk1AM4A9VtqHFNkhE1LLzaVvW1gYPHlyzadOmvc29N3Xq1Msu9Hz+/v6WzMzMAqVSaQEApVJpSU9P39vcCHNHYgAmoi7JqFW7wfEx/kgA1zZ8DRK1KFIAuKXh1cjaMFrcNBT/qso2HBKhPiJqxb59+1zHjx8/pKX3zvc8MpnMbjabhcWLF/dtaZ+oqKjS6OjoYxdT56US7HZO4yKizq1hru4VOD3shqL7zdHtSSoB/ATgOwDfAtjFkWLq6fLy8lZ7e3uHil1HV2EymfLDwsKmX8yxHAEmok7HqFX3wz9h91oA14DTGLobL5w+Wmw2atU/wBGGvwWwU5VtqG7pYGqdIAgvAoiAYzrQfgB1AN4FoIOjE4g/gDQADwM4CeBHACFwTHFppACwCMDnAA4AOFf7qrl2u/3btr0LovbBAExEojNq1f4AxgK4DUAkHF0KqGdxATC64fUCgHqjVv1/ALbBEYh3qLINJ1s+nM5kt9vnA4AgCKsAPGu3248IgnATgBV2u/1VQRCi4fiz9nLDIRI4AvANdrvd0nDszCan/AnAowD87Hb7jsaNgiC8AeBlu90u2gNNRBeKAZiIOlzDohGj4Ai8twG4Co7FHogaSQFc3/CaB0d7tp/wTyDerso2nBCvvM5PEIQbASwBEAxALQjCLgAftbD77QCeAPBgK6c1AfhQEISX7Hb7Z4IgxAHozfBLXQ0DMBF1CKNWrcI/gTcSjo/Aic6XMxzTYkYCSIDj4bpfAGwFsBHAD+xNfBYvAKkAVjf8/EHD11mCINwGx+jvqoZtAXa7vUwQzv17qN1uLxEE4XYA2YIgRMDxi+wt5zyIqBNiACaidmHUql3gmH94G4BxAMLErYi6GSc4uoCo4QjEh41adRaATADbVNmGejGL60RugmMpbuCfJbeX2+3215tMgQCAbxuCLQBsaxKElQD+0/SEdrv9mCAIzwHQA0i02+3m9iufqH0wABNRmzFq1YMA3AFH6I0AH1yjjhMAIKbhZTJq1Z/DEYa/7OEP0w2CYyGYCjj+n+8J4DFBEO7E6SPAHwOY3fD9TS3MAUbDtlFwPEw3EsByQRBMdrt9WXveBFFbYwAmokti1KqDAEwDcD+AESKXQwQA3gCiGl41Rq36KzjC8GeqbIMoPUdF8g0cDxW+A+BZOEZ/Z8DxQNz6JiPAPgD6wjHv+pwEQZgB4BkAd9vt9sKGqRTbBEGosdvt77fPbVBHs9ls2Llzp1t4eHi3ffCUAZiILphRq+4NYDIcoXc0+AAbdV6uACY0vCxGrfo7AJ8C2KjKNhSJWln7+w8cv5Q2roroBMcIcHjD+wIAOxxtBq8C8AqA5a2cswRAhN1uLwOAhnnDY/HPNAtqQ/77nrumLc9XOuiV81pZbtOmTV5ffPGFd0sB+KGHHhrwwQcfHGi6LSUlxbeqqsopNzfXbdGiRX9LpVJ7eHj4MJVK1WJ/78TERGNkZGTVhd1F22AAJqLzYtSqewEYD0foHQfHfEKirsQZ//QeXtLQZi0TwCeqbMN+UStrB3a7/SngnzZoAB4CUAPghCAIOXCM/r4LYIvdbl/VsC8AbG8yB7ixD3A9HP2Bk5rsdxpBEN612+2rz3qDuozHH3+8X35+fq8DBw649u/fv+bmm28+a1GOG2+8sbKiokIKAFlZWV6//fZbLwDIz893tVqtgkKhqM/MzPS+9957K0JCQqqTk5MPlpWVOUdERJwK03FxcUHx8fHFCoXC2nF3dzoGYCJqUUO7srFwhN4JANzFrYiozQj4Z6GVl41a9TYAKQA2qLIN3e2hrngA5QDetNvtjQ8H3ig4UuyZ0x4i7XZ7S6HkuvYqkDqHZcuWHfrtt9/kzz//fPCmTZv2/vnnn7KEhITg9evX72vc54EHHhi4Z8+eXuPGjQsJCgoyT58+vUylUtVt2bLFs7i4WDZ9+vQyFxeXUx1ZfHx8rLNnzx4QGxtbPHHixMrk5GSlyWRyFjP8AgzARHQGo1YtwPER6f0ApgDwE7cionYnALi54bXEqFWvAZCiyjb8Km5ZbcNut5c2fGs9Y7sdjtXhmm4TNZSQ+BYvXtwnJibmSEvvr1mzZv/48eOHbNq0ae9jjz3WT6VS1V122WV1Bw8erD169KjU3d3dVltbK0iljt+tAgICLBkZGYXTpk0bvHPnTo/c3Fz3rKysc60o2CEYgIkIAGDUqofC8RHpfQD6i1sNkWh6A3gSwJNGrdoAx6jwWlW24bi4ZRF1jG+//dZ73759rsnJyYEWi0UoKSmRNZ0K8e67756aLmS1WoWYmJiBR44ckS1cuPBQRUWF88qVKxWBgYF1d9xxR2Xjfn5+ftaEhISi6OjoITExMUVyuVz0nt0MwEQ9mFGrlgC4E47/4Y8RuRyizqaxz/CbRq16HRyjwttFromoXe3du3f3d9995zZ69OiTjVMg0tPT9x0+fFgaHBx8qr92fX09qqqqnNLT0wuff/75oAEDBpjff/99udVqFbKysvaWlZWdypg5OTluSUlJwevWrcufN29ePy8vL2tsbOxRce7QgQGYqAcyatU+AB4B8DiAASKXQ9TZ9YLj05GHjFr1HjhWV/tQlW0oPfdhRF3P4sWLFTt27PC8/vrr/2zcdvjwYemMGTMGzZs3z7hz50734uJi2axZswYcPXpU6u3tba2srHQODAysLygocPvwww/35uXlyf39/S2AoztEWlpan9TU1H2hoaHm9PT0wkmTJoXI5XLbzJkzRVtCmwGYqAcxatVXwNHs/gFwkQqiizEUgA6OB+c+g2OKxGZVtsEmblnUHZ1v27K2kpKS4rt161bv9PT0fc7Ozjh58qREEAQEBwfXr169uvChhx4aFBkZadqxY8cfu3fvdn3jjTf6arXaEE9PT8uiRYsCPTw8LMePH3d66aWXglauXLkfAPz9/S2ZmZkFSqXSAgBKpdKSnp6+t6qqStKR93YmBmCibs6oVTvB0cHhSTiWRSWiSycFMKnh9ZdRq34LwEpVtqHbLhxA3V9dXZ3k448/3nfs2DGnyZMnh9TU1DhNnz79COB4mG3Dhg17v//+ezeZTGZfsmRJn2eeeeawRqOpWbBgQYCXl5dl7ty5xQ8++OCgESNGVMlkMrvZbBYWL17ct6XrRUVFlUZHR4uyOI3geAiUiLobo1btC2AWHEvDBotcDlFPcAzAUgBLVNmGMrGLoa4nLy9vtbe391m9dzsjs9ksNG13JgaTyZQfFhY2/WKO5QgwUTdj1KpHwDHaez8cjeuJqGP0hmOhiGeMWnUagDdU2YaD4pZE1D7EDr+XigGYqBto6N07CcBTAG4QuRyinq4XgFgAjxm16gwAr6myDb+JXBMRNcEATNSFNQm+8wEME7kcIjqdMxwPnD5g1Kq/APCqKtvwncg1EREYgIm6LKNWfTeABQCGi1wKEbXudgC3G7XqnQBeA7BJlW3o0h8hE3VlDMBEXYxRq74LjuB7tcilENGFGwVgI4B8o1atA/CRKttQ38oxRNTGRO3BRkTnz6hV32HUqn8EsAkMv0RdXSiANAD7jVr1U0atmg+sEnUgBmCiTs6oVY9r+Ng0G4BG7HqIqE0FAXgLwF6jVv1wQ99uoi7DYDC4il3DxeAUCKJOyqhVjwHwIoDrxa6FiNqdCo4llucaternVdmGjWIXROLL+GP6NW15vqmXr76gleWWLVumAIDHH3/8aHPvv/jii31LSkpkarX60JnvlZSUOIeHhw9TqVS1LZ0/MTHRGBkZWXUhNbUVBmCiTsaoVd8MR/C9UexaiKjDhQHIbPjU51l2jaCOtGrVqt4fffSRf+PPFRUVUgD49NNPfRu3Na7etmTJEsWff/7p+v777+8HgG+++cb9iy++8E5OTv67cd+QkJDq5OTkg2VlZc4RERGnVkmMi4sLio+PL1YoFNaOubOzMQATdRJGrXoUgJfB5YqJyPGw3LcN7dOeVWUbfhW7IOr+oqOjjzVdmri5EWCr1YoXX3yxb2lpqTQtLW2/k5MTLBYL1Gp19bp163znzZsX+PLLLxc17u/j42OdPXv2gNjY2OKJEydWJicnK00mk7OY4RdgACYSnVGrDgKQDGCa2LUQUadzO4BxRq16FYDnVdmGIyLXQ93cgw8+OPDw4cMy4OwR4KCgIPMVV1xRnZaW1jc4OLh2zJgxoU5OTnZnZ2e7q6urTS6X2woLC12TkpICnnjiiVIACAgIsGRkZBROmzZt8M6dOz1yc3Pds7KyCsS7QwcGYCKRGLVqVwDxDa9eIpdDRJ2XBMDDAO41atXJAF5XZRtqRK6JuqkPP/xwf+P3zY0A19TUCHPmzCmRSqXNHl9bWyt8/vnnXk23+fn5WRMSEoqio6OHxMTEFMnlctF7YDMAE4nAqFXfB0cz/GCxayGiLsMdwEIA/zJq1fPg6CEsepCgnsXV1dW+YMGCgC+//NLH3d39tGkMVVVVTrfddlvFggULDpeUlJzKmDk5OW5JSUnB69aty583b14/Ly8va2xsbLMP1nUUBmCiDmTUqq8G8A6AG8SuhYi6rCAAHwKYbdSq/63KNuSIXRB1D08++WRwfn7+qU8km3sILjQ0tNrX19fy7LPP/n333XdXNj1+48aNXrt373Zrui0lJcU3LS2tT2pq6r7Q0FBzenp64aRJk0Lkcrlt5syZ5e19Ty1hACbqABqdvjeAV+4ZMC7kgQObGX6JqC2oAXxn1Ko/BvCUKtsg6ogatb0LbVt2qZYsWfJX059baoO2YMGCgPM9p7+/vyUzM7NAqVRaAECpVFrS09P3VlVViboWBQMwUTvS6PQCgJkAXgHguyH4FtPtRd8f7V13QiFyaUTUfdwPx4Nyc1XZhg/ELoZ6huTk5KDly5f3abrtxIkTzmPHjq0AAJlMZjebzcLixYv7tnSOxpZq7V1rcwS7ndOHiNqDRqe/BsAyANc23R50smTH4v97I1ycqoiom/sawGOqbMP+VvekTicvL2+1t7d3qNh1dBUmkyk/LCxs+sUcy6WQidqYRqf30Oj0SwH8iDPCLwD87aYM36G4skM/1iKiHuNWAL8Zteo4LqspiVxyAAAgAElEQVRM1DIGYKI2pNHpxwL4HcATOMefr3dC7/Orkzi3uDwkEdEl6AVHb/EfGx68JaIzMAATtQGNTu+l0elTAWzGebQ2s0ic+70Vev+u9q+MiHqwq+EIwTqjVs1e40RNMAATXSKNTq8F8AccjerP2w9+l19/0K0P5+kRUXtyAvAMgN+NWvWtYhdD1FkwABNdJI1O31uj068G8DmAwAs+gSDIkkY8esIO8ElUImpvAwB8ZdSqPzRq1b6t7k3UzTEAE10EjU4/CUAegKhLOU+V1G34J/3G7GibqoiIWjUdwB6jVn1Jf3cRdXUMwEQXQKPTKzQ6/ScANgBQtsU5P+l/a1il1E201XCIqMfxA7DaqFV/YdSqL/zTK6IGNTU1wqZNm7yabquvrxernAvCPsBE50mj00+Bo6+vX1ufu1/V4e1vGd7mCnFE1NHKAcxQZRs+E7sQOrsPcMDu365py/MfHjHsglpwvvvuu4q6ujrh6aefLm3cZjKZJM8//3zQu++++5fVasWNN954+bZt2/JkMpkdAKZOnXrZs88+ezggIKA+PDx8mEqlarHjUWJiojEyMrLqYu/nUvoAcyU4olZodPpeABYDeKS9rnHIPeCGH33Ddl9bnjeiva5BRNQMXwCbjFr1YgBxqmxDndgFUedhs9kgkZw+WcDb29tWWVnpvGXLFo8xY8acuOqqq0588cUXnhMmTKjU6/XuUqnUftVVV9WUlJQ4h4SEVCcnJx8sKytzjoiIONl4jri4uKD4+PhihUJh7fCbasAATHQOGp3+SgDpANp9ZZ7XL4/yWpPzQp3UbpW197WIiM4wG8ANRq36PlW2oVDsYkgcSUlJATk5OaemNJhMJmcA2Lhx46kHJ0NDQ6sTEhIOP/XUU/1vueWWPXfccYfp008/7X377bcf/89//qNKSUn5s+k5fXx8rLNnzx4QGxtbPHHixMrk5GSlyWRyFjP8AgzARC3S6PRPAHgdgLwjrmeROA9YHDp129y8j2/qiOsREZ3hagA/G7Xqx1XZhtViF0Mdb+HChYcBHG78+cknnwx2cXGxvf7663+fuW9UVNTRmpoaYezYscdHjhx5srKyUjJr1qwjAwYMOO1ThICAAEtGRkbhtGnTBu/cudMjNzfXPSsrq6ADbuecGICJzqDR6XsDSAVwd0dfe4di+Kh7e205qKou7d/R1yYiAuAO4MOGnsGPq7INFz0/k7q+vLw8N7lcbm06FWLWrFn98/Ly3AAgJSWlz5nHLFmyJEClUtW+8847hxq3+fn5WRMSEoqio6OHxMTEFMnlctEfQGMAJmpCo9PfCGANAJUoBQiCS9KIx469//3C/qJcn4jIYTqAkQ1TIn4RuxjqeGvWrPEZPHhwdXBwsHn58uWKJ5544igArFy58iDgmB+ckZHhM3Xq1AqJRIINGzZ4T5gwweTs7IiWJSUlpzJmTk6OW1JSUvC6devy582b18/Ly8saGxt7VIz7asQ2aEQANDq9k0annw/gG4gVfhtUytyv/lR1E3sDE5HYhgDYadSqZ4tdCHUsg8HgumzZsoD58+cXzZ49u3TDhg1+X375pUfTfebNmxf4ww8/uDeODP/222+9HnrooYFms1loul9KSopvQkJC/9TU1H2jRo2qTk9PL1y7dq1/SkqKqAuysA0a9XganT4IjlHf0WLX0kiw246u2vGi1MNS4y12LUREADYBeFiVbWDP8nZ0Zhu0jmaz2fDBBx/4rlixou+SJUv2X3vttdUAkJ+f7zJjxoxBt9xyiyk2NrZk+fLl/kaj0SU1NfWAk5PTqeOfe+65wD179vT66KOP9lVVVTk9/PDDlz366KNHRo4ceVKpVFoa9zMajdKqqipJaGio+VLqvZQ2aAzA1KNpdPpbAayFoxVQp3LZcWOO7uclN4pdBxFRg78BPKDKNnwndiHdldgBeN68eYH79u1zfe211/4682G2srIyp5dffjng22+/9b7mmmtOLFu27GDjdIem5s6dq1KpVOaHHnqofMqUKYPPdb2oqKjS6OjoYxdbLwMw0UXQ6PTPAHgVgFNr+4rCbrcn/pb229XHCq4UuxQiogZWAIsALFJlG2xiF9PdiB2A6+vrIZVKz7mPzeb4135mf2AxXEoAFr96og6m0eldNTr9RwB06KzhFwAEQXjt8gd7WQRJ11hXkoh6AicACwB8ZtSqPUWuhdpYa+EXcATfzhB+L1XXvwOiC6DR6VUAtgN4QOxazke9k3TQspApfCCOiDqbOwB8b9Sq+4tdCNHFYACmHqOhxZkBjmbvXcY25dUji1z9/hK7DiKiM1wO4EejVh0udiFEF4oBmHoEjU4fA2ArAH+xa7lgguCaNOKxUrHLICJqhgLAVqNWfVHzMInEwgBM3ZpGp5dpdPr/AlgGoPXJTZ1UhYun+rOgG74Xuw4ioma4wLF63MtGrVpodW+iToABmLotjU7fB46FLWaJXUtbWHXZnYNOOskrxa6DiKgFzwFYb9Sqe4ldCFFrGICpW9Lo9CPgmO97vdi1tBW7IPF/6cqHc8Wug4joHCYByDFq1YFiF0IXzmq1Yv/+/TKx6+gIZ3cwJuriNDr9GACfAvBobd+upsCz3w2/el/2x5WmPy8XuxYiohZcDcfDcRNU2QaD2MV0ZdZZ469py/M5rdz007neP3bsmFN0dPSgTz/9tOC1117rW1BQcGo0v7S0VHrkyBGX7du3/xYUFFQ/YcKEwVlZWYUAMG7cuJDNmzcXAMCMGTMGJCYmFrm7u9vCw8OHqVSq2paul5iYaIyMjKxqq/u7EAzA1K1odPoHALyPLjzf95wEQfLKsBnOH21PsjjZbfzzS0SdVQCA74xa9YOqbMN6sYuh86NQKKwzZswoWbp0qVKn0/2dlpbmu3v3bje5XG4LDAx0euaZZwqDgoLqAaC2trbVWQQhISHVycnJB8vKypwjIiJONm6Pi4sLio+PL1YoFNb2vJ9z4RQI6jY0On08gNXoruG3gdlJFvLfwRPZG5iIOjtXAJ8YtepEsQuh8zdjxozyxMTEwy+//HKfzMxM359//tl9w4YNiqKiIpfHH398wPfff98rKyvLCwA2btzoZbFYAABff/21R2Vl5Vm50sfHx7pw4UJVZmamFwAkJycrTSaTs5jhF+AIMHUDGp1eAuAtALPFrqWjfN33WvWkv74pUtYe4zw7IurMBACLjFr1UACPqLINZrELopY99thj/fbt2+e6atWqP4uKimQrVqzY7+rqak9ISFCtXLny4IIFCwL0er2Xq6urFQB++uknN4vFIgDAn3/+6bJnzx75mecMCAiwZGRkFE6bNm3wzp07PXJzc92zsrIKOvrezsQRYOrSNDq9C4B09KDwCwAQBLfEEY8ViV0GEdF5egDA11w+uXNbsWLFoQEDBtSazWYBAGbOnHnZ9OnTB+3atctz/PjxQz777DPf3bt3u916663H7Xa78OCDD5b973//8wGA+++//9iWLVu8mzuvn5+fNSEhoejjjz9Wjh492iSXy+0deV/NYQCmLkuj03sD+ArAFLFrEUO53PvaLwOu2yV2HURE5+lGAFuMWrWP2IXQ+RkzZoxp7NixFQEBAXVarfbYZZddVhMfH39YpVLVu7q6WgcPHly3cuXKAwDg6elpW79+fWFz58nJyXFLSkoKXrduXf6WLVt8li5dqujYOzkbAzB1SRqdPgjAdgCjxa5FTCmD7+5X7eRyQuw6iIjOkwbANqNW3fVW5eyBRowYcfLqq68+6e3tXT9y5Mgqb29vi7Ozs33btm3uI0aMOAkATk5Op/aXSs9+BCclJcU3ISGhf2pq6r5Ro0ZVp6enF65du9Y/JSXFt+Pu5GycA0xdjkanvwLAFwCCxK5FbDZB0veVYdHfLdr9Xo/+RYCIupQrAXxr1KrHqLINnMp1Dq21LWtrf/zxh8vPP//s8dlnn3n37du37sorr6xxd3e3jR8//lhcXFx/uVxuGzJkiHnhwoVBr7/++qHzOae/v78lMzOzQKlUWgBAqVRa0tPT91ZVVYk6CMsATF2KRqdXwzHtgR+hNfjDa+ANeV7988MqD4aKXQsR0XkaCkebtEhVtuGg2MWQg06nC1i+fPmfH3zwgV9ubq77jh07vCQSiV0ikUAqldpra2slt9xyS9ikSZPKBg0aVHeuc8lkMrvZbBYWL17ct6V9oqKiSqOjo4+1/Z20TrDbRZ+HTHReNDr9SACbAXiJXUtnI7eY81dvTxriBLtT63sTEXUaRgCRqmxDs3NHe5q8vLzV3t7eog1m1NfXnzWNwWw2C3V1dQIASCQSu1QqhUwm6xTh0WQy5YeFhU2/mGM5B5i6BI1OPwqOkV+G32bUOruEpg0az97ARNTVqOAYCebqlp1Ac3N4XVxc7B4eHjYPDw+bm5ubvbOE30vFAEydnkanvwGOkV+2zzmHLwKvv+qoi3ex2HUQEV2gPnDMCb5a7EKo52AApk5No9NHAPgSgIfYtXR6guCRNOLR83oogYiok/EFoDdq1aPELoR6BgZg6rQ0Ov0tAP4HwE3sWrqKElff67b2Uf8odh1ERBfBC8BXRq36ZrELoe6PAZg6JY1OfyuAzwH0EruWrmb5kHsCayWyk2LXQUR0EdwBZBu16tvFLoS6NwZg6nQ0Ov1tADYBcBW7lq7IJnEKfO2KBw1i10FEdJFcAWw0atWTxC6Eui8GYOpUNDq9FsBGAHKxa+nKcn0Gh+/1UBWIXQcR0UWSAcgwatUTxS6EuicuhEGdhkanHwvgUzj+4qNLIQjOLw6fZVm9fb5NAjt/0SWirsgZwFqjVn2bKtuwTexixDBhzZ5r2vJ8WQ8MPefKcsuXL/fbsGGD37n2GTVq1PHjx487//HHH71cXFxOa4lWX18vDBw4sGbFihVnPZD9yiuv9PH3969/5JFHyptuLykpcQ4PDx+mUqlqW7pmYmKiMTIysupcdV0oBmDqFBoWuWD4bUM1zvLLPxx4x3fR+7O5TDIRdVUuALKMWnWEKtuwW+xiuruYmJiymJiYMgCYOXNm/6ioqLKbbrrprOA5Z86c4PM53/z58wNefPHFw82998ILLwQsWrToMACEhIRUJycnHywrK3OOiIg49QxLXFxcUHx8fLFCobBe3B21jCNDJDqNTh8GdntoF5tUo4eXyzxLxK6DiOgSeAL40qhVXyZ2IT3F9u3b3ex2O5oLv42uvPLKkxqN5kTT14gRI07bf8uWLT4tHf/111+f9p6Pj4914cKFqszMTC8ASE5OVppMJuf2CL8AR4BJZBqdvh8cK7z1FruWbkkQvOaPePSPpT/qlGKXQkR0CZRwtEgLV2UbjohdTHdWXl7u9O9//3uAVCq1jxkzZmjT9/r161d70003HV+/fr1CoVDUy+Vyq81mEywWiyCTyWx1dXWSkpISmUajqTpzqkNrAgICLBkZGYXTpk0bvHPnTo/c3Fz3rKysdnuWhQGYRKPR6RVwhN9AsWvpzg73Ulz/nf8Iw+jS3WqxayEiugQD4RgJjlBlGyrFLqY7On78uOThhx8eaLVahS+//DK/d+/ep42+jhs3LmT69OnH1Gr1yR9//LHZT22HDRtWc/XVV9dczPX9/PysCQkJRdHR0UNiYmKK5HJ5uy27zCkQJAqNTu8BxwpvQ8SupSdYMnSq0iyRXtRfSEREnchwAJuMWjU7BbWDuXPnBs+YMaN00KBB1efa75tvvvHcv3+/3MvLy9r0VV5e7rxp06YWpz20Jicnxy0pKSl43bp1+Vu2bPFZunSp4mLP1RqOAFOH0+j0LnD0+eW67x3EKnFSvRH2wLZ5v6+6SexaiIgu0WgA6Uat+h5VtqFd5of2VG+//fYhNzc3+9q1a8/ZCQIAtm7d6m0wGDzq6uoEi8Ui9OrVy3by5EnJTTfddFGj8ykpKb5paWl9UlNT94WGhprT09MLJ02aFCKXy20zZ868oOkU54MBmDqURqd3ApAO4CaRS+lxDL6h4X+6B+67rKpokNi1EBFdogkA/gvgEbELaU+ttS1ra25ubqemHEyePHmIRCI5bQqCxWIRAOCWW245bjQaZZ6entYrrriies+ePa5eXl7WAwcOuNx4443HL+ba/v7+lszMzAKlUmkBAKVSaUlPT99bVVXVLrMVGICpo/0XwN1iF9EjCYJ0wfBZ1R/uWGAXAEHscoiILtHDRq36qCrb8KzYhXRH69ev39vcHODvvvvObenSpX1nzpxZkpWV5bN+/XrF888//9ekSZMqf/jhh15r1qzxq6iocJ48ebJJJpPZbr755tCm5/joo4/8AaCkpMQFAGQymd1sNguLFy/u21ItUVFRpdHR0cfa8v4Eu73d5hcTnUaj078KIEHsOnq6ew5tzXngwOYbxa6DiKiNzFVlG94Uu4i2kJeXt9rb2zu09T3bV01NjeDq6npeAdFms0EiEeeRMpPJlB8WFjb9Yo7lQ3DUITQ6/Uww/HYKG4JvGVYhdT8qdh1ERG3kdaNWfVEhiJp3vuEXgGjh91J1zaqpS9Ho9BEAloldBzUQBO8FI/61V+wyiIjaiAAgzahV3yF2IdR1MABTu9Lo9AMBbAAgFbsW+ofRrU/4Tr8rfha7DiKiNuIMYJ1Rqx4udiHUNTAAU7vR6PSeAD4D4Ct2LXS2t8Lu710vOJnFroOIqI30ApBp1Kq5sii1igGY2kWTdmdhYtdCzbNInPu/FTZtp9h1EBG1oQFw9Ah2ErsQ6twYgKm96ADcLnYRdG67/IZdf8itzwGx6yAiakO3AnhF7CKoc2MApjbX0PHhabHroPMgCLKk4Y9e1Ko9RESdWJxRq54qdhE9wRdffOHZXotVtCcuhEFtih0fup4TMrcR6/pFbp9yaOsNYtdCRNSG0oxadb4q2/Cr2IVcrM8yTNe05fnumurd6spykydPHrR+/fp9ALBmzRqf2tpaySOPPFJ+5nuN/vjjD9cff/zRbf78+cVNt5eUlDiHh4cPU6lUtS1dKzEx0RgZGVl1cXdzaRiAqc2w40PXld5/bOi4w7uOedaf5MMjRNRdND4Up1FlG9p0FbHuzGKxCOPHjx8CAMeOHXO22WxCVlaWLwCYzWbJk08+GZyfn9+r6f51dXWSnJwcr8ZtERERlf/617+OhoSEVCcnJx8sKytzjoiIONn4flxcXFB8fHyxQqE4baW5jsQATG1Co9N7gB0fuiy7IPi+eOXM7W/89A5HgYmoOxkIYK1Rq75DlW0QLWx1JRs3bixs/D4jI8PbbDZLHnzwwWMA8M0337jffPPNVQCg1WqHrF+/vrBx0Yy9e/e6PP/886p169btAxwjwADg4+NjnT179oDY2NjiiRMnViYnJytNJpOzmOEXYACmtpMKdnzo0g54BN7wf76huzXl+SPEroWIqA2NBfAyuBppq9577z2/VatWKXv37m1puj0jI0MBAJWVlU4TJkwoj4uLK7n++uuPf/75515TpkwxAcD//vc/r5tvvvmsZ0oCAgIsGRkZhdOmTRu8c+dOj9zcXPesrKyCjrmjljEA0yXT6PRzAEwRuw66dK9fPt3zo5wX6qR2q0zsWoiI2lC8Uav+SZVt+ETsQjozpVJZ//TTTxcdOXKk2amMwcHBdSdPnpQAwCOPPFL2yCOPDJw4caKpvr5e2LRpk++nn37abLD18/OzJiQkFEVHRw+JiYkpksvl573UcnthAKZLotHpr4Oj5Rl1A/US54FLh9677en8tTeJXQsRURtLM2rVe7ryQ3Ht7e67766sq6sTfv75Z9fm3h8+fHhN45SHPn36WG677baKefPmBZ04ccJp2rRppd7e3rbmjsvJyXFLSkoKXrduXf68efP6eXl5WWNjY4+25720hgGYLppGp/cD8An40Fu3kuM/4roph7YeCqou7Sd2LUREbcgNjofi1KpsQ4XYxXRGr7zySp/t27d7WSwWCIIAs9ksqaiokAYGBp5aNfSKK644+dprr/0NAA888MCxyMjIMLlcbnv11VeNzZ0zJSXFNy0trU9qauq+0NBQc3p6euGkSZNC5HK5bebMmeUddW9nYgCmi6LR6SUAPgKgErsWamOCIH9hxKPl73+/iAGYiLqbpg/FNTta2ZmcT9uytvTcc88d2bp1a9Xbb78dkJiY+LcgCFi/fn3vJ598siQuLi74tttuq3jggQeOHTp0SPr+++8rtm7d6v3vf/+7qLKy0mns2LFhY8aMqbj33nvLhw8ffqr1mb+/vyUzM7NAqVRaAECpVFrS09P3it07mAGYLtazAMaJXQS1j0qZx9UbVRE77jZ+Gy52LUREbWwcgP8AeE7sQjqbNWvW+Pzf//2f+8qVK/c/+uijA8rKymRPPPHEYZVKVb969eo/V6xYodBoNFd6e3vXT5069ehXX32V3zglIioqqjw1NVXx2GOPXTZr1qwjEydONJnNZmHx4sV9W7peVFRUaXR0tCgt6gS7XfR5yNTFaHT6GwBsA8C11rsxwW47umrHi1IPS4232LUQEbUxO4AxqmyDXuxCmsrLy1vt7e0dKnYd51JXVyfIZLJOER5NJlN+WFjY9Is5tsstXUfi0uj0vQF8DIbfbs8uSBSLrnzkN7HrICJqBwKAVUat2qvVPek0nSX8XioGYLpQq8B5vz3GPg/VDbt9hjAEE1F3pALwrthFkDgYgOm8aXT6pwDcJXYd1IEEQXj1iofkFkFiaX1nIqIu5wGjVn2v2EVQx2MApvOi0emHAXhN7Dqo49U5SQevGHLPdrHrICJqJ8uNWnWA2EVQx2IAplZpdHopgA8AcHWwHkrfR33tYVe/Zns8EhF1cb0BvG/UqgWxC6GOwwBM5+MFAFeJXQSJSBB6JY14tETsMoiI2slYAE+IXQR1HAZgOieNTq8GeyUSgGMuXurswPCdYtdBRNROko1adYjYRXQmW7dudRe7hvbChTCoRRqd3gWOqQ/874QAAGmD7hp40xHDcTer2VPsWoiI2pgrgI+MWvUoVbahUzz4u3jx4mva8nyzZ88+58pyRUVFzgcOHHBp/Pm9997r88svv5y47rrrqhq3DRw40Dx37tx+x48fP5UNHnjggdI1a9b4/+tf/zqyb98++Zw5c0rKy8udw8PDh6lUqtozr9MoMTHRGBkZWdXS++2JwYbOZRGAMLGLoM7DLkiU/7ny4e9e/mX5aLFrISJqB2oASQ2vHicjI6P3vn37XIcOHVoNADfccEMlAPz888+9ACAvL69XWFhY9dq1a/8889g1a9b4T5gwoXLNmjWSwsJCl969e1tDQkKqk5OTD5aVlTlHREScbNw3Li4uKD4+vlihUFg76t7OxABMzdLo9NcDmCt2HdT57PHsf8PvXgPzrqjcz1+OiKg7mmfUqrNV2YYfxC6kow0YMMDcp0+f+vT0dEVz7993331H33777cDNmzf3PvO9wsJCV61WGwIA27ZtM7/00kt/A4CPj4919uzZA2JjY4snTpxYmZycrDSZTM5ihl+AAZiaodHpe8Ex9YFzxOlsgiD5z5UPO32U84LVCXauCEhE3Y0TgNVGrfoqVbbhZKt7dyMTJ06sLCkpce7du3ezU0Cuueaa6vvvv7+i8eeXXnqpz9y5c0tcXV3td95555DPP/98b+N7JSUlzgAQEBBgycjIKJw2bdrgnTt3euTm5rpnZWUVtP/dnBsDDjXnNQCDxC6COi+zkyxk5eC72RuYiLqrwQDeELsIMezcudNt48aNvU0mk3PT14YNG3x/+OEHNwCYOnXqZfX19di7d2+v+vp6AQDc3d2tFRUVzQ6K+Pn5WRMSEoo+/vhj5ejRo01yuVz05ZQ5Akyn0ej0t4CtYOg8fBVwnXqScdth/9oKNpAnou7oUaNWvUmVbfif2IV0tJ9//tnDaDTKm24rLS2VTpgw4diZ+06ePHmIQqGoCwwMrPvrr7+kPj4+Z01tyMnJcUtKSgpet25d/rx58/p5eXlZY2Njj7bnPbSGAZhO0ej0HgDSALAZOLVOENwSRzz2x393vcIATETd1UqjVj1UlW04IXYhHenaa689PmbMmMqm27766ivv5vZdv379Xk9PT1tKSopvfn6+6/Dhw2tXrFjhN3HiRBMApKSk+KalpfVJTU3dFxoaak5PTy+cNGlSiFwut82cObO8I+6nOQzA1NSLAPqJXQR1HWVyn2u/6jvyh7HFP4wUuxYionYQAEdHpKfEuHhrbcvaQ58+feoDAwPrLBbLaYNhgYGBZqVSWX/ixAlJfX29ZOfOnW7l5eXSlJQUv4qKCue+ffvW6/V6D61WW7llyxbvxgDs7+9vyczMLFAqlRYAUCqVlvT09L1VVVWiTsMV7HbRp2FQJ6DR6a8E8BP4SxFdIIndVrx6e5KHq7Wu2zZMJ6IezQpAo8o2/NLeF8rLy1vt7e0d2t7Xacm///1vVUFBQa9z7bN79273qKioEn9//7o+ffrUNwTm+n79+tV9+OGHvnq93uu2224z3X333aYpU6YMPte5oqKiSqOjo8+aVnG+TCZTflhY2PSLOZYBmKDR6QUAOQDCxa6FuqYrKvZ9uzD3vxFi10FE1E5+BDBKlW2wtedFxA7AXc2lBGB2gSAAiAbDL12C370vu2GPZ789YtdBRNROrgXwL7GLoLbDANzDaXR6HzjanhFdPEFwWnjlTJsNQruOjhARiegVo1btL3YR1DYYgOkVAM2u+EJ0IWqdXcLeH3RXjth1EBG1E2/00N7A3REDcA+m0ek1AGaJXQd1H9mB4VeVuXgdEbsOIqJ2EmXUqm8Suwi6dAzAPZRGp5cAWA7+N0BtSRA8k0Y8elDsMoiI2tFio1bNZeC7OIafnusxANeIXQR1P0dc/a77RnnN/4ldBxFROxkGIEbsIujSMAD3QBqd3h/Af8Sug7qvd0Mm962VSKvFroOIqJ0sNGrVvmIX0Z7q6+ths7X+XPOvv/4qb3WnToiLHt7aeeUAACAASURBVPRMyXBM5idqFzaJU5Du8unfvvBbGnsDE1F35APgJbTzSLD/vufa9JPa0kGvnHNlOYPB4Pr555/75Ofnu4aGhta4ublZt23b5m0ymZzNZrOgVCrrVSpVbXR09FEA0Gg01XPmzBmwatWqff369avPzs727N27t2XUqFHVJSUlzuHh4cNUKlVtS9dLTEw0RkZGVrXlPZ4vjgD3MBqd/moAD4pdB3V/v/QOCS/0UO0Vuw4ionbyL6NWPULsItrTrbfeWpmdnV0wefLko/Hx8X9nZ2cXrFix4tCJEyec0tPTfZ2cnDBr1qwjr776agAAbNy4sbfNZju1hHJISEj10qVL9y9YsOCvb775Jr/xpVarT3zyySd7xQq/AANwT/QaAKHVvYgulSA4vzh8Zp0d4HKTRNQdSQAsFruI9lRdXS258cYbwzZs2OC3cuXKPpGRkUM/+eQT74iIiCqDweBRV1cnTJ06teKJJ54osVgsyM/P73XttdeebHoOHx8f68KFC1WZmZleAJCcnKw0mUzOCoXCKs5dOTAA9yAanf5WAGPEroN6jmpn1ytWD7yDvYGJqLu60ahV3yd2EW1JEIRTgxY2m00YMGBA7caNGwueeuqpw7NmzSo5ceKEk0wms4eHhx/PyMjwcXJywhVXXFGbmZnpPXLkyBNSqfS08wUEBFgyMjIKly1b1jc+Pj5o69atPkuWLDnU4Td2BgbgHkKj0wvgim8kgo2qiOHHZB5Hxa6DiKidvGLUqqWt79b5Wa1WQSqVnvWp3ZEjR6TffvutZ9Nts2fPPvLf//63T1VVlaS2tlZ49913+z711FPN9oH38/OzJiQkFH388cfK0aNHm+RyueifDDIA9xz3A7hK7CKoBxIEr/nDHy0UuwwionbSH8DDYhfRFqqrqyVyufys1g8nT56UuLi4nLY9MDDQcv/995fGxsb2e/LJJ/tNmjSpTKVS1Td33pycHLekpKTgdevW5W/ZssVn6dKloq9AywDcA2h0ehkcT6sSiaLIzf/67Yrh53z6mIioC0s0atUuYhdxqY4cOSL19/e3nLk9Nze3l0qlqjtz+8MPP1xeWFjY65dffnGPjo4ub+6cKSkpvgkJCf1TU1P3jRo1qjo9Pb1w7dq1/ikpKaK2kWMbtJ7hcTh+QyUSzTuhU/2uLf+jVmazdMmekURE5xAE4F8AlrTlSVtrW9bW/vjjj1533nlnRePPbm5utieffLJ4/vz5wa6urtZbb73VNHXq1Iq6ujohIyPDJy0tTXnPPfccFQQBt956a9jkyZOPRkVFlfft2/dUiPb397dkZmYWKJVKCwAolUpLenr63qqqKlEHYQW7XfRpGNSONDq9J4D9ALp1w27qGjRlf3z73O8fsDcwEXVHRwAMVGUbai72BHl5eau9vb1D27CmCzJx4sTBGRkZ+4qKiqSffPKJj91uF7788kuf11577dAVV1xR89RTT/XbvHlz7z59+tRFRESY5syZUxIUFFQPAMXFxc7Lli3z/+yzz3y12v9n787joyqvPoD/nnvvbJnJMllJIAl7IICgkqKCgGJFBRVc4oZIWYqKVV6tUjdUtBWIbZUq9kXgdRdGW+qCrVUiCAgKCKiIsggkkBDIMtlmudvz/nFnwoAESEhys5zv55MPMzd3OTds5545z/OMKf/9739/+MYbb+x1qutNmDDhyKRJk8obG6/X692ZnZ19e2OOpQS4ncvJy/8jgEfMjoMQAADnynNbXijoXlPUw+xQCCGkGTyYvnLzc4092OwEuLy8XIyPj6+bnmzHjh22tLQ01e12120rLCy0JCYmqg6H46QJpKZpkGWZ1ff9pnQ2CTD1ALdjOXn5aQBmmh0HIXUYszw58Lc1NDcwIaSdmlU4ZrDL7CAaKzL5BYB+/foFI5NfAEhPT1dOldyKooiWSH7PFiXA7duTAKLMDoKQSDWWqIHLuv56vdlxEEJIM0gEcK/ZQZDTowS4ncrJy++OdjItC2l/3s28rJ/X4io1Ow5CCGkGvy8cMzjW7CDIqVEC3H7NAiCaHQQhJ8WY+8mB034yOwxCCGkGbgD/Y3YQ5NQoAW6HQr2/d5gdByGnUuBKHboxsf9Ws+MghJBm8D+FYwbHmx0EqR8lwO3T7wG0+Qm5Sfv3l+xb4xQmBs2OgxBCmlgMjP+LSStFCXA7k5OXnwhjMm5CWj1VkLq90PeWjWbHQQghzeDewjGDTV/y92z8+OOPtu3bt7fLxYtoJbj25z4ATrODIORMfZk04IKCqJR9Gb6SbmbHQgghTcgJYzxOoyvBy3fcfn7ThQPc1O+N064s99Zbb7mLioqsAHDo0CHrpk2bYsaNG1c3aHnatGlH4+Li9PD7Z599tlNycrIyZcqU45ZCLikpkYYOHTogPT09UN+1HnvsscJRo0bVNO5uzg5VgNuR0Kpv95gdByENwpht9qDpXrPDIISQZnB34ZjBqWYH0RCvv/568oUXXlhz4YUX1txwww3l8+bN2x9+/+WXX8aUlZVJTzzxRFp9xz/++ON138vKyvK9+OKLPz/55JMFn3/++c7w1+DBg6s9Hs8us5JfgCrA7c3dAOLMDoKQhqqyus59L+PS9TcU5A81OxZCCGlCDhhV4Da1KNWzzz7b5WTb9+/fbweAzz77zP3UU08VnWyfTz/91P3000/Xfc/tdmv33ntvt3vuuad4/PjxlfPnz0/xer1SUlKSdrLjWwolwO1ETl6+AzTtCmnD3ul2edblRRsrYlSf2+xYCCGkCU0uHDP48fSVm6vNDuRMrVy5sm6aykcffbTzzTffXDZgwIDAV199FZWSkqI25FxpaWnq8uXLd99yyy29NmzYEL19+3bX+++/b/o0mJQAtx9TASSbHQQhjcWZkDhn4NS1z21ZcLHZsRBCSBOKBvAbAAvMDuRMPfjgg11++OEH5+HDh61xcXHKhg0bYhwOhw4YbQ0NPV9iYqI2a9asQ5MmTep91113HbLb7aYvlUwJcDuQk5dvAfCg2XEQcrZ+dnUetiW+z/bzy38caHYshBDShO4pHDP4b+krN5ue+J0BlpeXd7CiokKcPHly9xUrVuw+cYehQ4f2a8gJ165d65w9e3bGu+++u/ORRx7JjI2N1e65556jTRdyw1EC3D5MAJBudhCEnDXG2Px+t7veWve4InHdYnY4hBDSRHoBuBLAx2YHciqKokDXjQkeNm3aFLVv3z7HmDFjsgBAVVVER0dr77333p6GnHPx4sUJS5cu7bRkyZI9ffv2DS5btmz3ddddl2W32/WpU6eWnf4MzYMS4PbhPrMDIKSpKKKlx4tZuWtm/rhshNmxEEJIE7oXDUyAz2Tasqa0cuXK2IEDB9YEg0H23HPPdZ4zZ86Ba665phIAtm/fbn/55ZdTGnrO5ORkdcWKFT+Fe4dTUlLUZcuW7aqpqTF1JjJKgNu4nLz8oQDo42LSrnyRcu6QGw6sOtDFfzTT7FgIIaSJXF44ZnBW+srNpg8Aq8+yZcsSZ8+efXDcuHG9hwwZUnXNNddULly4MMnj8ST6fD7xiSeeKAAAq9WqX3LJJX0jj33zzTeTAaCkpMQW2ocHg0G2YMGCeqeBmzBhwpFJkyaVN+c91Ydx3hbaUUh9cvLy3wZwi9lxENLU4oJVW5ZueKZJJ4EnhBCTvZS+cnO98/X/8MMPb8TFxfWt7/vNraamRnC5XPrBgwctXbp0UcyK40x5vd6d2dnZtzfmWFoIow3LycvvBOAGs+MgpDl4bTHnv99l+Jdmx0EIIU3ojsIxg2PMDqI+LpdLB4C2kPyeLUqA27ZpAGigEGm3Xu9xVa8ayVFpdhyEENJEXAAmmx0EoQS4zcrJy5cATDc7DkKaE2dC0jMDJm83Ow5CCGlC9xSOGUz5l8noN6DtuhZAZ7ODIKS57YrJuHh7XM/vzY6DEEKaSA8AV5kdREdHCXDbNcPsAAhpEYyxZwdMsmlMaNDym4QQ0orda3YAHR0lwG1QTl5+NoBLzI6DkJYii9Zef+993Xqz4yCEkCby68Ixg02b7eF0li1b5t62bZu9Kc4lyzILv16/fr1TUVrH+DpKgNsmqv6SDmdVp5ycYkfCQbPjIISQJvI7swOoz4ABA3x33XVXj6+++irqkksu6Rv51adPn0F79+61VlZWCrNnz06rqqoSAOCqq67KKi4uPm59ieLiYmns2LFZe/futZaXl4uPPvpohiiKv7heSUmJ1LNnz3NPvFbk16pVq1xNeY+0EEYbk5OXHw2gUXPeEdKmMRY1e+D0Ha9s/FMXs0MhhJAmMLFwzOCH01durnemm7Rt3zXpXOhFgwacdmW50tJSccOGDa5//OMfP6Wlpamff/75zsjvT5w4sTsAxMbG6ueee27t+PHjez/88MOHdF2HxWI5bnGJ1NRU9amnnir4+9//nhwXF6fKsixceeWVWRHXsj733HP7srOzA1lZWb758+fvLy0tlUaMGFEb3ufBBx/s8tBDDxUnJSVpZ/8TOIYqwG3PBADRZgdBiBnK7HE5H6ddtNHsOAghpAk4AdxhdhAnqqysFL/44ovYtLS0esddVFVViY8++mjnSy+9tHr58uW7MzIyZFVVmSRJxyXAK1asiO3Tp0/wrrvuOrJ69eq4NWvW7LjxxhtLP/nkk58++eSTn0aMGOEVBKHuGLfbrc2ZMyd9xYoVsQAwf/78FK/XKzV18gtQAtwWtbq/LIS0pKW9rulaK9qqzI6DEEKawASzA2iMmJgYbfDgwTU33HBD740bNzp79+4dDAaDgtPp1CP3EwQB48aNy9qzZ4/tmWeeKdiwYYNz3bp1dQuBqKrKrFZrXQKclpamLl++fPfChQtTH3rooS6rVq1y/+1vfzvQHPdACXAbkpOX3wvAELPjIMRMOhM6PTvgN1vNjoMQQppATuGYwT3NDqIxxo8fX7l8+fLdaWlpCgDIsixYLMevzXXttddWvvLKK3tHjRpVPWTIEN9LL73U6be//W3JfffdlwEAiqIclwADQGJiojZr1qxDb7/9dsrw4cO9drv9uO83FeoBblva5JMiIU3th9huF++I7fZDv8p92WbHQgghZ+lWAHPMDqIh/vCHP2RUVVXVjWYLBoNCeXm5ZfTo0XX9vX379vU9//zzhf/85z/dt956a9nWrVujevToEbjooot8L7/8srR161bHiRVgAFi7dq1z9uzZGe++++7ORx55JDM2Nla75557jjb1PVAC3LZQAkwIADAmPHPOZOHNtbM1EfyXQ4oJIaTtuAVtLAGeO3duQY8ePeTw+5kzZ6ZrmsZeeumlfT179pQj9/3oo4/iZ86cWTJ79uzMmJgYddSoUdEA2HPPPZcqSRK32+11bROLFy9OWLp0aaclS5bs6du3b3DZsmW7r7vuuiy73a5PnTq1rCnvgRLgNiInL/8iAN3NjoOQ1iIo2vos6XXtmt/u/tcIs2MhhJCz0KdwzODz0ldu/sbsQM6Ez+cTwoPdNm/e7Hj22Wc7x8fHq08//XTBzJkzu/bs2dM/a9as4tTUVHX//v2W2NhY1W63882bN38b2SJRVlYmTpgwoWdCQoKmKAoDgOTkZHXFihU/paSkqACQkpKiLlu2bFdNTU2Tt+xSAtx2UPWXkBP8J+3C88cVrC5ODnpTzY6FEELOwq0AfpEAn8m0ZS0lNze3Z1FRkTUqKkr/4osvol977bVki8XCZ8yYUTx27NgqABg5cuSud955xz1+/PisRx99tLCkpMSSk5NTAwDh5Pexxx7rvGbNmlhN01ifPn188fHxWkVFhRgMBtmCBQvq/bd8woQJRyZNmlTeVPfDOG+W3mLShHLy8i0ADgOINzsWQlqbJH/5V//71VwaHEoIacsOAcioznv9tbi4uFa5Qpyu6+CcQxRFfP/993ZJknifPn2CJ9u3qqpKYIwhOjpa9/v9zOFwHJdsqqoKxhhOtihGQ3i93p3Z2dmNWhuBZoFoG64CJb+EnNRRR/yQT1N/9ZXZcRBCyFnoDKBVt3MJglCXsPbv3z9QX/ILADExMXp0dLQOACcmvwAgSdJZJ79nixLgtoFWfiPkFP639/h0v2itMTsOQgg5C7eaHUBHQglwK5eTlx8HYKzZcRDSmulMTJvX745W0ytHCCGNcD10jfKyFkI/6NbvRgA2s4MgpLX71t1z2E8xGT+ZHQchhDSSWyg7mmZ2EB0FJcCtH30kQsiZYEycc85UTQfTT78zIYS0PqyitJvZMXQUlAC3Yjl5+YkALjY7DkLaCr9kz36tx5h1ZsdBCCGNwWqrOnNqg2gR9ENu3cYAoFWuCGmAD7tcPKjMGlNidhyEENJgOpdQU+02O4yOgBLg1u0aswMgpM1hLGb2oDt/NjsMQghplNqaVjXtqSzLrKioSPr222/tq1evdh06dOi4RdQ0TcN3331nNyu+xqKV4FqpnLx8G4DRZsdBSFtUHJV44ZqUczePKNk62OxYCCGkQYKBGK6qEpMkVZt2zflNeWrxlQ9OOVvO3Xffnblr1y4HANx5552H//73v3fSdZ1VVFRInTt3Dvbs2dN/0003lXXu3FkNH1NbWytMnz69xwcffPBjYmKiFnm+1atXu2bOnNktJSVFjtxeUVFhmT59evGUKVPKmvL+GoIS4NZrFACn2UEQ0la9mJXbacjR7312XYkyOxZCCDlzHPDVxiAmtsmW/T1TCxcuPFBQUGCZOnVqjwsvvLDmhhtu+BEAHn/88bQRI0ZUX3bZZdUAcPPNN/coLS21hI8TRZHffPPNvcLvBw4cWPvnP/+5EACuvvrqsqeffroo8jpLlixJaJk7qh8lwK0XtT8QchY0QezyXL8Jqx/77v9Gmh0LIYQ0SMAXa0YCXFVVJdx5553d58+fv79z587qa6+9Fn/FFVdUAUB5ebl46NAhKT4+XistLbV8+OGHP4VXebv//vvT77vvvsOZmZnKief86KOPEr755pvoyG1lZWXStGnTDrfMXZ0cJcCtUE5ePgMtfkHIWfsmvs+wPdFddvesPtjr9HsTQkgrEfDHcP6LFYSb3SuvvJJ04MAB++9///uuU6dOLVm3bl3MkCFDagHg448/dm/dutV5/fXX/yIxLygosDHGTnrOsWPHUgXYLMz4XcngnB8wO5YzdD6MdcEJIWeDMenJgdMCb6x7gjPg5P86E0JIa6NrEoIBR0tf9uKLL66eOXNmyfPPP58iSdJxGfiECRNKwy0Quq6zZ599NvXLL7+MAYCff/7Zcdttt/Wy2Ww6ANxxxx1Hbr/99nKAKsBNgjE2GMB4AE8C6AVgCYC7TtjNAWAGgCmc82BomwBgMWPsch56pGKMJQLYB+BUK0c9wDlf03R3cMao/YGQJuKTHAPe6nbF2gn7/kNzahNC2g6/L7alL7l69eroo0ePSt99913U+PHjKz755JO4k+2nqiqbM2dOEYCi8vJy8ZJLLul32WWXVTzxxBPFJ+5LFeAmwDnfzBjrBiNBnABgKYATR3nvA7AGwG8ZY6MBJAAIj0pcyxhzAVgN4BkAWwBMB5DIOV8fPgFj7M8A/sQ5N2t04rUmXZeQdumfGZcMuOrQ+qPxcnWS2bEQQsgZCfhiWvqSv/nNb0onT57cAwC6d+8uC4LAp0+f3qOyslJctWqVe+7cudq4cePKItsz5s2bl/rwww8XvvHGG8nffPON97zzzvMDwMyZM9N37twZBQBdu3Y9r2vXrn6bzab7fD4xKipKA4A1a9bEvv7666ZMW9mmEmDG2GQA/wUwBcBhAL8F4AMQ/p1wAfgdgDc5537G2CAAt3LOqyLOcQ6A6yJO6wXwOmPsGc75h4yxBwHEm5X85uTlZwI4x4xrE9JuMRb35MDfrl+w6c+UABNC2gY56BL+d8VWJogttrx7UlKS5nK5tMOHD1u/+OIL58svv3xAEI5fMmLVqlWu3r17+wBg4cKFSfv377fNmzfv4DnnnOObMmVKz6effrrgsssuq37++ecLi4uLpT/+8Y9pEydOPHLbbbdVKIqCefPmdSotLbXMnTv3oN1ub/lG55A2lQADWAvgRQB3AHgWwGQAfQB045zPZ4ytApAC4AvG2FgAQQD/DTVmOwD4Q+epWyqVc17CGLsSwErG2AgAFwK4tIXu52SuNvHahLRbB50pQ9cnnbNl6NFvm3ReTUIIaRacM/h80XBFV7bUJf/0pz91SkpKUh555JFDCxYs6PToo49m2u12nXMOzjkURRFiYmLU3/3ud8W33nprD845li5d+jMAZGdnBxcvXrxnxowZ3VevXl312GOPFV1yySX9JUniW7ZsiV60aFGqxWLR7Xa7brfb9WuvvTbr1Vdf3ZOamqqeLq7mwMwYZXi2GGPzAEwFsAtGe4MEQAXQH8CnAKZxzr2MsRQAqZzzbYyx1ZzzkRHnSATwXngbY2wkgHwAj3HO/9SCt3OcnLz8j2AsgUwIaWKSrh54c93sFKuutrlViwgh7Z//5ulw9uh9bIMr5ihLTCloqevv27fPmpmZKZ9Y9Y1UWloqJiYmaps2bXLk5OT4T/y+pmnwer1iQkKCVlFRIbrdbu1k59m2bZt9wIABAVEUGx2v1+vdmZ2dfXtjjm1zSyEzxl4B8GcAOznnFwL4EMB1nPNhADZzzm8E8FQo+R0C4KLQoUmMsY2hr5tOOOeFAF4K7X8dY+zulrqfSDl5+RKA4WZcm5COQBWkzL/2vXWj2XEQQsgZCfhbtA+4W7dup0x+ASC82tvJkl8AEEURCQkJGgDUl/wCwKBBg84q+T1bbS4BBjAUQBmAcE/MCgC3hV6H7+dCznkJgF8BCC+/d5RzfkHoa3n4ZIyx3wBYDGAc53wTgCsA3B3a3tJyAESfdi9CSKN9ldjvov3OTqYMuiCEkAZRFRuXZZvZYbRHbaoHmDE2EMAPAKyh96sjvncdgN6MsfsAHGSMSTCWE+aMsVP9Z1cCYATnvBQAOOeljLHLYc4yxKNMuCYhHQtj1tmDple/tv4pmhuYENL6+WtjYLUeNTuM9qZNJcAARgJYwzn3I9QqwBgbCuB5ADEAHoFRBV4L4A8A3gHwHoDnAPRhjG0AIMLoHZ4BwA5gdug8v7gYY+wlzvkbzXpHxzNz8B0hHUaNxTnQk3nZupsOfDbM7FgIIeSU/L4YxLopAW5ibSoB5py/wBiznLBtfaiHV+Occ8aYA0aF2B5qgwCAWwGAMSYah/Bw+8QFLRX76eTk5TtwrF+ZENLMPF1/nX1F0YayWKXW9AnZCSGkXsFAjJHesLY3a0Er1uZ6gDnnykm2qeEV3jjnfs55ZUTyG7mfFpH8tjYXAKA+H0JaCGcs/smB03aaHQchhJwS1wX4fWa0ZbZrbS4BbsdGmB0AIR3NAVfasK8TsreZHQchhJySCcsit3dtqgWinaPpzwgxwXP9JsS+tfZx2cI1q9mxEEJIpHHrw7OIlXUyvs7O+7f12XK6fZ588sm0Cy64oHrlypXu8FLGP//8s6N79+5+ADjvvPNqXC6Xtnnz5mhd1xGeNk3TNOzYscM1fPhw7+uvv/5zSUmJNHTo0AHp6emB+q712GOPFY4aNarmbO+rMSgBbgVy8vItaEX9yIR0JKogdVvQ96bVD/zw9kizYyGEEDPt3bvX6vP5hLfffjvp5Zdf3ud0OvlXX30VtWjRouQlS5bsj9y3trb28AMPPJBhsVi42+1WvV6vdM899xwePXp0VXifrKws3/z58/eXlpZKI0aMqA1vf/DBB7s89NBDxUlJSfXOE9zcqAWidciBsVQzIcQE65MGXlgYlbzf7DgIIcRML7zwQqfq6mqxS5cuwblz56YCwPPPP586ePDgGk0zctVPPvkk+pprrul9yy239CoqKrLt2bPH8eabb6Zs3brV9fLLL3caN25c748//rhuAQ+3263NmTMnfcWKFbEAMH/+/BSv1yuZmfwCVAFuLaj9gRAzMWabPejO8v/7ck5Xs0MhhBCzHD582Jqdne274IILqi+//PLqTz75JNrr9Urr1q2LWb16dey8efMKRo8eXT169OjqtWvXOt9//333kCFDajZu3Bg9ceLEowMHDgzccsstPXr16lXX9pCWlqYuX7589y233NJrw4YN0du3b3e9//77P5l5nwBVgFuLoWYHQEhHV2l1nffP9JHrzY6DEELMMnv27IPh1xUVFeKcOXMy5syZUwAA999/f/GMGTO67dq1yzZr1qwupaWl0uTJk4/+9a9/7fzZZ5+5u3XrJldVVQmXXXaZt1evXnLkeRMTE7VZs2Ydevvtt1OGDx/utdvtpk/pRglw6zDY7AAIIcBb3a/oXS05vGbHQQghZujfv38AAGRZFiZNmtTj3nvvPZSWlqYAwJAhQ3yDBw+u+cc//uGeN2/ewfHjx1dmZ2cHH3rooYN33HHH4ZiYGD0mJkafMmVK2YnnXbt2rXP27NkZ77777s7PPvvM/eKLLya19L2diFogTJaTl58K4KxHdhJCzh5nQtKcc6auzfvmbxebHQshhJilqqpKHD16dMVNN93kPXToUF2u+PDDDxf/9a9/TRkzZkwWAAQCAWHXrl1Ruq7jo48+SnA4HDpgDH6bNWtWMQAsXrw4YenSpZ2WLFmyp2/fvsFly5btvu6667Lsdrs+derUXyTLLYUSYPOdb3YAhJBj9kZ3GfZNfNa355X/dI7ZsRBCOrZ/DRWP35DS+UfmiKo9+d5NJzExUZkwYUL5idvtdjt/+OGHD3/33XfeFStWuCsrK6Ubb7zxaEFBgc3n8wnJycnKFVdcUTlo0CD/0aNHJQBITk5WV6xY8VNKSooKACkpKeqyZct21dTUmNqFQAmw+SgBJqQ1YYzN6zcx6q11jysS1y2nP4AQQlpIMOBECyTAp7Jo0aLE4uJiy+23317WvXt3+V//+lesz+cT7r///iO7du2yLV++PP6bb76Juv76673BYJAtWLAgtb5zza3NNAAAIABJREFUTZgw4cikSZN+kWi3BBZaQZiYJCcv/wMAV5sdByHkeCMPb1l974/LR5odByGk4/DfPB3OHr3r3yHKWc6S0/a1XEStm9fr3ZmdnX17Y46lQXDmO8/sAAghv7Q65bwhhxyJBWbHQQghdWTZaXYI7QUlwCbKyctPAdDZ7DgIISfBmGP2oDuPmB0GIYTUUVUb1zTx9DuS06EE2FzU/0tIK1Zhixn8YZdhX5odByGEGDgQ9EeZHUV7QAmwuSgBJqSVe7XH2J61or3S7DgIIQSAMRCOnDVKgM1F/b+EtHKcCcnPnDN5u9lxEEIIAEAOUgLcBCgBNhdVgAlpA36KyRz2bVyPHWbHQQghNBCuaVACbJKcvPwkAOlmx0EIOQOMCc8O+I2kMUE1OxRCSAenqRauKq1iHYc9e/ZYw6/37dtnPdW+rU2r+AF2UP3NDoAQcuaCojVrUa/xa+7a9Y8RZsdCCOkYPvoq6eTf+Kp2YGPOd/VNcVtO9f1Vq1a5nnnmmbrinNfrlRhjiI2NrXv4f/jhhw9efvnl1StWrIhdvHhxyltvvbXH5XLpTz31VOf4+Hj1qaeeOhQdHa2XlJRIQ4cOHZCenh6o73qPPfZY4ahRo2oacy9nixJg8/QyOwBCSMN8mvqrwdcVfH4oJVBO0xcSQtqdUaNG1QQCgUOXXnpptcPh4AsWLEiy2Wx8+vTppeXl5eK6detcQ4cOrXnggQfSS0tLpeXLl+/54Ycf7CUlJdKrr766b8mSJQlXX3111rx58w507dpVzsrK8s2fP39/aWmpNGLEiLoV7B588MEuDz30UHFSUpJm1r1SC4R5TrHUCyGkVWLM+digOw+ZHQYhhDSXkpISy3333Zd54vYHHngg48iRI1JhYaG1X79+vtdee21fQUGB5emnn+6yePHilE8//TR6ypQpZYsWLfrZarXWLTPsdru1OXPmpK9YsSIWAObPn5/i9XolM5NfgCrAZqIKMCFtUJk97lf/Sbtg4xVFGy8wOxZCCGlqkydPLsvPz49955133OFtf/nLX5JtNps+derUMgDo06dP8N///nfMggULUpcsWbLXZrPxiRMn9ti5c6f97rvvPipJEkpKSiQASEtLU5cvX777lltu6bVhw4bo7du3u95///2fzLq/MKoAm4cqwIS0UYt7jcv0ibZqs+MghJDmMH/+/IKsrKy63t1zzz3Xt2DBggIA2LJli2PixInd//Wvf7mXL1++Oy0tTU1ISNDee++93YWFhbaRI0dm//3vf0+MPF9iYqI2a9asQ2+//XbK8OHDvXa7nZ94zZZGFWAT5OTliwC6mx0HIaRxdCakPjtg0hdPb/vf4WbHQgghTeXuu+/O3LlzZ91KcycbBLdv3z7HQw89VLhw4cK06667zhF5fGlpqWXGjBlFnTt3ViK3r1271jl79uyMd999d+cjjzySGRsbq91zzz1Hm/+O6kcJsDkyAbSp6UIIIcfbEdt92A+xXXdmV+7va3YshBDSFBYuXHgg8n3kILjI7T/++KNt69atzldeeWV/5PbHH388rVu3bvJll11WHW6BWLx4ccLSpUs7LVmyZE/fvn2Dy5Yt233ddddl2e32upYKM1ACbA5qfyCkrWNMeGbAFLyxbrYmgotmh0MIaX/GDjlFkTSl84/MEVVb/w6tQ3JysrpixYqfUlJSVABISUlRly1btqumpsbUNlxKgM1BA+AIaQcCkq3v0p7XfDFtz/vUCkEIaVmKbIeJCfCXX34ZO3r06KzIbSUlJdYRI0ZUA4DVauXBYJAtWLAgtb5zTJgw4cikSZPKmzvWk6EE2BxUASaknfh354vOHVe4pjgp6K33H3lCCGlyqmJr7kvce++9Jy1B9+nTJ7hjx47tpzrW7XZrn3322Y/NE9nZo1kgzEEVYELaC8aiZw+afuD0OxJCSBNS1WZPgNszSoDNQRVgQtqREkfCBas6Df7a7DgIIR1IC1SA2zNKgFtYTl6+BUCG2XEQQprWy72v7xwQrK1+QAohpJ2gCvBZoQS45aUCoBHjhLQzuiB2ntd/4maz4yCEdBC6JnFdozyukegH1/I6mR0AIaR5bHf3GrorOt30JT4JIR2ELFMVuJEoAW55lAAT0l4xJj01cJqqg+lmh0II6QCoD7jRKAFueTRVEiHtmF+y93u9+1XrzI6DENIBKM2bAOt6+32Wp3mAWx5VgAlp5z5IHz7w6oNrSxLkqhSzYyGEtF1/++Dfp9ulS+jrjNx7771bGnL9Z599tlOfPn0C119/vTdy+8SJE7sXFRVZT3ZMfHy86vF49gDA6tWrXTNnzuyWkpIiR+5TUVFhmT59evGUKVNoKeQOhBJgQto7xmKfGDR9x4tf51ECTAhpM5588sm0//73v+7o6GgVABRFEb744gt90aJFKQBQVVUlXXPNNWWvv/76z2d6zquvvrrs6aefLorctmTJkoSmjbzhKAFuedQCQUgHUBSVdNEXyYM2Dz+ybbDZsRBCyJno1KmT/Ic//OFgr169Al9++aXr66+/do0dO7YiGAwKK1asiL///vuLDh06dNLKb30++uijhG+++SY6cltZWZk0bdq0w00bfcNQAtzyqAJMSAfxtz43pQwp3eG36YrD7FgIIeR07rzzztLc3NyeEyZMOFpYWGi7/fbbSx955JHMPn36+B5++OGil19+OVlRFOHtt99OOtV5unXrFnjllVf2A8DYsWOpAkwAUAJMSIehCWL6n7NvW/3I96+ONDsWQgg5nb1791qHDh1a9fPPP9vef//9BJ/PJ7z22mt7XC6Xdtddd3WbOXNm8ZYtW5yLFi3aDwAzZszIyMjICM6aNatEVVVI0i/TSqoAkzBKgAnpQDYn9B2619V5T4+aQz3NjoUQQk7l9ddfTywqKrJecskllSNGjPB+/fXX0Vu2bIl2Op3a7373u+Jhw4bVDhs2rBYA3n333bhDhw7Z/va3vxWoqopx48b1fuGFF/b36NHjuAFvVAEmyMnLdwOgOfsI6UgYszw5cJrv9fVPcgYws8MhhJD6PPXUU0V33HFHtyuvvLLq1ltvrVi4cGGSzWbTp0yZUlZYWGiZMWNGxksvvVSwa9cu28KFC1M9Hs8uQRAgCAL++Mc/Ftx1113dly9fvtvtdmszZ85M37lzZxQAdO3a9byuXbv6bTab7vP5xKioKA0A1qxZE9uQAXVNiRLglkXVX0I6oFpL1Dlvdxu99rZ9n1xsdiyEkLbjd9dcefqd0rtvY6KoNdU1A4GAwDn/xXZd1yHLshAIBNi1117bx+12q1OmTOmhKApjjEEQBO73+4VJkyZ1f++993Y///zzhcXFxdIf//jHtIkTJx657bbbKhRFwbx58zqVlpZa5s6de9But//yQi2EEuCWlWx2AIQQc/wj49IBVx1cf9St1Jxy8AghhDSIrolowgQ4JiZGu/nmm3sxxrjP5xMBwOPxJKqqKnTv3t1vt9v5m2++uSshIUGNi4vToqOjdVEU646fO3dup4KCAmvnzp2VSy65pL8kSXzLli3RixYtSrVYLLrdbtftdrt+7bXXZr366qt7UlNT1aaKvSHYybJ80jxy8vLHAvjQ7DgIIeZIrz28/oVNfxlqdhyEkNbJf/N0OHv0bthBnbrsZHaHr3kiOjsVFRWi2+0+aXK+bds2+4ABAwKRyXNDeb3endnZ2bc35tgzrgDn5ubOB/Cux+PZlJubew6AFQAsAG71eDy07OeZcZodACHEPIXOTkM3JPb/5sLS788zOxZCSDuha43PIJtZfckvAAwaNCjQkrGcSGjAvncD+DH0egGA5QCeBPBCE8fUnrnMDoAQYq6/Zt8arzAxaHYchJB2QtOpnbURGpIAVwGIzc3NvQhAFoDZAN4E0Lc5AmunqAJMSAenClLXv2bfssHsOAghrVBj2lJbcQW4BeiNPbAhCfArADYDWAngaY/HowIYCOBIYy/eAVEFmBCCjYkDLjrg7LTP7DgIIa0LO3wQqtbAnE7vmBVgRVEETdN2Nvb4M/6heTyeJ3Jzc78AoHk8ntWhzRqAiY29eAdEFWBCCMCYdfbA6ZWvffmU2ZEQQloR2xf/RhBAsFMXgJ3ZtOF6fJJXZ2KjE8E2Stc0bacsy/Mbe4KGDIJb6vF4Jp+w+QCAhwF80dgAOhiqABNCAADVVuegdzNHrbvxwKphZsdCCGkdGOewr/m4oYdtSF+5eVpzxNOeNaQF4o6TbEsHcFcTxdIRUAWYEFJnWdfL+1ZZnOVmx0EIadPcZgfQFp22Apybm7sbQPfQ65NNZ/FKUwfVjlEFmBBShzOW8NQ5U9f9ecsLVAUmhDRWnNkBtEVn0gJxCYwf7rcABkRs5wAqPB5PcXME1k5RBZgQcpx90Z2HbUrouy2nbOcgs2MhhLRJHXIQ3Nk67Q/N4/EcBHAwNzf3Eo/Hs6MFYmrPqAJMCPmF5/rdHvPm2sdlC9esZsdCCGlzOvI0aI3WkKeGjbm5udMAnIMTKpknGRxHTo4qwISQX1AEqfuLfXJX/8/Od0aaHQshpM2hBLgRGjII7m0ATwGwAyg74YucGZvZARBCWqe1yYMuOBiVfMDsOAghbQ4lwI3QkArwaAADPR7P3uYKpgNoxBIvhJAOgTH744Oml/3fl09nmh0KIaRNoQS4ERpSAf4WlMCdLfr5EULqVWmNPu9f6SPWmx0HIaRNaUgu1+QYO8MVO1qZhlSA3wbgyc3NfRnAcTM/eDyeBs/a3EE1es1qQkjH8Eb3K3uPKv7aG636aWojQsiZMLsC/DBjbAfn/P3IjYyxZQC61nPMEc75NaH9hsHIMQtO2CcZwJ845682bbiGhiTAD4R+feyE7RyheYLJaVEFmBBySpwJSU+fM2Xt/G9evNjsWAghbUKLJsCMsScB3AigIrTJBuAqxtiDofcJAF7jnN8c2r8b53xf6HUG5/zERBcAXuecH5dfMsYmNUP4dc44AfZ4PN2aM5AOgirAhJBTsoJVZri61m6/8levVlUmCtwB0SVUCjaLAsZEFlBFHpQFQVUtYJpFh2ZlUEVAl6BpYIrOoWg6Uzhnqg6mCSI0QYQqSNCYBE0QoDGR6YLINCaAM4HpTGACdDAOMHAugDPBeA0GDgFg4deMc8ZC7wEIxnYwhLdxLnBwGM/7nHNwBs7BoQPg4JwD4Azg4Mb+4dcMADh04+NUzll4GxB+zREKkQFgx7aHXyPytQBwI2TjI2JmXBdCxH6h7RCO7VP3KyFtggBe+kzLXtIJwAogFsb0rkkAagFUA4gHcBShxTkYY1cDuJ8xdm1on7mMsSMAHuWc1zLGEgH8F4DIGLvvhOtIAA4zxvZxztc09U2ccQKcm5ubUd/3PB7PybJ58ktUASaE1IefJ7jWn8ucWRX+rc6+g6q67wtAt2xNqV4rD0SFK4UloJRluA6z1IQSwe0slyxRAXCbbJFFxVLJVSXIJZVzuy5wB5O4QxR1q2SVGbcGmWILcNXq55o1wLkU1CAFdSYGVFGUNQGKKgY0wKdD9+uAXxd4gEMIQECAC0IATJAhCEGIYlC0ICDa9IBg1YOilQdEK4KiFUHBAlm0QhYs0JkEXZAYFyToTASYJHBBZJyJDExgYKIAJggMggAmCAJjEMF0AdBFsNAXuACmi4xxEYBgbIdo7AMBjAkAN16DiYxBAAQh9F4AE5jxq2j8CoGBCQIgMuOLMTAG47XEjP8PBQZInHMplKSLHFwIZ+Qc0ACdA9A558deg+vgOgd46DXXOTgHuA5wzjnnANc4dA5wHvq+cU6u66EHhdB2HTCODR2nh78H45x6xGvOOQ89WITeg+ss9Dr8sBE+jkUcx0Lf46GHCOMldGb8J8XDDyAIPcgIx/Y57sFEOLZf+AEj9PDBI/YBwscICD+w8MiHj/D36r4feg0GcBHHHkxOfC2c8LpD0oGalrwe5/zBUNvCXADnwkiCcwF8AeBlGDOGpTLGigFYAPwMYF3odSWAIQCmMsbyAUwG8BOADQDe4pzXjYFgjP0HwIfNkfwCDWuB2A/jb0L4yTgymTO7/6StoAowIeQXOsHyw+Wim1uZMAwAagL79rGAPeCMLpZ2X1TW//7yrmWHV71RtczWS/xH2lApQ0lU08u4FfJh0Rcs9GtaiZjsqnGlx8k1GW5ZSY1RbDH26iRJQEYwSvdXc/Wol6uVXq76KriqVnFVqOGaLQA9WgV3c44kK6w+B6Kqo3hUtRNOv5O7gvFwKk7u0qPg5A44uJ3bmaRCEIKqhcmqwIKyCFkReNCvaAGvogf9qh7w6XrQr+sBP7gcgC4HRa4EJV1RJK4pNmialeuaAzp3ANwFwKGBaYpgCcqiJRAQLLIsWuWgYJEDolUJilY1EP4SbFpAtOrhr6Bogy+UfAeNRJzLgiTIgkVQBElQBElUmShpTJQ0Jlg0Jlh0Jlg4Y1YOZuPGR7d2I5c+JS4AigCmCIAqgPFQsq4KgCqCaQKgCWCayJgmMmhGwi5EJPV1yT0XAG4k9oyHEn2EtiOU3EMEmMDqknkW8atgVOSZYCT1EFkoyY94LYWSfBHHkvvILwtjrN2tHhZ60NBDDyIaePh1czy4cA7o+rEHD87D+0U8uCDiGIDrda+Npxi9SR5cGBNadEVexlhXAHsAPAwgFcBuAC8CWAJgO4D/g5Hv/IFz/hpj7B0Ag2HkkXM556sYYz0AREWc9moAExhjB2BMr5sOo5ViWXPdR0P+AkSf8N4N4F4ARU0XTrtHFWBCSB07hLLRontnIqSh4ZHUnGtBTa/td6DCuuVid8ywH7TijUvj3+l/2/hJ3/3+qC+pdOX8im8sybH/1/Nqb4kztWuW9fyfswQHF7iQsa+q7MiOIwUlPvmQpqhVFoFpSHKppZluuTTTLQcyY1XLQLuWapF4BmNwhOPQOddqofmruFbp5f6aCl4V8HJVP8Q1ycc1VxB6rGZ8zBkLC3DsSAAcuh32KgccVQ7urHXC6Xdxd9CJLkoUd+pRcKoOOLiT22GFTZQgWSSIIoNgY2AOrusaV4I1uhzw68GATw8GAnrQH9QDPkUP+hU94NP0gI/rwQDXg17Gg0FBV4IiV2QrVxUr11Qb1zQ7uO4A51EwqlENqgaqTFBlweIPCpZgOPkOilYlIFqUoGBVA6ItnIRrAdEWTsB5ULTygGAk3gHRymTBIsiChSmCJAQESVQEUVSZJGmCIGlMtOiMWXQIVj2UgMNIwG0wZxQ9Z4AqAioDU0QjsVcFMFU0knlVALRwci8ypgtgmmhsq0vqBTBeV7E/ltQjtD382kjojeo8RMbqknp2XGLPBGYk+ILxUUFdtT700QEkhCr2OJbYizAqixbGmAVgYmgfSwdqZPm2ha/3GwADYPzcAeBiAOGKcCWAX8Oo+GYyxvYCyIBR4bUA+E/oj/s/Oec3McZ6h851BMBeAL1g/FvjAlAK4InmaoEIPU00Xm5u7naPxzOwieJp13Ly8tcBGGp2HIQQczFA+5UQva4/ixrIGDtutoca/89bjlatO793UuDbiTkV5/i4VrZULtY5kDRKu3zNAH3gMP/PO78t/+xdeyUsKW92u+K71Z3O76oLUqduzP5dthDlT4Klp8BYqqr5j/qChft8wQJfUCmN17ncG4CdgesJTu1ghlsuyXTLtWmxisUdpbltIs9grP4l2xWu+6q5VlrJ1YoKrtZ6uapUchU10Kx+rjkVcLdujNw+o0V/GGeaHfbKUOW5xgmX38mdshMu1cmdehSimINHCTbYLFZYHRIsDhGii4HFMLB649QV2cflQK0eDPh1OeDXA/6gHvTLoaTaqFIH/NBlP9eDAYErQUFXZAsPVam5ptmh63Zw3Ylj/Y7NRhakoCxYgrJgCRrJt5GABwWrEjhWAdcC4rEKeFC08YBg5aFEnAVFC5MFSygJlwRVkESFiaIqHKuA60yw6GBWzpiNg1lhVL/b1fLbDNBOqNZHJvShaj1TRUAXGAsn+LoIponHKvvhij0PtdYYr41EPlyxZ0LdazCB1VXpw604kW03zEjsmcjqqvYQGJgUqtKLJyT3FkT8yk7/CcWW6f+TPbiZf7R1QhXgf8OoAs+BMUmCA8bf+98CeARGK8QfAVwA4FMYA+ZKAWQBGAWgBMALMJLnW2BUjgfAqBL3AnAYRhW5EMD+8IC6Jr2Ps0mAc3NzBwD4j8fj6dx0IbVfOXn5a2E8JRFCOqh0Zts+SohzSEbl4xeKyv+zJqgcGWGX9MrHLi+JBYAftNqvV6kVvwKA7nrPbddo4zuDI7F627oNlRv+m8G53nl90sBv3uh+pXrU7h4MxoROsPzYT3CWpDNbWvhanOtKQCnZVRsoKPXLRVZVq+kK8NRjV+fc7dCKu8QpRV3j5dousYoQ71Tj7BJPZwxnPC2bn2vlVVwr83K1soIrfi9X9SqusVqu2QPQYzTwBA4k4iwGmwlcUOxweB1w1ERxZ60LzoCTu4JOuNQo7uRG8uyQQsmzTYIUJUCMZmCxDMxx+iscwzVV0eVgDZcDvlBCHTASar+sB3yaHvRHVKn9LNT2IXJVtnBVtXBNtXNdt0PXowDuxPEf/ZpKB9PrEnAxnIBb5aBgiWg/sYUS8FAF/Fj/Nw+INhYULQgKoQRctAgKk0RFkERVEEWNiZLKBEk3KuBWnQlWDoQr4A4wRi2Up6eHk3oR0CIr9qH33/73weHXtFQwjLHvYSSpFTCSVBuMim0xjApwZwAxONajHW7/FEOvGQAfgD8BeA/AJgArYCTGOoCbAPwHgB9AV855sFnu40wT4Nzc3E04/iN8F4CeAB73eDzzmiG2dicnL38NgOFmx0EIaXlOCMVXivH74ph00an221fyRiHA0wFgzhXFxYKAVABYLpesPcKViwEgmkcX365OLrPB1p+rarBi3cqNtTu+Hggg7ogtrvjVnmN/+iqxf1/OhBQAiIF4sJ8Qtbc7s8fYIQyI7P9U1OoiX7Bwvy9YqAbVskTO1d44SXtctE07mh6nHMqMl6u6xMlIdKoxDgvvIjAkNubnoXGu1EI7WsnV8gqu1ni5GvRyFdVclfxcj5Khx2lGknxi+91ZE7kYtMNRGYWo6iijbSPg5E7FCZcWrjzbQ8mzBVaHkTwL4eT5rJe051zXuSzX6nKwVpf9fh4MBPSAL6gF/YoeCLV9BP26HvSDB/3Q5QDT5aDEFVkKtX1Yua7ZoR/X9tEmE0mNCZosSIFw9fvM+r9tWkC04oQBmOxM+791MDuOtZ+0h8Fzazc9eGmL5RaMsQ9g9OhaYSTBfWD8Pa2G8efwU855LmNsLID/AbATQD6Mau9iGBXfWwHcAaAcwHehY+0ANABeGJ+8CDAqwUM550ea/D4akADfccKmGgDfejye3U0dVHuVk5f/OYCRZsdBCGk5AiAPE2K+7MUcgxmr/2N7AAgq5XuLyj/qEX7/0KUlm2Ps+mAAkLle84pcVKEb//FA4IJ8o3bLxjTeeTgAaAGft/y/y7cHCvdcAMCmMUH9JO2CTZ7My+xVVte54XNawSqzmGNHlhCFWIj9GWMxkTHoXPUF5MO7awMHvH75sEPTa3vAGIxyUlEWrbxLnHIw0y1XprsVnuRSXU6rniYwdGrMz+tEMtdrqrh2tJKr3gqu+EJtF0IN16wB6C4FPJ4bPYOW056sCUhc8jvg8Dp4VI0TTp8TrmCobUMLVZ4FO7eLNthsFljtIkSnCDEaQBxD8w0801XFH2r7CPdRB0I91HJdQh3w60aFOgAuByVdkcNVahs01ca57oCuO2Ak1Ged6LcFChOVcAJ+pv3fftHG62ZACQ3AjOz/Vk7d/22r6/9mZ/8wFfLZpgcv/XUTneu0GGN9ANwMo893C4AdAJYCGAjgNRgtEHcBmAJjnYi7YVR4ExAqnMIYLfiHUA/w1zAS4q8B9IeRLD8G4FUAgwD8JzTdSdPeR0NbIHJzc20AOgE45PF41KYOqD3Lycv/D4DRZsdBCGkZPZh983AhNkFk7IzmUS+t2rCm2r97RPj9xMHlq3snB0eG3+/X/N9+qJb1R8Qgr19pF667SB92fvhjfbWy7ODRlW8eUCuOXIRQi8EBZ6d9S3peU/B9XI9BYCw2fKwAyF2Z/ftsIaom2egbTjtZXLLq3e8LFBzyBQ/qslrRiUPrgdMMNLNJelXnWKUw0y1XZLhlLdmlRrlseieBoQtjTTs8iXPOfdBLK7la5uVqVaiarFVxVfRxzREEj1HBE2HMUWoaC7fUOOCoiuLOmig4fU7uDDjhUlzcpUchijuM5FkykmeLQ4TkFCBEA4hlaNlWAa5piq4Ea7kc8OnBgD+UUAf1gF/VA75wlZobXwGmywGBK3JElVqzcV2zg+tRoSq1EzS/8nE4wBVBkhvQ/62Fkm/dSL6NCrikq9+9NP/e37VU3Iyx/wUwBkYhNAhjJogAjAT3Kxi/15sAPA9gPYxZIhIA9ADwDYA0ABM556uZ8W/j9zA+dVJhVIEDOFYNLgTwJOf8jSa/jwZUgGMBLAJwPYx/+BQYpez7PR5Ps/RntDc5efnLYcyVRwhpx2IhFlwpxh92MfFXDTnuwJHl23QeHBR+f3H3mvWj+1QfN3D2A6V09QE9MDJyW6qe9tON2i1RIsT08LZg8YGdpR+/FdADtXXV34Bg8f0rY+SWD7oMTwhItuwTr58My4/9BWdJOrOmWJjQp744dV2u8smH9vgCBdUBpcSl6YFeMHr+Tssi6r7UGLUg0y2XZ7plJSVatUfbtWSRIYOx5v0YX+U8WMPVI15oXq+u1Hi5KldyFdXQLH6uO2XocaFBfA3qEW52HNwGW7UdjipjsKAxTZ0TLsXJnVoUnHDAIdq5Q7LCGkqeRacAIRZATGi+Y3NvgXPOFblWlwO1vG5wok8ODU5U9YBfDbV9cD3ohx4MiLoSFLgiW7iqSFxVjYRa1xzgPDw4sd1N5dZI76av3NyiuQVj7M8wpi6GkOK2AAAgAElEQVRbyjmfyxjrBOBzGJXfDTBaHx6A8UmCAOP3CzAWwwhXc/cAuBzGILlCGAnyOM757tACGdtgVH+nNss9NCABfg1GP9b9MEbpdQOQB2C3x+O5vzmCa29y8vJfAdAsv5GEEPOJgH+kEPd1V2YbwhizN+RYTZcrC44uO+4/9S5x8k93XlSWddx+nMuL5KL9Kvhxg+js3O69Xf3NHheijxsNXvvTts0Vn6+I5ZraK3L7jthuPyzteU3ZPlfaYLBfDgqLhngoW4ja24PZnQ4I5xhTTJ0c51yX1bK9tYGCw375EJPVyi6A3rUh9y8yLneKUQ5kuJXSTLcsd4pRrLF2LUkSkMFY887CcKIA1yurjLmTq7xc9Xm5qlZyVag9NndyuO2i9ffdRkxTF+p39jm5S3YaczzzUOVZtHGbxQqb3QLJIUJ0MggxDOyMHmrMwlUlqMvGFHo8VKXWjKQ6XKFW9YAfetDPeTDAdCUgckUWdUWxck2xQNPsRlLNo0JzUjfo72wr8lr6ys2TWupioVau7wE8wzlfzBibAKOy+w8AjwL4EkYf70YAH8DoD94JYBqMft/dAFaGXifASIDTYCTESsSlugB4hXPeLOPMGpIAlwAY6PF4DkdsSwXwtcfjSa//SBKWk5f/ZxgPEISQdqYvc2y8UIjpIjDWpTHHV/p2biiv3nRh5DZR4MEnRx8WGTu+0nVYl3e9qxzpihOn5+LQx2rXftGT9x4RWfXjXNerNn2+vmrz573A+XG9uTWSo/Kdrpdv+zRtSIYqSCdt1bCAVfVmju/7CFGIg9iPRbRR1EfTA2W+4MG9tYED/qByNC40BVuDK6sC42qSUy3McMtHMuPlQFqMaolzaPEWkWdGzmXc0kJzJx+t5Fq5lys1Xq4GvFzVq7lm8XHNHjQG8SXhDCvjrVHENHVVUTyq1pimziU74Yycpk60wV4304ZozLQRw8Ccp79C68J1TeWy7NPlQK0xL7U/YEyh5wsPTtTDgxP1YABcDgi6LItclSWuKjauqdaIOanDVeqWGGS3MH3l5hktcB0AAGPsfhgzOBwCMAvAWAB/h7EAxlYABTDaGKYAGMU53xUaEDcPRsXXDqPn9yCAf8JImGND7104trJdUujXZmmBaMjHByp+uZADR9t9YjJDpdkBEEKaVjykvVeK7koHEy84m/NU+3drJ27TdGZTdey1iOgRub2TYO3dV4havVP3jTzuAAbhI+n9kdl6/68v167MYjASVcYEIfZXoy6OPvdiX8Xqf6327dp+PkKzK7hUf+y0Pe+PmLbnfWxM7Lft9R5j/IftCTmInCkCPGYH9120Q/OBAUoms33TT3DWpMDSvb6EXxTsCdGOngnRjp4AwlOwHf3BFzhQ6peLLIpWnQnwk/YcR9I5k0pqLN1KaizdNhUey6kYuB7v1Aoz4uTDmfFybedYRXI7NLfNWOSjyWeOOJHAmBgNqVM0kzp1OcV4sdDcyUe9XK3wcrW2gitqFddQDc0a4JpTNqrJyWjmuYYbgzMu+uGP98MfX87KGnRs5DR1Tu6sPWGOZzgQBQd3iDbYrFZY7RIsUQIEV2OmqWsqTBAlZnfECHZHkzy0cM45V5VwH7XP6KMOBCISatWYPs+vh/qoGZeDYmhwYniRF5sx24cenu3jZJ/EtOhSyABWwxictgZAJowE+HwYSez5AK4AcB6MFolXmPEJkw5jtoj/wpjxAQAWwGiRCLdEqKHzbQm9V2CsHPdGqCViH4xlk+vzQEMWzGhIAvwRgEW5ubnTPB7Pkdzc3GQACwF80oBzdHRVZgdACGkaFrCqy4S4rWnMetGp2gPOBOdcV1TvSXtuKwPikUSn1uPE7aMk9/CfZf/2IPgvFiL6Qfj+V8Ws6MBt6h0lFljqWiUEizUq4de5I+OGXlVa+p+3t8rFBy5ExH+oF5TuGHRB6Q6UWWNKXusxdueXyedk6UxIjTw3Byz7efC8/Zox9CMJll39haiiDGZLsTChb333yJhgcVhTsh3WlLptqlZbXBssOOALFAaNKdiU3jjD2Rw4mFBWK6WX1UrpWw8dP61unEMtTo9TijPdck2XOIUlGHMZd2EM7jM5d1OyMCEqngmZ8bBk1rcP55z7oZdVhQbxVXDVb1STVaGW6/ZQ20UCznLu5JakM93iQ22SD7VJZay0QceKXAw64AgtkGJMU+fiLsWY4zmKH5umzm61wGKPmKYujqH1LOzBGGPMYnXCYnWKzqb5IIBrqqzLwRo9GPAbibU/yDW1RZdChpHwxsIY4PYejAUsngEwCcBnAO4M7ScCeA7GjA7PwGiR+JBz/ofIkzHGXoDRHvoxjFWGw7mpAGB+aDW5nTAS4+kAEjnn6yOO/zOAP3HOG/SU1pAWiGgY5e3rYDxtOGEkvxM8Hk95Qy7aUeXk5U+GsVY2IaTt4gOZ88vzBVcvgbHkpjihXy7ecbji034n+96NAytWD+x8/KC3MK+uFL6hlLiBk6/eJnHJd6s6cWsCEk+6AqVSXrL/6Mo3DmtVFSetXmtg2qrUnC3Lul4ueq3R551uyV4nhOJ+gnN3T6NveABr4CpjOlcDAblkd23gQHlALnaoem03HPsY9Ky5bFppujFlW1V6nIxElxbtsOhdBNZ012hOGudKDbQjlUY1uaaCq8HK0NzJvtDcyfqxZWQ7JIlLPgcclY7wyoJw+iPmeIYDUSximjqHBDFKaIFp6prZTFw1+oWWuhhjbBCMhSp2cM5HMcaWwKj4JsCo7qbAaImYBmPaMwuMZZJHwlgBbgbn/NvQuT6E8WAnwageb4Px5zcAo2jYDUbyezOMZPsmGH3Fz3DOP2SMPQggm3P+mwbfRwMS4HtgjOwrANAV/8/ee4fHVV/5/+9zp4/qqNmWZUm25CbLxm0wLtjGGGwHDCQkQFhIIL9s2N3vZrPexPmmL0l28/VGm60hjVAMBoJDC4QWiOLee++yehtJM5Km3XZ+f9xRUIQlq8zMnZHu63l4HmbmzufzvvJIc+6557yPVvtRBGDK1q1bXxjqxmMRd0XlvdD+AQ0MDJKQPFjOrTG5JBsJs6O5brN327ZAuGbltV5bMCmw/5OzfYv6e+9e2bfzkNJ180Drr1BW7ZinLlhMuHamOlRz8aTn/d+AxVC/51XnzKt+unT91eOuabOZ6Lp2YhZQ11RynJ4hOBQXzLP6jnweLKLsqwmEa2oD4TpFlNp7LNii2nzmsKgdBZliXZFL8k7KFNW8Hi/jyBCSZCPMaleX1sTnjWSTpc6PvJPTenknJ2vAFxOsbO22w+FzsrPbqQXOoVSkyimcqvSyqbPYYLP2sqlLh2ZTp+dAjUfwiTWb47VZZBTyTmjB7D8A2Mu9gkki+g0039/HoNX9HwRQCM0T+H5omeC/i9ig3QEtOK6CFmNuB/D30LyFx0P7jD4def0VZl5J2t+ft6FloBcDWDWcaXFDCYB9ACb3zvbed9994wEc2rp167CaPsYa7orK26DVvxgYGCQRNlDHGpPrVC4sSykGk6Outrx4llm+ZvlAdopcs2FFa+FA738m3HigG8qAlmtF6uQT9yj3jhMgjOvvmO5T+/d37Hw7D6rSr2+xKJhDbxYsP/xG4YqMgNlRPtCePRAgTyLbqXJy+saRdbKJaMDzGQhVFbuCYsMlf6jGp1mwBadCux0bdWwmtSs/Q6otyhI7Cl2SPC5Vcqba1HERL+OkniDGzKofqqeT5fZI2UXYx5LSyYrJz4pT/Mg7Oe5lI0mHZlPXaYejy9mTedY8nuWITR054RRsbO+xqXNGbOrSER2bunvwiTW/i8apDAYi+jdo1QB3Afg6tMytH1p5DgGYBi1r+10AX4E2+ns9gGPMPJ2IpgN4EVoW+QfQAukQtKlw+dAs0VzQssELoWV/TyESAEc0rERkYAYz/2g45zGUqz8/Pj4ZRsYYvtUyDIwmOAOD5EK9UUjdPZtSyolowCzrcJEVfzOz3K/nbpvfNIkZ3UT9/629z5o3+WmxsQ0DTGyrFqrm/Jp+0fI5+dHjdjg+VjcMAKnlixallC2UvXve39F9fM9MgD9WGmBVZfunayqXfrqmEufTC88/VXpXy6W0SfNB/Xf9M2Cu4fDcmkiSJgfmi+VCSkMh2XIsoDK6TmlFbwTBmpZiL56XYi/W1mZmUW6/HAjXNATC9STK3okRC7YR18qGFSGtqt1WVtX+l199ZoGDE9KlmqIssa0wUxTHp8uOdJuSZxIwqa9jR6JCREIqTHmpZMrLH6CJT2YOdbHc4mPZGym7kHp5J6dKUDNU7Zb32G2IJ1AY4Ywwwhk+8g7tvZpNnc8Bp09z2kiJOG30BM9OaDZ1mtOGRXPaSCEIGQTqafbsiPo5DczvABQx81kAHys9iGSAMwF8H1q5rB/a1LgJRLQrclgQQC4zh4noP6HNlZgLYBkzf5OIXoZWN/xDAC191l8M4AkAiwD8nIi8zPyzoZ7EUDLAT0PrGv781q1bA/fdd58ZwE8BTNq6desdQ914LOKuqJwB7arIwMAgwZlI1pOrhUzLQAMhokFH97GdXv+JAYPr79zWdNpu4WvWCPdwUunet032XteJgpjkTyn37S7kohUDHaeKoa72D185Eqw664aWwekXv8nWubX4tmPv5S/Ol0yW0utp6I0TQnOZ4LwwlRx2p+Y3POLxsIoaag+E6y8HwtWBkNiaoXJ4Kj4y4o8ZJmIxL02uKXKJniKXGJ6QLlkzHEqOWUBRvL2M402IVW+Pd7JWdiHJkWxyX+/kpM6cJxLEJNth91lhW/GF2189Hbd9tRKITcz8QD+v/wbAN5j5aq/n/hfAcmiDLqr6HH8SWqb3MoA2aNlgAlANLdH6bWj1wK9AG7X8NfzlwIxtAH7CzM8M5TyGcqX6T9BqOpruu+++agATATRCG4dnMDgMFwgDgwTHCaFlrcl10QXzkqFkJodLd/DKdQOjtoC5Y2KGNOAxs02pN51U/LvaWFo20HFMbH7V/PKK+crCPcvVW27oz69VsNrTcj7x0Aq5y9voeeeFI5KnYQn6CV5SlHD6o5d/v/zRy7/HoawZJ54tvbO7wZG7EINoggtAHXdI7R53CN0wg/xTyX50puBUXDDPpEHUGl8Lk2DPSnOUZKU5NPMMZlUOS56z/nB1azDcYJaUziKAJw5n7YFQmKyNnZbSxk5L6b7qv7BsU3JT5auFLqmlyCUG8zMkc6ZDybaauJBo4IuLZMFOQqadrJl5A8T5KrPcDaWlk+W2Dpa7IyOre7yTHSLUDEVriIpJSctog4nNQQSzgwgmmhFBKrTAtadh7l8BtAL4PwCeIqLTAH7IzC1ENAmAJ5IJLmZmuWcRInJByza346N4tRnACmb2AAAze4jodgzjAnfQGeAe7rvvvrnQuvqaAezdunWrfJ23GERwV1Q6od0KMDAwSDAIkJYI6XtmkGM+EcXcRxYAmBXxassLIq5TSnZnmW/7TcWBATO2ABBmtfNJsaGTtQlK1yVPHXfxAeUhiwmm4usdK7bUX/S8s8Wr+Dvdg1m7w5La+nzJHad35M0tVQXTkPtECFAKyHZ6Fjk7JpC12ETUr43YcJAVf3MgXFvlD9eGw5InO2LBFucsLXO2U6mf5BIbi1xiYGKGZMpyKi6bmScRJe8AjZEiservZKXVpzXxBbwsiT5WqJtlWxBqigR2Jap3sk7YNtz2RzFem/XOABNRKQAbM58mojehuTZ0QasQ+AcAIjSLsvd6vf8+aLW/G6A1uhUx8+O9Xv9XaFZrZgBHmPnhyPCd69nuPjGUgRlDDoANRoa7orILRt20gUFCMZlsR1YImRlmoo/57caS7tDVw62+HQuud1zZuNDRBxd0zBvMmleU4LG35bYbMMgaWBvbfA/Jj5xPR8aATXQ9BC6fPtr+4St2lsV+PX97o4LUbePnH35x8lq0W9MXYJhNhNkwX54lpNQWa3XDs6KdnWdWwkGx+WIgXN0WFBttstI9BVqQpQsZdqVxUqbYWJQV8TJ2yhkOCxcQYVhZ8dFGj3eyj+V2H8u+jsgkvs6Id3IYanrEOzkbSeKdPEx8G27747AcVoYLET2Ajy6yCwGsAvBsz8sAfgmtmU1m5ktE9A0ATcz8bK81UgFkQXN7uICPD1rrYUjDLYaCEQDHGXdF5TkA0/XWYWBgAKTBVLfO5KpLJ/OIprgNl8b297eHpObrZnZTrIrnm6tbcga77uti6/Y6Dl933T/D4DXKHdtnctnywdg5MTN3Hd2517fvg0KwOujsbqMju+7p0rsuHcmaXs4kDPp8+uKA0FomOM9PJYc1RfMbjsnkMEnurPOHa2oC4VpZlDvymOWpiLIF21BJtSqegkypvjhL9BVkipyToqQ7repEgfQL1hMZhVnshtLSM4nPq0phL8vohmIOsJrSyzs56UY3R7i44bY/Trv+YdEj0sj2tX5efhzaIIxHmfmfI8f/RQBMRD9k5u9G6ndfQRSHWwzpPIwAOL64Kyo/BHCr3joMDMYyJiC0XMjYN4Xsi2IVPA2GquYt1YA6qFv7P1jX2DrYgQ0yc+hXYn29Agwpoz1NnXH4E8r6yYTB1d6yLIc7dr61z3/m0A3Qur4HhUQm8Z2JSw+9WrQqtdvinDMUjX0xA4EScpyaKTjFbJhnRL5UY4KqSv6g2HjRH672hsTmFEUNlCJBbMIcFtU7MUOqLXKJvkKXqORqXsYTTAKuO27aQCsfijTx+bwR72Qfy4KfFWswMomPPxrYkEjs2nDbH2PiUNMfkQC4v/LXmdDcGX7PzOWR4/sGwOeYeUavADhqwy2GQqL9Q44F6vUWYGAwlplOjgNLhfQJguYjqRui3FEFqP367fYlIAq1qTZ1UAGwmcj+SUuu9IrUKmGQo4UB4IJwbkEzNdU9JD/SbIX1uiUOZDbbsm755IqMxWu8bX94eXu49tJN+Lhd5sewsGK9u27HkrvrduBS6sSLT029u/F8etE8DKP2Wgac5zl443klCABqAVlPzKKU9nyyFpmIBv3zHQyCYElJsRfOTbFrNsaaBVvHlUC4pj4QriNJ9k5gqFOgwy33oCRkXvLYMi95/vLHbzWp3fkZUk2RS+wocklyXprkSLOp40eDl3E0sZGQnkvW9NwByooj3sk9TXxdXpbCXpaVTlbMAVYcYajpipZNjmdJQlMc9/ozPX68AEBEPwLwPDOfJaIF6GNbNoi1moloHYC3iWgFIsMtoqn3WhgBcPwxAmADAx1wwVy11uRqSyHToGpdY01n4HwNtIaRQdHcZe5KtQ2+z2WCYJsxXXBuO68GVg5Fl4+8Bb8w/2/oAfmhnXkYN6jMksnuzMy769EVkretzvPO89VyR+sSDDIILO2un/r/jv5satBk7X6l6NYd70xcOi5ssg63TEyoY3FOHWs/JxfMVeWCs6aY7C4rqDzaQ0yIiGyWrCk2S9YUV+pcAICihr3BcP0lf7jaHxJb0iMWbLr1fYiKkHq13VZ29eNexqEJ6VJNkUv0FLpEcXy6bI94GRcmi5dxvBm8d7Ia7GKlJZJN7u7QJvFFvJOVVAmcqWr15dHwTm6MwhpDJlKisABaDXArgNuIqKfJ/9hQ12PmdiL6Jj4abjHkyW5DxfiQx586vQUYGIwlzKDuW4XMwwVkXUxRzgiOBH+oekhd/tUdVlNJztAavVebXTdXicGTInhIo5sVUuwvWDbfvFS5eadbvelGwuC8eS2Z2QUTHvzHgnDD1bOed18IqaHAoBr3AMChiKkPX3l3+cNX3sUx19STz5Su76x1jluIEfgCd0CevFPtnLwTnbBD8Mwkx7lpgtOaCqGciGJiP2YSbJmpjikLUx1TAADMqhKW2s77w9XNwXC9WVI6JwE8KRZ7DwVZJXut1zqt1mudhl6urAKxNC5NvlzoElt7vIwzNS/jQqLrZ/cNADMJDhcJRa7r3HwJstLRyYrHy3Knl6WA1sSnUDcrPU18WZGyi4Eu3PRIqhEzfzXizPAyM6/92AFEp4a0YJSGWwxpT6MGOL64KyrvBvCG3joMDMYCs8m5xy2kTRGIxuutpTeqKnZWt/7GgSGUJxRnhc988ab2sqHu1a5K1S9IzTkYZpNPgTrpzL3K/ZkChCHXkvrPHT3Yvu0NFxR5SMMxevBZUtq2TFl3ctu4BVMUwTTs8cl9MQHBSN1wKEerGx5UaUm0kJVAayBcdyUQrgmFJY9LZXEaEnySGoGVnFS5rtAlNRd/5GWcFfEyTtYGsoQn4p3c6tNGVnd7NbcL7mLZEmDVYQb92xdv+8PWeOkhIjOAncy8mIhWQRtMcTnyshmAl5nvJKJTQ6gBjtpwiyGdixEAxxd3ReVCAAf11mFgMJrJheXCGpMraCfhmiN/9aYzcG5fW9eBITlPWExq4Hu3N9uHU7e5W/buPKJ0D7tRxslOz8PyF2qdcA46o9sDq6rSebByT+fhbVPBPKwLEQZ4V97cw1umrFNbbZkLQBRNJwY1n6xnysnpySfbpHhb4QGaH3RIbLnoD1d7IhZsxcDwflbxhznLqTRMypQai7JEf0GGaMpyKpkRL2NjoEXsWWlevjkmNmHXgojuhFaf+w1oQeq/MPM7kddmAdjAzF8cYgD8YwAHeoZbRI7JB5DCzBdjdi5GABxf3BWV46FTzY6BwWjHBvLeZnIdHwfLMopukBRV6tve2iXKHQNObLsWj69trDYLGNZAiKfCDYcCUBcO570AQEzK3cqndk7mkpXDeb8qiYGOP71+IHDxxAIAwx400mJ3NTxTsv7CgZyyMiYh6tZfmTBVzxJSrk4mu8um+Q3r8jmS5K76QLi2OhCukcNye27Egi2pyhbT7UrTpEyxsThL7CrIkCg7RU6PeBln661tFFFiXr75Srw2I6LXAfxfAL8GsD1iZ/Y3AL4Erdb9y8z8PhEdGmCZWczsiMVwi6FgBMBxxl1RKQAII8n+kBkYJDjqAiF191xKmRlLG6xowMx8teV5DzA4S7Pe/NPKln1ZTmVYnsXdLDc/IzZZMULbrjnK3H2r1NtmEYY3LU/xd7V63nvxrNhUswQj+DsokyC9n7/40Nai1Y4ua8rc4a4zEHYIbTPIcW6a4DClwTSb6Npjo+OBynIgKDZeCISqfUGxyamogRIgOYdipFiVtoJMqa7IJfomZUrITZXTnFY1XyCM01tbksEA7Oblm+M5Bc7JzAEimsDMSZ3MMwJgHXBXVNYA0L0JwsBgNDCBrKdvEzLJSsKQ62P1ICg2n2nqeH9YWh+Y17GtfEJo5XD3PiZ37d2p+BYP9/09ZHNO1YPy51QzzMMuF5Damqta336+WenqGPEQkqqUCZefnnpX3emMKXOhZZWijgCEp5D9RJngDOXAMk0g0j1YE+WOKn+opiEQrlM1CzalBEk89cxuVn0TM6SaoizNyzgvVU5JsaoTBEI+UfKeVwxpMi/fPEFvEcmKEQDrgLuicg80nzsDA4Nh4oDQusbkOp8N89Joj8WNJS3e7dv84eqVw3nvoiL/3vWzOkf0t2OL2LS7g+WlI1kDACxs6X5IfuRkJlwj0hOsvnCi7Q8vE4uhITlVXIuQYAm8XnjL4bcKbs4JmW2DGtU8THhCpG54ItnyzURTY7jXoFFU0RcU6y/5Q9XdIaklTVVDUzGCcpNEwWJS/fnpUk1xltRe6BLlcWmSI9WmjjMRJo1xL+M95uWbR/y7PFYxAmAdcFdUvgzgPr11GBgkIwTINwlpu8vIOZdilO2LJVdbXjzDLA8rAzwuTar68s2eEVm5hVj1/VpsCDAQlczRannN9nKes4wwslrZrpP79nl3vTMeqlIcDV2nMqacebr0rvarqRMWIMbT/jJgqpklOKumkCPDBpqdKPXnzKyKcttlf6i6KSDWC5LcWTDYyYPJgFng0Pg0qabQJXqKsiRpfJpkS7cruRHLtkE7rCQxW8zLNz+st4hkxQiAdcBdUfmvAL6ltw4Dg2SjkGzHVgmZKYmScRsqshJorfW8koNh3qYmsPKDdU0S0cgssy4qgSPvye3zhqujL1PU0mN3KZ+cSBiZnRgriuTd+96e7uN7ZwEclVruLrPD++Lktcf/OMFdKAvmmPtA20Ad08l5ZrrgMKXDNIuGMd0ulihK0BMI113xh2uCYak1M2LBpts48FggEEt5qXJNoUtsLcoSw/npkiXDrmZbTFw00t+dBOP75uWbH4/3phErNIWvE0ASURkzn4mTrCFjBMA64K6o/DyAZ/XWYWCQLKRCaFxnyrqaQeakLh3q6D6+y+s/PmT3h9587/amc1YzzxipllfFlh0NLC4f6To9pHF648Pyo+022GaNdC01HOps+/C3R0NXz92IKAVnDPC+nPKjz5XcITbbsxZC+xKPKQIQnkz2U2WC058Ly1SBKOHqNZlVKSS1XPSHqluDYoM1YsGWcDqjAYHVnBSlrtAlNhW6xMDEDMniciquiJexbtP6RsDnzcs3PxePjYhoLoB7AMyFNumtG8Cd0AZ1OADUArgE4BeRtxwBcACat28dEa0B0M7MByONylUAzg+w5VeZOab2bkYArAPuisrFAPborcPAINERgPDNQsbeUrK79ezAjxa1ntf2yUr3iJq+/n5Z667x6fKIgmhAG9f6S7GhSR3COObrIbAgfkb57L58nhiVwFru8jZ63tlyWfI0LsHA07CGhMeW0fRsyZ3n9uXOnq6SELdgbxwsZ8uFlOZJWt3wtHjtO1QkpbsxEK69GgjVSGG5PYdZmoohDG1JPphdES/jYpfon5gpmbKccqY98b2Ml5iXb94bj42uEQC/wsyniOgrAGqZ+bXIcbcA+BQzf5mI7gewmpn/moieAfALZt7fy//3MQA5zLy71z4/AfAjZm6L+TkZAXD8cVdUZgGI+T+ugUEyU0r2gzcLGXkmolFRs8isSldbtgQBDGkEcl/uLvdudxcGV0RDU50aPvO61DoNUbZlvFFZvGuJuikBU/cAACAASURBVGwhgaJyu1lsrrvoeXeLT/F3DdvH+FooJMgfjncfenny7RavJXU+4thMmQ5TXZngvFJC9lQ7hDkUh4z0cFFZDobEpgv+ULU3KDY5FNU/BVrmb9STblOaC1xiQ7FL7CrIlCg7RU5zWLhAoIQ4/xzz8s1xiSWuEQC/A80LmKBlgwUA/wbgLWjZ3/kAFADTAFyMvGceM8u9AuD7AbwJbZjGW0S0EUAZMz8al3MyAmB9cFdUegDDDNzAoC8ZMFWvM2U1p5LpRr21RBN/qPpoi2/7kCep9WX2hOCh++d5oxYIviu1bbukBldGa70eJqj55z6jfDbFBFPULB8Dl08daf/wFSfL0ohLQPpS68y7+nTpXdXHXVPngGhEXslDxQryTSfH6emCExkwlRPRiC6S4oEoe6sDodq6gFirilLH+IgF25hxZEixKm0FGVJ9UZbojXgZp0a8jOM1wa/DvHxz3HygIwHw3QDmQQtm3wPwjwD+DoAbmttIKjM/S0Q/BnCMmV+MvPeTAJYz84bI4xxoGeSVRJQF4G0Au6G5Y61i5nBczskIgPXBXVG5G8ASvXUYGCQKZiBwi5B5sJBsNxGRTW890aax44PtIbFxxJnbdLvS9PVVLVH7klWZ5V+JDRckcNR9lO1s73hY/sLlVKRGLWBnZu46umOvb9+HhWC1IFrr9iAK5tDvJq049MakFa6g2T7ieuahQoBUTPYTswSnPw+WUkEbCZvwqKrYGRAbLgVC1V0hqSVVUYOlQEKXD8QEu1n15WdItcVZondSpqiMS5NTUqzqeIEwMcpexvvNyzeP2EN7sBDRAgC3A1iEvwyAHwfwRQD78FEAPB7AHwDcBC0LvBfAnczcEFnrzwFw5PFKAJUAvsPMP4rXOSXsLZcxwDkYAbCBAQBgFjn3LhLSigSiqNzaT0RCYnNhNNbpDJnGM6ODaGQT3XoQiMyftuQ5XpKag4iyG0CIQq4nzT+bf6dy9/ZSnracMPISAyKi9PkrlqTNWRru2PHWdv/ZQ3MRxUDLqsr2z1T/cdlnqv+Ic+lF554uvav1UlrBfMSpBp0BSxWHFlQpIQBAHizntLph6zgLCVHPfEcLQbCmp9qL56faiwH0WLC1X/KHqhuDYr0gyr58QI25C4fehGQh40qbLeNK219ew2texnJtkUtsK3SJ0rg02ZlmV/IiXsbDsc07HR3Fg8YJIHiN51P6Ps/MTUT0BLQSCRHA0z3Bb1+IaDGAJ6AF1j8nIi8z/yyqyvvByADrhLui8p8A/ERvHQYGepIN86W1pqwuBwkjLg1IZETZW13f9mbUapm/tbrpuNPKN0RrPQDYIXu3H1e6Y3YBUqaWH7hdWTedEF3vZiXo72j7w8snwnWXFwOwRnPtHvwmu+83k28/9of8RQWSYBn29LuRkgpTwyzBeamE7KkOCLOJKKka0xQ11BYI113xh2r8YanVpXJ4KrTAasxiEjg8Pk2qKXJJrYUuUZqQPmgv46+Zl2+OWwxBRPcBMEGr2+2dAf4gcogPkQxw5HgrtFpgB4AbmLm711o9NcCbAXwNmlPExcjz2wD8hJmfifk5GQGwPrgrKtdA+wAZGIw5rCDfaiHz2ASyLk3k5p9o4encv70reD5qweVf3+TZUZQlRc3CDNBKC54SG48Goc6P5rq9yeKs6gflz4sWWKLu4yx5PbWet5+vlb2exYjhOOCD2TOPbS65M9DgyHFDxwDUAuqcRo5TMwQnMjW/4aQrN2BW5bDUetEfqm4Jig0WSekqAnii3roSAYFYzk2Va4tcYkuRSwxNyJAtmXYl26JZtjkArDMv3xy3GIKI/hXA6wC+Ay0AfhVaFcF/QWuCewPAVgABAJ8B8E8AtgBgaHXCTwJ4jplbegXAPwZwgJk9vfbJB5DCzBdjfk5GAKwP7orKSQBq9NZhYBBneB6l7J4vpE4nGtnQhGSipnXrYUUNLYjWerdP79yxvMQf1QAYADpZbtwsNjkRw9pNM5sDD8qfO5qNnJiMcA3VV51pe+9FUQ0F5sZi/R7arWmtz5XccXpX7g1TVcGka9BGgFREtlOzhJTOcbCUCERRr42OF7LibwyEa6/6wzViWGrrsWCLSWY/GSGwmp2i1BVkikse+PL/1MdtX6L3AKyHNkHyAWgXmfcB+BKAMwB+DuCvoPn7vgXg35m5MfLePABfBvB5aEHxvwF4/zpbPsHMz0f/TD7CCIB1xF1R6cMILZEMDJKFcbCcXWNyKVYSyvXWEk9UVequbn3Jiih+iZfmhE8+cmP77Git15vDctfuPYovJsFpb1Yoq7bPUxcsIcQmi+o/e+Rg+/bfZUGRY1qyoICUbeMXHH5p8hqh3Zo+H0S6OyHkwnKhXHA2FJJtnBk0g+Jo7xZtVJZDIbH5gj9c3REKN9lltXsKgDFz8dwP3k2bNsXVqYSIMpnZ2+vxdABNzOzr9Vw+tGEXoX7WEABY+3s93hgBsI64Kyr3QuuSNDAYtdghtK0xuc7kwLyUEiA4iDedgQv727r2LYrmmjaz2vnd25tjdvH8nNi018dyzKfuFamTT9yj3DtOgDAuFuuzqiq+A3/c03Vk+zQwx2SP3jQ4cmqfLl1/+WjW9HImIRF8YpECoVGrG3Y4nJrfcNJnUyXZV+sP19YGwrWyKLWPYyilwLAayZKVnZs2bYr6HaCxhhEA64i7ovKX0G4fGBiMOghQbhTSdpeTcw4RZeqtRy/q297eKcptN0d73e+vbawzCYjJre4gKx1PiY0iAzEPGlM4teVz8qONdjii2tTXG1USAx1/ev1A4OKJhUDsR95KZAr/vmDZodcKb0nzW5xzYr3fYLGAuqaS49QMwaG6YC6jOPsdxwpVlbqDYsNFf7i6MyQ2p0Qs2Ebz35wnNm3a9Pd6i0h2jABYR9wVlV+EVhhuYDCqKCDriVsFl82i3SYb01Q1P98EcNTN8Tfe0nwww6G6o71uD+eVwKE/yO1RnbzWH8Qk36vcv3sSF8bUBk/xd7V63nvxrNhUswRxsgG9lFZw8anSuxrPpxfNA1FaPPYcDATIk8h2qpycvnFknWwiiopNXyLAzCzKHVcC4erGQLieRdk7MWLBlrSlIH340qZNm4zYYYQYAbCOuCsq5wA4rrcOA4NokQKhaa0p64qLzIbHNYCQ2HKuseO9mHi3PrSwfduMvPDKWKzdw2/Flh1NLMbtVut8xb1nubryBkJsPXfFtqYqz9vPtyhd3qiWpgxEwGTr+m3RrUffnbhkgmiyRt0FY6TkwHxplpBSV0S2XAuoLJnrhq+FooY6AuH6S4FwTSAktmRELNji4u0cAxZs2rTpiN4ikh0jANYRd0WlCZp3XrL+EhoYANC60JcJ6XumkWMBEcX8FnOy0OLbsd0fuhqTrOayyd27187simmzmsSq/1dig0cFouZhfD3y1HEXH1AesppgivmewerzJ9r+8LLAYjiujZlHXdNOPFO6vqvOmbcQCTj10AmhuUxwXphKDrtT8xu2660p2jCrSljyXPSHa1qC4XqzpHQWApwM7hkigLRNmzaJegtJdowAWGfcFZU7AES9PtDAIF5MIfuhFUJGtolo1E95GipXW146zSzFZJzuxAzx4t8ubYt5JrFGDZ38neQpQxybjGxs8z0kP3I+HRk3xmO/rhN793p3v5sPVYlboA8AXkuqZ8uUdae3j5s/RRFMk+K592Axg/ylZD81U3BKWVrdcJbemmKFrARaAuHaqkC4JhSWPNmqZsGWaBcohzdt2hSX0qTRjhEA64y7ovLfAXxVbx0GBkMlHaa6daashjQyxSVISTYUJeip8fw2C0BMnC8EYun7a5twnWlRUeH3kmdblRpaGet9/gIGr1Xu2D6Dy5YTYu8ewooiefe8u6f7xN5yANmx3q83KkjdOW7ukRcmr1U9tsyFiWCldi0IUArIdnoWOTsmkLXYRBTXC4Z4w6yIEQu2tqDYaJMV/2Qg9m4i1+GXmzZt+hs9NiaiFcy8XY+9Y4ERAOuMu6LyPgAv663DwGCwmIDgCiFz/2Sy3TQab41GC2/3iV0d/mPLYrnHP69pvGgxIeZZYIVZ+pXYcFkGx6SeeSCmqzMPrVPuLCHEx7FADYc62z787ZHQ1XOLoI1xjSvN9qz6Z0rXXzyYPXMWk5DQfrdZMF8uF5x1RWTPsoJmjQWbQ0nurPeHa6sD4VpZlNtzmeWpiFNDZYQvbtq06al4bERE4wEU93rqWwC2A9jd67kqaEMwet8Z+DmAvwVQAWA6gP8G4Ioce36ALb8azwDbCIB1xl1RORnAFb11GBgMhhnk2L9ESJ+YzJOm4kWt5/W9stIVUy/dryxv2ZObqsSl4bBFFS+9LLVMgg63hDM4s+4h+ZEuK6wz47Wn3NnR6Hl3y2XJ07QEMcriD7g/CdK7E5cceqXoVkeXJSWmU+2igQNCa5ngPD+VHNYUrW447hcPeqCqkj8oNl70h6t9IbHZqaiBUmjBXqyYs2nTppMxXP/PENE/AigDcKKfQ+YCOMbMP73Ge7cx80oiegDAYQAd0MYfPwYgh5l39zr2JwB+xMxt0T6HgTAC4ATAXVHZAmOyjUECkwXzlbUmV4eTTFEb5zuaYVblqy1b/IjhSGEAuHeOd/u8gmBMrcN68yepY/sp1R+3/XpjYlPoAfmhQ3kYF9Osel/CzbUXPO+80KUGunT77F9Jzb/8dOlddWcyJs8FUUw/U9HADARKyHFypuCUsmGeQUQJMRQkHjAzS7L3qj9cUx8I17Eke/MZyhREx4LNDyBj06ZNShTWui5EtB6AE8Bf93PIkwB+CKDhGq/NBXAs8v9VADZCC4DvB/AmgH9h5reIaCOAMmZ+NJraB4MRACcA7orKtwF8Qm8dBgZ9sYC6bhUyj0wk6xKi2IysHY34w7XHWrx/innWbn5B4MCn5vjiVoPNzPxrsfF4CKpuGcmlyvKdbnXRIkJ8J5oFLp080v7HV1NYlnTztg4JVv+rRbcc+X3BstywyRb3cpRhohaQ9dQsSunIJ2vhWGyWVdSwLxiuv+gP1/hDUku6qoZKAQzHE3rbpk2bbom2voGIXLz09/t+tHfWloi+DeAnzBwiokpmXtVnnVciWeEsAG9DK6VYDGAVM4djdxbXJp51Kwb9cwBGAGyQYMyhlN0LhdRSgUiXjF8y0xU474vHPlfbrfnx2KcHIqL7rHk5z4lNnQBiNop5IHabdtxcTVWn71XuzxIgTIjXvs7S2fMdJeXcdWTHbt/+D4vB6sR47d2DXRVT/qrq/Zv/qup9nMgsOf1M6fqO6pQJC5HYtfhCHYtz6lhz7XLBXDVLcFZP1uqGy8dC3bBJsGWkOqYsTHVMARCxYJPbzgdCNS2BcL0gKb5JAA9mEMnu6x8SdW4CcA+A9/o8fwe0GPI9InoDwKcBzMZHcaWPiDKY+WN/C5m5nYi+CaASwHf0CH4BIwBOFA7oLcDAoIc8WM6vMbnCNhJi6jE7mgmJTXGpkW4PmCYyo4toWNmkYZFB5oJFpvRd+5XOuJYi9KZOqJ31JP3M87D8haNOOOfFa18iovQFK5am3bAk1LHjre3+s4fnIsZlLv0xx3t51n8e+i90mp0dL05Zu79y/MJiWTAnvCtDB+TJu9TOybvQCTsEz0xynJsmOK2pEMqJyKm3vnhAJJjsltzpdkvu9Kw0rbJGVoKtEQu2YFjyZKksTgXQ98JmV9zFaqwAUNrnuQJcu4H/D0RUD+Bq5JiPBcBEtBjAEwAWAfg5EXmZ+WdRVTwIjBKIBMBdUZkNwKO3DoOxjQ3UcbvJdTIPlqVEFDfP19GGJHfW1rW9ETdP12/f1nTSYeHZ8dqvh2fDjfu7oMRtktq1ICblbuXeXZN5ii53KZSgv6Pt/d+cCNdfWQwgriUZfWGA9+TOOfL8lE9ILXaXG0n2O2wCgiXkODVTcIZytLrhMd0Xw6yIIanloj9U7QmKjVZZ6S4CuGzTpk1xubvUAxHdCS3b+3afl+4C8Boz984AbwHwRWbuJqJHAXQx8ytE9CUAr0GrAd4M4GsA7mHmi5HSiG3QSieeic9ZaRgBcILgrqg8BSAmhvkGBtdBdQupu+ZQSvloNrmPF21dB7d3Bs7GLSD7myWenQWZUtyH6QRY8TwtNjInQAPvHGXuvlXqbbMIFLdMeG+kjtYazztb6mWv5yZEp9lpRLTaMhufLbnz/P7c8hkqCeP11jMMOJ+sp8vJ2ZZPtgIzUYneghKAY49tKIvb3Y4eiGghgNUAzvV5qQzAuwAuQAtsfwjgRwDeAJADoA7AjQC+DC1T/EjkuB8DOMDMf076EVE+gBRmvhjLc+mLUQKROHwIIwA2iDMTyXpytZBptpCwXG8towV/6GpcR5tXd1jVgkwpnlsCAJxkyllldh34o9yhewB8wnTspgah/spn5YdbzDDHPViyuHILJ/zVhsJQ/ZUzbe+9JKqhgK62Zblh74SNZ7ZMUEiQ/zBh0b6txbdZfZaUeSDSPTgfJNTAYnlDpG44E6bqWULK1clkz7RpdcNJld2OEjvivSER/Rc+aoBbe41DbodWHlEBrZzhFwAaAdRDC4BlAC8C2ApAglbS8b3I2tfa7wlmfj6qJzEARgY4QXBXVK6HZg1iYBBzHBBa15lcF1wwL6Hk+VJMeFSWA9UtLwr4eO1ezJiRFzr+0MKOG+K1X19+IzbvbOX4Z6CvhYUt3Q/Jj5zMhCum/svXo/vs4YMd29/MgiInTOayxjmu6qmpd9WczCy9AUSZeusZLnZQ+3RynpkuOMxpMM0morhecOrIvY9tKHtNbxGjCSMAThDcFZVpANphZOUNYggB8hIhffcMcswjIl26+EczXcFLBzyde+I6GtppUdq/dVuLbqUrIqtdT4oNXhWIW93z9Vgtr9leznOWEfTLFLKqKr79H+7pOrpjOpjz9NLRl7BgCf5u0vLDv5u0IitotpfprWckCEB4CtlPlAnOUA4s0wQivccUxwoGkPfYhjKjVyiKGAFwAuGuqNwDzRPPwCDqFJPtyEohM8Oop4sdDW3v7AjLnriXk/xgXWOzQNDty/+qEjz+ltw2GzpMTOuPEnXq0fXKPQUEfZupVEn0t1e+dih46eQCAKl6aunLmYzis0+X3uW5kjpxAZLfgYEnkPXsLHK2FJBtopko5iPC48iZxzaUGSWSUcb0+OOP663BIMKTe6qKARi1mAZRJQ2m+ntM2WdmCiluwWhyiymern1WDM/gfkTcWBg4bzNzXD2Be5MpWMY3qeHtPijFemnoSwe1TzgtnOqcpc6uMcOsWwaWTCars7S8OHWW2xdurDms+DsnIkEuFHLD3tzbG/cX3VG/OxAWLPuvpuarKgmxHOMbS6gbSu4VDhUfY3/2ZTVYQ8CxNJi9JiAnyf2Gf7Nwce67eosYbRgZ4ATCXVG5ApodiIHBiBGA8HIhY28J2W8cK/6aehKSWs83tr+ry5SwR9xt20tzRV0HlsjM4SfFhhoZnFCZN4EF8T7lwX0TOD8hkguip/GK550trUqXV1cLuf44kF12bHPJHcFGR85CjJLpjzZQx3Rynp0uOCgdpnIifdxCRsD6xzaU/V5vEaMNIwBOINwVlVYAHdBmbxsYDJtp5DiwVEgfbyIazHQhgyjQ4tu1zR+6slKPvVeWdO1aPb1bt8EUPTSp4oXfSi3F0NkT91osUhbvWqwuW0hIjKlpwavnj7d98LKZxXBC3tput6a3bC6548zuvDnTVDLpdnch2giAOJnsJ8sEpz8XlqkCUdymCQ4TCUDWYxvKuvUWMtowAuAEw11R+R6ANXrrMEhOMmG6us6U5Ukh00K9tYw1qlteOqmyFPeBFABQ6BLPfmlx20w99u7Lh1L7trNqYKXeOq7FBDX/3GeUz6aaYIrLpL7B0HVi717v7nfyoaoJOcVNASl/Gr/w8EuT15g6rGnzk8hKbVCMg+VsuZDSPIls+WaiaXrruQY7HttQZoyjjwFGAJxguCsqN0IzijYwGDRmkH+VkHFwEtmWEFHCZd9GO4oaaq9p3ZoJnWo7zQKH/nlNk5VI/9pSZlafFBtOhcFz9NZyLexs73hY/sLlVKQmzEUiK4rk3f3unu6Te2cDSNg6/TpHbvXTU++qOu6aNodHYT9BOkx1ZYLzSgnZU+0Q5hBRIrgyfeexDWX/qreI0YgRACcY7orK+QAO663DIHkoJ+eeG4W0yUlwK2/U4vWf2t3RfWSpnhoeX9tYZRYwWU8NPXSoUs0WqTkLCeZ68GcY6p3KPTtKeeoKQuJkNNVw0Nf2wW+PhqrP34Q4ekkPFYlM4bcKbj70WtEtGQGzo1xvPbHACvJNJ8fp6YKTMmAqI6IMnaQseGxD2RGd9h7VGAFwguGuqCQArQCy9dZikNjkwHxxrSnLbydB16lTBkCd5409ktK5RE8NG1a07MtOUW7SU0Nv9sq+nYeUroQYkNEfs9TZB25T1k4n6BbcXBO5s6PB886WKqmtaTESxDGiPy6kTTr/1NS7my+mTZoPosS84BkhBEjFZD85S3B25cFSKhBNjNPWTQDyH9tQZgRqMcAIgBMQd0XliwA+q7cOg8TECvLdZnIdHw/L0jE6EjShYFaVqy1bugDoOl3r/nkd22ZPCK3UU0Nfngk3HuiGEtfBIEMli7OqH5Q/L1pgSSj3CgAIN9We97y7pVsNdC/QW8v18Jtsnb8tXn3svfwlE0RT4v0so0keLOfLBWfjJLKNt5AwI4ZbPfvYhrJHY7j+iCGi2wDsZuaA3lqGihEAJyDuisrPQJudbWDQG54vpO6aRykziShHbzEGGoFw3fFmb6Vuo4h7uLHQv++u8s6EyQADgJ+V1qfFRgEJfkfLzObAg/LnjmYjR9cylv4IXDxxpL3ytRSWJV1s9obKkazpJ54pubO73pm3EKO8JyEVpoZZgvNSCdlTHRBmU3St4+5/bENZXGMBIvo9M98Z+f8HANiZ+dm+r/U6/qsAUpn5+32ezwFQBeD8ANt9lZm3R1P/UDAC4ATEXVGZCq0MImFrwAziywSynrlNyGQrCQlpmTSWaer447agWL9Sbx25qdLVryz3FOutoy8nle5922RvQgXm/bFSuXX7XHX+EkLi+d8yq2rX4R17fAc+nALWb+jJUOiwpLZuKfnE6R1580oVIXGcN2KFBdQ5jRynZwhONVPzGx5JaY0MIPexDWXeaOkbDET0PoCeO4vjoJXgNEYeOwAcBzC/11usAGwAuno99zaAnwN4BcBjAHKYeXevPX4C4EfM3BaLcxgsRgCcoLgrKt8EsF5vHQb6YofgWWtyncuGeSmNMvuh0cLV5hcuMhTdb/kSWP3BuqYQUeL5iL8oNu1qY1l3n+LBUKxOPnG3cu84AYJuo6UHgmUp1LH9zf3+c0fmAkio2uX+UEHqjnHzDr8weS232TIWIrmnsg0KAuRCsp0sF1I6x8FSIhAN9QKg8rENZbfGRNwgIaJ7oWWAX4g8vpmZd0b+/08A1jFzKPK4BMB/MfP6yOMcaAHw/QDeBPAvzPwWEW0EUMbMupd2GAFwguKuqHwUwNN66zDQBwKURULa7lnkvEHH7mOD6yDJXfV1ba/HqyHmunz39qazNjMnhB9wb8Ksdj4pNnQxkDA/q4FI5dSWh+VHm+xwJKSVGwAoQX972/svnQrXV92EBBw80h+Njuy6Z0rWXzqcPWMWk5Crt554kQvLhUjdcK4FNHMQCY0vP7ah7KdxEReBiL4I4KsAmvs5JBvAZmb+dyL6FoCzzPx65L3/AEBk5l9EHucAeIWZV5Jmmfc2gN0AFgNYxczhGJ/OdTEC4ATFXVGZDe1DaDQ5jTEKyXZslZCZYibSPatoMDDtXYd2+AJnEmLELgD8n2WtuyakJ2am9bISPPqO3DYXQFLcySAm+V7l/t2TuDChhxBIHa01nrefr5d9bYv11jIUJDKJ705ccuiVolUp3ZYU3Wvo40kKhMYywXmxlBxOp+Y33PcChgEUPrahrC6euojoTmgXU/2V2FyFVu/7GyLKhdartBqABcBOALcyc2dkrT8HwJHHKwFUAvgOM/8ohqcxaIwAOIFxV1RWArhFbx0G8SEFQuM6U1ZVJpl1tdMyGDw1ra8cVNSAW28dPdw1y7f9xqJAwgZsr4ut2+s4nLD6rsUCxb37ZnXlPAIlXGlJb0J1V063vfeirIaDSRdMXk6deOmpqXc1nEsvnguidL31xBMLqGsqOU7NEByqC+YyInIBOPjYhjJd3FMiTXz9fYZO9ZQ8RI79PwAmQyvF2cvMT/d6rXcGeDGAXwN4BFpt8NPM/LMYncKgMQLgBMZdUfllAP+jtw6D2CIA4jIhY+9Usi8kohS99RgMDpXlYHXLi4DWGJIQlI8PHn5gvjdhLbNk5tCvxPp6BSjRW8tQGKeOv3i/8ldWE0wJOa64N91nDh3o2PFWNhQ5qX7GABA0WbtfLVx19O2CZXlhkzUpHC+iCQHyJLKdnkz2X/37VxfEPUAkom8AWAvADC0L7YDWCHe512EHmPnrkeMzoTXFBQDcyMxdvdbqqQHeDOBrAO5h5ouR57cB+AkzPxPzkxoAIwBOYNwVlQUAapAktwwNhk4J2Q8tFzJyTETFemsxGBpdwcsHPZ27Eyb7CwBpNqXl/97akqe3joFoUMNnX5VaS6HdNk0abGzzPSQ/ej4d6QntawwArKqKb/8He7qO7pwO5oT+PPTH8czSU8+UrvfWpIxfCKKx5og09eDGVZf02JiIVgD4HoCvQwuCHwTwHwCeAPAagJcAjAfwRQCfArAJmgf6VwC8CuAFZj7dKwD+MbSg2dNrj3wAKcx8MV7ndS2MADjBcVdUHgCQUF+yBiMnA6aadaasplQyJfyXqcG1aWh/d0dYak2Y+t8efriusY0osX1335fatl1Qgyv11jFkGLxWuXPHDJ55MyHxnQxUMdzdXvna4eDlUwsBJOXdpU5LKOLulwAAIABJREFUSvuWyWtP/mn8gmJFMCd8Bj4KHDu4cdU8PTaO+P4uAfBDAC8CmADgh8z8MhGZoVmafQOaTesvoTXE9bhApEMLir8I4N8AvAHg/ets+QQzPx+LcxkMRgCc4LgrKr8JICEKxg1GjhkIrBQyDxSRbTER2fTWYzB8qpqfrwc44VwNvrm6+WiKVdXlC3SwqMzKk2LDWRFcrreW4TBdnXlonXJnCYFcemsZDEp3Z4vnvRfOic11S5GkjdUM8O7cG448P2Wd3Gp3LcTonYL57YMbVyXsdz4RWZhZ0ltHNDAC4ATHXVE5HcA5vXUYjJwycu69SUgrjOMceYMYEZbaLja0v52QLh3/36K2HZOzxYTLTPelTZWuvig15wGJ51s8GDI4s+4h+ZEuK6wJZzvXH6Kn8bLn7efblG5fUt95arFlNj5Tuv78gZxZM5kS0695BEw7uHGVrqUBYwUjAE4C3BWVJwEkZabEAMiG+fJak8vnINP86x9tkAy0+nZv6w5dXqm3jmuxelrXzpWl3TfrrWMw7JK9O44q3QkfrPeHiU2hB+SHDuVhXEJaz/VH8Oq5421/2GpmKZzUkyUVEuT38286uLVotb3TmprQdz0GyfGDG1fN1VvEWCHha5gMAADP6S3AYOhYQJ3rBNf2e0zZRUbwO7oIhGsT9tb3lTZrwmrryzJz5nInhEN66xguCin2Fyyblx0U9u1gsKi3nsHiKJ5xQ8GXvjcrc9kdeyEINXrrGS4mVs2fqN+z+Nk9P5j3nwf/o6q849J2MPv01jUCXtZbwFjCyAAnAe6KyvEA6pCktVtjEJ5LKXvmC6lTBaKk7MA26B9FDXtrWl9OQ4L+PlpNavd3b29OIUoO95gulpueFZtsAJImcL8WBeqk0/cq92cJECborWUosCKL3t3v7u0+uW82gCy99YyUkGAJvFG48vCbBcuzQ2Zbmd56hgADKDq4cVWt3kLGCkYAnCS4KyrfAbBObx0GAzMOlrO3m1yyjYTZemsxiA0+/+k97d2HE3pYyffXNtaaBEzSW8dgOSZ37dmp+BL6ZzoYnOz0PCx/odYJZ9LdjlfDQV/bB1uPhqov3ARgVNiOnc6YfObp0rvaqlLzF4IoYfy6++FPBzeuWqW3iLGEUQKRPDyrtwCD/rGD2u8yZe2805Q13Qh+RzddwUsJnzXoCguNemsYCnPNaUtcZN6jt46REqBAzq/MT8y5Sle2661lqAg2R0bunZ9fOeHhr7VbssftBqDqrWmkzPJVlf3k8H/f/Nzux8V19Xt2mFW5Sm9NA2CUOsYZIwOcJLgrKm0AGpHktwlHIeqNQtqu2eScHRlhaTCKYWb1asvzXiT4reIH57dvKxsfXqm3jqEQYtX7a7EhyJr3aNJzgzJv3y3q6lkEStNby3AIN9Wc97zzQrca7E7YyYLDYV9O+dHnSj4RarJnu6F52yYCAQDjDm5c1a23kLGEEQAnEe6Kyp8B+Fu9dRhoFJD1xK1Cps1Cwpgb2TlWCYQbTjZ7P0z4DP+S4u69nyjrWqy3jqFyUQkcfk9un49RMv0yh3OvfFZ+GGaYp+itZbj4Lxw/3PGn19NYlqbprSWatFnTm58tufPc3rw501TSvW57y8GNqx7WWcOYwyiBSC426y3AAHBCaP6UKXv3WlPWHCP4HVt0Bc+16a1hMFS123L11jAcppqcCyaQdYfeOqKFh1qn/NL801wvOvbqrWW4pEy7YcHEL32vNH3R6l0gSqrSmoHIFjvHffXsiyte3v7NvL85/+r+zHDnYeiXEXxWp33HNEYGOMlwV1SeAZA0xuujCQKkpUL6nunkmE+UnLc1DUbG1eYXzjOUhL/oEYjl769tUolg1VvLUJFZDf5SbGhSgcl6a4kmq+U128p5zs2E5J1gxrIUat/+u32Bc0fnA0jXW0+0qXPmVT9duv7qcde02UwUrzKnKgAlBzeuMoKxOGN6/PHH9dZgMASe3FOVCmC13jrGGpPJfvgeU7aYJ1jnGSOMxyaS0t3YGThTrLeOwcAg4eaS7ssmAdl6axkqApElX7A2nFMDWRhFdymvCJeLW6n1+DSeYSFQUk6/I8Fkdk4pK04tX9QtttQfUrq8+UhQO8DhkC75M1c0Hy3+ZO02sirS/stpEzslwRJrK8v/PLhxVdI1TY4GjAxwkuGuqMwHUINR9EcnkUmHqW6dyVWXRuab9NZioC/tXUd2+gKnkmLCGgD8w82tu/PS5KV66xgu70ht2y6rwZV664g2aZze+LD8aLsNtqSewgYAUkdrteft5xtkX1vS1ZsPlvPpheefKr2r5VLapPkgSony8iqAYsP7Vx+MADgJcVdUvgdgjd46RjMmILRCyNg3meyLKPH9Iw3iQE3rqwcU1X+j3joGyydne7ctmJS8AaTKLP9KbLgggZNpmMGgEFgQ71Me3D+B85PmgmogQnWXT7e995KshoM36K0lVvhNts6Xi2879n7+4omSyVISpWXfO7hxleHvrxNGAJyEuCsqPwNgq946RivTybF/qZCeLxAlzSABg9iishyqbnlRBZA0t67nTgwc/PQNPrfeOkaCRxWvvCS1TAAwKi9CFymLdy1Wly0k0KgYPNF95uCBjh1v5UBRktb1YjAcyp55/NmSO/wNjtyFIBpJnf1nDm5c9UrUhF0HInoMwKPXOewDaHarCwGE+rxmBXCGmb94jbW/AaCJmZ/t83wOtDrn8wPs+VVmjnsZSKJ44BkMjdehjUYu0FvIaMIFc9U6k6vNSaZFemsxSCwCoZpT0L4QkobqdutEvTWMlBzBOmWOKXX7CaV7hd5aYsF+095ltVRz9tPKA2kmmJL+73lqmfvGlBnzZd++D3Z2Hd01A+CkdCO5Hgvbzt6wsO0sOiyprc+V3HFmZ97cElUY8r9fI4DfxUJffzDzLwH8EgCIaDOAJ5l5V9/jiOing1mPiL7PzP/cz2s/ZObvRh4eBvAYgBxm3t3rmJ8A+BEz6+KuM2oaDMYSBzeukgH8XG8dowUzqHuN4Nr2KVN2gZNMSRXkGMSHzuAFv94ahkpH0JzPDJ/eOkbKclPGcgeEI3rriBUNQv3MX5mfSOlG9yG9tUQDEkzmzCVrb5741991OEpmbQeQdL87g8Ulded+5dzLK7bu+Fb+3597+UBW2HcQzIOdoPfLgxtXSTEV2A9EdBO0CoCPBb+92AdgW5//+k5rvHeA93+mz2MvgP8govURDRsBZOkV/AJGCUTS4q6ozAFQi1Eys10v5lDKnoVC6hSBaLzeWgwSl6rm52sBTrqSmG/f1nTCYeE5eusYKZ0sN24Wm5wAMvTWEjMY6nrlnh0lPHUFgUbFIBAAkLt9zW3vvnBBbKlfgjHQvN3gyKl9pnT95SNZ08uZhJx+DpMAFB7cuKopntoAIDKx9ACAMIC+k+cuAHgPwAvQ7jL7oSVKrdDKIewAigA8yszPEtEpZi6PrPsXJRBEdI6ZZ0RKIF5h5pWkWcu9DWA3gMUAVjFzOKYnPABGAJzEuCsqnwLwBb11JCO5sJxfY3KF7CSM2qYNg+gQltovN7T/PlpNL3HlS4s9Owpd0nK9dUSDQ3Ln7r1KZ9K6WgyWWersA7cpa6cTaFQF+2Jrw2XPO1vale7krksfLBKZxHcmLj30atGq1G6Ls+9F6EsHN656MN6aiCgVwGsApgKYx8zePq/vYuZlRDQVQH+lgCeY+UTk+CEFwJHnVwKoBPAdZv5RtM9xKBglEMnNf+stINmwgbx3mrJ23GXKKjWCX4PB0BU8X6e3huFS05F0czD6ZaE5fWkGTEk7UW2wnBZO3vic+SmvBOmi3lqiiTU3vyT/819353zioWNksZ7RW0+ssbBivbtux5Lndj8+58eH/vvidN/VHWDuirw8qBrbGPBTAP8D4Ph1jrsVWpDs7fNfDoBPDXdzIloM4AlowfWniOjvhrtWNDAC4CTm4MZVJwAYBtqDQ10opO58yJSnjCfrcqLkncZkEF/8oZpMvTUMlytt1lGVRfyMNW86AS1664g17dRe9Avz/05sg2f39Y9OLhyTZ86d+Nffm5m5dN1eCMKY8L8t7a6f+v+O/mz5C7u+S/fU/OmFgxtX9a2ljRd/y8y/H+SxnwLwNQDfBvB45P8fHu7GRPQogF8DuIeZDwJYC+DvIs/rguECkfz8N4BR2SEdLfLJemq1kClYSRgVnpsG8UNRwz6Vw0k7sKCmw1qst4Zo4iBT1mqz6+AHckesp3Ppjkyy8znL00tXKrdun6vOX0Igi96aogURUdrcZYtTZ98kene9s7371P450Ky3RjUORUz93JV33wN+qMv+zBzs9fADIlL6HNLzGfsQQDG0rO9xALMAdEDLCv9pmNs3A1jBzJ6IFg8R3Q4g2sNFBo1RA5zkuCsqBQCXoX1YDXrhgNC61uQ6nwXzUqLR01RiED98gbN727sOJvWUqx+sbWwUBEzQW0c02Sq27GhmcVTUNg+GYnXyibuVe8cLEEZl4K+Ggr62D7YeDdVcuAmju7G7HsDkSW8f0sX9oQciegPAI9eqAQbwdQDfAPBfAO4DcDuAf2TmN4loAbS+ow+Y+Q0iGsi5ZBYzO4goA8D715H0BDM/P9zzGS5GADwKcFdUfg1Ahd46EgUC5MVC+u6Z5Jgb+eUzMBgWdW1v7pJk7zK9dYyEr69qPpRuV0eVvZ/Eqv9XYoNH1TrSxwSpnNr8sPxosx2OpHf16A/Z117veWfLVam9eQmA0Zi0+Oaktw9t0lsEEdmZue+Qi/6OJR6lgaJRAzw6+DVGsdfiUCgi29HPm8ZdLROcK4zg12AkMLMqyd4ZeusYKU1dlr5WR0mPhYSUO///9u48Tq6qTv/451t1q7PvK4SQIJsUa5AtLJ0YaAJBZBNcGEV0pJRx1FKjQRlxcGNm1PxmBKURhQYUFRUUMi7YTgIBIgmiQJqEQDohhKzd6XR3eu86vz9uR5omSyepqlNV93m/XvVKp7rq3qc0dD916txzEmMbgb4f4ZasZmueUBncdsxr9mrJXvcRjBg9aeL7P3XW+CtSL8UGDSm1tZ930LMJhW/9Lb89jy3J8gsqwCVh6dxZDUDePz4oJEOJv35lfOxTFfFR0wKzI3znkeLX1rnxRcKrnovamvqykpk72tuU2MDjp8YGPu47Rz5lLJN4IPjZjMdjC59wuBbfeXJlwMRDj570kS+dPLriqmcsSLzkO0+WVE1esGyb7xDyBhXg0jEf6O8ONCUjBu0zYyMWvjc+duQIC4p6rqYUlsaWlVt8Z8iG2rqyoi/xuzMnGHNWgK30nSPflsWfPuv++L3ru+le6ztLLg056sR3TLruK0cMP+3cxZht8J3nADjCObVSQFSAS8TSubNeAn7uO0c+HWmDll4Tn7DxiNigmWY22HceKS2tHa9P8J0hG15vTEx1ji7fOXIhbpa4IjEuTrirVaRsim08sjK4dWQTjUt9Z8kls1hsxKmzzp503U0jBx89bSHQ6DvTfvjN5AXLSmpd51KgAlxavk4ERoFHEl/7vvi4pTPiI06Nm0XmIhjJn67uHRud6yr6+b8A3Rkb0JWhZEcKx8fKjjg2NmSJ7xw+tFv7iDuD209ZYTWLHK6kf/bHgsSgMee9Z+bB197QOeCgqYsItxMuFn7WPZM9UgEuIUvnzqoBfuU7R64E2I6K2MhFV8THThxq8Uhspyl+NLW+tIoSugp9e1u8pDePeGcw8pyBxP7mO4cXhv0ueGTG7+KP/NXhSn6OaXzw0DHjL//YjInv//TrwYjRxfDGZ8HkBctK7YK+kqACXHq+RjjfqKQca4Of+lB8fOOU2MAZZjbAdx4pbc2tq0tnD2Fg/fZEh+8MuWRmsavKxo+lOD8ez4qVsRdPuTu4s7mDjhW+s+RDYvT4KQf90+fOGPfua1+wAYOe851nD272HUB2TQW4xCydO+t54CHfObJlLMGqq+Pjn50eHz49ZlZSi/lLYXKuu6Mrs6Nod3/bldq6AaW8uQAAIyw45LT48EIuQjnXYNsm3x58b+pmNi/2nSVfBk4+4rhD/vnGE0bNvOQvxOK1vvP08cfJC5Y97TuE7JoKcGkq+necZdj2ObFRiy6JjzlskMWm+c4j0bGjfd3zwFDfObJpTX3ZRN8Z8uH0YPjZw4j/xXcOn7qte+BPEnefvTS25DGHK+mR/96GHnva6Yekbpo8bNo5j4MVygou/+47gOyedoIrUaf+159/C1zsO8d+cCfHhj4xzYYcbWbjfIeR6NlQ/4dFbZ2bZvjOkV3Ofe3CjS1mDPGdJNdaXPfWH3VscEDkf35Mzhy6/PLuq0bHiEXq07NMR3tzffUvn2ldXXMKePs3/+fJC5ad6+nc0g8aAS5dRTcKPJFEzYfi42tOjg09W+VXfGnr3DLVd4bsM2vvsjW+U+TDYIuPnRWMKrSPwr1YF3v12B8GPwhaaHnWd5Z8ipUNGDr2wqtnHHTNF5oT4yY9jp8dA2/ycE7ZByrAJWrp3FnLgN/5ztEfA4nVXRIf8/hF8dFvL7NYSc29lOLS0bWtFjIlubReXUu83neGfDk2PuS0cZaI1C5xu9NiO8bdEdx2whqrLdktlHcnGDpiwsSrrj9nwlXX18aHDM/nesl/mLxgWWTmYRcrFeDSVtCjwAbdp8eGLbo6Pi4+zhLnmJn+PYpXjS0rX/WdIVfWbSsr6XVi+7o8Me6kGKzznaMQOHPxB4MHZvw59ugSh2vynSffysZNOuLgD3/x1LEXXv03S5TV5OGUN+bhHHKAVDhK2NK5s5YAf/SdY1cm24C/XxOf8MrxsSEzzGyk7zwiADva1g73nSFXVteXlexr25Uyiw27KBhTTwQ2B+qvv8efPeO+4O4tXXSt9p3Fh0FvS5406WNfOWbEmRc+SSyWqzdHv5m8YNmyHB1bskgFuPTNo4B+AQwhtvGK+NgnZ8dHnRiYHeU7j8hOmUxHY8a1H+c7R668Wl92iO8M+TY1PujEQ22ApkL0stW2vK0yuHVcA9uKYROJrDMzGz7t7DMPue6mCUOOPW0RkM3NQxzwb1k8nuSQCnCJWzp31rPAfb5zxKCjPDZ84fvi44aOsuBM33lE+mpuW10DJHznyJXmjvi4jKNQlofKm4sSY88IsFW+cxSSDusYdlfih2e8YM8tdDgfF4h5Z/GgbPTMS2ZM+uiNsYGTj1gEtGfhsL+YvGDZ81k4juSBCnA0fBlo9XXyw23gsmviE9YfFRs808xKan1VKR1Nrau6fGfItZaOnH3sW7ACswGXJcZmgMisidtfjwa/n/lI/KHnHG6r7yy+xAYOGjHu3dfOOOifPrslGD3+CfZ/J9Uu8rzyg5nFzKwkL9rNBxXgCFg6d9ZrwHfzfd7hxNe9Nz7u6XfGR54SNzss3+cX6S/nnOvo2na07xy5trkpiNwFUAATYwOOfnts8JO+cxSil2Orpv04qOxop3257yw+BSPGHHLQ+z991vjLr1sZGzTkr/txiDsmL1i2MuvB9mwU8BszG21m3zGzP/W6rTCzduvZQdXM/nE9kJkt7vX1fWY21czGmlmTmS3bw62k1kdXAY6OW4BN+ThRHFrPjY1cdGV87LhhFj8tH+cUORBtnZtfJAIbJ6zZVhbZn/nnBaPKB2CR3ip5dxqt8eDbg+8ducFef8x3Ft8GHDTl7ZM+8qWTR5935TKLB/2dOtOAh3V/nXN1hINbn3LOfQ64F1gJPAs8DhztnNvQ8/DB/TjkM8DVwKedc6fsvAGLgNnOuZJaSi+yPwyjZuncWc3k4T/QY2zQkmviE+oOiw2cYWYDc30+kWxoalkRibmxq+vKxvjO4IuZxa5MjB8JNPvOUogylin7WXBf+VOxxYsdrs13Ht+GHH3SKZNSNx0+/NRZizHbsJeHf2PygmVeppE45+4BvmZmNwAfAsqBTwCHAfeZ2WlmdhGAmb3LzOI9X7/TzIbt4pANwHfN7OKex80FRveU7ZKiAhwtdwI5WQNxNMErV8fH/fWs+IgzYmaRu9pciltLx/qSH/0FWL89MdW5/Z7jWPRGxRKHnhIfFqld0fbVkviTZ/8i/tPabrpf853FN7NYbMRp55496bqbRg4+6qSFQOMuHvYK8D/5TRYyszvNbAkwHphCOHp7DvBL59x5wJ+A84GdKy6dDlzc8/URhIX5TZxzm4ALgS+Z2beBS4GP5/J1+KICHCFL587qBr6QzWMmsKYLYqMWXRYfc+ggi5+czWOL5ENXd8tm57qO8Z0jHzq7Y4MzjpLd7KM/pgcjzhlCPJ+7ghWd12Prj/lh8P3BO2h+xneWQhALEoPGVFw58+Brb+goO2jKIqCz17e/MHnBMi8XWDrn/hlYAQzouesXwEPA+Wb2J8KCewbwB8K+dxdwRc9j7ycst7s6bj1wA/BZYIFzLhsrZBQcFeCIWTp31gKgOguHcifakCc+GB/fekhswAwzK9nlo6S0NbWuegkw3znypbEtvtF3Bt+uKhs/BSi5j3SzqdVaR98RfH/ay7ZqkcNF9lOD3uKDh46dcPl1Mya+/1Prg+GjlwCLJi9Y9mvfuXp5CPgVUAv8DHgB+AqwHmh2zq0GrgFwzjUTjvS+hZlNB24jHDG+3Myuz330/At8BxAvPgf8lf18AzSexIrZ8VGdAyx2VnZjieRfc9srkfo5+HpjonXU4Egu/foPQy0+fkYwcsmirobIzonuFyP2cPDgjGMzxz9d0X3B0YaN8B2pECRGT5h60Ac/d2hnw9ZC+9TzGcLl/s4FlgBnEi7PVg48BeCcy5iF7/edc107v97JzK4FPg9c6pxbZWYXAAvNrNU5d1e+Xkg+aAQ4gpbOnfV34J59fd4AbNvF8dGPXRwffdQAix2fg2gieeVcprOruznpO0c+1daVDdj7o0rfCfGhZ4y24AnfOYrB8tjzp90T/HhbF53aUOQNdyY+cPXffQYws6OBGcC7gXWEI77PEo7+/pBwXvDLwCeBu/t52E3ADOfcKgDn3FbCecSL9/isIqQCHF1fYtcT+nclc2ps6GP/FB/vJlhZuZnp342UhJb2dS8Aw33nyKfa+rIJvjMUivckxh9n8LrvHMWg3uqm/iD43qR66rSecrh98pd9hyBc2ekKIAm8D3gQ+B3wMcKR4MHA34E/O+dq93KsTmAg4ZSJR8xsyc4b8GvgXjP7YG5ehh/mNLUnsk79rz9/CvjvPT1mkpU9f15sZCJhsbfnKZZI3mzY9uiito4NJbW4+94YrvvmCzd2mqFlCoFXuluf/d+uupOI0DzwA/XO7vMWnZiZdpZhkZo+1Mu/Mmf2rb5DmFngnOvqc18Zb2zpngG6nHOdb3myaAQ44m4j/LjkLQYT23x5fMwTF8RGHafyK6WqrWPTob4z5JvD4p3dttZ3jkJxeHzQtENsQOQ3gNgX/xf/04yH4r+syZDZ7DuLB88DP/AdAsI5vLu4r8M5t6Pn1qryu3sqwBHWsyzaxwnfJQJg0HlWbPii98fHDRxtibOs7wx5kRLR0dWwFjKR3KJ7W2vcy6L9herixNjT4+F6rtJPa2K1J/wouN210Ral3fUyQIo5s6N9FWmJUAGOuKVzZz1NOFmew2zAX6+JT3j1mNjgGWYWqXmREj2NLSvX+M7gy7qGhEaFegnMBl6aGNfBm9d3lb1otuYJlcGtx7xm66Iygn47c2Y/5TuEZIcKsADccFl8zB/OjY86OTA73HcYkXxoaV871HcGX1bXDYjsa9+dg2MDjjkyNkirQuyjjGUSDwT3lz8eW/iEw7X4zpND6wk3h5ASoQIsLJ07a9sYS1T5ziGSL5lMZ3N3pi2yS/mtrS+b5DtDITo/GH1OGbbcd45itCz+9Fn3x+99rZvuUp1f/i/Mmd3flZOkCKgACwCpdPJ+wuVTREpec1vtcqDMdw5ftrfFD3KOBt85Ck3MLP6exPghQCmPZObMptjGoyqDW0c20fi07yxZ9mvmzP6N7xCSXSrA0tsngB2+Q4jkWlPrqg7fGXxr7dRKELsyJpaYOi0+dJnvHMWq3dpH3BncfuoKe3Ghw2X2/oyCt51wIwkpMSrA8g+pdHIt4SLYIiXLOec6uuqP9J3Dty3NwXbfGQrV2cHI8sHEVIL3l2G/Cx6e+bv4I391uG2+4xygecyZvcF3CMk+FWDp678B/eCXktXeuWUFuIm+c/i2dltkZ4D0y1Vl4w8BTRM5ECtjL55yd3BncwcdK3xn2U+LgUrfISQ3VIDlTVLpZDdwDdDmO4tILjS2rNjkO0MhqK0rG+k7QyEbZsHEs+MjanznKHYNtm1yZXDrlC1sXuw7yz7qAK5jzmxtl1uiVIDlLVLpZA2Fsc+5SNa1dKwf5ztDIVjXUDbFd4ZCNy0YduZIC570naPYdVnXoPsSd5+9NPaXxxyuWObff5U5s1/0HUJyRwVYdmc+sNB3CJFs6u5u3epc5zG+cxSCtq7YiO4M633nKHRXJsYnDTQHNAsWxxeV/yr+i5cyZAr9f8+ngP/0HUJySwVYdimVTjrCqRBa91BKRlPrqhXo594/NLfHXvedodANtNjI84PRrwP6KDwL1sXWHvfD4AdBCy3P+s6yGy3ANdruuPTpF4HsViqdfBX4lO8cItnS1PZK3HeGQrKhKaFlD/vhqPjgdxxkZY/7zlEqWmzHuDuC205YY7WLfGfZhS8yZ/Yq3yEk91SAZY9S6WQV8KDvHCIHyrlMV1d3U9J3jkKypr5MS0H00yWJsafEoNZ3jlLhzMUfDB6Y8efYo085XLPvPD0eBW7zHULyQwVY+uM6QFfOS1FraV+/HBjhO0chqa0rG+s7Q7FIWGzwJYmxLYA+Gs+iv8efnX5fcPemLrp8v7moAz6sVR+iQwVY9iqVTm4FPuY7h8iBaGpdoTVd+9jYmJjqHF2+cxSLQ2IDjz08NlBTIbJsq205vDK4dWwDDUs8xkgxZ7bmxEeICrD0SyqdfBj4ke9QebOgAAAgAElEQVQcIvurrWPTIb4zFJpuZ2VdGdb4zlFMLgjGnJ3AtDxWlnVYx7C7Enec8YI9t9Dh8j3KfhdzZv8qz+cUz1SAZV98BljtO4TIvursalznyBzuO0chamiNb/adoZjEzIIrEuPK0GZBOfFo8PuZj8Qfes7htubplK+gi70jSQVY+i2VTjYD7yPcIUekaDS2rtQbt91Yv71M/z3vo3GxssNPiA35i+8cperl2KppPw4qO9ppX57jU7UD72XO7EK5CE/ySAVY9kkqnVwKfNZ3DpF9saNtzRDfGQrV6rqywb4zFKPyYGT5IGJ/9Z2jVDVa48GVwa1HbLQNuZxz/VnmzH4mh8eXAqYCLPsslU7eBvzMdw6R/si4rpbuTOtxvnMUqrX1ZQf7zlCMzMyuKhs/EdjuO0up6rbuAfcH957zVOyJxx0u21NOfsac2d/P8jGliKgAy/76GLDCdwiRvdnRVvsCMNB3jkJV1xKf5Bz6CHg/DLfg4Onx4S/4zlHqlsSfOOcX8ftrM3S/lqVDrkQrG0WeCrDsl575wO8h3DZSpGA1trzU7jtDYTNr77I1vlMUq1OC4WcNJ+5z+a5IeD322jF3BN8fvIPmA52y0ApcqXm/ogIs+y2VTi4HPu47h8iedHTVH+E7Q6HbuiPY5jtDMbuqbPxRBlpNI8darXX0HcH3p71sqxY63P5uWPFJ5sx+PqvBcsDMBprZnD73Bb7ylCIVYDkgqXTyXuCHvnOI7Epb55aV4A7ynaPQvbotkfGdoZgNsvjo84JRa33niAQj9nDw4MxH479f6nD7Ov/6bubM/nFOcu0jM/uEmX26z33Dzez2nr92AP9lZoleD/mVmR1vZmPNrMnMlu3hNiNvL6ZIqQBLNnwKeNZ3CJG+GltWbvCdoRisrhugLaIP0NvjQ06dYAntEpcny2PPn3ZP8ONtXXSu6udTngeuz2WmfRQD3vTG0znXCIw2s5nOuQzwOHA+gJmVA+3OuZ2j188AVwOfds6dsvMGLAJmO+cW5euFFCsVYDlgqXSyDbgSXQ0tBaa1fd0Y3xmKwavbEof6zlAKLkuMOzkGGgnOk3qrm3p7cOvB9dQ9uZeHNhLO+23NR65dMbObe4/QAl8APt9n1LYSuAn4DzMz4EHgvT2jwN8GPt/nsA3Ad83s4p5zzAVGO+fq8vbCipi5/Z5GI/JmlfNrLgV+DZjvLCLdmbb6V7f8YiR6o98vN1+4YXPMGO87R7Fbm2l7/redW5NA3HeWKHln93mLTsxMO8t4yzzZDHAJc2Y/4iPX7pjZ94E259xb1tU3sw8BDwCdwHDC36nvdM79suf7Y4FfOudmmtloYAHwBDAdmOWc04W//aBfDJI1qXTyIeArvnOIADS1vvwi+hnXbzs6Yut8ZygFU2IDj58aG7jYd46o+b/4n2b8Jv6r5RkyfS9G/LdCK789TgGm9Yz0AmBmd5nZC4Sjw0uBvwGPEU5r+KqZvWBmD/Y+iHOuHriBcIOqBSq//adfDpJVqXTy68BPfOcQaW59WZ9E7INNTYGWhcqSOcGY6QG20neOqKmNrT7xR8Htro22nfNkf86c2d/0GmoXzOx9wHPAH+m1kpJz7lrn3HHA8cDNwPE9f/8ycKJz7jjn3GV9jjUduA04HbjczAppnnNBUwGWXPgo8JTvEBJdzmW6O7sbk75zFJM19WX6yD5L4mZlVyTGxQCNxuVZszVPqAxuffsaq/0p8BHfefoys5OAG4EvAf8NfMTMzuvzsFuAs90bc1SnAT83s7I+x7oWuBO41Dm3FLgAuL7nftkLFWDJulQ62Q5cii4GEU9aO15/ARjpO0cxqa0boAsGs2h8rOzIY2NDtEGGBxnLbHkweOALzJldMBs1WehDwM+BDznnNjvnWoAPALea2bfMbIKZfQ2YDHxm53Odc18FXgZ+a2aDeh12EzDDObeq53FbCVeN0BScflABlpxIpZObgYuBJt9ZJHoaW1ZqY4d9tH57YqpzaD3gLHpnMPKcAcT+7jtHxLQAF6crqtf7DtLHNwl3T61wzv1155095fVMYBCwBJgEfLBnGTR6PW4e8CLhFs6dhNu7fwV4xMyW7LwRXoh+r5l9MA+vqahpFQjJqcr5Ne8CfoPebEkerdn0k1WO7iN95yg2X71gQ20Q4zDfOUpJg+t67d6OjSOAYb6zRIADrkhXVD+410fmmZkFzrmuvTzGAJyKWV6olEhOpdLJR4C5vnNIdHR2Na1X+d0/jW3xTb4zlJqRFhxyWny4RoHzY14hll+AvZXfnsc4ld/8UQGWnEulk98lnKgvknNNrStf8Z2hWL2+PdHmO0MpOj0YfvYw4n/xnaPE/ShdUf2fvkNI8VABlny5HljoO4SUvua2NYP2/ijZldV1ZQN9ZyhVV5aNfxuw1XeOEvV/wCd8h5DiogIseZFKJzuBywj3YxfJiYzrau3OtBznO0exWlNfNsF3hlI1xOLjZgUj9elE9q0inPfb6TuIFBcVYMmbVDrZAMwGan1nkdK0o23tC4RXU8t+2NIcTHGOVt85StWx8aGnj7WElqjKno3AnHRFtVZ9kX2mAix5lUonNwAVhD+4RLKqqfUllbcD4LBYR7et8Z2jlF2RGHeiwWu+c5SArcB56Yrql30HkeKkAix5l0onXyEcCW7wnUVKS3vn1sN9Zyh29S3xOt8ZSlmZxYZdFIypA625fAAagIp0RfVy30GkeKkAixepdPI5wo0yNGInWdHeWbcK3CTfOYrduoaybt8ZSt1h8UEnHmoDHvedo0g1ARekK6r/5juIFDcVYPEmlU4uBq4E9ro+osjeNLasKLSdn4pSbV3ZUN8ZouCixNgz4uEFXNJ/LcC70hXVWlJODpgKsHiVSicXAB8m3MFHZL+1tK8b5TtDKVhbX3aI7wxREJgNuCwxLgN0+M5SJNqBS9MV1Y/5DiKlQQVYvEulkz8BPu07hxSv7kx7Q8Z1aPmzLGhsj09wjnrfOaLgoNiAo98eG/yk7xxFoBN4T7qi+lHfQaR0qABLQUilk98DbvadQ4pTc+vLNUDcd45S0dJpr/rOEBXnBqPOKcO0PvrudQNXpyuqH/EdREqLCrAUjFQ6eRPwbd85pPg0tb6sKTRZtLk5sd13hqiImcWvSowfDjT7zlKAMsC16YrqB3wHkdKjAiwFJZVOzgVu8Z1DiodzLtPZvf0Y3zlKydr6Mv1uyKNRscSUd8SHPes7RwH6eLqi+l7fIaQ06YecFJxUOnkD8A3fOaQ4tHZsWA6M9p2jlNTWlemCwjw7MxhxzhDiS33nKCCfSVdU/9B3CCldKsBSkFLp5I1oTrD0Q1PrCm3ckGWvNSSmOKeVWfLtqrLxU0AXIAI3pCuq/9t3CCltKsBSsHrmBN/kO4cUttb2DQf5zlBq2rtjwzIOraucZ0MtPr48GLnSdw7Pvp6uqNY0OMk5FWApaKl08mbgRt85pDB1djdvcHQf7TtHKWpqj73uO0MUnRgfOn20BU/4zuHJd9IV1f/mO4REgwqwFLxUOvkNYJ7vHFJ4mlpe0k5aObKhMdHiO0NUvScx/jiDqL0BuTVdUf153yEkOlSApSik0sn/AOb6ziGFpblt9UDfGUpVbV1Zme8MUTXAYiMuDMZsIjo7ZN6crqj+V98hJFpUgKVopNLJbwNpovNLQfYg47raujMt2v0tR2rrB4z3nSHKDo8PmjbJBpT6tr8O+FS6olrXekjeqQBLUUmlk/8P+DDQ5TmKeNbS9uoLwGDfOUrVpqZgqnN0+M4RZe9OjD09Dq/4zpEjnYQ7vH3PdxCJJhVgKTqpdPIe4GJgh+8s4k9j60v6/z+HMs6CrgxrfeeIssBs4KWJcR2U3hv+FuDd6Yrq+30HkehSAZailEonfw+8E9jiO4v40d655W2+M5S6bS3BZt8Zou7g2IBjjowNWuw7RxbVA+emK6p/7zuIRJsKsBStVDq5FDgLqPWdRfKrvbP+FXCTfecoda9tT3T6ziBwfjD67AS23HeOLFgPnJOuqF7iO4iICrAUtVQ6uQqYDjzrO4vkT2Pritd8Z4iC1XVlQ3xnEIiZBVcmxg8mnDpQrF4EzkpXVNf4DiICKsBSAlLp5CZgBvAn31kkP1ra1o3wnSEK1taXHew7g4TGxBKHnRQfusx3jv20EDgzXVGtOeVSMFSApSSk0skm4CJAF1WUuO5M+/aMa9fyZ3mwrTWY5BzbfeeQ0NnxEecMJvaM7xz76CfA7HRFdYPvICK9qQBLyUilkx3A1cB831kkd5rbVtcAge8cUdHWZRq1KxBmZleVjZ8EFEuZ/AbwwXRFtZbTk4KjXyJSUlLppAM+Wzm/ZhXwP+jfeMlpal3V7TtDlGxtDrZPHqVr4QrFMAsmnhUf8eQT3dvP9J1lD7qAT6Qrqu/0HURkdzQCLCUplU7+AKgAtvrOItnjnMt0djW83XeOKHl1W5l2XiwwJwfDzhxpwZO+c+xGE3Cxyq8UOhVgKVmpdHIhcCrwvOcokiVtnRtfBMb6zhElq+vLdMFhAboyMT5psNF3jj5eB8q1xq8UAxVgKWmpdHINcCbwoOcokgWNLSs0op9nr24rm+I7g7zVQIuNPD8YXUjLAS4ETk5XVP/NdxCR/lABlpKXSiebgSuAfwf0cW4Ra+3YMMF3hqhp7YyNzDg2+M4hb3VUfPApE63sMc8xHHALcF66onqT5ywi/WbOqQ9IdFTOr7kCqAK0wH+R6eresXHd1l9N9J0jir4wa9Oy4QMzp/jOIW/V6TItd3S8vikDh3k4fQPwoXRF9cMezi1yQDQCLJGSSid/Rbh9spZ2KjJNrS+t8p0hqjY2JZp9Z5BdS1hs8LsTY1uAfK+O8lfCKQ8qv1KUVIAlclLp5N8JL47z/dGh7IPm1tVlvjNE1dr6soTvDLJ7k2MDj31bbODiPJ7yh4Q7u9Xm8ZwiWaUCLJGUSie3AOcC/4nmBRc857o7ujI7jvWdI6pq68rG+M4ge3ZBMObMBPZijk/TAlyTrqi+Ll1R3Z7jc4nklAqwRFYqnexKpZNfBC4G6n3nkd3b0b7ueWCo7xxR9XpjYqpzef+IXfZB3CxxRWJcGdCWo1O8BJyRrqi+J0fHF8krFWCJvFQ6uQCYBizxnUV2rallpeagetSVsYHdGc2bL3TjYmWHHx8b8pccHPpXwKnpiuqiXlPdzE7ynUEKhwqwCJBKJ18FyoHvoikRBaetc8tU3xmibntbXEtcFYEZwcjyQcSezdLhOoHPpiuq35OuqG7M0jFzwsw+bmYf38P3bwKu3833xppZk5kt28NtRs7CixdaBk2kj8r5NXOAu4FxnqMI0NG5rXZ9/cM+lniSXq46advCEw5um+k7h+xdo+t6vapj4xDgQHbxWw9cla6oLsgtl83sg8C/9LprfM+fm3vdd5tz7l4z+xfgHOADzrmMmZ0DXOKc+3zPscYCvwRSwFjn3BO9zvMd4JvOubocvhzxQCPAIn2k0sn/BU4E/uw7i0Bj68pXfWcQWF03YJDvDNI/wy04eHp8+AsHcIhqYFqhll8A59y9zrkzdt4IL2j+zz73/aRn5Pd44Oqe8hsnXMJtuJl9q89hG4DvmtnFAGY2Fxit8luaNAIsshuV82tiwA2EO8jFPceJrLWbf/5sxrVP850j6sYN6Xr10zO2HOo7h/RfVfuGJY10n7EPT3HAN4Cb0hXVmRzFyhoz+xkwteevfUeAXyEsut8CVhBO5+jq+XMH4YoWE4FHgf8Bfumcm2lmo4EFwBPAdGCWc04rXpQgFWCRvaicXzOdcPe4I31niZpMpqNx7ZafDQK0Dq1nhsvcfOHGNjMG+84i/dPiuut+3LGh271RDvdkLfCRdEV1UX7ytXP+r3Pu9l73DQS6nHNdu3nOAOBCYDE9Bbjn/pmEnwDe6Jz7Zm6Tiy+aAiGyF6l08inCKRH/jS6Qy6vmttU1qPwWBIfFOrptje8c0n+DLT7m3GBUf1bvuAM4vljL7+4459qAG81shZkt6XNbAdzgnHuo93PMbDpwG3A6cLmZ7fLCOSl+ge8AIsUglU62Ap+pnF/za+Au4G2eI0VCU+uqXY7ciB91O+J1B4/Q/yXF5Jj4kFOf625+fLPrPGcX314H/HO6ovqP+c51oMzs+8DJve4a33P/h3vd91fCKRGfd8490uf57wJO6XPftcDngUudc6vM7AJgoZm1Oufuyv6rEJ80AiyyD1Lp5GPACcAP0GhwTjnnXEfXtqN955A3vNpQVvDzQuWtLkuMmxaDvheT3kU46lt05RfAOXf93i6Cc87t6+jtJmCGc25Vzzm2AucTTpGQEqMRYJF9lEondwDXV86v+RXwY0AXBuVAW+emF4Gk7xzyhtV1ZcPOmNLiO4bsozKLDX1XYuzq33ZuPQTYCFyXrqhe4DtXHv2Hmc3rc98o4IGerzuBgcBXAMzsLQcws9ucc/fmMqTkly6CEzkAlfNrhhNunvFR31lKzaaGRQtb2tfO9J1D3jC0rHvLvPM2a33sIvVoZ/0tKzIt/5muqN7mO4uIbyrAIllQOb/mAuBOYJLvLKVizeaf1jjXpRHgAnPzhRu2xoyxvnPIPlkLfDwor/q97yAihUJzgEWyIJVO/h44jnBusOZJHqCu7pbNznUd4zuHvFVLR2yd7wzSbxnCNW6PU/kVeTMVYJEsSaWTDal08nrC5XOW+s5TzJpaV70EvHUinni3uTlo9J1B+mU5cFZQXvXpoLyq2XcYkUKjAiySZal0chlwBnA9oLl2+6G57RVdoFug1taX6fdGYWsBbgSmBeVVS3yHESlUmgMskkOV82vGAf8FfAiNaPaLc5nONZvvawWG+84ib3XY6PblHz2j/ljfOWSXfgbMDcqrXvMdRKTQqQCL5EHl/JpzgO8TzhOWPdjRtvbZzdsXTfOdQ3YtEc/s+Mr5mwab6Q1dAfkb8KmgvOpx30FEioU+yhLJg1Q6+TgwjXCXIc3H24PG1pWaY1rAOrtjQzLuLZsqiB9bgY8D71D5Fdk3GgGWnDGz+cCpPX+dBLQCbcBBwCs99z8LjHXOvb/Pc68FhgGnAXMJFyqvBVbu4ZSfc84tytoLyJHK+TWTgO8A7/WdpRDVbrqvFjKH+c4hu/e5mZufHjW4+zTfOSKsi3DFmZuC8ipdZyCyH1SAJS96duFZTlhiP+mc+3iv7/3JOXeemV1EOEoKcBIQBzb0PO/nwC+BFGFhfqLX878DfNM5V5eXF5MllfNrTiOcH1zuO0uh6OhqWLu+7rdTfOeQPfvAyfULkxPbZ/rOEVHVwKeD8qrlvoOIFDNdaS05Y2aHAj/t+eshwA6gHTjIzHbOhT02fKgtBlYDdwCvEW7XeQhwd89zdmoA7jGzrzvnHjazucDoYiu/AKl08mlgRuX8mncDtwCRX/e2sWXlGkAFuMDV1g8YkJzYvvcHSjatAT4XlFf92ncQkVKgOcCSS4OBl51zZwOPAv9EuBrCb3ru+xnwr8Cynr93AK8559YAqwg/5msmHAkGwDm3CbgQ+JKZfRu4lHAOXNFKpZO/BY4nHN3e6DmOVy3ta4f6ziB7V1tXNt53hgjZTris2TEqvyLZowIsOWdmw4EzgRcAx+6XAwuAn5rZesL5v2MIy+2s3g9yztUDNwCfBRY454p+KCqVTnan0sk7gCOAm4jghXKZTGdzd6bteN85ZO82NwdTnKPo/7srcM3AN4HDgvKqbwTlVW2+A4mUEhVgybUhwEPAfOdcJ+Gc3oqeKQ/pnQ8ys4Bw3dc5wP8SzhU+jrD83tf7gGY2HbiNcMe1y83s+jy8jrxIpZM7UunkzYRF+HbCUfBIaG6rXQ6U+c4he5dxFnR22xrfOUpUG/Bd4G1BedWXdZGbSG5oDrDk2g7gx86538E/Rm/fBmBmnwQOB6YC9wAHE37cN5qwKJ8MVABHA1t6nnMt4VJilzrnVpnZBcBCM2t1zt2Vx9eVU6l0chPwicr5Nf8P+DpwBSW+kUZT60sdvjNI/21rjW+dMKzraN85SkgH8EPgm0F51eu+w4iUOo0AS87tLL+7kSG8+OvbhPNfFxHO+b2ZcBvh4cD3ej1+EzDDObeq59hbgfOBxdlP7l8qnVyZSievJJwjfD/h/14lxznnOrq2HeU7h/TfuoZEZD6dyLEu4EfAkUF51SdVfkXyQ8ugSc6Y2dsJC+2q3TzkIOAm59x9ZvZz4Bbn3LNm9lXC8vtL4LfAE8C/AX/Yyylvc87dm5XwBapyfs1RwJeBD1BCn+C0dWx+ccO230d+FYxicuLBrcuuPKnhFN85iliG8E3tV4Pyqpd9hxGJGhVgKQhmVuac00fg/VQ5v+ZthBcCXgMkPMc5YJsbHlu4o33NTN85pP9GDura8Pl3bjnId44i5IBfA18JyqtqfIcRiSoVYJEiVjm/5lDgi8BHgQGe4+y3NZvvX+5c57G+c8i++dqFG7abMcJ3jiLRTnhB73eC8qoXfYcRiToVYJESUDm/5mDgC8B1wCDPcfZJd3fr1le3PjAaXZNQdL503sa/Dy5zJ/rOUeDqCLctvjUor9rkO4yIhFSARUpI5fyasYQbalxPuKpGwWtofm7xth1/O9t3Dtl3H5u+9bEpozq1lfeuvQzMB+4OyqtafIcRkTdTARYpQZXzaxLAe4BPE66XXLDWbX3wqa7upum+c8i+O//oxsfKD9+hAvxmTxKuavOboLyqJFdtESkFKsAiJa5yfs3pwKeAKymwC+acy3St2XzfDtA80mJ05Li25685dZt274Nu4EHC+b1LfIcRkb1TARaJiJ55wp8gnCIxznMcAHa0vfq3zdsXnuQ7h+yfgUFm+43nb4rym5cmoAqYH5RXrfYdRkT6TwVYJGIq59cMBN5POD3C6wVMG7c9uqi1Y8MMnxnkwNx8wYbXY7HimG+eRcuAO4D7g/KqZt9hRGTfqQCLRFjP9IhrgffhYRrCmk33veLIHJ7v80r2zJ21aemIgZlTfefIgybgp0BlUF71rO8wInJgVIBFhMr5NYOAy4CPALMAy/U5O7sa171W99DkXJ9HcuuDp9QvPHp8+0zfOXLoSeAu4Gca7RUpHSrAIvImlfNrphDuMPdh4LBcnaeuaemixpYXNf2hyJ3ztuYnZr+96SzfObJsA3APcFdQXrXSdxgRyT4VYBHZpcr5NQbMJJwicQUwOJvHf3XLA890Z1rfkc1jSv5NGtHx0ifOqjvKd44s6AAeJhzt/X1QXtXtOY+I5JAKsIjsVeX8muGEy6hdRThFIjiQ42UynTvWbrk/oIi3b5ZQ3FzHVy/YGDM7sH8TnrQDfwB+Cfw2KK/a7jmPiOSJCrCI7JPK+TWjgUsIN9o4Dyjb12M0ta56emvjU6dlO5v4cdPsDa8k4hTLxYxthKX3AeDhoLyq0XMeEfFABVhE9lvl/JoRwLsJR4fPp58juuvrFjze0VV3Ti6zSf58pnzzk2OHdp/pO8cetAG/IxzpfTgor2rynEdEPFMBFpGsqJxfMwy4mHBk+AJg0O4eW7vp3g3gDspXNsmt95y4beFJk9pm+s7RRyth6X0AeEQrOIhIbyrAIpJ1lfNrhgAXAnMIy/A/ym5b55aVG+p/d7SvbJJ97zik5enLTtheCFNaXgP+CPwe+N+gvGqH5zwiUqBUgEUkp3pWkziJsBBfuHn74x072mpneY4lWTRmcNe69MwtPtZ0bgEWEZbePwblVTUeMohIEVIBFpG8mjdv3kjgnUAF4UV0R/pNJAfOua9duHGHGUNzfSLgOcKL2P4ILA7Kq9pzfE4RKUEqwCLi1bx586bwRhk+FxjrN5HsjxsrNi4fmHDH5uDQm4BHCUvvo0F51aYcnENEIkYFWEQKxrx58ww4CpgOnNHz57FA3Gcu2btPnLn18UkjOw90ZY8MUAMsAZ7q+fPFoLxKv6hEJKtUgEWkoM2bN28ocCpvlOIzgHFeQ8lbXJTcvmj61JZ93dp6K/AXwqK7BHha6/KKSD6oAItI0Zk3b97hvHmU+AQOcHc6OTDHTGh79up3bJu2h4d0Ac/zxsjukqC8alVewomI9KECLCJFb968eYMIV5pI9rlNBsxjtMgYUtZdd8N5m8f0/HUrYdl9Hnih58/ngvKqFl/5RER6UwEWkZLVM33iGN5ajKcCMX/JSsYmYAXwIrDiptkblifivBCUV230nEtEZI9UgEUkcnpGjI/mjUJ8ODAJOKTnzzJ/6QpKG+HmEq8B63puqwhL74pbbrmlwWM2EZH9pgIsItJLz0oU43ijEO+8Terzda7XvM21Vt4otzsL7pu+vuWWW7b6iycikjsqwCIi+2HevHkjCMvwWGDkbm4jgCGEZXnILr7el2kYrs/XrcB2oLHn1vvrvn/v+/XGW265pW4fX7KISMlQARYR8aRntBmAW265RT+MS4iZGXCac+4vvrOIyFupAIuIiGSZmb0LuMw599HdfP9+59z7+9x3LTAMOA2YC3QCtcDKPZzqc865RdlJLRIdWjdTREQkS8ysEngHcDzwgpkt28XD/peezVzM7CJg5/rJJxHuergBuBz4OfAMkALGOuee6HWe7wDfdM5pKovIflABFhERyRLnXMrMjgG+55w7z8ymArc659618zFm9gBwipktBlYDdxBefLiRcF753UB7r8M2APeY2dedcw+b2VxgtMqvyP5TARYREcmuLwL/sbtvOueuNLM/9RTkO4HXnHNrzGwVMBFoBgYSToHAObfJzC4EFpjZDMLdD2fl/FWIlDAVYBERkey6FDjOzL5FuKb0oX2mQnyg19cB8FMzm0I41WEM8HHgVcKpEgA45+rN7Abgz8CNzrneI8Qiso9UgEVERLLIOTfSzM50zj25cwoEcAkw0Tm3HsDMMLMAGA7MAf6L8IK34wjnAZ8HjN55TDObDtwGnA78wMwanHPfz9+rEiktKsAiIiJZZGafBCrM7PJed08EHhtJXEkAAARmSURBVOyZv3s24Xbc9wAHE67NPJrw4reTgQrCnQq39BzvWuDzwKXOuVVmdgGw0MxanXN35edViZSWfVmEXURERPagp6xeArzXOdcNDAZcz8jvxcAtQBdwDPBtwgvfFhGO+t4MbCMcFf5er8NuAmY451YRHmwrcD6wOB+vSaQUaQRYREQkewYA7wZGmtn/Ee789134x8VsFcAZzrlOM/si8O/OuWfN7KuE5fdbwG+BJwgvghsIfAXCaRN9mdltzrl7c/6qREqMNsIQERHxwMzKnHMdvnOIRJEKsIiIiIhEiuYAi4iIiEikqACLiIiISKSoAIuIiIhIpKgAi4iIiEikqACLiIiISKSoAIuIiIhIpKgAi4iIiEikqACLiIiISKSoAIuIiIhIpAS+A4iI5JqZfQb4MLC1z7dGAQ8D/wd8p9f94wDX5/FfAJ4DaoGVezjd55xziw4wsoiI5JAKsIhExZ+Av/W57xgA59wiM/sysMg512ZmnwTanHN3mtlI4Ezn3J/NbCzwDJACxjrnnth5IDP7DvBN51xdXl6NiIjsN02BEJGo2Ays6XPb2Ov7E4Hv7+J5twIT+tzXAHzXzC4GMLO5wGiVXxGR4qARYBGJig8A5/e5b+cUCJxzVWZ2kZldtfObPVMn2pxzd/V+knNuk5ldCCwwsxnAdGBWTtOLiEjWqACLSBSsBr4EtPS5fxAwyMwC51wX8K+Eo73je77/DHDbrg7onKs3sxuAPwM3Oufac5JcRESyTgVYRKLg34F/A4bu4ntzgdlm9o5e973pIjgzg7AMf3nnA8xsOmE5Ph34gZk1OOd2NYVCREQKjAqwiETBZODzu/nekcCFzrmGnXf0vgiu9wN7LoLDzK7tOd6lzrlVZnYBsNDMWvtOlxARkcKjAiwiUfA359x5u/qGmT20H8fbBMxwzm0FcM5tNbPzgSEHkFFERPJEBVhEouBEM/vTbr53wj4cpxMYCHwF/jE14k3M7Dbn3L37nFBERPLGnHO+M4iIiIiI5I3WARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUhRARYRERGRSFEBFhEREZFIUQEWERERkUj5/0PxLE5JwNGBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x115110e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = bj.drop(['ratio', 'prov'], axis=1).groupby('locate').sum().sort_values('counts', ascending=False)\n",
"fig.plot.pie(figsize=(12, 12), subplots=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 这里本来想探索用`subplots`一次生成北上广三张图的,大概是因为我对`subplots`有什么误解,最终毫无悬念的失败了"
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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